diff --git a/README.md b/README.md index 0c888aa..7f66a20 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,7 @@ They all use [dataāˇ°describe](https://github.com/data-describe/data-describe) o | 203 | Black Friday | Recommending product categories with multi-class categorization in AI Platform with custom prediction routines, custom hyperparameter tuning | Data Scientists, Data Engineers | | 302 | Cellular Imaging | Recursion Cellular Image Classification with AI-Platform with TF2, TPU, and advanced Engineering | Data Scientists, Data Engineers, HCLS | | 401 | NASA IOT Signal processing | Processing Streaming data with signal windowing and live prediction using AI Platform and GCP | MLOps, Advanced Data Scientists | -| | Bearing Condition Monitoring | Analyzing the Vibrations and Motor current of Bearings to predict Remaining Useful LifeCycle (RUL) using Vertex AI | Data Scientist, Data Engineers | +| 402 | Bearing Condition Monitoring | Analyzing the Vibrations and Motor current of Bearings to predict Remaining Useful LifeCycle (RUL) using Vertex AI | Data Scientist, Data Engineers | ## install instructions diff --git a/iot-condition-monitoring/EDA/EDA_bearing_condition_monitoring.ipynb b/iot-condition-monitoring/EDA/EDA_bearing_condition_monitoring.ipynb new file mode 100644 index 0000000..720deed --- /dev/null +++ b/iot-condition-monitoring/EDA/EDA_bearing_condition_monitoring.ipynb @@ -0,0 +1,2281 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "f4c51430-135b-4f1d-8053-0b0c9c58573e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import scipy\n", + "import scipy.io\n", + "import os\n", + "import mat4py\n", + "import matplotlib.pyplot as plt\n", + "from tabula import read_pdf\n", + "import data_describe as dd\n", + "import glob\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "from sklearn import metrics\n", + "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, accuracy_score \n", + "from sklearn.svm import SVC\n", + "\n", + "\n", + "plt.rcParams[\"figure.figsize\"] = (20, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "366f219b-39e2-4dbc-8602-989ad439a987", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Intake\n", + "def data_intake(matlab_file_path):\n", + " \n", + " \"\"\"\n", + " This function is to read the data from the matlab file and convert into dataframe for pre-processing\n", + " \n", + " Input - Matlab file\n", + " \n", + " Output - Uncleaned Dataframe resulted from reading the matlab file\n", + " \"\"\"\n", + "\n", + " data_dict = scipy.io.loadmat(matlab_file_path)\n", + " data_array = data_dict[list(data_dict.keys())[3]]\n", + " data = pd.DataFrame(data_array.flatten())\n", + " \n", + " return data\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "20e85fa1-526e-4c83-b10c-5975232f9a64", + "metadata": {}, + "outputs": [], + "source": [ + "# Cleaning the dataframe and flattening the Columns for further analysis.\n", + "\n", + "def data_flatten(data):\n", + " \n", + " \"\"\"\n", + " This function is to clean the dataframe and flatten the relevant columns for further Analysis\n", + " \n", + " Input - Resulted dataframe from reading the matlab file\n", + " \n", + " Output - Cleaned dataframe after flattening the values and filtering the relevant values from the dataframe \n", + " \"\"\"\n", + " \n", + " for i in range(0,len(data.columns)):\n", + " if (len(data[data.columns[i]][0].flatten()) == 0):\n", + " continue\n", + " elif (len(data[data.columns[i]][0].flatten()) == 1):\n", + " data[data.columns[i]] = data[data.columns[i]].apply(lambda x: x.flatten()[0]) \n", + " elif (len(data[data.columns[i]][0].flatten()) > 1):\n", + " data[data.columns[i]] = data[data.columns[i]].apply(lambda x: x.flatten()) \n", + " \n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "10ed435b-b52f-42c0-b338-832c37f4cbb0", + "metadata": {}, + "outputs": [], + "source": [ + "# Merging the relevant data from the matlab files to form a holistic dataframe for further analysis.\n", + "\n", + "def data_merge(data): \n", + " \n", + " \"\"\"\n", + " This function is to merge the cleaned dataframe and form the consolidated dataframe for further analysis\n", + " \n", + " Input - Cleaned Dataframe after the processing the matlab file\n", + " (Resulted dataframe from the data_flatten function) \n", + " \n", + " Output - Merged final dataframe after removing the null columns \n", + " \"\"\"\n", + " \n", + " data_x = pd.DataFrame(data['X'][0].flatten())\n", + " data_x = data_flatten(data_x)\n", + "\n", + " data_y = pd.DataFrame(data['Y'][0].flatten())\n", + " data_y = data_flatten(data_y)\n", + "\n", + " final = data_x[['Raster','Data']].merge(data_y[data_y.columns.difference(['Unit',\n", + " 'Description',\n", + " 'DisplayIdentifier']\n", + " ,sort=False)]\n", + " , on = 'Raster', how = 'left')\n", + " \n", + " return final" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fc527044-a337-413c-9a46-8e8651e1909f", + "metadata": {}, + "outputs": [], + "source": [ + "#Separating the main metrics and additional metrics into different tables for further analysis\n", + "\n", + "def main_sensor_metrics(data):\n", + " \"\"\"\n", + " This function is to create a new dataframe with the vibrations and current signals for further analysis\n", + " \n", + " Input - Merged final dataframe with the all relevant values from the matlab files\n", + " (Resulted dataframe from the data_merge function) \n", + " \n", + " Output - Dataframe with vibrations and Current signals alone\n", + " \"\"\"\n", + " \n", + " sensor_metrics = pd.DataFrame(list(zip(data['Data_y'][3],\n", + " data['Data_y'][4],\n", + " data['Data_y'][5])),\n", + " columns = list(data['Name'][3:6]))\n", + " \n", + " return sensor_metrics\n", + "\n", + "def add_sensor_metrics(data):\n", + " \n", + " \"\"\"\n", + " This function is to create a new dataframe with all supportive machine signals for further analysis\n", + " \n", + " Input - Merged final dataframe with the all relevant values from the matlab files\n", + " (Resulted dataframe from the data_merge function) \n", + " \n", + " Output - Dataframe with all the additional mertrics for the further analysis\n", + " \"\"\"\n", + " \n", + " add_metric = pd.DataFrame(list(zip(data['Data_y'][0], \n", + " data['Data_y'][1],\n", + " data['Data_y'][2])),\n", + " columns = list(final['Name'][0:3]))\n", + " \n", + " return add_metric" + ] + }, + { + "cell_type": "markdown", + "id": "c1c79cbd-7e3d-47cd-a788-13c29f151b81", + "metadata": { + "tags": [] + }, + "source": [ + "### Extracting Bearing Informations from pdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48afb1c4-87fd-45e7-b23d-db45145294e8", + "metadata": {}, + "outputs": [], + "source": [ + "file_pdf = read_pdf(pdf_file_path, pages = 'all', java_options=\"-Dfile.encoding=UTF8\")\n", + "\n", + "for i in range(0, len(file_pdf)):\n", + " if i == 0:\n", + " bearing_specs = file_pdf[0]\n", + " elif i == 1:\n", + " damage_specs = file_pdf[1] " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c0448c31-5df2-4236-bfa2-a94025e51d77", + "metadata": {}, + "outputs": [], + "source": [ + "def bearing_specifications(bearing_specs):\n", + " \n", + " \"\"\"\n", + " This function is to clean the resulted dataframe from reading the pdf using tabula \n", + " and create a new dataframe for the specifications\n", + " \n", + " Input - Uncleaned Dataframe with the details about specifications of the bearing used in experiment,\n", + " extracted from the first page of the pdf.\n", + " \n", + " Output - Dataframe with cleaned specifications and values.\n", + " \"\"\"\n", + " \n", + " temp = pd.DataFrame(index=bearing_specs.index, columns={'specification','value'})\n", + " for i in range(0,len(bearing_specs)):\n", + " if pd.isnull(bearing_specs['Category'][i]):\n", + " temp['specification'][i] = bearing_specs['tion\\rSpecification/Value'][i]\n", + " temp['value'][i] = bearing_specs['Unnamed: 1'][i] \n", + " else:\n", + " temp['specification'][i] = bearing_specs['Category'][i]\n", + " temp['value'][i] = bearing_specs['Unit oper'][i] \n", + "\n", + " temp = temp[(temp['specification'] != '-')].reset_index()\n", + " del(temp['index'])\n", + " \n", + " return temp" + ] + }, + { + "cell_type": "markdown", + "id": "ec9855e8-7e9c-4005-a25d-3433086e35a0", + "metadata": {}, + "source": [ + "### EDA using data-describe" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ab884bad-b249-411f-beb9-ba4189200bdc", + "metadata": {}, + "outputs": [], + "source": [ + "# Creating DataFrame for the further Analysis\n", + "\n", + "def eda_metrics_data(matlab_file_path):\n", + " \"\"\"\n", + " This function is to create a dataframe for the EDA from reading the matlab files \n", + " using the above defined functions \n", + " \n", + " Input - Matlab file path \n", + " \n", + " Output - Dataframe with vibrations and current signals for Analysis.\n", + " \n", + " \"\"\"\n", + " uncleaned_data = data_intake(matlab_file_path)\n", + " cleaned_data = data_flatten(uncleaned_data)\n", + " consolidated_cleaned_data = data_merge(cleaned_data)\n", + " metrics_data = main_sensor_metrics(consolidated_cleaned_data)\n", + " \n", + " return metrics_data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3aa519a5-aefb-4237-8df2-0da5ff8001f3", + "metadata": {}, + "outputs": [], + "source": [ + "# File used for sample visualization - N09_M07_F10_K002_1.mat\n", + "\n", + "metrics_data = eda_metrics_data(matlab_file_path) " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a1c53f0a-ddd2-442f-983c-3978f6fa687d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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phase_current_1float6400-3-02.97-01.767882154
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Correlation matrix of the data using data-describe package\n", + "\n", + "dd.correlation_matrix(metrics_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a01969c2-1928-4423-a271-76443a6b136c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Heatmap Widget showing standardized values." + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Heatmap \n", + "\n", + "dd.data_heatmap(metrics_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "66bd389e-ae7c-4d04-9ca1-7f5d71e9414f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of the experiment metrics\n", + "\n", + "for col in metrics_data.columns:\n", + " display(dd.distribution(metrics_data, plot_all=True).plot_distribution(col))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9d679fe8-4098-4229-82ca-4dca12ff4fc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "data-describe Scatter Plot Widget" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter plot of all variable\n", + "\n", + "dd.scatter_plots(metrics_data, plot_mode='matrix')" + ] + }, + { + "cell_type": "markdown", + "id": "3668cef3-83f9-4988-a422-7d24c705a478", + "metadata": { + "tags": [] + }, + "source": [ + "### EDA - (Healthy vs IRD vs ORD)" + ] + }, + { + "cell_type": "markdown", + "id": "1a3fea1f-a0ea-4823-8e10-7bc5e2b1b0cc", + "metadata": { + "tags": [] + }, + "source": [ + "The sample visualizations in this notebook are plotted using the below matlab files\n", + "\n", + "1. Healthy Bearing : N09_M07_F10_K002_1.mat\n", + "2. Inner Ring Damage Bearing : N09_M07_F10_KI01_1.mat\n", + "3. Outer Ring Damage Bearing : N09_M07_F10_KA01_1.mat\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "d21285c8-8b6d-4825-9f5d-a2b83ebbe79e", + "metadata": {}, + "outputs": [], + "source": [ + "healthy_data = eda_metrics_data('your_healthy_bearing_matlab_file_path')\n", + "ird_data = eda_metrics_data('your_inner_ring_damage_bearing_matlab_file_path')\n", + "ord_data = eda_metrics_data('your_inner_ring_damage_bearing_matlab_file_path')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "4195c38d-29d7-4ed7-ac2a-9eeeaf59d4ba", + "metadata": {}, + "outputs": [], + "source": [ + "healthy_data = healthy_data.rename(columns = {'vibration_1':'healthy_vibrations'})\n", + "ird_data = ird_data.rename(columns = {'vibration_1':'ird_vibrations'})\n", + "ord_data = ord_data.rename(columns = {'vibration_1':'ord_vibrations'})" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "ff403ee9-a7ac-4904-895c-de16f9e719b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "vibrations_data = pd.concat([healthy_data['healthy_vibrations'],ird_data['ird_vibrations'],ord_data['ord_vibrations']], axis = 1)\n", + "vibrations_data.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "147aa214-2d9c-429f-934a-7f896432f2df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting the sample vibrations for comparing the Healthy, Inner ring damaged and Outer ring damaged Bearings.\n", + "\n", + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(-4,4))\n", + "axs[0].plot(vibrations_data['healthy_vibrations'][0:20000])\n", + "axs[1].plot(vibrations_data['ird_vibrations'][0:20000])\n", + "axs[2].plot(vibrations_data['ord_vibrations'][0:20000])\n", + "axs[0].title.set_text('Vibrations - Healthy Bearings')\n", + "axs[1].title.set_text('Vibrations - Inner Ring Damage Bearings')\n", + "axs[2].title.set_text('Vibrations - Outer Ring Damage Bearings')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "6eea01b6-65ee-44b1-914f-92f2dfe73570", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0OXNo/PjfOctrdx7wsSVycYI/AHD6mxOQMXBYYGa8r/tyBjIGDgvE9ecgBn8A4NwPJmPr3kM+tUYudR4ejk4v/IufMteF/d6CwLHjJ3A8IBlbb4xahoUbd4et+3TSakxavt2nFslj7JKtudYt27IP7Z4bjWPHT/jQIiIR7YVnmMPXU7K8b4hkjp/gOcEfAGj42IjAPJs37z6Uk2kXFDjnOcEfAFiyeS8mrzD/nggAT/y+ICf4AwCdXvg3MBnIG7MPYsjM9fhqcpbfTZHG2KXb4r4/LsH7hDsoAOSSaat2RF3/57xNHrdEHv8s2Bx1fcbAYYEKDg2ZtR63fjcLl386DZd8PBXD50f/3qbw2j9Lc637JgAdzNXbo5cjDs5c53FL5HPzNzMxxh7M1Xl4eCCCQNkHjkRd/8DP8zxuiXzuj5jBB4AFG3ZH2dI87hs8F/UfHYF6jwxHn7cm4MCRY343KW0453jn3+X4asqaXO9d8dk044Mk7/y7IuZ7po93VmzdG/Z6XQAmMo6f4Ni+73Cu9f+tiN5/NInnhi3Kta7JE8EIjHd+8d+c5aD0f3+bsyHXuss+nRZlS/P4Osr9vu4jw31oiXxOemkM7vt5Lp78YyFu+Xam380hAgAFgFxy8cdTo66/84fZHrdEHvFmgDu/8G/M90xHFCIzkffG5h4UPP77Qh9aIpdZMcSs5wdg4P33wvCgY52Hze+s3PXjnKjrxy8zfzbnl5nrc607891Jxs8y7jl0FENmhb7bks170fSJf3xskTsSnY6bDe9Ax9PG4TD7Wuz9xoSw191fGetTS+QR73oz/d7xxX9ZUddv3WN2xme089LyqZE+tEQu9/yUexIDAIYZPGkNAGOX5s6KNJmjxy2dt/fGLMdN32SGvTdiwWbjzxdpNPkPBYAUMmWlmbM7K7bGDoQcOHI8ZtaT6bw+apnfTUib9btiz5J+NslsO+BI3QSHX2auN7rzHCvQ+vGElR63RC7xAj1z12V71xDJxMvOunfwHO8aooBYAxtTy8EStXv04mANFkQ+Gr8KgJkC2EeORc/M+nH6Wo9bIo/sA0fCylIi2Wdwpl08Oho+WRgrc2TwDHMzj+MNum/7flbM90zg2i9mxHzv1X+WeNgSOWzebQVQPxq/Cv8szH3/MPl8LdiwO3Dl8yZCASCFXPpJ9Owg07n446nGlgfE6mA6mDpA7fZy7FnSZ/9alPB768im3QcTuuqNWhy7Y6070XQ8AOCF4Uswf7352U3RGPD+f343IW3idbh+m7PRw5bIJV6JTT1D0+dPJBH9yAyIY2eQuPCjKVHXDxw638jy2MGZ69D6mVFxtznvg8ketUY+g8bHn6zYd9jMfmI8Hhwyz9gSUjHLMxqR5ZemsDdBad77Y82bVLvlOytrcG+c35CplSbRMqkJ76EAkAsiU1yXPdfXp5bIhbHE2/xk6CxIt5fH5Cxf0qEmnjunedj7A97/DxcNmoJFG4Nl1Zrowa8jXV4cgwsHRR8QONz0jbmlHNd/HUrrnTywF4bcclLO67Pem+RHk1yzMUppyg3d6/jQEvkk0ggzcYAKhJfYvHheC+SLuP+bmAV0OImA9wUJ7i26EjRrdBFxAqZwhJOUiSWkybR5xdZ9xmayvjQifmZF8yfNLCPdfSAUUHisfxO8dXHrsPe/NFSI970x4TIBI+8Jd/96ZOgCL5sjjR37ousOiiQKEunGmu2Jtc/+mGvuxFMktcsX87sJeQ4KALkgMsW1UIF8WP1iv7B1Wwysg2ZJRIA+nrDKg5bIZ+vekBDjS+e3xBWda+faZnrWTjzzl7naOR0zyuVa9/DQ+T60RD7RLIFNzG6aIwx0OtYph2pliqJdbfNt0u/5aU7Y68+vaY9H+4fbbscrhzCFT69qj2//1ylsXRD0my7tWAuTB54atu6MtybE2Fpfbo/I1mpQqQSyXuqPa7tm+NMgiVwckSUTeR2aihgEaVatFH67rWtYf+qaOCUeurJhV+5g3fc3dMo1WfjiiMVeNUkZ39/QCdMfOTXxhgbQ6plQSez13evinDbVw95/btjihNlPOrJpd2g88tcd3dCwckksfqZPzrrphmZFnvLauLDXWS/1x++3dQ1b18Iw/abjUSaUsl7qn2uMaaKWTr6IMeaK5/ti/AM9fWpN3oUCQJKY88RpAKzgSfcGFXLWdzKwDjqZAbX4IDGFmYKYcM1yRXOWJz2U+8azPkrHTVciSzgG39zFp5aoZfLAXgCAl85rEba+4WMjom2uNecIpVAPnNEoZ7lVjdI5y0cNTDOftjrUgTypXnn0alwZAPDFtR1y1t/wdWauz+nOxOXhM/m9m1ZGN+E+byqiq017OwBZpXQRTH80NJCLpwmnKxMjrN6H3dkdAPDkWc3C1sdyrNOV3QeOhj2bHurTGN0aVMCEAHSevxCyKobd2R1NqpbKNRllmrDwnIiS8jH39cBJ9SqgUIF8+PP2bjnrP5lonk7f0s3h5ULHjnNUKlUk13YmZhBGo22tMmGvE2U/6UZkf6JZtVIAgKKF8qNBpRI5602ctBZpWtX6Xq1qlvG3IS6J/N1MfNC6x0feE03U0onMxiqQ3wpF3Nyjnh/NybNQAEgSZYoVyln+6Mp2PrbEPcmmty7eZFaZ1PkfhmrtR9/bI2e5RtncqYcmBYCizR7e2as+htwSHgjKGDgMa3ZEt1Q3gWplrKBdrYClinYQMraePzcU3GrwqHmBLZHPrg4FfbrULR/2nmmzVld+Nj1nWSxpi5yN22xYYPwRITPwGyGTpFLJ8IHc8i1makM4FBLKiVoKQdYz3zWr1PLaL6eHvb64Q00A0e+Js9ZGd0/UlWf/ym0nDgAzHu2ds9zxhX+NvhbrVgwNtFsI16GJPPpreFax87uKzNK9wmCL8cE3hfpQP91k9sTaz5nhMgBiIOGXm0Pl56ZbjL8plOud07qafw1xSWQAqGa50D0+Wia8SfwcQwOoa/3yUdcTaqAAUJqI0fTIiqlihQqEvTYtUJIsr4801zWrcIH8Ya+/u97cNHpRm2TW41Ym2r2nN0K72uWw4Okzwrbt8eo4L5smjf/s7B8gd/qoyZzXNjy1vGzxQjG21B8x+FGpZGEULRT6jRUpmB8/3tg557XJncyBfZvkLEfOxnV+0ayMz78EK1nxfAHAv/eFguRfTcnyqkmuiQwuDroifELmDyHzwqRAPwAs3hQe/BDFrsVACZA7C8oUnGxqh4olC4e9Pu1N80oSYzH3ydNzlk3T88hcEx5gFCdBRaYY5horZlR3rBOanCmYPx/+uTtcM8ekcuZHhIDdDzd0DnuvdLGCOcuz1mZ71SQp7NgXknXomFEOjaqUzHn92oWtwradvNKce2K0ErBY/D5ng8KWqOXqLiEZju4NKvrYkrwHBYDS5MDhUCfzEnsWTkTsPE816AEYbWb+82va4+G+jVGnQvGw9aMNcmBKNBt6Ur1gRJ7LRQQQShQuEGNLs6hYIjQIKCN0Vhw+N8jqfuf+UNnJOa3DA0DVyxTF9d1CGSYmlTxsFtraskaZXO+L1+LYpeYJujrkj1BJvuakDH8aoph6QrbCt1PNseE+FjFz2qNh/E6lSY4+ByOez8WFyabIQIlJiIO4aIGEs1uZO5PvEFlCBACli4aeZaY6+gDA+AdOCXttshaQKIofiRhcAMwsZwaAhpVL5Fr3YkRpvSlMEMqz7xfK6YFQaZHDZZ+Yk40mxn++uKZDrvdFjaO7fpzjQYvksHJbeEn50wOax9iSUA0FgNJEjM7edHLuukVxsPP0n9FTm3VkbRRL4F6NK+OmHvUw9v5TwjIxAHOcb0Sr1Wh1pskIX5tK7yaV/G6Ca8QSjsZVSuV6ID4To3xARyYIzjAtqucuA3jszJBocqTQvM68MDxUivjGxa1yvd88ync1ATFg9/qFub/XU2c3y7XONFY8H93B8sJ2NXKWTRFbj0ydzxellzP01lDJw9BZZs6eLnm2T66sLVMZmSCT4s0IFyYTGWS4NIBIZL+vepmiYa8jtYCiuUOayimNzM9SKF8id7BYnMheuHG3l81xxT0/zc1ZjmakETlmMZHGVUvmWmeqxtGpr49PaftNu4Nz79ANCgClSdGCoY5XRkRmDABUjngAmmLzmUiwL/JBv2XP4Rhb6ku/FlWirr+tp3kCZAePhGaELxAGayKP9GsSdb0p3HRy3VzrejauhHH3n+J9YyRwt+2U1bJGaaNLviKZLghAlyqSO0srkkjxcl157LdQ6vxZSWQizI0QftUVcRAXOVPqIAYjz3x3ovI2ySDyWZs/SnC/jdB5fnDIPNVNkkJkdm6RgrmDPycnyHbSlU8mWq6ilWJkMUVm3U0ysLwtUlfLYcrDoQGqKdpok1eGZ7XHun84vPK3WYLJAPBzDDONZ842L2NBvNcXzB99slOcBP18UpbqJikh8j4B5B6zLNponiRH1dJFE25jygSNyHkR7nrR+MxAgXxTcB0AYozVZIyNZYwtZowtZIzdJaNhupPMzNvz54YeFJGp27qSqrPBq/8sVdQSdTSuUirq+vtPD08fNaGTect3IS2Vx/pHD/SIwpOmsF0oCagQZbYKyB14NSUbzWH5luTclUwW7o7kk6va5yzHS7XXCVFjS8xEExHTsQcIDm868/a/yxNuI5aoLEvyevWbfYePhb2ONjg1MePzvTErEm7z8vnhZRy6i5Lv2HcYHZ4fjVXbrHvcMwNiZ9Nd2zUjZ/mKz6YZ6ZIYDXFwN3+DGZkXj/+2IOE2jmsRAPw2xwx9IzF4LJoziBQrbF7W3ejFW3OWHxeC+pHUtftUQ2ZFF+nVmbJRpAEcejUOZcFf8Zk5ZWAA0Ld59AlrAPjrjpCeXWbWzpjb6cqrUTKqB0eIrY9bZq5cgO7IyAA6BuA+znkTAJ0B3MYYi32HCRAZ5Yvh2TgdlvPahDIyTNHLGR/xY3uoT+Nc2wy3LXUBMx8UsQZxkYMCEx4U4wQtFXGwFsmlHXPrVOmMaDFbPEkdo2Td6/xEnKWZ+nBsnYRfhNlHk4QmAeCMZpVjvnda09jvmUxLAx193hqdOABkIskGFn8SRMlNCCZkH0xsWR85U6y7E9j4ZduwbW8o2H9a09iDnb7Nq4a9fjeJgJhpXDhoit9NSIpV2xNPSoiuRabw2sjEE5qR/UcTMlkfErIcB7SKnXXxjGF6LOLf/rlzYmsYiWLQYkm3CcR7Noll9ZcZ6LYXLWNLFF4HgBVbzZh4MhHXASDO+SbO+Sx7eS+AxQAS53UFgHEP9MSVXTJivi9mCZkk0iVyRedaudY1rRY9gyaImJRVEm9Wu09E51l3Ii1mYyEKF5qgtTVmSSiYUzrOjJVY3vHcsMUxt9OR23s2iPt+/5ZmXYsO0URcHUzMKEmWQVe0zVk26X6YiE51Q8L/Jhg1iOOAV85vmdRnbv1ulqLWyGFORLlktAGBQ+TAYIvm2U2p8PYlrf1ugnJMcMP9YNzKhNtEljebkMkqBj3i9TuiaejozDtCFuvpcSaeIs1RdOdD4Tq8KYpmKUHIQKoGEGMsA0AbAOaFIhVxT++GfjchaXZFiYzHGtjc3Ts0yNt76KiyNsmmQonUHgRBGe+ILmeRJRI6krUjNLMTb2x9acfcAUqd+WrymqS2i6xb1x0xczCaYKHI+5eFAgrZB/SejRNLEd+6uE3cbcXr1CRnqd+E8rVonNEslJWx64A593oAmPRQz8QbwQw3nx+mh5zYLoriPGoiX09J7n4YDd1jrh+NDw3imiWYNDM1M/KkeuUx+/HTYr5/lWDx/MTvicvGdCHSPjySEXd1j/u+qYiT1n/N079sb8SCUHl2wQQ6VKJosu4TGZ//F9K9iVWK6HDLKcEPEJkwZjERaQEgxlgJAEMA3M05zxXqZ4zdyBjLZIxlbtuWd2r6OtWN/+PViR9mhDqYheybaawJOdFydpNBM3F/CjWzyXBC4weF+BC7o1f9uNuKD8fmT/5jlBCe5v38lJhiZxq0TuDgULZ4oTBdGd25/ftQpkGijpiI7poXQ4US11rl45c0/HFb6N4ycGhyGWx+IaaVJ7oWxUmAqz43a26nRtnkylAOHTUnYJcqug92HBpVjh84jkT3ANCLgp5iIh2+YoUK5AT9dTcMEYPb39/QOa6RwfltQzIIM7L0LkcUiWWo4dCkavCz4G//frbfTUhIKoGB24RASaSIuW6IZbGJaFcrlLW1R/PJ+GSfRR9HOCaOWrQ5xpaEG6QEgBhjBWEFf77jnA+Ntg3n/GPOeXvOefuKFc10qkiHzkKaue6CjK/8Hap/djpXLMbwe0DrUJXf6W9OUNout4gdqmTU9MM+q3FfbL/gAHZR+8QzwoWF2vUPxydOdSbU8dV1HRNuIwZZt+7R+96x91B6MzRP/bFQckvk8sLw5EXxWwg6QL/M1FsbLd1n0YINegeOU+0AjzXUSTAV1hqgUQIAT56dWDryQmFgfuy4xg/nCMRS5VhssK3SdX82/7MweU26ZMxSdCGRA24QeLhvbk3PSMY/cIr6hkgmmQy6zkIW/OUG6uXEorfw3b9xkVHpBXuTDNid3ixcC2780ryTNOIlMlzAGIDPACzmnL/hvknB5espWX43IWmcABBH9IdiiSSFeXVgwvLkbx61I2b5dc4Aav7kPznLyQguDroiFFXXfPI0JcSSIlE8WjfEQGSRgolvvdWEMrBLPp6qpE1+s3JbcBzOTEIsJ0qGONIsWtHyqZE5y6JZQSxqCfdNE210k+HDJHRNdKBznfIJtxFdY0wqR0ylvzQ4c53Clrjntu+T15VqGJHVpXOQZUqKWSE9G4UmsnXOvBDLrC/pkLhkvnb54gm30Q1RkiIWkdpNQUR3V+Zer41P63OmuAiahowMoK4ArgTQizE2x/7XT8J+A4MjbLg1hbQ+P+lavzzy2REgjeMfSfO4i9rzIHx/hwaVQ2nooraJbqzfldqMdR/BJnPmGn3TzCet2J6zXCiFMikA2KW5Vo5D5VKFE28E4J+7T1bcErnUqWBepzgejthpstoj398QcszSvUTFIRmzAlF02BSdgUSCwVcLuisA8OMMvQMKDvlSjDJu26t3VmSqfH99JwDAmh1mZGwli3g9ztDYqnr51tQmj05pFLIW1zlDYfGm0PeKJwBtGmKZVOMqwS/JCwI6jzvyIjJcwCZxzhnnvCXnvLX9b7iMxgWFkfdYgx3dywIc7u7dEG9d3BrNqpVC0YKxU3gvah+/TloX1u20UqtvPLluyp/N2qFnhkI6ug7VhPK3ZVv0tVbs9nK4q0YirQdxEPdIku5hfnDgSGiAmaprlCmz3T/e2CXxRjAvoPLU2c2S2k4UDzUhUNKrcaXEGyE8mJJ90IxrMVV01soRg+Ji+XU0Tm6YN0rs567XVz9MvJb+uD05Lbcu9RJnQOlEgSQDdrf2DOkTfjZpdZwt/cVxET2lUXK/H1Hg+o4f9NXLufST9LOHdTZp+E+YUIvnHijSUijT1vl+7zD3idOT2i6Rjp+J3H96Q1QtXcTvZgQaqS5gRHRMcPQ5dDSkJ9O+dlmc3qwKht3ZPe6s3Jktq+Usf2NAeduFCYT9gNwZPws0Fakds2Rryp8RzyVF4r3nFTs9t2Hl+IKgIj2T7Iz6yaptoWBijbLJ3esK5jekpsimc5Ji/mcKFvfTNZ7tdkjkMOJQMF+oq/D0n3rrNqWKM5ATnex048v/spLetmTASx3KGpDFIJa2tqheOs6WIVKdFPCbyQ/3Smq7yqVCg7i567IVtUYeGUmWQJl2vlLB0R/U+Z54909zUv7Mh4IMwmFNS34f+mVeznKyGVtfXRvSlDx87HicLfVBFIiPxu29GmDKw6eiYx2rj6Jz+aipUADIA0TxXV0v4mHzNuUsJ/tg696gQs7ybE0f7GKUv0GKLiMA8N7YFTKbIw2xnPClJAQmI0lGg8Zv+thCcF3qVkiwpRmssgcFNZN0JgKA589N/dx6jVifnawDmAmd55VCYKtwgeTETMV7/btjlktvkwzEYH/9SskFI0Ux198NqMe/oXudpLc9yc68GD5fX6eRT1PInOhYp1zYszloPHlWKBtP11n8MUtCQsmp3OscTSpdv5dIpZKpz86bIIPwv27J3zuCyr2nNQQA3PXjHH8bIhlxMl5XuYCf0tAAK1kkpDFmQgnpqY0r4flzmye17YZdVgXHl5OzFLYob6L/KDAAiB2AHfv1fADe9/PclD8jfq94pWJ+4jbKr+vNVBQsFd2iEuEIJldL0Q3NDz68oi2yXuqf0H4bCE+BFW1qdeShJJw4HIoL4qG6Dgre+dddoGNsGtlsXpBOB1G8J/63Qk+r2VV5QHi7b4uqiTeyKWI/u0YvTt7dyC+SDex8dW3HMMefo5rfE1NB1Hz7eMIqH1sSm4/Gp9cuJxttz0E99aiWb9HXZEEWyRhqOLxxUavEG2nCeW3jl46KmJBl59AxySzWSH7WXGw9FcTs/iGaSo2IVQefXt0+57mbCMcd8dm/FilpV16GAkAe4XTclm3WV3vFDd9NS81VxivStadOdmbcL8Q0z3wpzDA6NdCrtus5CBSDHKnMnD7Wv0nO8qy12TKbJJ1IZ5R4lC4a6ojdrrHOgBuu/XKG302IyoNCKnaQeD/NrMYnz0ps0+0nYsZW6xplkv5c9wb6l1k6PNQnueBxvnwMN/Wol/N6xAJ9s5tSRRTQ11VUeMf+9LRTCtkZhENn6zmIG5RmYKuV5holO9IsiU9WQ80vxP7U1V0ykv5cn+bJB9D9JpUJNRHdnaXObZN8wE5klKYTGd9NDY0RU+nbOxq65YsXkt6mvA4FgDzCmYHTtSzAoV+LKok3Mohvpq5Jafv+toZHMraSfpJudkGyGi1+sf9IevXLYpaQKA6oCzKyd8QyTR1xSvaSZWCaHTevaZaEm5RIA82Dx8Pmp3cd9RDEhXXMKDn19ZDFbCqOUqKA6H7NncCaJ6knE8lvszdIbol7VqTouuQgjh2mr9YzAJQuTnaeI0isG0NmpReYeuvi1jnLW/fo596WbvZfmWKhQamO2VFiFqsogJwMTla/rpnHDqk+n03h4X6p9Y+cyUJdM3xnrU2v5M6ZME03qE7EhgJAHnFDd8uBaprmHZZbetRPvJGA7oESpzwlWdvtB05vhLlPno7+QgmBjm4+YeJ8KcipiJF3UQtEF9bYrmtlUkxBFvUI3v53ObZo1skcvVjPMieZpDob6twTSwn16zrSL4VyIgBhmRe6dZ43707/d1G3YiiwtSegTmCbNbtvAOHugemSjmmAasalaZ0tPsP2pJnh6xWOgGmyPHFmKMvuYJqTITpSvHCo3GPxZv0CJQ8Nce8emupkoxf8MD1U5pSq7l4LO2B0UMN+YpaQwZ5sKZHDIykGVrxkz6HQczVVja2nztY7Q1dnQfG8CgWAPMKUNPMWKc4S3CZYfG60azV15OkBydk458vHULpowbCHpQluPukwQcMb8vVfZQIAruvqToix52vjJLRGHqJTVpAQg6NntaoWZ8vc5M/H0KVu+ZRK4vzg2q4ZKW0/oHXo77B8q17nvfOL/+YsO6nV6aBryW+6PGWXt23do5dG39Y9h/DC8MV+N0MJboKROiNmx312dfuUPitmrunstpdq9qY4mP1KYzHXs1N8hol8PUW/AFC6GVtAKONziYYBu0d+TT9g11fj8rb3x6RvOtOnmb7fSxa6miiZCgWAPKJQAX3/1G5sA0XXH91sFWeuCQVuWruoQf9e88FOun5KdSokZ3fqJZvsQUFhl7+XA5rNnr44YgkA4JzWqXcwX72gpezmSGPKqlApougUlcrnMzV143AoVii1DCXxnqizsHBJF5lXizftkdgS/+lYx3ICyz6gV5r5/77KxLdT03/+9Gyk78RTKs5mJrEpOxTYKlkkfTHdTRoHyK45KSPtz+qYjeZwSceafjdBG5zB9v801OibvDJ9gwVRBuGIZmMWN2Mosf8lI2tUJj9MDz3Dbjq5bsqff+CMRgDS1+oioqNvVILwDFl2iCMW6KVRcv6HU3KWm1RNv054m2bWpbJu7jqmLDv0blo55c90SjHd3g96piEaeWbL9GclVSNrNle3csQFG3ZL2c/nGg9yq7pwAtRZVPjNi1N35iltl5zqNtu9U9A9SGfQ/bLGwWMRN5kXug3ifp4px11Ix9Ibh1TLbkyhS93yKX9G9xJmAGhcJfUs24vaW8GwssX0Fd/tWj/18yVm9+89pFcp8/fT5Uw2L9qozwTNv4u34OGhoYytSzrWSnkfTpa4jiXaJkMBIA9pZZdX6aYL8fLfS6XsZ9Jy/cR3ZSBmOejAjn3hs9Sp1nY76Jiy7FA3jeyks9PIrvEaUUg3WcSZnZ2aCeGNXCQnw+UPzRw5Phy/Usp+tu/T63y5RXTb0wkxNbxL3eSs0kUqlSwMAPhVM7HkDUJZdTrBY7H0Ruf0eTd22gs3ygnWyuJdF2UcIroJXOcFDY90+lK390pNN9MPHL29VKhS2rp36OoYCwAvnecuwK2b2LqsYPaPM/SxuI/M8E6n8qBKKetaXKFZSb3pUADIQ5yylK2aZZTMXZcNINwNJR3cpGXqyCdXpVa/7xVfRmRdNKmqt4ZKOqTTEdPdkhUIt3VPh2maBSPd8uw5zQHoZ+esu+OaX9QoWyzxRj7w9ZSsnGVn4JIKTtne2p0HZDVJOk3SmMUX0VmHrECSJg3R0DiuFShetsuY0+We3g0ltUQubgNb6WQ0eIE40ZyqkYEplC/hLjvpj7l6TTw5vHReC1ef/2Vm+tpPsjkhIeGhcmlrgubewXNd74sIQQEgD3E6pnd8P9vnlkTn8TRnd+8/Xb8Hu4wyqToV9BzsfCaUlUx4oGfKbgG64naG2k1Ji0rEjli62VoOt34/y21zlHB9t/REu+vbzlI/a9RhEUlV2NrhtDRKGE2gQ0ZZv5sQFd1mclVQqZS7+7xOgwKZPPWHnmLJzaunV3b+1XUdJbdEDotc6n5d0L6GpJbI5acZ7spuignlcDpl2bnV5xPRrWrBIVV9PlM4vVmVtD7XrFr6UhfKkHDpBGWMoxsUAPKQevZgR1dXqf5pao20rFFGbkMkcPS4+7tO/UqhGVddH4C1yqcepFr1Qj8FLXGPI8DaMkUnOt0ZJalMCgA0vQzRrnZ6gYEu9VKv4feSx89MLyguuiPqSLqi+OVLFM5ZDqog49a9wdQZ+GjCKr+bkMO+w/JESudL0uuSzbUnpRcU71xXby27j69sl9bnigjGDpt26+MYO3y+Oz0zMXstMjvbT8Ysdi+2XaSg9d2OHNdHZ2u/hHtHMZcBMdWUK55eZtP9pzeS3BL3yMgAItRAASAPublHPb+bkIvdB0IiaBVLFo6zZWw66ii+K9xzXjnfvRCmbuKgANAqzUGcaDWr0yCu28tjAQDz1uvZoU+XN0Yt87sJShCDomekOWOlO+kKYLYSgpi6CVwDwDMDmrneR9C6dY5RgG6i/24pU8xd2akKgmoBL/7Wu9ZPXYsKAAoX0HNw6ggJ90jTWU4MHuuoF5mOO1Ekz/6lTyaiDJc9R3xXJz2qicvda1E9fbb7559sZPTFG7osE1aBrKS4dMenRGwoAOQh6WgTqGaPBBV80RFCxv5kc3IawruRjF2qn3XpzRI6LHPXZ7tviCQc15NbT9EvUOoGJ3joJlB6W0/9/iajhRnGfC71w3SlYJraJGKpnxtrV1WIg7F00U242y1XdLa0PObYmnhB4XYNs9FOf3N8zvJ5baun/Plz26T+GS8QA0Bu+ns63k5X22LAMgJUAwVXIF1It+wmyDh9MZ2c9h77bYHrfXRrkF5wViXbJASAqpcJySDsPqjHWExMAHJTGn+ZrbV1TKNsNNOhAFAeR3Z63gxNZgrEgI2MwNtoiWU8bhBv6jLKZ6av3pV4I49Jx+7Y4VSNhaDPbJm+EKOOZZZP/O6+IyaiS5nlQVus30l/d8sPkqxd3fKnIHhZTcI98W8NreDdaBT1bW79PmetyZbUGnmk44ro0KaWfrpN4qzwqxek7gD25sWt5TVGIs/+tVjKfpy/zxZNbI+Pn+BSA9nHT3A89Ms8afuTQdtaZfxughIquAj2N7AzgGSWbLrFcdZMV2MLCNeL1OW7yXag3KrJvUMcs9znQi+2gp0BtEMzJ1yToQBQHsd5qL99SWsp+/tkoh46A3f/NEfq/matzZa6v3QRZ2LKpFmeAgA32tlDc9bpFwByI3b6iKY21QBwjotZ625COYEugZJNkss4DmpSKuVYb9cqJ0cEfooG7oiDM9fhjh9C5gNuxcgBfbTsxA78Q30ap70fR3dh9Xb93LIeP7Np2p9tk2apsBe8fmGrtN1Hx91/Ss6yLrPdQ2bJFdrO0sSCe4+Cv+9Pmf5bVcsyaNA5eOSmtK1kYUtkWUeh9WcHNJeyn8Oa9Dsmr7D6CcUl6RN9JqEEUAZLt4TE4xtXST9oN8/OzB2skcW96VAAyGPuOrUBAH10IXbZ0dRSReToBExdpcegQBbvXNrG7yaEMXKRnFn3izvUBBC881VUKEfcrpG+EQCUcOFYUbxw6LM6liO6wRncbt+rx8yOUwJ0mSR7X7c2wzJ4UOJs+5Wda0vblww2ZYcEZWVkyukS7Bdp6yKLRyzPXLtDL5v7Aa3TM54AgAwhK2qlxhb3bth7SI/shF0H5NybZWVVykLWpMMF7WpK2Y8snCxWALi8c/rPsVJFrXHBrgN6BFhFnOwkt8zTQER+3c4DOWL2F7aXcy3JNB9xw+GjcjIHHe2x9bv0EZA3Hb3uxnmAmvassi4iiE7dqZs0USAkEBg03KTeq2BmlpyMnZpl9bK4l1VjXkkQipurgZbHCaHWQZZOzqcT9ZjZcbjFpWZTg0qWO+KanXrMdg+x7bKbVw+WG50sejZ2r6kmC845Zgj3xEIF3HVpmlUrpaULYWlJQs4HjuoRUHAokKbGViTnfTBZyn5k4fY6dNAls8kZnH52dXtX+7naRXm3CmSZe4g6Vjpk6IpCyeKkWKoUcfFZFYh/2xKF5VjAX/vFDCn7SZd1Ow+g+ytjc167kUAQ0aVUavlWOcH5+nY/cdj8TVL2R1AAyHMql7IGqFs1cRq5/XurLKCwy5kZXco3ZFNVM+HuoZLqhGV1UGXh2Ize2cudYKk4oDhwxP9r8o+58oVyJ2tQUiTSv0X62kZAaJbxq8lrZDTHNVNWWX/faoKgYjo8pnE5ohsquyjRlM1Xk7PwyK/yBGVrlSsWOBdCkY3Z/s+e6jBAVs1zkspT7vt5rpT9uOWuH+cAALbscddvvfakOhJaI4+rPpsOwL2TbQFhckeHoN0aIdNPRrkvED6Z5Rd/zgve4D9yLOj2+TroinauPq8rTvmYLppNQUCvUWAewPlxb9rtf0dMxG1GSMcMDa3gAZySpmWpgwy3HBXI0ifRhUUbrTrhD8atlLbP54b5b8mqi4inbMTOYNOq6dd1A0CTqlb24L9L9EhZdnCbFVm3ol7Zg7JoVi2UIeN3JusySbOLDiNsYeugWcE7PP2n//dEXSa/ZCOW9Z/eLH23G51pVs3dvV43J1xnMNnZbQBImHj6TbKYbzo8P1yOGLnIbA0yqmXq6ZWUlEHknvDAWlGXGkBOpgxBJEJKAIgx9jljbCtjTK4tTABxAi0PaOaA4Pam89L5LSW1RC5PuBDPjGSppHRhGTzSL1jZBfuPWB2xB/s0krZPt7OVMlCVhbRwo79ZCn8vDGlRuS1tc2yFdUsMcJsl17ORvo50sjiu20lzyTm2Js0EDXSb5q3Plrav7rbt8RoNNIBGaqJNIRsxc8yNQYPO6FgeKYN6EgfN4zS4d6hABy07mfflpwc0k7YvnaAAEJEssjKAvgTQR9K+Ao0TaJGleeKGbFvYr0dD95oOopPH4WP+l9441K0o72Yos0PulgaV3X8vpzZchywVpw67ToVgPbwcVzwZ5UBibXj/dya53p8bRi8O5iDOobCEEkkx9T5bkoiqboxc6K8VvBh/OqtV+oLCDqc1rQIgFJD2k4eGyCttu6WHO50umTz+WzDnCX+dLdcBTCdKFrGyJWSVE+lG3+buyphFxi31P1Di4EhOuOEVe3K3igalv45DZ/ni7gOs7WvrWbVAxMbRmg1qf8prpASAOOcTAATLTigP8NwwK000W3LN8sqteoi5yuahIf5mbe0QXK3qSQhsndXK6vToMNvt0CBgsxdOBtC5LizgHW7WaBA3dJaaNHe/dQa22sHQw5ID9As27Em8kSL2R9TMO06UMpi5Ro4ofbpMWbk9Z/nmHunbHTs4GQ5/aaA1sXiTvGumsGZirgDQSJKLj4PfwcgfpquxJ9ZBM6l4oQK4sF0Nv5uhDN00EWVxjQTNpe4NrezBr6dkud6XLNwaTwBArfLBklGIxrqd/mZ8rt8VOr4MD5QL7HtQUEu0vcazux5j7EbGWCZjLHPbNn0GnH7QyWW9sSzW7LACNcUkdw4/GLdC6v5S5aDkshvHCcxvDbxpq+XGWJ1+5ftj/T1fIhmaua7JoriEevPSReU4AenMPp8zLxx9kl6N5ZZvfTk5S+r+UmF2hK35VV3c27g7iQB+B0qyhJImGeLUNcpawt8ZARsctNDQ0W5g38au9/H1dR1zlt+XqB/nN2JWtt+i5CdOcGzecwgVS+qph5gusicbutQtL3V/Mrikg3tLcSfzRydDlEs6pm9tH43jPnbuxfju+W3lBlk/m+SvY+yu/aHkAhmuqs7zOdPniaeg4FkAiHP+Mee8Pee8fcWK+tjI+oGTFSA7UJEqZzSz0t3vPb2h1P3+t2J74o0U8vscudkJMsqtZCC77OaOXlYmQJYGuhBBRJy5lVFS5FanSwWyLEudmR2/XYruHTwHANDcpdhpJH6WzJ2IyCCQIWzvVvhbBW5Fu4FQicvgzGCV8+iY4XBSffcDZkfbCADmaiBSC7i3SgeAj65sh/a1ywIAjvk88+Q4Wc7VqAReBjOy5E6ovXVJa6n7SxexpF/GpJFzTxzrc2nbLd/OzFkumF9uKeIkn8csDpd0dB+wE1m13d9qjAPChN57l7Z1vT9H0iPL5+8VFPTrFeQBnE7L9n3+prE5JWAZ5eVkXTiOW7sO+GuDOXCoPO0EALihu/vSAhmMliyeWbqYHhklKlPcV2z1T7hbLCMKqnbCyQ0rJN4oCZyMi1Xb/H2wL9tiuUrpWDKTLiqEmh84Q55YOxEfGYEtEb9nhR0c8Xc36HhflRFsK1IwPzrbGSWfTVrlen9uuPunOQDk3Zsvaq9HKdlvkicKywm6NH6WMosl/W4NGnTCcWgEgPySf/eDZ6gp30yVhpLLYv2Wd7hJCNqVKOI+C76i/SycskqeG1xehgJAPuBkAI1Y4L/OAAAUkPSQuLyT+9ICmZSVFOCoUVaPcoA9h+SWxxTVZJDrWLFe3819vXoky7fItYlOhZ37gy9Ud1I9OQGgjnWswY4uf7P/SboWdRDOPHxUfqZpXihH9BMxKP7t9R3jbJk6ftpU7/B50ssLOksqBRpgO9JVKVVUyv7S5Txbv27wTV2k7K+IJv0O2ZpNYlDCz6wtlWW5x477b14DhJvOyGDYfD3GYrKeq7L11dIlW0gGKCYhg72sHWT1s18fJGTZwP8AYAqARoyx9Yyx/8nYb1BxNBh0sQqVFUzX5abj0K+FHGeHKhrVPgNyHKUAfcoCXv57CQBgrQLBuh0+BhQe/MVf0XBVLNoYEqeVUdoGhGrwP5qgh46HrEHKI5J+q24QM9Fk/ebb1Cqbs6yDSK0Ktu71zx1RvBc2riK33M5PvQu/9WxUIWZzF8wv5zfmzJh//p+/GVuVSxdBwfwM1crICUTJ0MOTiayJJzHbZuQi/wTJVdq1T9SkVErHzL90eX3kMun7fPH8FtL36RaZgd+DCia18iKyXMAu5ZxX5ZwX5JzX4Jx/JmO/QaV62aJgDNiU7V8HU4zkM8i5meqmqn93b7naRgBwSIMbTxMF+htHJLsepcK3U9cCUPO9HvPRcliXunLZzFwbEuCT1RFzhPHX7fRXA6huheI4vWllafvr2ch/vbt7B8/NWf7lZjmz+CJrNNAQ6y8p2A+EgmR+Oo3sP2w9Z+47Td4zrEOGFbRbJNFdLFWu/XKGb8dWiQo9x0olrYmn6pICL+ny7+ItOHqcS8u6uK1n/ZxlP/sdDu1ql028UYpMDWiJyl9z9ciUkcXDEoTo3aKinClfgAJkhDr0SAHIYxQukB8VShT2VfD0YUEnhwX0KlDhWqGD0KSKDsuyLf5p5TiOS7f21MfmXCYyHaV0cGIZriDFXBetglXb96NkEXnlTeK+/AoeixkfLWuUkb5/UZvBL67pmiFtX86gQOVMeiImLLeO3aWePGchWaVJMigjUX9OdjlIOnR/Zaz0febPx1C/kv8GFMskl1uUEDKAhmtQenO6bYYiE2dSy09kBje61bdKvWX+bnVAVpWAbjTQ4L6hmsPH/J+MN52ADv31p1qZoti4278A0M8zQy4nKrpP6xSU8yTDUcU1yn7ZOW/eHcoWk5lKeWcvazYu0inIS0oULoCM8sWkiILqiExrT1muW24IqgCfoz80ZJYaByg/yxFVMn21/9eDzA6vE2AvmM+/7tFLI6yyWFllNwAwoHV1aftyS/ni8srffxay2oJWjrhi6z5s8HGicPdBtYYeczSYUNMhgKiCxhIzqu/qbTnGDlOoL5QsMjPiapbTp2pB5vfSocxStQGL34YhQYACQD5RvUwR3y2PHVTU067f5c93U/03/WehP7Pdew+p6Yh1b2iVqGT76Ny2fd9hKdbUutKvhbwZRtFW0+/BThdFGQV+CU06mi8qxMgB/8+XKvyyBxZ/CzKD4qXsrK3nhy+Wts9UuaCdFTSWGQCqqpGW3aMStbHaCnpUftseq8Iv3SZHtLujXaIrG78m1Px06fKK7vXlGDQAQPFCVkBh8x7/ZCsc/ryjm99NUMIpisrF1/pUor1O0RjwNLtE/8+5G5XsPy9BASCfKFwgP1Zu2x/YQcEP0/1Jgf126hol+3Wi8371Gz4cr0Yc13FK81PvYvLKHVrMWKhCZoD13DahbKKjx/29d/RrqSZ9eq9kt7tkGblwCwCgda0ySvY/OFNNZlFeZfj8UDBeZgColgazwnsOHpVuqqDTPfaUhvLKYkVEvSs/UKX5NXG5P0FWJ2vxjl71E2xpFtOzdirZr8xs33QQDRpkllXXrVhc2r7cUk5i9qDIHkWTrMlyacdaSvb7zpjlSvabiGu/COm9LXj6DGn7dQJlJATtHgoA+YRTbqDC+UgHxizZ6stxP5moxjFDZhZHOgydpca613Giu+9nfzrOWfaM7QSJehuP9W+CG0+uK21/6bBJUXmnqAnxh88zIN0kzjACwHVdrcybueuzpe43Wd4YZblxyHZdcvBTUwYA6lSQ24l/dkAzqftLlfsV3bN00KMauWgLlirUZfM7A0LV39hvjb4rbYdXWfSx9Wn8undstyeGyheXm6F7cfuaUveXKl/+l6Vkv2e3rqZkv8kyc42awFYhSc52OpO9398AkMxsT5FfZvo/8VRC4uRD3+bWxGNtDSZqTCf4v2pNuaSD9QA8oMA9Ihku76Qm2uzoJ+w77M8svkNdyYMdVdH5VKkguVRKlo13ujgzjJd2lNchvL57XTzSL1Ri4EeW3ffT1GfAjfSpHNFBdqZE8cJWFodfguSOLonse4cz1vV7cHpeG7kaMCpc+3ShROECKKBBIEgVc3wIsqoKiutEhwy5pVJOwP8LRQGLRDgTlBVKyM26aFJVbnZbqvyt6Nkpll1d9fl0JceIx7tjVijZrw5BcdUcPeF96blY7l6qiD4ZmjKRqfcGhP5OawKaPOElFADyiWxbXG+cT/oJO/apESR94dwWSvabKue3k5uKW6mUHvoJGeXlDroL+Ch0CoQ0Bro3UGeXvXiT9wGF7Yp+XyIjF21RfoxIxMwB2eKZZ9iz3Su2ynWdSRZHEFJ2Z7dpNT0CJedIDgA1r15a6v50Yt/hYzjmU5bMbluPTWXZxR9zvM8e/HqKmvJsvxHviTIdBAGgWwO5WZap8qItRi677KZPcz3cl2S7JYnPDplZzcmyVWEpfyF7stCPCTUvjik6I3vFm6OX5SwXkJxl1UKT5/M9pzWUuj/n7+RXUDxIUADIJ1rZdryyZ1aSZfHmPYk3SoPSRfWwiezdpLLU/clMYXTDvZJvpqI8jR9lAU56ao2yatJfAWCaDy5FfmlgqWb1DnUiq8616JdWztHjJ9CjofxA5B29GkjfZzoULij3cS/q7vhlcQ8At55ST9m+RaFpr1i3y5rZVKkn8vscNSXF8RivcLKrYkn/TARUzkS3rllG2b5TQfbg9LgwoPdTB/POU/W4N8ummYJJhyPHrGyVPT5o9Kk8pjMGm75aTflcPH5W2Nc5q5UeQVYVfSpCDhQA8gmn3OGBX+Z5fuw9h45ijaAMLzO4UUUTp5GGleXO7Iis9tFppHkNuVH9gkLH7rgPHbGGttCpKt0VAHj6z0XK9p0IVc4OfjFKYdZRE4XXQDJs3n1ISR2+X0H+SJwOvAr8vCde0kFdee4aHxxUfpxhBY9VnC9HpHiXD66PizapmXQCgLt7+zeQVxnslylung5FC+ZXUpoiTjb55XAGyNex04Wnz5avz9bRLm/0Q96h1dMjle17QGu5mbGpoDJj6+qTMpTtOxX8DM4T8aEAkE9UVyT4lQzXCLXJX17bwbd2yOagoKekwtreYfV2b0tUjobVCcvNsBLLeDbv9t7i8+DR4yhWKH9OenHQ8FuMWjbD529Stm8xff71kUuVHScaO/Ydxo79R/CHgswI0abaa8SBliP4rgI/Ba7LFJefdXqn7Xq0xQfbYycIeW3XDOn71kHLrn1t+b+Hno1CrmJeO1pOWr7d0+N5ycGjx5VkX4hzTV5nXogZR2UVOUr5TQvJE4UAsM0u13/9H2+fzZmKHNsc/DZ4UUXhAv4Fj8Uxi8og9jrSAXJFMEddBiA7pTYVape3tAVuPLkuTmmkxo4VADZkeyv6qKqsLZJPJqhxGouFV6K4q3yYxd+w66AyIeqrJDuypEPnOuWl73OhYKnpdfr8vPW7PTmOKjHLWDhlZ/sViPKLwWgvxMFFdh4IaVEVL6SuI/aex+frmMKgOAA4v6prBCtbr3jlb2uApaKcunWtMtL3mSp395ZbxgwgTLB7615vg3YqM5v8xCnrVBE0FEu+F2709u/npfGKX9biKly7zm9rZcoMne1t+ajqcYSfEzResXSztzqYXgV1N/kwaR0kKACUB3EcGG63ZzlVsdxjN58/PbLFnrLKW02ZYfPUZV2IfOODSOffCzcrK0dQKSwdDzHrQoV7RjFhIH9YYVlPPFTqk/jBZtuhSLbGViS/zFyndP+R/CAEnFRmRXpdFjAja5fS/Z/dyl87Z0DN+ZJt550ONcvJz34W77PHjvtrca8KlSWc0dhoD7zbKcjYEs/XiyMWS99/PPZ6qGGz1cMMQrGUTsW946L28pxaU+GEMMnVtb78CTXxb+WXHpVKHTvA+6zIN0ctS7yRCxyn1hELvBkbBRUKAPlIKztN0+ubztY9h1GkYD6UVCxs7HVJ0eQVagMzsm2Uk+WDcSuV7v9kW6Rt9GJvXaWcQEmHDDUzMN19clDZdUCtA5jYYfHLMUtFR8xPvrKDny0VpM6LFCvkrZj864o7YkUkC0sny/wN2Ur3X9XHEm2VyHbuSxZRJNzJQJaJmAH0/DBvAwoOqsuYvR7sOJkXquQKGlexJiK9lgD6akqW0v0/1KdxznI+hUH3SDYrDjb55YQrJHvigTMax95QAiu3+aNlp1oq4PVRHpftrVE7QdOxjqVH9edcCgC5gQJAPjLXLqfwuvQmc80ulCxSUOmMMAC8P87bsoCldsaRqg5LdYVOVX4i21o+WZySPdmObQ6qSssSMWtttmfH+lpxZzYWXeoFKwDkoDprbNKKYOmFqPrtJuKF4UuU7r9E4QJoXKUkTmvqz/cLGqrLfMSMkumKNUNi8eRZTZXs18lGG5zpbfbghl1WAEiVQ6cKjatk+HpyltL9i/0OLwOuXmXAe42YAaTaFU/UrvES1Xo9Czf4U6baStGE2s09rIyp7fu8zWwKGhQA8pFGtgPSZI8HBXPWZStNCXQe7Ot2eqsB5NBWQcoyAFzps6aMk/YoG7+c2xyB1aYKLEuB8EyZYx4+2Mct3erZsby0TBczFauWDlYw1HENVNVhr+SDE8bcddnKj3F992CJnItszD6o1PUuGk5WpBfZi15q9KkeCOf3MNMiFpd3UtM/cJ6P/ynOcI7EyYqsUELNvcsvkVoVOm8iYkITg3fX5dujl3t2LC854WGK2I8KHf0iEUv2iirS56ttT+4e8Smw1a52OSX7LVNMvj5eXoQCQD5St6I1oP92qrfCoEAo/VYF1/hsP6iqnracQhedZLiko5oa7P91q5Oz7KWbz/a9VqlUhoKSgEi8zMr5zmOhX6/wS2/IC5Zt2Yda5dRlwp3kQ8aUFwP85oqCt8miUqtHhftRIpzslVUelCJ4ESB0+Flx9opf8Z9d+9WW+wL+aa8stsWtVQ1OVThVpYIqHTtRWsHLrK2DR70Ttz58zLtjeanZtNRD3VKVjqoO13Wtk3gjhajK8lPpaJqXoACQjzhpbF7edJxZ/J6N1bl/FfTR4QwAyiq6OYjObWt3eG8/eFpTNXaV4kycastNEcdWVNUMo8jIhZuVHyOSqj5lVqnCC/FzMTDtlYOKk/a9VqGl6MUdvLffPuGBtpx4T1zsgxtS8+rqAlAVSljPES81+pwB49mt1YtQP/DzXOXHcFAdFPcrm8SLwWnZgM52ixnNfojvqrL/Pr9dKLDkR4mKFwL2h456NxnEof7acCZBp67yrv+7bpf6MUQ3n3QwHcoVp0CNzlAAyEcq+yCq5liWfqhQWNiLAX0k4mDRi5Imr6xfxRnGOopKwEQOemiRun3fYRQvlF/ZDKPIp5NWKz9GJI/1V6MJAQBXdPY+oDBlpfoAkFi2l+WRNprzG7tJoRBj29pllO07FvM37Pb0eF65Ly0S9GRUZkds32ddF3M8zJTZb7upXdlZXbmxk/mguhQmGi2qq8n68Evc+qMJag0aALXufbE4dvwEGAPuOrWBsmOI3+uoD85tneqqycoUr8UfZ3ir2wQApzZRN7l7RjNLE232WrUivyKq9d4A4Ly23hu8vPK3emHmMkX9DR4XV2w0BPjn3BYEKADkI35or/xn6w31VviQUO2GEY1ZilXnI/HK9lhlVkI0jnlYb71j3xFUUKyNUsjHbLRihdUFtk72weL+4wmrlB9DdJXyykHFyURrU6uMsmP4kaHw0fjQ+bqwnZpyBxGvBMn7vTMxZ7lIQfV/17f/9U5b45+FluaQSo0Dr90RxVLE+pVKKDvOVT5o9AW13Df74FFw7t0MvlcCxmLpUgkPBqd+oNLIYO46a1LhK8VC2l7jpVaTl5QXJuO90lLafdCbzG2HGVnejv2CBAWA8hiz1mQDgGfuJl5FZ98f663j2LN/LfLkODsVW4o73NO7IQDgSw8f7P8u3oLSimcoHu3fROn+IxEzqDpmqBHAA8J/v3s9KpVyUGn9/f5lbXOWvZrVdzI9ynuUuehH+eirF7ZSfoyfZ3onSO6gMgB0Uw8rI2zcUu900RyKFVI3OO3tsbNZ15fG5CyrtDsWM6qDOit83KNBnJMVWdajAFDWDm+yPb3McPYS8bpQGbRrl2EZrIz14Z747qVtlO27SVV1mqiJ6Fbfm4C8V1ULCzzOPJ603PtrMShQAEgTvIrObt1rOS/1b6m+ThgApq32pqbW60wZr6LcT/6+0JPjeK2qf+DIMew/chzz1qt9WFzYXn3mg4gYsFOZ/iqmz3tZjw8AL5zbQtm+q5UJuYut3+WNS5FT2lbFo5JcL7R5CPdc3tEf18eSijMT/Mx8UPmcEe23Mz3OCPaKSR45xm62HTq9Mr4Ys8Qb58zRi705jsoSzmh41R/t21yNblIylC+h7lr0o8zS4TUPJmcA7wxebv5mpifHOaWRlen2k4dC60FDSgCIMdaHMbaUMbaCMTZQxj7zGtM9Et919Ay86gR6FcDYsscbsT1nVtgrvApsiaVfuw+o70xkbffmexXxuPTmsIdOHA7feFR64+BV6apq5yCHQeMtHQ+vvpdX5Q4OKt3NAKBJVe+cwLbaA1MvUFnCGQ8vBKD9omrpook3ShNxEDdf8cRCJC+dpy4oLjJ5pTcBoBu/tgZxRQt5M0e8cKM32Qk/eGTzfZYHQswi301d48lxmnp4rwf8yeTb4uEzBvCuzHLILG8ydPd6JI/xaD8ru7+2By7CQcX13Z0xlh/A+wD6AmgK4FLGmDr104Cycts+T47jocQLAG8dzrzA64CCQwc79VYVYlnPDd9kKj0W4J3DUz6hjMiL9PlPJnovNu31bHcXReKZDn2aWbOMIxdtUXocB0eXxCv3wtdHLfPkOA6XdVIrGO50xLyg79sTE28kCa/NDBzRcy91ZXZ6YGPuFWLF6DMelWg7dKyjrtwXAG49xXKMFXW9VOJYitepoE6zCQCKe2AAITLTo2eleD140dfZutebCdC6FdVeD5Ec8KFkz4trROyLFszvTfbRxmxvMqodOim+Jzol+9M9qjIJIjJ6vB0BrOCcr+KcHwHwI4ABEvabJ3Ai6u+N8VbDRjXXds3w5bjX23aOqvB6Zsehq+I6YVGkdtU29fX42+wOy1fXdVR+LIc9HqRJZ3uk2SQy2QN3LlH0XHW6dF9F9ryxKFusIDrXVdtZCTJVSnsXKNkhBCwqKCwJ8AOng17YQxOFaavU3zu8wivReAdR3Fr1wLhqGXWZU/FQnZ0w5NaTlO4/Fl66xv27WP1ExjceZQCJeNHX+XqK99/rWw/+lquECX/V/amTG1qlUl5LBahyfHTw8jkZVGT8BasDEHP119vrwmCM3cgYy2SMZW7bRqJNDk5J0abd3qYdquaSDt7bVAPA1SdlKN1/7fJqyyli4dzEle0/zBlGfaaMEwBqqfghIdLm2VHKjzFiwWYAQI2y/nTYVbF5t3ezR15q5HDOMSNrFxZvUp+p+NttXZUfw0GcYVT956zn8ayww8096nl2LC80+pwjfHxVe+XHcnj6T28zZVQywOPSuV0eZk81ruKtSG2bWmU8EadtVNkf8d2nz27m2bEmLvOmbA9Qnykust+D7JxMQRqjvuLnTIbdt/diQu1vu5/oBV72sUXOaZMrDCAVUWPTKw3doCEjABQtfJnrbHDOP+act+ect69Y0XsLY11RnTosMtouqTijmXoXEL8CJSqFd4HwMpFNigfFc229JkB9LXQljwRwHZwUfdUuYH7hRYd9YN/Gyo/h8ON074T2Shb27prYc8jKbPJCRLOAh7POYro3VxzQFWcwvXQAubSjd5MMXpRZOuesqgdaVI4Y82aP9S5UUqZYIbx6QUvPjvf5JO/KfTsIjpJe/Ma27zuMUkXV60SK944DR7zRDgGAdrW9C5QMnb3Bs2Nd21VtBrzIu/8uV36M9vZ1/8SZTZX3US/x8HniZRn4Re1renYsEae03guCKvqvGhkBoPUAxCusBgBvVS4NxhFF7N5A/WzL9V9b2i7/LFSfkqrSnjcSRzsB8E5QDQD+URzFFzvnXga4D3uYKprPw0Gxl1zfXb1YeIaH4nefejjYObVJJc+O5YjF3ntaQ+XHEsWSjx1X+xvr/srYnGUvdTSXeaj5VtTDZ4wXguQP/DIPgDdB8Tt7NVB+jEjOb6vekfFcxbPOIn8v9G4WX2Sz4mzxPYeOYt3Ogxg+39vvd+SYd/0OL4XrvcQLI4OydvD4xxnq74m/z7GCZ50V6w4CQO8m6ifG/cCLQK6DKBXg5Rjw8DHvtaKCgIwA0AwADRhjdRhjhQBcAuAPCfvNM+TPxzBxuXdpokFjwUZvHT8cnlKcPl9IyDbychB30Acnq6DhRUpqNw+Cxn4gzgrv2KdW3PKKz6YB8MYVUdSd8CLN3MGLyQUHL0uKvAge97BLb3+e6Y2DCgAU9UAY9+IO3s8K9/HAQrqAR0LugD8CtQBwRHHw+JdM7651kVGKRf/3eeRO5DViuW/bWuozm7z8Oy7ZbE0oFPfAkbFeRWtCLWhZ6WWKhSbFVRuhDJ+/Sen+Y7HLA+fiIOL6ack5PwbgdgD/AFgMYDDn3Bvv74DghTuRyF2nejv7J2boqOBZjx0/vOInYYbFS12UY4qvRz+sPb1A/F5tPUgxF4MW2xUHShy8yJQRGa4wy26v4M7SoLK3Ojb/eJg90LJGGc+O5UUpnZf0b1nV82OWKqJ+AFLMY/clAGhS1Vu9lw0eud54rc+zX/EAvIDtSjToirZKj+PguO2ptqned8jbAJBXhiFeT9gdPe59/80Lq29n4ilozzCRF4cvVrr/p//wduhfs5xVQfPCMLXfK6hImS7hnA/nnDfknNfjnD8vY595Ea/S5+/oVd+T4zio/l5b9ngz+HUoVcSblEoxxdyLANBpTb1JgV2301s7Sq9Yvyv0vbxMfwXUz546eFnXDQAjFQZK7h08N2fZixRzkUkrKOPTBM5o5p0jXaWShXGJR5k5qp1nHLYIZcxOubtXTFrujdmIl9cIALw3Vq1jrHNteDGJAQA9G1lZdlNXqbVznr3WW52Q+0/3ZrJk3vpsT47j4JXBhZ8ThVsDpI0motpVzQthcJHTmlj33iBp2XkJ+ahpxLqdBzw5jpcWmIA3tcJecocP+glePAvfvbSN+oMA2G+LPd7T25sO0qUdQ4MqlToDu3ywgHd4feRST45Tp4I3ukNO2dKijXuUHUO0Yi3oUemIk17uRZaHl9x4snrNKz/wshxg697Dnl2HIioHWo7GFuB9v+PLyd5YSHuhbSSyZofafuIeOwPCq3tUj0bemMIMGr/Sk+M4iFkrKn9j/y7eqmzf0RhxV3dPjuN1ZYRI0FyZHVSXj3qNHxm6QYICQBrw1sWtAagdhIgiWV7N/l1jW7KPWeLNA0oc6Kvk3LbeCU06eJEB5FXWipOt4pVwW89GIVFhlXpRH47ztoMpsn2fuuCT2Hn1SjzzvtMbAQB2eGi17AVOYGu+R25ZV3ep7clxvHTkAry1O/YCx9npm6neBC1Epq9Wl3nxtgdOQbFYvEld8Fi8J9byyfFUFa/+Y00meNUf8MJuHgDmrvdHKxIA1iqc3P3MQ4MGACgpBAa37VWXfa9aiiAe+xU60h30STvMS27rWc+T43hdVhw0KACkAU2rWYOq+3+em2DL9Jnkg8i0lxb3ANCosjc3g/IeOo0Bljid139LlbxhW2Ce50Mg7bwPJivb95x12cr27Sc7fQjCNPRAk8eP7uVNJ3vTMXJo44EoKADU9KAsQLwOL/TB2lalc9tKOxvtis7eBtIA4AWFuhBeBTpFCniQaTTPx2BC0BBFar2gdc0ynh4PAD73IEjjuHN5yUaFOlt+ZFS/ckFLAMAhhbpKIxeFytof6ddY2XFEXji3hSfHcejTzJvMnGKFvHM4CyIUANKA4raY61aF0XQvLTYdHAcVr+jf0hvRPTGDSmWJisMPN3ZG4QLeasqofAA6lC7qTcfPq4w3P9KGMzyYffY6xRzw5sF++Kj398Syxb3tpPdr4U1HTHRfmrlGTUbJ1FUh57QzfUj9/k+hc9s3tjZDrXLeZ5P4mRmhgsf6N1F+jGDaGOQNHjijkefH/NeDLPhnBjRXfoxI/py7Udm+P5vobWYTADS1M5yv/ypT2TGWbg5pot7o0YTQqU0qJd5IIn5k5ngxZgkaFADSgDIe6Axs88glSKS4B9bKoo5HIR/0EyatUCM0KaaYVypZRMkx4jE4U71uU8WShZUfAwC8VZ4APr6ynWfHeuAM9TNIszwWz/SC4yd4jkuQF9lGDjXKqh/gi9oJhQp4f0/MVmTJKpbB+jHzN3yeOovb05tZAvyXeFhK99nV7T07lpc0r15a+TE+HKdWiDkRX/6nZnB81GeNEC+yTauX8VaMHAg3iFCF1wYNQLhTrWw+tbOmvHQsdBzwVFaffeCDVEAlD/raYr+jgA9jsYk+VLmYDgWANMCLQMkrf3sjEhsLVSJ4p74xPme5tA8psC8MX6Jkvyp1GZIhMys4g36PEoByKOWhcOzJDdXrJzhudF6533nBPsFK+dw23oq4Oqi6J67f5Y2ZQCzeGaNmcOyXJMSA1lZm6fAF6gJATvloSQ/6Ag7dGnijvQIAF3tYstfOA/eqfxZaOnZeieJH8tSfi5Tsd/kWa0LN62emgyp3xBPCzSPDp3OmGq/0+YCQlt3ew+q0chy6eqQRBQD1K3ofRPMCMQteVf9ApeZaMuzwIcnBdCgAlEdwZk9b1lA/OxaN3QfVzAr76BSplKPH/flijiDjHwpTe73Ga2cdL2fiREFGVSmwTkbHZZ28ERSOZM2O/Ur3X76EtxoU5WwNMVUC138pzFRJhrmKtLCO+lDGDISCF3sPqRvsDJ9vBVm9KlcFvM2YvaKzd/cO8W+o2krarwCQKj6dtAoAcEZTb63t61W0/o7jFJVKeZGBE40WHmSj+cGDHmQeO7xziTfutIA/mSteo0q/bIrCEulkcMTrieQJ/tVuGGJ9qEwO2Mrz3/yvk5L9J8IPHRGVqJ6pfX+sPynmZ7dWq6PkBClqe+ic4oXLiCgQW6GEN6VtkWQpDpR09zBjQERFCZo4zvY6KN6rsVWP//DQ+Ur271dHSLW46vKt+xJvpIBmAR3EeRlsqlTKn3viIsWz0n6Unaukov3surFHXU+P+6it27Ra0TNs/HI1pfqJeOrsZkr3n+2DUDIA1CznXRldUQ9LwPICrynqHzyv0EwgHjeebN2rguYY6wXBenoFgBlZakt/vEwxFxmxYHPijQzigT5qhQTnrc8G4P0M4+lNKyvd/7ItVoBzzQ7vylTyeeAKs3Kb2uBLMnwwVm1teXuPrbdr2M5Sv8xcL33fYmJA4yrepc4DoYwq1ZlNXtOvhdqsgUHjvddOAIAiBUPdpEwFz+fjPtodO6jQftkldMj9CoqrzmS9+7QGSvcv8sftXZUf46MJVgaQF5ohIo6m1+y12Ur2/9XkLCX7TYTqckS/MptUO7ed0OCeuHCj/EwZ1RmJybBqe7D6HV5M8AYVCgBpxlujlyndvxeDYZEbutcBAIxevMXT46pmQGu1Fub77YytNh5blqp+sDulbVd38aecCAD2HJJfjvjt1DXS95kqqgc7XjvROZky/61QkFrsYz/MEfzdpUgs2S+8chzzGvG6X6dAP0GHe4eK8rZfZ2/IWc7vcb/D4aPxq5Tu38vgccsaZTw7lhdi9SKqAyUrfMoeFFER6PUrKC6yda9899NDx/xzdCpuZxxNVtDv8EIzyW/u7u1dUBwAOtUt5+nxggQFgDThrlOtH832ffLT2PycYbyhu7pUYj+/V2lB6FdlVP+Cdv4I1KrCCb6crTiAFo8sBTMgSzb7K4CnioNH/OuIXaRQOJb7GAHqkGF1WLbtVSta+MK5LZTuP5LigjPXEYV6PX7p2AFqNOee/GOh/J0myUn1ygMAvlSQIfHMX2qEiv3mmI9OWV4PrrzCK52+Vj7eO+ZvkJ9R4ui9FfbB7dFhy275zzHVz8Z4XNbJcmKcvDJYrlIP91Wn2yQ+70t4XGXi9cRkkKAAkCZcqTAj4rCP0XSVjkgqBxmpoDKlsq6PrgQq/r6P2ronJX10lPpqsvwZ9xk+uqaptLXd6ZPGAAA0qlJS2b79zDCvXU7d7Lr4m61auoiy40SjbPFQ9uD4Zeo0Nz710b78mE/i/KpoU6sMAOCdf5f72xDJdKlbXtm+M9f4d69XrbMVdO45raFvx35jlLzs/gNHjiFj4LCc1062rB9kH5TfRzj/w8kAgAoeGzQAwFVdMgCo0Uj7TciK9BqVk8n7hcwmJ4DmBzqU2JkEBYA0oZDCCP6m3VaKpmqNhmj4OTPhFWMVOVcAQAkfAyWbdsuvL99oX4tezxKImgZb9shPWXaoW9F7V5jHbAFNFahyFksGlbPCfs7iqyzD3SuUN/ZoWFHZcfykog96Mk4J0/KtakwaAODSjt5ZpTvUrRBM2+NLFP4td2oiNurnPUwlKu2c/QygTZAYFN8RUSlwzUkZ0vadLKXsvumDv8yTvm+nEsJPAegxCvr1L49YIn2fyVJQ4Vhs5KKQxmuxQv6NWbI81BYNAsEfnRtCqSLqMmXGLbUePKrs/+LBGFMm0pW5Rq1gdrI8N0yd+r3XgRKR76etVbbvagqzVqIx5eFTc5YnrVCX2ntHr/rK9h2L0xQKd38yQa2Ghl9sswcZV/moRaWCfMKspdd6byK/zpYr3C2W+3rpXuXgDLBUZA86FC3o/b3+nDb+leKqpGMddboQqlx0UkW2hpgzi99YYeZlMqjMsFKtcegVkYkO7TO810G5pqul7+lMMKvASwt4h9LF1I3F9vtYUi+OMWWL/j80RI2jaaqMWLDJ7yYYBQWA8gBDZ1md8evsG7bXOJbfsm86orBf0YLBqQNdrNi6Nlk+CtDg3ysR0ra1vHXKAoACQqaM7Iwdx5WlfiV/MwU2ZMvNRnMEs1f57N4mW5x06ioFgtlpMHy+XNfHHfv904QAQrpDxxWmmKvMAo6FF/fFl8/3VosKAKqWVjfB4JR8923ufUa1yGeTVkvdn1O2uWSzuiy3eDiTXcskH1+F5l8qeFGK64fI+lkt1Yv+t/GhP6VyMl7Ea4dfkeHzgxkoeeVvPYLzpkABIA2RaT84b302Fm60AgonfKqP/M7OJLn68+lS96sy8yYZVFml/qnYzSkRD5yh1uLeL7ywtq1d3r+HOgBslBwoWbrF6oz7nSmzVnJqryNufZfPoqpbJZcjTljur3DluYoySr6bqi4bMRkcjQ2VxgOnNApmyd4ZzfwNlKgqKaqlUMsrFmL2m2wHqFf+tspTGlb2J9j//Q2dAACjJZfeHPZZK/LiDt6XdnpBSY8CJUFlyC0n+XZsmXpUOlDNY73DoEABIA1xAjYycFwCALWlIvE4054pmLxS7uy0ny5gAHC/okDJB+P8tfZsoCjbw9FO8EsAWtUMu07Cc0NnqREZbF7dP/cUALjt+1lS9/f1FKuUx697SEc7ZV/2b/2H6f4GSs5uXU3Jfv0exKnSoxJ1XDorFC5OBlWaMkV8zs7t+do4Jfu92gfdFZU4+hmXdfRHxNX5jc9dl41Ri7ZI2++3U9WVbSbDlZ2DVWbsUCUPDLo3Kypve/ac5ihX3L9yxDUB08p5+1LvSwWDAAWANKJDhpXuWEBiOqe4p5plvZ+xAoCejdQ7FPhh6+xY6AaNbg3UaDZl7bBSsfceOpZgSzWI0iEyS6UWb/InZT4a741doWS/RXyy2nSC1qqEV9vV9j7FHACaVisFANh72J/fgipaKAoUys52SBXRzOCExKDhAR9F1h16N7F+Y9skZsqIZTd+B4D2KHreyOyn6UCNslbZ3GWd/AlYFBKCrOt2yhugzl2fLW1f6VBeEK3ffVCubpMuHJSobeOna3EkMq8dMcDe0ucJtaDhlGgTqUEBII149pzmAIB7B8+Vt1Ohj+KXKGj3hlZAQeXh/UjCqCEE1FRkEtzUo670fSaDqOIvc1b4I3sQd1YrNVkCqbDnkLyO2Nil6lzgdKFJVX+EQfu3kK8zkC1Y26t0GouHkz0wd122kv0/1Kexkv36jV8uPmLpzeLN8jJ0h83zX4uhh116JlN7Tna2r45UKhWsDIj1u6zyYT+0qACgvGD5LVPfyDE/qVnOW+OJaKxQ4CLoRyliJLPXyRPu3rbXX703IOSY/KHEDF0x+NfKp+eY36X8qijkUz/OdOivphGli8qvqWXwf5bKse1VWW3hdxHOHgUzOzd29ycAJCKz9OKfhVZad0Z5fzoshYUslrnr5Ols/TpbTdlVKtRW8DcVs6T8cF4CgJMVWJmPXCivvCBdVHfaVZVxJkIU0JSpZedw56neu+xFIrNE++W//bMFdqhhOzJu3ycvy+7JPxZI2xcRG9ni+H4iTqip+F5Oppuf3P79bOn7rFvRX91BAMiW6Eing8vevadZ8g4yJysPapDtee9pDf1ughLE/ukRn8vFTYICQBohZl7IQrYrUDp4MXgc6POM91dTsqTv0+/UeUBNR+zCdv6IIja3y24AYK3EFHPZTk7p8MSZTXOWZbnt6TATp6JO/sEh86TvM1VUuLaIqfPibLqXiNkDKnQGujfwXyhZZrDfGTj9r5s/Dp0AUKmUNUHz4C/yfhdHj/s9JQNc1km+ls2MrJ3S95kKkXpz+3wqpzaRM1v6n3mswjL9/tP9N+14RWIg+7c5lgmKX9meQKgcUub4SbZrXzoULSR/TOG3Fmskf83z10THJFwFgBhjFzLGFjLGTjDG2stqVF6llCCOK0tYVmZtrhtkD+TEQe6K5/viOh870ADw1ujl0vdZvLA/Yskil30yVfo+ixX2J7CVIdhuzlgtvyPf3ic9GSA8A+jx3+TMvk9e6a+jVCS7FOkA+YUTLJGlKSMG7Pywz43kTQVOI36V7AHArafUAwBMWiH/d9HBFgX3gyZVSiXeyEAe699E+j5VaZGli6oS0iBSyifzCRWImpcyy9lTxSmVylIQ7K9e1r+SPWfy9VWJ2UiqBKVTQcyClzXGlDXhKIvtilwfg4jb3tQCAOcBmCChLXkeMVPm0FE5P6qNu60MjsI+1XU7OGl5s9bKqRUW3W4KBKj+88ARvWb0ZJYFOFQood6OPRq396yfkwL798LN0vd/W0//ylNEPYqRkhxUvrWtt/10qxBZuc3/TCuZPGi7CMoSgs7MkqfDIIPlGmTGycQJyI9buk36vv1y6ATUagNe1L6Gsn0nQsyoljVLLVMTJB0is6mHzl4vZb9LN+thZPDy+S2k7k/M4GhQ2R8dOwAYeqs6y++N2f4FFm7poa7P8/qFrZTtOxVkBUpGLJDf53SDrOeYX6YusQiq0LoKXI2cOeeLOef+F2wGEFmDnYnLrdlKv8W/9tmDnExJKdRP/L5Qyn50wzlffuOXTo9KCuTPh+u7q8sUq+HjjJWovSJrlnr+BkvD5WwNRLsBOSnUCzbI16VJlzLFrMCaKErthr816WCe2liu66MurjBnNKuibN8qSgJ1oFoZ/4V3AXkBjjl2xk0fhddCPJpWDc/WmrpKTn/KySSq4FPpqENbyZmLOpRnA2onYE/44YBiU1xhNrcOEgiAXB1MnXhfkmPs4Mx1Uvbjls+utoqQHDF7IjGepU4wxm5kjGUyxjK3bZM/gxY0pkkuURHLX/zgoyvbAQC27AlWet5TZzVNvFEKTFyux2/DcaSThQr3i3QQZ4Vl2jkD/s4wqsRv17Z6tsjlKAmZTSpKGtPFyfaT1RFTkdWWDk2qyi0p+jlTTpaDW+pIfobKmlmWQfPq1jmTfU+8srMerjNXfT5N6v78Kk+pWLIwsl7qL32/r9ilLn6WIqpAB90VAGgk9A1kOKseEKQd6lX0R/AfCBfuDhol7YxP2TqqvZvInSBJl8w1cjKGXx8ZygHp2cg/jb5m1Swr+N/nkAZQsiQMADHGRjPGFkT5NyCVA3HOP+act+ect69Y0X8hR9159q9FUvfXtV4FqftLlS71ygPQ54Esi/ZCh0lGh37ITMtRqpHPwYRu9eVeL9NX61WeAgCb9rhPnZbRmdOdNj6KMQLApR0tMddjEganOjhxOJzS0OoIDtYkwCGLq06SO+gfs2Sr1P2li+wsHZ30ZIoVtAY7q3fsd70v8TlYsoh8Z9N0kF3K7LfmoGwc3Yy+Lar62g7ZfiEzJQ1y3SLKFMxd7z4L9ez3JuUs1/Qx81gU/d8qoT+lkwRC8+pWQOHlv+UWuVzU3h8TFFU43bI+zargi2s7+taOEgHS+PKKhAEgznlvznnzKP9+96KBeY3bFemIVCjpj+6KQylNOoKycR4SgBznE2eA2qmuvzNxotbAbgkWn++OkS+SnS6O446M4M3klTtc70N3VGqEJIPM0hvxN/rDDZ2l7Tcdaikqs7zmpAwl+02WokLqvoySO10CQCIyytIcjS0daF2rDADgOwltWrYlVHZTyGftQVWU9HmwcV1XNQGok+yJuqAg0+1TFm6DHJt3Hwrva2pSPbpw4x7X+9BJT8aRzRgpIbN2ryDU7fc98eYe9ZTst2djfxM7ign9jrwwMSuDYD6dDaZdhrwaaDGdO6ASA7hYo2j6fxLdYSoLor5+8+8S96U3jhbE02c3c70vt2ywa4QHjXcv6Cmmv/qN34MSVagSDa9b0d+yWFX0buKfoDAQnvWxITuY9fgfjV/leh9vjpbvkpYujs6XDEcXFS5p6aLqt+D3hJaoZbdfkog84J9Bg2ocCQIdeHG4O8v0vT66fsXjgV/mud7H6MVWX9NPPUWHPs2tiacdEjI1564LTYR0b+BvoOTMlmqy/KqU9veciROVQe13yMatDfy5jLH1ALoAGMYY+0dOs/IuPSTeHOasz5a2L5ms3+VuVkZMMb+8cy23zZHG/76a4erzYsBO1QxfOoxf5l6XyEnF7q/o4ZMK3Rs65W3uo6Iy0rllIbOTq9MMStFCoZkd2RolfnNZp1rShVdLF9Un23LVNvclRTryhkSL+051/NddcbLRZOhIyS5fd8ODfRrlLLvN2lq9XZ9rWRTXfnCI+4G3juyQaOdcT6Ng/6JN7jJldHsCVi1tTVbKsN8eOsuSQCikgbNvpOOeG674LKRB5rfgv6jRJ1OH7uQG/sqMiIxerF/WsI64dQH7lXNeg3NemHNemXN+hqyG5VXEKKbbH+cfghgW0yVPFO4tWUUtkObVSsfZ0lvcjk1FfRJx0Os3MkXVdHB2cGqwZYv7+U2bmqHsQbed57maBo9li+P7TfnihbB93xHX98RNu0MzXi1q6HNPfPlvd7PdunFGM3kZJe1rW7/X9y5rK22f6eJktGzbGyyThoaClt6ho+6C2vM1chAUWb5FD4MFGYhd3nfHyBHHB4CKJfzPqD5FkkBu5LCgbDF/ndtkZtk5E4X3nNZQ2j7d0KZWGZQr7u/fVzZiAGrdTneZMgcFMXKZATO3DJtHQtDJ4H+YlYjJjCx3AnZfTs7KWdYhoHBR+xoA3KfniSnmfuuTBJnrFQhdlijsf5lSQXt26dfZG6Tt02+nLCD8N+72N/bhOPflcSp4TaOSOxk4AdGNLs+XeK8n1CFzsOO4sARtgKErmVnugsefTHBf9qcCUXMpHdzee1Qh855Wupj/WZFXd8mQsh8u5AB1qlMupz/jF9d2zZC+T9mOi+ly9PgJ7Nx/RCvHRpmMWLDJ1eezD+pjZCAya222300wAgoAacwMlx0W3XC0IX6cvs7Vfl4eodescitJM+46ucIAwOkSxXeDzs096vrdhDAmLnenw+E8QHXS2AKAeZpmJqVLUzsde5nLWXwZmjQykTUo0KkUEQDObVNd+j79LgmIRFZmZCuf3QMj+d9Xma4+72QA9QnYc/GnGe76YzIRkwjcBkbXSHC0k0nNcu41Uo6f4HhQ0NpxxNv9REWwpnEVf11wHRZssMr1gmot/qLLsdR7ErP0ZDCwb2O/m2AUFADSmFf/kTPbff/peqRTXtDOygByqzOwZLNeKc939GogZT9DZullB91a6MC7mQGZuy7bfWMU4bb0xqFBJT06LA5u7x1OMFIUG/WTC+17hwynPZ1oY3fgV25LfxZft8AxEH7vcMNQiVl6MhDtnIOmR+XgJvNCfE6c31Z+sEwHejWp5HcTAADNq5dKvFESfD0lS8p+ZOP2vvbFf1lyGiKJYoVC2c/p6lEt3rQH8wTdQR2kHcTSHzfPMZECGmgAASFjjaBlHsviu2n6OFkCQP2KJfxuglHo8SsjwpAdUa9RVo3dcKo4Uf3CmtzcZdFNED9zM3v6+aTVMpojDdGucsue9LUh1rkU/VbJZ5PSz5wQB4B+W3uqomY5Pe4dJQSHsyClY5cpVgjlihdyJTCrY4C1b/OQ2Lub87Vyq5wBhQrWuLCY1lF/zHGHcVOmK57qizTLHpTFGZpkAD07oLmU/ew6YLlKqSjl8ZPf5+gVPBaFu6etkpPdr5vz52QXDoC6ZXsCobK99bv0LJNMF10yrGRzqhCcD1I/URXBHLUYznWSH8Q66JMAoZmCvRJtS3VAFDbesudQ2vvZc8j6u5xUr7zrNsnm+2lr0v7sGyP1sTuO5AUXlqyOhkeQ0UG0GwAubBcaTD79pz4uQzKoVa4Y1roIJohlE44ji98UEMqaNru4Jw7O1Kc8JZI7f5id9mcnr9THKt3BCQC5yR7cfyT0bNfByQcAWlSXK4peXAM9RQBh2i9b96b/G3P4nwLNP7e4ydB1Als6IivrSiPdXQDA478vTPuzWzUUoL9Gwlhs7yH9rsPnz5UTPHZ48qymUveXLmI22uFj+gUUdUOPJzQRRp/m7q2y9wtBFt00BgA5M6A3aaa7AsgRLjxHgc6EW95xUeu7ys5uOFMDC3iHP2/vBsBdqcovM/UdnAaN6sLsabq/sciSHV3uirXLF8OaHW4CQKFv8nC/JjKa5BpRnH/YvPSFJsVB3DMDmrlqk2zcuEI99usCiS2RQ61yVubx7oPpD1gcG2dAH4OGB85olHijFNClPEUc/Hd8/l/X+6tU0v/gceVS4W1wkxnpcFWX2q73IRuyqQ7nxAmupZFBhRKFAQCnN01f/H/s0m2ymiONtrVCjrFHJWRendlSjyQDEZ20zXRFjycZEUbFkoVzltNNi9yjYdRZZHmazhVi7bSOYowy6s57NdZDY0A2l3Wq5XcTcmhRozSKFMyHDhllE28cg19m6qXZBABLnu2Ts5zuQG63hjOn+fO7H0w+85eemUO1yhXDxuyDaXfExHH22Zpke4rI0k+4vJMeAzkZrl0bd7vP2JBN02ruNWU2afi9MsqHSuoPHEkv+3ibhtkJZSTbf+tQxlyySEFkvdQfT5xpZRTIKB+/orMe940gc2lHd327QRNW4mPbZc8xRtCF+pVK4JCLbJLvpqafPa8KcdJokkvDEAAoVVSvUkQAePKP9LPR8gr+3/GJuGSlOTP8/LDFklsih8f6WzPU+9PsiC3bHAoctamV/uBdZ/y29RSRqUfVpIpeD/ZDR0/gk4np6y7pqAErlmyl6yy1QpKQo0wKSMgm0HGGEbB0lk5wYEOaOgObsvUbdIscOionFVuPfBLg7UtaS9uXI26uG+nqJwwav1JyS9xTq3xIx2xrmlp2/7nQNlGFmBUZNNrVtvp2K1xa3APB+juNXLQl7LUOItAAcM1JGa4+P3FZ6PeVUUEP3UGHFVv3YcKybWmL/k9brbeb86JNe9L6nCh3UTCfPmMWInnorGnOi8PTC+T85SLtXiXH7Jvou2OWp/X5UYvcOYipIqO8vIdW6aIFpe3LLW5re8WBROGCet5u6j0yHBd/NCXtz+s6iPsjTevSwXbqbNli+lyHKrSIShbR4/vVsoW20y13eHDIvMQb+YAziEuXSF0TXfQuujeoKG1fr1zQUtq+ZHJQQ5FqGbz9b3r9jpkG6L2lc/9Y4KKMUSWOltnzafZ/RQmE4i5EzXVjzJLwAJAuepH1K4Xcl2Zk7UxZu0m8t994cj1ZzZKKG9F/nXlrdHoanZ1eCJWd6lLuC4ScVYnE6DkiI3L4d4m7WuG2mv0Yzm9rDZb/W7Ejrc+70aJRyWP93QVK1mn6cOlUJ9TBSGdWWLTtFm1QdeL4Ce5qluamHnp2WL5JM/XYyQC673S52hl+Es2etqgmYq6O09pdP6YvKqwjN7v8XRwT7h2rX+wXlrauCwePuAuU6PadithBerfaK7IsymXz6+z0nKGce6mOZecOizamPpM/W0MHQQCoVMqdHtGoiEwZXZAtSN7KhYahTESd0QsHTUl7ghcAGlTSy8rbmeD7a256E2q6I/bRg4Asd8S8AAWAAo7bTrhsRH2jINFIsFVMR/X/38V6dljEQfLyNCyZ/9PQ7UYGYjDMjW2yjjiz3Z3qlPO5JfI4LKkMSQXV7NluzoGMgcPw17xgdDR7NgplyqSjZfebYOOsW6DEIR2drY3Z+loKO6n8/d+ZlPJnxVn/89romRXplgf76BUU/+XmLjnLzw9LXePs8d8sMfLeTdIXudWRx3/XT2QdAD6/pkPOcjrZVws2pFeu4zWpanyKt3fdMrYu7mA5kP4YMFHhp8/Wy1RBFs2FIGu6ZXt5BQoAacqz54SimG6yQ5pLnnEgouPM4gPAks2pa688ZYC19TtppM9nSXDx0JH9wsx/FU2stx1uPFmOO17t8vL0n/yGI7wjoIuVMxAKbuy1yxZ+nZVeloJuiLPCo9MIcC/eZN1H61XU9zo8/8PJKX/GjSuaah7tn76LnOjseV5bvZwsK5eSM/FUtbReejINKoUmntwESXX+jaWTZbf3UHoak6oRJ0CfSyNgZwpjUqxc2KyheLyDI/q/IY3Afbpaal7QRSgfTNdsCAAqaTypP3llepUmeQUKAGnKRe3Tn0ET65+raSyA5yY6W02zQbfIhYPS15O589QGElsil3R0pZ7WOLDVr0X66fxTNH6wXNe1jpT96OAKE4tU7x2PDJ0f9vq/gb1kNsc1dSUMwFrV0CvYLw5I0yn5dbIi3ZbXqiSdQUG6uiZeMKB1+oGbnzNDM+Q66dgB4WUBbgZlupSNOpQWdNrSuRYdrnIp4quSf5fomR3tlqmr9BYHdkOqGmI6ugc61K2YfknawjTKMr2iYeVQ8PiwC5ezlzXVsQOA+36ek/JnWj8zEhkDh8lvjIbo28PP4xQuEOpoHEhxBmTn/iOym6OE8cu2pbS92HF7QLNUbFmc3jRYqdgOZzTT73u9dH76D65PJ66S2BK5lCwSSqHWeQbKDcMXpBaMnLs+PN1etoWyW85qmZ59u1huekcvfYPH6ehROc+9MhqJkTsErezTwU2AY5PgCqNbyZ44263zYNNLxGeDToL/Dved1hAAsGRTem6WAPDcOfrpgfRuUsnvJijh9p710/6sXncLeTwsTDw92KcRvv1fJx9bE5tUA3biBFzPRvpez1tSdH3knCP7QOpl3aZCASADeOXvJSlt/9bo9AXYvMARpn5pRGrfa/j8kAPYqQGrWXdoVk0/8cweDd273jxxln71xqVcuEDpbO0p1tBnpuhek33AjODxfYPnJr2tzporDsPmp1cWNF/Qkegd0OBxa02ETkV0HFj6zUfjdQ6Kh+71qQpBRxOQ15Xvp61Neltx1l9Hg4a2tovge2PTN/44WaJjnyxEvchUWLI5PJtkxF3dZTRHGm4cyZySet1MayJJdUJNfD7fekp9dGtQQXaTpJBq2fmhY8F0ifxw/Eq/m+ApFAAygFSdwIbMWq+oJXJ47EwrpX/pltRmdmavDQ1m3QzeVfH+ZW3T+pz4UNFt5hQAnj/X/WCnjGYlAbIoX1yvTJJIUrWCd4LHOoq1Pybok6SSsrx1b/gskJvSP1WsSENgHQDu+WmO3IZI5tkB7gO/Ot4T+7WomrOcrhOYjL+NSo660IXQmVQdoh76ZZ6ilsjnkV/nJ97IZqxLh1nVpBtQECUQapbTTwIhXWOWPQfDdY3qVNBLt6mDBNOI1y5sJaEl8rmzl5XdtGaHnm69bkm1LHnfYT01thyaVE1vIn1WihOmpkMBIMJz0s1y+XTSasktkYtofbsrhTI8N/W3XlCjbEjgevu+5FMqxcCWbs4ObhC/11mt0ivd8YpUS2++nJwFADhNw2yS67unJ259ImLWTseMktrliyXeKAqppjh7zSlppocf19y9Q9THSjV93uHyTrVlNUcJP2emN5HUsLJeNs6RzEnR+tzJotSxjBlI360xS/PBbLqB37t+nON6HyoRs9Gmp5BJrPs9sWB+98NJXfuJ2/ZZ/fnvpyefYWcC6YrjP/arni57Dt/+r2NanyuqYSakSigApDHvXdbG1effvdTd51Uh6hsFCdE1KTsFe+DVBjlljUihVGWVQd8rFcSA3fXd5Qgu68aNaQZbdCQya5tpqDjwy80n+d0EJYjuiHsOJX9P/Gfh5sQbacJN32Qmva34N8iXT7/rEAB6NrLKZlLJJhEdwK7vpue9o5DLAepbF+vZn7qpR3p/75dtaYEKJfTL9owkFV3LdBwH/UIUTk/Em6OXhb3WMLYVxtokA4xbBO2wyqX0NHe59RQrayuVgJ2Im/I4lTzcNz3Xx5F2FmWNsvpl2AFAeeGelkq/Q7wW8wIUANIYUaV9dxrCVOnODHlJUEVqP56QvB7C/T9beia6pfRG4/HfFyZ9zu5NQafFJEYIAsRidpROuNUoKV9C79I2IJV7R/h2OnacdSy5k81Tvy9MettPNBZZj2RGVvJp48kOivzk6jQcocYtDZUTnd1az6zIO09NX6QW0M8BzKFXY3eZSZd1rCmpJeoYMlNvWYN0+TmF75Vu8MEvVmxLTuLhz7mplan7gRMkTSV7cNPukPbgg30ay26SFNwG3J44U1+HTocPxyWv62Pab8wtFADSGDEANGXV9qQ+s1WIYFbSNJoukqxI7dRVIRthXeuERX5IIVXUsYq8rpsZ2STLtiSnVzI3xVR7U3hheGri5X7gdhBWUkONrUj+nJdcNpoYJ7qicy1tS2+cDIUjSWqvmBY8H5qC+O7stdkAgO9v0NM1JV3OfHeS301ISPc0hHPnCS57hQvo2a0UjSN017Dwkss763k/FClcMPVrSsdS37xEso+n54alpj/jB+kEf2/5dlbOcqsapWU2RxqiO+KBI6nfE00w40klAORwqQFBcRno+aQmcnGzcDOJx0cpZJ74iZNS+e6Y5BweZgkC0LprDKTLRe1r+N2EpEi1Fl3XAUG6bNurt+4KEP43TzYFdm8KqbI6cOcPs5PaboHgxPHcOS20ncl3Aj8TlycX7DflXu+GNjXL+t2EmOgu4pwu+dMoTftA6GTrqLsCAI0F96VkM3R3pKB5Zyoli+ire3Fpx1oAgCeSzB48IpRnn6yp4xIAvHGR+0lMHUuZv7imQ86y5pJFKVMgxfuimC2k6z1R5PM0NFbTeVaYQDpZsCbiamTGGHuVMbaEMTaPMfYrY6yMpHYRafKZ5kLJDnUrWkGcCcu2JbW96IDQskYZFU2Swt29G6T9WZ21ka4XspM4UnuyT3iwp+zmKOGI5mLcqSBeSw8PTU7Lo8VTI1U1x1ee+nOR301Qwksj9M9EA9zpBOgarAOApoKZQSri+ID+dscOy1J06tQZcRD29ZSspD5z/dfJ6zuZhFjqoKMFvMO5baqntP1300KmB9efrKcWFQB0rpuaJow4iQEAH17eNkyIXhe61g8F3Y4FzEXwmB3REstdg8RrI5cl3gjmuEOmOvEsZlTXrxjMJINI3N5BRgFozjlvCWAZgIfdN4nIC/Rukpo7zKDxqafx+UGvxqHvlcwDcOteM0THbjklZF2aTKBEvJmW09wq3eGfhZsTltWI5/SRfnrWdUcybN6mlK6z+pXyxsNPN7rWT18osoHG52z4Xd1zlp/8fQGyEojDm5KJ1q52SGNv6ebUAiW393KnR+MVw5Iss3QoqamLTyTZSWoqOqWIbn6bXnMiidSLiz6a4kFL3NMhI7UMwKeFYH8pjcuYixYMBbaT0R2JLB3t26Kq9DbJQEwIGZaEYciaHeYZhVzzxYyE25gSJEmHZwyZUBvYN9Q/T6ZqYa9QFhzUzKZIXAWAOOcjOefOX20qADNqWAzi3tMa5iyPXZJ85PlGjWc/AKBMMTOCAqlSV4gcb8xOPOgeOit5XQw/EVX1n/wjcTr2qEUhJw4Z9qCqGHXPyTnLd/wwG78kEGUcL2SsXdTenDrhO75PrlwKAL6+Lj0LTT/Q3Ro3FU6ql37Jgs4uYuJA7Kspa3DBoMlxt/9pRvLOOLpw+afTEm6zX+hgujnXXuAEFN/+d3nCbXcJDk3PnetOfF5XvrnOHC2q2QHS3hOztiKDBet2HsC0VTuM00IDgLLCpJhJgveJyCecr7+SCB6boP/jMOSWLjnLiSZBp6wMaZZ217gUEQB6p6jj883UNYk30gDxe33xX+LKmId+mZezbELJngxkjsyuAzAi1puMsRsZY5mMscxt25Ir+yGA05uFLuJrv4wfeRZnVs9va04sbncCy3RTytoAoIQwA/rayKUJt3fKOC5oZ875EgU/Y3HjNzM9aIl7GghC60BIkDsW//sqVBKgu1Dy2PtPyVmO9RvjnOPbqWtw8EjIxrlaGT2tPaPx7F/xZ6NMmom7pUcoyy5RuyPdpEoX0/taFNm+L76l80zbGODps4OlsSNeq0UK6lvaBgDvXdY26W0/FgawZ7bU0wHM4fae6WVe5TNoRvilEckPqlPNxPaTSM237q+MxcUfT8Vvc8yYRIuFOFlmOqmOm8Xv3rd5FcmtkYuY8fncsPj9jkd/C5Xdv3NJG2VtksHD/VLLlMn5XF+9M+Brlgs59A4anzjIOmLBZpXN0ZKEASDG2GjG2IIo/wYI2zwK4BiA72Lth3P+Mee8Pee8fcWKqbtM5FUaRQxQ4/GVUNfeqEryn/ObLi/+G/d9seP8+TXtVTdHGn+kYG/5TEAFRYOM7mmiorX4qhhlN2//uxyP/bYAt35nRsDu8TObhrkAfjk5K+72zyUIEOmEOMhMJDQudjA/u9qce2IyFCmYHyUKFzBOiDFRJsKPBmU21alQPOltRZcV3e+J13TNyFlONItvUvBYZEZWfGdVscTy1Qv0d1R1mBtj4mnhBmvSZt767Jx1NwvBdMI7IjMnUsnO+vCKdrKbo4xITaZI1u0MWcCX1VwCoZ5QtfDv4uSDkTcZ9BtLRaPPFMkKGSQMAHHOe3POm0f59zsAMMauBnAmgMu5ibmYmpNKKtoX/2Wpa4gCTmlkBQIPCNkHiShXvHDijQxEZyFGh1aCrWq8mYLsA6EZfhMcwIoJQrPHTsTu9CejraATBfOH7h2xBjtvjbZKPMYuNSMr83/d6qSULffVlFC68oeXJ5/V4DeJSopEpzATrFhTYcnmvWhXW1/3LxExGLlyW2w9i91Jas7ogo4CszKoIJQyN3wsZsI6AKDBo/HfN5Xur4zNWdZ9cBpJPK0tMRD5P8G0QleSvcdFZnuaRLyMapOHi8cM6wsmS6LM/UNHkx+rmYRodvDupXpnbMnErQtYHwAPATibc27uXSoAmKi4/9J5LRNuI+omAEBrIQihK6IQdDxBU9Ha3gTETtX8ODMgoqjhjMd6K22TDESNojVxOlvrdoXea1G9tNI2yaBQhPZSMg/v81J0XTEJXYUzo7F2Z7Aep5d1qpXUdvsPH8PiTXvQsLK+otYibQQ3LzEDIZJWz4Qc9sobNugWtREiMXkQlyzPG6Br9Nw54W3ctPtgjC2TF8DWhau71M5ZPuOtCTG3E0s4xOxXXfnl5pCmTLwJtfM+jK+ZpjOR4tUil30SmuQ4u5XepaORxJNBmJEV6v/WLGdOOX0y/LvY0qE1YRwGJF/ye8nHU3OWu6To0Gcybqd53gNQEsAoxtgcxtggCW0i4hAZEHFwdBMAoFOdclG30Y0qpYsk3Oawgdbcj5/ZNGc5a3vsgZx40zGB/sIA+pz3/4u5nTiLoLMTRzTEzIpIerw6Lmf5MwNKESOzBx/7bUHCz5jiTnSr4Eq3c390TZl4gyDdiTcg2LzbDOdAkfPbJhdYbPbkPwCAQ0fNuO+L6fPfJimOmYq+jg78lBm7dO2J30OGANcYVrKXLJd3qp14I5+5onNtDBJKaGKJ/u+L0X/UmYF9m8R9f8vewzhwxLzvJT6fL43TF4wsX+nTTG+tnGSZsioklPzmxa39a0gKJFOQcfv3s3KWv7jGDEONsklqCN5mf7erT9L/ngiEG7VMXB47y13sQ5qk9+YWty5g9TnnNTnnre1/N8tqGBFiyC0hh5cbv8nM9f4FH07GxcID5CHNxbmisSvGIC7LQJtIUT/hgV/mRt2Gc55TljP78dM8aZdbktF3MDFFVCyVSpZKJRMHL3VAtHSfsCxxmVcq2h9+cuepDXKW2z47Kuo2XV4c41VzlBAru6KzoJl2d+8GUbfRjaZVk8uYczrY4vk1hVm2ZXgiutQzY4bxCWEiIxaiI8yDfRqpbI6nxCs10pU+gohu5pro2cUDh4SyucTsNZ1JVEY+bdUOXJuENbfOTM9KbAXv0Msg4W4guT6h7tphDjMejZ/R/sLwxdiyJxSwq1RK/0w0ABh8Uygb7fCx6OdL1CXs29yMbOpa5UNC0Fd+Nj3qNnkhizUWwSz0DhhirfB/K3bkej/yYd/GkPQ8kRdjOFec90Eo/fVZA4WSl8ToSIq10abV4cdDfEg82i/+zJ0ufH5Nh7DXL/+9JNc2cwy11i1dNDSzszWBsDBgjv2lCdpSbrn/59ilNw6miJ0WLZSc61V+xtC7SWUjSjiiEa0zaZp2mMPlnUNle9G+156I8mYTdOwimRkjUBKv1MhkRGtu3d2JHPLlY4iMD6wTSmS37j2MaULZ+ZwnzJhQS4bRURzCzjAsA2j5ln251pkmf+AgaohFu69/PCHcbcqUDHjRDfeWb2dF3abD86NzlnV3sUyFfxaGfmNBzWKNRfB70XkQUwZxQEhYeHDm+lzvRQrXXtklw4MWecPDQ+cn3khDOmaEygsnr8hdLiUKTIrZJzqTEZH1IopJOsQredOZVATtTNL/ibzHRTr2LNkcW3zSFIbMyn1P3JgdXtYWpI7YG6OW4dgJjqpJlAbrxI83ds5Z/mF67nKpji+MzrXOBAoXCF1bzw/LPUHz6cTVXjZHGm9eHBLuPj+KvopYcnNlZzNKHaLxz8L4tsaiTbLu3N27Yc7ye2OWh/UzIilpyKAbCNdGixZQuP7r3Bn/4qSOjgy5pQt+uCF0Tzzrvdw6QOLErqk8F3FPfGv0Mp9aIpcxS7b63QRlRNPKvfnbkGRFMlmvQYICQAayI46lnWn1weIPbrCgNXDo6PGELh0689J5LXKWo6XAOiLKkx7q6VmbZNCiRqiU47IIp6JI3RLH5c10InW3THIJqFYmeRHCVwVHIxOoJgQK3huzIuy9Pm9NDHttiqtUJJGDgpNeCpW1Na1ayuvmSONgFOfHd/61HOmu6mLWoLtkkVDmyyO/hgf2Dxw5hu37QuXNdxiisRXJp5NW57oWnfMFAC8KzzvdObdNuIvg1r3hmlpfCm6qzxiWdfz2Ja1zlm+KcPQRy79MQ8x0fG1k/IG2KeVEAPDCuaHfTWQWfCrW1TrRrnY5dK4brkMaxDKbmWvCy/YcR1WHYXd287I5UnGCxyu27sWCDbsTBpN1pnGVUHbTzzPDJ9X+i5jEzkv6PwAFgIyk3XOhGcXI0pT7z2gIkxDFxx4U3EY+iUilLJOkSJkunNwwFPzo+Hz4DLDoElDOsPKve06LfX1FulWYkokWrZWfTgxdf5GDujNbmlH/HA0xU+a1f5aGvWdSxxkAHu0fCh6/LQxGI7OBTObLyVkArJKHD8aFB7nKlzDr3iH+bq77MlyzQ3TQEtPRTaBZtXB9I7GsqOkT/4S9d2G7mjCVZVtj6+Jc2jE5lzcd6fh8SFPr+AmO98aGfmemPMMcejepHPO9H2eEJthM02sqlGTJr2kBO5FPIjLqnvtrkU8tcU/k7+brKWtw/ATH0s17kTFwWNh7T55lZtbF3DhOYIDZEzRO8Lj3GxNw5ruT8MLwUHDyxpPr+tWstBAlHiIrLyL79nkNCgAZwlkRNolHjp0A5zxXaUr9SmZ1nutWjF4m9OH48DKcMfed4kFr5CFmXuw5FMogOX6C48JBU3Jem6abUKJweHuv/cISVluxdR/mCsHIM5rF7ojqRskiBfHAGY1QSdAdEdN7f5+zMWx70wYFIg0etbLqjh0/ETbQMZG+zcOzHT+duAqc85zvKGLqGXvGHgSc9uZ4vPJ3eMBOLMc0AdH9SnSAAYCz3zOzxDIa0cqKHEobNpEhzmKLpQGRgzjTuKlH9EHMgg2hQd1X15nh4CNSPOL5/MP0tQCAoRHlpLeeYmYmWiJMcGyLhzN5sffQUfwm9DtKFC6A/i2r4pZTzNB8A8L7ik/+sRCvjVwaVVurW/0KXjZLKivsoHi0LH/T+omrX+wX8701O0KaWyULmzVmicyCF8+V+L3E7Mm8AgWADKFcRMex4WMjct1MTbF/j+T6bnVylls+9Q/u/WkODkSUCJiWKROJ82Bv/czInHWDrjDLDthBTBQZu3QbDh45jt5vjA/b5o5eZrn43NazPn67rWvYuj/mbsTln4bbswblIbEjhuueSUSm6z43bDHqPDw86raioK0JiPfyKSt35LJFZ8y6Zk3GKXEQS4sK5Q9OlyRre24HS931OyIRs5ucAGQQyjnuOy16BswAYUKtvaFloyIPD52Pb6auwb2Do7uRBg3TslgjcSYv1u0M13rLfKw33r+sLR7qY47D7/PnNg97HU1bsUfDisZoRUaj9xvWGKzv2+El56aYM4hEBqz+mrcxxpZmM2bJVhw6ehyDZ4Tr9Z0dkWSRFwhObyvgRIsmL4tQ1//i2g65tjGBxwQdoD2HjmHo7A1h7zerZm4qpUODR0fg4JHj2CtkA/UxxEoxkki9hyZP/J1rm+bVk7N91onImYI7f5idy3VvQGtzhJJjcc0X09HphX8Tb2gA1ZIQDM56qX8u3Q+dqViycFja8qWfTM21zfynzjC+Xr39c6Ox59DRMEHXx880wzkwkkh74IyBw3DKa+PC1i19ro+HLVJDxsBhuYKsS54173tFlhS1f24U7vlpTti6yGwaU/jl5i5hrx//bYFPLfGWk+qV97sJaRHZbx+1aAv6vRMKKHTIKGuk2P+ZLRMPqF8+v6VxmTKRZAwchtURwf5740glmMLt38/Ota5/i6q4ykCnrJ6CHumt381C48f/xoMRmmimX4fpQAEgQ8iXxMVpWjlRsvx6a9fEG2lI5mPhg4JogRITSaRj0aZWGW8aooB4af+mWkRGDtDGLd3mU0vk88EV7eK+P+SWkzxqiRyG3HISht3ZLe7g85zW1XKVYppKy6dGYoPobGZoJywZ23rRVcskPr+mfdz3TRycAuFl9dv3HcGvwsTT9EdO9aNJUmhbK37m0uzHzbRJT+TQIwbNTaJno0phr2+IcP769Gozv1cy2VhVDHN8BIBru2aEVS1EI1nNKt2Il+E++/HT8P7lbY3LYgWAZwY0T/C+udphbjDzKs2DNK4aX9vnNcMcfCKJdUO969QGxt5MK5SIPShY/nxfD1sil0SZB29e1NqbhiigR8PYzmUmpvUCyQ3QutQ1c/a0dc0yMd/rXLecce5f7WqXRaWSVqc4lhvWW5eY40KXKiZ2LpPhkX7mlG5E0jnOvWHUPSd72BK5dMiIfW+oVMq8galDoudzWUPL6a/tmuF3E5Txeoz++z29Gxp9TxxyS5eY7/16q1mTMw5PntUsrGohklY1zMt+d4iX4W7qfQMAapYrFvf9C9qZkyEuEzNH1nmQC9vVwF93xLYVNP0CjnVDjec6ZQLvxLAML2i41sX7l0XXL6pboTgyKhT3uDXeYOJsVbJ8f0Mnv5uQNrEys0ydOXV4+uy8Myt1bdcMvHJBS5xlsMPew31jB3luPNnM4DEQP7PYNMc2kStiCAbHE0M1hatjBI9NLqdPVKJhaPIgAOD8GP33u3qbpaUYSbva0XVJG1YugTYJMtV0J5YYcrxJKRO4rFNuvcQglC9fGGeMHNTqmUSYPQrNQzDG0Lx6aUx5uFeu92I97E0jsna9V+NKMbY0h2jCYoueOcOHlsilf4yB2sdXxS8XMIE+zarkWrfgabPPWY2yReO+b3L981MBDZQwxnLdE4NAsUL58T8h47NVzTJ48qxmuKh9TaOvw5tiZAg2r27uoNvh0o65y37vNnxwmi8fy1Xq1apmGaOvQYenY5Q8RBodBAlmrNejRcH84e2vWS7+M9sUog28/7qjuw8tkcuUiHtH1dJF8PttXfFofzNt7R1eODdc4/P7GzoZW74s8mSMfuJHV8aXEQgyFAAyjKqli4Y9GBpVLhnzYW8a7TPK5fwYJz3U09ia7kgmPtgzZ/nu3g0CE23+JCLY88ZFrYx2dHB4+YKWOL1pyMY+66X+xmuunBMntddkG9ZYvHZhK+PPGWDdE4ffGeosmx5MGHnPyRj/QE88fmZTLHj6DCx+pg9+D9CgtGHl3Pe/P2+PnblrCi+e1xK3ChbUn1/THnf3Njs7F7BKvURNnJ9u7Oxja+TywBnhTmf/DexlfOaxKOYaielxu6+uDekPtq9dFhMe6Blna3N49cJWYXII7WqXNVbWQaRE4QI5epcP922MKQ+filY1ywTiu8209Us7ZJTFSfWC0T+M1h98+fwWOCPKhG9egflh6dm+fXuemZmZeEMiKidOcFzz5Qw80q8xGlYqabwbTF7g6PETOH6CGyuYGYtlW/Zi297D6JBRLhAPPpHNuw9h1fZ9gXgAvvbPUrw3dkXYumKF8uPAkeP49daTjE/H3rr3EHbuP4IShQvg4JHjRpemRCP7wBG8NGIJnjq7WeDuIUHixAmO/301A2OXbsOA1tXw6gWtAndfJMyh4WMjcOTYCQy6oq2xrqMif87diDt+yO1OBAArnu+LAoYHuGau2YnqZYoFstz8ub8W4dNJq9GnWRUMCkjWxbHjJzBk1npc0K5mUqLXhP9kDByWs5z5WO+4Wq1BgDE2k3MetTTD/CnSPEi+fAxfx3ErIvSjYP58COK4rWHlkmgYsMG2Q5XSRQLTEWsQJTOhQeWSmLsu2/vGKKBSySI54slBpEyxQnjp/JZ+N4NIQL58DJ9d3QEHjx431kacCA6zHz8NIxZsDkTwBwDObFkVRQvmx/VfB3MCOZZmThCwJplWG5+pJVIgfz5c3CG3Zg6hL+PuPwWFC+bDoaMnAh/8SQT1UAiCIALO2a2qoV7FEhi3dCteG7nM7+YQRGDJl49R8IfQguKFCxhvECLCGENvoTw78j1CXzisahM6TYSfBNWkJh3MzpckCIIgEuKIyF/ZOcPvphAEQRCEVCiuoDfVy1japS2ql/G3IQRBAKAAEEEQRJ6hVNEC6NOsCj6/xny3NoIgCIIAKLNEd9rUKosRd3XHTSfX9bspBEGAAkAEQRB5BsYYBl3ZDr0aR0+jJwiCIAid+f6GTvjn7pPD1lEJmP40qVqKTGsIQhMoAEQQBJEHyShfDEB0e0yCIAiC0JGT6lVAoyoh8wly2iMIgkgN6vkTBEHkQV48rwXOalktcJbpBEEQRN5h6bN9/G4CQRCEUVDYnCAIIg9SrFCBmI4qBEEQBKEzrWqUBkDlXwRBEKniKgOIMfYsgAEATgDYCuAazvlGGQ0jCIIgCIIgCIKI5JvrO2H9zoN+N4MgCMI43GYAvco5b8k5bw3gLwBPuG8SQRAEQRAEQRBEdEoVKYim1Ur53QyCIAjjcBUA4pzvEV4WB8DdNYcgCIIgCIIgCIIgCIKQjWsRaMbY8wCuArAbQM84290I4EYAqFWrltvDEgRBEARBEARBEARBEEnCOI+ftMMYGw2gSpS3HuWc/y5s9zCAIpzzJxMdtH379jwzMzPVthIEQRAEQRAEQRAEQRAxYIzN5Jy3j/ZewgwgznnvJI/zPYBhABIGgAiCIAiCIAiCIAiCIAjvcKUBxBhrILw8G8ASd80hCIIgCIIgCIIgCIIgZONWA+glxlgjWDbwawDc7L5JBEEQBEEQBEEQBEEQhEwSagApOShj22AFjIJABQDb/W4E4Qt07vMmdN7zLnTu8y507vMudO7zLnTu8yZ03vMuQTr3tTnnFaO94UsAKEgwxjJjCSwRwYbOfd6Eznvehc593oXOfd6Fzn3ehc593oTOe94lr5x7VxpABEEQBEEQBEEQBEEQhP5QAIggCIIgCIIgCIIgCCLgUADIPR/73QDCN+jc503ovOdd6NznXejc513o3Odd6NznTei8513yxLknDSCCIAiCIAiCIAiCIIiAQxlABEEQBEEQBEEQBEEQAYcCQARBEARBEARBEARBEAGHAkBpwhjrwxhbyhhbwRgb6Hd7CPcwxmoyxsYyxhYzxhYyxu6y1z/FGNvAGJtj/+snfOZh+xpYyhg7Q1jfjjE2337vHcYY8+M7EcnBGMuyz9ccxlimva4cY2wUY2y5/X9ZYXs67wGAMdZI+F3PYYztYYzdTb/5YMIY+5wxtpUxtkBYJ+13zhgrzBj7yV4/jTGW4ekXJGIS49y/yhhbwhibxxj7lTFWxl6fwRg7KPz+BwmfoXNvGDHOvbR7PJ17fYlx7n8SznsWY2yOvZ5+9wGBxR7P0fPegXNO/1L8ByA/gJUA6gIoBGAugKZ+t4v+uT6vVQG0tZdLAlgGoCmApwDcH2X7pva5Lwygjn1N5Lffmw6gCwAGYASAvn5/P/oX99xnAagQse4VAAPt5YEAXqbzHtx/9n19M4Da9JsP5j8AJwNoC2CBsE7a7xzArQAG2cuXAPjJ7+9M/+Ke+9MBFLCXXxbOfYa4XcR+6Nwb9i/GuZd2j6dzr++/aOc+4v3XATxhL9PvPiD/EHs8R897+x9lAKVHRwArOOerOOdHAPwIYIDPbSJcwjnfxDmfZS/vBbAYQPU4HxkA4EfO+WHO+WoAKwB0ZIxVBVCKcz6FW3eGrwGco7b1hAIGAPjKXv4KoXNI5z2YnApgJed8TZxt6NwbDOd8AoCdEatl/s7Fff0C4FTKBNODaOeecz6Sc37MfjkVQI14+6BzbyYxfvexoN99gIh37u1zdBGAH+Ltg869ecQZz9Hz3oYCQOlRHcA64fV6xA8UEIZhp/K1ATDNXnW7nSb+uZAyGOs6qG4vR64n9IUDGMkYm8kYu9FeV5lzvgmwHiYAKtnr6bwHk0sQ3hGk33zeQObvPOczdmBhN4DyylpOyOQ6WLO7DnUYY7MZY+MZY93tdXTug4WsezydezPpDmAL53y5sI5+9wEjYjxHz3sbCgClR7QIH/e8FYQSGGMlAAwBcDfnfA+ADwHUA9AawCZYKaNA7OuArg/z6Mo5bwugL4DbGGMnx9mWznvAYIwVAnA2gJ/tVfSbJ9I513QdGAhj7FEAxwB8Z6/aBKAW57wNgHsBfM8YKwU690FC5j2ezr2ZXIrwSR/63QeMKOO5mJtGWRfo3z0FgNJjPYCawusaADb61BZCIoyxgrBuFt9xzocCAOd8C+f8OOf8BIBPYJUAArGvg/UITyWn60NzOOcb7f+3AvgV1jneYqd/OinAW+3N6bwHj74AZnHOtwD0m89jyPyd53yGMVYAQGkkX3pC+ABj7GoAZwK43E7xh10GsMNenglLD6Ih6NwHBsn3eDr3hmGfp/MA/OSso999sIg2ngM973OgAFB6zADQgDFWx545vgTAHz63iXCJXbv5GYDFnPM3hPVVhc3OBeC4CfwB4BJbCb4OgAYApttphXsZY53tfV4F4HdPvgSRMoyx4oyxks4yLGHQBbDO79X2ZlcjdA7pvAePsJlA+s3nKWT+zsV9XQBgjBNUIPSDMdYHwEMAzuacHxDWV2SM5beX68I696vo3AcHyfd4Ovfm0RvAEs55TnkP/e6DQ6zxHOh5H8KtinRe/QegHyxV8ZUAHvW7PfRPyjntBit9bx6AOfa/fgC+ATDfXv8HgKrCZx61r4GlEFx/ALSH1aFYCeA9AMzv70f/Yp73urDU/+cCWOj8nmHV8v4LYLn9fzk678H7B6AYgB0ASgvr6DcfwH+wgnybAByFNXv3P5m/cwBFYJURroDlHFLX7+9M/+Ke+xWwNByc573j6HK+/SyYC2AWgLPo3Jv7L8a5l3aPp3Ov779o595e/yWAmyO2pd99QP4h9niOnvf2P+dLEARBEARBEARBEARBEAGFSsAIgiAIgiAIgiAIgiACDgWACIIgCIIgCIIgCIIgAg4FgAiCIAiCIAiCIAiCIAIOBYAIgiAIgiAIgiAIgiACDgWACIIgCIIgCIIgCIIgAg4FgAiCIAiCIAiCIAiCIAIOBYAIgiAIIgGMsXGMsev9bgehD4yxyxljI/1uBxEfxthCxtgpfreDIAiCIHSAAkAEQRAEAYAxlsUYO8gY28cY28IY+4IxVsLvdjkwizsZYwsYY/sZY+sZYz8zxlr43TYAYIw9xRj71uU+vmSMPSerTW6w23LEvh52MsZGMcYaO+9zzr/jnJ+u6NjOtbiXMZbNGJvMGLuZMWZ8v40xxu3rdx9jbDtj7AfGWBlVx+OcN+Ocj1O1f4IgCIIwCeM7EgRBEAQhkbM45yUAtAXQAcBjPrdH5G0AdwG4E0A5AA0B/Aagf6o7YowVSGZdXiHOd3/Fvh6qA9gA4DPvWoWzOOclAdQG8BKAhzw+vkpa2X/XugDKAnhK9gHy8vVMEARBELGgABBBEARBRMA53wBgBIDmwurajLH/7KyMkYyxCs4bdibOZsbYbsbYBMZYM+G9foyxRfbnNjDG7hfeO5MxNkfI8mgZrT2MsQYAbgNwKed8DOf8MOf8gJ2F8pK9TViZGmPsGsbYJOE1Z4zdxhhbDmA5Y+wUO4voIcbYZgBfMMbyMcYGMsZWMsZ2MMYGM8bK2Z/PsPdxNWNsrZ298aj9Xh8AjwC42M7smOviz++0N+bx7Pefstv3tf23XcgYay+8X40xNoQxto0xtpoxdmfEZ39hjH3LGNsD4Jp4beGcHwQwGEBrYR/R/r43M8aWM8Z2McbeZ4wx+738jLHX7e+wmjF2u719wiAF53w35/wPABcDuJox1tzeZ3/G2GzG2B7G2DrG2FNR/nbX2u/tstvWgTE2z77e3hO2r8cYG2Of8+2Mse/ErBzGWFv7WHvta/0nJmRqJXsdR/luewD8AaCpsK/SjLHPGGOb7N/Lc4yx/Em2M8u+nucB2M8YK2Cv622/n+iaifk9GWMVGGN/2d9xJ2NsIgtARhZBEASRt6AHF0EQBEFEwBirCaAfgNnC6ssAXAugEoBCAO4X3hsBoIH93iwA3wnvfQbgJjubozmAMfYx2gL4HMBNAMoD+AjAH4yxwlGadCqA9Zzz6S6/2jkAOiE04K4CK5uoNoAbYWUXnQOgB4BqAHYBeD9iH90ANLLb9ARjrAnn/G8ALwD4iXNegnPeymU74x5PeO9sAD8CKAMrkPAeANgD8z8BzIWVvXMqgLsZY2cInx0A4Bf7s+L5ygVjrDiASwGsSNDWM2FljrUCcBEA53g3AOgLK4DUFtbfOCXsc78eQHd71X4AV8Fqf38AtzDGIvfbCdZ1eTGAtwA8CqA3gGYALmKM9bC3YwBehHXOmwCoCTsrhzFWCMCvAL6Eda38AOBc5wApXsdhMMbKwvpbTBVWfwXgGID6ANoAOB2AE9iM2U6BS+2/RxnO+bEoh411zcT9ngDug/X3rwigMqyAJ0/0HQmCIAhCJygARBAEQRAhfmOMZQOYBGA8rKCGwxec82XRskE4559zzvdyzg/DGpC2YoyVtt8+CqApY6wU53wX53yWvf4GAB9xzqdxzo9zzr8CcBhA5yjtKg9gk4Tv9yLnfKf9HQDgBIAn7Yyig7AG8Y9yztcL3+WCiEyVpznnBznnc2EFWGQGe6IR73iTOOfDOefHAXwjvNcBQEXO+TOc8yOc81UAPgFwifDZKZzz3zjnJ4S/RyT329fDXliBqCsTtPUlznk253wtgLEIXSMXAXjb/rvuglXSlQ4bYQUnwDkfxzmfb7d/HqyARY+I7Z/lnB/inI+EFTD6gXO+1c5wmwgrwALO+QrO+Sj7OtgG4A1hX50BFADwDuf8KOd8KAAxEJnKdewwy/67bgdQC1bQCIyxyrACZXdzzvdzzrcCeBP2eUvQTod3OOfr4pzTWNdMou95FEBVALXt9ydyzikARBAEQRgFBYAIgiAIIsQ5nPMynPPanPNbIwaRm4XlAwBKADnlPS8xq2xqD4AsexunROx8WNlEaxhj4xljXez1tQHcZ5eUZNsD4pqwshsi2QFr8OmWdRGvt3HODwmvawP4VWjPYgDHYWU8OET9OySCWa5Z++x/I1Joc7zjRb5XxA5W1QZQLeJv+0jE94j8W0TjNc55GQAZAA7CykRKp63VIo6XzLGjUR3ATgBgjHVijI1lVonbbgA3I3TNOWwRlg9Gee1cw5UYYz/aJVd7AHwr7KsagA0RwQ6x/alcxw5t7b9rEQAfApjIGCti76sggE3Cvj6ClVmXqJ3R2haNWNdMou/5KqwMsJGMsVWMsYEJjkMQBEEQ2kEBIIIgCIJwx2Wwyol6AygNK1gAWOUq4JzP4JwPgDWI/Q1W9hBgDS6ftwNOzr9inPMfohzjXwA1RL2SKOwHUEx4XSXKNpEZC5Gv1wHoG9GmInbGSCLiZkPYekUl7H99k9ifG9YBWB3xPUpyzvuJTUp2Z3ZGz10A3maMFU2jPZsA1BBe10x1B4yxDrACQI7u0PewSphqcs5LAxgE+5pLgxdh/T1acs5LAbhC2NcmANUZY+K+xfanch2HwTk/CuBTAHVglUeug5U9VEHYVynOuaOpFa+dObtN4XuLxP2edobffZzzugDOAnAvY+zUNI9FEARBEL5AASCCIAiCcEdJWIPWHbACMDllY4yxQnbmS2l7sLsHVkYNYJUk3WxncjDGWHFmCfuWjDwA53w5gA8A/MAs8eZCjLEijLFLhEyEOQDOY4wVY4zVB/C/NL7LIADPM8Zq2+2vyBgbkORntwDI0EQYdzqAPbYgcFE7S6u5HURJC875KFglWDem8fHBAO5ijFW3RYsfSvaDjLFSjLEzYenWfMs5n2+/VRLATs75IcZYR1iByHQpCWAfgGzGWHUADwjvTYF1zd5uiyoPANBReD/p6zjKd8sPS1frIIBVnPNNAEYCeN3+3vmYJfzslHnFa6db4n5PZgld17cDRM7v+Hj0XREEQRCEnujQSSMIgiAIk/kawBpYNuGLEC5oC1i6MVl2ycrNsLIWwDnPhKWf8h4sseUViO9Gdae97fsAsgGshCVS+6f9/psAjsAKxHyFBMLGMXgbVlbJSMbYXvu7dErysz/b/+9gjM2Ku6VibH2Xs2Bp8KyGpTXzKawMLTe8CuDBZASOI/gEVmBjHixh8eGwhI7jBRD+tM/BOljizW/ACpY43ArgGXubJxDKLEuHp2GJU+8GMAzAUOcNzvkRAOfBCihmw7p+/4IV9EznOgaAuYyxffb2VwM4l3O+037vKlgi64vs939BqPwxZjvdkuh7whLTHg0rADUFwAec83Gyjk8QBEEQXsBIv44gCIIgCMI7GGN9AQzinNf2uy3pwBibBqv9X/jdFpXkle9JEARB5B0oA4ggCIIgCEIhdhlaP7u0qDqAJ2FZjhsBY6wHY6yK3f6rAbQE8Lff7ZJNXvmeBEEQRN6lQOJNCIIgCIIgCBcwWOVLP8HSuxkGq2zLFBrBKjErAav08AJbrydo5JXvSRAEQeRRqASMIAiCIAiCIAiCIAgi4FAJGEEQBEEQBEEQBEEQRMChABBBEARBEARBEARBEETA8UUDqEKFCjwjI8OPQxMEQRAEQRAEQRAEQQSSmTNnbuecV4z2ni8BoIyMDGRmZvpxaIIgCIIgCIIgCIIgiEDCGFsT6z3XJWCMsSKMsemMsbmMsYWMsafd7pMgCIIgCIIgCIIgCIKQh4wMoMMAenHO9zHGCgKYxBgbwTmfKmHfBEEQBEEQBEEQBEEQhEtcB4C45SO/z35Z0P5H3vIEQRAEQRAEQRAEQRCaIMUFjDGWnzE2B8BWAKM459OibHMjYyyTMZa5bds2GYclCIIgCIIgCIIgCIIgkkBKAIhzfpxz3hpADQAdGWPNo2zzMee8Pee8fcWKUQWpCYIgCIIgCIIgCIIgCAVICQA5cM6zAYwD0EfmfgmCIAjCD7buPYQ567L9bgZBEARBEARBuEaGC1hFxlgZe7kogN4AlrjdL0EQBEH4Tcfn/8U57/+HbXsP+90UgiAIgiAIgnCFDBewqgC+YozlhxVQGsw5/0vCfgmCIAjCN7IPHMlZ3nf4GCqWLOxjawiCIAiCIAjCHTJcwOYBaCOhLQRBEAShDa2fGZWzfOz4CR9bQhAEQRAEQRDukaoBRBAEQRBB5KMJq/xuAkEQBEEQBEG4ggJABEEQBJEAsRyMIAiCIAiCIEyEAkAEQRAEkRDmdwMIgiAIgiAIwhUUACIIgiCICCYu3xb2mlH8hyAIgiAIgjAcCgARBEEQRAQzsnb53QSCIAiCIAiCkAoFgAiCIAgiAZQARBAEQRAEQZgOBYAIgiAIIhLO/W4BQRAEQRAEQUiFAkAEQRAEEUFk+Ic0gAiCIAhCPzjn+H7aWhw8ctzvphCEEVAAiCAILdmQfRDP/rUIv85e73dTCCJwZAwchgd/met3MwiCMJCMgcNw+/ez/G4GEYN9h48hY+Aw/DZ7g99NUcq7/y5HxsBhqPPwcDzy63y8/PcSHDt+AvsPH/O7aQShNRQAIsI4cYIjY+AwZAwchn10AzWCPYeOot/bEwNzvjjnuOenOej60hh8Nmk17vlpbmC+W1A5cYLjy/9WI2PgMPwyM5gBu38WbvG7CdIZnLkev88J9gAhKDgDOudf0Fi74wA4lV0agXP9/TVvE8Yt3epza+Sx7/AxDBq/Eu/8uxxHj5/wuzmuWL/rAADgw3ErcfDIccxfvxtb9xzyuVVyOXGC4/VRy8LWfTk5C/UfHYFmT/7jU6vksHr7fizYsNvvZhABpoDfDTCZG7/OxMhFW3D/6Q1xe68GfjdHCnPXZ+csz1mbjW4NKvjXGIls2n0QXV4cAwD4/vpOOKl+ML6XOBBo/uQ/yHqpv4+tkUPmml34NWLWqvmT/2D1i/3ADK/D+WveRtz+/eyc14ueOQPFCpl/G77p25kYtcgKkNz/81yc3aoaChUwe37h3TErcq3LGDgsEL+xDdkHc5bv+nEODh09jvPb1kCB/GafMwD4cfpaDBw6HwCw9Lk+KFwgv88tkkPziAFNxsBh+Pq6jji5YUWfWiSHQ0ePo/Hjf+e8DsLvCwCmrdqBiz+eCgAoU6wgZj12GvLlM/v5BQA79x8Je33NFzPwxTUd0LNxJZ9aJA/xN/bGqGWBuRabPBH6fQ27sxuaVSvtY2vksGv/kajP6KDQ87VxAIA6FYpj7P2n+NoWmUxeuR2XfTINAPD7bV3RqmYZfxuUhzG/t+cTuw8exUh7wPPayGXYEoDI+rz12Tj3g8k5r6/4bBpu/mamjy2Sw459h3OCPwBw2afTAhFZ/3vB5lzrjp8wfwZ1wrJtUdePiPJ9TUMM/gBA0yfMnqUCrIwtJ/jj0PCxET61Rg5HjsWe/Q1C9kXXl8aEvX5oyHy8/e/ynNcNHxuBR36d73WzXHPk2Imc4A8AvBeQAcLkldujrh86y/xsOzH4AwB93prgU0vkceDIsZzgDwBkHziKh4bM87FF8mj77Khc6679coYPLZHLsHmbcq37a95GH1oil+MRWXX935mEHfsO+9QaeTw3bDE+/2+1381Qwnbh/Kzevj8wpdq3fT8rJ/gDAAPe/8/H1hAUAEqT/BEzOZ1e+Nenlsjj7Pdy/xj/XrjZ+LTsds+NzrXuzHcn+dASudz8be7g3M+Z63xoiVxizerc+p3ZegOLNu6Jun7MErNLi+o8PDzq+q17zQ2Kb95tbtvT5Yv/snKWjxw7ge+nrfWvMWlyycdTwl6/O2YF1u084FNr5CF2mkV+m2P2APVElAmLJZv3hg2ATOTqz6fnWvfzzPXG96XisWLrPr+b4IrbougZ3f79bBw+Zqao8OJNVn8j2nmJ1ic2jSEBCH7Hon3E+RmcuR4vjljsU2vkES3ISvgHBYDSpHih3Gnlh46a+aAAcqf1igyZFUyNCJM7Y3sOHY26fuDQ+UZ/r0QZTAeOmKsF1O+diVHXX/dlpsct8YaOz5sbFL/h6/jnZEbWTo9a4h37Dh9D22dH4Y2RS/1uSlocOnocs9Zm51rf/ZWx3jdGItGCJEGh1+vjoq6PHACZxoysXVHX/2X4AOipPxbGfK/3G+M9bIlc4un9vDh8iYctkcd3U+MH8E3uSwUZR7spkp9mmD25m7V9f9T1QcioNhUKAKVJNC2SfxaaW6JycpxO8v0/m5t+GCvrAoiduWAC138VPkB94symOcuP/rbA6+ZI48k/4rf9tDfMLw+Ihqki1yYHG+OxdMveuO9fOGgKjhkqEvrj9NgDg537j+AdQ8umDsSx/90VZ4JDd36fG38CJvuAud8ta4f52VmpcMcPs2MOhEzgy8lZcd839VqMl+2Y6DvryrEEgeNWT4/0qCVEKnR7OfpYLPvAUaMlHu7+aU7O8sC+jf1rCJEDBYBcMOiKdmGv7/pxjj8NkUCiAaips5Cxsi5MZ/rq8AyE05tVzln+ftpazBPEvE3i24hZqwkP9Ax7LYrXmkTk+XrtwlZhr/sbep1+M3VN2OvH+jcJe71qm9llAfF41dBMGVEjJ0h0fD521sizwxZ52BK53PNT/AmY1s/k1mQxgUTB47t/nB33fV3ZK2TnNqhUAitf6AdxvnD0YjNLfpMZfMYavOrOk3Eym4DY2Qs6E+33NXlgr5zlo8fN7NMDCKzTaCKGGPq9Dx09jjnrsnNe39yjHkoUDpmfXDhocpRPEaqhAJAL+jSvksslYLCBaXqxyolEJq6ILkJpEqtf7IcRd3UPWzd2ifkWpj/f3AU1yhbD4mf65KyLpudkGpmP9Uat8sXw3fWdwtabmHVy0UchbZI2tcrggnY1wt5fY+hM+BO/hzrONcoWxfXd62L+U6fnrOv1unllAZt2Jxdk/Gj8KsUtkU/kvf7F81r41BL5iDPer5zfMuy9obM2GDuJEckDZzTKtW7NDvMGqI/8Gp7tOfKek8Ne/zZnI1ZsjZ+JpyPP/hUKNv55Rzfkz8ew8OkzctY9N8xMLY/XIwLesx8/Date6Be2ztRMVpEZj/bGxAfDJ55MFLmOFH9+6+LWqFamKPo0q5KzbtqqHV43SwqfTQqm+LOj2+SwMuL39eCQeXHLFXXlg3Erc5aLFLTCDm9cFJoEjVUyS6iFAkCSeXDIPOw+kDigohNP/xE+O/povyZY8myfsHXRRA11RxTvq12+GBhjqF+pRNg2Jj7YxayLF85tgQ4Z5QAARQvlR5OqpfxqlmsiyzRKFrFmCLrWrxC2/nlDO9AOg2/qAiC33bHpwqeTHrJmF0sWKYgW1c21md0fYxDz1x3dPG6JfA5GlEld2rEWZj1+mk+tkUdkxuOF7Wvgz9u7YeitJ+Ws+99X5t3rI3UFFz/TB7f1rI+PrgzPPn5huHn3xB+EUsS5T5yOhpVL4sE+4cGtAQZOZAzODM3SFyloaUUWK1QgbJvh883TAhIHcQBQtngh5MvH0Mtw+3cxMFypZGFULFkYNcsVQ8WShXPWr96+37iJp8g4wTltqgMABgn3DtGpziQiAyUAUKVUER9aIpe+b4cywX+8sTPy52O5JkAvHDQl8mPaM3NNKAN+3pNWMPz0ZlXwn5CRttrALDvToQCQBJ49p3nY61bPmFVbG6mmf8PJdXM6LiKmWUf+szCUaj3u/lMAAAXy5dZuMo3HBY2fSzrUDHvv5IahYIlp9cJilgwAFC4QugYv61QrZ/lTw2d/CuaPftu9zrBgZLwO8R+3d81ZHrfUrCy7vYeiB4CaGxzUAqz7t+hW+asdHClXvJBfTZLG8Pkh/b2Pr2wHxhha1CiNtrXK5qwfu3SbcUYNkTbHRW3ziTOEWXwg/FlnIqWLFQQA3HpK/bD1++PoOpnG02c3y1k23dGyb/PQ9ffZ1e3D3hu9yKxr8btpoQm1Uff2yFn+5Krw77Vsi1nlzGKQROw/AUDbWmU8bo067jy1AeY9dXpYeVsQ6Fy3PIDcE6BiKZUp/LcilGlWqECo/1u9TNGc5cEBcDA2DQoASeDKzrX9boI0PhZmB2Y+1jvsvS4vjfG6Oa5459/lAICejSrmiHYzxrBASMcGzBUuBIB8EQGtW3rUy1keaZgo+XLBrjQz4tq7qH3NyM2NYZkgKDzpofDU8j9vD2WVzFu/27M2ySCeO6Aokn/NF2YFtt627xsiTklA5HW5ZY85dvGR1r9thOBINFdLkxg0PpSdcGqTymHvjRJKi0zrZL41KnQtip1lAOgd8T1NQgzETXvk1LD3zm5VzevmKCFSD+2qLuH9xGRK73WlVc0yOcuMMdSpUDzntWn23I8LZcylixbMWW4tfEcAOO8D87LRHB44PTyzbsgtoczI5QkMD3Rj3c7wcvl7T2uIUkUK5uoLB4lIzUiTEB1TO9rVCiJd61uBrg/HrTRSa8tkKAAkiUs7mjlAjZwRPV2YWSxfonDYe0eOmVN7euTYCaywAwrXdq0T9l6JwgVQQfhuJoloilkXYmfFoUyxQujRsCIAYIfBzjcVIq69yM6YScGtd/6NPYhrUSM8q2StQVpAojtg5CDOZKJlztUsVwxA7uvy5m9netIm1ZQoUiDxRoaQP2IgUK9iqOx3/2GzMkqOCHUcv952Uth7b13SOuy1SRmfHwrlRJUjSjcis5smG6Q/KAb7I3XeIp1jWz5lVqa4SP8WVcNejxYyZ0YsMOfZnIgx94W+l0nZaCsjzBci7+/itXjam2Y5q27dG7sS4bae9cJeTzVI40js20fKA5zftnrY6wNHzNHaEkvWPrumfa73H+sfcjC+8vNpnrSJsKAAkCRa1igT9tqUztjanfEHnNGCDCbw59yNOcvdIlIoAWD4nWbqeSzeFOpgvnJBy6jbXG6n+z5msB18Im78xpyB98w1IYG7yEFAJB+MM9OCO3IQB4RnywRBHNRhuhDsmr0227+GuOD5c8PLlr+7vhMu7VgrxtbmcEev+rnWiTPDCzealWUnUqlk+G9MdFEBgG8jHPl0JlqWnUObiPKUmwwKsor9jjLFcpdWRg7sTEHU2HI0ckQig64m0rNRxVzr6lYM14w0RQcosow5Wtl59wa5+8Um8Oo/S3KWpzwcv+zrEoM0jrLjaMdG9hu/nboGY5ZsiaqFpDMli+QeT1YTJkXX7TTT5ddUXAeAGGM1GWNjGWOLGWMLGWN3yWiYaUTO9tR7ZLgRau2is8P7l7XN9X6iG6yuiAPOaKmhlSIGrMcMOFcAMFbQU4mcKXWoULJw1PU6I85oxOqYmJplsmm3VSYUOTvlIAq6/migi2AsxGyZZ/80x4Z74vL4GQeR9w4T3aXObxv+vKpfqWRUdykTEG23Y5WKfm8Laf41b1OYOYDORIriR2PRM6Fy5kRW1joSqU0CWAOCdy9tk/M6liaXjrw7xswAfiLeGh0K2E19OPpzWByjmpKhILrMvX5R64Tb/yEE+HTm2i8Sm7Z8fV3HnOWdBmWLT10VKimqWjo8o7pUlACDKTz1Z/z79+h7Q6XMLwxfguu+zAwTjTYVU5MMgoCMDKBjAO7jnDcB0BnAbYyxpgk+EziiRdgTZdf4zQ/T14aJR/ZrkTugEOleYUrnOdWMg7t+mqOmIZJ59Z+lCbdpI5RLidknOvOz4Jwy6Ip2UbeJlmViEjf1iB4AMlHLQ8ykcGw94/GTYdorIom+37fTzMm8cIgm8l+2mJkdMVEUMzIzwcER1ATC7zU6I967Xzi3RdRtYgnKm0Ks73WW4TpAHevk1rowmTFLQhNPsbJ9RD07U2ydxd9YrPvfjzd2zlm+68c5qpskhV1JOBGLWSW/zY6t56cTsRw6Ha7tWidqJpcJ/D7HCi42rFwi6vv1K5X0sjlSSFY2JAhOpCbiuvfAOd/EOZ9lL+8FsBhA9fifCiYP9Wkc9vpFza1ZHx46P+x1rPIUMSPjju9nK22TLJpWS2yH/pUwAzJsnnm2rLEQz+P5H072sSXJI85eF0tSkNaEWSsxZTzW7FRkh9oEcVBxFm7ig7GzBB3xZJMpUTj3eXvpvNDA9SkDMy+ikag8UVeu/CzxbLeYBbpiqxluPg//Gno+R7o9OpgYAEqnPH6ZAUK14r3+woiM8FhsyA5OyUMzoc/1xqhlPrYkeR4aEvqNxbr/RROuNYlkMqef+cuMDN1EVuGFCuTDVSdlhK0bapgo+WdXd/C7CdJINmFAdCKda6DLmalI7T0wxjIAtAGQS8mJMXYjYyyTMZa5bds2mYfVhptOrhv22pBy4YRcLHQ+Rxpi8flWEh0QRyzZRC5O4IoV6VZkEvEGon/f3T1nWXT+0ZUte2ILFoq8Kug5fWTA9xKD2xXjlByKGRkbAzTYuVD4/ZlWARbPZalaabOz7JLhy8lZfjchKbYJYqfJOtyY4Eo3VsgmSRYT7vXb94UmJM5sGfs3Jmr3/R0gwWTxuW3aIK5AnN+X6e5S8TKnRYdEExBLEb+zy3ojyR/Rf7x38Nyo2+mEGDyOlcVqItNXhyYKZzya3JhkwPvmuu2ZhrQAEGOsBIAhAO7mnOdSpuKcf8w5b885b1+xorkD73hEPihOGBQBGnRFbv0fh3idGV2Za5ildjKImlL3nd4w7raRbkVBoXa5kN3sxxNW+diS5Oj1+rikthM1xN4fq/9g51gaUQ8TMmVETQinJDZS3w0wW/T09ihCyQ639gx/b77m99FJgl5TmQQlbKc2rqS6Ob6w/Pm+OcsvjVgSZ0s92HvYynCMldXksPKFfjnLQ2fpX6Ly9ZSsnOWicbJYxeygZw3IvJi4PDRhG2ltHxT+vjt+IKSWMCg3WUg+kvqVQuVGBw1wOdu8JzSJFCv7sWsU0xfdcbLZo2miibx5sVl28E5ZGxB/ohAAzmhmnhSC6UgJADHGCsIK/nzHOR8qY59BYOzSbcZYp3dIkOYqDnh0d0JIt30/zVgruSVyEe0vE91MRfYaUFLkcGecwSkQv2OtIwfsTlWDStHruh1MLb9JhgolrPTeGVk7E2zpP73fCFniPndOCyx5tg8eNFQcORbxrsUrOtcOez17nd5aHncL2m2RJdiR3Hd66Dx+PSXLGKfORIgDoV8N0PL4Z4GVRXxxggCQaUHWZAWgGWN44kxzZDJvEhw3I+8PkYgBoiWbzXEoqluheNz3f765S85y/3cmqW6OK2auCT1n376kddxtxX7HyEX6Z6Mt2BC6pmJNsOfPx9C/ZVWvmiQFJ3C/bHP8UtezDJuMT0U0/YPLLe3PvJCFrAsyXMAYgM8ALOacv+G+SWZzeUQE97bvZ/nUktQonyBj5MmzQh2WD8f/n72zDnPi+P/4e3DncIfD3Q+HIoVibam7u8uvRt1dv3V3b6GCU9zlcHd3d2d/f2TndhJySXZ3bPfm9Tw85HLJ7OSS7M585P1epXUWhLVKT8aAO50LO9sPriOsUF8qAYOMaiUARGfJdeToCSfz1IYRaw0Td2XjABZ0UsnaDL0/0raXijClTpQsnA8F8ubOtgWA1TfSvVKGDQK7CTbqro2286ATFM/OAYySJ7fzup/5ZxF+0li8O4jOcqkyfFFko1kijk16IoLiLJUK7WoG5zp3mKkMiScez3J+M2eD+p3mrZbsOTFZm1eQDCi+m+Kc1/o1Sy7HSvVX3hqZ3GBEJxJ2WATs9LnDvo7dFiMjEkueAGq+pQoN+G/edzQwhRNBh8enqQOAawF0I4TMtf/1SfaksNKUcWACgKmrdqmZCGeuaOUEtt4YvkzrLMjew6mLA7esFhyBv9U7EgvgxXJ128h7dudPegch/5jliPS1TSEAxLqN6FyNxl7E+jZOnrm57+zaIqfDDXZz+ualyUuSyxYNzuLZDWyv/s8z9K4e7PO+N7vY6Wv0r9qiJKsYKRfzOdyncUBy7S5353oWnc+JLOlJqi4A4F6mIvRgQOzg47WMJiIoouSpwJ7r52seFN91UH8TCS+ccvn9pxWuG3brrdHHBvuBxBqr7WtFryN1r/YctyzSZtmjQfKE2vXtElfh6QhrJJQKn4zTXwYhDPBwAZtkWRaxLKuJZVnN7H9DeUwuDARlMZaMfHmCE3neH5CFolsGuHQzSCWYogMvDnJ0EFIp+29cuXjW7bkai01u3ecIsqby/bksw9k4jFikbzn2tDVOUDufy4zUln16LzK98ovmASC6uK+UVlDxTNRRPEYjaPxyfc0o3mXETlPh6xsysm5v3KPvd4zVsUsF1qjhq8lreE+HG+zrurlj9aSPZytKxi1zL4odBBZt1rsF7NeZGwCkvjmtWSZ5wFIHlmxx93c/N4EpgE6w6ykgcQDoqtZVMeNJx/3skk+D4YabSnXuVW2CFwB60qV22LujguEiGHSCs6s3CKN4wcTimUEjCMKKfmAtqBNRoXgwNnvHXW4KWN4Yrm/Zslvr4solnIqSe3+Zw3s63Ph28tqs28laAmJh9SR05tyAaQikyl93tXf9nDC1I7HOMZnr9NU3GsRoJ3Stm9w0o1s9J3O8cJO+lRdDF7hrKcxgtAk/G6+v6P8yRrujfoViCR4ZgbU9fmnIkgSP1Ac2QZGIX25tK3gmfFizM1J5dW+31CpvH2G04A4e0zfJ6LZSvEj+PIJmwpe9MRWb1Upl75ZFCImqRpuzfq+oaUmnbvmiqqeQEmzFVr3yyc+JQLQouUE8JgDEmVhr8SAsnV/o11D1FLiyybabLlogtQsbW3bppn1MFYU8XLBP+giyyIKKBbth6mp9Wyz/mhvRbOpe3737kM490CMXb/P8XJ3bAo6ddLQuXr+4SYJHOvTvnVh4WDfKpqBlEXve9OL4JpsrWyfW/6FkpJcQPBP+XNIytddG+WqSvpUyq1xuToPCn7PcVecGBS/nxBKFg5FQHLEoch1LVWy8VyMnKfCNxt8xP+gc7H9tuBMoXfxCz9DYpe+KaW0LCyMXuV8nDr63Y/IHGbhhAkCciRWLO6ypteKG3YezbpdJ0TI8kVW8joz+v84pZbzfusTRMdF18cxmnFpUTXP9/CCUVD58TrjclhpXirSqPdC9juKZqOf7m1qrnkJSfpnutHEVTjHIylo6ByHImgqxlsjsJlBXbu2UWDyTkj9PsFwEAbh2tNG5smnM0sim4Mk+4bIT/9aD4PHwBzrxnwhnLvlkatbtVMXj2UrWINA8RrczFd7+T//1VCqtiJQ0uz12msYJNdYBrFC+1K7PsQl5Hfl0fETvpnyAhMZT4Ym/3JvqsBXlOidBw4IJAOVQfs/ckHW7ZYpZ0Q613Al5qYA6hTzSsy7KFiuA5lWTvzZWGyJVK1fZrN7hCEV6WWDN0FTMld00u+lFT8V9SjXU2jNodsYicCsCqILnBrlvHWXdE4cu1FO3ya0AZqW0glj0fM+sn3/P1LO6YeIKR8OnRplwlo7f4mITFwToJq4Jo+OWjEStHkGGbYvQtfJ4gYd2QralyK0ejSxYbc5kDmBB5Zq2qWvFUPfiW77PFDUdJXx0tf5Jaxr0eDVFaYdYWBfdMHHXT7OwWHMdsaBjAkA5FDbQkWpWtGgB/Ut7N++NCMVVTAtXNJ3NxLnhw6uaAwBmrtUzKzxwtmNtXzhf6tn5x3sHJ4PsJrPDLgJ0LscGgKdcCPux2eOwCOPHsn3/0eQPUgCrT5IqbAWUrppq1341Q/UUhMBW597fPXVnwEd7ORWUup87qqfgAEZ5rJfTZrnjgN7tEhc08yaoG9bWuO+nrkv+IAVs26/358grrMaWm+8YdfnVtWOB5fKM1Fti2WAke17VCcuKJAndJMnYVindz4leGbVku2f3UkNqmACQIVRQp4CgCCCnileh5O719a6U2cZsmlMtMQdSsxDWhRKFU9c2urJ11azbOpVj7ztyAud9MAlTVu3Muu+qNlUTPCN7Jq/U53XxRFcx15eH6hnAMcRn3xFH7NRN0uWmDk610BofNvIySEWLitKOcbNkzz+6wAa0r3ZRdcHy4Rh3rm9BQVd3xPHLI85rqWqHUTpqXgV/10+zPT0vVb1MHbinWy1Pz9NRL/LEqdP4cOxKnDptIY8LR9V6jBD0sIXuhPVlw65pDXphAkA5nBoBsbZMFWozXaG49wqgsGh5AO5dmmTDo5dex/eLCpH7YahGF/bRS7ZhwaZ9uOGbmVn3FfCop/Ib036qIw+f406zSXfHMBpw+78e7l5X70blRUxHOa9c6K3UXhavD1/q6XnsuX6nhllhr60KbAD9dw3PHaw+XyvGtSwV6EZu7LIdSR6pFtYBKxXaVHf3d5DNYwMi+iQHj7n7TAZN9D9V0gq5N+CQyfYDTqKwpIuEGstmDmsy3qz3WJXEBoteGerteiEStgL1hvbprp7rprLc4A8TAMrhNKyYei9+EHjkz/kAzhTjTsZ5jP7MzoN69uMDwINGUPgMdHRgWbfTfwb+x2n6ZU9ZYT632gm0PcKtFbQM1u9yFmJuM1Z3d/WWkZTNnV1qunp8y2qOfprObXtukxhta+i9OZ24wn+Vi46tNw/9Ps/3GDpWD67b5b215K1LmyZ/kCLYTdydnd2dO3o2DEbw+BGXxhNs5fEsjcXW/aDjuf72H2Zl3U7VoCGW90aFs8pOR5YybedubeszXAbRDd4xAaAcyO5DToDDbUbj82tb8p6OENxWvtzDbOIGzNYroMAuxHo28t7StYoRktaNvo29V1H0H+jebUA0X0+OuMmd00DvFjyZ3G8HL92KEsvgu6lrs267zTBWTAtGu2leFyXmAHBZK6c9QmdtiPvPTl0nB4gWjD6hYfUgxY/48RANg6x0Tq95FDvVlT98VCUVcqF7J5sDR53KJrfBfrfOdaqo6vI7xmrKfDJOT8MQv7C6jLqwaY/36p1vbmjFcSZ8Ga6pcYRf/DiHNvPgymfwhgkA5UAmLHfKjSu53Lycw2R2dMsU+JkPG6V+c8QyHtPhxtyNe7Nus84hbnlHY+tSr3oyukIr0NyWzusKj6+623ONTH6a7lRMuNGiAoDiBR2dFt3Fd93AtvjN27BX3UTiwLZ9dqlT1vM47CZXN54ImVX6ZRmVAQCXuhBxDQLf+ai2ciPUKxsv1vYUtgJb5yCrH0Yt2a56Ctky4M52rp9TrljE0fKZfxbyno5vtvtoac1I0eVYBWt9VIo/qfH1Qee9hsHBBIAEkPlU96ifdbPp+3Ean/LwYyf1urDTyqbbO9fwPdaize7tT0Xx9xx/GRmatRoyX6+sMFsJ0r5mqQSPjI/OOgM/TY+0b3nRYOoVkPJ5t+TLo+/l5ugJPueyoz4yXyKggRIvlWjs+zVZM/FdVjOleCHv7pTXfT2dx3SEULWk+wqgs+t5D4aJpkShfCiQNxdye7DdblzJaVUPU5CVDTZv3KOXS9G7o/hs4mau3c1lHENiFm5y1qz1K7hPFNK2vUMaV3t6Qed1R1Mf1S6lizqVyrol42kbcz6XVccGuZh3RwCli+SP+lknNx8AyOTUu/zf4m1cxuHFVttRqlnlNN9j6RS083tu11Wklv0bu626APgE+kRTxcMm7tp23pxkgoSObWA8+Ekz3aZaTw4DAIz0ea7+aOwqHtPhxq3fZ/p6PnW9WbhpP4/pcIMVO/WyiXvIpaaJTP6YtdFzoJUVMNfV4cyveOnybQeSPyiA6HauZ79jYYLVDiuUz71OTr9mFZM/SAH/ztucdfv2s9yv+fIzlay6fRYH+pCbaFHVqWxiheh1onHlcGnMhg0TABIE28c4Zqm+paJ+oDonurB9f6RM1I3FbHZ4CUiI4gefFVu3ebhoymDw/M3JH5SAbvXCqa/DVjZN1yx4TJnSv5uv5+sWFKd0qu3P5vfloXpawT8eUvcarzx7XkPVU4jLeh+CwgDQoKITNOJV6csLVnvQLWym/DsfrUkicSt2GktYRWrf1awd5OUh/s7RuupgenUPpOhqCMMmmm/okO5rrLkb9BLudmtWw1KtlNM++tTf+rXtAUA3jStSDSYAJIxfbm2bdXsSB1cPEfi1+Z2zfi+fiXBix0E7AFQ0f5JHxue+bo4QdG6NAkCUgh4t3VnRU534H8cF77b9+mT1/G7iWIvPj8fpVXlBqVDc28KF6gDtPKifTTXgPVjq9ZwjiwubV1I9Ba24QNNsN8+FvE6bgn1HTvh6PivMrpPDGVvF2r6mt+BxUbtFe/5GfdrOWV6+sJGn53WuUwYAMFuzdSJ1kqOaVG4Jq0sR266uU0sR2/JZwqddvW6iy8M4zeefuf6SqTxhPzv0HGDQExMAEkRBxt1hNQdLaBE82MObpfh1mraofD0pUpFEy/vd0pbRocmlYQDotYvD5Z6yeR+/oA1rO6ma9bv5aTmMZwTbdcJrhdwN7dMBAF9PXstvMhxpU929FhUAfH9za84z4Ushj9a5bh3RZOOlTQqIDrLqhE7nMZ5s2efdxUdnNu91XpcXbSMAeP/K5rymww12E3dOA2+JQla3SSdKF4mc0+5mnF/dwCbidHZW9YNOOkCso6EXTUXA+Sx+MVGvroUwwgayvUggAED3+qZySAZ6roJCgtcFgUiOM8LNdcp5K1nu3UhPTRm6eC7scbPTroaz+fPjgMETtmeZ7fn1yv6j/jKxIuhe338r19sj9XFu+3LSagBAy2r6uk+ogtoJ6+QqxVYjeRWMrOvxXCqSDUwg0mtF49iHumTd9mPtKoo3L2niewy/1Ski8BrY0hXa/vXceQ0Uz4Qv3d4e73uMyiX0c0dkAwBlPFY3XtFaT7c3uk5kW2jcwCZ352pW3QTwCbz9kbmBw0z04dq2kaS1TnldtiX20pbeqtF0ZC6ztmMdUt3w2bUZnGZjSIQJAAlEw/gPFmza63sMHV8XS16P2V22qmHFdj0ysWyG0Ws0nWXNDj2q0dgM49Vt/VvA61Q+P852KLrHY4YxzOgoNNn1rXG+x9BJM4zCWud6nR5bTXnilD5tAZSqpfyfE3VqH6VkhCx4/LEtIl7eY+tomNGxRfsnDvpRRQt4d+cLCi8OWax6Cmfw1fX+N89vj9RLt8kvPW25C9qCrgP3/jIbQCQB+ualTX2PRx0/VcNDo03H4okwYgJAAtGojTaLT8ev9j1Gs6pp/ifCGcuykD9PLtzoUySOosuGjreFqi76CXsPO1n3TrW8C+/WKOMtiycSusg4y0f/c5/G4bSCL+zBnUQ0B47yddDQZSHGasB4PZ3lYhZiugiST2Es6Ytx2GR+OGal7zF440e436tWnEhoNaSfcyJbZaeTRolfdNzsLOPQishm/8P0frGw6xiVsNecUkW869HRpJWOrlK1y3oPlOa3K3s37tGnFbV++UiV562dqnMZb7QmZkO8JU/8mAcYEmMCQAJhL3m6nFB5WLeztop7NPly7j50HMdOnkaVEv4zwoA+LSp/cxZ3G+DDdpInR5l2Ej96HP/nUcdKJJvsqi0/C3uv+gSiGDjH+dy82M+7g1KBvM57HdZNwbYDeghcL9niWJwT+N9kjlikh4DmVV9M5zoeazOsElZQ2E+159Pn6tdmtXHPERTMm9uTPTWlfx/HyW6ZZpbpOlUW8GDgnE1cx1vr0xiBF1s56g7qBKuT4yee2Lq6XgLXrAB0l7reg8f5PbZ2i6RgvtzIRfyJii97qVfWbd0Ernm1xe89rMceM4zo960IEWwWT0edAR58NFaP7OkGO7Lv1Z1IVyZoKgLslyOcRAa9Oq/oDrsBZHWgVEGdUwCgS13vAn1sZd1xTSplKLyEB3XUT+BRZPB7ph7BY17oZmbASwBaR33rAbM34sgJf+f8ZpXTsm6f1Kwd8e3L/LdwAPpU2fFm8ko9nHB5tPvqyIptjhi1n+r19jW9mSCIYvoapwL+po7eK2XYvwmvtadfdhw4hpKF8/lKFLLJeB3WiSwtqqVxGefzCf67Vgzx0XCpEB4e7Vk36/bn4/Wyc/7s2pZcxvlykh6q+s/+uwgAkObTJlJXCufzV9Y/4M52nGbChyVbIpsdv+XvurkUHfW5yaGwrS3DFm5J8Ej58NCiAvSyLgWAvk38idtT8c39R/So9mTRpaVVJ7w6voli0WY+Oma6FdaxxhN+KMGc6/sPnM9lTD+wSb22Nfh8lh4fuIDLOLx47SI+zqPvjVrBZRy/+A1CUj7QzLntQ06JWN3cEdlK8fLF+CR3dTEz2LT3CCoU51c5qEslK+WmDnxa236dqV9CLSzo9W0PGYQQdKsXySr/o9mXk/afhoWldrtDeml/m1MejlQiOL9ZJV/Pr1FaL6HJu3+OCOC92K8RtzG3H1Bf3i0iW/H8IP2EJnmgQ2kvmzXz6254aUbEyePryXoExVn8xFkfYRIZYaKdZtnuJ/+KaDaV9qHhAUS3nu/TQKNk4x7+7T8LN+1P/iDBjOWouUHfc976GX7p4zMofpl9TmSdFnXAr3tg13rht6k+rUFFybETTvCYVxJjvCZV9RNX7NTSlZcXbHWSF3SrRgsjXAJAhJCvCSHbCSELkz86Z3GN7XCki1gcxa97Cq/MEC+O2VlGvxF1VpBtvSZ96wBwYXN/ASA2e3pAo4uOV5vIeCzfejD5gwQzUIDG0g5NNGV40aNBJMj6xUT1gZKaTwzNup3PZ/Yz3aOtsAz8LJ6bM6L/Ouk2Fc3vT1Bct+pBSv0KfLQTAGCbBkFx6kbnRztMR14fvpTbWK3S9XF9Yyu2/Iqst6iqz+tiOa+pPzdK9lrBq+qXB8UK8DNZ0KFFm2eA5HO764ENKqliht3atk6jPQYPFjBuvH73mLq1aIcRXhVA3wLolexBOZFaZfgt5vyyeDO/rJkfHRCdaVolLev2gWNqAyWHGOHwhhX5VWzpkD2lFMrPz7FGhywjFbu8PKOK4pnoC90U6BbYyuWzHbGDDzc7nWnLtErpsCmgjH6os+opCKFhxeK+ns/G6HTQT9i2PxKE0q3iyi9bOAoKt9fo3MGKx/vlbE0rqgv4dMrLx4gKq269YSvR7uJoHkHNLFTy6J/8Wz0fHaC+ffTpv/nVSuhkIrh1P79zYstqegmShxEuASDLsiYA4OtXHRL8RkF5wvPCXl4jsWWeWWl2YfDpeLWL523MybSwz2w3y5il/p3geOHH2pNCM/nv/Lfc91i86NUonDbuPGhTI5wXdh3tnHnABsY271VbUcLaHZflpAkB6HVOPK+pv7YbVnxzvwbmE9v3RwK9PN8vQD/RUz9c0MxfRQpP+n00mdtYZYr6a2fkiajqxQNH1Wq+sUYsfRv7O3ewvDg4XK3nbe0ANC8tIT/0bBgJjI5/pIvvsTrXcdzRVLsX3/p9JrexdDp3hBVpGkCEkNsIIZmEkMwdO/TowcxpPPTHPNVTEAJtr+NdRr2dYzTbC78JchNSnbFiqVzCf4C0T+NIsGX9bn3Kaf1YlurGNMaZ5qm+9X2P16BCuPTHdGQD810o6DPbzfLrjPXcxvLC4PliBNGHLtDHQtevfW49Rt9v7DJ+OjVe2bb/KArmze27ZQ+I3uzo4pDJwwK+qM9WqyCgun30hCDnONWBksx1e7Ju89w0j1umx/eLF7SdkWeVilfeHxMJ2vF4v65lWqUGz9dnbc8T3arFw4K0AJBlWZ9blpVhWVZGmTLh2Ry5gZcbhl8yqvENlJxU3BYwy74A8hbmW8yxYsoLX3HWSClrX2y27Vd7MuXdqnVLxxpcx+MBD8HCEQ+cxWEm/lnDCJPyWLD41doRQSnOejAHj6nNCt/ynZOJG8chy0j5ZvJabmN54ZE/xSQxBgjQ7nLDnkOOIDpPJx5Rm143fDlpDY6cOMXlnHg30+JiQf1rA4BPrmnBdbx1u/QSgubF1FVqLe6/m7JW6fFl4Le1DQCe6FOPw0z4Mu7hLqqnwJVzbXH1Qvn8B8UrpTlJVF06tKuX5quHuE2DoF0Y0W8lHmJ2HdIjism7F3/UErVZxvdGR1p/NnPuWVZd2nuSc4k7KyQ9eom6locjx/mKJvLUEfIDb9cMXdos2cRto0r+9EmA6JYiXdo4HuxRh+t4qoPi1O74vm61UI5jybtqDSDeAQ0qQq9a23ou59J9XcrneVd9NK3inH827VGvUQIAjTmcE1k2avK6/LrRxbJPcTvix+P4WKVTzqoTzkS2jmYGlUvws0vXgSPHT3GrhK5b3qkYPX5KD0Fyv1WssXw6fhXX8QwRTABIIjsPqLc9BoDLOAvUDl8opiw/Vaio8VWt+ajGN63Md0Hnlzrl+Fi4X8q87zd/x69X1y3vjVrBdbwynBeqXjl0nG/AsHA+J7ClMlDCagzULMPns0hZtvUA1/HcwG5OL2lZmcuYtA11PuOGoYI9hyPXmhs7VE/yyNQ4p4GeYq5+Yb9jKrnx25lcxxujiUD2Us7fb9ZamLZRqIB1fuJlT01ZtFntuYPy3U2tuIxDW/8GzN7EZTyv7OHsxNuKcyW9LvTQ5Fy/cJPzPeBZFQmod8IdvXQ7Vm7n71r74zS1LdoU3hqYolq/czq8bOB/ATAVQF1CyEZCyM08xg0LJQpFsoxvjOBnG+qHKiX5ClNPW62H/ndtToGSx3rpVQLLK2BXlKNFqB94t1vwXoB7ZfhCvjoi7KKH99huEOkGMnnlTmFjJ4MtTsifh88CM0+uyDhjlqqtiqTVi0U4fecvYKoHdaAIJ1H8K1tX5TIOL3idylhNGZXaKzRwfTbn9mxArS7EBoF6c68MVbdOZANbft3oKBfbwfVRCquOAUf6gJd7YFqhcOo2sesplZWsq3bwD5BQ1u5Upxe5zw5Eqq6mFUlYHVHDBi8XsCsty6pgWVZey7IqW5b1FY9xwwIt0Zu4Qt1mh3d7CgC8f2VzAHqIqgFAXk5ZgrRCfPVA/NK+Jp+TKc9WEB6UFdCmsHK7uoqSRwRYllI+mxDOEthZjIClbHYxuiu8goi0kuhbTfQmeJ0TO9bWa0H3JAcxcsBxhtGFHgJss0VupJJxyNbCuqkjn0o0XRDhEKqDOL6Itneqd6IamviswUmfhK2oVi1wLQqVQYo3hi8TNrZKzbdJCpNeImEThbxakB/oXpvLOIb4mBYwCdzXTf2HeNoa/gJ8JUKaAWEzO8u3qQkosNnN+hX49tPqAq9NHIuIslq31CvP//1S0VK048Ax9HpvgtBjDF+krrLp5u/4tt0AQPOqadzH1IFimrkU9WnEZ1OpR+2gA+vowguVWnYr7eCTLtWnvBCxgWxToyT3Md3CVgDxolZZvm3DXrAsC3/NibSg8Qr2s2YGBxSJ/m/ZJ1YvSqWIvIjK4+fOawAAmLhCncPZKTtYeGeXmsrmIIIHf53LfcyudflXjhocTABIArxbrrwwYBb//mvWblYVIoQFKzK2roc5CxanChsA0qXFiTd9G/PLDFIr3r2c+/y98Mk1LVVPgQt/z9nEXcODcttZ6p3bRATVanDWSPKC6Cq4Q4o2O6xQcnFOyQc22C9i8+uWTrX5CctWKRk5J36t0Lntyb8WAgAKc2rZCzM3cdLr8sNXk/g6jwKO0LpKjp7gX8nCmhn8mammomTicqeahAY3eEC17DLXqpd3uLI1P83SZlUjr0tkW3syPrY1FXnqOr56UWNuY3llhoDPStMqadzHNDiYAJAEtAgACchY6eA0Mo+ze0osQ+ZvFjp+dvw9V61gogx4CvtRR443RogrG04V3haYYaS9Zq03YWLxFrEBoO2KtFcWbNzLfcxaZZ1qvVeGLuE+fiqIah+pVjJyHlq7U72teAmObdV9NWkpAvg6ZfHSIfPDH5kbuI+pQwLrMGeDhlhOK2oBO8gE469rl85t3JlrI63ZKs1CKBnV+FXGUYMXEQHBVKHaWle04hjYMoESgwfUX3FyGKqzjDyrLlj2Kaq8uO7rGQCAPLnELDLGL1dTKvr5BP4aAzogQosKcDL5BTRYRPOkXQ19AiUvXdCI21hncax08Mv/cbaAV82geWKD1m8qMjN4+p9FQsdXJSpMN1u8ubhlRLh7wSb1rlIlC/MLAN3aSX31IKVnQ36aTWUZjb4Or41R8nk8ZFc80+ox3qjSyhFdyT1IkUvRydNOICOXoDWwavo1q8htLB2CkTQZn4/jWrU+ox92IqTi0iKF93Mq4dotBQBWeFQFovpOdx1S58gBAI/2qitk3OXb1GvK8KRAXrVfeVGCpNfZ2hknFdqli+Ds+up6oC1E/y27cnTyYRerqgU0eWbxWY6dVBPsp7pl93arJWT8oQvU6TaJZJgipz1RlsR1y6lv0RaBDpXHlGva8tdsAiItKsMWqrM+fvbchlzHK28Htw4qah+96Vv+em8soivRs0OURs9TAvQZvcLbAl4XRJ3HvlNsQNFd0JpVF7OhMBHOb5bGrFIsUitKkE/1tlvUQkw1ldL4ZuJUV5SIcE8BHI0JVe0p1C711k58dRyuYGyqRVVPpUp5QS5yx06qzVhdKMji/PAxNQGgY3Z5+w3t07mOmzukGWbViHK7UW0esFpQsJ+9Jqpob2Mz7CIFjlV+20pwrNgCnM3b33PVtNSvsNfd5Yrx3XSrbvf+YqKY9VSTymlCxk0V1UkhGeTPk1vIuN9PXSdk3FS5sHllIeM+ZevJGfhhAkCSUR2dLZCX70mHlh72fm8i13HdUigfX5HJLnX1aFHJsMX4eKG6QkaU/aZql6KBtsMIb9Hkwvmc7+sWxRkQUft/EULubiiYj+858fbOkRaVDXvUlCzTzRZv4V0dxFwB4MYO6aqnwJVlgpwmVbc7UJ2NR3qKqc4F1Lh0jl6yPet2XpHVCQrfP96W9LQq4F/F2oa8E2pXt6ma/EECEWV60bq6Wkc6GdUeqmQr8uXOxbV1NJbGts6RKkRVrYu6TuZkTABIEjXLRDIFo5duT/LIYLHVtqE8HrK+U110Bm7k7AxyTKH4HYvIBYaKSplH/5wPAJi+mq8TAruJG6P43CFqQ/njNPkZK5EZxmn2Z+C/xduEHSMVeIvKPsvRZcYP/ZrxrdhqWY1vkN0rOokb84C2tokUKL3th1nCxs6Ob6fwd8rSATYQzzsoTgNKovSuUoV3ZQvvhKqOqKjG+VqAGx2lkP3ZXrJ1v7BjZMfJU6dx/NRpoQnLIQr0qFhtW97fCR3E8cOK+ctK4qaO6iw+NwrMRN/brbawsVXCU7TSLXsYnagmlfhG8yuXECPu6BaRWeG1u9S53jSqJE53Y9MeddalIvlgzErpxxTZdnaHbXE/akm4Ana6CHdXL8W37aJWGXFtPG64/2xx19LNCmyPZ62PbPaLFgiXBbxIQeEeDZzKgOGSNYBEaVEBwIUtxLSFqOaiFk4wWnaghP1O33aWuITlAQW6TV9MFBcAutaWi1i0WX4AaOLKnQCAP2aJqYRXhUiznGfP46tHZnAwASBJNFXYU/v3HHFlt5dkRC7sjTkHKlJht0BBbTYAtGWf3MUz2zrC29nhSUbcb/Z6ddm4ckXF6MkAQOY6da/rncuaCRv70/GrhI2d0xC5+KtuV3su2SJ/gSlyE8LqgpxUWPFZrCDfgEIuTVZBNQUEouh1TIX4LtU24t2KqJr5G8W5qrVlNPomr9wl7DjxGC0wYF2huLjrfTJYnSjewrsFGB0XUYLM2TF6iVNhejlHS/FYlnNua1dNb9sJWYWrFHXovLurGDMeVfw1W9wes3nVNGFj53Q0WfqEn4YV1TlyvDVyubCxaSnjgk37pGdAFm0WtxArxwjeyq68EJlhLMU4HqkUJK9aqhD3Me/oHLmo7jwoXwiatnimKxaF5An7dc6bm3/7lyhHwlQYuVic41O98urO9ZskVXrIdrOcYmdOAf6VTWybrYryeYoIkW3a3vb2SDFC06lQurA+rl26c3ELMYL0qTBikbhzospWqS5vjcu6fTvnShk2QTdqidyWX1bPUUTwmPKPIuFuAPjfFc24j7nd1hf6VoEe60A7UFIpjf/6VyXDBZ476nPWIzM4mACQJFQLMgJi21MAcYJ02fHRWDmtI+slZwpkLdYfHTBfynFkI8pVJxGrdqhrO5NB1ZL8Fywqg+Kf2W50TRULJvJGZLUny7TVcqsTfhCoE1WnnOOW9evM9cKOo4JT9iZx7U41guQAULyQHuLhvPnk6hbcx1Rp0jBlVeQ7LdLZTDUiLcVFJiTjcVSSnqPIc28yzm9akfuYbaqrdcIFwqf3JgtVwt1hxQSAFLBHcvaU8vIFjYWOf1pyBdD6XZFF7cWC+8ufH7RY6PixyBJKlK3tt06wNs+VrZ0y6Kf+XiD0WPEozFk4k/J/PeoIGdcNeQT0yfRupH4RdG27dNVT4Mon4yJtgp3riNXr+UGy1eywheIyjCwTV+zMCprIYLFgHYo027ktbA4qX9+QoXoKqF1OQMteIXXag5SHzxGjz0f1BxdukhsokcVHY+W2aL8+fKnQ8QtqIHAtInGuQ0C6iOC2WBUtvzKQVeGcUzABIAVMX8PXKShVagrO7BwVKKwaj/OaRbID951dS+hxVNtU86ZXw/JKjsvbIj2WCsUdgesfp8nL5K/cHnldhwS17rHWtSocOQD+rjBAdMvLCUWaMhmCHaD2HpYb7Kfi1vd0E3tOVKmzJZrDx+Utnv/v97lCx79LkdbE9gNibZybVXG+tzIDdixsmzgveGv+eUGUUcRGu5V+sMI2S0PqvNBPjfiuSn05WYho92XZcUC+DAIA3NA+Xej4/8yTU+GcUzABIAX8MkNNmbmoqPM5tnPFGMk90LSNQ0R7ig50ql1ayLgiMpep8P3UtULHz6fILlK0i9W5TZ1KGdlCkxTRHawHjqrJWInWbFq9U25rIG0hUSHKHxZkfsNEB8VrlFZzrl8juCWWNWm4/YdMocdiYYODRQVaOatEdGuuKjODWzupc+INIqpaAWUmkmUG+09LDFRPZjTzZHJZhjgxcgAYLqkSOKdgAkAKkJ0VFg3tZ1WlcyTquOcwlqwqeKC7mNYfVvRUJtTVpI6iAJQoRIsksu1XCySWz2/Z52TxRX+zZbYUyaiialolDQAwQaA9aiLyCdK6EBWUTgRbTSJDOFxFkd1FzcWI/7IVJUcEmgvEQgO6l2WIt/+WWVG9ans4td6OnnA+G6LWU/d0FVuVmIxHe9UTMm7r9JJCxlVN86piq2Oz41eJCXKZ58SNgs1kajDJLNmC5JTKJcVUD1LW7VKnZRdGTABIIlSEeZ5AG9FYRJdiA0DDipFscy4NhK55olqoLV2AUxbg6EKoQgftFxFc3aaqkHHZauEpEjM78zbuzbotOrg7ZZW81yVDaPWZc+sDABpVVFOJI6qVRMUmrvXLo7Nu33GWmACQ6kvX/d1rCz9G/WeGCz8G5Va7KkekoyVFZvXgsIXhbF9ig/2iaKSgKpG9XuYRdE68tl01IeOmSrsa4kWNZbaevzRkifBj0ESCTHmHzHViA9W/39Eu6/a4ZfIST7sY191iIa2KDCsmACSRx3vXl35MdvEsCmoR/cRf8oR3j0soE22hIANyiBFvYy3becJuDmWWpVLOb8bf2UEHbuyQLmRcNvgycrG8zM6c9XulHUtmFl9GeXTZohF9kN0Sqz1lLNJVWtwDQIF8YpYs7OZw4x75WUZWv4w3NcqIbXOMB/0odqwlv2JMJP9JPP/KZIUEkfCu9cQK08djKBOwE5XE6NvYSWjJrCih3CKhtU2Vpowo2tpBsz0Sr8/b7b9h/95iKtFKC9ovJOOPWRuFH2Psw12EHyMnYgJAEilXTM0XVDQqKn+o241I0hi3ABkLJEC+Q8Z4BS0q6aXkb0hkUKts0eQP8onMFjCWVoLK3BtUkB9QuOGbmcKPQRdjMvXeZNgCsw4qMoLwseTPI8aZ5p3LmmXdPqbgdYnUL1stWI8nER1CFgBasf2g8GOIqvxNhIzzlKi21ETIEAiPSqhJqpRhXZ4qCRLtZvlq8hrhx4jlzUuaCBu7hH0dm7tB3nrqtWER1zaRn0nWCVcW9HWJpLjiroWwYgJAEqlZJlzaJ5RCjEOQrIqSLyetFn4MVuSxx7sThB8PAP6eK1flfu6GvVKPB4h3QDDwp5+gqi1VLkUAUCCvuMsfdU2TWUU1eL5YLapYtkpoG5HFeU2dz7cqpz1RXKCw4lK03bEqWqWLqw7+8872wsbODipGLvJ1qdCIPCYhKM4iq/Vm5CJHDFdGVeafmeKrPGK5qIU4/TBqcf/+6BXCjpEdbMUYb65pq7YdURSs6L+BHyYAJBFVIskA8LigskMgulWpxhNDhR2HRZVrkGh+m7lB6vH+J+kCqKLVLEzI6PNXQb3y4qumsuO1i8RlGCn5JTrTPTZgPgBncSuafyQHq2Xxzn/LpRxHlgPNcYW2yiUELtxFaa6lwiUtxW1OC+eTHzSjGkAXC9x0q2C/5HXiZAladgs37cP//T5P+HFYdh2Sb1wjMlFIHc5kaQCxxj+VBVZsVRTYSqwLq3aIr8LMKZgAkCJkZ0+vaKVusSSS/+shxilLFWGNk8gonVfBos1ySohl6yadkLRplNE2lx3NbKcuUVzSsjJKFJKXuaLnjod71pVyvN9nyQ1Wy2LPITmbAlnOd2HdFIgS9U2F1tXFBeQLMhXVsqvRWlSTo3so63VNWim3xf3n6eJb6W7/YZbwY1CqCHZ1UoXsZPyt32dm3c4jsBVSZMBdF76cKL77I6fA5ZNICOlFCFlGCFlJCOnPY8yws/OgXFG1/ALbHVRyUQsx9rmqaVtDrLUo2/Iggznr90g5zvAHOkk5DuVdSdUCZYvK1Q8bFSN2KqOVgxVAl0F6abFaVKWK5MPuQ8elb+JKFpbTL79ht1hbW1Us3rJfynFelaCdAAD/d47cJMmsdXLO9Td2EC9+mx2ynDRluvkAYqsTWPYfkXOup7poLSUFtsLGk33kGtfI0GxSwZItcjREWTbtlXt97lxHjsj7tNXyDEPCju+oACEkN4CPAPQG0ADAlYSQBn7HDTufjhcvYsxSQFJbgGyK5g+nONjVbcT28oqufoil/8CIQ1ylNLELTNkuRaOWbJdynK51y2bdluE0cudPs7Nu/3Bza1QpKV6Y9OgJ+Q4qIilZKB+OnzodJdgpg3ObhNNl747O8vSiZFXAyaCQ5Jaib6eslXIcNoC7eLP4oB1rBCEr0y673UH0Z+V/VzQDAOw8JDcB+t7lzaQeTyQyEwoiK93iIfNaSdeiMoJOstcAAPD91LVSj1ddcEKNsmanOlODsMGjLKQ1gJWWZa22LOs4gF8B9OMwbqgZPH9L8gcFCFnR31hYV5ow0bCi2EDGJYp6/ZtWKa7kuEGHdRpZKbmdrlNtOd9tGUFxmaLnk2y7+d8lCGiym4K8gt12vrguQ+j4LHsY7YlSgjfdN3d0KkpkaUMAwK+3tZV2LBkMmhcRI69YvIC0Y74+XHw11V6JnwnKS0OWSD+mSIrZlVMz18jN4ovu+GlUSV7i6QQTsMgQXNkkW3z347ErpR2LGlBs2x8eMwOW2RIqMVnX4ry5jblL0OCxUqwEgBUD2GjfFwUh5DZCSCYhJHPHDvnW07pQt5w8zQuZG8VXLmos7VhhhRVKZoW1RSDSdjgR958trx1BZkXJ4Hs7SjvWyMVbkz8ogHwxUbzV7NAF8gLvl2ZELFm/kWChe0TiZ72aRJtqduN2oeB23ytbOzp5suycAaBp5TThx2hRVfwxYulcV15SaPxy8WvKn6bJ0WySDb1Oyminp1UXtCJYFqKdRx/t6ZisiK7Q2XHAqZ56RJLeGwAcPym+KvKzCfL0XcoWjQSo2b9nmFi/+7DwY0xbvSvr9t1dawk9lkj3tJwKj11gvDPrGWdAy7I+tywrw7KsjDJl1FSL6EDNsnLK5ABg1jp5WZYCEgMKG/eIP7GpYDqTFSsuWGOAFZqUJWQMAHXKFRF+jBf6NQQg98Jes4z410UZs1RO21kYWb5NXi8+1dPYuEd8L/5JidoJdSQmMVgHK9EVQGywSaZsE3suFsVZdoUu60Yjmh4Nykk7lgz+nrtZ2rGubyfPzplWQDSoIL6KpYzgxBYLG4gpX0xsNVqn2qWzbu85LK9STHRgi2X1TnkJZRnByFJFIteT3RIdztpUF6vtybJtv/j1L1uhmCbY8MJUGPGHx659I4AqzM+VAci7UgaMu7qIjZKyvD9aXjmlTOk2WeKZsYgW7t66X42o6opt8i7sMtwXaJZRptC6jE0cZZEEvQuZlCsmb1NARVVLS9iINJeosyVDAyUeW/aJPWf9Nduxmhd97mBHl5HtlgnVNFq1Q55+QvuapZM/yBAXalMtgxcHRzZxIxdtS/JI/7CVx6JFatnrpPBzBzO+zG1qo0ryWurfGSnH8AKQ41pMg5E7JK4TL8uokvxBhriIdE/LqfD4i84EUJsQUp0Qkg/AFQD+5TBuKKkoWASXRaYKfEmJdsdDFOknLdgktlKGLsRk87nEslsZ0M39zoNiMzuy3Z1UcHUb8Quxp/rK9wx4sm+95A/yCSEE9coXlbKZk+W8FMsXE8S2t42WWO3GbuI+GLNC6LFknzvW7YpUzT4hsfVGhvHEpS3la9md20R8K8KFjEaf+JaiSAWQDKfYwoybpOjX9ZqiROG45fLOWTLNXUYuFh8gpLSWUClD14midYdYkemu9comeCQfBt0jT45AJqxz8QYJ7W05Ad9nfMuyTgK4B8AIAEsA/G5Z1iK/44YVVlRts2SbPpHkykWEl+irZq1g9XmZpagsom2PV0t2MildlAaAxGZ2ZLsR9JWw8QCiqzpkCEA3qSxfGLx2WTltTA0rFpciKPzrzPUAgGIF5Do+sRoAIpghUSyWzdyvFlwps3CT3IqtogUiLcXLJLZAyuC6dunSj3l+U/Eue3mY1p7Dgl0f59uJrQe6y9PnA8RX5VARftnQKlOD3tCq7bW7xAYTWMkKGaLahfKH0/GZ1c9dtjVc1zFVcAn5W5Y11LKsOpZl1bQs62UeY+YEZLVyyOrFpzaAMmyqAeCKVnLLKZ8ftFjq8UTD9q2LRIYYHUtpu7f7ccHZbtmtWO1ryrFk/XSc48YlQxeiWilHF02kbhObiZNVOl+5REHsPHhMuK34ht2RoN2DPeRu4kQHj2XCtqdkCq6omrFWrgtSYUktqtsPyHXUqVZaniA5paGEcwdb2fHLjPVCj0ULcWQ7PsmSr5G1zqH8I1ErSgbtashZd4S1onqV5ARolRLOOVGWXuq1bcVrlrHni1eGhcsdURWmqU4hLw+RE1B4/vyGUo5DF82yrJZlbHae6CO+VSQWGRlGAGgr6cL+kV1iW6WknPbH/HnkbHa+luDuxNKmupz368Cxk1m3q0p0fALEbiAPHz+Z/EGcKVesACwL2LpPzsa4hMRW3LAhsz37EzvIKtrGmSLrtc1aK7cVsVgBxyzhwFFxlXYnmQBu2aLyNMsAeVbwsgNAmySI4wPA/0kOiocN0e5OlGMKdNdo0lpk8GnySrFVsrGwiYy9kgTJZZw7yjDnXdEVujkFEwBSiOjSQ4oE3V0ATvvB5xNWJXkkH0Q7ZQHAbWfVFH6MWG7tVEPKcbpJ6EcGgJn2puDSluESwJuzfi8AR3RaNOxxDh4TF8wYyAjvyuYrgVbwpyQ6ZWUd015YvjdKrKYMpb6Eii1AjksLy33d5JknyIC2p/ZqVF7K8S5mtHLW7RK3eP5yktygOMtXAo/NVmzlDakYqYz1FMtxgVWRu5j2b1kJods7y1m3yaZFtTQpxxmrwN2UahyKbNNWWdg0ZIE4vVQ2aHbbWeI/+4QQ6dV8YSecVzLNkeFAw252ZO17PryqBQB5wnSyjiN7s1MxTaxlKUWm0wgAXC6xZa9r3Yh2jYxN/0PnyMkwsoHc9ZKCx7IZOEdc8EmFs1OvhpENflFJ2jx1y8vRNpKx4GMXmLIcQH6/vZ2U41AukSRizJbPHz0h7nugSowcEBtkDWl3Co6ekNOuH4/RS8Rt+Fkr9kol5CRoWlaVU80nm0L5nGvXHoE6lTIF/ykVikc+GyINc5ZtU9cmLTKotmSLo8PDiruLREarWU7CBIAUcGOHdOHHWMJoM1QsLiegQMVchy3cKuwYom2H49G/l9w2sFISAoRAdCZThmW6TJHw2rZgnAxhbVkixrmZXdxP09dJOWaYoK1tFzWXF9Cln3mR5y2RrS/ZIaPqjW0JkGWt3KiSU0ElQ5OiaAE5VRes4K6MoPj17cK1UB+xSNyaJjselpBYWK5QFFykuDX7GZdV2VSZ0V4RrfkGAM2rpgk/RiwLN4tzwv1z1kYAQN/GcswuAKBsMdsKXqD2oOwWMJalAsWShyyQr3VVr7ycCuecggkAKUCGxstMpmRZtNsChfbjVy0pTjdk6ir5J9OyxZwAmqgqgl0SAjCJ+GW6WKFJQF4WHwBa2IujbfvFa69ULVk4+YM4wAbsfpLwfsnkbAntiLRFZLVE97ZcuQjKFcsvtFpx/1H52kZs4OKkoM3O4PlO+XrePHLOHWy2e/5GcZsdSm5ZSrgMg+ZvFl5B2KOBnNY2WQywN6cyKSYhcEEThbLamFlEiluraPdtUNHZnIoKKJxmXtcrFzYWcoxEDJkvrqWIIrPinmqjrdgmXqhZphaVjD3mR2PlSH2w5DIRC66YP6cCSkiohKCBElmCwkBkswOIdX2aoiAAxDJm6TYh405cocaylPL2f8uVHp83JQtHMjsyAob5JG1OZVNZUuk8AFzfPl34MX62g2aNJTmAUaqWLITNAkvMv1aouwKIsxZfz2jVyA+TAAcUBNZk8Mm4Vbjg48lCj9FYUlUkANzcsbrwYxyyq1U61pKnQXFZhtMyLaoa7fupkUpSWa2jAPD1DRnCj7FBkvtRdogKALGV2rL03lh+nblByLjs57tznTJCjhEPWqH78lDxQuvVJBpq3BMyzTxKLqaYQXXSPAyEc+eiOUWYfklR7jAjF0cCFTXKyKlOkMWfCjJxLJ+MXy1k3Gf+WShk3JwK1VEaI6gH+ojA8nVdkKVPAgDtJFncA/I1vUoXyS/UjUOk+G0qDBUkNPn+mJVZtxUk9PGKoE2BCi2q2EIj0a2xMgWFb5egR0XpXl+OcQIQrXF4UtAXYK1dDUm1ymTQrV454cYkor67qfL5BDHrxK0SKppVcMmnU7Nuy6wUl6UjCgC9G8lrbSsgSfhcNmwASJbbdJgxASDFLN0qViDs4hbyNnEsew+LXWCq6H8GgHmCTjoq2jhkoMJ6G4j04xcvmBe1y4kRul61Q3zJsGr6SOzFZ9vbRJfv15Qsfr770HGs2H5QiqaMCn6dISYrzGJB/t9u8RYx1+Z/5sp32SuULw/SCsl1eZKFDFMNisxzIsugeWL0NmhlU6c6ct117uoScVcVdU5cZ7c45s2tonZQnPvSmyOWCRk3GXd0FuuGq1I8XhYyK8VlO/rJgk1kPPPPIiHHOHHqNA4JdNnVCRMAUozoTEV5SQLQlML5IpHnOYKjszd1EF/2nRP48eY2QsdftFmdA8KhYyfxR6aYijEVoqAAcGsnsZ97Vs+lTjl5bQEsawRr9BSTJLxLmb4mose2crvYoGEdQcHOZOySILQuM3ZGHQRFcdSuABJ9nFhEXzP3KxAjB5zWc0C8cHcuBZpNALBFUKU4paREgwYA+Gt2JAg6fvkOocd5+Jy6QsePpYhgNyRVUgE9GsirfJONyFZ3VUmf4kywf6Pgdsgn+sgzyWH1bEU5t93yXSYaPjtCyNi6YQJAilkuWHwsr8RySgD49NqWAKJL9UTQRfLiWRZXtpZnlQ4AGelirUs/Hhtp47i6TVWhx4nHydMWjgiyuRW9cM2OJ/s2yLotYnHxyJ/zuY/plm8mq21p4g397IsOht7brbbQ8WORIdxN6VpX3rGqlRLbNk01mxpJ1qISvRZ4c7ia6gSWeYKFu2UHjymiKz/yS24Zuco+J4q2oe9UW+468eq28tc5MmhWJZwW9wDQunpJAGI+i/uPqK8kES34z2qViUZG/F3V2l4FJgAUQlQ4IFCq2Y5Iot2XZLunPNW3vpTjZFQrKeU4FNGbgp0HI9UB1Uur06IS0YZGYy8yBQtjESE0uWCTeOejZITN4YxqKT3w21yhx+kqMSADAP17y8n8/e+KZlEOO6IRLSpczxbc7dGgnNDjxCI6ufDDtHVCx0+FLwRor7Bio2EV/JdNL1sPRVSFLkV2ZVP7mnJa6SpIruxn19si9Q9VFNjRNeqc9Xu5j71mlzzH0ex4bfhS7mOyOnYy281kOVoD6qq3ZGKuZooQKUQqquohFcoWi/TjbxccAJKdsbquXbqU4/RoKHdTwF7YTwsIHNJNzrXtqnEfOxn3nR2piNgjQICXBkqubK0u4yei9UZ0m5IqDirs6ZblOpZH8uq5SklxribHTjrXsL6SdVdEV3kMWxhpH60lWYtKdHuKDojQXlEZFL9FgsOZCmra5iSjBZg0sOcO2RII7WrIMTMoW1Se7lUsIluK2kr6+7H0aRQRQF+/m3+w5u2R6qsiRbgyL2ecP2UGZWRqesl8XaowASBFiBRVW20L1PZuJM/ZgUJV9d8ayd9WfPpqx9JbdgUQm/kTESihqCoxB4D/lvC3uKeLZ9kBOwBoaFcN7BGoUdJQYmVCLCKy3SoRuUGlon43dkgXdozsoK4mIqoHdiq0QhXpoHKMyTDKdIUBovUTlm0VY3EPyHdqkfV3VKVFJYpPx69SdmyR9uwqzx0iN1erd6irumDP8SINMB7tJU93JZY/BDrx/l+POsLGzo4ydjDtuyn8KxhVaTYBQIMKkbWpCAfScz+YxH3MVChaIC9evrCRsPFzQtUPiwkAKSKNKZvj/aGjWXzROjyyWaFJdcLkVXxP6os2q2+7AYCfBbTe/LeYf1ApVWj5t0iR2qIF1GXVB86R7yYkkncuaypsbCrave+IGqFaQIz992nm2qHydM/777plIIrwwwAA4kZJREFUrx52x5v2ist2qxAUfvECcYtnyiM95W9O7+tWS9jY01bvFjZ2Ms5rWjHrNu91omix/WSULJwP1UrxryLURUNu10G+6w62qr5xZbn6YSw/TBXX6inTlp3SpHIaAHGuj6q4sLm4LhOV9GvmvK4t+/gKQW8WLLavGyYApIgyTAknb+HCscsiIlZUeyIsiLJCdctvM/naHqteiFHCJn5WMS3i7pC5VtwCPq2QXI0BWTSrkib9mFSMUQRURLWuImezHg3KoaqAlqlPxzlVYATqIkBLOC+eB8wWqw2SKi8PEevSKZs2Ar9jlA615LdxXNVGfIuxTLt5CrshPsY5gDzCbkW8s4tYi+/saFq5uBD9kFUKK4BY5nNe1+9gKrZUVoqLlJiQLYwPACUKif9bXqpgL3Z+s4rJHxRA2LzJok181x0zbcfWTrXlaHmpxgSAFMGWwPIuFaWZgqoCsitu4C1GTe2UVTN4Pl+dgQ/HrOQ6niFCOTvI+kHI/r4y7KOfP7+h8GPEwgbT1nEWTzxwNHKObSVhAxyPoydOYf3uw9yz+F8z2W6VFUBvcBaa/FEDQWGA/2aS1SdRgYiKi1gK5ZNfFVmumPjgzFUKnCxZeGuv0CTk5RJdfFjW7z6M+Rv3cT8nzlq3h+t4XhmygG/C8quJaiubVH/+RZEndy7h104V1Tj5JLdOy4I1rvlrLt8qeNqyF7biiewI5yckYIxcxLdNpnnVEsiXOxdqKHJeKpwvkrWaKbDyIkwsFagzkQqXZYg52dGFnSrx0Ty5cyFvboKmnMulVbfs3dqphpBx2YV4E4Ul5oA47ZVGFdW8LrqwWC2w2k9lw+9szg4qhwU6zahk8Dz+IsVuEKXFplo7QYZg5+Wt1ARKKA/+No/reIeOnwIhQOUSBbmOmyo0uCqqtV9GZUcihi7YynU81S3fqgKFMjivSUWhblbtasqviizBOOCJSjwUUyCBwAaAhnBOxk+zdWZVaJaqwASANODbKWu5jnfg6AkUK5hHmYr5tbZj1t7DYrRXVAjFAcAjPesqOa5oWJ0BntCe6qZV1AUTOtcpi+On+G5OnvhrIdfx3MIuJnhuvNjghGoHhM8FCVyrtnF+dai4liIV71mVkmo2j6IRJRZexF4wP3deAyHjq2KCQrHTWE6c4q+1BQBFFFQ2sfB2I1u8eR8sS77IOoU6aIpynmxRtYSQcZPRsVY420doSz1vRO0T3JBeujD2HTnBNVByhEliqF5PzRVgcQ8AT/atL2TcZNzQPl3IuDVtZ07TAmYILD9NX4+dnAXo3ECFcR/6nW/GitJLgbsZ4IgKi+JmRZavHWo6JzueDmd7DkWEYe/pWpvbmG4plC83d32SeRv2ch3PLexiYuMefiJ4/87VQ2ML4GtdKtK1L1Vo9nTUEv62xxQVS0y6iROFbAt4iqhqj68nRdo4wqYdNmWlPgGgvwVVShRXXFHCm7mKr2P32MLdB46KEea/R6AweCIeVJSgFA2rW7r9AD+x3KMnxARs3VC+WAEAwGaO5gOHBLrAuWU3RyMUdj3FCjLLRJRY+ARbB1WFGLkKTABIIde1Ey9cqIJL7ZaiQ4LK+NNLqWltu6iF2JPdTYoCQKwbDU+Bv222FlWF4gW4jemW2esjegCiFpmq4WnxOYWzu50fth/gZ1G8db96ZwfqvlRPoK2ziiTjJS3E9sr3URQAqlDcyXbzrLLrbOt36ZBh5Kmz9Zmgij0v8DQz2MAxEO0VUa38pYvkR51yRYSMnQq05UaETTWgLsjaomqa0PG7SNAATAbPipKxy8QlRVKlcP7Ihn/nQX7rDtpOpANP/7OI21g/MPp8qgIl+ZlKbp7X5061S6NA3lzIrcChUwUmAKSQWmX5X3x1yHaXEHDhZb/keRR9OUX3harop43li4n8FvKjlkS0rcpKEOjMjtvOiujlLNrMpwpIh+8Xy5eT+L1fOzgGXbzSpzH/6r7HBsznPqZbaOsZT70v1borQHRWmBeHjjmZ04YVi3EfPxXYa8wMjuYDK7ZF2l2KCdSbSBUdvu8i4GnSwLt61AuP9qonZNylWw8Ia+tJhcL5ciNPLiLsc1hNgOtiKohu97nvbHUV1ZR3R63gNtbYpeoDQDSpvIdjpcxjf6pfd1BHRp6BrW0aJNTYwBNPs6FjJ04rccBVhQkAKeS8Jvy1V3QQXs4roKec3Tjl0iA6y9uRAwCKKrT2pLzH8cJOrUpVuMJQqA4ArxJYWlGkC5v38msBW7tLfbZbhMA1FWCmZd5hIbb9T4XOAHvM/Zyq7FgB6HRVRgaMcP2+I/wqFDbZ31cR18hU+eaGVgCAg8f4tyg82F1d+8tTAvQoeFYieuXs+mWzbvPa7NBxeDu1uoEQgpOnLXw5iZ+7FRsU12GduInj9ZlSpoi6hBplP8dz4sjFkUShiGRCqpQqEkla3/vLHG5jiuqAcEPNMvyLDPZooNlUrKBzfd6yj19Aasba3dilUD5FNr5WIYSQSwkhiwghpwkhGbwmlVMomM+JYvKqLNCh3UEEkzXSGACAccv4lJkfP6m+/1kUGwQEydxCq49+z9zAZTyVC2aW7vamYOZa/gEplQ5gIheB5RW2IgLRZcs8GL2Er3ukX5ZwqrLbdUj9ppvlhcGLuY2VNzcR3iKSDBpUE5F576iwta2ogApanu+9V9hgIa+gHU1g6RIU51XNyNuN0C+81neD5zv6fFUUVTax8AxsFbL3QQPuaM9tTLfQisxjAtbjqjoWADEOf7/M4LOW9sOlLR2Nvl9nrucyJjUPEOVKqCN+V6QLAVwEYAKHueQ42DK2Kav49IuusZ18aJZPFdQK/ignTZlfZvD5kvuFtiRs2cfnAvjJuFVcxuEJL20I1fb2AFDSbkfkFbBT7eZAuaNzTWFjixb2TUTlEuIWtyIqBNxAF5e8KmVeHOI4ig27vxOXMf3wzeS1XMb5YPRKLuPwgqfQ+uSVu5BL8TmEZru/m7ouySPd07iSuuCxCD0KuoG/LEOs1lWqDJrHR6j/9h9mAQD+mLWRy3h+4VVp9eM0/p9pP3w4hs+57FEN2okA4D4Bwtq02rJqKXWBrWICq+9VWMBTrrMdmcMG6+b60Vg+e6gRi7YCUBuwk42vAJBlWUssy1rGazI5mSEL+FzYaQuP6iwBtdPjJfC3agc/wUo/9GhQDgC/k867o5ZzGccv7KZ/DocsmmVZXJ0HvMLb4laT+I9QO/M21UsKG9sNq3fwzcQ0qZzGdTyvLNrEp1KGrUarX0GNVg7LcHsB5ZchC/hpuOgETYZkrlPbRlpIoHCnyPNSMtgKIN76WFU1qLoAgKf+Xuh7jOXbDmiRnAEcIxReuk203Vc11e0quwGz+QTYVLaMsvQVIFsRVi0yyu1niUvWJYMNiuugGagzrw5dCkCd8YQKpJ1VCCG3EUIyCSGZO3bwc2kIC7zL6lQ6LwHOBfDPWerLBXlSSoP+axE8e16DrNsW/F8o9ghy9lCNJvEf7pl2dnEgQsTdC2+P5BscVbk5BYD+vSNirn9qknU3JObK1nyt4NfZGluVFArvAuDucKJLW2yXOvy1cigqqyJ5s4mpaCuaX63xRO9Gkc1W4Xx8gpI8xW790K1e2eQPcgFPHTI/8G5j1hHeRh/tFVYAsUxbzVcf9pULG3MdTzVn1Ym0L9N1Wk4g6beZEDKKELIwzr9+bg5kWdbnlmVlWJaVUaaMehvDsKPaxu5m29I8dy6+FwzVbRy8Fiq6wWYKDh71rzNAnQLevKSJ77H8cklLfuX7mzkKzvmBbUXjsdlhnY5KFNYjAMSrEqR0ET1ezzl29SDvaoKyCsUzAWDAne2EjFtI8bm2XU2+ejZzbAH5SgJ0GdzAu42V1SdRCSv6y1sbjXclqUrYBE+FNLWJwgJ5I3/X5wbxs6kGgJ4Ny3Edzy1hrSJgRfl5VO7wklLgya8z/SetdzGBSB3EyAFgyir/1XFsorBVegnf4+nE4i2RqkjV6ymZJL2qWZbV3bKsRnH+/SNjgmGnbxMxFwrVfYzU4v4rjg4PANAqXW17iqgqgge6q7f2pBw/5T+gQANA1RW5+LDQajgemZ0HfnVcIgbf29H3eDxYsGmf7zEOHefvCKQLOzVxdShrC64OW8i3xenZ8xpyHc8t1EKXNy/2ayRk3FShATteDJyzCQBwU4fqXMf1w7GT/jX65m/0f/7hDQ/NQHazU7ygWodOmlDjwaFjznuuutqTWi7n5ZwopJVFqqghaN3TuY4+yfMlW/y3MusgExDLE38t8D2GLhVbLB9w0KNiX1ftckV9j8cLHlqzdMscpmB/MnLOK9WUOmX5fYnYDa7qD3FBu6KER0ku+7qoCLMqWFtFqhrPgxvap3Mbyy/bODjJrbXFyMtp4DIy1RZY/27qWt9jsTGkRgoFT1k+HLPC9xi0/1kHVG+2RFHEbrfgob+xfpfjsNepjjrnJSDaMp0nJQqr/Ryw7Q6rOOhRUevkltX0yZz+M8d/9Q7vJA8P/uUglizCEcgrN3EMAD0/yHE2U61pR6vRDnByN6N0qKX2nCiqilZ1GzPLx+P8BxS+nxIR7T6vKX9tIbf04Bjw/1Kjc2KfxuVVT0E4v3Go2uKhfRo0/NrAX0gI2QigHYAhhJARfKaVc7imLb/e8m0H9GhPAfiWmR9nAi2qW9tYsVUeGRBKmia6KwDw+YTVvsd4zl5kirT1TpWS9mKMp5vP+RosWCijlvi3c9bJ+vLGDuncxjpynI8LoW6wlRsiHUxSgW0f9Zv5ZNsKWlZVW+3JXsOGcBCppYE/XVoSgYggcJhoXjWN21i8K/X8wOpG+T2n6aKTwxv23JFWSJ8kwnaO6/LbzqrBbSy/8NCUaVgpsp4W4S7mFp5V+D9P18O1GAAaVuSXqPzbrmLVjYOcA8g5Bb8uYH9ZllXZsqz8lmWVsyyrJ6+J5RTYEly/F+bt+yPPf7Gf2paAWPxWykxinB10seEG+FmyhpFOtSMZOBHWvG5589KmAICxy/wFStiWgJIa6OTULlsk+YMCyI1Mi4zfgIKu39EDPq3gB3FyzeHN3A17fT2fvQYW12gT985//gXJ65SLfF91uobxzFTf3VWd2w3l/SuaZ9322xbw5nA9DW53H9avbYYHu3yuf9kqPV1cswDg6i+mcxurjAYmJKzbnl/onqVyCfUue2x1f5i4pm01bmNN0MRlL5bxy/wZS/Hs5ggS+pwlcyisQNi01bt8jUUzILrYHVMxrf0+N3FzNqi1zc2OLyb6Wzwv3syvgkg3CCHcnaq8QluKVu84hFu+m+lZC4i2kgHqS+cB4IOrmid/kEsuz+DrfOQFtgVsns+Awv9GR9rjGmhgk86y0KcVfOZavo4evPCbIfxiov/qQ10pkDc3utTVR8ODN5e0VH/uqMIIrPsVx6eC/6L0XLzS7a1xvp6vUxsRi1/x3Zlr9Dwn+q2u3bDbafetVkp9oORGjnIFH46NtJFRMXCViEhWltIgUcjT6W/MUv/V5rz4vx51sm7P8LkeWhTivVgi1H/rDFnc8/Oc5A9KABVyLcIxQu+HK2zr1IU+v1wfjV3FYzraMWmlv6g1b57ow8f+8PRpCxOW7+AiTsybUUu246BHweOn/l6YdVsHW+B65fkENdjS+Vs66SNQCwBvjvCXhd+0N9L2d1gzkevbfsj09fwpq/wlC0Txl88A0MDZepaY82D+xn3YqomLIC/YqsjKit3NYjll8bFz7tlILw0Nv9pEurncXNSiEgD/Ldpvc6jS05HhC7dm3dahevDCFvxcVSk6vC4RiDL5cQNbZMBqBwadezm2DZ46HTmnhs3aPhkmABQi7v91LgCgcD49AkCH7L7M67+eoXgmfHm8N59AySsaCe8CwC0dnf7yQz56aqlmk05aF+z6wuu+YD2TiaujkQOCX+77xQk8l9KgxJyFBnD8oou1PW2NPHCUT0CqhCZtUrdrpE3Bk4fPqZP8QSlw3N608xAA58GblzThMk6UPp9mm7h/5/Jp/6wbonM9EB1oqaFB28tdXSKtgzw1FXXgXE6b/5eHLuEyDi8qpjnGHn4TK6WL5EOTynpUirNM5ZRg6dVQr+AxrYj2y9Vt1CdAeQYNR9s6mjpolsrEBIBCSOH86nVXAP4aJfXK67EQ4ymqphNspiBznfe2u122tedVGlTJUHgkg09ysJEXxX4fmjJTmdZTHbSNWHjZxP54cxsu4/iFp50zALSrWYrreF5R7bojio61+bRsjbP1x6jttWouzaiS1RbpRyuHbWXMpdigIRYezm0AcE5Dfu5AfuBdYfX1DRl45twGXMf0Qv48kfWqX/0w3fjwqhaqpyAE+n4BwIKN/qq8dx48rl17NuDPCn7LPifA2qq6WiODWAbM3uj5uWy1Z5e6ZXlMRxvo3+VkDtMCMgEgDeBpPwgAhTSpALqgeSWu4/F0B/JDh1rOpsviEFlona7XRQIAvvShxbFmR8QCvkFF/S7sYSXMelI8EGVV7pbWnBeEt3bSo/ImI52vtfkdndULCgPRAZs9PoKRVOuCV1UADxbbFRd+LHT/nOV9QyEaP+0O7HVdl/UU2/LAY6PSrV45LUwaWN0mHnx3U2uu4xmyh57XvECre4cs0M/QYM3OQ56fO2rxtqzbOomR+2XbfkcqoEpJvdp9AWDwfO8Vn1Q39xzNKrZEE55PZ4A5h3MASLVVOoXH4oK1O26lSaCELT30248PAO9d0cz3GLyZ6EPtn4qZlyysTznlBc30sW0XwavD9Gon9MugezqqnoIQeG8mdRH8L8ic6zdzaNs7u75+GcaXhnhvxaDXjLPr61FNwvLjtHWen/vLDH3sjilN7ZaS0T4ES/dzatHkSd8mzjXssE+HszATtpY9SlNNqgdZ/KwT1+2KBFkuFqAp5JWvb8jwPYaf844oPriSr2EIL/1JnvjR0C1iJwh12TvLwgSANOAi5gTotaJEdxs7r85LbIBFh371WFbv8J4poOjWduMXmhWqV0GfhVi/Znyr0XSBuoL4dcvSjZKMfpRXNx+v5xzd2bjHqWzQZcHCBsV5OGpkVONbUcQDP+Xz9PuZroGLTyx+XYp049NrW/oe4y8f77UoijBVjCdPeTu3vTFc70TBcQ4JtYIaVDVRaMvvQg6GGOc21qd6kAdXfTEdAJBfAwcwSuvq/luqx/m0JBcBjy4TtrUtbIxbth01yujl9igDfb55ORh2Ef8fUz7ohl0HI+XpZ9fTL3MKANPWeBNVW7FN78Vpn/cnenoeuzkNU5koi04LsSiNEp9xAV4i4Dx47vyG3MbqqYnWBQBUSnNKjL0KMupkWRoPr5oXn4zT2xXRa6sUu8AMqytMWF+XLi17AFChuP/2hOcGLeYwE3H8O9ebW97Hmp87Vmz3JpI+ZZVTiVJcE2F8wAn8PPPPwiSPjM+ug07bzaUZ+lTK9ONYUd1UkypWwAmyVuXclqia/Hn87zFe07DKnJdz8Z7DJ3y7EAaRcO48A8xtP8zy9LzxyyObnaKaWMDHQqP9bhk0j4+Th27sO+KI9uqSxQcclyIe6BTYysdcAE/71G26um01v9PhRn2OpbjVSumZAflsgrdNC21P0bUlYKDHKoOxmga2CuWLBHzfGLHM0/NnrNnNczqGJPDcxLWtoUd7dix+K0pYvT+d+NWHbpOONK+aBsB7wu/byWv5TYYjdN0xe/1eT89nkwRphfSpFD+3Cb9zB2/9OB6wjq9e0WldzyYevLZoT9fw+hzr2jVrnfs50gpzHtWHQUOfHZrBF9RW+CbOLjOq+XbKWtVTiMslLf1lY37P1HMB992NjoDiQY9W8JXSCnLdXPDGSwBo32EnYJdPo8BW+eIFkj8oRS5qoWeb3ByPi2fai//BVXz73/1C9ai+n+pNe2XzvqM8p8ONa9tFAqM7may1G/7I1K/thge6OouwekR+2yU71+HjlsabQx6vYZSumrrdLN3qvlJG188h4Di8ehUkH+mxcl40fj1C/LSdiqQl06Lr1wq+bFF+axieTFnpXd8IAO7UqCqSZfQSf98VnSr7m1WJDh7SThg3UAOVbpp2z4hEn52MwRdUoLKERlkCAHjv8maqpyCE85r6C3DoKJ4JRFv5bvCYBdl16BhKaSQAHYuXMvimL4zMup03tz6ZHRYvGQx2U8CjdUIEXgORFN3KuXURbuaN34XhJJ8LblFMeqxr1m3WlCBVaGl5nXJ6adjlZc71uw+7XzizfwtdW9umeGwfpejiAEbx8xl6a+RyjjPhyy22m+HU1f7eL914ok99X88fumArp5nwhdWt9NrKrDs3fjvT1/N7auoo5dcw5P7utTnNxD/VS0dXrXuJty7dGgkAndc0XBpbqWACQCGDt6WmX3hVgtQqq9fi2e9yd60Pi1pZPPfvItfP2bT3CI6eOI1t+/WrUqAaN19NWuNrHF03O/0HzHf9nFFMNqhwPn0yOzzRweqY5fJWVbiMU0Aj8UxAL4tznrB6VF4qFFbaIssXaeR2A0SLr3Z4bYzr509brV9LQCx3/zzb9XPYQLpuVZGP9XI0L9xWbc1et4f3dLhRKmRGGJQGFfVzS+LNv3O9yzRcnsHnWigCLw6/bNK0USW93vtyxSJJ2cPH3ScxWCOOJrbLoo54MVGiCWGdk9ai0GsFmYP55da2qqcgBHaz7NXhDADuO1ufqDMAFGG0lqb7yFr110hQOBYvPb/DF0YyVjpqUW3eq19Qiidjl7nXhmGF7/Jo1NoGAJ9e0yLr9l4PFQq6Ujg/n+/GFa2qchmHFzVKO0F6P+0mvTTLnLLXsGf+cR8Up5bd7WropSfTuY5T8u5ls/POSG9aTzIoXtC7EDBb2cRDPJUnNRkn1LW73DmQnjztvMdtquul2cRL38Zva75IvFQPBgEvelQLNkbEsX/TUArhMh9i26yJj26JwofPqev5uazzqG7XMZYJK9xXEa/ZGTmPRhnF5BD0urrlYNrVdL5Uq3a4E8LzE1iRyR5GRyUV2NaPSml69Qm3qOr0nn4wZqXncepX0CtL4Jev7eqa3hpalhYMaYXLFXZFidvvF+C0jupIo0pOpsmtO2JQzon7XL5nWxn9H6q5owts++j45d6tcG/skM5hNvpALcV1q0TzK1I6b6N/a2tR/H13B+/PneM4bOm2iUtnWh6GLtji6rnbDzjaXDq1ccSSudZd4ok911+n2TmR5Z3/vLfgfXldBseZqGfhZn3PHf17e2/b+8ejO58MLmzuvZpx9nqnelC3cyLLz9O9S2voJNotCxMA0pCbXfaeHvJQ0qeCSz6d4urxM5kKlJbV9MpYsbjVrmCz4500jDr7EUPbZDsM6JZhBLy3Ee444E3UVhZsW0CYYDWJ8rjUXQqKo9Swhe42cZ9PWJ11m60G0I0xLp3K2E0cG/gLA2OXRYJhNcvo57LHVtnd/+schTPhS6w2hBue9lDlpYJxy9wFWdlqz/Y19Vt3UC75dGrWOiIVaAYfAMoX0ytRyPKLj81pM9slTSeubuO9AvXxgQsAAH01TBT6qR7UOSjup8J71GI9nUcN/jABIA1xqw8zx47ONtW4NxMAVu9wV7KsuwW814gxW26fS8Oo821n1fA9hm6l8wBQ1GPrTauXR2Xd1rE6oURI9RPY79d7o1a4ei7tWX/4nDpc58Sb/vZCOFW+nuxPv0oWP7nc7KxmNnG8WuR0Q7cWSwBoV8MJBPzjUctD5zZmQG/3Kz9kaqzp44VmVdKybn/vwv01qi1Tv+VUlo7U/qPuzAx2H3LannUzdwGAChwcSHXTLAWi1x1BqSR2i1v9sCEuqw2DQlivDami34rE4JqX7TYOn06uwvC68R44R99ySsB7kGOgptaelNbpTvUOm11zg85logCw/6j7dikAKFrAe3ZIBrs8WnB3ZyyhdWSdy6D4eluMsVs9PV+XXxdBXbmnay1Pz/OTHZcB24LhZlOg+wKTcFgBdqmrpwU8ZaXLlnpKcw2rLgDvgslNmQCLjngVtY+qwNZwDfxiv0aennfHj7OybuvYnnI5o0HndZ2ou/PSfI8VPbobagQlkZQKrEunW5ZuPQAAKKT5+yUKEwAKAfRDfFeXmopnEp8vrg9X/zLFq6aD7iXmbFXSA7/NTfl5RwLSiggA6z26sF3bVl+NAQBo+dKo5A+yYTey717eVMR0lEEra0oU1jNg1y+kAaDejb0JOH/p05lPNGfXd9piJ7oQmqRZf9ZJTCdyeQzUb2ZadOqV11vH7mWPOmf3a2Y8Qenr0W1Px3ZzFnY95TWOo2H8x3NFo+5tzGwg0q1uEyW9lH5tsSyPuXBWZZNv93TT89xB8ar9+N1NrTnPxD+VS0RXkZ1yUQnxyfhVrp8TJkwASCP8bi7PqqNnJq6tT9V4HqWmImCjxj9NX+f6+fk0bAmIZd6GvSk/9lP7ZBoEvIrUlikaHqtItuVD18qmOzo7QW0v1RQ6ls4D4XWcqK95MMArbEXjD9NSP9cPmBWp9ixVRM/PodfCgtFL3Imyq6CxrSXlJmDHug121nQ9dRljnb3TRcXncc2r0dhzvVd079gJU0sRmyh85M/UAyXs38BrAFoWNLmeCuyaUveqSK8U0FDaIRY3bntD5kda2166wFuVXtDR/93MQTzAODO47dEEgqGdcPSE+yqRp89tIGAm/mGdwJ78a6Hr5z/fryHP6Sjnf6MjOi2tNRSAjuXNEfpaGMvCTXWXKq5v7wTFUz0jsgtM3ZyXKGy7Q6oLFjbD2Km2ngEkdlPgpcquXvmiPKcjBDeOdHR/cyeHza0ICuXztmaYtlrv6gQAeKqvezcf9nXp2sbMOoe6CcSxAvI64iVRGJu5P61pgIWKHR/xsP4NG7MY7SodW9sAIKNaieQPiuHDsY4bsK7XsSf6uNdrY51HdW8jBYCfprlvJ7+oRWUBM9EfEwDSiFJFnOqCTyekVk1BL4Be+6dlk+rieWcANju3dKru+jns5rSJ5qLdXrmtk38RaRGc2yScbTdA+GxiKYXyOhvUKat2pfScWQEQR2U3l+NTdPOhAVYAePtS/Vv2Ri7e6vo5T/XVM9jvFVpqX7yQnhV2XgmCKGhBD7oOrO6KrrCb5scGpCYiz2revRiAxNOCFLVX/orRidQz/APUtB1IvQitD7izHe/pcMNLlRwVt76+XTXk07Si5J3Lmrl+Dmtyo2vw+MLm7gMdq3c6Gmq6JtQ+vtpxs3x5qPv2Nl0DkaLx9e0jhLxJCFlKCJlPCPmLEJLGaV45njeGp1ahsHJ75Mt59ITe5b2Ue39JzWr27ZHLs27r2p7SpHKa6+eMXuLYKTasqG8A6MOrmnt+rh8beZE0rlwci57vqXoaQtDRJpYH7MZ5doqBnVeHLRU1HSHc9kNqm87vpzqtR2U1tjumpKozsOOAE+xvX9Nfu7Cu6HyuL8F8x/Yd8SaOryO6tn+q4GdGZP3adunqJpIiB46l9jl8+I95UT/r2mK1cFMkoPV4iq6PW/Y5GlsNKuh77mCr0VKFXu9y59Iz+AMAVUvp507GA1bCINXvyouDvekFyaRPY/e6aOt2eRMuDxN+v4H/AWhkWVYTAMsBPO5/SgY3vDh4MQCgfAA2BG74ZYberjCUf+7u4OrxQWk96lTbyexs2O2ulUNHa3uK2zZJtj3nkZ51eU+HG24zaezFv1yxYOgasRUwiaAVQH/d1V7kdAyc+GCM877qfO64qo3jeuN2o1m8oJ5JDADo2dAR7mbFnbODbU+/vp2+ovisxXQqr4ulcgk9Rbu98lpAguKlba2shZv2e3q+pvEftHCZoPlsvNOu56WSTRZXM+dEt1yaEYy2Gzc6mEEiVS27JVu8fRd1Z2qKFeVhxlcAyLKskZZlnbR/nAYgGN/oEEEtMHs21NPumFJQ09JBv1ChyVRZti11UTmVsBuWs94cm/TxP7oQRtWFsUu3J30Ma0+ts2BhUSawNXFF8pYiVhB08mPdhMxJNbq7E13T1vviWWdevaixq8f/nrlB0Ez4wra2bmZ0EbKDFRTWmfMZR7ovJibXiZm62lk4X9c+XcSUuJNq+yjlh5vbCJoJH3TVGPHLxT61OPJr2lJ0d9darh7/7ZS1YibCmXJM4tltoKCW3RanO/0+mpz0MQePncy6fXNH99IQKnjGpRtxo0p6r6dYIecTKQjez0uxzTTM8Dxb3gRgGMfxciSs3o2bLKPuZb23d3YWz0GyC0+GzhlrXqTyMUy1OkMnbvx2ZtLHPDdosYSZ+IcQgqIFIkGga7+akfTxoxY7wa88AXCjoySz62R/r3PmFAAeOccRZEz2urYfSB5w0IXzXVrcB6V9Ob20Y1nc4bUxSR+faruzTgycvSnpY278xjlv1iwTjE3c4s3Zb05Pn7awesdBvDfKaTuvXlpve+rH+zgC18nODUGyOL6sVZXkD7I5fPzkGffp2hpLCEHrdP3NMdzCVh73/t/EpI9nAyV5A7TuSMZbTGU/69KnI5XSUq9uZAMpT/R2L6ovk0ZMMn56CiYFtMskCHqKokj6DSSEjCKELIzzrx/zmCcBnATwU4JxbiOEZBJCMnfs8GbBnBN4rJezKZi+JnWnDd2j6Xd2cVxQBs9PLIR3gBEsfPicOsLmxJsvk2RPNzFl6Ete6CV6OlKhOh4daoVTwwMAzm3ivs9YJu9fkbpu07P/usv+qIQ9JyYr240VBdUZGrADkp8Tf2D0f54/X28RV7bNcpOL1hu3gSPdofbjdctpXq3hMoehu504y8sXRrLCX09ek+1jPh63Et3eHo/3RgUnidEq3XEp+iNzY8LHbtrjfAcvaKb3d6wq07ZHdXOyo+nzI0VPhyv0e9Pt7XEJH8cmfp/R1AHXKzenkHQLImzFVo0yegeP378y9XXisq1Ox0ILD85oMmnGOJS9Pjz1llfdX5dIkgaALMvqbllWozj//gEAQsj1AM4FcLWVoGTFsqzPLcvKsCwro0wZ98rxOQU2innF59MSPjbZBVIn8udxsvGP/Dk/4WMf+HVu1u1+zSqJmhJ3kome/s1sTnWvTnAD6zDiJgihitvOSs2lLLZSjdWU0JEOtVJ3y2Nd9nTnCiYrfDCJOCibxdedVC3TT5+28MEYx2K2d+Py2T5WN/oPSHyuZ4UY2SRBmHj38maqp8CNrSm0vulEi6rO4j675enMtfq7BsZSKJ8TZE2mK8i2cL+n+fWZrQp5LMm548Sp4FQ2AcBcW0uGdYuKx6odjuvSJQHRyUkVmtTWPRAJRBuhuOnG0L2yqX4FJyGR7HWd+8GkrNu6OoDFY0GSvTFrdqB7tadI/LqA9QLwGIDzLctypxRr8A375QwToxltFt033W4IigA05aYOTi9zvHJryr7Dzsm0VBH9BYUf6F476zbrQBRL93fGy5gON1IVgmbLei8LwAIzL/O6Hv4j8aZgo53tHhgwAei3/8s+cBWry1K2qJ5tDixNKkcSGbQKJjs6vzku63aYFmJHTzjB4wYV9dZOiGXa6uyr7Nq+OlriTPzDag+yG2uD/ixK0LYXRFKtZr/5u8ys20XyuTOtUEE+DwGP589vlPxBijm3iROk+mdu9hW6rGNbEGCDx8muz2Hlz1mJqyZzCn5DlR8CKArgP0LIXELIpxzmZHAJW/qmM3XKJW9TY4MJQSQowp+p8EQfp/XmuQQtQ1d/OV3GdLjBXgATvS437Su6MWF59m22rCNMEAJ2RZiWIlZDIBY2m1Vb85ZYyv1n1076mKCIJLN4ccwLQoaxZGHHWvxkglaoZJVPOnMLswFNxJWt9da6AKJ1m94aET/IGqvt/85l4dGEOB0g/R83xFZMPnNuA98C0qK5uWNqlcfrmNcWBI3J1y52RP+nrEotoFC8kL6uiPF44Le52f7uiwnZt5fqznVfZ68Xya6nzqoTvK4d1sE3FuqendPx6wJWy7KsKpZlNbP/3cFrYobUefa8YPQJv9jPifpnV3p47ofJheR0oxSzKXh7ZPxF5u5DTmAoKAtMVhz49wQ6A+ttm/gyRfUPJsQyZMGWuPfHfj51dReJhdrovpygHfGrSc6CpU8jvXWN3LBki9OvXrRAMBaY5zV1/v5sKyXLqiQtAzrSqbazYHRrma4zw+7vlHX7ok+mZPu4vxNkjHWjUYyTZaIgK0sQsvgswxdtjfp55faDcVsvL9I8kBAPdn3B4kYLQxdGPHBW1u0Nu+M3FsQ6k97UsTre1nxdxbb9r9yevBqtfc1g6ClewMg0XPVF9snAv+aEs+qC1Rdjrw9Bh9VbfKlfMM71bEX76CXxXX5ZUfyPrmohfE46E4xdTQ7jjYubZN1+Z2T8tiFWO6F51WCIWDVkFpp3/TQ77mM27HaqLv53RTPRU+JCl7pls27PyEa4+4ZvnEh775Bsupds2Y/0/kOyfu7PiPUGiXiWkdUfHxr180MBESMfdG9HAMDKFNsdGlcunvxBGnBOg3JZt5dvOxD3MX3eD17wOL2UU6GQSAeI8sPNrUVORwjZlZlv3OO83m9uaCVrOr5gbY/np2Aj+3hv/c+JxQrkxYA72yV93NeTojPdqbac6kr3d8bjrDfHutXA1oYBdzptrtlltD+bkNiYQkeqlHRcijq9MfaM3x8/GX29TuWzqxuLNsc/d0xn2i+/vD5D1nR8kWqV0oO/zRM8E/7kze28tlQSGfXKay74b5OKkcRVTGV/1VLBkOK4jnHDHpBNm9ewhU7St11AgqyiCPYVPKS0Z5yU3mfEP1lY7YSgwLZyDFu49Yzfx4ru9mwYDLHTQkxmZ1mczemBoyeiNgtBFYBmdS0AYHjMe9iwUnC0Lj6+2on83/tzcrtm3YX9KLRFJTvrX7atjTrkBIGmTJvrEwMXnPF7dnF2c8fqZ/xeV3Izi+d4mm6xVUGtAmglnF2ZecfXnc1d5wCWmGcHK/Z/uQtba51gg3OUFwJaNv/iBc55Ll5bwOz1eyXOhh/sZjNI7ofJKJRE9+bqL6PNUVpWC945ceOe+O3lP0xz3B4L5AnmOjEe7PV5wiNdFc7EHR9c6awTJ8RJZMS6d5LYflJNua5dtazbifQ9gwZbzcpqybI8zqwf2ZbunEgwdjU5jMolghFt5U2rl0dF/RwETQggeXVI4+ccu9IKxfUXcM2O236YlfD39coHJwDUrZ5TtRXbGhDvghiULhbWbS+eS2CH18Zk3b66TbUzfq8r7EY6c92Zrj3nvDsh63ZQqrWA5AvGJs9FWx0H5ZyYjCkroxfTQdC6iEc8EXlWLyKtUFAWmNF//5cGR7eQxiZn2AC67nRi3BH/F8fqnXWE+SogVRcAUDh/4kDJ6pCIXrPvDxBM17ZYsmsBGzzfqU4I6jkxXtseW1FdtlhwpAJ6NnQqj1+KEwC/J4XkoY6w644Gz4w44/cHmMRT9/plz/h9UIhXtXXgaHgCXn4xAaAA8s9cJ9vzxXXBWbDEsouxoj556nSU9sClLYPTh59WKB9+vqVN1s/ZaXkAwCsXNs72d7rDCgsfPXEK25nNT56ALVYSbaTjXRADEv8BADS127qCZImejFJJMjUrmAV1wQAHSb5h9AS274+23A5KeTmFbeuKbY298duZWbc/vSY4wYRYYpMWE1dkL74eJIYv2hq1eK7/zPCo3/dpHJw25qIFnEDJx+NWJXzs2fXLJfy9zsyKCYx3eztYLpYsV7epmnW76fNOEPytgDmpxjLvmXMARCq2YjenGS+NiveUQPDqRc66NrZtL7YaOUhJDDZQsiImaBf7/o188CyEBTZp/eYlemtrJSL2PdvDaKX9c3cH2dPRDhMACgDfT10b9fP9v87Nut2jQbAWLF3rOqX+bV5xLGVj9TvYsu0g0J7JMvZ+z3ktsS4cXeoGq9Uh9vP1+8wN+GbyGtR7ejh+mbE+6/5nAiJEnh03MxvSeKQHpAcaAO7oXBMAMCpGBO/DMU7224tLk0piK2XY7DYbNIn3WN35kgniPz/IyTK2fiXacnuwre8UFFh3yss+m5p1+9jJUzjG6HhkBKytLTbpwrqBXfuV0+4WFA277PhyYuR7FXQnqSA4HfLgYkaUPLZdG4jWltSdh8458/o0b8NefDg2viRCUCheKC8qpUU0jmIrWXcyCdHvbwqW1tuVrauecd+UlTtx6rSFgbPDI/7MBrNuj6mIr1MuWAmac5s4QXz2sxd7vi8RsDapT69pmXWbrQwHgOYv/pd1u3GM+UFOxASANOUnpqLkmX8cq+oRi87UzgkSX13vZIVP2ieafYdPYPm26EhtkLIEsWzaeySrZP7B3+dm3T/24S6B25x+xpxMAeDRAfOjNqkUVhw1iIxeuh1HT5yKErWmDLqnY6Ayw2zQjl7Ydx86jrcYh7omARF/ZqlZxhFMptlty7KiPo+ZT3WXPi+/dI8TxI+3gcsTEB0qSnYLx3Pfj9Y6Kh2wDXpsUPyd/yLfq1hb+H6MO04QeXnoEizfdgA1nogWxH//yuaKZuQdVqcvvf+QM9qKAGDJC71kTokLv93WNupnWpVQ7+noiq3bz6qBC5oH5/MYq83R78NJ6PfR5DMeN/HR4OjJUF68ICLAe+mnTlA89twRRNttlh+nrcNVX07HFxNX45E/52fdH8Tv2F1dambdrmmfC0+ftjBy8TZVU+LCe5c3y7rd7a1xWbdjz/dBo2Ja9F6ErqVYgXUguC2WPAnWijIH0YGpKAEiJ5yjJ05FRZ0vahGcCzol9kuX3n8Imr4QrXPRp3EwxJ9jyajmuLHVf2Y4Xh26BP8wdsDVSxeO9zStSfUkGUQ1/aUvRi9GYhfNQCSgEBSnLAobKMh4aRSWbT0QlR0GgA41S8c+TXsG3hVdsnvg6An0fC86wxO0YEI80vsPiftZDCJf3+BUy6T3H4LTp62osuy1r/VVMS2ufDxuFXYfOo5aTw5TPRXuxGZQAeD8phUVzMQfJ2Oy2mxbESWI5gxtakRfd6s/PhRjY8RPZz3VHY/3qR9o17Z5cRz3Pru2JaqUDE5lLqUr4xpLtVbYavhLAiR/kB1P/b0QAPDasKVR9wfxO3Z311pRP1/5+bQzgiRswj4osOvE/UdPYu6GvfhuytqoxwQxoRZb2XPNl9Px9N8Lcfnnjng8G/zKyQT3ipDDqPHE0DM2BWzfbZj48MpgakL8fGt0Ni6IFqzxKFs0+aa6WIG8EmbCl1SqzIIaUGD7m3u+NwFrdh7K+nnq490Cmf0oViBa9LTxcyPPqBwMKqzLWTxWvNxbzkQ4061edLVM0LOL2dGCKS0HgL/uap/NI/WkVtkiAIAHutdWPBMxBL2NzQ03xrQzB7UF7rKMxIGQoLjExsJWgTd+biQ27D6MXYw2yVuXBldzJRF3MpU0QSJWbH1qTCUJALQPYAIUAK5p67TuXfDRZDz776Ko3wdx/RvbZZG5bk+Uux4QPCkOUZgAUIDJH1CbyPoVErtFBXFzCiBhhm1y/24SZ8KXoGmP8OLdy4O7EMsuoPD5tS1RoXhBuZPhRLL2ySBXk8S2csSSN2DtX6nQLEnQS2fevCSxnkrzqiUS/l43ihfMi7Wv9cUD3RM76I15qLOkGfHlVFBsHD0Q1s3M6wHSLHLLrZ2qZ91mRZOfOTe4WopTH0+8xn0kjq5TWAiatAPlxX7Za61+dFUwE/EA0DlJC2Vw3DnFEr5VZYj49sZW2f7uu4CJxLEkWjwHUV+AZdUrfeLeT4X/gkjZgOv7JGLO0z2y/d2FzYNdit2y2pmb0GTBV4MaElWjDbizncSZ8Ce7APLfAXbhuDSjSra/i61UCxM1yhRRPQVPhDj+E+W2F8t/AXYmSrSpDnKwHwCe6FM/7v3xxJSDQrLEUlATuwDQsGL26ybq7BZEEn3H+jYJjtNjLG9fln3y9uaO1bP9XU7DBIA0pgvTKxxLsginzjRKoL4eRH0BltxxLnJBX6wAQN8A2f66Iba8l/JkNgu0IBHrVgQgkJoJLI/2ip9FHHJfeKvUWlYLlktWLPHO9wuf76lgJny5u2v8loZ5zwZ3QwBkn8T4/NqWce8PAmVSaGMOKtlt4p49rwFqB8yZKBVqlAmelmIshBAseylag3Dcw10CqZHDUrts/ABx0K/Pv92efRKmeKHgyR+wxHOEDaL2D0ui1rWnA1xlxxsTAAogf9wR7IwwEL9cNCxfzDWv9sGtnarj2fMaYHU2i+mg8UaSloegki9PLrx+8ZlaWte3T5c/Gc6ULJwPa17tg+vaVcPtZ9XAyoDqyLDc2bkmCuQ987LVsGKwhLrjMTCObkyQ2xBZ1r7WF4/3rocrW1fF2tf6okg2gdcgcU/X+Ho5QW0HoOTORaJcsyjnBFRzBQAuDJADlhcWxQmo3hCCa9j0J84+474xD3WRPxEB5M+TG40rFcdFLSph8Qs9kR5Ak5BYRjxwZsVZLhL863N216sZcT6fQePurrWiAj5vXtIkkNo/sRQveGZg7rp21RTMRF+IpaA2NiMjw8rMzJR+3CBy6rSVZT1ICUNFCRCxz31/9AoAkYBQULVJcgInT51O6HIT9M9kvw8nYd7GfahbrijevbwZGiQo+TWoJfazGKZzx55Dx9HcFhT+5+4OScWhDWq57NOpmLF2d9bPs5/ucYaFdRCxLAutXxmNHQeOAQAmPdYVlUsEt3rw+MnTqPNUYpe2IF/DTp+2zhBYD/LriWXQvM1497/laFipOD4IuExA2EnvPyTq55Uv945ynAoq+4+eQJPnHPfA1tVL4vcElUEG9cR+Fpe+2Csl85cwQQiZZVnWme0AMAGgQLB131G0fTViEzn9ibNRLkSaLJ+MW4Xl2w7gXWPLpz1vjViGD8eujPu7MC02DfqzYOM+vDpsCSqlFcSbIXVNMQSDPzI3oGThfDi7frnkDw4Yp09bICT4VU0AsGH3YQxdsAWvxlhTU4J+DRuzdBuOHD+NIQs248LmldGjQfg+jwb9OXjsJLq+NQ7nNqmAe7rWCqwLXTw27T2C+3+Zgxf6NTJJwgBw8tRp3PDNTExbvQu/3d4uri5m2DEBoBAwZdVO7Dl0ItDCXIbgw0bUK5coiI17jgAI/uLZYDAYDOEnNitMMdcwg8FgMISJRAGg4Nfl5RDa1yxtgj8G5bzYryEAYPgDnTDpseBa2xsMBoMh53Fxi2C7OxoMBoPB4BcTADIYDClzbbt0rH2tL+qVj5S/vnNZU7SrUUrxrAwGg8FgSE6r9DPbAKoG3B3RYDAYDAY3mACQwWDwzEUtKuOX29qqnobBYDAYDEm5vFUVAECn2qWz7mtSOdguRQaDwWAwuCH4XqwGg8FgMBgMBkMSCCFY+mIv5MlFMG/jXoxfvhN3dq6peloGg8FgMEjDBIAMBoPBYDAYDDkCagXcslpJtKxWUvFsDAaDwWCQi2kBMxgMBoPBYDAYDAaDwWAIOSYAZDAYDAaDwWAwGAwGg8EQcnwFgAghLxJC5hNC5hJCRhJCKvKamMFgMBgMBoPBYDAYDAaDgQ9+K4DetCyriWVZzQAMBvCM/ykZDAaDwWAwGAwGg8FgMBh44isAZFnWfubHwgAsf9MxGAwGg8FgMBgMBoPBYDDwxrcLGCHkZQDXAdgHoKvvGRkMBoPBYDAYDAaDwWAwGLiStAKIEDKKELIwzr9+AGBZ1pOWZVUB8BOAexKMcxshJJMQkrljxw5+r8BgMBgMBoPBYDAYDAaDwZAQYll8urYIIdUADLEsq1EKj90BYB2XA6unNICdqidhUIJ573Mm5n3PuZj3Pudi3vuci3nvcy7mvc+ZmPc95xKm976aZVll4v3CVwsYIaS2ZVkr7B/PB7A0ledlN5kgQgjJtCwrQ/U8DPIx733OxLzvORfz3udczHufczHvfc7FvPc5E/O+51xyynvvVwPoNUJIXQCnEanoucP/lAwGg8FgMBgMBoPBYDAYDDzxFQCyLOtiXhMxGAwGg8FgMBgMBoPBYDCIwZcNvAEA8LnqCRiUYd77nIl533Mu5r3PuZj3Pudi3vuci3nvcybmfc+55Ij3npsItMFgMBgMBoPBYDAYDAaDQU9MBZDBYDAYDAaDwWAwGAwGQ8gxASCPEEJ6EUKWEUJWEkL6q56PwT+EkCqEkLGEkCWEkEWEkPvt+58jhGwihMy1//VhnvO4/RlYRgjpydzfkhCywP7d+4QQouI1GVKDELLWfr/mEkIy7ftKEkL+I4SssP8vwTzevO8hgBBSl/lezyWE7CeEPGC+8+GEEPI1IWQ7IWQhcx+37zkhJD8h5Df7/umEkHSpL9CQLdm8928SQpYSQuYTQv4ihKTZ96cTQo4w3/9PmeeY9z5gZPPeczvHm/deX7J5739j3ve1hJC59v3mex8SSPb7OXO9p1iWZf65/AcgN4BVAGoAyAdgHoAGqudl/vl+XysAaGHfLgpgOYAGAJ4D8HCcxzew3/v8AKrbn4nc9u9mAGgHgAAYBqC36tdn/iV879cCKB1z3xsA+tu3+wN43bzv4f1nn9e3AqhmvvPh/AfgLAAtACxk7uP2PQdwF4BP7dtXAPhN9Ws2/xK+9+cAyGPffp1579PZx8WMY977gP3L5r3ndo43772+/+K99zG/fxvAM/Zt870PyT9kv58z13v7n6kA8kZrACsty1ptWdZxAL8C6Kd4TgafWJa1xbKs2fbtAwCWAKiU4Cn9APxqWdYxy7LWAFgJoDUhpAKAYpZlTbUiZ4bvAVwgdvYGAfQD8J19+zs476F538PJ2QBWWZa1LsFjzHsfYCzLmgBgd8zdPL/n7Fh/AjjbVILpQbz33rKskZZlnbR/nAagcqIxzHsfTLL53meH+d6HiETvvf0eXQbgl0RjmPc+eCTYz5nrvY0JAHmjEoANzM8bkThQYAgYdilfcwDT7bvuscvEv2ZKBrP7HFSyb8feb9AXC8BIQsgsQsht9n3lLMvaAkQuJgDK2veb9z2cXIHohaD5zucMeH7Ps55jBxb2ASglbOYGntyESHaXUp0QMocQMp4Q0sm+z7z34YLXOd6898GkE4BtlmWtYO4z3/uQEbOfM9d7GxMA8ka8CJ+xUwsJhJAiAAYAeMCyrP0APgFQE0AzAFsQKRkFsv8cmM9H8OhgWVYLAL0B3E0IOSvBY837HjIIIfkAnA/gD/su8503eHmvzecggBBCngRwEsBP9l1bAFS1LKs5gP8D8DMhpBjMex8meJ7jzXsfTK5EdNLHfO9DRpz9XLYPjXNfqL/3JgDkjY0AqjA/VwawWdFcDBwhhORF5GTxk2VZAwHAsqxtlmWdsizrNIAvEGkBBLL/HGxEdCm5+XxojmVZm+3/twP4C5H3eJtd/klLgLfbDzfve/joDWC2ZVnbAPOdz2Hw/J5nPYcQkgdAcaTeemJQACHkegDnArjaLvGH3Qawy749CxE9iDow731o4HyON+99wLDfp4sA/EbvM9/7cBFvPwdzvc/CBIC8MRNAbUJIdTtzfAWAfxXPyeATu3fzKwBLLMt6h7m/AvOwCwFQN4F/AVxhK8FXB1AbwAy7rPAAIaStPeZ1AP6R8iIMriGEFCaEFKW3EREGXYjI+3u9/bDr4byH5n0PH1GZQPOdz1Hw/J6zY10CYAwNKhj0gxDSC8BjAM63LOswc38ZQkhu+3YNRN771ea9Dw+cz/HmvQ8e3QEstSwrq73HfO/DQ3b7OZjrvYNfFemc+g9AH0RUxVcBeFL1fMw/Lu9pR0TK9+YDmGv/6wPgBwAL7Pv/BVCBec6T9mdgGRjXHwAZiCwoVgH4EABR/frMv2zf9xqIqP/PA7CIfp8R6eUdDWCF/X9J876H7x+AQgB2ASjO3Ge+8yH8h0iQbwuAE4hk727m+T0HUACRNsKViDiH1FD9ms2/hO/9SkQ0HOj1njq6XGxfC+YBmA3gPPPeB/dfNu89t3O8ee/1/Rfvvbfv/xbAHTGPNd/7kPxD9vs5c723/9EXYTAYDAaDwWAwGAwGg8FgCCmmBcxgMBgMBoPBYDAYDAaDIeSYAJDBYDAYDAaDwWAwGAwGQ8gxASCDwWAwGAwGg8FgMBgMhpBjAkAGg8FgMBgMBoPBYDAYDCHHBIAMBoPBYDAYDAaDwWAwGEKOCQAZDAaDwWAwGAwGg8FgMIQcEwAyGAwGg8FgMBgMBoPBYAg5JgBkMBgMBkMCCCHjCCG3qJ6HQU8IIVcTQkaqnochMYSQRYSQLqrnYTAYDAaDSkwAyGAwGAw5HkLIWkLIEULIQULINkLIN4SQIqrnRSER7iOELCSEHCKEbCSE/EEIaax6bgBACHmOEPIjh3HaE0LGEEIOEEL2EUIGEUIauHj+t4SQl/zOI86Yx+3Pxm5CyH+EkHr095Zl/WRZ1jk8j8kcm34uDxBC9hJCphBC7iCEBH79Rgix7M/yQULITkLIL4SQNFHHsyyroWVZ40SNbzAYDAZDEAj8AsJgMBgMBk6cZ1lWEQAtALQC8JTi+bD8D8D9AO4DUBJAHQB/A+jrdiBCSJ5U7pMNIaQdgJEA/gFQEUB1APMATCaE1JA0h+z+Dm/Yn41KADYB+ErGfGzOsyyrKIBqAF4D8Jjk44ukqf13rQGgBIDneB9Ah8+2wWAwGAy6YAJABoPBYDAwWJa1CcAwAI2Yu6sRQibblRgjCSGl6S/sSpytdsXKBEJIQ+Z3fQghi+3nbSKEPMz87lxCyFymsqNJvPkQQmoDuBvAlZZljbEs65hlWYftypPX7MdEtakRQm4ghExifrYIIXcTQlYAWEEI6WJXET1GCNkK4BtCSC5CSH9CyCpCyC5CyO+EkJL289PtMa4nhKy3KzaetH/XC8ATAC63qznmefzTvwHge8uy/mdZ1gHLsnZblvUUgGmwAwOxr4t5bbUIIbcBuBrAo/Y8Btm/r0gIGUAI2UEIWUMIuY957nOEkD8JIT8SQvYDuCHRBC3LOgLgdwDNmDHi/a3vIISsIITsIYR8RAgh9u9yE0Letv9+awgh99iPTxqksCxrn2VZ/wK4HMD1hJBG9ph9CSFzCCH7CSEbCCHPMXOh79uN9u/22HNrRQiZb3/2PmQeX5NEKrB22XP8ia3KIYS0sI91wP7c/0aYiqtUP9NxXtt+AP8CyKr2IoQUJ4R8RQjZYn93XiKE5E5xnmvtz/Z8AIcIIXns+7rbv3/O/nx/b7+WRYSQjFReJyGkNCFksP0adxNCJpIQVGQZDAaDIWdgLlgGg8FgMDAQQqoA6ANgDnP3VQBuBFAWQD4ADzO/Gwagtv272QB+Yn73FYDb7QqORgDG2MdoAeBrALcDKAXgMwD/EkLyx5nS2QA2WpY1w+dLuwBAGzib7PKIVBNVA3AbItVFFwDojEgFzh4AH8WM0RFAXXtOzxBC6luWNRzAKwB+syyriGVZTd1OjBBSCEB7AH/E+fXvAHokG8OyrM8R+du/Yc/jPHtjPgiRSqJK9rwfIIT0ZJ7aD8CfANIQ/d7Fm2dhAFcCWJlkOuciUkXWFMBlAOjxbgXQG5EAUgtE/t6usD8HGwF0su86BOA6RObfF8CdhJDYcdsg8hm9HMB7AJ4E0B1AQwCXEUI6248jAF5F5P2vD6AKnOBbPgB/AfgWkc/NLwAupAdw+ZmOghBSApG/xTTm7u8AnARQC0BzAOcAoEHObOfJcKX990izLOtknMOeD+BXRP5u/wL4MJXXCeAhRP7+ZQCUQyT4aSV7jQaDwWAw6IAJABkMBoPBEOFvQsheAJMAjEckqEH5xrKs5fEqQCzL+tquWDmGyCa0KSGkuP3rEwAaEEKKWZa1x7Ks2fb9twL4zLKs6ZZlnbIs6zsAxwC0jTOvUgC2cHh9r9pVNUfsn08DeNauKDqCyMb9ScuyNjKv5ZKY6pTnLcs6YlnWPESCKq6DPdlQEpE1SbzXuQVA6Tj3p0IrAGUsy3rBsqzjlmWtBvAFgCuYx0y1LOtvy7JOM3+bWB62PxsHEAmCXZvkuK9ZlrXXsqz1AMbC+bxcBuB/9t94DyItXV7YjMjfDJZljbMsa4E9//mIBCw6xzz+RcuyjlqWNRKRgNEvlmVtt6vdJiISYIFlWSsty/rP/kzsAPAOM1ZbAHkAvG9Z1gnLsgYCYIOSbj7TlNn233UngKqIBI1ACCmHSKDsAcuyDlmWtR3Au7DftyTzpLxvWdaGBO/pJMuyhlqWdQrAD3A+y8le5wkAFQBUs38/0bIsEwAyGAwGQyAwASCDwWAwGCJcYFlWmmVZ1SzLuitm47iVuX0YQBEgq6XnNRJpm9oPYK39GBqwuBiRaqJ1hJDxJKJzA0Sqbh6y20j22pvgKohUNMSyC5ENp182xPy8w7Kso8zP1QD8xcxnCYBTiFQ5UOL+HZJBIk5ZB+1/w+I8ZA8iAal4r7MCIgECL1QDUDHm7/wEol9T7N8lHm9ZlpUGIB3AEUSqoBKR3d+pYszxUjl2PCoB2A0AhJA2hJCxJNLitg/AHTgzYLaNuX0kzs/081yWEPKr3XK1H8CPzFgVAWyKCXaw83fzmaa0sP+uBQB8AmAiIaSAPVZeAFuYsT5DpMou2TzjzS0ese9RATvYmex1volIBdhIQshqQkj/JMcxGAwGg0EbTADIYDAYDAbvXIVIC1F3AMURCRAAkRYVWJY107KsfohsXP9GpHoIiGwoX7YDTvRfIcuyfolzjNEAKrMaJXE4BKAQ83P5OI+JrVKI/XkDgN4xcypgV4kkI2EFhK1XVMT+1zvO7w8BmArg0jhPvwyRvwEQ8zoJIbGvM95rWhPzmopaltUn1bnHzHM9ImLc/yOEFEz1eQxbAFRmfq7idgBCSCtEAkBUd+hnRFqYqliWVRzAp7A/fx54FZG/RxPLsooBuIYZawuASoQQdmx2/m4+01FYlnUCwJeICH83ssc6BqA0M1Yxy7KovlaieWYN6+J1syR8nXa130OWZdUAcB6A/yOEnO3xWAaDwWAwSMUEgAwGg8Fg8E5RRDaquxAJTGS1jRFC8tmVL8XtDe5+RCpqgEgb0h129QYhhBQmETHforEHsCxrBYCPAfxCIuLN+QghBQghVzDVB3MBXEQIKUQIqQXgZg+v5VMALxNCqtnzL0MI6Zfic7cBSPcphtsfEXHj+wghRQkhJWzh3XYAnrcfMw9AQ0JIM7tS5Lk482Adw2YA2G8LAhe0K7Ya2UEUT1iW9R8iLVi3eXj67wDuJ4RUIhHR4sdSfSIhpBgh5FxEdGt+tCxrgf2rogB2W5Z1lBDSGpGgpFeKAjgIYC8hpBKAR5jfTUXk83sPiYgq9wPQmvl9yp/pOK8tNyIaW0cArLYsawsijnBv2687F4kIP9M2r0Tz9EvC10kiQte17AAR/U6fij+UwWAwGAx6YQJABoPBYDB453sA6xCxBl+MaBFbIKIVs9ZuU7kDkUoFWJaViYhmyoeItD+tRGIHqvvsx34EYC+AVYgI0w6yf/8ugOOIBEC+QxIx42z4HyKVJCMJIQfs19ImxedS8eZdhJDZCR+ZDZZlTUJELPkiRKow1iGiTdPRDoLBsqzlAF4AMArACjhVMJSvENFc2ksI+dvWdzkPEQ2eNYi0kn2JSLWWH95ExG0sqcBxDF8gEtiYj4jI+FBEhI4TBRAG2e/HBkTEm99BJFhCuQvAC/ZjnoFTZeaF5xERp94HYAiAgfQXlmUdR+S9uRmRz+A1AAYjEgD18pkGgHmEkIP2468HcKFlWbvt312HiOD6Yvv3f8JpEcx2nn5J9joREdMehUgAaiqAjy3LGsfr+AaDwWAwiIQY3TqDwWAwGAwG+RBCegP41LKsaqrn4gVCyHRE5v+N6rmIJKe8ToPBYDCEH1MBZDAYDAaDwSABuw2tj91aVAnAs4hYjgcCQkhnQkh5e/7XA2gCYLjqefEmp7xOg8FgMOQ88iR/iMFgMBgMBoOBAwSR9qXfENG7GYJI21ZQqItIi1kRRNoQL7H1esJGTnmdBoPBYMhhmBYwg8FgMBgMBoPBYDAYDIaQY1rADAaDwWAwGAwGg8FgMBhCjpIWsNKlS1vp6ekqDm0wGAwGg8FgMBgMBoPBEEpmzZq107KsMvF+pyQAlJ6ejszMTBWHNhgMBoPBYDAYDAaDwWAIJYSQddn9zncLGCGkACFkBiFkHiFkESHkeb9jGgwGg8FgMBgMBoPBYDAY+MGjAugYgG6WZR0khOQFMIkQMsyyrGkcxjYYDAaDwWAwGAwGg8FgMPjEdwDIitiIHbR/zGv/M9ZiBoPBYDAYDAaDwWAwGAyawMUFjBCSmxAyF8B2AP9ZljWdx7gGg8FgMBgMBoPBYDAYDAb/cAkAWZZ1yrKsZgAqA2hNCGkU+xhCyG2EkExCSOaOHTt4HNZgMBgMBoPBYDAYDAaDwZACXAJAFMuy9gIYB6BXnN99bllWhmVZGWXKxHUkMxgMBoPBYDAYDAaDwWAwCICHC1gZQkiafbsggO4Alvod12AwGAwG1aT3H4L0/kNw4OgJ1VMxGAwGg8FgMBh8wcMFrAKA7wghuREJKP1uWdZgDuMaDAaDwaAFOw8eR9ECeVVPw2AwGAwGg8Fg8AwPF7D5AJpzmIvBYDAYDNrQ5c2xqqdgMBgMBoPBYDBwg6sGkMFgMBgMYWHtrsNZtwfM2qhwJgaDwWAwGAwGg39MAMhgMBgMhiQs3bpf9RQMBoPBYDAYDAZfmACQwWAwGAwGg8FgMBgMBkPIMQEgg8FgMBhiWLXjYMw9RMk8DAaDwWAwGAwGXpgAkMFgMBgMMfwzd3PUz8TEfwwGg8FgMBgMAccEgAwGg8FgiMWyon408R+DwWAwGAwGQ9AxASCDwWAwGJJgKoAMBoPBYDAYDEHHBIAMBoPBYEhCTEGQwWAwGAwGTVi6dT9OnzYXaoMhFUwAyGAwaMnJU6excvtBY79tUELYl5FP/70Qg+ZtTv5Ag8FgiKH/gPn4I3OD6mkYsuHUaQsP/zEPy7cdUD0VoSzevB/p/Yfgss+motd7E/HVpDWqp2QwBAITADKcwcN/zEPH18fgxKnTqqdiSIFTpy38OWsjToUo8zF55U7UenIYur8zHr3emxiq1xZWtu8/ivT+Q7Bye6x7VjgYuXib6ilw5Ydp63DvL3NC+36FjVOnLQycvRHp/Ycgvf8Q1dMx5GBeHboEv87cgEf+nI9t+4+qng43LMvCgaMnMGvdHlgBL/lcsf0A/py1Eff+PAcAcOLU6dCtoyzLQp/3JwIAZqzZDQB4eegSXPDRZHR4bYzKqfnm8PGT2H/0hOppGEKMCQD5YNiCLUjvPwRz1u9RPRVu7Dp4DH/O2oiNe45g454jqqfDjcPHT+KxP+cj46VROH4yPIGt5wctQs0nhuLhP+ah5hNDVU+HC0u37sfVX06Pui8sr23jnsNZG7gh87eong43/pqzEa1fGQ0A6P7O+MAvngHgo7Erz7ivxzvjFcyEPzsPHsu63f2d8dh3ODwLzc17jyC9/xD0fX9iqNoBOr0+Bv/3+7ysn9P7D8H6XYcVzogPlmXh1u8zkd5/SNzvXFDZc+h41rn+6xBVJZw6beGzCauzfm7zymhs3ReOIFDv/01E4+dG4uJPpuDB3+aqng430vsPQe0nh6HmE0Nx5Pgp1dPhwvGTpzF84da4v5u7YS827Q32/qXBMyPQ5LmRGDw/XFW6h46dRL8PJ+G27zNx7GQ4PotBxQSAPHL4+Enc+dNsAMCFH08JxYbnyPFTaPnSqKyfu741Dv/M3aRwRnw4ddpCg2dG4LfMDdh58BjqPDUMew4dVz0t32zeewTfTF4bdV8YPoeLN8dv+QpDKXPH18dm3b7759mhyeQ/+Nu8qJ9v+S5T0Uz4YFkW4sUOVmw/iHt/mSN/Qpy58vNpUT83fWEkBs7emPXzS4MXZ7u41hnLstDezvwu2rwf45fvUDwjPmzYfRib42yywxAwafDMCPxnV9e9OWIZvp+6Vu2EOGBZFpq/+F/Wzy8MXhyadst4yZi2r45WMBO+rNl5CEu3OmuMv+duDnwQIR71nxmOoyeCv/F+b9TyrD1Y2GDfn3t+noMFG/cpnA0/xizdhobPjsC8jfswcvE21H1quOop5WhMAMgjJ05F7w6qPx78CoX6z5z5Zbz/17nyJ8KZq76YdsZ97OIsqLSPU+K6KJvgSZBgs9ws57w7QfJM+JJdlcXmgC8y/y9OpnT00u2Bzu4kqn4Mw0ZuRZy2r++nrsu6/eWkNbjjx1kyp8SFH6eti/r5xm9n4tCxk4pmw49Ob4yNe/9vIdBgORKzGX3mn0WBT2S8MHjxGffd+8ucwL+uRBw+HuzvWde3xp1xX4fXxgT2Pdt/JPJ+LIuTOLvp25myp8Odj8etUj0FYcQmmc77cBJGLgpeQiaWm74NdmIwbJgAkEeK5M9zxn1BvVAASLhZm7dhr7yJCGC63RscJrLr5T73g0mSZyKXIAcVmr4wMu798QJ5QWLgnPhVgkHO7vyeZGPNtlCFhbkb9uL90SswddUu1VPxxMlTp/H0P4vOuL/hsyMUzIYfQV5XJOO9Ucvj3h/0hFpsZS5lb8BbLaes3Jnt7xo8E+zvWXYMC2AlJAC8PXJZtr+bsmpXqM8rQeboiVNZFZEsD2WTGA0KB7LRM/okxIE83TEBII/kzkXOuG/csuCWmz/998Jsf9fvo8kSZ8KXXQk2atd9PUPiTPjyybjo0v92NUpl3R67dLvs6XDjz1kbE/7+g9HBb3mIhxFc14sPxiT+nGUwrbJBY+3OQ9n+7p3/luPKOBWTQeDQseyDw0FueUiWwAiysOt7o1aonoJUmr/4H7YfCK5ezlUx2nyxBPU6Nn119kHvuwLaZnQ8yXvxQIg0jsJEvafjJ84OBLyS9dVhS+Pe//rw+PcbxGMCQD5oXb1k1M93/hS8knnK75mJN95BzRbc8E32pa4TAqwP8dbI6Mzp8/0aZt2+8duZgdU4eviP6CxH70blo37+MKCaFxv3JBZr/W7KWjkT4cykFdEZ4eZV06J+DnLFVjL+zqbySXe6xGl1CANvjMh+ITl0QXAF16/4PHFA7uovgxmwS8a/AW21jBUen/p4t6if56zfK3E2crnn52AGSy5P8h3bHkCns3gC+G9c3CTr9j9zg/n9AoCZa8NX1Z8KQa3OtSwLP09fn/Xz2tf6Rv2e1R80yMMEgHzw++3tsPiFnlk/Hz1xGqt3BM9S92QKWZvtB4LZ8rBgkyOetuSFXni0V92o3yeqEAoK959dG3XKFcW4h7tk3RcGjaOJj3bFJ9e0xKUtK6ueim9iA5GxF8CXhiyROR1u3PJ99Ov6664O+Ouu9lk/B7ENbO/h1IKnQcygxup0nNe0oqKZ8OcnZoF5Y4f0qN9lpysWBqat3p1teb3O/DpjfdTP/7uiWdTP9/0yB/uOBO91/Tjd0aFa9HxPVCheEPOfOyfrvtt/CGaicPjC6CDq4Hs7YtHzPaPuG7HozNaVoPFU3/p4qm/9qPu+DKCL26mYpO3tnWvgslZVou4Lqv7gtwFNmCUjVq9u+hNnR/0c1OrcH6evP+O+h8+pk3U7zNdnnTEBIJ8UyhetBdTt7eDZBH86ProHs1yx/Pj0mpZR97V5JXguD7HlyAXz5cYtHWtE3dcygK0cS7Y4Qs9NKhfHgz0iJ9L00oVRrMCZ2lRBIbaVoVSRfACANy9tGnX/xBXBq9xayYjuznm6BwBg+Uu9ox5zMIAlvkdPON8xuhloXrWEqulwITt9n4d61Il7f5CItQB+7/Jm+PSaFopmw48dMQmKJ/rUx7PnNcB17apl3ff5hOBpDcRW3v55Rzusfa0vejQoF3X/lxODt0HtP3BB1u3hD3RCv2aV0KRy8ajHXB/ANu1nGB2qQvlyAwCKFcgb9ZhkFaE6cseP0dU9jSoVR+E4WphB55ZONXBLp+h14ueM7X1QiM3r9u9VDwCw5tU+WfcFVX9wyPzgVnQmgtWre/WixihXrADu7FIz6jEvDzlTYF535qzbk3V70mNdAQB3dakVtaYKYpVd0DEBIA7EtoL1ei9YbkWx7UTTn+iOXjGtN0D8klKdYUut6aY7b+4ztZuCRu//Tcy6PfDO9lG/69nwzPctKDwYU1HBBldZ0fVrvwrepoClROFIYCtfnujTb2xGPGiwm4ElL/TKur0mgeaMjpzM5jx379m1Jc+EP8/862xOH+lZF7lzEfRqVEHhjPjw7RQnAPLGJU2QN3cu3NihOl7o1yjr/leGLg1cK/OA2dFthhnpkbXGF9dlRN3/v9HB1tKpV74YAOCfuztE3T834AYUhDjrDbaStePr8V3dgkKJQk5Aa+mLvaJ+l0hjTEdY/Z+xTBV1bBJ0w+5gBe227nOqe1pWK5H1WWQ/k2GAEODHm9tg1lPdVU+FK1fY1VqP2YE7yhcBDPazRiGVSxQCAOTKRaLWVEMC3KYdVEwAiAO/394u6uelW8+0XQwKbOn83zGLsaCVH/7BOPnQTTchBAPvig6apNICpyt5ckd/hdlswZRV2Tt26Air+TDigbOifvfBVc1lT4cbbGbj51vbRP3u46ud6ougtYHN37g3298VtDPfAHB+wJzpvphw5gLru5taA4gsNFmCpHHU453xUZnTu7vWUjgbvoxd6lQF9mwQHQRndS8GBSxz/EuCoHBaobzZ/k532EDcz7c43ylCCEra1+qgc1dM5v6Vixormgl/2AqZAnlzR/3utWzEXnXljh+dlrzqpQtn3e7ZMLrK7qOA6Q/uYRznYtsrWemK3QHTi4yVbVjzal90rF0apYrkVzQjMbCBuqYxlZFBIlXR+99mbghky2+QMQEgTpwfUC2F2KqeZ89zxISbVUmL+l2Q7NQty8IftqNU7MWvRUyLSq0nh8malnBqlCmCyiUKAgA27QlmfzcA1C1fNOrnLnXKRP0cpGzcj9McTYjW6THVgjEVW7GtLDpzySdTs27HBotZguZeEW/B0tn+/HWsXTrq/mf+PtN2XFdWbM9en65EgIMJALCYaYstHvNaLmxRKev2loBpXsxiSudjExd/3RX9nQtSddNfTEa4fa3o79Tz5zeM+jlIuops++hlGdF6K3ljkjUXfzJFypxEEFv1PuNJR6skaAK9bKCEhRCCAXc6yd1fZ26I+zgd2bov+hpWOiY4wlZXdw2YKcCWfdkHFO7uGh10za6dW3ditbV+iykyCFI3RuuXHfmQiY92PeP3g+7pCCBSOBF0q/ugYQJAnIjdsAaFzfuCtSBOlTGMFXrvOC0O7IU9SLDZjyf61Iv7mIdscbVH/pwvZU4yiC1b7vRGcEro2YVjbMVWrlzRr2vcsu0ICqzNbLwM1QCmPTFIVXbJ9tG0GggAfssMzqaA5fbO0RoXzzOtUkGmRYwLHRC98Q7qhgA4M3HBVisAwMQVwan4TCT6WbNMkaifn/hrQTaP1I9BTBVrtVKFzvg9Gyhhg3u6E5twaRWTyChbtEDW7V0BqyhJROx3LihsjdFTia3SYgla1cUAxjFq8L0dEz42I0Aan6yQf6y2Vuz7N3nVTqzfdThwbr9VSp55TixbzAlOjloSfBH5IOE7AEQIqUIIGUsIWUIIWUQIuZ/HxILGla2rRv3c9/2JgYjSfjN5bdbt++NoXEzp3+2M+4IAmyWI1VoBgJbVohcwQXivgOjM6U0dqsd9DLsYCwqp/P1/ubWthJnwhzroZac/9UI/J+Md1KBdPF2BltWcxfNXAXJRWZWk4qBzTDVaELmhfXrUz+c3rRhYDYXjJ53g4gvZBLIe6Rlxf/xi4prAVMqkIgrPZlSvC6BgcjwaVCwWFdyatjo4FSXPD3IEWuOdE4N4bQaAwUzrJNVTTERQ1lNsxS3rokqJfQ8XMq6yOvNHComJec86znSxhik6w+5ZGlUKbmtULH/OSmyF/sGVjgzCtV/NwFlvjsVZbwYnEZod5YoF85wYBnhUAJ0E8JBlWfUBtAVwNyGkAYdxA0Vs3/qizfuxJ0U7YVWs3nEwamMWmxUGgIppBaN+DsqFwm1kfMSirYJmwpd3/3MEu2OrSShseXZQMgTDFjp//5lPxt+ItqtZStZ0hDDx0fjB1EsCaHPvtgXv1QDpQsSWmOfJlVg0c8Ly4LnSVShe8Iz7ihUMZhvY0q1O+1d2G4Lbz3KubUMXBONcv36X8x27iGljY2Gzp0Fk7Wt9494/Ns5mPEgUDZk71uvDnfN3iWw0mr69sVXW7YWbgxEoyWTa1WjrfCzf3OC8rnMDomf3Uxzb7ViKM+f7kYuCUXkR6xQby80da8RN+AYBGjzOn838z21yZifDgaN6t9enWvlN28AMcvH9TbEsa4tlWbPt2wcALAEQf7UScq5pG10FpLsYXqxlfaylPYUNbrEVKDqTSkveU33rZ92+86fZCR6pD4eOJxedZVsegmLz+dwgR0slVRHQWEtr3SlfPH6mI/Z7l2yRowNsJjTWuYflyxi3oiAST2z3sgwnaHf/r3NkTkcYsRolQeGFQcltcdlg+aa9wdAPe2Gwc07MrrIpf57sWzt0xUsFVtDaVO7plprAetAEeBPRgdFyen90MAST2XVfdgm1VjF6R0Ejlcrpu38Oxvo3mR5YycL58Nm10e5tQdIQA4Bvb2wd9/4gurcdPZlaAKgxIyEQ5DbtoMF1xUcISQfQHMD0OL+7jRCSSQjJ3LEjeBnTVHiiT/2on8Nycb+HcYt5NCAtKvMSOBRRbu4Yv4UqCDROUvpKL/pHTgQjSMKWYudOUHHxw83OxTEItpGpVmBRy08gusddV576e2HW7aYxYvEs3Rs4TiqHAiYG7XDm5/Hpc50i1+xERHUlVtw/6GS61FJ5ZajeiRkK2/pUJMWKkqMBON97cUn9cIz+NvdsK2KsADTLfUyrfdAEkxPBBpDDpOWR6ndPVxJVTn9/U/xgg678wBhqfJiNM2xsgDk20a07Qa90Z2FNF4bd3yml5wRJtynocAsAEUKKABgA4AHLsvbH/t6yrM8ty8qwLCujTJngayjEIzaTr38e3+GlC7IXAb0+Ri8iCHw0dlXSxwQtos6WU76axFI2TBcRlkYVncDXw3/o7xjw5N+pCZg+xzjfpFLRoBovQp//G63/Jo4VYqQ6JPEErosWCGa7FAA82bd+tr+7uk10FWusm4xubNwTjGoekcxmNFmC8B2bvnoXAKBM0cTta3OfcV7XFxP11xD7dabTdhOvapByL1MddO/P+lcPLt/mBOxiXZbCwqfXtEj5sbE25EGmbQ1nnRgEbbS5G/Zm3S6Tje17rL5nEKDV7J1iXEZjebB7HRnT4cYn45x9WP0KxRTOxBAPLgEgQkheRII/P1mWNZDHmGFg58FjgTipAkD7BAGDRBUZYWLWOr2zcWw5ZcOKqZ9Mg5AVprCtNfHITn9AV6jeSL4k7TWsy0Mq4q9BJBVhStWcxbjLfXl9Bv66qz3evzJ+pjGoNK2clu3vnoux4B65WG+9nOsZ4eNbklR0/nmH4/y4Ypv7KhRdYVtm2QW3rlDdiq+vb5XwcWmFgnWuf+Yfp2UvUXIpb+5c6Fo3kgQ9HgBNxccGOFXf17StlvCx7ZiAgludOJX0aFA+4e9HPHBW1u2WmlcosC008XQ9WVi9nAkBcBFcwLSeZ7ezKl4wb1y9HJ35fMJqAMnbsG89K1hdCwNdSIbMf+6c5A8ycIWHCxgB8BWAJZZlveN/SsGmbjlHe2b+xn34YEwweqFrxFivxsJGnudt2Kt1e9vmvalb27OVTxd/MlXEdLjxO2Mnnkr1UiVbwHuZh5J7mbCOIe1rJs6ABBXqQpQTGfV/kcVzEFql2DnWLFMEzauWOMOSlcIGFHTf7LC6UolEMmMXoKt3HBI2Jx6sYuZ3X/czXSxZWJHrHu9OwPCFege3wsrbtpHBaZfJsaAYUKTCo73qqZ5CysxZvzfrdjzxeJbXL26SdZt1DtMRNjGWLMmZiqakLrw8ZEnW7cd6pv45+3yC/sFj9pSR6PQRjLS7AzUyaJ6kPTs7ndYwUIypqg5K4UTQ4VEB1AHAtQC6EULm2v/6cBg3kNzcKTpC+9l4/U+qqXAV0xrQ76PJaPnSfwpnk5hkNs4syTJaOrFtv7t2jOvbR15bv48mi5gON1gHsD6Nk2du3JRrq4S9iF0V01oTjy51g9caO+PJs5M+pkbpxMHloJKR7pSa6x5M6D/Am3bbt1PW8p2IQIolacuL/f1yjauAdG+940Ei7TBKR0ZYWHdXVUqTOC2jiXB7XdeZqqUKZd0ePH+zwpkkJyifJ7ewgdJcKVTv0+Tu5JW7hM2JB4ePR1dGJwoSxDq66R5QoGvgu7smF48PWnUTABQr4C5w9Uem/jqYYYCHC9gky7KIZVlNLMtqZv8bymNyYUDv007qxPbr63w+PZ6i8nzQ+MwuE02VLnXLCpoJXz5jMk+pWHh2r+8IC6/bpW+FwiamEq1QvuRuPawr3crt+m5OWQewwilkpNhFaNCc21Ll5aFLkj9IIX/MMguqWBe+dbv0rdr6eUZyG2cWttVju8YBBbcOhzcw+oPjlulrHsLq8z2aQtUFW43GVtiEiUWbz5AC1Qq6yUxmqEHJmzsYUgjb97vTKLq8VfaC5ToRW42a6FTyUI+6+JxxA3t75HJR0+JKKgG7i1sklknQkY+vbpn8QQxv/7dM0EwMLMH0fQ0QwbhkhIvfA6A14ocn+2Qv4spSp1wwypbnb9yX/EEMrF2rzqKne5l2olRa9moybZi3fj9LyJx4MJRxX8uuPSo7Xh6qv8A1AFQtWSj5gwLIyAfPSv6gGHTPnrrh0V5OK6bObnvvM+e1BimIZz7e27kmbHLRAi2bWS4d27rVc5IYOjuQsq2jHWolN2Cg7dkAcMeP+p7rWWKrKrKDdUjUGVop82CPxK2jlAcYGYTTLgOZMpnh0lkuNjCuK8diErslCmdf8ZkvTy6c09DRdfpwbDCkOFKha71gJHZZ19dUzoks21wGMQ3eMAEgzqSyWNONB5JoJwSNEYvcWZCyi7HYMlMdKVsssXtKTmLg7NRF5mTzgW1dHM9FKh5skGjNTn0rmz72ITT74zR3lQ0yYQMdv9zWNqXnnN+0oqjpCMFLUPikxpsdSqoLzBvbB0tEEwDOb+buM/bFRHeVojKZsNxdFU8qGXEd+GHq2qzbQXMXTQR7ThzzUJeUnpPMyUgXqD5nqroqd3R2HNCGLNBb38grOgf7P2XkNH6/vR0aVnTXaqkrYTX9mL3eCfanek6c/kRySQEDP0wAiDONYspJD2na8rDjgBNhbZ2emm3im5c0Sf4gjfj3ng54+cLs7e0p393UOuv2oHl69q2zgoVeNFX+dqHGr4qnEthTB5EOtn7FY72DI/gpilSr1lQydZWjgcAGhRPRP4Tv7a8xwS+3bTsqePic1ETWC6bQiqkbt3ZK7OQTC3Ue1JHN+yLVSZe0DF4bQyLe92D28dX1GQJmwpfXhi/Nup1KezYApBVKrMWlG7Fr9uxghaLv/3WOqOlww8t3bLXGiaeJK5zgcevqqe1ZUmm9V00Q1uZeuParGckfFENZRmpE52BkWDABoBzK1NXOZqdOig4HbWu4K+NTAdX/ub5dNTSpnIar2yQXea5V1gmovPufni1FbDtRY5cikwDw83Q9Ky/Yk3zPhomtWFlSERBVDbUFLlXYVGzd0CFd9RSSctWX010/pwJTPu+2ukFX2tYohZ9uaZP187CFema71zKblWYBOB94oVu9skkdioIErdgMoo4Fb86q44j+swkenfhsvPtqsrJFnXOi7u6IAFDEZRszkFh/RhcubF4p5cdSk4q7fpwtajq+OXrCvbbn0Ps6CZgJX6hLr9ck2bGTep47vMBWCn0xcTX2hlSoXRdMACiHct8vTgajdJHUNqhVAqCLQR01GlT01oq3VVMBTa8Zp3u7RVwF3PaFy2Ics2lOteoCAJ4IUOVFURcOCNe0Te4Wpgus8GwyYu3FwwK7YNmsqfbKaheuiJQOjPvSy0OWJnikOrq8NS7rdpjabrYfcK5BL16QvIKVcmmAqmrKuWhjfv3ixlm39x05keCR6nEjAcCeE904lwYJXYPHOw+GU2OEBhMAoJ2LhO3VdgBomcbOiBQ3yb/00oWzbh/StNWK7r+ubZe6I/FHVzlOuGE11nhl6FI0e0Fft+kwEM5VuSHHQjdhFYqnHkwIAtPXeAvg3NxRb82LJVscpxA3eg9tAlCNRqnoIrD17HkNs27P37hXwGy8ceq0hY/GroxaOHv9bLEuYmHijRF6Ole41USLJaybJV05cNTZqLgJij/YwxGp1b3yokaZ1NuYW1d3zvU6uyMC0e+BG36cto7zTPTg9eF6nhMX2Negi1qkXiUDACUL5xMxHW7c9O3MrNtu1lNs1ZbuvH2pNykKXXWb3h0VcSgrkDf1drUeDRwn3OEL9W35BYCOtYKhCZYTMQGgHI6bTFwQoBU8FQLibCCatEJ6L1h0FnH2w+5D3kpX2axw5lp3jjkiGb5wK94csQy93puYdV9Jj5+t0Uu285qWEC5yUToPOALEXt9z0bxu63ic7dI9JKxOaKyYq458PWmNp+exgeYjGrYUedV0qM5k8b+c6O1vIxLWOKKbR4eeUZqfE7vXL5f8QQy0rV5X/bBH/pgHANh50N05+93LmwmYDT+8OgCWLqL3OvHkKaf9y2tLvY4VQOt2edNcYvW4+g9cwGs6QrjfpcnQtW1Tr4Qy+MMEgHI4VUqEa5F//69zAbi3tmxUySndZkvwdePcJhVUT4ErK7f7L33P1LC9bdMe/+1ALwzWxzKd9pmz1SB5XLZ11bO1xj4Zr58l6x4mePNoL3fthTd10LvKjvLR1S2SP4jBbXZcFW5FZ89p6G4zK5ufOOi1fTFBPyewd/9b7nuMYRpmuw8yFVtu9Zp+v70dgGhTDl1gA3bvXdHM1XM7M/pGOkIDP/d0reXqeU0Ywegwte3p3kL7wG9zs26X8FiF9epQ/VqZg+Cw6QXWxbZl1RKunus1iG5wjwkA5UBYwUG25SQVHnO5OVJF0QLuNgVP9mmQdXvmGn0qL2K5rl265+fq3MrBCnG75ZJPp3KcCR8+HhcJcrSs5u7ipys8DBleuSii5eFFzFE07MbSbZl/UN5jNyXmAHBFK0ePiq1y0I2bXQbgWjAL0tMaL8C9iNNSRi3x1/Yngo/HRWycL8+oongmfPmOsYB3SwmNHbOOM1UXbj+L17nQM1FJqm5SFDb48EfmRt7T0YLpjEGMLsxe531N/vS5kbU9+3nWhaVb9G5p9Qq7XnDTiggAXerqHTwOEyYAlAOZxZxM3TpK3dopGNlut7Sr6egM3P2zXk4IrLhsho/N5ocerGpl8YDLMlHdoQGtxwMkVi0aNwKpsnl5iFNtlardMaUYE2wOk3UpW1mzdZ++VZEX+xA/PqBhWwDFq54MAOw5rJ9YMr3GPnNegySPDBYfjV3l+blVS+lbgf2Xj/Zstn00TOdElk/He3/fRfPWpU09P/f5QfpUHlM2+7j+XKKxOP6fszZ4fq4bEw7Z/DjNexWr7tVoYcIEgARAy3opJzWLPH8yzvuFi237oJbrunDQXszf181dWW881u/SR0ST1T1wG01nGThbr4yVVwt4SuNK7oKXMvnADral6rDH4sa9I0i4rUCRySEfThrsd1JXzQsvDlHs+zVonl4CmvM27M267UZkPRYdW6Uozaq4P7/VKFM4+YMU0ahSceTLkwuFPVQ2+amG0pn8eZzv2B7NNMSe/XeR5+eym7h5G8Mp+q8brPB770bu11PUCWwxY8wRBvJp7EDao4H794lCW+p15JcZ/tuYDeLR95sRYGLLStd6FPoSxQyPjlKxLNqs14V9i10pU46DALROOkAnT/sLtNGSyv1H9cp2s0KlXmzC+zTWXw+pcgn3m9MLNdRe4Z2UCWtWePgivTRK7vppFgDgj1n+gr9fTtQrUPLon/O5jPPhWL2qIg8yFUnNqriv9nzOZUu3TDLX7vacNHr1IscK3qvQrWj8ipeu1ExT5hinBJ9uNtUHNa768wO7ri/oIdnSVtPEE+saelmG+0RGwXzO30K3dYefVt30Uk6wX7dkPMVPx4JBPCYAJIgCeZ0/7Q9T9bL45NUL+9l4vTYF2/ZHNG5qurCYzQ4/lTa88euadG83Pdur/AYi7+yit5sP4F4oGYgW+l62VY8e8dh107c3tvI13rJteryuWIoX9KfJ8YRmjhxDF0QCUrd09Ne6q1urlN/Pj65admsZ8Uy3gsIA0Km2Y7m7QLPKi5k+XA2bMK3qg+dt5jEd7vjVrnh/9ApOM9GLnzWrBvh2sj8nuQe7e2/NFMlDtrMZ4G392lVT8d3PmSrNmzv6a3vSNXjsheaMlt33PnTIRMJjL2YQhwkACWL0Q12ybm/g4AgkAr9Zfd2y3TsORqp2yhb1ZhPZo4HjDpNLoz5UvxetFlXT+EyEMz9zcLuh6CRS69fRpVA+p93hj0zvPeIiOau2v83OfM02p5Qn+9b39Xzdquwo1wZElFUWV7WpmvxBCvDTng1Et96c9+Ekv9PhxlGftvTVmGz3FxpZwbPt/W4FhWOZs36vz9mI4S6PiZb6tubbIM0Cdt/bCdk+jb2134T1XMq2WepUKXOKmUvFNH/V/b/N1Gs9NWapv+Qu5aUhS7iMw5uwflfCggkACaJSWkHQIDyvLzlv/r27o6fnta3hb6EjCrqA8prFv5rZFOTWKABEeaRnXU/P01VUbeRifk418zboE1DgmWX6cpI+mx0WrxVytPKCVxsqb85vWtHT8z6/tiXnmfCllActqjDjt9JLFEMW6KW1xAtWn8QvOrlZsmLbbp1HKc/Zoti6tiZd2NxbS3KzKml8J8KJCrZmGOty6IY8uZ1rn266Tbw4cUqfANAIxqHT63eM8qtmAaAwsnK708rqRQMTAMoVM+sVGZgAUA6DjezXq+BNROw+TVuKaGanSAFvgpFsBm/sMv2CdjzsEXUUqWUdQ7zyw7S1/ifCib/nRNxTKnDQogobJ+yM+Z8+NWl4coLJ4nsVqj67frnkD5IMuznx2tE6+F4nSaCbmQEAfOOzFRHwX50igko+hK11hAY3rmmrZ+WVVy7+ZIrvMToybXu6wJ4Ta5fztk68uWM6p9nwhQrIn1XH23qKdX2ctHInjylph07V/Sc5rFmf6BNJPPmtzubJCQ2vpzxYx2jelve4Bh7xwFm8pmNIgAkACUSnNiLKki2OdoIX4V1AL32ceLDOGm5gW29GLtbjAsjaLzes6N/1SjfhbsB/2w3gaJ3owLdT1gIA7uHgRhc2zvNYYSOSKz+f5nsML3otolnN6Ml4vRbRNg6AnygsTxpWLJb8QUnQaVNA0dnhxQtfT14LAOhQU79ghx/Wc6hsqlBcv2DfP3P9t20VL5iPw0z05hufekIiGHSPt8p+lq80E/33C1136CSH8Mw/EZe9bvXKYu1rfRXPhh+vDVvqe4y0QuE/d+iACQAJRMP4D37noClSu6x+wl6WZSFfnlxROj5+8BpE4s06zg5yurTeHDjqlM63TtezpdAvFzV371hBCevfRMfS3sx13sVp46FLld2/czf5HoMNbK3bxa+Nxw9sO1HZov6r7H6cppdJAwA82ENPoVmvlLe/9y3TvbvC8KgU1ZHCGlrcL+FgBV7GoxZjkJitiW4TW9lf32NlPwBc2TpSoTdPU40+r5SwAwq6vF8AcMTWrezV0LsVPAuP7ywPVmzn62a4n9krGPhiAkACYfcBupSZ82i9YPUkdHldB4+dxPGTp9GSk+3gLM6bQq/QahJe6CIWd5ixhi1R2Hu0X1c3HyDaftQtt53lz+2CN4uZxYUfF5QCmgRWRXJIE0Hy7xj3SR7VqH/M0kM/4QoOFVssn03QI9vNbuIaVfJe7UnbHXTi5GkLBfLmQhkfWlSsGDHvxIhf8ubWMNvng684a8/tPayHVk5Y227YVjQ/53qdbbtv6uDdydJrt4NIatgOWf2ae6+Knvb42Vm3Px3vz0CAN/ny8PmbHz2uxx4zjOj3rQgR7WuWyrqtSxSTt9Dgr5pYfG60ndbKFwuX7sqwhfq0NvGEV+DQq0Cl7rTQbCHGbgg6+9CiYttHdamUofCqTvpthh6BEhYe1ajf2G08quElst5JM+2VxZwyuGkatt58M3ktjp447cuQoEMt5/3STTD5hX6NuIyzegff7LkujF++Q/UUAADXfTVD9RSEsGyrI+3gR6JBtxbthZucSqRzm1bwPA5byXrspB4BhZ0Hj6FYgTy+ug1YjR3d2tC7ctAsBYBvOCfBDQ4mACSQL67LyLo9YJb/cnyePMVBdwUAnhu0mMs4fvkjM1LZ5FV0LOx8c4N/sVSesNpGftDt/T7NKahRkqmKmrZ6F5cxecHL3WX8cr2E1m/pyKfqapeGzjA66tGpxqsLkCh2HuTzuTmtkYUzwM9SugrTAqbDeuoIk5m+LKMKlzGf/XcRl3F44dUCPpaPxq7kMo5fpnK6lj6kWYsmr8pu3SrZWMe/Jj6qIll00bLbuOcI1/XrwNnqz4ksd3Xho4FJTVUM/DEBIIEUyJsbTStHTlpDNbN39eqAoCtf22J8JUIqHtaxlr9sde1yeuk23fTtTADAk334BCIBPdoRBwq4WL0zcjn3MXVgw24+lRy8uLKNv4DAs7ad88/T9dOU8bOs91N6rzN1y+t1Trz+a/7VCTqcE2l1Lk++1kB8dyFjqMAr+z5xhV6uUlQTxivn2xUly7fpVdnkt8X6hg7pfCaiGWyFHq/ArR9YO/o8nNq4dJF3GLN0Ow4dU39+FkXh/P7a/Wk3xxZOyWLDmXD5RhFCviaEbCeELOQxXpi4pVPkQrNgk16iarXK+Fv8PtKzLqeZ8IHa5tb16Z7y221ts27r5A5zr09HqcolnOypDq03h+zsaTmOGZDMteov7P9wEN6NZcZaPYS7eVHXthUeMFu9Ffy1X03Pul3QowU8hVZt7T+qV3sK4K8FrJUP4V6dqVVWT6ctv61p7Nl92371i+ft9nU0bIHEN4cv4zZW70Z8hGB5wK4PqvgU3q5RprDf6Qjhdp8BIFZTRodAiQiOa6CXdIRjAJtqox3SoH2Unpd5tTPrwhrGebRGaX97zMc11LILG7wqgL4F0IvTWKGieml9LoCse4pfK/du9cr6nQ5XeJ1IazCBsd2KWzlOMhfgaqX4fY50yYAAQGEfQsmx6NDbTTO4vNqkwsgFtm7TfA2cRtiMu98sfu9G3jUKRONHe6Urc67XSUT177s7qJ6CEEr6EMUHAHY/+utM9XpU2+3NziUtvbsi6gjPwHzVUvo4nPFMfF3eik9rHG9K+RAjByLV/ZQRi7b5nY4vNu5x1vV+DBpi0aE65c0R/i3FKXXLFwPg2K+r5MZvZnIbS6fu7u1MwsHvHrNhxWJ+p2NIApcAkGVZEwCEK03NCT9uHrxZydGer36FcH45WevSvxT3nq5nAnY8e4VXbD+Q/EGSqGhXbvHgQ010BgDglk7hynbzRKegOE9000/gRX7GzeOgRtVNPIOsqzQS3/VbKcPapa/Zod4ti2a7eYmshxFe+mM8uOoLfi57ZYvqpdEngl2H1FaKP/T7vKzbnerwE7b/WIP1FM828XQ7yKpDxVb3BuUAAD/f0sb3WNWZ5LDqpPXlHB06da3QDRPSNIAIIbcRQjIJIZk7dujhCJDTuOun2aqnIATqCJLOOYs2d4PaSpnJq8SI/743aoWQcb3AI5B4cYtIZnnO+r2+x+JF9/rlVE+BG2zgmIcoaOeQ6Y9R/FTZ8OYIR+tU9nV9P1WtvtFUQefEzzSy0PXbNtORaSFbrkGwf9uBY8ibm3DR52tUybleZIaoNZZNPKlm9U5+QUOdnIlEtb6/P1rtemr6Gud7UM+nBALLl5PU62zxhAbG9xxW78j81cTVAICGHAoEHu3lyHHoIrbOG11ctMOGtACQZVmfW5aVYVlWRpky4dwAJEN15Jn20/IOlKh+Xet3RSplrmlbjeu4qjWAvhNkf6j6de07wvdkfmVr/crMC/jUkwGAj69uwWEm/mE3WrXK+hfODWulDAvPAIwX7v3FCfbzbJWatFJt8ubZf8XIDC7ZojZQwrbWFS2Ql9u4qzWoAJq4YgcIIb5bAgDgoXOczQ7v64hXvr2Rr8Om6iy+KBZv3q/0+MMWijFi2bZfH61Ivzp2AHAnJ+c3nrx9aVPfY+iUoGlVvSQAoHhB/+f6koWd4LE+r5Avuzg5ZBqiMS5gEtHlQpGRXpLreIsUX9hfGBzp6Z27YS/XcVcpXjzzbNkDgItaVBI2tht4O9PopJ/Ak44+xWB5wYZ3q/oUBQWi3TxOayBIDvAXtT+u2Gp2pi2IfnGLylxbpWYqFlrn7SZUNH8eAOpNGnQQsBfFwk37uX0fmlVOy7qt+jtGaVezFNfxlmxRu56iFOKozwcA63apXU/9PWcz1/GKFsjDdTwe8Ahy1NCwRfs8200uLOTPkwt1ODnzsiYNOgh3A/xF7UUlw3M6JgAkER1EagHg5o589Um+mbyW63humbY6UqFwQ/t0LuPxrpDyS+USfHRyWJ2B7u+M5zKmF37nLEyaVtB/awEPDh/nq4/Caq+oZPwyp+qDd/B4z2E9MjuXZfCpIqMOThv3Hk7ySLHQNqIHutfmMl5tDpVfOlI4vx6buOf+5StMOvbhLlzH8wrvTX8JRiD7zZH8XLjcwlY958/DN1Ciyznx+fMbch1PtfnEqCV8xZpv7aSPbhNPzm+mR7CFFbfOx3ktxDsJ6ZYRi7bhMKcqYTbo9+cs9c6qAH8B5wkrjGyMCHjZwP8CYCqAuoSQjYSQm3mMGxboyetTTXQGePYJA/qICvu1gKfc1cWf5TpvutTl0zLJO6Pnlbf/W851PN6LA6/w1iBiNxZTVu5M8EixDF+0VdjYA2erE1pnN3Gli/AJIlIb1H/n8c02u4V+FstyEt69p5te50RetOdcveGVZdv4XkN1EVo/IFA0fCNHgVi3sAYNvHnwt7nCxk4G6zx6Kaeg+OX2OKo1ZdIKRdptvuHUsqeTvhFP2HWHSnmHeRvEVWXuPKiuG4NWLm7cw//8xSuo5Bfq9MoLHVqZwwgvF7ArLcuqYFlWXsuyKluW9RWPccMCbZv4ZYZ6S1aAXy/s0+c2AKCHnTPATzuhcWV9nNsA4JKWfBZi6ZpsCih+7Y7jofLC/vjABcLGVu1IJ4qtjG2obNhyaV7nxPvOjlTc/DRtPZfx/MKrOqFF1RLJHySRezkFpK5sU5XLOLzo0YC/ePymveoCJbTq+bubWnMfW2W7g8hM+4lT6jbdIgRyO2jSynxFq8h3vQsnE4IrGIt71TqYojiisFLmj1ni9ks/Krw+T1aYzBPJoWNOsL9yCT5dFBnV9Fp3hA09Uuch57Fe9VRPAQsEBGl49bDqRl5Go4QtQ5XJQeZk2oCDU5aOXCNg86XSGUZkVvgPBaW9J06dxv8EO8Z9pTAr/MKgxdzHpPoJ7Pc3DFThoP3Ek2s5Cf7rlsPvJGCzvEehqDA1HCimoV6KHz4bv5r7mJe0rMx9TLecFhDI6FRLjwAQrcDnFexPY1ztTirSshPdyqTqdQHAuGX8236o/IVKnS0aFO/KqbJfF14czH899WCPOtzHNDiYAJAEqpTko+Hih5kCNsYV09S/rpMCsoCs09FORerzG3aL63/WhVvO4t9Df0wDYdABd7ZXPQUu/DpjPd4dxbddj9K9Pv9KB7f8NJ1/FpC3RpIXRLv8qdKyY/VkeNlms4LkOmTxr27Dz8mSXjdUtiPe8WPEjU5HwVw/iKg+urFDOvcx3SKiskkHnS0R5yy2BeyfuWq+Y4OY7/bVHBNqZ9lVUpsVVg9SWnO8plJjjfHL1WnKfDYhEjyuw1GK4z4NWrR/5aztCQBta+jRoh1Wwrmz1Ix65dVXcLwgIDpbs4z6CqA5nJ2/YlHlDpOpWDBRBsU42h1TnYGPx6rX2WoZkrLVoyfEBdN6cXaJMDiICPaz7BPQJpIKrMsjryx+U6bdly7MVcJTV4SWz8/W4FrCMwjQurr6IKsI2IoSVYxZup37mDoksI4I1kbZd0TNOZHVfOnfm1+nwQQ7QHL1F9O5jemVcxrySxZ1rh0JbPHS/PNCo4qRa07vRhW4jdlWEy073oRVZ0sX1J+ZcxgiKlbcIKLEHFD3ukSUHbL8NG2d0PGz441hS5UcN6jkzxs5lanUlBFBUYXZUwvRFRF3dqnJbex+mjiNAOErxRa94f9GkSWriHM9G0iav3Ev9/FTYelWMe0IHezWGx2SCRWK86sWvovjecgvPM8dFYoVyLr99shlOKFgTUWduqhgMm9UVdkdEhwAWrn9oNDxs+M4U/HMSwOTZZfC9lHKla35VTblsgMKqir7AeAHe0/Bq4oVANrXdPZ1OlSyimD7gXCt7XXABIAks0OhSC3ATzshltU71ai0UwFqXhbwsSzdqsbh7EDINEQoW/eJOYnT1gleTnC6cJuANjmv9OZYtcPqbKmma72yQsZVFRT/LTNSit23Mb8MI8sn49RU2YletI9cxNcmOlW27RezJtDF4Yw3lUuobz2nUNF3HuRist0fjFmp1NL54XPqChlXlabMlxPFVvf9MkONqLAoIXRR62kv6OJeyxtRbbGqHUibCDLR2a1BMDJs6LMKzyGoKhWliCoVzK+4zPfurup7YEVQIC/fv+vZgja7qfLNZDGiv+Xt7OmMNWpEoE/bC1ueQRIAuJgRBlWd2WlYUcyFXbSQZTJE6REdOqbmddHWn8f7qDcfCBKqNqe/CNCiAoBGldS6WW7ZJ0Y/hG09V+n6CAA1y4prg1dZLV6PcyKFrmOGL9zKddxU+WbyWiXHFc201buEjKtT8JhXu69u8JRAYFEZOAaA85uKqe5+9z8xepQ5GRMAkoxqjRLeJ51qpSLuMG+OWMZ1XLfwLKcE9NEZaFI5jet4JxS6OgDixPdUi4zOt7WieAtelmfaAkRq8qSCqHZsFa0OLBWKF0j+IBfc3jlStbXnsJqM1VjbPaVkYb46B6LaQtxyqQZuSTwZvkjMplh1lR1NdvFs4QCiN4TLFVToLmR0AUVt4lRTrVRhruOl2+OJ0BhyQ23OAbtHe4mplEqViSvEWIqrNmmQkRQ6pLDKvkYZvt8vFtF6V8m4vFUVIeOOUFShG2ZMAEgSlWzHLNXlebzZbZflD56/RfFM+HJZhpiTmFse7M7XBlF1tQVtqeO9OWXL51VUylzw0WQA0a4cPGBf119zNnEd2y2iMnG/CXCPSAb7GeH9usYtjQRgBs5Wm4krkIdv6fz17dK5jueVs+vzrWJUHTym8HS70YGDRyMbLN5VkSzP/rtI2NjZIS3ZJbnygV0b8E6o9WgQCSiovobxrmzJz/kcqwu5FIvv/iyoKpJFVIViIui646za4nQHjypw6WTXUyK0qAxiMAEgSYhcBCXjoMBI94UtKgkbWyWNKqlzbmMtSxtz7qctqYHTCAC8fWlTYWOrbLPkHdhi2X9UbfuoKFSULIvSTgCAu7pGRGrX7z4s7BipwHsRf3ELPSpv2tXga2Sg8trMcu/Z4tqY9yjQT1i3K/L5FxlgW6FAfPfwcXHrKbZCRXZ1k0jBX1akViW8g/0qzx1swK6LQCMDFZUyIlyLKefZLUoq2hGpRMG3Ao0UFm4SYyqQiEkrxVSiAXrpYIYNEwCSxLmC+iJTQeSJjn45CysQahPZOsJmdg5I3ngvYxZ+RTi3FNH2FABYtUONcwUAlCvGt+2G5b/F6kpF37msmbCxX5PsDCerkEqF0Pp2QcK7AFC6SCR7/vfccFV7VrXbfQG1elSF8vO91uTSRGMio5q4CiAV7YgP/TEPQPgywjPXinNV697Aab35QbID6ZLN4jaOTauo06NiW2J4f9fZdYzsVuaBs51qKpEamKpamUVxa6fqANScl2atj5w7bupQXfqxRTJ3/V5hY/dsqLYdMcyYAJAk6pZT5070xMAFwsauXCKyKRBtsxmPTIELseqlnR7d5dvkblBF7q2aVy2RdXvFNnUBoPoV+H8fOtWOZBlVaF/QY7fTSDxRd7opFCT/Z664VgRqv60CkdUJLLJtdNmgOO/vN/s5nLthL9ex3VBQQBKlb5OIE9yP09S4FAFAMU1a7ILAjR3SlR1bZCVmwbzqWqXqPzM86/b93fm5tgHRunjUkVYWbMCplcD20a8nrRU2djJEaCxR10UV7aNv2e2juujp8eJtgQLNzauUSP4ggydMAEgSIhZ3qSKy3YFFdovKH7PkaIcclOzm8+UkMU5ZsbwosMw2GSL0ZFrYwa0HfpvLfexkiBJj1IUapfmLFqosn6fZU95aF6phs8IiWbfrkJTjUIYtFKcxd05D53P4xQSxdtGyoTo8s9apcUcEgLICqz1V8khP/pvTPLnULcmpGHktAc5mujg5FS/Id+PNvi5RjlzZIUvP8Y9M+Rp9FBGVMiqT8dSDhbcwfphhW9mPKdA3CjMmAKQAWVnaWD69poXQ8U+ektsWQPtp+zQWu5F8eYjcQAlvIeHs2LRXrgje9v1HhY7ftoZTfTN6SXgcA2jJsmzYNbsIUUh24y2b1TsjAYz7z+abEVbNZxMiLpPVBQTsWD6XHCh5b9QKKccZsmCL1Pa2rfvEnhML2YmneZKrE0Tz/PkNVU8hS9iYJ4U5tzd64RJBLns02L7zoLj2W5XIdsL9Q5J23gGFblkFBFSOsa3MquAdiIxFtbOqKNbslJt4CjsmAKSAlQqEC4HoDbIIjp+Ue9Khrimio+nLFbZKiaApZ2HpVNkseLPTvGpa1u2bv8sUeiyW3YIFVssXL5h1W+bmlD0Ub3t7IHoRpEpTpn4FsWLvIgX447Flb+Q79tA5fN0DYxmpUGdLNDLfsxcFJxeubVtN6PjZIdqK+BwNdCFKCDBU0MFVStQ6cceBSODn1xnq2hHDhOh9xFN96wsdPztOnVanLyeLfHnEbr03S07uUi7LEGsUMXvdXqHj5zRMAEgBH4xZqeS4aYIcoKjOwPyNe4WMnx10E9JBE4cJ3mRUE9P7yuoAyeT90WKz+PkFX1SzQ/TrupS5qJ6QXGVHEe0KqyrL2FLQd4yyS3K2+6S9eFaprxR0ZH7DhswX19oGAC0Ef76zY57gtUAFJigu+vzLwgaqw9Y+SqlXXmyLzFsjxemFJKKUQIfOMCKiFTAVZLb5yDyWzCTXakWVMr0Et/X/YoLHXDEBIAXQvvywUKtM5EKxUrKrFM3UimhPAYC2NcQJ66XC9e3TAzVuMqhIInVJ4o0qnQHRbi2F8znVNzskBhR2S3T/GDxP7EZYNuWKRT7jv85Uo58gqpKgTjn5mwI2I3xR80rSjy+D9oLE40W0UKQCPRPLuIZ+MVFeO+LiLfItlmXAbk5FfWa611dbtTXl8W5CxhXdzqOKznXEWcsnYspKeVpKhyXqe4pOcuVm9kE/TpXrIEgRLdi8YFO4WplVYwJAEqlcIpK1mipRLE5GOeW5dgUQdQQLC51qq7kAUtiWJp5UKVEw+YMEQHv/O9YKl1MW/Y6Jaq1j45sDJfX9A8CaHU4WSbRV9sy18kRqT0roj3/1osYAHGFy2eQWFBR/vI/8toCLPpmSdfs+CZpNKroR/6+H2JY9ALjo48nCj0GhDjtVJKwJDkt0IF0k0CpdJet2HRZ+jPOaVhB+jFg27HZeV15BAtsinKrcUClNzHpOVULtlu/Ft++fZQe3DkhMxovWpRx8b8es22OXbRd6LBZWbyhs7mZhxwSAJHJ311rSj1n/6eHJH+QTasv72J/zhR+LIqOc8vymFYUfI5bTTMBOVEAtjwKbdBYV3wMZPCdImJRdiK2R6L4kU+flrzly3KsAYOMe8f3x6aUiIswHj8l1RhRNHQUOKvMYa/byxcU4SuVhAmb7j8h/zxpUFKdF1cEOuM9ev1fYMWJZuvUAAKCCoM0pi0zNkG8nr5V2LJnIcHDtUld+WyorVi+qUrxfM6cqUYVLkQytnn0Kzokiub5dRBttj8Qq56MnTkcdmzesnqFMGSV27SYqaDjono7JH2RwjQkASaRZlTTpx5RhAU+rA45IsqUEgBG2ZalICuZzSqH3CBb6pczZsEfKcSiz1sk9HgBUUlSBJJqmldOEH0OWzXcsFQRtvIsIEJdORpe3xgk/RmlbH0RmObsMEX4226xCuFuUzte1zKKcrRqQRaF84r4HkyV+BmO5uEW4WvbC2gL2oQRdyqIKzvUnJeyE2WuYLCdc9lxfUoK20cDZ8iqPKY/0FFdZVcL+m62XeK5/fOACAEDZYmLWUoCcz0IsT/+9UPgxShc1+l0iMAEgidQoI9aaVxV588gvFX3iLwknHUarpvmL/wk/HiA/ILNy+wGpxwPEbnZUIirDqAN3dK4pZFxRVVOqoZsdWVa9AJApsY0OkFNJFYuoDOPTfRtk3S4dMnFf6papAh1crUSQLtBKetj9nYSNnR1b90fcAxtXEucQquL6KNsOe+lWOQHC2euddWLr6uK/30MXyNfou6aNOAdDWvH59D/i9xGxiDJ3AYAfbm4tbOzsOCYh8cSK/hv4YQJAElG5GLpBoPAv++W8+duZwo7DEjYhbcqn4+UJWgLAYwMWSD2ewRsqMjssojRlqgncSCXj2fMaJH+QR1ToJzz+l9zvsorqQVGwm1NZLp2nJdXpq8yeimrZA8RbDifi3Cbi2sOrlJR/TqQGDZ1qh8tR9YCE1jaWkYvEt03vOHAMV3w+LetnGdeamWvln+uLC9STaVQxEuiUVcTK6g6KdOEtIcjpWSe27juqegqhwQSAFLHvsNwLk6gMfiyjl8oRH6OtbSp0ekSyW1KrmWzWSdSukYms3vgHJYjEsshq72mlsDpB5EIMAPo1q4gqJeVlrqiQ633d5GhsfTd1rZTjyGbbfjkLzMGSsuoF84az4lJlQu3iluKCT2xLkew2y/ObhWs9tXK7XGfazyaIT+DdKkEkmZInpFXNNOAva/3GVhrlzS3ub1pRguaaav6eq0YGIYxwCQARQnoRQpYRQlYSQvrzGDPsbN4nt3y+WMFwLgIfOkfuxlgWNQW3C4pyGMuODbvlfN7fvKSJlONQZPQ/A0BByXbOsQtn0S5gAHBUooYYIF6TrXSR/Nh1UH5AV4bwLgDMkSgqLJMZa+S00j0xUE7F1v9JvkbKais+p6E6W3FZ52NamSOLskXFVWyxHBJsiU1ZtSN8iacdB45JO9YrFzaWdixAja6cDAbPc4L9sqqDZSeTKwqs9mT5PXODlOPkBHwHgAghuQF8BKA3gAYAriSEiKutDwn/zN0s9Xhh1V1hhZrDxOWtqggdv0NNuaXeD/w2V8pxLs0Q+3eL5d95cr7HbKWbDKeRHu9OyLr9YPc6qFOuiPBjHjshV69BNCUL58Ph46ekB7Z6NSwv9XiyuFRg1UUsMjYiByVtgkXZRGfHkPniDRqA/2/vvKOkqNI2/lxyGhzCkMOQg2SGDCKCgiiiYIA1rGtO6/q5rjnnrOuaVldds66KooAkBQGVnJEMQ4Yh50x9f3RV9+2ejlU3Vc37O2cOTU911e2p7qp73/A8QK8mOeHHm/bITzBs5o4hs7WNR7XtvOxW40fttlvVgfGJd/ZWejyZqAySdFKgL8SjQk8mFhV/z+On1L+vHxer1W06R9G8Y00Ag7q6EFEB1BnAKsuy1liWdQzAFwAGC9hvoHl3qlqtF9lUraCn91RVxko1ZzWXm928SpIVZSJ2HAhlrXo2DpbGgCpKce5HexS3j/6tXxMlWavvF8oPpjmfQxWs3RGaqExZsV3ZMYGIw4ksVNgOO/D21E0kByGb14hY3O9UmD196qJWyo6lglcmrlB+zPenrZV+jM0KgkyxvDh+ufJjyqR+1VBls4qAHY8s90AHlW6WfLhCdnC3QVW1xjWqEmpARANQxbX+iIbk1sh58v+WvB6PLJ1IQh4iroq1AfA1WRvt56JgjN3AGJvNGJu9fbvaCbFJZNvCZicVCECqsi4HgE+u66LsWEWBrDJyJxTlNFiyAsAtZ6rRogLUOoCodF/4dPo6ZcdSiYp2uncVaDQ4OJNnFVo5KquMujasouxYvFByz8Y5Sbb0zut/ah9+rLITYXC7YFmlOwzvrK4a8z0FAaBpq3ZIP0YsKto4nPuk7JZYADitbGj+O/zd6Sm2FIvsxekTF6pzs9zCLbofH6zuuCoqZe7+eqH0YzjUtKv4VGm+qWafAgH0nznN14vay72Pnd1SX8tvUBERAIp3ZS10pbAs6x3LsvIsy8rLyZE7kTMZmTabsUxeoUaQGYi2TJeNqtJ51SzeFOn3r15RbmUTn7FSqaqfp0D01wkyqeyBblmzorJjrdt1SNmxgsahY+oCJW3rZAMAfl21U/qxVAY7+UoZ2fBrDtnH5avcVLZZlFfQxnxHvyYAgMMKP/+n11I311HBqxNXKjvWea1rKjuWI4SrwlAjt4raihIH2fNT3hVOlbAwEEkoq2DjbnVVW61qy59PVS4f+kyonCdWUejmumyrfC2258YuCz9uJXltq1oHsyggIgC0EQCf6qkDQK3AjY+48Qx1FRBfzd6o7FgqM6Yqyr3jIXuRpcvecMZa+QtUh1KSS7EBoI298FYpllhFYQBUtX5YkPjYrp5SUa7cWaF+wrZ96j7rJYrz7YhyJ8/j/4joyRSTfM74vZ9UeENT0V552K4Q27hbXfB4cMAcpVTSoqa6IOtrP4UCW7+tlj8PKME5IMm+P+fviGiFyJ53lOSuiSqDx3Url1N2rI8VVh7fflYT6ceoYstWqGwLv+fc5sqOpQKVwc4SEt3TiioiroqzADRhjDVgjJUCMAzA9wL2G0gaSnZ34lFxQ3dQ6TL28gT1GgMA8KvkEvDnxy1LvZEEpq1UX9ouk5ys0I19u8Ibe1BRodmkQwPljr7yJ5jOoiMnS35wkA+UqOTbeXItWVU6jfGBGNnJE9VuN3sOhibqT41ZquyYWWXkVyf0a6G+LaBv82rSjzGsc73wY9mfFafy+PBx+ZXVWVzlsWwzA11uQcsVVF44qNTAfEdh+3RfBd9r5748dYW6+W97BW2Wr1zWVvoxdJBXP5JQUxm0CzKeA0CWZZ0AcBuAcQCWAvifZVlLvO43qNTiRNv2KhZzlUnpEsEvz9t/RO4EacW2A6k3ksBXc+QudlT3WDvl3jskZxhVi4KqcOICovVkrugqXyxcZVusg4pWRCDUViFbgBQAZimyLo/lx8VyA09fzFK3iOPzi1NXytUp3Ky42vOUHUSYvDxY+ouX5KlzhnPo1UR+ULw859oqWy9ynz2vuVSBgyYfZC0mufLtzcmrpe4/ESqFjIOKigpdJxg5QnISgxc8b1JdfmWfUwEfNM7iAu/rdpIMggiEzEwtyxpjWVZTy7IaWZb1lIh9FgVWFKjJFDRUpOR/XptQ37qq7OaZzdRqSf3183lKjycbR5BRNusVa9Y4AaDHR/0h9ThbFC/iruqWq+Q4b05aFX5cK1t+hpGfsMgMivPXpS6K2rPqVCqLLXuPRIkZy2CSvbC/XUFlE89MTYEn2Szi9NhkME1ygCkWFdU4AHBMsY1zJ0WBXJ6zFdgdlykZmZqPXiTXznlVQSjxpDoQr6DzEQBQUbKhRiyfzliv9HiyqaRIZ0h1VaSK1ltArRkPAFTjKo5V6RtdqKDdtxgXrXh5QrDcEXUhPzVJJOTFcWo+xG9f2VHJcUYvDE1U5m/Yo+R4d57dVPoxGldTU3XBo6qs/fpeDZQcR7VrVXk7syO7YutVxXbHTRVkj4Do6gTV2SSZPeUHOQFc2XoyDtWySuPkKUuZrXhuFXWaEEGD19OQbdv7/rR8AOrME8qXVlOhy7vCqKAyJ6oqO8jqoGJBzC9On1bUtldBcaBElUbfG5d3UHKcoPLCxWpaio4pNDJwqCHZbAUAvpNcYRQLH+zfsldNlXo1BX/H7LKRa70KY42iAAWANDJDUfZUtqV4LKoueCqCMxPv7C39GLEM7aDGFli2ar/Dd7Zo8XBO1yAITLW1k0oqEqfjM7Qy3Xx+0FjC/vH0fGn7lt1KEQ8n0PTBr2qE62ueVjb1RgJQYRnNc11P+cFqFW0HDsu3hap/L+ukpoXpym6RVs4CiS25kxQHgHhktnIs4JJa5UqpnU+pEnhXqScDyA2yHuScYisrcl46S4E2lA5a11EzT1SpneTgXBcPSnQW1jDtCLNoo7xKVr5i66pu8qUCSpUopqT9tihBAaCAwmfDVF2AnrgwJOaqquVH1URMpXA3ALRVtLjq2rCKkuM4OPbsKhhkW9qqKCu++czG0o8BRJfMHzwmb8JyVHEbB8+7U+UFSlS3pwBAD1tEW9U1uFsjNd/pRwa1VHIcB1Xtqk9f1FrJcRxUaGwB0Ra6uyQ6t32pSXgXAO76aoG0fR+QuEDUieq2G56ZEt1H+fbsKuXVVNld1km+hpIOqnPVHTITT19L1qKMh9PiLrNSRqdg8Ye/y6u+33Egch+pna0m8dS7qVrZj6BDASANXKlg0sdfdHIUlZkPbBXqjZ8kUWiSF6hVxTuKWugcaim6mJbhFgWyLe4Bde0OPCpsKs+3ta9kwweA3p+mpqIkSDgl5nUrq/l+AUA9u61o5TZ52U2Zk/JE1K4k/28o2yUoHgNby9d34VF1TeRbik6clL/ov6SjenFmmTg6OSq5sXdD6cdYpqHqwmG/1KqLyGe8xmlqKpv4SnsVgbWqFdRUNvEsl3gfcyqPVSVAgUhwq0BiO6JOUfClW/ZJ2/eIuZGAnSo9pbNbqnd9DDIUANLANQrK2XnhwFIKXGgANUKTPy6WK4gYj9wqkQogWTd2FQGYZKiwTC1bSp1TnHOjkHljd6ipaILJO+3pcjiRRRMF7ZxOa2rzGhWlH8uhZPHQtbeMxM/+YQ1BcRXtIjPWRFqkiytqs8wuF1lUqVj0O58PlazfdUh6RYsOcWaZPPOjGh0enqoKKld0Vif8+xd5tuI62n27cRXVWxU4n6quVgSAURKDGbttA4gbeskPfDo4LdObdsvXyhmsQCjZoVNuJenHeObHZdKPEYts58CiBgWANKCinN25oLWvly39WA4qAk0qLtSxlOAm6bLEx3Tb8z7w7WKtxxeN44Sgoq9clcOOalS5fwDAPQOaSz/GC7bo/gnFwda2dbOxR2bbjUKr9HjICpQs3Lgn/LiEQn0eh90Sz5lObvl0Lq5+f6bUY/RX4JTl0FeB9oqjV6NSZJ1fMMpKPL00PmRkoFJbQ0UFvGwDiHjwVRBHJekb8a5OOqohRi2Un4Dt0VidNEGOPU/8x9cLpR9LpWvxXec0U3YslfDmHTpa+oMGBYA0wIvS7Tsip0XlP3aLSK/GwRLNenG8WuelWEbOlyM0qcoRrqjgBFn/I6lVSqd2girOUNhv3aG+/IyVw6191Gg2OeRUKI2dB+QFE/75k95r4tx1u6Xs950pkQoBHUKa/5kqp0JBdQAyHrMlnTMHVa5jAHDfwBbKjjWwtZp2XyDaWUdWRYtTAdRWodujoxUpEx0VWzz/niLn2rGPa2lX1XbDI6uyib/W8lWYsimvsCq9h8K1mKq2R9XweaDZ+WpMlIIMBYA0s0JyhUJvhVFnHtktTaU0lM4DwFeShOpk9lbrRJU1byzNa4Qs0ztIqoDTqZ2gimsVtKo6qHJqAdTo1/AwJvfzItuyPBVvT5HTjriPy+Kf0hBwHbdkm5T9Tl21Q8p+k1GupLqFDhBdNSsblVU5f+qix8ly+ho5i52NdkW16vd185mNULI4k5ZImc+5tung85nrpez3jUmrpOw3FQMkV/Q9OVpPwE5lEE2ly15Zxdd7VfAtYK/+tFLjSIIBBYA089rPci/op9dSY+EYy7SVcie5954rv2WkKCC79WYB18ahEsYYssuVlDYR/GOzPHG9ZLRVZMkK6Lt2bNwt10VQlVW6w4Q/QoGErXvl6kKUKanndr5m+0Hpx1AZ/zm9llyNqA22S2Yjhe6SxYox3Hl2U6nH0KG7AkQHm2RXZpbRtLBatEmenTMAVFTksucwZ91uHD9pYekWOYFx52Ogwp6ap6RkrTJZCchUqNAt1UUbhXMqVfDVgzLbzwHgNoUV1Xy8buZaOUHxNyevwjmv/CJl36ZBASDNyCqfd1A9YXn1snYAgNKSFyNDOwTLZcThgrbqhOIA4OruuVL3/8OCUM/4ZXnqLVL3HDqOeev3SNn3+7/qceH66qbuUvfPZxiLa9BdASJizUHBWegv2yo3aPjooNOl7j8WlQGMFjWzlB2rjeR2GCcgeH4btdf6EpIXp59JqnrIhI2SNQLLKWwZ4ZHVeu5QoXSJ1BsJxNGXW1kgt5JWtTV7UG2qVV5/VVPa1i6V0bWwX5LERyaslpygUSlurUIE+vmxy7Fim3rXRx1QAEgzMtw4dLXdAECr2qFoesE+ue4SJUuoXZx2b6RGmK5pdfluSDyyM1YTlm4FAFQsq3aCySPDTtrJOucp1K4BooXWeUFIUTiLU518N1+fbaoMnr+4LQDg6g9mST2OSs0mAHhmSBslx7mpdyOc1Vyd4OkleWqSC869UhV9Jf8NH/pOv5GADDdLfmFYrpSe+1jQWo7/1jdUjTZ9jRxTDQfVrTBXdstVcpzSipx9HXijC53rCxnUqxxKZOTvEB8o0SFGHst708TrUfHXxMYKHFwdVLqAFQWdTwoAaeLcVvJ6ao9IWPCmiyM+tk2yDWaJYmo/uu/9uZOS4wzrrLYXX3b5/JD2ocXUbWc1Eb7vlMfuUBtAqBJINOt2hiYLAyR+j1NxRIL9t27tBECOq5SMv1W6NFEU1FWpowQAzWrIywrz7UQ39VZnCwwA9SvL1ZSZardHd22o1iq9ocKKLV38S0JL/W+r5QYpkqEq8aQaZ9HoVAiLhJ/HNMxRm1CT3T7q0KCqvu/yul3yWrRb1lTz9+OpXjHkBPbHFvEVui9P0GvQAMhplTrIFS6o1FFSWZSuQ2RdNRQA0sSlEktTd+wPVQZc0lF9m5RTSvzf3/KF73v19sjCUIXlPE9ZRaXfVSuUVnKceMhY/Dsud6cp1hgAgH4tQhlvGXbOTlBJpd1xLO9LcjgLIk4mro8GUfyKdvZUxuJg72F9JeYyv9MHj0UmmCpdYYDoQNqWvfJailRXk5TUZJzgd8Yt2art2DLbBHUGxZ35m4wKeNktL8ng528yNbGu66U2KM4zeXmBtH3f1V+uTlk8WthBp/d/zRe+7681aTbx7JDgQNru8QnC95kOp5Utib7Nq0nbf1Go+uGhGYEmTpcY6f5tdSjDKFs4MBlbJAie/q4xE8ezQHCgZPMeuboF6fL9AvGtNx9IuKmmS7atM7BLogW36lJsHlkW97p47AJ5GjaLNu0BADTXkGF0WCJBOPwot4jTmbASbW1+VKOzGZ/5W10gbzGpQ2PrxjPkLxyfGKxWiwoAruwqT+z3sxn6tI36tZC32BE9j3GDDDfXMYvEVxW5QfS8jg+W9VRoKR7LpxK/DxXLqE8UdmkQqsSU7cismusCKNzNGMM/h7cP///QMbEB5IPH9AXFdUABIE2cVi5yoVslWAhvl13xcN/AFkL3qxsZrSFumLpyu9D9mdB2A+gN1sighu2EsF5iyTLvthAkymsQOz1LYmbn1Ykhy1AZ7YDp0LxGlhQB2d85DQ0GfRGgxYKDWx/9ni90f275QJPYuywuVlAVfJEGgwYV70sHOVmRipJjJ8QGRR2HTtVOWQ69m+agpYSqyCkrxM7P3CJao2/9zsg8xpFa0IGMebgTc29XN1v4vlPhOOAdllgRp+N9Xd0jV/kxVcDnTUQXBYxbHKr2rFpBbdWxLigApInSJSKLge37xd4oPp0eitCX0VidAIgvp5PRVuaGF8eL7es1JWMVNGplh+y+7x2xSPNIxKJCy+PNKzpKP0YsdTntlYL9YisIF24MVUOqEviNpWFOeRySkF362xfzw491VgCJbkeUZfGaKT8tE9vuoLvEvFqW/IWjjuCxCivna3qoz6jz1Wiis92Hj4UCShe2ry10v2kf//hJKcmv2ZKdddNFtFPo+D/0tSICQEeJhhfOZbGEhjbVMiWLo4TkasybejeSuv94qJbJUAVfOSu6y2WP3VL/0Pkthe7XVIL5CfEZoiuALmwf6hvv3ECtyKSDI1C30pCKHdMZtVBvAKhVbX1tMTIpYzuA1BKcLdPdsnd3/+bSj9E5V8+1w2GDpKqtBlX0iGeOWRSavMvUlNEpWSi6fXSGIQEg0UzWXJ3AVx6LhA9s6RDPVHHMSzvprTJ6esxSoftz1lGqhItjcYK8ooP9pjBSsJulU8Wqi/sD1lHA06JmRaktuX0ltnImIofTo9KdeBAJXzwh+jvx7I+ha6yMZJ2JUADIAJ4es0zo/vYfOYHsciW1qZjXqRSqvJC1iLtRsSuMwy1nqo/iq+CGM+S8L8dWU2cw4cxmOagiWFj7nSnibTUz4UxJQsabuMCWKtHzRPzzJ/FuPgBQSbFTViyfTF8nbd9FwbVCFcM7yzFpOHQ0NLHUYdAgExkOOm6RZVOt2mUvlv/NFisou/3AUZQvVTxqQaUSRzB5Tr6cip1eTfTo5Ki0xVaJrLaYgxKEwDOle+MqsCxLqHA3r4unQ4Cfnw8s2ChHD1ZXpYys++egtqHiCZku3SZBASADEN17+tHv67RpXQBA14Yh69IXxi2Xsn9dAniiAwmxDFdsAe/Q//Tq4cciMwXb9oUye1d116MxAIQm7aIFyXW3IjqVTQBQsE/cezNFZB0Q+75MoIm9KHhj0mrNIxHL1d1zpe6/aXU9i6lzJLn7fb9gEwCgp6bFqSym2db2JvCLpCorFe1zKvl23iatoqcjbu4OQJ7w6p80zafuHyi/QlcH9bnqWZHubSYEgGpnl8UpC9i+/6iwfe6S4D7rFlluofzaQSWyEnkj5obuz+VLq3Xo1AUFgDRyeRc9NyjZONbYyySp6utqbRvcTp4lKwBc3FFPLz6fATwm0M1nm30zbVY9S9g+M2V2/m7sOHBUq+WtTPYLnDz9b9YGYfvyishrhwktBt/e2gMA0M0OjstAR/3PtZKdRv56VhOp+09Eh3py9C4a5YQCWu3rytPTSIXjjrjjgLjFzjM/iq1i9sKsfHHtg/uP6EukOZQsLuebXbVCaS1OdA6n2eK7eyQtlJtomnd0byQ3uNuhXrbU/afDcoH358Wb9bkVO5Sx58CbBLb3b9pthrsvALw6UZxu6bglES2qOpXKJdlSHrL0bR2xbh0VWzooGu/SUKpIiGKa0OvptICJhH9fJYrp+dhWlVwB1FRjoMRh1AJxekSTbAFVnU5ZjsClyAmLSXz8u7iWIpHBP7fICBZ+M2eT8H1mSgU7oyRycRqLjg4wGW40R09EgrUy7iXpwC+Mlwpsb3KcgapVlHsvSYZTHey06AaNNyeLq7IzoSryyQtbSdnv2h0H0UOjnXhWmRJgDNgtKQBUO1vPtYOv0JWBrqA4z/NjxQV8HX08nTSyK3T3CQz4itbscoPjhDtv/R5h+1y4Udy+3FKGkyg4IXDeWrZkcXTK1ZecUQ0FgDRyhQT7zbUGTOpKS4jO7uZa2nRmrRwOSyhbLldKf9nh379aIGxfZUqGPgcVy+h7X10bhqrFtglqKfpDsN21VzbuFqezJcORJVMeG3y68H0+J3Cy6pUTAjUGYj/TOjSA+EyZKP0Evly9vaRKnFSU4xZxWwW2kG60s8KyF4nJeHZIawDAUcG24oA+fT4AuL2v+IWxjL9RpvSX0I7oJNQOaKxwKlaMgQGY8Mc2KfvXrWMHiK2yc6itKSjOI7Kl6Os5YrWt3ODoe30+Y72wfc6SpG2VCTLEp48ZcE0sw3UtHBE4nt/X7DRifakKTyt1xtgljLEljLFTjLE8UYMqKpSXsOA3wT1FxkLku3n6s/g8380XMx6+siloF55jJyxUrVBKqzhtrt23Pn2NmO+FCS0BAFAtK1RBMHGpWJtqQLxrWiZUKidPaLWtXd4bFBZKEnZ0y7z1Yia8IoU43VKMuxaL1PwqXoyhrQLL8mQ4ds75O8Uni9rWyRa+z3SpKeG69fw4/cHjbO6aKKpCYd+RUOtwF4ktqelwygJWbBPnFrtim1mVvqL0bVZxjrpNDBCZliHv8NVN3YTvM12y7XbE8RKCkbIt5pNRQULy9d2pa4XvM1POb1sz/PgbQQFEZ94haq3gB7yWaiwGMATAFAFjKXLwQlOiyuqcS82/r+woZH9uaW/3KYty5DChOoHHKeX3yg+aLeDjISrIMX7JVuw4oFcIr4rtXPH+r2JuWqY4Lb16WTtp+3ba5nTQrIa8NsjrJOvVpIuokuWXxkdE9v81vL2QfXrhp2VigpHvTtE/weQRKSq8quAAKpaVY8WeLo6ZwQPfLha+bx12xw5lJVRVbdgVqtjSJXYayyxBCb6P7KDmWwLb5bywW9B8aswis+ZTPy4W09502b9/Dz/WOQfpI8GB1AlId9LoFnuaxGty3cp6dHIA4EZJDr+64QX5H/l+iZB9LrDX4DLuI6biKQBkWdZSy7LkWD0VMWYLKhd0nLdk6AtlgtNzKkoJ//sFm4Xsxys39Q5dUN8WNHG6/fN5QvbjlYY5EYeHnwUs5CzLEipQ7BbRFreGxH9QQqJI3VBDLKpFl8+f0VT85NUN8wQFs/ksrGNfqhNRelSigrWmcfzkKWzacxhTNTtmZUlsydVlKR46trxrYu1sfYs4HhHtrNv2HcFLE8SJwnrhsry6AIBpq8R8J76Zq7+dCIgIrT8rSBz9lAHangBw9wDxDmdz1ulvlSomsUrnvnP1ucJV1rwO9BPP2d/VRtXKp9gyOCjTAGKM3cAYm80Ym719uxybTj/z+Kg/hOxnp51JaV6zopD9ueUCe0FiWkbGKzVs8U4Tghsi+eTaLuHHIiYbIm1CTcKQ+E+4wk4GMlpT3SAqyOogM8uXDk7w+LdV+oVlZRC07/xZzcVWs8jQA3FDccFRbBOMJwCgZ5OIoLFIYVAAuKZnrtD9uUVEu5RJOnZOUF5Uq5RTsaWbzoKrWXgNTJ0UMyUD5iO6NtLbZukg+nv/97ObCt2fbpzP9rND2mgeiTpSBoAYYxMZY4vj/AzO5ECWZb1jWVaeZVl5OTlmZGKDjM6+UyBimX70uNiJ2P/103vR4dv2gkQtzjHj8DHv52zbvtBi504DbhKOELQIDkoQ/3aDaJtKfnIgw9nJDf+ZJqYSxJSSXqeNRLTrje4s33NDW2s9viy6C564T14eSnw1qKo3wyg6222CUxYAZJWJBHjX7xInjg+Ycw0RTUPNn0XHDe/ViSuF7le3k8/1Z+gTQ5cJrz906Jj3oJ2o1j+RiKhI4mUUKpbRm3hyWLxJrGZg5wb6WvZkUNKuIJUpQ2AaKVcRlmX1syyrVZyfkSoGGHQaSxJ00y0onGdnQERr95xeS29lU2lJE8E/S3CEcwtvw+yWAtuhKM8AS8UOtpOQiEz1IyMjuhnPX2xGpkCEnbMsK14TOHzcjKCds/BfJ1h89/peehcbfVvI0UfRHTwe3rme0P2ttKs37u7fTOh+vSDimjhXkPi3SES3AukOsvYW2L7Ki6zn2GYCunBEw0sJbt87s5k+LSogYr8tmrz6eudTfPB46RbvFSU7DQwADX93uud97DGkYovn7m8Wet4HH9jSLSDPI8I4Ysf+UNJadHLVZIrOOzWUga1rpt7IBbo/xFl2pcxoAS1g/CS1twQRukyoyk0ERbrVXNU9V9i+vCKiHLvAvphWlzQRygTH7UaEtlH+zkhm+VJbv0A370xd43kf7wrYB5EcpwVt0nLvLdAF+yPW5E61pS5kVUe0qq032M+/LxGi/z8vCznMNMgxR2NAhOvNi+PN0JPheWOS9/ZR/v6uW/z/HwKDhv+atCr8WHdHjxP4EV2xpfveLEv4N1uiS2amiNB8+2rOBgDAeZLWQZnguISKsDk3RYsKAFoIlAMxwaEzHmMFiK3/ISCg6Te82sBfxBjbCKAbgNGMsXFihlV0EOkusdMQjQFAbJn5Ma6fX3drW/fGEZ2B7fvF/b0du3ITEDGhf9iulDEhALRmeygAJMqlCADaaLZy5vlsxnrP+5gsICghiiEdxLmQmTRhEbmI5DOMfPumDvi2WK9/772HI++rUY5eu2P+HjZ+ifcJphM8blbdnBLz9TvFLrx1I1Lna+pKc66JrWpH7jde9Y0WGOaoKoojXKVnBYNa9UUEFBwGtq4hbF9e+W6+d2OWSnZA609dxFZbuuG2Po2F7WuUQe6+Ip3bZgpyIRRNvuCq6qKCVxewby3LqmNZVmnLsqpbltVf1MCKCvxk0OuNwtFducGw/mOvVvArtkaED3Vn4ni+nLVB2L50t+yJxlmUmjARe/uKjgCAvQLLcp22Mp1UrWBONlAkd50TyXZ7DSjMyjdzwuL1fS3cKLafXxTT13jTg+E1IeobFBS/d8Qiz/uoZDsDmXQPe2rMUmH7usyAisj3r+4Ufux1PvWeIA0y0ZjYNiMCryLyfGCrbClzNJtu/mSOsH2ZMO8QiZPQbW1AQq2LQK3IVQXexdpFIbKVeayARIgMNu72Jv7udY3qV6gFTDO8nfOk5d4qFJy2AJFVRSLYd8Tbwtvr30UWr0z0VikjsoLINOpUKmdMprt+lVA59uhFW/D5TPfVMiu27U+9kUIeOr+l8H2aUIrNV7R4FWR8anRogVunkt4qmVgWeRRkHDl/k6CRiMWr5tvH08VYyZtIbtXy6MU5VQWNoR3r6B4COnIaKSdOeQsATV0pxppcNF4dY01NNv201Fs74pa9R1JvpAGvlcd84qpmtv6K6kvzxH3Pn7Tvz1kGJApliDWXMyAQKbJCeMRcc+YdvLmLl3k9AGzYHaxK2HShAJBB3Ocxy7j/SCiDYorq/O1nhUoqt+7zdmP+4FczM3FeMS2aPqS9mNYby7Iwcek2rNlhRhaEz7jfN2JRlJBdJjjBBABGLOQGtxNzvvjS+SsNEiMHgPemedMmcgItpQWLjHrlGY+VF6YuTl8Yt9zT67+eY452gmjmrd+DU4ZYpsugna2hYQqi2j9vNKyierTH9pJShomcOgu58Uu8BYDu+HK+gNGYxxSuFbF0Cf0BBRkdBiZVRYqko2bRbiA64Mu3WPudj6/tImxfm+wKolv7NBK2Tz9g1p2giONVaHKELTxmilX5Pjsg9ef3Z3raz27DFPVF9Su/9pNY61OvPHFhq/DjIx6ck47apffHT5q52HE7Kt7uWJbzkQ4e5pzNnGopUxDV6uS1vUAUjuvjDEN76d1yuaBromkT1Gt7NhCyHycY8esqMyzTr+wqJtB73CB9vlhE6VXodgATTY3TIlUkZQywt79/YAsAQJWAtjR75X4B7aciqcbpOnoNsjIGlCxu1nUDAFYViKn2vqm3WQGFr2aLka0wwQJepNGRUz3YraH+xK5KKAAUIBx3mfKlzAgANbTdThxtIq+YcqM4Q1D1h2ktYHzgcIMHVw6n5c/UaLrbJPwxj+KbMvEiDDqSE3OUZV/rFlFl/f+7sZuQ/XhFVEDBwYQMIxBxUAkaXQRNdBds3ANAv7OZwyODIu2jXhZxBdw9TKTxgwhEBduGCdTQ8EIVQYGotTtCgqk39W6EFy5uK2SfXnB0Aj8S4CplEqufHihkP/sNSV448B0GznXNLTkVSmNIe/2to7E8Odp9hS6vYyfSgUsEXt4Xz/W9zKqK9MqD34WSoOt2FS0xaQoAGUCt08QuusqV1p/VAYBzWop1LHh40OlC9+eWPs2rCd2fCULJsbzBWcVmSoEd8KsnyQqVKMzSLe4zVkc5sdSglmKbIig8ULDG0t/Pbip0f24RrR11TkszKuzO5sbhJcj64W/5AIA+zcTeO9xSonixsAX3qIXu3Xw+NVizac9h9xXVFpclqFjGjPvzJZzItgjR0nsGNENOVmnP+/GK6Gvzo4PEa+O5wVStJZH84sE9dM+hYyjYfxS/ezQOkIEXV1ReBy9I1YO8y3SWIddEHi8and0bVQEADO1gXjBSJhQAMoBrBGeFRZbGeaGGgMAWP+luXsMMUWG+D1uExefH13b2vA/ReLH4dHrWa55mjvBuniGVErJ4d6o3rRzTeP/qPN1DkIJIm2oAaGWAewoQ3UpyUEDG2hQtKj4g+l87iOOGRXYr4xlNxVnyesW5d/3moVLmzcmrRQ1HOF4ES/n2ZVOC4n/pkRt+fMhDi7aDKe9LdKBkQCv9RgYyME3HDgD+6UHGYMOukO6K0xZtAg8LMNb46Pd87wMRjIhWNP6a2LVhFc/7E805r0xx/dpKdqDOhJZYlZh3RSmC8DZ9lsv+FNNt7Ny+r8PcRKdTrv6+01hEaFaYVibqFSfb3bq2GYtTALguYCWrDo7LxPcL3AfsTKRBVXMmhabBl5ibIvjPL+K8WsEDZl7rvZTPr7HbbjoaaOP8pSBdCFMY9deenvcxepF519PqXHvucZeJp19XmSke7+B2nshjUuXNJbYz3o4D3tv9rxCk22UKg16fBgBob1D78MUCHM4meageksXf+jbxvA8RyW5TmbZyB3IN079UAQWADIDXXnEreuo4gFU1VEhvvUtNGed9mYaTPPvH1wtcvZ4P2Jk0YRGBo/lU1gALTIe8XG7h5XGOeWNvc4JJ9wxoLmxfTaubE3Spz7UPLnSpM+D2darI3+Gu3/x/hi/YDx1zV53Al5gHNRNnmk6OKPoKbov2wum1vCdUPp3uzVZYNrPX7Xb1usv/M0PwSMSyqsCdc+jyrZH2DxPa2hwcB9wHv12cYsv48CLrovXjvDDgdHHyDtkGtUlVsPVT61Qyp3pdBCKqx16duELASMRyRVcx+mwHjp7ATo8mTH6EAkCG8dBIdzeKySsKAABdGphXmgcA130429XrPvRQdi8TJ1HltleYFxQ2pWUPAMoLDNqYtIirWiEyKbQ8RoCu6WHORKynQDv6Mw3RJwGiF8pfzXZnDf7hbyF9krIGfQ55flpW4Op1385z39qigg9+Xevqdfk7i5YAo25EtlSf39acthu+tcltRYkTYBElvCwaE9tMvOAkH9wuwkZ70LGSifPxG7tkq6vXT+Us4GtlmxOU6NZI3DpDlKmKCJx5x0bbFjwo8PMptw6/Iwycd8SaYLgJIFuWhQNHTxhbbCATc1aeBAD3FUBOed6wznVTbKmHlS4zO/+eYqa2iVfXG1MXcdPuOSv82G3JZ1aZEmFRNRNx0y3JV2xllzOj7QYAGuWIq9rpZmBfNwCMWbTF1etm5YdsoD8yTGPL+W48MeoPV69ftlWMRa1oHI2Suev3uHr9O4Ze671ianv2zWdGdCG8tt4MalPL63Ck4LVFm/8bmcTUlWa3cmWKIwTt1nzitZ/dm1bIxGuyaf4Gd+sB2fTnKoC8Xt9MMWiIZfV2d2sWh/PbmBMU5/G69ihlkBZVrNHMGhfnzAn2mWBtrxpzziThiRfGLQdgno3zP/o30z0EKdzRz1tP7TRDJ3CVuIznVrcW3JbYwIRoZrjQKOn6zE/hxyWLmXnZ9LqI65hrnj4J4D4r7LSdNq1uhni8gynW7aLJ8qhHNG7JNkEjEcsn13YJP3bzHdt1yMzScr7ydJ+L7CffnlLCoCpWHq+ZfAGSNELx4ir09Rx3lZQq+OtZjQEEL7B1aZ63hOzrP7sXWZYJb/Ayd727dkTTueWTuZ5ez4u2m8QXM721t17Q1pxgf8f60UEbN5frJZtDQdZ+LcypgFeFmXdtImMK9of0E0xS1AfEtcuYFHUGgOIeHTRGu6xqUMmbkzPPqu0/chz7j56AIQYjUTTMCWWabv408xu78/0CzNXxcOPI8xsnClrK0EWcV0Q7b3nlqm65uocghc4GCjeLoEfjSGXcOBetHPPsiiiTWkeBaO05N9Vo63a60/VTyfn/mpbxa/iKhqEdzbIFvvdc95pv/5tlrnaYaYlLUQxuV9vT6w0tHoyCtz3PhFIlimG4oR0LALDcha04r2PXyiATFJ4FLrtMHEwKAMXiJkHz6sRQkDW2mqgoEMwZvw956qJWQvZjirWnAy8E7KVC4cnBYv4+ouD/zBtcClwDwC2GlpgDwBcuJowTl4ay+G7FHGVSqZyZeg6i+MZFhnfjnkiG3CTNJgB48LwW4ccnTgbHgUKUSOnZLasL2Y8oujaMBIC8XOtNcg8Eou+pT4zK3AmshB1oOc+wlgDeytdNdcjzY5eJHI4xHDgWqYbKNix43JJzDN24O7N5x0nuO9nSMOfRaoICQGcZJEYeiwiHMxNx4464YdchHDtxCj8sMC8R2shOFLpZSvHBsNIlzJpP3echeLyZmyfmGVopDgAbdmVe8em01Pcx+NohCwoAGcKfOCt4EdbiJnI0Q00ZXqysimHuZrxeyjM/urcHNq1iyyuO8K6JlqVeq7ZMxXF4WOPCVcqtO4kKBrSK6AyMWexORNN0MtXZOng0sji9rU9j0cPxBN8GNM9lVhgwu214057MJ5hfzw0FV0oWN+v647UybvwfZrbsAcCH17jX/Vq6eV/4sWnVnnxVwZwMncD2cK2Iw7uIcc+Rwc4MLdP5wMrwzua+r2/mutde+b9+TQWORD9O29iBo+YJ7759RUcA7to///mTmS17ADDMw3eDv++VK1UiyZZ6eWqM+7WYaQE7FVAAyBD4LOP9IxZl9Fq3qu6qybTMfC23oO1jkEMREL3YGbMos8UpX2JuYjllbQ9uE04GRKQ7lShqZbvLMpqeuZv8jzNdv/aYwZU1Vcq7r5RZumVf6o0MYMqKzFwEeQFHU0vMAeD31ZnrbDk0E+hOZQKjF4ay3Ca+r1v7RCpQJy9350pnIr2b5rh+7WXvTBc4Enl8mWGFbj7XsneFwQGgjk9OzGhOywcR2tYx95r4pkuBa0Cc3bVIhnRw3972mh0oObOZ+++pLHKruheldmviowIvAf+Pfl8ncCSEKVAAyEAy1YdxorN1K5tjExmPT2dkJj72yfTIRce0TJwX+EooE8UzHx98uud9VDAwS+C2zJwXgL6ovbeefhnUPM3s771b+PbRr2ZnttjZbQtHm9wSAAAPfpdZBRa/fXGDr4mOKUG68BnG6gHVAzExw3hDr0gA6OoPZrnax8DWNVJvRAjntwyDrCe5xJNpUgFAdOvn27+kr2f3Gl91Yd7bCrf8Zlqhy7c9ly9t3nwqu6z7qvzV20N/iyYGVsCXNHBOrpsfFmzWPQQpmOrQqQr6pAeAR79fAgA4ZW4y3xWZBoxUU6aku6/PlJWZZf1V04Vrb9t7yF07oukBu0w0Zbbti5Sk160U0GCLYfo/sWTqDrPfzgqbWjrfwtbg2LrPpdOeoVzdPdfV6yYtM7v65OHzW4YfZ1IRaPoEkwmYAZrY7suz2UXbHgBkGbjo9kLFMma/H34+dfhY+hVA705dK2M4wvjhtp6uXsdr65imzwdEu1y5nSd2a1Ql9UYa8aLvaTK/ZFh5bDKfXtcl9UYJ2HEws3bToEEBoADgLI4cK03T+OewdrqHIAW3Gd23XLg1qaQCN/F9bNSStF9n/GKHe+wIv2VKP8OEd2MZ/HrmrjcA8PNdvQWPRC83fjwHAJBdziwRV4c/GdyC4YUzmrpr/cy0Eko1V3WLBDkyuXbwgsIm4jZMz+u0dG9kXrsvz+suW28e4oJ+JnGOy3uQ6e6DZQVUDZvYrc1bpmfCf3/LFzsQwVSrGGnRnrrKXUChSwOzA0CZVLLybYsma1EBwJ/fn+nqda8Nby94JN7p0Tj6/pPJOuTtyWsAmKfPpwoKABlEJ4/q6r0N7KcFgPNam+V+Igq+amLZ1vQ1R9zaZupgRAbChd/Ndy9yqJqC/e4qL9rUyRY7EMFkYvHJi4hWzzKz7YbXGTjpIsBYqbxZ4vEOQz3oJ5hM76Zmt9y5hW/V5XWYUuFUNvUyUBPNC5kKEOvAEcf/LINKYl5k3YvGiUyuP6Nh+PHBDER0jxteIs4HttzGcUwMAAUVPgH6YoYtvw7FDGxF5Pk+g9an39dEWjIvD2iCp7ogB1OZZHKde//XUPXgNT0ayBqO0VAAyCCevqh1+LEb4VlTtUD4yXOmrjcA8PzFbUQORxhtOMHBAa9Ozfj193qwZTSRx34IiXzXMFXDg5trXPPf2frGYQi3fDon/NjUlr2be0c0Sk65uCZWMLSNg588H0+zHZG/dtarXE74mETA6xLtO5J5W0AVQwN2PO9MWZP2tvtsR09Tq2TKu6y6+Nnwlj0A+JeLbPWWvZF2MRP1+YBoC/cFG/ek/bp//5L+51YHbhbNsdl+y3XoSC7NbQH4oyf8YdiSKbzAeCp4gwZT4z/lSmVe3c+LfJvq7utGTJx3D2yYY+b74hnrwjH2NkO7Z2Rj5h2uiNKkesQlZOJS8ydYbtiwO70bBb944C3XTeK8Nt4qm06vVTH1Rj5ir73Yub1vE80jiU87w6t3vOCm5JjXNjIVvoInXWevNdsPyBqOMPhAyaqC9Mb7+cxIJcMrl7UTPSThfD8/c+HIewYEKyj+0MhQC23H+t6qe2XhNvD7RYYOVDpw03rT7+UpEkYiFl4Q+E/vzkjrNXylkInOo0C0MPWa7ekJJs+LqaY2tQLo4o51AKR/recRYcohi8ouAvbOPLFB1fJGahsBwH//0jnj18zKj1RFmvq+ruyam/FrNu+JVMvnGFoBNLRDnfDjd6dmHujOKmOmVIBsKABkKNd/lF6FAp+x8gN9X/olre3GLIw4odU1NNs9uF3mJeL8BKBXEzNb9gBv4rnOZMc0zm1dE6P+6k6Q0XT+72wzg25e4StC0m2djHKF8QFD3vwtre0e+yGix2VqQIHn4ZHp6foc4nRyBnoMqptKTZc6ICrgdbLcVOiaSqkSNL11mJm/K/zYD8HjvYePpd4IwNC3oq+dhsZ/wjqd572WnkYfrydjovOowyV5mc/1hr0zHQBwbitz3QO9ynGYSrMaWak3iuGViSskjEQsL13aNvx48ab0EoXb95ufAJWNpzskY+wFxtgyxthCxti3jLFsQeMi0uQNu+ywagXzS+cz4d4Ri3QPIS3e+3NeRtu/PMFdr7RqhnWuG358IAOdAcDsiXcrzmo2HXi3sDv6mRtkyVSQ3E2LqQ74rLDTYpiKn+zqyZcuaZtiSzM4fDy9tgDDNdYLke54P/59XfixqS17gLegm6lJDCDSngIA+Tszs6quW9nMtnMAaMZVVPOi1UWRv30+L/y4uKHtvjx8NUUmmHpfy/R78sn0yDXR5OqEfi3cm2J0MbSyH4iedzgVS0Hj52Xb0tpuwh/pbec35q03X8dONl5XahMAtLIsqw2AFQDu8z4kIhM+mR5qC2id4cJWNab2+nqla4Y3sTGLMu9P1UF1Tsfn+g9TV6NNNdzaPh4FaVhw8yXmbl3fVMAvnFen0QLFL85XPHmujCEJJ10RaMcC/uzTzXZs69Kgsu4hSOHuAc0y2v5LH7QTAcCD57UIPz6SRtDukOEOYA639onoH4xZtCXJliFWFURc0F69zDxXGAd+EbdwU/ri+ADw8bWZt4CopHZ2ZgGFfUf88Vn02p5maPwH953bIvVGHLwFvMnw645dB9Or2nLwS5VN28fGp9yG16I6o6m5lf08N30yN6Ptyxra1uZwdffc8ON0AsFTfLhmEY2nAJBlWeMty3LuLNMBmNn74SPKuxAfA4C/Gqq74nB+m8iNPUhl5uUNzliLgnc3SMS/fnZntauTzk//lHKbS97+XcFIvMNnddOx+JzBnVOTK7a8UNHgzCkAPHlhq/DjVBMWP4mHDmqT2SJuzY7Mqk500b5eZMHS6/lJKbf/dHr67lM6Kc4FSl6dmLp98u6vF4Yf+6EVEQCWbdmfchs+iWFyezYAXNcr4lqTygnM1KqYePDByFTEE8+vU8nMirTypUu4ntubDK91c/HbqVuZ+Yrqci4F6E2E10S7u39mCRBdpLMO468dr1xmdkU1X422Og0NsV9XhebAD5/fUtqYTEfkzP8aAD8m+iVj7AbG2GzG2Ozt2ynylog3Lu8QfpyfwcS4fd1sCaMRB/8lW5jCuYK/sZvc/xzLLK7PPh58huTnv/eWPRylzFyb/L0HAdMXO45Y5MbdqXXBvp6zUfZwhMFndhak0AH6bdUOuYMRCO+o8dvq5EHWkfMigsqm2lM78O1OmWSF61cxt00qlnT0A54aE8riV61gpnBmmAyrc+eu3yNlGDL4k+0s9dzYZQm3+XHRFuTeOxpXvpc6cG4KF3L6g5OXJ59P89U/pgchamVHKo837EpuGPLXz+YVeo4ZXGre39a8+XTGuhRbRrgsr27qjQwhHeHutyavVjAS9dz/bUSyop7h97FPru2S9ra8u1tertkVy10bRsb3zzR0INfa6+u2hq+dZZIyAMQYm8gYWxznZzC3zQMATgD4NNF+LMt6x7KsPMuy8nJyzM6u6KQ3Vz446PXkgnH85NrkGx8QrR5/cYqqig9/yw8/vrZng8QbGkaqapGZayOLPD/YKaYLX50w9o5eGkeSHoPbpVehEFt10dnwlp1LOqY/WRwxb5PEkYjlhjMahh8XpFh4vzDeHxpbQHTVViqHs7u/iVRdeBFoV83/Zidv79rPuT2+PrxDki39y1MXtUq9kU/wW/XuFV3qp9zGD45msfDuiLd+lryVg29hmfVgP2ljEgGvd/OfFG4+Y5f4o53eYcTc0D33gW+Ti+Pzttv3nBssV8SXJoQEhf3Q/nzn2e7us6ZXHjevGdFGS1Ud2OfFyeHHpicyShSPhDN+WJDcgZSf25ue2JVJygCQZVn9LMtqFednJAAwxv4M4HwAl1t+qjU1FD6Qsz9F33aHJybIHo4W+P7nTEV7TSbTnlvd8BfGZF/tAs5OnBfeNBW+Hz+ZlscnPmnhcCibZnaXL8PuZrAQo0N5rlSct0KPxzy7OuHlS80uV44lmebD2MXRCx1T2xx4ShYP3cee/TFx5QUA3PDRnPDj2j54X+nCa0Kc09JsLapYkjmLXvjGrwpH4h0+yLppT/z3ZXjuTCh+arv58Pf0K2X8wKA09Y0eHxUxO6hYxj/nKxMeM9ja3uGWMxuFHyfrWvCbSDQfyNmyN7UOZhCZ+EeB7iEYgVcXsAEA7gFwgWVZyes1CWk0rR6capJ0hV5NxU9aHal4/+pO4cf/5aqyYhnHZeJMr0QDgBqcJfOnMxIHFJ4YlZ7rlIms3JZY82Lckoirgx+yHxXLRibBPy9LfOPmg5RnNa8mdUyiuLhjatm896ZFZ8L98B17bmibtLbj9cUql/eXk2WyoPgH3PXSD+eL584vFyT83R9cpRpfcm8qjatF5kZfz06v7XVYJ/+03RRVYhfdvZpU1TSS9Hn8gvSCHk6lEBBd1WAqd50TqZTZloaxBgA0r1FR1nCEwf/tL3g9ceB78nL/BhO6P/tzWttlKjpvAqeSrCX9PLcXidery+sAsgBMYIzNZ4y9LWBMRIb8pYc/2qTScda4l2t18AvluMqLDxMESvhKE7+0cJxWNlLKmsyC2y+OFfEI6o3gge8Sl5nzLQOt65hfYZfuAnr3ociigP/smswQTuPs8LH4wWO3lsg64d18glQY/MNtPcOPP0tSjean60r9KuWj/p+O6D8AvDbMXAcwB74C6JWJK6J+d+T4ybgVoM8MaS19XKJJ1Jo3Yq5/tN4c3r0qL/z4QAKB627PRBs4fHxtF+Q/e57UcXmFb9vbcSC1hphfuLZnpEW7SxJjjSWbM3Pi8wt/+2J++PE7V3bUNxDB8EnEfw5rp28gGdAwJ3IvS+b8uNUOVD5xYXDas93g1QWssWVZdS3Lamf/3CRqYEWZG3tHLqgT/9gWdxt+4jK8cz3pYxJBk2qR9qDRC+PbzX7FidPy2h8mw7fRTEhwvr7jNFcu7RQMs7y9h47jxo8jFvF+a7txiLdAfTwm4HX7Wem7k+jk+9t6AEgcTIiFd04wmdKcU1kiYeEbPop8Fv1SddGJ00Lg9XAS8cDAzOyEdcFnT3khSR4+i/93l3oLquEDpqm0PABgaAfzr/W1s8umlZyZtz46EFmtYpkEW/qD5g+NRY84GXC/XDtevaxd+PGXs+IHI+/8X+JqLlPh7cHjOVpaloVD3P3tWR8G7KYnCLKu5YxfZj7QV9VwPJFu6/l5ryXXNA0CfrGAT8dcZ8ibEVc30wWgHZ6+KHIt+ChBMp436+nV2PzKQZmYX19YBOFtdK/jFjU8zR8aq2o4wuBbb+IJF8YuxK/v5Y8AUHXufcXL1luWhXtHRFwCap7mv3JKoPD5ee/XtVHtRDV8tCDg+7vf+qWwM8X7v66N+r9f2lOclodFCbIffGCoXd3sqAy5ydzet0n48WsJHB5mrwt99zr7ZLICACW4v3/nONnT2DLmYZ39157CC0ny8OK01/nkWp8Oy7dGMqd3nuOPwFa5mEXc3kOFg5EXvZna5tlEWtaMtJvEfp92HjyWVAfOZHpybU8PjVyicSRiyS4XudfOWVd4PvXS+OhKrmE+SYDybE2gvfIFF8irUt5s0V23fHZ9+i5Uunmc0ypavf1Aod/HagOVKWm2y54DHyhJVD24P0H1ncl04uZ+iYxOnhkT6VjIrVo+7jZFBQoAGUiQhI8zITYoxDuHmczwTsknIL2en6RoJHJ57adVUf+PDR1091E0/cbekQDQyzETyngVQX6RpuJFPuOJuXblSue/u7WHkjGJ4MxmkcxaPD2qd6ZEgnivX25+a4pDqmqDYe9Mj/p/luEOI+myIkajKt0ssmkcP1l48tz/1Snhx37UTgCAf08pHBTnGdIhdQbZFN68POIuN2/DnkK/n74mkhG+Z4B/XJdSufIU7A+GwOuJmO/Y65NWJdjSPyRys/z3LxG9N78kZ2KJd028gHM0blsnW+FovHFpXiTh8lIch9Fk2kAmw99vb/5kTqHf+1WLNZ3vzFzbKISgAJAv4W/s9/nYJjK25WHMooiYcDWfBH+AUFvAvdx5iL0BbtwdWYj7UV/AIVZD4ajPLIF5eI2YEzE3u0v//Xuh7f14O3x/2tpCz/nNscKhRQrRyKfHRNymqvo4c8rrJBw9cRIzuXJlv/H6nyKBuNjP3SNcxcLNXDWe3xj0r+i2hniVM37kzcnRAaDce0dH/f/lS9spHI03SnHto0PfSl7FdF0vf+gpxqMgRoC381OJ9VhMpzPXGtvjuUib3i8rtusYjjBG/TWkIfbOlMIW9y9PWFHoOb/Ay1A0eeDHQr9fuDFyXytf2j/OZnxFD78+iccrl/lTAuGnOMYaje4fE3487Z4+KocjlNggOL82+/z6rqqHYxwUAPIBqwqiSw/5G/u1Pf07YeEFk5/5MVpIeMzfeikejTdu4ipKYvVjeNLpvTWZPzbvw6KNe3HfiIV4m2uduqpbfY2j8s7XnPZUvDa+8j6qUHh0UEsAwLtTowNAvL7AcJ+1EhWLyezwC+25Mdoksduazh39Iu1tvE5Cswej23yXPTFA2ZhE0KpWpJKVb/eyLCtKaPjKrv66dtzIadMt2xpdydT28cj79Nd3rPB3ZpKP3W14amVQhVXSB65LieiZotKYn6OYzvOci+C2fUftf4/E1QTyE3x1/84YIWi+tdlv8/on4ti6H7RbiPwetEvE9ws2R/1/cFt/ze1rctIVydpg61Qqp2I4wvgbJxcQGwTv/NTE8GM/GKDIxr93u4DD36z7vfxL+PGGXdGCmn6wieRZ8Mg54ccv2q03lmVFlb4CqcubTebj6evCbUS8KPTbV3T0TY+wQ+yic+BrUzHo9Wn4fOaGqOd7+qj9Kx53fbUAx06cwhtxyssfGdQSl+T5ZzHHayI4pbz7jxyP0mLp5COdnHjwC21erNBPbW0O/IQlGX67diTqr491qMtkgW4C98ZU3SYS4H1mSJu4z/uFv3wwCwePnkDLh6MDkX6s2OI7Lc96cXLcFoef/t5b4YjE8ND5LcOPeS2P2IqtnKzSuKZnrqpheSb22jE7f1dch6kvb/BfFv+lS0KVIh2fnJhwG/68+oHYdcicdbtx+iPjMHrhlqig3dS7/VdN0r5edvjx3zlR9ds/nxe1nd8STyO5udL/fTk//PiGBLqzfqF3s2ghbmctdvTEySin2Ao+qkSThb+iB0WI2EmmA68n04G7MPmFWHvmzk9NRIP7xkQ9V9ZnC514XP3BLKzcth/XcxfTAa1qaByRO9JddDZP0aJjItPvi3bZaPrgj3hhXHSf97e3dMdfejTwVT8+f84a3T8Gew8dx7cxgni8TbdfGHfHGVH/P3HyVFQVGhAStvYbsTpAfV+aXGgB51f41oAnbWv0z2ZEAiZ+q2oCCp+vd6euxclTVmDOGc/pj4yLclwCgLvOaaZpNO7hK3vW7DgY1eLg0CingsohCeGaHrlR/3/shyU4dCxavHXkrT0w64F+qJblH5OGWC5+u3Bb9s1nNkIXzoHVL5zftmb4sSNK/tToxFXjfsRptRw5P3reUbeyv6pJAOBfwyOtzN/M3YivZm8odK33i4slD+/i+OPirdi+/yh2HDiK8VzS+uubuukYmiea18iK+v+bk1dj7OKtURXVg9v5b/4rAwqB+YR4k8s3L++oYSRiiSeGN/vBfhpG4p25D52NDk9MABAqew1q6Ws86lXx342dd6VLRPt6lVJuYyIvX9o2bAHMV8sAwAdXd/Jd5SAANK0evUBrHEdrIAis3n6w0HN+sQSO5ZkhrfH5zFDA5z/T1uI/MbpUfqtqiseqggOFAgoPntdC02jc4bQDNKlWASsLCrvd8PgpGO4QT9g/CMQGIz/4NR8f/Jof9VxbHwbFAaBqhVLYceBYwt//w4eBSAAoXSJyzbvord8w8tYeUe3a+c+ep2NYUuCDCX4VxI9tgfrH1wsLbePHqkgAKFW8GI7ZujidnipckeYX+3ce3ggFQKGkLuAvsX+Z+G8VQIRJZwFrIjVTjNtPInE8yazCP/hLJ4UjEcu3t3TXPQQtXNKxju4huGZIh/hj7900B32aV1M8GjGkcsxa9Og5SX9vMrHVaLH4OXsfRLo0SD4x9putfa3sspj1QL9CVXaxvHpZOzUDEoxfXW2KMtPuOSvp7/3WcsOTXS5UCb9gw56o5O4gH1bmOnx6XXJ79wl3Jr+2+Bk/JtQAYPFj/RP+Lq++P5Of6eC3tnNZ+PNTW0S4LokQnN+EM3mSlZD3auJvLZlEPc59mvlz0Q34twomHX5MIjb+7FB/a3jw7jcO9w0MbubDzxbpyYL5fqsmieW2Po3jPu/nTPeXN/qvND4VOVmlUy6qL/SpiUGQ4z8rnzo34e/euryDwpGIJVl1oB9bR3kSBfz9fK3vkUIHMrYyIyiMvcNfhjU88eaIDl/f7N/E7+S7zkz4u0rl/DtPFA0FgAzmgSQ3gycubKVwJGIZmqSy4uNrk2cRTCdej/OapwdqGAmRDrlV4gvVXppXx5etDjxjbu9Z6Llm1bPibOkf+iaoXrp7gD/bAdLBb9UksdzVv/C5ceyQ/Uy1rPhGBQt9XIkGhFqZ4+Fnp8dSPs3Qp0Mi57JOuZVwbuuacX/nd/zeOlqmZPFCFav//UsnVK8YzEpPP69XAGBikuolv8+p4rWIfnOzvxMciQwoAGDG/f6UGJFBcO+KASBRy8PV3XPVDkQC/7kqr9BzdSoFoyxvDqdhNPXuPr4uVXbwqy5TKsqWKo5WtQsLWP+jv/8rZRpXy4o6bwsfPSdlG5XpvJEgo33LmfGrTPxEvEqZPjGOFn7lj8f7o0zJYsjJKo01Tw+MskP2K4mqByv6uBINSNzK/Phg/y7izjm9uu4hSGXG/YUrSvyeTAOAr+KI0K54MnHFk5/gK1ZfvrQtzvRxlbjD0sfjV2b5uWMBCM2l4vHFDV19P6caeWuPqPa97o2qoGN9/2n/pMMFbWslrXoqatBfwnAWPFw4m/joBadrGIlY+rWMnpBd3T03Zc+3X6hSoTTynz0P+c+e50vXg3j4fVGTjFF/jV7IPXx+S+QkyO77jarcZzEI57BMyeKYF1Oh8PKlbTWNRix39W+G57m2w/b1svHBXzprHJE4ypUqgSWPDcBv954ViIA4ELrOx+JHW+p4LH8yeiH3pM8z+H4ffyqqxAna+b1KBgA65VbGmqcHhjVzgORtK37DuTcn0uzzG2VLFf7MLXjE3xWRDpPitBV19aELXTx6NK4a/ix+dn0w7mHx9I3uSeCuXVRhOtwR8vLyrNmzZ6fekAAA/LxsG675b+jv9cFfOvlaTyaWoW/9hjnrdvtaD6KokMzm2O/n78DRE2DwrwB5UeODX9fisR9C1rl+/+wR/qb1o+NQpXwpjL3jjEAsunkWb9qLalmloyyD/covK7bjhXHLsHjTvri/9/t15MVxyzFj7U7Myt+N63o2wIPnt9Q9JKE4axW/V1wEnbU7DqLPi5MBhAxEgqQh+ebkVXh+7HIM71wXT13YOjDJjKCy88BRdHwy5G728PktcU0SXd2gwhibY1lW4ZYbUADIN7wxaRU27j6EZ4b4W5g2Frqp+wfLstDgvjFxf+f3yTPhP46dOAXGEmtgEARBxJIokUH3MIIgCCJIJAsA0czZJ9zap3Hggj9AKPBDwR9/wBhDmzoh7Y5HBrVMKBZKECooVaIYBX8IgsiI/gHXAyIIgiCIVFC/A0EQafPtLT2wec/hsLbRpXl18L/ZGzWPiiAIgiBS06RaFsYt2Rb1XL2AaPURBEEQRDpQ+pQgiLQpXoxFCVs/N7QN2dwTBEEQvuD2vk0AAKeVjQgL8yLDBEEQBBF0qAKIIAjXhFr4dI+CIAiCIFJTqkQxjL2jF6pWKI1RCzbjubHL8e5VcSUSCIIgCCKQkAg0QRAEQRAEQRAEQRBEACARaIIgCIIgCIIgCIIgiCIMBYAIgiAIgiAIgiAIgiACDgWACIIgCIIgCIIgCIIgAo6nABBj7AnG2ELG2HzG2HjGWC1RAyMIgiAIgiAIgiAIgiDE4LUC6AXLstpYltUOwCgAD3sfEkEQBEEQBEEQBEEQBCESTwEgy7L2cf8tD0C9pRhBEARBEARBEARBEASRlBJed8AYewrAVQD2AuiTZLsbANwAAPXq1fN6WIIgCIIgCIIgCIIgCCJNmGUlL9phjE0EUCPOrx6wLGskt919AMpYlvVIyoMyth3AugzHaipVAezQPQhCC3TuiyZ03osudO6LLnTuiy507osudO6LJnTeiy5BOvf1LcvKifeLlAGgdGGM1Qcw2rKsVkJ26BMYY7Mty8rTPQ5CPXTuiyZ03osudO6LLnTuiy507osudO6LJnTeiy5F5dx7dQFrwv33AgDLvA2HIAiCIAiCIAiCIAiCEI1XDaBnGWPNAJxCqKXrJu9DIgiCIAiCIAiCIAiCIETiKQBkWdZQUQPxMe/oHgChDTr3RRM670UXOvdFFzr3RRc690UXOvdFEzrvRZcice6FaQARBEEQBEEQBEEQBEEQZuJJA4ggCIIgCIIgCIIgCIIwHwoAEQRBEARBEARBEARBBBwKALmEMTaAMbacMbaKMXav7vEQ3mGM1WWMTWKMLWWMLWGM/c1+/lHG2CbG2Hz7ZyD3mvvsz8Byxlh/7vmOjLFF9u9eY4wxHe+JSA/GWL59vuYzxmbbz1VmjE1gjK20/63EbU/nPQAwxppx3+v5jLF9jLE76DsfTBhj7zPGChhji7nnhH3PGWOlGWNf2s/PYIzlKn2DREISnPsXGGPLGGMLGWPfMsay7edzGWOHue//29xr6Nz7jATnXtg1ns69uSQ4919y5z2fMTbffp6+9wGBJV7P0f3ewbIs+snwB0BxAKsBNARQCsACAC11j4t+PJ/XmgA62I+zAKwA0BLAowDuirN9S/vclwbQwP5MFLd/NxNANwAMwI8AztX9/ugn6bnPB1A15rnnAdxrP74XwHN03oP7Y1/XtwKoT9/5YP4AOANABwCLueeEfc8B3ALgbfvxMABf6n7P9JP03J8DoIT9+Dnu3Ofy28Xsh869z34SnHth13g69+b+xDv3Mb9/CcDD9mP63gfkB4nXc3S/t3+oAsgdnQGssixrjWVZxwB8AWCw5jERHrEsa4tlWXPtx/sBLAVQO8lLBgP4wrKso5ZlrQWwCkBnxlhNABUty/rdCl0ZPgJwodzRExIYDOBD+/GHiJxDOu/BpC+A1ZZlrUuyDZ17H2NZ1hQAu2KeFvk95/f1NYC+VAlmBvHOvWVZ4y3LOmH/dzqAOsn2QefenyT43ieCvvcBItm5t8/RpQA+T7YPOvf+I8l6ju73NhQAckdtABu4/29E8kAB4TPsUr72AGbYT91ml4m/z5UMJvoc1LYfxz5PmIsFYDxjbA5j7Ab7ueqWZW0BQjcTANXs5+m8B5NhiJ4I0ne+aCDyex5+jR1Y2AugirSREyK5BqHsrkMDxtg8xtgvjLFe9nN07oOFqGs8nXt/0gvANsuyVnLP0fc+YMSs5+h+b0MBIHfEi/BZykdBSIExVgHANwDusCxrH4C3ADQC0A7AFoRKRoHEnwP6fPiPHpZldQBwLoBbGWNnJNmWznvAYIyVAnABgK/sp+g7T7g51/Q58CGMsQcAnADwqf3UFgD1LMtqD+BOAJ8xxiqCzn2QEHmNp3PvT4YjOulD3/uAEWc9l3DTOM8F+ntPASB3bARQl/t/HQCbNY2FEAhjrCRCF4tPLcsaAQCWZW2zLOukZVmnALyLUAsgkPhzsBHRpeT0+TAcy7I22/8WAPgWoXO8zS7/dEqAC+zN6bwHj3MBzLUsaxtA3/kihsjvefg1jLESAE5D+q0nhAYYY38GcD6Ay+0Sf9htADvtx3MQ0oNoCjr3gUHwNZ7Ovc+wz9MQAF86z9H3PljEW8+B7vdhKADkjlkAmjDGGtiZ42EAvtc8JsIjdu/mewCWWpb1Mvd8TW6ziwA4bgLfAxhmK8E3ANAEwEy7rHA/Y6yrvc+rAIxU8iaIjGGMlWeMZTmPERIGXYzQ+f2zvdmfETmHdN6DR1QmkL7zRQqR33N+XxcD+NkJKhDmwRgbAOAeABdYlnWIez6HMVbcftwQoXO/hs59cBB8jadz7z/6AVhmWVa4vYe+98Eh0XoOdL+P4FVFuqj+ABiIkKr4agAP6B4P/Qg5pz0RKt9bCGC+/TMQwMcAFtnPfw+gJveaB+zPwHJwrj8A8hCaUKwG8DoApvv90U/C894QIfX/BQCWON9nhHp5fwKw0v63Mp334P0AKAdgJ4DTuOfoOx/AH4SCfFsAHEcoe3etyO85gDIItRGuQsg5pKHu90w/Sc/9KoQ0HJz7vePoMtS+FywAMBfAIDr3/v1JcO6FXePp3Jv7E+/c28//F8BNMdvS9z4gP0i8nqP7vf3jvAmCIAiCIAiCIAiCIAgioFALGEEQBEEQBEEQBEEQRMChABBBEARBEARBEARBEETAoQAQQRAEQRAEQRAEQRBEwKEAEEEQBEEQBEEQBEEQRMChABBBEARBEARBEARBEETAoQAQQRAEQRAEQRAEQRBEwKEAEEEQBEEQBEEQBEEQRMD5f9i8mhAgl8s2AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting the sample current for comparing the Healthy, Inner ring damaged and Outer ring damaged Bearings.\n", + "\n", + "healthy_data = healthy_data.rename(columns = {'phase_current_1':'healthy_phase_current'})\n", + "ird_data = ird_data.rename(columns = {'phase_current_1':'ird_phase_current'})\n", + "ord_data = ord_data.rename(columns = {'phase_current_1':'ord_phase_current'})\n", + "\n", + "phase_current_data = pd.concat([healthy_data['healthy_phase_current'],ird_data['ird_phase_current'],\n", + " ord_data['ord_phase_current']], axis = 1)\n", + "\n", + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "axs[0].plot(phase_current_data['healthy_phase_current'][0:20000])\n", + "axs[1].plot(phase_current_data['ird_phase_current'][0:20000])\n", + "axs[2].plot(phase_current_data['ord_phase_current'][0:20000])\n", + "axs[0].title.set_text('Phase Current - Healthy Bearings')\n", + "axs[1].title.set_text('Phase Current - Inner Ring Damage Bearings')\n", + "axs[2].title.set_text('Phase Current - Outer Ring Damage Bearings')" + ] + }, + { + "cell_type": "markdown", + "id": "14da21ac-2fb4-491a-8a88-d3cdbfdea9f7", + "metadata": { + "tags": [] + }, + "source": [ + "### EDA (Healthy vs Real Damage vs Articial Damage Bearings)" + ] + }, + { + "cell_type": "markdown", + "id": "f291481a-eaaa-4bf5-b4dd-4ab0318ca641", + "metadata": {}, + "source": [ + "The sample visualizations in this notebook are plotted using the below matlab files\n", + "\n", + "1. Healthy Bearing : N09_M07_F10_K001_1.mat\n", + "2. Real Damage Bearing : N09_M07_F10_KA04_1.mat\n", + "3. Artificial Damage Bearing : N09_M07_F10_KA01_1.mat\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "e58f49e6-a19f-410a-9221-2d9e18427d25", + "metadata": {}, + "outputs": [], + "source": [ + "healthy_bearing = eda_metrics_data('your_healthy_bearing_matlab_file_path')\n", + "real_damage_bearing = eda_metrics_data('your_real_damage_bearing_matlab_file_path')\n", + "artificial_damage = eda_metrics_data('your_artificial_damage_bearing_matlab_file_path')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "5f7b7b41-394c-4b0c-bf77-faaf5fc8e837", + "metadata": {}, + "outputs": [], + "source": [ + "healthy_bearing = healthy_bearing.rename(columns = {'vibration_1':'healthy_vibrations'})\n", + "real_damage_bearing = real_damage_bearing.rename(columns = {'vibration_1':'real_damage_vibrations'})\n", + "artificial_damage = artificial_damage.rename(columns = {'vibration_1':'artificial_damage_vibrations'})" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "b913acf8-2a81-4972-b980-79cfbe61e65f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vvviC69lCf4dbFY0fPx4FBQVYu3YtvF4vMjIyVOtO6TnC68PtdqOhoQHt27fHhg0bMHv2bHz66af48ccfMXr0aNXntAOyACIIgiAIgiAIgiAIm7nuuuswevRoVFQEg7wfOnQI+fn5KC0tRfv27ZGSkoKcnBysXLmSq7zLL78ckyZNQnV1NcrLy/Hbb781/1ZeXo6uXbuivr4e48eP1yRnWVkZUlNT0bZtW+Tl5WHmzJkAgtYye/bsabYSmjhxYsSzffzxx83KlfXr1yve45577sF7772H0tJS9OnTh3nOTz/9hEAggN27d2PPnj1M5VJpaSmOO+44eL1eLFy4EPv27QMApKeno7y8nFnu5Zdf3lwnO3bswP79+xUVV4WFhQgEArjjjjvwxhtvYN26dYrPZidkAUQQBEEQBEEQBEEQNnPttddi27Zt+N3vfgcASEtLw7hx43D99ddj5MiR6Nu3L04//XRcfPHFXOX1798fd999N/r164eTTjoJl112WfNvb7zxBi666CKcdNJJ6NOnj6wyhMU555yDc889F2eddRZ69eqFSy+9FACQnJyMzz77DNdffz06deqECy+8sPmaV155Bf/617/Qt29fiKKIjIyM5sDNLO68804888wzeOWVV2TPOf3003HFFVcgLy8PI0eORFJSkuSc++67DzfddBPOP/989OvXD2eccQYAoGPHjrj00ktx9tln449//COefPLJ5mueeOIJPPbYY+jTpw88Hg/Gjh0bYfkTzaFDhzBw4MDmDG7vvPOO7Ll2IyiZN1nF+eefL2ZlZcX8vgRBEARBEARhNhmDpgMAcofckJD3I4hEZdu2bejdu7fdYiQUFRUVSEtLgyiKePLJJ3Hqqafi2WeftVushIXVhgVBWCuK4vms88kFjCAIgiAIgiAIgiAIw3z11Vfo168fzjrrLJSWlkriGRH2Qi5gBEEQBEEQBEEQBBGnFBUV4eqrr5Ycnz9/vmqqeLN59tlnuS1+Zs+ejRdeeCHiWM+ePTFp0iQrRCNACiCCIAiCIAiCIAiCiFs6duyI7Oxsu8XQzHXXXYfrrrvObjFaFeQCRhAEQRAEQRAEQRAEkeCQAoggCIIgCIIgCIIgCCLBIQUQQRAEQRAEQRAEQRBEgkMKIIIgCIIgCIIgCIIgiASHFEAEQRAEQRAEQRAE4VA+/PBDVFVVNf/9pz/9CSUlJQCAESNGoHfv3rjvvvswdepUDBkyRLGsSy65RPV+aWlp3LI99NBD+Pnnn7nPdxojR47Et99+CwAYMGAAsrKydJeVm5uL77//vvnvrKwsPP3004ZlNBPKAkYQBEEQBEEQBEEQDqSxsREffvgh7r//fqSkpAAAZsyY0fz7Z599hpkzZ6Jnz54AgJtvvlmxvOXLl1snbBzy2GOPaTq/oaEBHg9bjRJSAP3lL38BAJx//vk4//zzDctoJmQBRBAEQRAEQRAEQRA2cOutt+K8887DWWedhS+//BJA0ALn1VdfxUUXXYS33noLhw8fxpVXXokrr7wSAJCRkYHCwkI89thj2LNnD26++WYMHz4cY8eOxVNPPQUAyMvLw2233YZzzjkH55xzTrPiJ2TdU1FRgauvvhr9+/dHnz59MGXKFC55RVHEU089hTPPPBM33HAD8vPzm397/fXXccEFF+Dss8/Go48+ClEUAQQta5599llcfvnl6N27N9asWYPbb78dp556Kl5++WXFugCAUaNG4bTTTsOAAQPwyCOPND9jQUEB7rjjDlxwwQW44IILsGzZMqbMgUAAGRkZzVZTAHDKKacgLy8PgwcPxrBhw5qPjxs3DpdccgnOPvtsrF69GgAwePBgPProo7j22mvx4IMPIjc3F5dddhn69++P/v37N9ftoEGDsGTJEvTr1w/Dhw9HZmYmbrzxRgBAcXExbr31VvTt2xcXX3wxNm7c2Fz2ww8/jAEDBqBXr14YMWIEAKCyshI33HADzjnnHJx99tmYOHEi1/tRgyyACIIgCIIgCIIgiFbNu6vfRU5xjqllntHhDLxw4QuK54wePRodOnRAdXU1LrjgAtxxxx2orKzE2Wefjddff735nIULF6JTp04R144cORKzZs1q/m3s2LHNvz399NO44oorMGnSJDQ2NqKioiLi2qSkJEyaNAlt2rRBYWEhLr74Ytx8880QBEFR3kmTJmH79u3YtGkT8vLycOaZZ+Lhhx8GADz11FN49dVXAQAPPPAApk2bhptuugkA4PP5sHjxYnz00Ue45ZZbsHbtWnTo0AEnn3wynn32WXTs2JFZF7W1tXjjjTewbt06pKen46qrrsI555wDAHjmmWfw7LPP4ve//z3279+P6667Dtu2bZPI7HK5cMstt2DSpEkYOHAgVq1ahYyMDHTp0kVybmVlJZYvX47Fixfj4YcfxubNmwEAa9euxdKlS5GcnIyqqirMnTsXSUlJ2LlzJ+69915kZWVhyJAhGDZsGKZNmwYAyMzMbC73tddew7nnnovJkydjwYIFePDBB5GdnQ0AyMnJwcKFC1FeXo7TTz8djz/+OGbNmoVu3bph+vTpAIDS0lLF98ILKYAIgiAIgiAIgiAIwgZGjBiBSZMmAQAOHDiAnTt3wu1244477jBU7oIFC5pj27jdbrRt2zbid1EU8dJLL2Hx4sVwuVw4dOgQ8vLycPzxxyuWu3jxYtx7771wu93o1q0brrrqqubfFi5ciPfeew9VVVUoLi7GWWed1awACrmm9enTB2eddRa6du0KAOjVqxcOHDiAjh07Muvi6NGjuOKKK9ChQwcAwF133YUdO3YAAObNm4etW7c237+srAzl5eVIT0+XyH333Xfj9ddfx8CBAzFhwgTcfffdzOe79957AQCXX345ysrKmq2Gbr75ZiQnJwMA6uvr8dRTTyE7Oxtut7tZHiWWLl2KX375BQBw1VVXoaioqFmpc8MNN8Dv98Pv9+O4445DXl4e+vTpg3//+9944YUXcOONN+Kyyy5TvQcPpAAiCIIgCIIgCIIgWjVqljpWkJmZiXnz5mHFihVISUnBgAEDUFNTg6SkJLjdbkvvPX78eBQUFGDt2rXwer3IyMhATU0N17UsK6Gamho88cQTyMrKwoknnojBgwdHlOf3+wEErXFC/w793dDQIFsXITcyFoFAACtWrGhWzCjxu9/9Drt27UJBQQEmT54c4Xqm9Gyhv1NTU5uPDR8+HF26dMGGDRsQCASQlJSken/Wc4TKDq8Pt9uNhoYGnHbaaVi7di1mzJiBF198Eddee22zdZURKAYQQRAEQRAEQRAEQcSY0tJStG/fHikpKcjJycHKlSuZ56Wnp6O8vFxT2VdffTU+//xzAMFA0mVlZZJ7H3fccfB6vVi4cCH27dvHVe7ll1+OCRMmoLGxEUeOHMHChQsBoFnZ06lTJ1RUVGjODCZXFxdeeCEWLVqEY8eOoaGhodmKBgCuvfZafPLJJ81/h1yqWAiCgNtuuw3PPfccevfujY4dOzLPC8XaWbp0Kdq2bSuxnArJ2rVrV7hcLnz33XdobGwEoPyeLr/8cowfPx5AUPHXqVMntGnTRlbew4cPIyUlBffffz/+/e9/Y926dbLnaoEsgAiCIJo4UlqNvYWVuOTkTuonEwRBEARBEIQBrr/+eowcORJ9+/bF6aefjosvvph53qOPPoo//vGP6Nq1a7PCRY2PPvoIjz76KEaNGgW3243PP/8cv/vd75p/v++++3DTTTfh/PPPR79+/XDGGWdwlXvbbbdhwYIF6NOnD0477TRcccUVAIB27drhkUceQZ8+fZCRkYELLriAq7wQcnVxwgkn4KWXXsJFF12Ebt264cwzz2xWyowYMQJPPvkk+vbti4aGBlx++eUYOXKk7D3uvvtuXHDBBRGxkqJp3749LrnkEpSVlWH06NHMc5544gnccccd+Omnn3DllVc2Wwf17dsXHo8H55xzDh566CGce+65zdcMHjwYAwcORN++fZGSkoJvvvlGsT42bdqE559/Hi6XC16vt1mZZxRByaTKKs4//3wxKysr5vclCIJQou/g2SiraUDukBvsFoUgCIKIIzIGBYN0xmr8iPX9CCJR2bZtG3r37m23GIQKFRUVSEtLQ0NDA2677TY8/PDDuO222+wWyxGw2rAgCGtFUWTmnycXMIIgiCbKahrsFoEgCIIgCIIgiDAGDx6Mfv364eyzz0bPnj1x66232i1S3EIuYARBEARBEARBEJxU1DZg6c5CXH+2crYkgohnNm3ahAceeCDimN/vx6pVq2Iuy7Bhw7jPHTNmDD766KOIY5deeik+/fRTs8WKS0gBRBAEQRAEQRAEwcl/ft6AGZuOYt5zl+OU46TppgkiEejTp49iUGWnMnDgQAwcONBuMRwLuYARBEEQBEEQBEFwcqC4GgBQVddosySEGdgRE5cgzEBP2yUFEEEQBEEQBEEQBNHqSEpKQlFRESmBiLhDFEUUFRUhKSlJ03XkAkYQBEEQBEEQBEG0Orp3746DBw+ioKDAblEIQjNJSUno3r27pmtMUwAJguAGkAXgkCiKN5pVLkEQBEEQBEEQBEGYjdfrRc+ePe0WgyBihpkuYM8A2GZieQRBEARBEARBEARBEIQJmKIAEgShO4AbAHxtRnkEQRAEQRAEQRAEQRCEeZhlAfQhgP8ACJhUHkEQBEEQBEEQBEEQBGEShhVAgiDcCCBfFMW1Kuc9KghCliAIWRRkiyCIWFJT34jJ6w9RhgeCIAiCIGLGzE1H8PLkTXaLQRAE0YwZFkCXArhZEIRcABMAXCUIwrjok0RR/FIUxfNFUTy/c+fOJtyWiBUZg6bj04W77BaDIHTz1vRt+NfEbKzYU2S3KARBEARBJAhq+0qPj1+HcSv3x0YYgiAIDgwrgERRfFEUxe6iKGYAuAfAAlEU7zcsGeEohs7ebrcIBKGbI6U1AICKmgabJSEIgiAIIt4RBLslIAiC0IeZWcAIgiAIgiAIgiAIgiAIB+IxszBRFDMBZJpZJkEQBEEQBEEQBEEQBGEMsgAiiDjkaGkNSqvr7RaDIAiCIAiCIAiCiBNIAUQQccjF78zHgKEL7RaDIAiCIAiCIAiCiBNIAUQQccqxKrIAIgiCIAiCIAiCIPggBRBBEARBEARBEARBEESCQwoggiAIgiAIgiAIgiCIBIcUQARBtAJEuwUgdFLfGMCSnQV2i0EQBEEQBEEQcQ8pgAiCaDUIgmC3CIRGhs3ejgdGrcbafcV2i0IQBEEQEdD2EkEQ8QYpgBzEgpw8HCiuslsMgiAIx7C7oBIAUFRRZ7MkBEEQBBGEtpMIgohXSAHkIB4em4XrP1xstxgEQRAEQRAEQRAEQSQYpAByGJV1jXaLQBAEQRAEQRAEQRBEgkEKIIIgCIIgCIIgCIIgiASHFEAEQRAEQRAEQRAEQRAJDimACIIgCIIgCIIgCIIgEhxSABEEQRAEQRAEQRAEQSQ4pAAiEh5RFBEIiHaLQRAEQRAEQRAEQRC2QQogIuF5fNw69Hppht1iEDYikv6PIAiCIAiTEWmCQehgZ145MgZNx+6CCrtFIVohpAAywPLdhfh+1X67xSBUmLXlqN0iEA5BsFsAgiAIBaZuOIw5NGYRhPMRaEZB6Gdy9iEAwMxNR2yWhGiNeOwWIJ75y1ergv+9qIfNkhAEQRAEEe88/cN6AEDukBtsloQgCIIgiESELIAIgiAIB0Pm9QRBEARBEARhBqQAIggi4alvCgLeSL76cYtA5vYEQRAEQRAEYQhSABEEkfAs3lEAAJiwmmJ2EQRBEARBEATROiEFEEEQrYbymga7RTCNspp6yh5BEARBEARBEAQ3pAAiCIKIQ/48cgWufn+R3WIQhGOoqmvAK5M3o6I2cRS9BEEQBEEQZkIKIJO5algmBgxdaLcYBEEkODlHy+0WgSAcxdjlufhu5T58sWi33aIQBEEQBEE4ElIAmcyewkrkFlXZLQZBEARBtCoCTcHeAwka7L2+MYB3Z+WgvKbeblEIgiAIgohTSAFEEESrgRJJEQQRr0xadwifZ+7G+3N22C0KQRBNJKa6mSCIRIYUQARBEAqs2lOEd2Zus1sMgiBaOfWBAACgtiFgsyQEQdB+EkEQ8QopgAiCIBS4+8uV+GLRHrvFIAiCIAiCIAiCMAQpgAiCUOWeL1fgmg8o4xRBEARBEARhP6v2FKG6rtFuMQgi7iAFEEEQqqzcU4yd+RV2i2GYBI0NSxAEQRAEwUQURdTUqytKhs7OwZ+/WBEDiYxzqKQad3+5Es//vMFuUQgi7iAFEEEQBOFYSGlnHdcOX4QXft5otxgEQRCEhXyxeA/OeGUWiipqFc/7dOFurN5bHCOpjFFZ2wAA2H603GZJCCL+IAUQQRAE4Xgo4Kb57MirwMSsA3aLQRAE4XgOFFfZLYJuJq8/BADIL1dWABEE0TogBRBBEARBEARBEASDmZuO4LL3FmJhTr7dohAJBlk5E3ZACiCCIAiCIAiCIAgGGw6WAgC2HS2zWRIiURDIrjlmiKKIv41dg8ztpMANQQqgBGTRjgJsPFhitxiECqVV9SitqrdbDIIgiLhk5Z6i5jgQBEEQdkAWHAThbBoCIubn5OPv32TZLYpjIAVQAvLX0atx8yfL7BaDUOGc1+fgnNfn2C2Gbo6UViNj0HRsatoZiwcE2nAhdFBd14h/fJeFQyXVdotCNJFXVoN7vlyJZydm2y0KQRCtEJpPELGguq4RewriPwsv4SxIAUQQhC4ytxcAAMav2mezJESI4so67MyjjBhmM2frUczekochM3PsFoVooqoumNJ4B7V3giAIIkF58vt1uOr9RahvDNgtCpFAkAKIIAgiQbjmg0W4Zvhiu8UgCIIgCCKKLYdLcZgsSU2htbjeLd1ZCAAIOOyB6xoCyBg0HZ9n7rZbFFU2HQp6KjQEnFWHdkIKIIIgiAShqLLObhEIgiAIgmBww4iluGTIArvFiEuq6hoQYCzgyRXPHqqbrHA/z9xlsyTq7DhKlsLRkAKIIIhWg8M2UAiCIAiCIAgFauobcears/HOzG12i0KoUFRRi0aytHE8pAAiCIIgCCJhIEUvQRBmIoI6FTupaMr2+Ou6QzZLQihRVlOP896chzenb7VbFEIFUgARBEEQBBH3COQLQBCEhQiIzz6GlOKti0Ml1fhycexj85TXBBV1szcfjfm9CW2QAoggCIIgCIIwRH1jMCjo2GV77RaFIAgG8aAj/2LRbmQMmg6RtFa6eXjMGrw9I4cCjhOykAKIIAiCcCw0BSSI+KCqKSjo+3N32CwJEa98sWg3Fu8osFsMwkbemZljtwimU1hRi2+W58bsfiGXOadlDgunMSCSks9GSAFEEARBOJ542LkkCIIg9PPOzBw8OHq13WJopGUR2xgQUdm0+CaIEP/8fj1em7oFO/MoGxUAiKKIk1+agf/9RrGC7IIUQERCkVdWQxplQhZSIhAEQRAEYRTWdOLlyZtw1muzKQtSDIinwNzHquoAAPWN8SNzLBgbQ6soIhJSABEJw868clz09nyMXpZrtygEQRAEkdBkHyihGBMEEcZPWQcBONv1JtGI18DcvNQ1BuwWgUhASAFEJAz7iqoAAMt3FdosCUEQBBFrQtafNfU0YY4Ft366DJe+u8BuMQiCIBKeeFJ0kfrT+ZACiCCIVgNtyhFEYtEY9lGvzj0GABhNWahiBvWp8cm2I2UoKK+1W4z4gdo5QagSPyoqghRABEFEcLikGuv2H7NbDIIgCFmOltYAAA4Ut7ggldfU2yWOKlV1DTjUWtylHLhYFkURdQ1kGRbijx8twdXvZ9otRtxhVhzBspp6jFy0GwGKFdTqsbIFkIKekIMUQARBRHD5ewtx+2fL7RaDaIUcKa3GPV+uQElTwESCkCO/vMZuETTxl69W4dIhie0u5eQg+98sz8VpL89Efll8tRsrKauhbFV28fpvWzFkZg4Wbs+3WxTCJpzcXxKJDymACIKIoIF2pAib+GLRHqzcU4xJ6w/ZLUrM+W5FLh4ft9ZuMQiLyD5QYrcIrZopGw4DAA4cS2wrrNKqelRQGnLHU9GkfLPCKu1wSTWmNrV3giAIFh67BSAIgiAIJxOLlL6vTNli+T0Igkhsznl9DnxuF3a89Ue7RWnVsFxvYqWYu2vkChwqqcafzj4eHndwnz+eUqYTBGE9ZAFEEARBEAoMmZkDADh4rMpmSQiCIJShtNGxJVzZo+TWE6vU8EcV3BzjKZNUOKyqo/g2BKEfUgARBNFqIJ9rQg/5TdlyiispNhFBqEHrMqI1INCEIuawqpxeg/Mg5ZzzIQVQK2bimv3YXVBhtxgE4TjI0sM5iA6aSbSGeWZWbjEOt5ZsVQQ3S3cWYvGOAsVzQt+Hk75ZgiAIIjaQMi5+IAVQK+aFXzbhjx8tsVsMIsGpqG1AztEyu8XQRGVto633X5NbjO1Hy22VwWnQxCI23DlyBS5/b6HdYpiGKIpYu6+YlBIGuX/UKjw4erXiOWQRQRAEQRDOhxRArRwrMhAQRDgDx6zG9R+SolELd41cges+XGy3GEQrJZEyAf6UdRB3fL4CMzYdtVsUgiDilMTpEYl4JVy/vnB7Psat3GefMETcQwoggiAsZU3uMbtFaIaMAOxBFEV8tXgP8hWCU6qXYaJARELCsj/ZXRh0c95fTG6dBEEYg2zcCCcwcMwavDx5s+zvZIxJqEEKICJhoPUhoYWSqjq8M3MbGihjiuXszK/AWzO24cnv12m+ltxKCILIL69BxqDpWKQSh4ggnECip12ftvEwMrfn2y0G4VDU2v/Gg6UxkiQITSOlkAKISDjoQyd4eGPaNnyxaA9mbSHXEKtpaAxOBsprGmyWxBikjHI2ib3kat1sPBBcMHy7PNdeQVo5FbUNuOy9BVi33zmWvU4iXtOsa+Wp79fjoTFr7BYjpoxZthcZg6ajpl5/jMhEn0Lwtv+ymnqLJSHUIAUQQRCtkromy59Gm+OdPDcxG0+O124Z4wSW7y7EKS/NQEkVpUcnCCK+yBg0Ha8ouFEQUrL3l+BAcTXen7PdblGIVk6s3cJHLtoNACipskd5EU9u8LGStaymHiPm77R9Hh+PkAKIIAjCRn5dfwjTNx2xWwxdfLZwNxoCIjYdMtec14rJQ2NARHElKaoShdZojRUvC4A4ERMA8B0FUiVaAay+Y2FOPh4eu4YyJMaAnKasrst2FdosibXEelh+c9pWfDB3B+ZuzYvtjRMAUgARBMFNbmGl3SIQhC6GzdmO/m/MRVFFre4yaKJMOAGn6r4cKhbhUKZvPILrP1yMQJzv3jtVepZc4X3HwLFrsCAnseL4rN5bjIxB07G9SeHiNFbtLbZbhISisi7ojldPsTw1QwoggiC4+WHNfrtFMIRTF06E9cxpivV0jNzViFZCXlkNCsr1KzwJwkr+NXE9co6WoyFOFUBmTCesePJEmeZM23hE86bLjCZr6kS3tCEIo5ACiCAIgiA0srugAjd9vBSl1RTMMB74YXV8K6/1cNHb83HBW/Nifl8ylCMSDbOtPxNlM8pIQGQ1/vnDesr6ZxDqiwk5SAFEEARBxBXjVu5DxqDpMc8kER535sN5O7HpUKkjU+HGu0uFFewvrrJbhIQnPha18fltVNU1IL+sRte1oiiS+6pJ8Lbx1lLdw+ftsLT8RNtgYbUL3raipX+Nj76YsBNSABGEyZTV1GN2K0otHk8TnXiSlQjCWriMWbYXAHQviBKZlXuK0OulGVi7L3FiDQQCIkbM3xkRxJsWtIQW4n09dPtny3Hh2/N1XXv6y7Nw7fDFJktkL6IoorK2wW4xpMR7Q9PIsRglVhDjVHGrRCtrKhHEevjmTU/fmiAFENGqEUUR78/Zjv1F5u0OPzcxG//4bq2pZTqF8E40kbtT1mSDAmDrp6ouOFHPMRCYkXa0+FjcZDK/ck/iKIBW7CnCB3N34MVfN2q+liZ+yqzbf8x0N45EXKzZjZG+s64xgJ35FSZKYz8j5u/CWa/NpsyOCpi1yF6xuwhbDrMzfRZXxtpCJ97789bRN+p5yq+X7MHGgyVmi0LIQAogolWzr6gKHy/Yhb99s8bUMgGgpsE632gn0DqGsRaWUlBBCbx1cpQsdQgDhDJ8VNdTpg8zOXisCrd/thz/nbTZlPLklG2BgEhuiQmCHco9URTRGNV+ftt4GAAMZXVMVMzeLLn3q5W4YcRS5m/ztlH6baIFI03vzenbcPMny0yThVCGFEBEqyY0paAUgvohywzCbFrDUrGcI35RTX0jahNckUzYR1l10DIvfHc/v7wGGYOmY7WJ6Yovfmc+zrchGDVhHWZY1vFaqLw7aztOfmkG6hrie55GUyVzscvScHpTpjGCiGdIAUQkDBQTgiDim3hXJu7MK8eI+TtVz1u2qxB9Bs/Bkp3KGU7OeGUWLh2ywCzxbOVYZR2uHb4Iewqsc0WhIcA4IcXPN8tzTSszv7w2oV11Zm0+igMUZFw3av3+dytyAQRd2QgiGiHGE4c3pm0lVyUi7iEFUAzIL6vh2u0lzCLOV5EOxqxxdu2+Y8gYNB0bDpSYUyBBxAC15n/nyBX4YO6O5phHcqzJLW767zHVexZWaFs4O1UHMmfrUezIq8DIRbtNKS/Wk347mbnpiGwMDsJ+Hhu3Fn8ascRuMQibIMWzvdix+VuhEoD8u5X7kKfi+j5jczBZTGMgNorNwyXVNOcmmiEFUAy48O356DN4jt1iEHHAwWNVKGwFPu0LcoJ+42oWEHoora7H/V+vwpHSaslvrWjN6Hhe/20rrv8wzjLTqLQfXheF0DceqwwqrYVEXYc9Pn6dbAwOwhmU1zgwIxVhGiwdQzzNJxKxb4x1gH9ePdOR0mq8MnmzamzRXU2B2cs5s9mt26e+YRRNuJvcJUMW4JZPEzPGTiK2b6shBRBBOIjfv7sQ578ZGSthzLK9yBg0neIUcTIl+xCW7irEZwvNsTQIQQOMuYxetlc2s008uXO+NX2b6jnr9x+L2DEct3I/AGDimgOWyZVIxE9rIAgikVFTOjhdJ2REPpqD8tHQGByxjpmcIW3cqv3c5zo9+6VZY7qzn9LZkAKIiKC+MUDZOhzG8Lk7AABVtYkZDHZnXjl25ulLcRsIiGigSUnCYGTSIooiZm85KskWYzX55coWe+U19bjts+V4cvy6GEmkn+o6Z/cxgsy/lY4RsUdOf5tXVoPnfsw2Pe08ETviSDff6rErSDJBqPUT8bTJl6iQAsgGjpRWI2PQdGTlmpdlwyxO/e9MPD1hvd1ixAzqhLRhxQLrmuGLcc1wfa5A949ahVP+O1PXtfTu5dmRV461OsyN7eS7lfvwj+/W4usle+wWJYLaJrewzYecFcOFpejfbWGAZiLxUXOJef23rfh13SFKHZ0A2OH+FD5m0/gtj9OtPxICnc1PrdnWNjTi3Vk5qnEEHUtT07Mq7u03W77B15u+bv6begH9kALIBlbsLgIAjNdgzhdLpm1sfSkOW1NA0URiedO3xAvbjz8+3n3GoOn4dOGumNzr2uGLccfny2NyLz1Kh5p6qdXXq1O2AACOlCoHXjQLp7YaWhdFwvt55xwtw1XDMlFaRQkbjEJNkOBBqZ2IoojvVu5DZW2D4hgdJ8M3YQFfL3XWZg8Pi1XiXn63Yh8+z9yNzzPNDWEQK0JxjWo54yFqZVjWMHy07iPJceoGtEMKIIIgbIMWq9oYOnu75FisXZ7M5qvF2idxh0qkAb5jgdokwwkm9yH3mgIV1zQnsLugAqe/PNOWFNr7iipR29DiivTRvJ3YU1iJZbsLYy6Lk6A+mVDCiubB6lcX7SjAK5M3483pWy24o3NQ+95+XnsQ3zt0s9hufl13iPvc8L7eTuoblV/4+v0lAPgTSjgNp7uREy2QAqiVsG7/MWw9XBbz+9bUN8ZNh1BZ22Bqp0sTaXni0kTZoS90+qbEttgzUuvlNfWYuuGwabLwwt2+LfgMZm4Otoexy3NNKa+2oRGVnFlKtPJT1kHUNgTw20aVd2Typ1dZ24Arhmbi+Z82mltwIuHQLpq3Kazff4zchOKY0LxRbyDdKdmHsNzBylxey6V//7QBL03apKnsulYWF1HNintvYSVOf3kWfll7MEYS6Sc0n2Olmd/iMDdyFmZY5C3fXYhjlXXYW1ipem5ZNWf/4NDxzE5IAdRKuP2z5fjTiCUxv2+/1+eg96uzYn5fJWobGpExaDrGLNsbcfys12bjzpHG3V4S2SQ5/Nle/FU6KSmrqce6/fERO2bjQfnBNJ7WDSyl5ewtR22QxFr0KA1f+GUjnv5hPXKOxl75HSKe2hKLWz5ZhrNem223GADM61tDVlJLd1mzQCwor8WWw+qT9YfGrMYVQxcautfhkmpc9t4CHDwWeyuqWKLl3c/dmofbPluO71dbZzkxb2ueavKCVyZvRq8Xp1smQ2tGrVt9ZkI2/vLVqpjIwiLe+/1Ysa+oErkcC30j7Gj6TmfFaF5k1Rpgj8X15BT+NjYL1wxfhCuHZaqeu2RncAznURYRkZACiLAUVqwOq8k+UKL4e2mTxvhTRppwJaUAL2omnonMw2PW4PbPlutKF5oxaHpzfKxYsN8Gt5NYsXqvcoD5DQdK8MrkzQm/Q36oJBgPyAorRK2WRfGqGM45qi9DX2vm6vczccOIparnZW4vwL4iY/3QT1kHcaC4Gj+uOWConHhh+9FyZAyajkU75GNphPr2UDwKK/j7t1mqyQu+W7kPsfDQbd2ZW2PTsfLWcCj2ydYj9m06xBNXDM3EAI6FvgO8q+OC7UfLo4Kl2yiMAmpWW4UVdZrKc4qLXzxBCiAi4SissDf2BUsTPXHNfmQMms601mCZesYrIQVaQOeosyDHudlhHDqOMtmpsvC558uV+G7lPlQnaDrmmZuOYGFOvt1iEHGEmRPlshpr+/TSqnrc8fly7lhYMY8TZuHtQs88xyFWjnbEr4qmwOY5Dw8F5bWGLT2cMAaz1q2sjRS1TZh4xI5MltFV65SNFCe0xWjmbc3DdR8uxpTsw46pJzPZlU+bUWZCCiCLUdp5TvTd93gg9Ab0mg9W1jaguFJdUz1kZg4AtrLno3k7dN2b0E4iDoosFivsjrcGHh+/DgPHrrFbDFP5aN5OZAxSdyehYcUY8dBFTN90BGv3HcMXi/gyxXw0f6fFEgVxcv9aYmJ2t/AA61Uyc7yJayhwbzgXvDWPz9IjChEi+5t0QD8Xl7EMOWGtXTaoWNcT+jBrzN7RpCBxmtXu5kOlEotNpfWv3MbkrM3OUPonCqQAshhWVhgnT5LiGT19qFHXkCuHZaL/G3MNlRFPLmNmT3iin/zgMXuyO8UzH813vgIxUSbKambLWtESdH44Q1H8wZztuONz43HLjPDL2oM4/825rdwNJTbobX45Mu4orWkuYmb8jDlblRciB4qr8MIv2gL3tkaUFoFqbTP0PltTGzaC1g1nVtw8o+Pfw2PX4NUpmw2VYQS1Kli0owBLVNK0xxt3f7kC787KsfQeahavN368FH8dvdpSGQjtkAKI0MXl7y20tSMHgG+W5+ItgylCjWre8zlTLSeSm5cZyM0jZjpYw+9Uy4oDxcpKM1EUuazU4hHWO7FzQcCSx8rU8CMW7MLafdYEXS+rqcc7M7YxfwsERAwcsxrLdxfixUmbUFhRZ2nmGVYdsmrVoZ9oq0OtLRSW1yJj0HS8MtneOYReyqqVx/Nak1M4J6q1eOiptCoWtiVofJ3Nh0olyUmM4LTxcUFOPr5dsS/m9+V95L+OXo0HRskrKrR+hU74bvPKavF5Jp+laDzjgKqOO0gBRDRnRFGjriHQrB3fX1xlS0cezmtTt+CrJeYNllYST1Y+ZlBZ68zYMq1xkPhu5T70f2OupQFRE43DJdW6ApmHYE+y42ureuis7fhi8R7mb6XV9Vi4vQBPjF/XfOxIaQ1em7LZ0ngz8VWD8UksusgNTbHivltp7xyCl7KaemTltsR0Ka50fsydeELrd11ucYwtXlbnmhvn58aPl+J/vxnb1CSkhNpLdX1s2o0ZlsKtcKpKxBhSAFmEGZrfq9/PxDn/m2OCNMqs4RzEhs7OwQOjVlu240zEP6Gd36d/WG962eNW7sPFb883vVwWTplgmsGi7UGlrdWpVs3ACeb85TX1uGTIAkPWCa9N2WKiRPagVQH2/E8b8M2KfVi1J3aZ/JTYlV+OH1bvJ6WRThKh3sxS+D/yTRbuHLkCVXWJMy7oxejc1glWEdGUVtWbnjSAZbVotmUYEUStr/o0cxcAYNkuZ4xNPPB+JhsPlmi+Jpz1+4/hN40ZTfWilqFZC8t3F0b8rXfuuHhHQcJayKtBCiAHs7ugsjlluZXwxqHYUxBcQB5z2MdiZKfeCdg5Ifpy8W5N5tS8nSzLf9woL0/ejKNlNYbK4JX/57WJnVI5UbN/mUHIem3hdv0LgolZ9rUfu3oTvZn/rOL6D5fgxV/547BY6apnFU5T0jgl1pfZUmw9HBzPGrit2+KvLWlFycqhpKpOdl6m1XI8vFuxqot5fPxaDBy7xvIMskt3FqqfZAO89epE5R0PVojtlKpYtUe6ga9FGXLbZ8vxTxM3bJXqZchMtku5HkIbm0aoqW/Eg6NX48HRq0yQKP4gBZCNmNF/VNc1It/gojjemZodG+11IvL2jBz8acQS08strFBWErZWjXs8U1RRi7Ia6xXSgPwk4uXJm1QzYdk5MYv3Hd54ilWmNsflX6xHlesMHQY3TlJchdfdsl3OXOyajZPqPxbwPG2/1+fiuR83MH8LKdMAtb5aYP7TCpbvDlqGKG2Gah1XzBiHahus3agJfa+88dtEBD0BthyOfTp4K3lr+la88PNGu8XQxcZDznoXSsHvV4Ypq8I/j5r6Rhwtjf06NvSNttbwCKQAsgEzd8nu+XIFLoyRW4xTsTLmRCywW3q5iYrRDGnR7C+qav73+FX7Fe9tFUbuF6+7X2Zx3pvzcOFb85i/mdWnqZUybmVkauVYKaRCyMk3bPZ23GCBIjXW6Erz27o/C+fgMM3VxoPOWpgkMkaHpjenbcVdI7VlE1RrbbFyKwnn57UHNSsnzHRLMZt/Tcg2dP3NnyxV/D3Ubl74hU/5Ud8YwKcLd+O2z2KXeTJawVpSJd083Kpixa7WVr9astdWq10jyH1ndo0GeqzoHvk2Cxe/07rXsXZACqA4ZwNNsgzR2nbvtPDYuLWmlpdf3rot1RKBmnr1ncL3ZuUgY9B07C7g21UpMmAN9ti4deon6UQt0084nyzchS2HZSahJncx9329UlHpbdfEz4zAl0DQ0uztGdvQELYrHQvda2vR717/4WI8Od667ybWiKKIwur4sDZavbcYAQduWH29dC/W5MZ/bMd//7QBN4xQVnpEs7fQ+O6/VW907tY8Q9fvyON7tvnb+Nydc46WB/+h4YF/WL3f1LhwuhKqmDQoOkvFnjgs4XSNVBqjneJ+HE+QAojQbtpqjRitlnX7lSdedi1MljJM+OO9i3XYJnlMsDI9N4vPmlKO3v3FSq7z1Sa5Su2/oNy6mA1mxUlqSXUs87soYl8Rf4DuZbuKcIyxCxp9P7P5dd1Bi0qO5NWpW/Dl4j1YwAjKqqZkio0dmnNYosPNKudoOaZvOmKqHHYqNX7a8ROu/PFKbC/eLntOkcWxXaJh9VmLdhTgz1+swKile6POFR1pXRoPSQMAZ3ytKw0oOOJpE1LPePvir5tw95d8c4FEI9ZvNtSPOOGbUMXkymmNc3ujkALIRopU4qQ4FSPBUQkpOUfKFX8v54zLUV3XGLFr7jScMM2pYri1scYNB87HdRPaXYl1kN46k+IX1DQpYmZtPmpKeUYwUoNy85NRS/fiiqGZBkqOxKrX/P2q/eonmUB9UxwONZ2C2RO+ePzkQ4kZ7MaOujt4rBoAsPJIcHGZW5Yre+57s+SVQ7HicElQ3mjLyLNem42rP1jEXc5MhvJu1V5zsxtN3XAYA4ZlOmau15yV0+KGprf4D+ft1HyNWRYLmw6WYkee8hyyNTF2eS4AYENYdiwrUFLcmfNmtbfGYXN2mHJnonVgWAEkCMKJgiAsFARhmyAIWwRBeMYMwRKZUHBKloWFHD9lHUDGoOmOSENq5q77poOl3Gno5dC8gxKPM30Oer86C0842LS/wsLU6rzximTddBjsK6rEoaZJOwDM2BQbBcQeTtep1sLh0uA74PXRt3InyIpggUb7PwCo1BG8Wa2eeOoxVjrFWOouzWw/WjIsWokWAx0rrVGMWDs0u580sWiH8SwwTqCqrlGiyCuulM+i9ThjjDc7u9TmpsCyO47yKRb2FFRwB3HVGthYrcWY5Xoar9z0yVJcO3yx3WI4jjlbjLnP2Y2R2Kat4pMQFP/URCJt+GrBDAugBgD/J4pibwAXA3hSEIQzTSg3YdEzwfp04S4AQF5ZbE2ZWazdp89XfOnOQslC5aZPluKukSsY9yjG8LnWaLN3N0221IKVfZa5Cw+Miq/0gHNU3GkCAdGRMQiM8o6J6SWB4KTziqGZuHTIguZjq01YqEdz5+fSYIpXvS/dDT4cpojSC+utiyJQWlVvyIRdjrIwhV88mbnHI3KLRavgnWAOn7tD93jBvK/K705rZU5ZhKzdp73vsnJhradktUCvEeUr3OBYpXLg+LKaeskmF68VrhkEAiL6vzEX//6JnUXLbMKTM+jlqvcXcQdxncyZtZX1DvcVm2/xxmuJY4YFrZ0Lc6f1jVqxwvrWyfyYpd/lurJWWcm6WUfmsFmbjyJj0HQcPGa8v7CaA8VV+O+kTapKtFahKFPAsAJIFMUjoiiua/p3OYBtAE4wWm4i47QdC63i6EnhfaC4CvePWoXnf+ab1Nzx+Qp8NF+bWS3v+Pzot1nN/1bqKN+btZ07OJnZaNX+H+JUEJz52iymuflfR6/mLsNMzFIMxENa+ekbj0gUoFmci+NLwhRRZvPXMatxz5crLU05+8a0rZaVbTZmu8pZsbvkpB0rpW/4o/k7cQdDyRnN5PWHJO6r363MlZzHcuE0i5Cr4YFiZ01wzch0pzachLenUJDVnTrcSninEnY23waVyvjd2/NxgUy2Qxasb9HI84WujVUWrdJqje3LgpfHG6fOjI2QaNTaQ4iQa1H846z1B2E+avPh23Vkcft5bVAhtVWDFb1dPDsxG+NX7VeNr9raMTUGkCAIGQDOBRBfZhMWEg+RyWOxmKhscl3bnW9/zILwx9U8+YkRAVFEfnkNtyKI1zWlpj6AvYzgjot2FOD9OfbHSUhUNh8qxZPfr8PLkzfbLYqEkJuKlf2AEywXQ6g951vTzbUmyysLukaYqfdvCDgv1peexwvVyY68CnwdFRx32a6iZmvF0CtbocNSjVXvn20cDl+nyEV+SNn/zswczfewkucmZjf/u6TK3PGKVTfZB4KT5miXq2jCLZmdGMRYHmVZKzUqGZkKoHiqDp2Y2Z/9/t2FkmO1DbHp46yytIqXINpAfHy/SokP1DCy6V5T39icet75tRREEJxnaGA1IuPfajWwsylLXqz6GqdhmgJIEIQ0AL8A+JcoihIVoSAIjwqCkCUIQlZBQWL4bhOJgP1dOkuCooo6XPjWfLw321mLESLI96v2Y/pG/kw6FU2WP3ZYWcUjZruMieCfEJnpsgQA938d3A/RYr2SlVuM896YK/u78saCNX2aWvUZzZpWyIgtp3TPCasZMaE4FzI/7hwPf2d+Kw816hoCTMshM9pxeKyb+dukLmV2rd3iYM1oCav3FuOYyYo4o7Dde0W8NX1rXOzYs9zxn/5hvQ2SAAePVaHP4Nm6LODC+WmtuVkTAwERXy7ejXITLAJ5cMrnHepnxi7LteX+t366DP1el47FE9eoxyQ8whkXywk8MGpVc6iR1oJTgtzbhSkKIEEQvAgqf8aLovgr6xxRFL8URfF8URTP79y5sxm3jXsEbxG+2fKN3WIQnOQWVmL1XvPjwLB2X0ITooWMVMhOI94XAnoWri9N2oQnv18XF65n0VTWVyL5xFEQvOa3ZaOELAXnbTOn3TthDywUP0TLd/LhvJ0o0tC2YmFpuiZXWTGmJcC6GWhJoqAFPTX50qRNuOy9hZZYlKq6bzX9V0DQ0nDCamm2NickjzCKACAl42P4u0w1VM7mQ+x2WlPf2OwGqMSfv1jR7A4RK/SMsWXVDfhqyV7c/aU0xiIv1fWN+Ovo1Uyr4VixKszqz+q5hiiKmLbxCMprGnDN8MVMJZBdlhULt+fj7Rk5eHOaMQvVWGcDNYP8shpM4FC4yGEkeYOcJeS0jUdQ12Q5UlPfiCnZh1rSsGtsIk5wL1yysxBDZ7d4AQyeugU3frzERomk5BqIV+aEuaDTMCMLmABgFIBtoih+YFyk1kNKj68wLGsYSmu1B+TSSzwEANaayrzcwuxS4QwYlok/f7ECv+MMdpiQmDD54U1ZWtvQiMFTt6CUY7fVyKTsPz9v1H3tfydt0n1trAnV0Lx98+BJ2wl/p3mOU2BtK9gLwVtsiaK1tRDr+X0oZoydlFTV4UfOLHFa+eMvf8Rzmc8xf9tbWImr38/ElOxDAPizEfKQXybdPVaqaUEAbvx4KQb9Ku2T6htFzNuahz8zEi7EE+7kQ/B10B6/IpxPZHa5+w6eg76D5xgqm4eSqnoMnrqlefFoFfnlTa6nBspYurMQi3YUmO4Wq4UylfmdlQu7TTqC5VpFTX2wvZTX6lMyh+b+vG7oLGWoWkzMnKNlpmYJDmHUutRq3pu1Hc9MyLYtZqhWGjkmCWOX58oqy81Aj3XsnK0tmXijN73U+oHW5hLHgxkWQJcCeADAVYIgZDf9708mlJvwCK4mv9IYztg/jAqs7PIfxqT9n6HOwgCwWvlwnrbgzwePxdathtesk9XBsbqgUMdUXFOMpK4TAcGaRbmeyP9m4U7djqdXXY09pXuwPWxHRanpT1l/GGOX5+KN6c4NIMyzY+xkZm1uGVCdsDG4O+llpJ3ynt1iGELwHEPaaa9iT+keu0WJK4w0v2cmZOM/P280tNMrx8GKg5i7j+2O9+Xi3dhdUGmJEuwoQwFkhCfGr7MkkyEQZoVkYJKdX1aDb1fkmiKPHuoaA9zBiNUIjf3pvQch6YRxEb/N2nIUY5fnYqrFQZ61ZE1LZOaqZEbVSixd6sxcs4YW/bybK3rCzF3/4RJcNSxT9bwJq/dj0nprrehimXk0FOfPjID9scBIinmnsmB7ftzPx2ONGVnAloqiKIii2FcUxX5N/5thhnCJQD2jF2X16bvy+awiSqrqMGuzfOwRNWuJ8HgCAJDS42sszvsVp732C2Zu4o9poheeTlnrJH7S+kN6xYk52QdLZH/7eP3H8LZbD2/b9ZL3ZAY3frxU0/lmDhLeNkErmw35/AEXQ7s+sTa3B6xThogIYMquKWgMOGegMmuSWd9Yj4/WfQQIzgn4bAeeNhshuOswaeekiONm7j9ZNbl12iZZTUMN6hrVFeL5TbvOZi3gCXmUrJwyDcRUePS7tXh1yhZT0pKHiNXmmuApawoqLr2ftw3b4sIuV5wZm46oLlTjISgwL498m2XqfOqXdbGfj8QT5bXqFvmDft2EZydaE3ybl/u+Xomnvl9nqwxW4bBhPCZsPlSG1zVmm22N9RSOqVnACCnvzOAL4vuHDxZznffE+HV4bNy6Zo1zNEYGJ7N3SsKxMkaFsbgLLXIJnhLDsqgxcMwayTGlGEAxxWFzvvoEXMwdcy/Ey8texs87frZbFNP5deev+HrT1/B3NtdFMh4yKSYKWuvaioViuBLqwu8vxDU/XxPTBamZSjAzxHbaYnyZQuylv32Tpbvc0DgeynA3c9MR3cqg6FdopWJThIikbhPg7zwPriT5zSgn9GJ7CyvxxPh1eHZCNvP3fUWVERuMrHqLpWWFWXyyYCdEUcSLv27CJwu0WZhbxfQYbLjajSiKcKfshGRy6aoFXPYmxFi2qwjTNCTysBvBWwzBy+9iZmfcLjPJL6uJ8BpQwgoL4ESGFEAWs5Fh8RE9fKrFlCkKUwaE3I+s9h9vbXjSNyDt1CFwp/BFwdcSO8WIWaLTFr9GpbHMcsHs8jgLlHuacSv34eCxKuwvqop4/w1CcIA6Vmtupike1Gq+rjGgWwm8Yk8h6gNNiljB3JhcVrWZ2oZGZAyajo/nO2NBYIgYdxOx7JeKa2IbDypWzzZ+23h40vXHH7Mbq63FHh+/Dtd9yLcxBrD7iVipKkLu/GbeMSAquxvpUQyGxiK5bJR/+GARHhvHZxXhrJmJMmtyj2H57iL8sHo/hs3ZIXuew3StMYuvxrrLr+sOYtexXdhTot+VeeruqUg5aRQ8bddGHE879Q2kn/4/rjLWFs/CvAPTdMtgJbG0mE075T2knTIsdjd0CBe+PZ9vHBAaKHakRkgBZAPRA3e1SvydeGnUnyzYiXNfVw6iuLewEl8u3h0jidiw+mx3SjBzist/lPGrlP/8zG++Go9ZF7TAMwiKcTVdNEZZTT1enrwZv393IS4fuhDPTLAnnW00RRV1OFJajTlb2Eqed2fl4JFvs7AyLOsKL58u3B13mYaqaoP97qhleyOOx3qH2+zuIV57m+kGdmP1WskwFfkx6qqGrB6C5O7fc50reIshuMsd24ua0YYPHpNa+/AEf2Up7OwO+GnWN/2nEfJZeKzY7eZRONg5nTFyay0B2j3pG+FOlVcUxYJZubOarGfs4df1h3Db1Ntwy5RbuM7Pq8yTWNEfrgjGuXJ5Ize8BBf/XGHqoY/w4YY3uc93ArHeuBVFkStZSqzJL6/BB3O2q59oEJcvD+lnvGxoQ+WwjFI8kSEFkAHSew+C/zh5zXRBeS1qW5GlzrA5O3AsrBPaVyQ1QaxvFPH2jJyIxaLgKcG7q9+NWVyUyHeib0qhlpkiRFF1EYZmDQEg/2zcEjh19h8vuGrgP34yqhvUO3ojk1wx6pO3Ip6THgKiiCfGr8PsrZFKztBk5UBxcAFWEvYN5xZWcrthhAeUjidKqurx/pzttrjauPyHsEIcCFcSxZXgDXqs9J7UJt4lVXXYcKBEi1gqWNcphz9L2invIe20tyy7l1HMmDw7IZucE+Dth8Lri3WJ1Uowu5VsIawQI7n790jpMRoLcvTHtGKhpc6eX/Q8Uk4aJTmud5iyenj7w89/QNqpQ6y9icMJ1XGsP43PMnfjHJXNdzlcSQe4PR+08vxPGzFigTVlh9dxyPXWkx6ZrVBLk9ez8RnvkALIIL6O8oF1L3hrnvN8Ei0YBbYUbsH3a6Vmw6sULJfCJ7dJ3X7EuG3jkF2QrVuGJ+Y9gd8OjFQ977bPlsUsUGggENzl/XnnRHjS1YOTOS3WgxVEP6NZT8wz4Po6LoSv/UpMzJmo+z5F1UUoqjYwUNj8irWmqR4wLBOXD13IdW6DTNBwO1PNK1nfbSvegvTeg+BO3ouPF+xCRVPwylh+hqEJiyetZeKiJ/aVFfGy1laPgP/4X3Vfv+boGqT3HqQYFyUWhI81d3+xErd8usyye0Vbj5nRlFQXjRwN1p2yB75TXuaKu8G7ex0ul5xLkRxWj3UzouKrqAU9PlJxBHCZm3Ut1qw8shIXf39x83Mo1XH4T+UaMxcpxXlqCDTEPPuhldYWsYgRwzs+alcqiNwW7VpJhGD77uRcuNO0BQ2WTXGvswkK3iJTNn/mbNH/nlN7foqUk77Wfb3LfxjpvQdh1ZFVkt94LDh5EUUxYkCtVzCu2NSU8fiukSuwjbIhykIKIBvQunNSXtOAXBMzY5jNPdPvwTub/6q/AMH4YLLk0BIszv9F9bz1+0tkfjF/QvrMhPVoFEMdoLbyAw5N0xiLnY3C6kI8MOMBVDaURBz3pG+AO5VtEs0jliAE69SIi8+AHwdgwI8DNF/njL1SezBzEqCVjQdLZX9bmx+csLjTIk2U69Nnw9thkfnCcDaCEg5T7vBFj+AuxwXvTmye6Ji1uD7SsAq+9qt1X595IBMA4E6JoctvdB27qrC2fDxCFpjb8/iCSQYCIn7MOmCKYm1f2T78deZfg4FPVWC9O973qbQQ9nVaAMFVB7fZlmZCHTxt10IURTRYtCjkzZAaTvTmk1rMxGt/uRapPT9WLZf307IjgcFn2Z+hsr4S7uhFv6sWQFC5zRq/t3EGWOVhxPoRuGXyLVzBaqOVdE4h1mN1bb01bcXTJhupvT7EogPBsUxp7lbVtDGUz2mFGQ+oKQZTMkYi5cRvYyQNm7RThiK15ye2ymAEESLcqcHxPTTeq9EYCLqraZ2mRCvfvl66V+bMyP7++1X7Zc9ziBGjbZACyE4ETlNfRip5IDgxTDphPLwd5P3E9RJv8TycyE4D1l+hHdWIDsqZOiHNqD3G99u+R3ZBNtYWz4w4ntz9B6T0kJpEO53wgc5IQHDDcjCPmdeo1HbZ44WGtrOQ1GWm+okWstP9NlJ6fiT7e3gWyLTT3kLaKUObd72cjh79FO8l0fO5pC7TsblyEjzp7FTccmX8uv4Q/vPzRny52Lg1w0frPsK6/HXwpAYVjZsV3tNvNmWlCVeMaekT/F2mI7nbT9heuh7/9xN/XDwtm2C8GVJrGAvplramfj+XzzwXgFjv3yi9M/Gk/yL5pK9iIsf6vGC8O5dHfe6TY6LiKV6I5XrTnRTsS7RYZDUmkBV6LGL58b7P+sZ6+LtMhuA22SNEqIf/+ElohHMNBKJ5a/o2nPP6nGaLa8I+SAHkBER9w0JZdQO8bTYhqct0/YuvMCVUeHf59oxt0nMNED3fYwV8jGecnElo57GdOPfbcyF4Yp95ygh2+uTqmTyMXbYXVw3LVJwVFFexzb39x/+K5zKf03xPM9Ey97tp0k0YMHFAxDGrdjK1mvg3irFzOXOn7pQEC5WTtlHDqrDKtad5As/ioTHaLXNu+XRZTPqpb1bkMo/HIjCmpIZDGek4N1uA4FhV0vSdqrlnqOkxRjDqe942+Ux7ewvsT92rpR8QPEGrs5rGKkzJPmzK/Xnj64UobMqS+nPWAfWThQYIPnNjsmldM7tTdyLttFdR2xg5B5qTOwcbC3QGMVWJAeRJ2aev3DjhWGVdhFLcbgRPGZJOGI+q+sSa5xL6mLp7KnwdViKl13BTy/W2Ww1f+1U45p9uarlWMm1jcJyorNWxGapjCrFsl7w1YgLpO3VBCqA4JbrhblNIF8pXoIBJ61tiNZRWG9POVtZXYlOJfOyQRNj9yS9vmXC8P9fejBFK/LLzFzSIDfCkb1E8LxZ9YbRiRc00Xw+vTlF+TjNZvjuopBJFEYN/24o9hWoLOHYt+9qvxtx9c02Wjg89ZrC5ZbkoqolW0LGfzahLUpWGuEXulF2YdOxBuFO0W27okTKlxyik9BjN/C1a4aHlOdQ4piPjx4YDJab3U6w6my2TZS5esFpRxfs5WGKeLkT/ycqgxb7U03ZtTNz5/vEdO8aMnNVQSLFayWG1nNT1J6Sd/D4q6qyNzajU5/k7zYXgrkNBbaRS5v8W/R/um3GfrvvN3HxUUz8bQANcSfIKMzsXRu7kXLj8bOV3SK7oZz33jbm46O35VovGja/zHHjbbMKs3Fl2i2Irsc6oaTdvTWdvnOcU5wAAXB6zFfxi1H+tZ+hs87N6JXX/Bsk9vjS/3BO+w5HU97nObY3KIFIAJSQNMUsfKWfJM3j5YEw+NNRQgDNvu5VYfJDP/Fs/0ZNKzlm3GIxwH05xTTEq683p4J3aGeleHDVZuUVPCEYuMmdBMTn7cHMWqxDfrbR+1zOkwBqv4GfMepWxThMqh5529tKkTSpnmPtsoR1+yV18BZJYE+7UoOLHnSLvH75oR4FjY2yZjVLQb0NZfCxsvnqyQTVnXzFZFisw0vJ0vzMTmntyt5+QosGViCUqT3+TV6YeK0krIVlC8SpqGnVaixiox+j6WLef3yJX7ba8cdZC4055ymSk9vwULv9RxW/GjnEqJWMkUnvJu79ajdPjgjg1C1gi40reh9VH1K1uQ5ksndiERFGEt/1yw8HujYS2kMObvg2eVPODx3vbbIEnJdf0chMFUgDFKUqDlP+4mUg5aRQ2FUgXamaPAbd9tpx5PL8qmD5TENg71TyDbFLXyXhy/pMAgp3XtI2HLQg0qaxBT+89CH+f83fmb7UNkZOuKyZegZsm3SRzH/kHlg7M5gwfO/PKseWwtrggoijK7r4ZQ88zabvmye/X2ZZJzSmp3pVQq5ttnpeQeuqbUOsllILqxZK0k99H2inDNF/35vRt+FbGTSnRmLDGvneld/dXT0rx0L3MWryFPhU9sqgqF5WyMzHqTPZsVy18neYjINoXVyyEFvdGABHWxmbhpAUujyg78+zLEFvvDm7MCW7lDavVufKZXI3ixEWyk1Grr8kWfFNOpSHQ0GRdFZuPPjXjc/xtzt+YvxVV1GK6TbHbWlD/mlYfXY2k46ci6fgpJt5V/1c8d6uJGeo4XLyLZDYSWzOkAHIo4e5FWnH5g4vRktoSk6SRRy4tYoNM4Gq9zNx8FE99vx6fZ5ptgs7uwMaFWY+w0hvKUVBtjiKAd1gTRRET1+xvtkQRvIXNyrdrhi/GDSOWarrv+G3jkdrrI7iTIy0oPOkb4U7L0VSWnLxGmSmTPUQUg+0k1jQGGpEnLkIo05DVO4gL9i/A/H1Sc3e19PRqVV8n5HMF70wEDh7TvrCPK4Ra+I+bjoaAtnhIepU2KRkfI+mE7+WE0VWmXYR/v3L9SVV9FSbvmsz8qA5EWcXuPNZkjesKboYY6QHD+09/51nwd56LvTXBTZhjMvHFokowcHd5WLGOePn3on9j3r55quepjR2bD8Um3a87eY8p6bULTF6QRH+78fXV8WHEpcjplj1qhJ68JlDaHKMsnH9NzDZ8D6dYJqsxZvMYPL/oeXjSdcbMMglBEPCfn6UyTN1gTjw0M6ltDPY3gltbXKpSHe7mIZRa08LtFmyaKnQPny7cJTkW732CUUgBZDqNEDwlhkr4etPX+HDJnOa/7djZMrpQXyebbl2dWVukk6uipmCcR00O9Mc2Uxfx8mTlrDGximCvZvL/7qzteOGXTXh/TtAvN+2UYbj6p6v13QvAtuKgD7Pgi9z5S+7+PVJOHBt1hQh3ao6htuJO3aEYi4DF4+PXydZ/kUrQViv4cceP2Iux8HZgW8OxMJIx65mFz+Bfmf+KOLZw/0IM+HEA3CnSQY6QIheM2z7M7eR9nRbC13EJNpRpy2ampmAPiAEsPrhY8s27kw/B20Z+Mi7X3nnnX1aPgfuKIi0hlu9WTmP97pp38cqyV1DUGKkUF0Vg25HI+Ha5ZbkAgrFNQufoJXxcFZrSyjeKwb5w7PJchSvZNT0tdyLcqbFxFxfclTgSWCA5Pjt3Np7NfNbae5tYVkrGl0jt9WHM7sfiWM0xVDewlfUiQu7W2nH58rlSuAN8zxjKennFxCuQfOIYHRJxyKGjsqOtt0M4yYqMhadNNtbiGfQf+rXm+IlOX+weLeWf2+dVBePMCR4+ZYbgtS6hCGsuGh3o35C7tQ7MbMazzbTUgcF26PDvM94gBZDJ+I+fgrRTh6CsTv9u1EfrPsJvBf9t/lu2zVvYpxwNLMXWoq0GStDypVrzVe8qysO7Kz4GoGWgFLCFI6B2vozlU6xZvTc4sGlVfOhV2oR33t62WUjpMRYHGxYp3QiPu6ciGWz5UnqMRmrPTyMv4WgPAQfN1Eprg252gpttVcKaqBkO2h7F+oJg+l13snzMLbmB16xupLCC/Y6jX5UdGQCjZfh1ndRc3kFNyjCCEFzgiCJP3xfAzL0zERADqsGlv9v6HZ6c/yQWHZQu5OWRr9hQEHUtzN+3AH2+6QOXL7/lDgbf3Y1RlpJHVBYjBVXB3ctGUXreY+PWGhMmhozd/hFSeoyKOBZuBfDIt+yAzC3nKrP1cFnzWJPU7QfsFr+Fy2dVkHBpIzDbElnLvSVncLZRntMun3g5Hlkk524uj9riK/XkD7jdatcyYhhFj92hcbq4phieNP3BYz3pm5DeexAKqvXHlAznXxOyNV8juMuR1P0bwKVuPSrIvMUtpUsk1tVaCCU3cPuPcmwiRcpg2vgm1MPXaS4AczdBL37HmiDemQcykXbKUHjSWzZ1t4clodFv4dKAzzd8hgCka4GVe6xznbQLpysQjZJA0z9uSAFkMqFBji/9o3Ob3PbGr3D3tLtNKIm/11AyPy3UoXC5cfz/YdyOLzXvcNZy7qxYuWDkVdCE0hRXaEydy6PkUkPwBieANWLkYJfaaxiSuv4Y/ONINl7wTsDvXHoyc2kbcXgDYXKZkTvk0zTTb9kpCo7fvyufHZDQ7+YgFyxbDW/75fjP4v9gyi712AAHy4MLsF83BjcHyhX6HR53gpALsTs5F+m9B+FAubo14Lz9QXchVoIBvS4M5WG7uFbPc5XerxO+0XD55m7lU9aIjFpbuacIfxqxBN80WSYJoQw4grkLR6V3bsY4F87wedIsepHvTL/1jVbqNbp3mk0JY+Fc3xSjMdQeVigoeLUsKD1tgvEsD1fzWLgGsD5/veIZczjbdTi+jpnwpm+Dt52yUjSc6LY5fu+bSMn4IvIcRj3wxB6bxenuHi1DSsYneGbBM1zXsvB1zIS/83x426/UXUYsCH2XzRm4klrcssJd6Mpr9SmAvO2y8MXGkSjwzOCQJbYdux26mlhbOWmFmYzF4TJbDSmATGBhTr76SQ5h40FtQYGdwkc6YgyETOQh8CgGrOmgtXT89YGmgShMXrXuKbcoqGjkVX6EaGAE7TSrBlz+QnjbrQv+EQjK5YP1gUrNDBBuKFMP65jOgYb1nhKBwupCpJ76pgXWAIlZX0HEpjhc7Hb+3qztTWfxEQpWLHiCu6HFNfy7lpsOqY8j4YoEtW7Q0zZoNaMl3lo4ZroGC4LAr4jR8lk3Bao0fS0Q4ybfnDZB5UH2NY1N0S5xToF3bN6R1yK/spudvWhRHIefqW5N24gSbOAqt7I2cpz/2zfyypLqxlL4j//FdIWgr+NCPDjzwWZrGa04IQ6O1qDqWnAnH8SCA2wLTq5pStP7ElyxCYPgWJpjutmoiJUJfmxZ63FVBf+n+/pa1LabAJf/EPxdpkKbdwZhNqQAMoGBY9dIjoVPGqKxf3gJR7mrsCurkn3wvR29u+1KTN09FUBwRz6c5B5fwX/8JN3lyr3DkRtGNi+8Yolam3JCm7MiS43zMLmeOTIxhFiwfwFcngpNcZM0YWETqlSL/6WhHrTgbbMRKSeOlfQP0fB+PjlHY7Uwt37EC1kiGQkSG8Lq+G5Ka7vNYYq1usYATn95pkkKo9A7MF5YyC0s1soQXiW68vih/fmvHb5Y8zWKWNQ/SG6jdCxMBLWxztdpAbbjQyw7tCziePKJozExZyJ2hs11tYzdq0u/ga/9GtMD+br8TRloPbEJCt7aEDS0XzP640Qg5jGALKr29NNfR/rpr+u+3td+ORpTVyG118fwdVgOVxJ/9jQzH4nPQyfxIQWQRZhqacP4mqMPsToYMzodq9JbO2GXxakIrtqIzs6Tuhu+9tp2xsPjrLRYkUTW+afZnyK520/aZJP9A/jnD8pm1wCQV1YdFynTLcfsCQFvfAkR8KQH3fE8bbObRIm9LKFseR4TMsvFmg8ZbiBMOKrV2y64ecATH0PwBscUl7eE7/5QbmY1DaGsdbGd0E/a+Ru+zFI3m4++c6KgVIfzw6yJ88tq+NyRTfp+p2RrU3pn7ZPGgLGD6Dg/LNeYmqh6dMT8Q4y9DKGmEt4GWdbD4S3U1ZQQItpC0JO2A2+uehPXhCnI9hYqp5WPvIc137QQymSpYPlt1SbTIQ7XLb1EtxbeJyiptshCRVP7te97q65Tbt9OZvOhUqzeq26Za1ftrtqrNYafqPinKiY8qDtlFy76/iKsOLzCeGFxDimAbEDrfE3uG4mFUrm0Wp9/rF7RlCynwjHL3Yc1D3CCW2hILr2yhMdZscJaKUjwHYSy0PzGkfpyxPxdzAC8enGn5iC99yBJ5hLBXcltqiq4K5sDOcc9CpOy0KTX5QsqX+QW/mbPjVnlhQLMu7yxqXeu74jzuWvqzTNbDj2/y9fSfvcWsBdRet5LXUPwohrGIu/bKAsOLYpAIwvo5BMm4uMtL2i6hvfZHbGwV8OG1YfL27SIUFD2fbEo6DITF3UYxvoDJU3/CsrNyvC3ofmcBIYntF3TOWb2YbGB/6PxpAYzGXp0ZMQ0qpS65ZNl6idF39Pi/mDNXnsUtfWNAUe4TLJSsgfixLX+xo+X4s9faFdU8Azlu/KNWwA/+p28B4HgK0BFwEjQ9kZ4OywCBP0Zc1m4U3IBAOvy15labjxCCqA4gNVZyWb0ia+5m4Qxy/gyJJgeG0VHvcXHEMLGjB0wb5P72O569eCxVtWWt8mKxZ18IGIBm3baG9ymqmmnvYHfT/i9bhmiJ41ODSzH+mTsasPFleYpJYsr60zJLOYUc/XwVN/6CT5L5o6gRclb07dJzjDSh2q+0hlVy4QVaF2uLZRW1+Ovo1c3p5HW86XbURUuf1DB6PbLK9+bY/s4+WXpxAldMkuGerWNLKEOs3JnYW8hO+U7E42WRXZVjT5FI8vSnftUCaIoAi7z4odZt9kWfxRV1GnOsMUb+4innkPWk9EuveU19fjL1y0W9Uanwjzt2Gyl+riV+wyX8eCo1VznhdYKizVa7qed/D72p+h3F/O0XYekLjPh62RNdrhonBB6ItaQAsh0zG9EidAszez+GhoDOOOVWSaWCDTXsslm2fE2ma5r4A/WLLh4TIuFsP8HV/wDnjpzZF+tQSanyG+XHNkm7shf8NY8XZnFottZJcNU3Ex8nWfhk/WfWHqPaELvN7eI3zXD6Shm0dLR3x4u4V8A/rL2IBbtKGgOcBy9XimvLwcE5X6Rd6KpfpryCewdXgdoQnTw1WJ9AX2dzscLlK1U/F1+w/OLnsfyg+q71XVRyiQnKL2sxttuNX7bzhej6efcEUGLgjA+XD0a6acPhuB1Vtru6HdpBjztQUuTCe99snLNqb/9xXwbOXWcmXpZhDLnxhKz1wEvT96s+LuZ87qlu4JuXrzZkc0itL5oTubDd5X8T6wNUKdMxG2CFEAWEWsz6vtHyceI2XiwRHe5Vn0fy3cXMo/z3E9rxitnoNwePs/cHXGuWjWE0ia7FHZ0tbLtSBkaVV5ALCaVLYOlNTuZC3LykTFouqayCZMxUdFqPGNKUJZ/fq+wyHLVIKnrj0DTZGRBjvbsZf5Omfhi4xcyv7Y8w4o9Wv3qo0rS2WmbPWZZP7mSymuWawuv6JnbI3dF75xxNVJPHmZK2Ub5wwfaghdvO6ItaG7sEp4DQ+eox8hi0exKbaIskntw1gHL9TmvVFn5GIr3VdOgrsCNtorgdW+P5yVQUtdf8dn257nOXZo/FUldZkYcW3E0+I24whRATlCcfbZwt8wvWt6W2PT/Zr9haXl3jjQvnsqWw+a6hSfaGn/SeiNuVXyEjwVmZtc1jIF3WW5xcod4hBRANqC1Q+I5P1IjHnnBou36g+6GdwQizDOXDQ/UaP14G7yDlgCFsebdWeHBcEXVxZMnPRhDxZ2q3c9dDiuzAtWz0o+YzJ7CSsW25E4LusFkHd5imQx2wWU1JXPc6u/PlAmoiWb6cigF7vd1XARvu3XwtV8KAJiSrR7vSi9aTa21Ehor9Lgq6lXqqLaBMMtAvS6U7uRcSSwwzTS1M7WnzFNIO+/yKitS7F2PmPe1NzTqfRK2DIK3CHAHx+iAGDD1m3dCFp5VHMFcZcsz8Szj18QLSpaCziHUNMOzS5Yw4lhFXcW9kLBuM9qacv9sojIpJsRYYfjsxA2W3+O5HzfAlXQQSl9Ki2JIu1KScAakALII0+cbQh1cSfs1XVJrwm7or2EpQvOxsMlclmeSrf1D55mkHTimP8tCszLLVd1spj9jkzQNoZoUgq8AKb0+QCP0K5RWH1nNZb1jRjtixbjgZUdeOa4d3mI2rXc3ZXGb4IXuFLmdLW0IAjuwrRJuf3Bh7U7W9h1ZgVXDoNZyd3IGXbcTd+p2pJ8+WGPbifxw3ln/NIrbKFtm6CnXNDQVq3yyUj/qP24a7v3pf1FHdbRGDgsunv48WqEkt1gZyeEClJIxEmmnRL9j/mdzp+wKtrPUHaqKLkPxkzgvlT1NaEBKxsdwpxiPA2GEWVuk2bZYFHCOP2mnDEXaye8BAD7L/gzppw9uVggB+r68TYeCSl0r3T4i36cY9d9EwKJnsdHSRhQ54i9J0OsgpU7m9nz8/t0FOq9Wxg6Xpxbi+zsoqytTdenlwXKPkKjiWbW+41gweylPxtGd5SuQ2vMTeNrKB3mOdpmPt+QBBCmAbEE6L1ab0ANJJ0xAas/PgtmNuK5SjtCuhxJkAwBcPn4XBVFut09GeObkuLEBj7unwo86U3bH00//H9JOGQJAn1WQv+NCuP35KHfp18T/bc7fkNrrY9nfzTRbXbNP/87j8Lk7sCNPLgCl9g5fcHMsBjifnZUxTm/WOjNRrpXgwx2xMF2s8t0jKzdcwetU3CnBxb87+YDuMnJKslHvzTVJovjF13EpdtT9CoBf+aIHURSxao96v1PIuTgxnsVJ/dlC2UHcybnYLZOJzZgE5rhkuHwFcCcfak7PbTZmjD2e9M1o8AQV7QvCUturERofZufObvpbS3B3bYLvzFcOrFzbWItFBxYpnhMiJKe/i3HXYrPGfie4MgFAWY39YzKL0UulCUfMdhfitTx7aMwaHFMJmBxdFK/rc5XpIROsUgjWYXj264BLQ8DzKBoDjQhlpzWDS3+4FKmnDDWtPOtQb2chBVAIpbcYykrq9vP33fFOfKsq9UEKoDhAAOBOalqomZwST42IAdHiCYWsRcf67/CCdwKe9Ew27V6CJzhhc2qQ5pBcpizKTMz+pGVS+cmCnfjrmDU67wSNcWKCT7SekUFptcT0nv3078xoyZTk8uUHYyz5OGK9cFRmdL3xp7U2I8ZNrIl82Nyy3ZqtF+1AuW3H2zuwBt7+srKuEZsPqcdyYAXzbAw4KOZAHCCKzquv5O7jUNI+VgunyA+X1/L5mIry8f2s9/HUgqe4+q6QAsjTpEQ0Qs5RqQuhnt6Hd9ywWk+kFuconPxy6119Q0Rnh3ISPK62Xy2RKrDYhWm4sY1KQ2/b9Vh4aAaEDuoJXuTGocsmXobUU9+OPFcIKpW96Rt1yeXyaLOS/s/i/yC5x9e67mUWPK/RsLKTpkRxDymAYogoivh+1f4IX18eWLsIWj5evkW73EnmfOU8C+Ds/SXsjr0+OLlKhbEUm8p1Zk1vZjQQakG53DPHpvc1Iv6wOTtwTNWX3SjqjfvPX0T5lMtkIvsizM3E02ZjxH+j8XWeycgcwj97yi3i29kuqM7DfyeZ4/PNnX0o4q9GeNsvR0NAS5/VUsLuggo8tfg+pPb8TMP1zmLqhvB4P4Jm18NYo90Kjv8jP1oZdPupaOSxAm0pV0s/Im9xGMQu67lIrHcB42V39UJzC4wz3ElNloFNWWN4kkTwWGbsLw8qfgQ3R3sTzFPCvfjrJoMlBJ9t3jbW7j3fGCXXRrce1hYoXCtmhC2IN0RRhOAp4TgPEXOXw6VO6AfliYkFWtQmYXldOVyeyPEj4D4GAHD5DcaHk94cgPSLmrl3JjxRsTmtjkEWXXphIBuetlkGCmxpZ6zYiF8vScysjK0NUgCZyDsztyn+vmpvMV6atAmvTNEWhDYRUtWFNqMETyngqkGRzO4b81HDDnrSN+KSif0heI5ZICUACBydtY74Rm4tZq0t9z+qEGw0+lwnop7PTIr1VlnGy/d3WoTk7t8pnpN0wnj4u0zRfQ/BV4B7Zt2IKXu/Vz1Xro+45udrkNLzw+iSFf8Mx9thKZKOn4oft/+oKgOLREjf/PQP6yP+/mmtsSwcH+jMaBRNdNYfNvz9A88kdcmhJQAAbzsDln1N6HXXXG1SymF5tPSp1vW/vMN+jWhuHC+nuA7x4vIF5wLupKCiNtbzJRGA4Ipsy06YsvFa0mkR9U8jlmiWQ7V8mQ0Zq+FNOa5G8omj4es8W/f1W8rnIu3UIXAlaXNxNtrGjMSGjCcCHmmcTyW4rL4j0B7rTpkAfB0zmzOO6mFTwwdI7vaz7usFd3BMcfkP4xBjw+WjeTt1l20I2ap2QIcbh5ACyES+WKSw2HHVoqJWnzUH69dYTdLKqrWbyU5YLTWZnrct2KmmnfoOUnu9r0sWEYC3bTBVsyuJo1O3fGLB/xKSuk7WUK59nZnaQBXLbCpKkoiigQmQaFa3x55gh6rI22YTfB30Z7RweZt2rlK0ZHqLfD9HK4/CnRS02tBTX4I7qICsqNfvl2+UkHuF4OFJD2vut/PK5M2mlgcAIxbozdwX+WxGLZHkrQtjg1ImLXuITb8bUPoQhTr4j5+k4uqt05+Uk6kb98LTJtLqMNapgKM3AcwedeobAhg41rgSE4iNwinOdHJcsJ4ploqz8hpzXMA8aTvg76TfCu9QTXBD2BXjeCvnvTkv7K8GfLj2Q1Q3aFGKxUerDHj4LX/caVuRevJwzNgzw0KJlPF1XAz/cbOQYrIbWXQ4iaJK+fHfnRZU8HjS5OcqujZqDSS7MLtvSATDCqN47BYgUYn+2NJPfw1f7bgIwG0qV0ob5YrdbHN73sW4kYCWdY3y6eXleHvGNqBL5LFw016XN6hd3s/pBmOc+BiowrG9b2oyrVXu5O2vVyHkny2EUlvLn1tXcj587bJQX3JRDCRzMnY3LinHKuswWyarkLdt0ALH12EFavNu4SzRnLb53cpYZVpSfieRsXLMeTYjaanV5NXq5mwni3Y4J9Bl+hmvAgAEoQGAPf1UXbsfkdx2AyrrOiFQcwKAFgveRGF3QQWq6ux35TTX2tW6oO7cMDbdzJnLhEzIg8+0pSAXgs94QhCZu5hGrN6Br/NMCEIjgBt0Xe9tvwajNk9BRW0dgLNUzuarpV/W6bSUNXuTUUTEkKn0Ttz+4Eb1jmM78Cf8iat4vdJuOcze0AqFHTCS9IKH+kb9rb3crPFda+Ul2DhkN2QBFEO2lqzSdd2crXkw0vInNWX68XWeZVIabnM6aJavvpXfN2uy1TI5iZ+ehRU4VSuxUjBJs8CZe+OQr7Wv42L1kwP+oASBeNF7h+rKnO+trjGgGl8lHG+HJYZ2NrXwzMRsDJKNfRE/36ZVODVYvRwXvzM/4m9e6WNpYRhida5V7sRsePpeb7u1tr1zwRtcmAia0h9zhR3VJQ8Lb7vVppUli02fnJWfQMw+L00JHLSUG/zP8JyHkHayPkvyEFH2BZqFyBhkPOOb8h348XdaBF/HpczfQsrbA8VKMYOCc/H6gHlJZt6bpdXVuUlQDZPTaEtFp8Ia196fs4NxJmEb8TXFMgVSAMUd+gdWf6dMpJz0FQBgso70z0a+D+WMCy0l/8yMr2HOl8k3rnDUr82GL/WNAcRvb6Uutx7TzFC6SvttkpyLXNYbOVN4X/uVVooTQaHN7kiAtt3axGpn5vcltlswGsLat2uvMk/fs8Va5nrGJke4BF6OAKfu1B2MQP2xIbq2jmrIhGUldvRbTlZe22IlFUVlY7CNCm5lS/0IHYIocCvztNT+j1nG4ttJ0FW9HDF1mv7rSd2r5wYEQYAUQJbh3CEPyMot1m+eyYEgCBJT4FFLpR0198SgaTUhtSYxDmsQ5b2LdVMHwfIF1Pr9fLve5sthXoBVa2Nj8T94RW3krpkdk0r1b6n1ZVfRinIdOq9H57WWOVpagyU71eMgOGExZDocjxSrWACupENN9+M7n/d9WKC+M71ErRyJUpjUclm9Rsqd0mM0Ug1aiZhFYwzamN477OEMERAL67zyWvMsUKzD3Ho4UB10+QkPrM/TXHibFFf/1jRfV4xP1nwu331NuCgmGP007c3Gxi+83qQLsne2f5ggDEIKIItQCrAlJUK1b+i+PB/lnSNXcC0I1MhN+gu+8Q5REci8jt8KBVBzfVkUMLpOZ/BMucWoKIr42zdr4E4NBmnzttGSMral/t6crpyxjgtd79a8enZKELevLEuJaZ4LmCd9a9hfvOW11K825UDLuQ55RSbi3ImsHIN+3ch13sLt1sXCYX2r+mtSR6NSuKRlLLS2sTYHY+c8X6/lhOApw7EadQX/r6qbQC1vaNsRczONqcG1EOUgGBclHOd3SPoVsVHjhYVdlR/87oFaXuXnC/UGyNcOS6ydeeUmKbqCpeeV1WDr4TKdV9uAJk+4+BsLrcD8OY72Ann6jMSbixkn0WLbaYUUQBZRUmXtToYossd37SmKtfs+h3OFm29xYT7Bp+8uFKAL+My8zUr7qaXOWMFQAxy9DrOzFoId1so9xXAnBYPVaQsUp723s6N/5Fn48M7RSqq0xLFwJqa8Aw3xPJw3UYjPiaYAwVQlpbZaaLlvo1p/01Tw0l3GNwViS3y2C97sQ7JNR7Lwijwx7dS3cfnEy1XLX7+/hEsOANhXpD+RhDMxc2NKnciU28bmXHZzlzsT25Me4j5fSxd4fdG3cqXwF2KAQyXVpvYq783ejj+NWGJiidox33LLeW1SmfgcJwjr+WKRNCbuo99m4c9f6M/eG0/ESzTUOCLYOdoQyxIAsO1IGZJP1NNBm+eaw+2bbMI4stT/DACgD3pEHGfFO6mqMzczjV7x1evHOQOs3DvacKCE7/oYD77ROyGFFQxLPIusvZRIMKvpmCK4rMooFdkOrFB82Z1qXROtfUdX5fH/NWE9FptgOTtva57hMiJJ4PcW1ibj6Smj+5ItTCsQrXMujR2Ugf5MaRPmOtca2d+0wLJauKh8DtBWflmizTpKx4aXrVMv9WcTwq1y4+mDsJWocd5B8+t4Rl8t6rmq5Zry2gak67qvFEEQUBmWCTLULuaYPj47F7IAsoUAIMTC19n+EULwyGcd4h9stXcaQ2bmcJ3HGkSLZYLlxhKnDlGh+pq3TW8naU6bFEVtdfQfzwQ87J4ZcewiYRte83xjijzhmB6HyKSFuVJ9uVPtzUix9Yh2M3mzseKbs9LE2EirmL9vPtJOey1G4xCb8MQAgqN6PHbNTs4+bMrY4PQFiP2zBh4MBO/jhPc9seYxk9YflD1HcFc1/ZcdO4Q1fnBKwnVW0100nBuv2Gn5Yq17vPntQTsuv0UWo2a/NpXyWJavdmSjtBotj+TysFPUxxZr38HYZbmWlh8PkALIdIKNVkm54e/yG9LPeAVGArOyUqgbg2ew0D6gpJwoZ9IbhhBoKl25PrTcfUF4PAueuHahSZn3GFbtNS9ziL7Jvn2Dj1TeyL8bG0WZX6yUwTh/c8+QHJvofwMDPbNNv5cd8NSZUp/kSdsq/2OCUlQTnPj5OgTT52px15qcfdgSmeQwO0DzsKxhENy1EDxliP6Sn/dMwKPu34zfJExkVs2+O0uqpE/IQNRROM/FMrGwN3FBkB9Wy7tmu3zB+YVXJsui8S9APgYQXzBtczFzPLf609l+NLaxruSwL74hf+uzLktobMcAppU4gOo689ZYDYFIK+bDJdUxf8dFFVo2e+J1kOJvO6yg2E7Y/I8lpACyAW/71cF/GHBFWb23iOMsnvJ1dLZ8ISW4cScHd8tWFEyTuZ/1nZG3KUiur+MiU8tliR4fCwD2W/xw/k7m8SMmZkJoGRjlW5J6ANNEwG7lYbi5eeItzI9WBYPyCi7rrGCcbu0RjuAOZl560jMVL3l/MK9gGQs2MyfY5iBG/Meyu3CWb1vLcTVl4HK1rsmwfvS/Ke65gEmThu9W7tNxlbF7O3W+s/Gg1MphYpaWmIpKWPHQkf2oU+s1Eh1CWvxg0ZsMh46x566jl+017Z7ldZGKxSfGrzOtbF40JSZyUPZMb/tVAHgtmIzFV3t1ymYN18c/pACyAWlmCgBoBASzYl3Ex2ItenFU1RjsJLugGB0g4xJiQGnGP/HmO1Gw8vNx6OAeGVC2pZ3d9/UqzhJMmsiuYE9kTdNTNH2jLh+/mbN1igS7vmfj70r+W7Kvj3L5tVvvCJbHjTKn/AM6At27U4JZ7Pyd55kiAzeOUio2wN9pYdO/nSQXDxraTpgyTu7bDCUY8HVYZkgqeTjql/G98TaX9+equ7M6qulFUepbAMGr3Qq5qD64YBXcQbd71iOGW/BqxUzrvEBARGmNdLysYiTN4CXttFeR0usD7vPlLD/imT0FjJALXK88zgKTG1A+/O2byBhWckq/ep0ZfFlEb6DVKVriWVO/IvTPT1nJVGLVCgRBhMuXZ5pesBPk3dvMfOfxACmAHEJKxudIP+NlaPmsnDyJMcKqpKewLukxlbM0PHzTqayadeouSqNDBOMVQ0uwW1/HhejeeQIedOtzv/KkW595zp28HwDgbbtB9VxX0hEAgK/j4uABMSCvwNRAS1wUkwNfGogpdLJwCFN8L3Pf22g2xGzOYOO8eNI3ILXXCP1tyMJAyV1QjJOEo4bKmLVZ/voBrmzmcSstoII3EJFXVmPtPYwSQ2sXp1iFPbj7Oe5zzRmOxKj/Akkwtgj/VGPacJcnqCA9WKG+u290MeBKbtmkOHCMXzFb5P8JKSeO1n3fkEJ32sYjusuwms8X7cbBYvOshgFAcNfB7c+PPOiq4dtYjbu5NFvgegMKPjPhseI2gpHYejvz5eOS6kP7MwZsmN8bGXce+TZL9RwBArYcNjN2UJihhEnGEacKB/GAZy7zNzvcY+2GFEAOIeQGpYW3Z2yT+cXqzkUtC5ixTr8ewP86tm/+O7c4mILWaEYpzX2uSqdj1URe8FQw/VO13s7lP4LUU9+C4Aml8FWvP90TCA2X+Y+bjdJO2Xjdqy8Ac3L37xEQKh2jvBNckYsYz+J3ORSYJsugSSGqveIqm3Zmn/X8jHNcezRfr5eXft1kanmupgWCK3qhAGsDNqsjYlXSU1jkZy/Kc45KFYobD5bIF8doDmN97+mUTSdh9Tl+1X4LbsAzYdOzEHH6atAc+U4rX819rhljXciyyJO+pfnYav8TusoKSTN09nZd1++vkKb/jWbFbh43e/l5heBqUXp+nql+vwia3DGta4pN345MhkXWeBJqA2aIxJtF1Cjppw9GykkjZX/nnaue89ZPsnVlHta87PBv92ThUExkmKmwESF/6/APqQH+4yc1xahLPHJMjzXF47Ol/LO3Xfh4EHnynoJKRBPq91LQ1FcFGnDDiKWK93AlqbW/FpKOlwkJYoAuwjHZ3zYfKm0VMQjDIQWQI9DX6MatVJtU25kFgaM0meLmpabg5zYtyf4WbJMu1vSWrYWkE76XHHMlHYS3bbbxwhUQhEYERBEdUYouaDEFFyFi2kap+4oLAfgh3cH2dVwMl6ccnlT1SfKVrvVoh3IsPqxulaNsvhor2DI4wSrOtXOW3SIwqarjm8A2TxjD6jJzu/Zv0OlYN9iHBUo3qcvcU1DZMkFuCli/IIfjnfBYLMUg/fuRkmr855eNcCXpUwS5U1tij3nSgsGjfZ0yzRANgIg/uviVIc5EhKdNNiJ2TQH4j5sGdxpfRkwlnp2obgnJi8vbMglvI5hpBeKQHQEN8EosCOZO1T2pQQsof8cFPHc39d4tNCmUwjbajG7ysVDaXGXFMWHNIQLdX4evPa+bu17Uxo2Wg74OSzjKkz5IL0HOKszcb6ec4d7HYtGOAsZRAZ70HPjar4K/yxQTpIkz9zYdmPHVJHX9Vdd1V4Usiwt3wOU/CpdfXsljubUxoQlSAJlOZAfymHsqzhDM3/10cl4Fo52RU7JLedIiLayORxFSe34SdkT9SVkTDB4p9hRUYm3S41iV9FTzscU7C/HMhGzJuZ97P8T2pIc4SmWTjiqM8Q3FaN9QLlmzD5RAFAGXJ2pXwFULCMb96msbmhYxigtTUUa6BCJsR6wzSjDD9yK6gr0rzdO2iwxlODBvYp6MGrgRmwDAHVAme6/oOuNRHqrV8g2ulbjFHYydos0qi33Yf9xvgBB8b+6UoBWBr528OXbLMzng2wh7poXbgxP91J6f6SoqpceolmLdwT7GpSNOCotbXcswxPeVKWWZCW+QTREiPG02IvmECS1uqE34Oi5Fyoljw85NbJYdWobkE7+GunWYef2ZRXbAlpQqcS13aR+vOwrarDLkmrE7Nei+5+/csukkmFqbWmJjaSt51ma73OuCgoas6XgJBELWW2oPam67C2XXDbf6C2eETFIRu3squyxBZm7S2q6c0KMHZagPiEjt9SFSe32s+VpVTHod5vYv8Q8pgCwi1IEM8k7Ab77/mlCihoYr6FkEOMB0wiqaqmEhY8dcyw79/R7tQVLN7G6YbmEArnOr++cq4UFwBy4jLP6I4NHmJy0CSD/9NaSd/j/ua+TsUWZsUjcfFoVGdNj1i/o9uCc+TkbAne7FONO1Dw965iie6VIwmTbDGkWuHm9zLcHZgjSuxpyt0olqlv9xXOo2z6JAjhTUYF3SYxjsCXc1VK4EozGHPvWNwOmCdndedmIAwNdxWctur8w51tMAwSNvOi1Hs/m+jCI3dPQ612rc6TY3+6IWggva+B3/yhuPtAT+jbXLhOXB0bXxbOaz8KTtAgTlnWalty0ggLc8o3CZ24JYcy59sbBE0RyrW263NoV+8jgFNwotZQnuoPWX4FGPjxRy2V2Xvwb932DH8FCTgkV1vb4+ddRSlRhSFnUnHTQp31qe+ZOmWFmx6uVCcw2XPziXcycdblZCxZpYp1tnwXapjOTuL1bgcRuyg7ERFf4KHQtZ8AX/Lq6I76yRougMD4JYQgqgGOA1deIuhP0/G09qcKfY28bcRZbZ3aj2fpn/62R9yDvyzA7+BrRFBboLiece4z9uBgD5wXPtvshJYH8EraUEIXKiqvSKy1zs7udYFd+uZM8l/5Ycix5o35ouFydLGyegAI+6f5P5Vb1dyg0sftThRteK5r+ZqbE5vpNQdhdfR2Uf7GB5vN8R/wc63Pc5bnUv5zo3VajFYY+Hu2y9pDb5pl/vXqNyZgvybnLae7/MHfn4y1crNV8nQRCxvHASPKktsZdC1kCxIL33y0g79d1mSyRevG2C8ZsEj3K8gzvdi5trt6qhqnnREDtiu0Dg3V0uNmSxp4CrFuY/s1UzZ7lyBbjRiE+8H6le1shYeIYWL2cJubjLnRnx29Wu9bjPM1+7qBz4OmaqnRKJya+pLk6z3Lj9QQvC7RVLdX0XD8kknDA/IHAUOt1r2UozAVfKBPIPMW8bwzJIFLCwyYVb70ZYZOZMfWWMWZ6r6zoW7nppTBqzkWsb3nYrNX3HjQGRq89ftdcci1bbcITyxBFCxA2kADKJGU2mey5vcLJb2phr0Z3Yne/VrrXA4LYRKe7UJt5WEVzsqg8S7uoi/NczTr28mE7QBVnRJXKIQKb/OSz1/8tyqXShsdo6CNIBT66IFXsidxK/wpvabmYRbRsK8CdXy6J7OeeOpxqjfMPwkvcHyfEPvJ+hi6B/4H7JMx6f+FpMZl+bujnsV/4XOJZrciVXnsgOjmdS5gUjGNuREZv+38xJAX9ZWw+XI7dIe1p2FjMPfxEphduccrVZluprDwKHlciy5GQAwJDVQ5Da60MIHjOziWjFhklkQx0wc1DEoW9MXDCFcHlLkH76a/C251PW2k3aKUOR1G0C87eThDzc6A6PyyIwF1rP/ZgtW/50/0sY6v0y4lgSI55ezLFoyqMlW2cLsZt/qfbVOkXp75JzNZKi+vWbGDMtGdoswpamJCv+rhZcWG4urfZEqb1GKJ4sRLnjVjVtZHlScpuPHTrGGe+Lo3q7HJjOV5YBpstk0UvqOhn+42aBtzGyFND2YFUihODz2WXhpQWltaTzpTcfUgCZRLRJaGlgn8yZGhBqwybCkR9kdGP9qzvoGtLbxXffAa5srPQ/GRZPQX2hrNYluHzaLGG6LX8Zj3hmSI7LL1M5TlLgDGE/egjafKfVaM9QmliFU3TbrEW5HiUda1/2Fc93SPcFg8h5NAYvbYMKvJR7N/6X3BKnKdyCyUj9pckEK73dvRSnCNLA3Lx0i1IeHS5hTQgFxr+0M08mmPr97nm4luFGKInxZCEuBJgWVo2i/sVYqK7kWqamumyKleFJUTH9B9DYVLDLZ47yUUtnx2tVaTRTo9nTpVJ35FQk5B4STcewDQ4IItJ7D4Kv0zzZFPdGEDylSO89SP1EjTB39zdOBFZ9HnWe3PX6353LF+xv5GJyRN6IfZ82aBnzQvMTrWO/FuSSLrDGnJY1SMtvU7K19c+h+o3FgsAB3imqhNzBtxXJJJMQ6pF6yttwp+5g/mz8GY1XkqmbiCa6Pa7yP8U8LhcEWs5qOsQmpcyQMKce3MnSMTB6rONNOMGEo8EIIsNSOmCXi7RTZuZBTpeNOatdqdPyV0ByLDpj8HYLPCzk5LHkDuQCRtiNKyxgaUrG50g79R2u69gdO/ujuUjYhrG+93B82K6/O1k9PZ/aJ+htr83dQQjwDRL5Zdp3rVhjyCz/ICz2PxspQ/QHr7OfOV5DcN7Y+ySH3c9VBZ83D0moDfvVeK9nxsSiK4rxN89M+JsmGJ60XQpnS+83xjcUt3fviqt6dJf85jPohml3DCH1u+uXLzz2EyA3/1J3PTVSQ39yrYqwsAotLMuSpApiXkLvTK59R8srMVwMc3lyN6Uv9aSruxRu9/kAtLhAWcn9bj3xMHT2QWELH1dT3I5+wi6cohLzSHCbp0gc5AlrI03ftK/jIv0p7hWC4Lr8SpsFJvcHMmPhi57xmOmLVEKFZ4aUYv0MNryu3UnBvsPXTlsWNXfqdrjTtpoqFyAiYMnYqlyn8rfkexc9hDz8zS1j0aDjdfJY3DWfy6HkD4UUGLc1aK3tjYre5/IVweUtg/849jMYfSPJJ45u+cPk5u1OOgAA8KTxWwj5OuqLV8YKFdBGaLHkdPkKoZREo5Yj+2puUZVi325G9Qku9U0ZlghpdayMX8w7aBOoifemrmWX5pLO/eQtr6yZ59Vb4HqZIRzBS95QpuKWOpvtV9+0cCXLGwrc+P2zEFyR33hDj3/D32VqxLGXfrV+fsNDNxRiqPcL9ROjiVoTlFbXc8UfTSRIAWQCHjSgbaP2IJmsju5Nz5jmf4cmV1oIX+y4/OwO9/du/g9X8BZC8JREH1W7irt8pxE5WPA/x8qkf7J/cMIOn9Dyj9ReI+A/ZThykgY2/6ykAIqlrsrVlLklXNnibbcSrErcXyy1EDhD2I8jMYgt0wzvRDssIGlo8uRKUle4sp6bFYBzqGckeviNpXoObwGZ21n9hvyzhisTo0v7nYvD0gDAJa7NEX+HMsRkNGpdJIZbfDEUQGH/rKqNnOREW8Wkn/GqxnvHFgEC3vSOUT1LiXNdSkpW9ZIm+1/FPP9/Ws7xFkrO8bZjT8zVymbhYn5zSt+h8jcqCPUQVM9SLEHzFbx9qigC//BMR29X5I7uhS4ZS4wYcbpwwND1gqcSKT3GIOXEb+XPYRzrUW08nX0Il4OmKD/43sQr3vFRR6MEVNmaDrfK0oJLQ7KHULvtrDELmFHClTNmz0dCFvDuVP5vSq7Ovl6yJ+wvqaCRoQKkCgFBEJEclrFPL9HeCOFNxyWXHS8Gwdzv2GvtePrdSn6vi21JD1soiZQth813ab7etaa5ldUH2O9V8BbBkyadg6VmfM44O8i+enayG1+HFRF/L97Jq9Czlss1BOsXAOS5g2sEf6dIRS4zflaCQwogE3jTMxqjC/+Cy1wtDZGnOw0tBsN3SO/yyO0uqExkGb+7vCUor5Fmw9BizZB2yjCknTqER4Rmgmm8VeT1FeD3rm1YnJwUJpdcthjtgxNvHCJjxHYWKQjAycIh5Cb9hfm7XxK7QCqfy1tivmAKKCqXwv9wVwKMiVVS18lwp+XggznqEzStb0MEsEDFp94UwhRA7uTg4snbZrPc2eiAMrRDuC9/y5Pd7pYGeb7Lsxh+A4Fzo99RabU2t6vZvhcAADVNqyp3WvBdXePKwg++t5jXRL+rfq49kb837c6c2agviLe3w1KV9iBIdkq1WsV4ZPPYxQ8feT9DisAbh0K9flJ0LWD4vtyThUO4w71ER/n894hEYSe9eezWHouJVer2POmiWikTk1ypPQW70lPz40nTp8D6v32PRfxtt1VmCKMWvengaEMqt0iRKOFtQEaJIF8/sZs/xeJOb4YlnGhJ7KDtzp5UlouxvPVIGWN+Pzcq82Z49atJI+qNb8TxCXgDnDGAEpBGGQWNWRTJZOBK7TUcySd+B8AZe9FmEx13yNN2veo1ZW5Se4SgmjCBP7qD5s/f+Ya0HNTwtSUdP0XD3VTMkaP+/teEbEYJ1nYF5TUNqi5l7uTgrubs1BTJb3JPqMVVKXLOoW1Q462dRpm4MADQXShAbtJf4K4zb7dMgIALFHZ/r3dpM8PngVUXAoA2qIw6ZnASfNobKDuVbcYpuOowYkG0pYKR+wWvnZOSjGe6dG45rOAOEkvWJT2G7KR/IPwZzQ1kHEl02VrXMye5gqbtB5usr9xNKXu7CXwxcPyow5lRscuUAtgLCOBfnp8Vy3R5KsMsgPhQOi+6P+uAMuxKepCzZCvgc2vjwQ0+98h/eOSy4IWhw9WSV+b73eydSZ4vQ0s8pr7CHsXfzxdy4E4Jtldfx4UQ3BXwdZoLpYWaGt8sl+5e69ErDHCp7IY2L/AScTkgv4nEOlOO6Jrxd54Db7tVzHMBQGjUO24E7+TS+C66QWplZwZdGW7sAkdsSDODIpuKoO97NB4fDfCo3lv5nYd/+0pWQV8tlu+rkpuUgpGK5Pj67t0xl9f8try/uIpZrlFrNh5Jo125rMV43fk6zYNcGz1UUh0ZAxDAjvxyCBBR1bT5GJ2FmFCGFECWwveFC2GWD6wrWAv76M5D7tPLyzss8Xd16HDdvFPEiJoDAHjCM9VRu+6F3l9lfwsFJU2q0h8gWCvySgKVyYbG+/jL9mFj0iMRx6xUKt7mWgIhenHF2G1kySCixUUpunYKPe7I6yPSXLecHRyUzEHwaFAIhrnuWTkN0lK2FZJ0FkoYR+Xvc5ErB//yRH57t7qWYoz33YhjajGAWPA+XTfBmkWYFi4qnsx9bm9B3jw+DXw7s4/IxSmxGR+ku+DRBLO28JGuUh9/9cyJ+Dup6y/wd54PN0eAcDlYrhkHZbLmmPEFpnJbfbHuH4oHJpXZlbxPMY6JmSh91Ze49MeniO4v3MkHkNR1EgDgOEhdcNMKNzDLaQu+2FfsPjW0oAmOSTWNLVZC8/3/VpVZD7P9L7SU1yRS2ilDJeeNa5OOdX4/d7msp0tpLJf5xTwiY7CFuQZ7CwF3JZ7z/Njyc9h8okhHmvlwnnBPNnQ9AOQcbZkneNKCwbW1Kgzu8SwEADS6W2KGRSobzVwsKyepkaOkSrmu5TYn6hwQrfcP7nVc5xWU1yIpoD9rp+Apg8uAhbdxYqeE83eeJxse4ZMFO7E26XHmb0M6dpAc6ydI3dsFjXa1iQ4pgKzCRE3kSN+Hzf92p26HO3kPbl16C+52L5ScGz0RmFb9IGb6XowUzbJPQMXtS8viV4aO4CvD6PjAsysuciw8omvkZOEQxHx9bi2AlncnbX9uhcBvAPvt9a9aLsnO5C/PZcjF5vfu9ejTswf7R853dJU7G+cyOnNpcey6cctMdOTc3nOT/hIRu8bfeR5qTZpvCC4tCy8x4j/RuJKUg++yWON/DCe5okzEo15EAzOdZ/Cc5W2rcEe347nuxRuZRbZNL/2QeZj1bX7o+wxXuiMXYt6mtOUnRFgihVtVxctUgC3n7YfflxxraAzgCfdkPOSeHXF8pv9FybkhkgT1fkxeCv2UeOciOS0b17jXol5Hh63HXaEDytCBMYZoU4JG4QrWX1tEWq3d4lqKUxkBsm8QlgGrv4o4doWLrURgUZJkYBxtcl3rI+hXVoW4yRWV9MFdidSMz5F0AjttuzbU30h0v+Ftux6ht3N/Wx1BQTlYnfSk5JicpO+pBCYNyS9nAdQeZXCnNFlKH26JEZQsSBfNZiiAwgMSK/Fux/b4a7cuMr8yNmEYj/fhvluRxDF/soK0U4Yh/bQ38LRnMvP3EfN5A0KLuI6xOfsf748Rf6f3HgRf55maZDxWJa0b3vEq1JVu83sBAFVJmc3voKcrTJEQNhc5AVriuQhRfwUwPsrVW0lZFe7evrsgqCTtjBL8zzM2eFDB+jfE1PQ0hlTSm74xzexA8y1c4OKPSXZKhTQO3lcHbog6EoD/+ElwRyUfSD3lXaT2+lByffjzpvG4kUbxhHsysNPA5qZQC8FTwpxf88Z+BCDJzHyeKwdr/GxFjxYm+50dw9EJkALIRA6HWRRsr1V2UdBLcrdfkJLxJdpW5eK//q+bjyvtdmdELfj0TBVyk/4CV7P1jb6lQHL378L+Ypdxj3uBYhlFqcGByttWWfsePQBJ4+MoszvpAXjDFprsgUS9JqPX0vP9z8P7xSURx3oL+yRxfdoygjom1xbgHe8o2Xu9rfAbIJ9Otw3DlS2USeRfha9FZGcK/qZ4m0iOm6/h5CABxm6SEaWl9JvgWVwo/y2HH3Vw5RnZfWYrX1jfdUqPrxjnKtNZKEOSyrewaEcBI612UK7Jncuxw+9jXhcuoRuNeN7zI/O8aOrTWemDRWDea8zzeRc7gzq8gjc7tmf/KAIbiyPdOqwMeP43tzSbGa/rlRZqGwL4u0db5rTwx07q+pP8iVzVzl+JRf5f4DlxAr5vI53Ms0uWcXuTfKwtFijulNyIn9YlPYZ1SUZjyYQH1Wj596e+jyLO+sj3GeaGBcgOMcL7CTAj0opDixtQQap+6zNPatBlROsTf+Jteba0JuuhtKhxQ2hSJLqTTLB69SplOmMTnp1oWId2iufuL9K/I89LCkNRE44nPbiAlGt/PcKyRhWUKW8cxEKVrS3DmnpnEf3coijitl7sscWJ/NmdiS/CNmfDqW2aJIUyCUYHnNWDkfEp+0AJuqIIz3ikVus9hDzc5wnN07StDq52rcW1rrXS+ZIQtMpl0U6Qzm0vd23EQW9w/SSktsRHNLpZHR0Q+ybXcq7rWLFTowklHPGqZEAUITKfwydG9g+Crwi+9qskO5OCwQy2YSVF/PUf74/A+Ds4rmO/g+STPkfaqUOa3ffDz5KL/cgiOjPzw+5Z6CzwBc3m/SaKDVr1JSqkADKR6048wbKyXd5IrXiB24VLTzqx+W9rotxEUtpkheFtlyV7ThJqcb4QqRn/j/9L/MvzM1fAzCHer5VPaHpQuUnmXe5M5g7vFj876j+rAwm5ooXX6ailezXV8YXNuwPqdX0bI7DvHMbC4dR9QUXMpLRUZjlpUWb90RN0OVi71EqwFmLs7DzAAW90Vi5zpqosBZna+ylyBycY/k4LVM+XKoD45H7JE53NRa5EAEW7cY07cmeoStjdckXTgsbdht86QB9S2aLTah9o0JZu/FpXFtI5219NR/n4Gqxa51UAPX9cJ0xsk8787YQYunC5EMAr3nGS42oWAnrQukiIPp0nY1cLjImpjt2FGans/kwv/s7BxcxpwgFNWY5CNCthZax45ZQ1PO3yKhdr40KrtbD8fcy17m25z41u6TfKcyfBU4bUk4fyxZJpYp5P6uIUjV9sYD4rb/Obtkk+WHboPTZyltZx7zS5giR4GN8Mz12q6tVc32PhEmPtPRrEBjRY5NpjhdV7F4Y7YIgNTZsk/k6ZusrWumEZTsh1tFKIXN51ENiWNdELcDUEoaUtjvK9jy98w5nn/dsbvQEkhP2/lMjvzZp28LHvE5Uzgu1k1mZ1l6vcprmt4NbvTmuMaAvINXCnmpcpURFXjeYs1cfhGC51ySc/CSH3pUYfb48yCPXVXC3l9++GFJxWRtOMP0gBZAJyDSo36T7OEsLcEjhbZ747cmEtaEjjyJzAajCn97bNRnrvQczfhni/ws/+1yOO3eFZIonZoQUtH+xQ75f4xDtCclwuKF/nQAGGez+NOCa3iOKJNQEA3YV83OwOZoHYzxFfgzU56cKIi+JpDJb1aueOkt9EQDJluM61RvXecveXQ6svstK7MzIlY7VhP8OVRRRb7lPQpAAKpX5lMdn3MvsHTmGPZ6RpBwAEGqQWHys/Y9ympZ0Kbn2pfbXQDuV4jCO4b63CZDdEeBWxFjpacFlgHRNOKD5CNKxvnzfoahdosFoQGpgZ3QDgVU9UemzWR6TQX7P3G6OKDFto8bpfScpkjDktWQb5v+78qFhcAODy5eHcdgrWSIpyBRco//RM4pYhnOyOwc2F8IVORPHh8UTc1Zo6snsZbtt2OCPWMPKgd0Qp8Cafeyeb4FOEB3/3tMmGy1cEX/sVchdJOMWlbkHUz7UL1yuMb2rTfE+auhv2mrAMpXK4EMDxO6TKXTk6RLkJVgXyIdeAvBriHUY+r12urXI9D588/V+XbjJoURwaIZS4AAAudkVae7MybQHA4ZRSlDG+Iz6U6+Qut9RiKHwuE070vPTgsWp0QTG2y1jq8ksj45rIYZ0hitrmlTzrF1fSAeZxuay4Rqhv1G4lnopqhuV07Ejq9gtSeoyNyb20ZRMOzuX6uOQDloezNI054ZEcWZ/0GDIm38RVZk1YkpF4cfyPBaQASjCucUl3cGsEAW0FlcWJyxx/7DMVgo2qEVqU8H2gIs6SiWPQidN8EAAeq/oCt7mXqZ7XV9iNv3v4/LhvdbWUlx+jgJgT09NwXlSsHaH5v8o1qiVbUnL3b2Fkd8YV5d/MA8sFzOiOXnehgPkU0enIQxzxGts36DvxImT7H408qGquER6vhnV/bTK96/lSciyUVW6v16upLBbhTxMwOLT4FdwnlBZ3WhTh0Qx0z0TKMWmWvcykp9UvdtXiK580Jg8QNG8PR3CXI/2MlzEuyjqpVgCqBAEPeyIDFrtT+CZOIcLrR4CIWhSg0CX/PgrdUgUMi6Ko8wRPCfO8M4VcDZsfwFFPtJUgkNz9B+zqGjmWfZ2xEx+0bxcugWK5+kLiA40uZYuc8HJdHPEq1In9lHQLI4jvpa4tQEP4hoWyXBHZ0sI2WFj1Hu7OZBadk3bg78cfF3U0ePeAStcoF2hUK1rHoejzl9Y+J2NRJkg20gB5y5CThRalmQARd7oXMYJ0W9XOgpWdjmr0jRo/73QvwnljenKVUl4jVXiZZV2hZaR8xh25WfmpJAMp0IhKzOm+Hc8e1znieCi+TYVCf8sDKyi8COkbTK85gh1Jf4045m2/FF+mvQCj/NU9h3ncw5BN6mQv39b4vhnpOZ5UdhzIQYwNUTWGRriI6vsuoqca73tHSiynjd5DqSxBU6kB4yLIXK9WbHhfWxyVgp3VnxV4+L/WpGL5rMjhJJ/4DZJ7fIXYWErGD6QAMgFtntFmBYdmL4ijFw8AcMlJ3RE44z3JueH4OizDKcJB/NszUVI2L74OK1Ah06J+SUtluoCFf447yvjdDzoJZZju/6/iOaHsCSk9xmA/Y5EBsH19Qxvi4R38eS5WnBI2//by7Vw330+hvo9FTCTkO69ZqSmyv6lZY2jtEl+fxh/EOrpsl0d77AUtu1PsM6Wmx197h2l67kdP5HNTuc7NcI8URHhriiQuUY+VrcOfuneVSNtyHb98PLVxtydTtthVHLvdWlCTJ9cXrnBScmlhlK1g/aKWiSnkVhdtHg8Ar3m/Q/8Zf4o4dqd7Ee48IfodSc3pXd5jaMdwSwSk7nSCN2hNNTPqmz0/owcuyjgR0Xii4tioEV73aajBNs+LuPKk7obzJ26MUhq4fOxNhVtkFOq9BGOxYcq99RjTrk3YEXMmc9oygwQwtZNMEOYwcTxtsxjKCXkMG6YbUHyGSxFVqPyph9bi3jArOpevWFGGUEpqM/m1UyWj34rdBN+dnKs4drN+a/Cy5kD8726x/1/M4xP9bzT/u6+wB8O8X+Av7gURVsDPdBoELxowwi/N7BWdKVYPXcKsX32dFqJDt28xLMrN9e/u6UwL7fvc8umfY020FF8wUq0Hmqxu9ka5uKc3BdKuNqgAYlsKSnEVSZUiScdPwwPdpVmRtOBFA/7n/Yb5G+9bkrRrhQ2v612rdb/96TIhEZT4tm3LOBK+wRKSuVglOxkQaYQreMrQQ2Z889QUwRfg6P84vTBc/sOAuxL14bGBVK4V3HwZCWUEC5Zhwfd5lpArOSa7ccN7++oSySGXpwKe1N1wSh/jFEgBFGOeUkkRWeLi243VQrSJP/tDbsT3vrfxlGeKxExZC7M6SCc4u71eDO7cMWgur0DI/YWnG/TLuGMFAJzmOoSshsjgZv/s0pl5PnuBGfxvfdiPShP0hqb/6UXpeZ8/rlPYifo+V7XlTbWvhHncncrWrpvVhWpZ9LgldzUmRYoJE16XT0vmjCDh7mfL6otwIMryZrdnKK4+sZvkOi1Pm5v0F+nOiikLRGX0LmJD/dEuhhXSopRkybEGXzH+20lugqusYPd1CConIhUJ8gzzfoG9PqlcWlzcPmjfDquSWpQnSi6IWvi8XRvc3zUsG0+zy1LLewiPA7YibLEsmhLxml2GXCtYwEhfbcbt5Z/E2DOeLEitRNxJ+7GkXfQ4Jn3i5G4/8ytVHbIpqSUQNcrlXYFZXc3+dtozFiohV2WChhgynrQtzOyO6ZzZsFIyRsr+1kZGGSwyArryLayCgrJcw6PpKAQVlG95R0fEZ9mVWoPuQgHO926UvcYI4U/hTd+K+rbSxBkve8fjRvdKyfG3vKPRX2Bk35L6d+qS7U9uaaDeGpm2wjeOaev7tJx4qnAQvV37pXdk9Nn+MrZ1qKgzllLI7ZVlgaR4HfeZIgZ7pIqlP7jXa7qfqbhaxuObmkI3JGmcH6ad+ja+6syuhU5L/xfxjecm/cWY25oApJ/2Bn7t2VJnde2l3zTrOiPItam6puP7OyhbKvPenve8PDnL5XE8ga0JgBRAMef3bmkQrPA0ekcY8RBYGPmW5a71NKkxjEybWabX9QY7Hi2aZ7kz9dhdhXd4SpOCy3t0x2UndVctrzfDPa4DyvA3BdeyiEWExkE9xxf0AW9U+co39pyLFUl+Sd2l9BgjPTksLkYHjhcrmJRa6SRX5ILDjDWT0TKMuBuFMz9KyZHfbK2mGslF9pceQj4wb7AhuayAnYUj+BwlEebBwWdnuQd5TviZmQbWCOm9B2lS4rIyy7HfRgBj2rXB38MUNSk9WrL1JQf0WYSKEPBZ+3bYEKFYqpBIkiHIB7sFtJmRO3XvrJHZL4rMwMXBX8IJZtjLTpK6RP3bE2nJ6UnfhGtZFn4akFM8a9pdtehFsNL5AkDNdIalbY28wqDULR1wGl3mxvRS67ujq8iFACb6WlyqXJ4qJJ/4HYZ2aC+59jiUGJZjoHs283hlutRCkZlAQXKI/dI74xhOjEqj3JaRZUkNPuWftT3ArRyu+GbyJecmgBJW6G7l3PxExv1SA2a4oAJrm/o/X0d2XLoQHjRwhwuNPs1TVwoBIpYcZ64yWDuR7XiUN+i6nYpqpPiC35LYST1mWfRnm5XCrphDxfpjOd7lzpT9rdYTNmPh2VSKkne714uHNVipyrHNZ0/mvmNN44xk7Dwsr0xsjwqn7Lc4AlIAmUBbzh0jObwaA+uy0BRwTebcDjomDtFUcpu+GptMmPcRS+VgSaYkbbnbxeXzPdP/ouRYtM+8Ev66Y+onhaElCOA+zhgwalZckWi3iyrnVHL94h/MXeZG/981y6GFCt2BIIP8S8Y6LbLVMe6hMBN7wzsGWDpc9vcQcpZ0VqGehSME+4vzod64u4wMNYKAUs7+SwTbYika//FTZX8TAJxVa356Up6etTGgvf/lVVVZYSrOvI+sUkHEH13KqXkjyoGIZ2S/wRaSu49HikzcI14udW9hHjfaptkB4/mVi+m9B6HBw1ZOJa1hfLNVrMDowffOPwcwhpYa64JjuMglzZBzUMY1nF8GdluPTrft8uXD13km0zzKyNeyJulJLOHM4qRUX09zBEyX/95aUHsWpRFtgHsD666q99RLtawFUBguLfMdLX2fkuug/CXhV7l8+ZibvFt/+wlriyylbTQZwhHM8Umz0zKLZjxFbX0wz9cEmcyczHIY34tc7M9wBW/z9Yx+0RtlvRuaRr3j/RrFnPHwtMHxhhgJTADg357oTGp8xUnLF5EWiFTav9OxPVegezUWKISfCCd2G0jyd2IlimnNkAIoxvQTpD67ur5nyd/aFUCHIqyN+Kxd9MAqz63B3YvFYR+Qa3DypgUz6mQ7c8HI/95OOMrnF24mVYKAizism1ioxbtiPfkGxk68COANz1hdMkBogI9pdm8etWETyb92Nb6jwouI4A4wIH2ei13ycZpcYRV/m0wmKhadTdgZVyJC+SITlJ43oLle/sa5I3aha7skoCELbxvWoqYFK5Y3kX0V+w55ZdpdINUC6zqJNgY3ZeQImORwFtkzBvf2SxmK5FKXC/8KdwOWwd9pEQDgSMSYqO1bqPLybwAVVDpzIu1uDO6E8z75spRkrAuLbeVttxoHU0q47yfX37iEyK8w+cTRze8oGlYJrAW0GQgQUc8o+1rOjKFayY7ahJqsI15LOC6P9ZkxI96cTPbYrUdYFnD8G17JJ46Bv8sUjXJFtpTkHl9hafIBFHGMQ+plR8KaP2T6/w+9XByb1UIdGkV2Rjje8dnTNmjF0Zje4hboP2420nsPko392dvFyBLGmPtFs6xJCdJZKNS0HRb9FdW42C2ghCOekBxmrsVOrNOWTCJcCiMIQgCe9I1gBaMIqCRc0CWFGCyT5d4bjTuVP7ZrIkIKoBjjl0ktG2JNEp9G1pgLWPBTeiRisSNgXJt05DDiXWiB9yO9kLEbBwC/pqVy71vefQJ/ytpcmediDUgeRsA2MzriO7t3xewodx9tpVqnQz8q43q43+tBlYEd3UzO3YFwWIYt0Zp77ppQmABoDeDJwzrG96u35YRn2almmPi6PFVYk/QkAG0t4/rKlsWxGwHubz5DkE7+knu0BPmMCIqoQyEdbgkV6MAfEB4ILqh/TUvFGa5cyW/5nLt6Avit5p7wRFv2iKa5BBpBFBtxvHBM1UxfjwUQ424mlOFcWKnSzXrir8LcT3yd5gMAnmZYIY1rk475UX1onUd+QdEQbtXAsfjRy6eZ7F34WMJq4iFXpuj3pNQf/bVbi3tmUtdfsaB7TvOiMJyuMJCSXEaRAPC2KS3x8pTf++rkyE0WLxq0xX+KIrRYZ7Eiqh5fVcjY5GMun2Ondb5Q2IbThAPoGBbgX5DJRlnfGHyf+REKV4FfwZG6B74ObDcjuTJ67v8FAUGqnOK1WtXCEx5tyqlwPOnbsKeAraiLfrbLZdKmuzylsuWv12DZzsPEJoukR0+uxXJGzEFealwCxrZVdytk9S1/dK1CG/AFau7karG+ZGVzdBq+jplI7v49jqVJY+qJKuvhcOobtLjLizg/o4fkaHT7S+kxGumowi0u/o3QRIIUQA4gfIjb79Vn1aJnmCyLGjje7dged53Q1XwLIEZxckFUX+vcETOidonkBkQjiokQLBeY2/a8xnWtKNTjvvAgrKHjAD5s3xY7GBY/e6IW21qD7ckRXcXHa5ysjmrXlnsKeK97Af7RpTOKvWrWGNphXmOoObJlPNGlPYBzrLnKnd38799OZscz4cUTluniWNSO4dsdpXEwWDCVpaktC0G9S4hTGcF2tcgAANPSUvFa547YwZgcvsSZJtaSpYZadg7GsZ/TeXbJ2eU+tOE+HHW7MaWpD81tk8c8Tw9GxgWXLx8HYmSxeYHM5kII3nY6XoOrglY2h8VN8LZdBwDIZYwXLFlL/fJxP8LPDymWeBEEqV2SHAFmW7BOIfi256uIv2sFAV4FiwujkvzAePfT/C9Jjv3ZnSk5lgZt1mc8srqT+DPolbjZAY7l4vGdIhyCCyKKdc6nQhmGRAFojGoXu7xe7nfRWZAu+gUXn6Wip806xd95ZJjgfwNz/C/gTFdLrEZ36i7Oq4No7SHlAlGzuHDTYObxuxhZKq0gNFPmjRbFtgCKpEeq9nlNObOd8r8jK7ct8jhiuLKs4G5rO4aZdY3Vz57iabGK4g8/IEo2fXivvMzNCDCtMq8Jt/wTvCUAgHrO5BfShC9BVuyJXNPomY284x0lOfae9wt85PsMZwjSwOuJDimA4hQji5X9yRU4N+NEiQLIDLR2w3MYFiI88XTkGNcmHdd3l2ZRYnGmkIvLGEG5zyhhm2qz2MhwWSp3CRjVri0GcrgDaXmPdQ38O7o+k3xdpa6GwI3uVVw7JWYtqM1qp9FZeaLl87ZbK+OmlwC42IOvFksddowGNg0yLlxsGbTBXBQrtJE6izaRt/siJzmdIV3A6JlsfttGf3DSztV7cE2PE5rTEB9LkslGFPVfHnjPZSn3U0/+AH9iZLezgjOF/Zqei9U80nsP4lbI8PzGg9bYcyzCVSJa3WX2tYueALfUTHSg+kCMp45/CUs5DwTH3Vh7JIZbhoR4wztWcmyF/58AotuVxjcpNGJP9GYgpzJkcbobjzGsyfI9bggQJYrcYBh0EVfodPUOIQLIiVLAz0lLxZtRGwysjTEWn3uHw52yT/1EAMknMGKlhDGbwxL5a4b1RlehWMaVnf0+tVoO5+rc8AVaMrdFZ/nlRdA4RxzclHlTdctSlB/To+tHlLGaFbzyFkCsK+Qs2C5UcIXXg+BWDrrNqxyLpsLlYrrYszZd+mmIG6p6Yw6+9g3TfE0hp9X1fW7pJoXWDL1avrkv2rWRrCeOF4JhFJJhTnbWeIIUQBZT6HZhePu2iueE94Hck8Cog0e8/MqBlR2K0CAIEVmuXL7i5n+bkRKUF5YVT/QHrWV4G9axPQ5xDqrnu9hpzllo6WRCOxSszjv6mBYLIC2pm02z4oq+paaFvfYRRwAzTqYlRN/Hf9ws3Nm9a7McvLB3w2NDkQnKMcmCwFeA5QxXtus0xIno5bIu00f0IgOAotMD79vR8hYXJSfhvaiFDTvAoPa2EZPm72pxbeC9H29PZZZVo15kNycZAV1fcX8rWw4rmHGXpsliJAa/f6ERIoBjJgQgDVfMs1w2laiWCQI9KS1VEqi+kXvqaI+boFWB4nlIFxiBgzWKI3jLcEvURpb/uBmS8+S+tLUMN5OtMu4iAqQL6L3FBeB/d8oP92OUNVUdp8Lij27z4hLJpowOY2mKtM7+z/MzHnfLB/I3Cjv+U2y+mbRTh6BbKn8dL27qW9SlEyAI7ChWvHN7JeU169uWq7O/ueUz7OpBcGuPLSdA/fOXq1PWs/Z37WScqY7ULdY6IqIQNs01WC2iq8uAW60OPmnfTrIR3JohBZDF3N3teIxup6IACvs09Q65L/Uwb8d9gf/f3GVFk8WwiNEKS75qQcA3Jpvk1yv45RthWXJwoCznCM4Xevc8710pAGk0HaFdiceejOhH17WiqnVpTDDXMsK6Cd2Ak7pjg0af+MgQwVLZ0k5+H/9gWK+d7FJOKR5e0iMe6WJlQfLjqvKowZ7oichUsEjb6eWrHy1yyFmHxMrNyej0jde1IhxJzTvgO5XjDy6pS4jLJ81cdbtnmaYF1wkCK/tVEL1WRy5PpazCwkhf2MmvN+hnkCtcGzDO+xZGMuYv/Aog62BVTZlMCm27UWpj3HM+xubL9DTtMfZYRMcNWrkrF3e4ljDOZMyZmmJN8T6HUyOHrZeJ39eHZXEhZ7kSw6cz4043p02QlJWSwZups4Xob1EURUlLEQQRA1yRVsSdhJKWazj7ut0+6RirJYaVlcphve9ESz8ffg9WM9zCjOmov7Ww6usj78fc14cbFziRB0+uQ4nLhX95frFblJhj/yie4ORzLAj0aof1Ihd/xwxYz6s9GXgkIkR82r4thnHGKuFlWXf54IXRaBnY32gyleXhHnfQtH0Wh4lyVuAU2d+i03hmCMqL9ViwLWmg4u9yu188LoAFHL7WoRLl7xUrrJ0U7vTxxFloOcNsCytWUEMWdV7jmZn+7Ja6Z/o6z0ajwq4yjyIW4P/GWS4BAkT8lJ6GP53YjVshZ7Ybi+DRZ7lp9ndwns4dSrMQAZzrkmbbDH0DRpq/NI8JkJK8S3O5Utda853xajW6hggANoa1XR/q8XuZtPVFIsNNkdmxOENLGMuFOYs0yKcTN6LkW29KEFgRnqjNsDaoxEmMjE+CR+oC42IcU7yblud1wm6QSczhDDDMemKtbjG8sNYC7uSDMlY2vATPnNpGqojoFqVAP5DS4urFOy9hyfZX9+xICXwFsufGzjpQ+YHCXTxFsOUKMNq/WtyfcNd0qzjTpRwvhyWhG41cvbDMVgjXIb3kej24ghXrKMEhBZADMC1YLve1yl/OURNM0cP5JT3NcBlWxCs6lsy/YLJqyLiyKa4KT6YipV3XnVGdvlnyOnX6xW9pFmzraxnnbzM5m4Qc3g7LAUDT3vRBjxtHuJVcHO8pbHYVbuq+OaUe2Qat9jb7fSiLmpRoaTebNSxiWIES/Z0yNdxNHt4JqNyzhRQ/PEp/o7iTpIGzPanmKF769OyBtYx3Ip2LsiuslwOUz9ZN8qXl1rmDi2eeWBzDOrRjlmKFvHqcD+/r1pJZU4j6bziForJVs904QW8QLoJfJpsUAOS5PejTU5qxRgLjc/tJo1U0a+53uiBNny03R0zuLu8yyYuW+GNmrfH0lmNmM/o/RlwmXrm2Jj3Mea11UcpCLqpM5VBY0fe75wIA8jys8A6R1IWdUs0Z0JjVNl/2jo/4O+3k93GPe4Glil+WtOF3S0reiX5CcHOgXSAQcU65IEhcPFmw6npKWJIINRlC9Bb2oWNUjCHWtblJf+EqTw9XM6xyWdjRde80mP06XiEFkE60xGNRQ+0lxHrv6poeJ3Cdx2tHxMxIoeGpyrzVMa2DGkEwXQkWgvc5ShgKL5cgYkxbvgmfWSmprXQBe6Wz1FJqpUX+uSwHSZ7AkGYQ2jXdq2GQ+eOJJ2CyBsWpWl2HB3zcFaYs/KKrcaucT9q3w6UnnWjrHrsZ9zY68VjHUKS5PHypXbXiYiiAThT0ZbZj1d0URiYyqd2TU505ZCQzpU80VsY3TYFmo9taX5nAnqy7uU1K7x49xjBj1zCodYByBVD+Xo2+6QJOq0EW37ZJR5+ePSLmPUrymOE2b4T/eCdKjsnVrTtZPmOjVhewGr1Zx7yxcymRy5wm97T1yYcMp2U3orQIZWTjRU5RerGB4MmXuragtEqbK2YA/DHmlMoIZ4j3a0nA5Dy3GymnvmXwTvJEuMF7f8Nk/6u40b0Svqh2VBOl7BKZEXLM2xj42q89kLMRWFIf72LFzyPshBRAOgmYOPet1hHF3wlzsI9VgluHYA0ySj670fP0xV33xDSs6FNdOjOUYNZIIOcex5riCxDxQQepGxxrQt4peashucLvaRUrk6Um0bGwnggRq28oFu4HahZkvVzsNMKxXMI7oc8yC0lARV8xDtqcQe4U10Fd7rasno1nMnpZu++Z5dntbgMoZ6kyIl2KoD1TiPwisoWuAv+i1mfYqTrI6ijFQztELh4PyCRTGNqhvYZArFa2Bf64OlqnWKyAybyKr2+aNmmi3bLl+Kqd/qx/WhHAZ23c17WbP1BAjM2tvG3Xar5Gi4ibJNbUvKahIo6d9CseOV49+2uzXPxicV37d/d0TWWsS/YgkzEPM4IAYMkuvuC+Iafcc3r2wFSDngI8M/S5qSkQmJsyfK09qdvPir+H94u9wB+E/9P2bdHIaKNq7WMZw62Qt63zfhIsGbaqWM/z7rXku934NU262cQs01sUaWkuAC916oiipBLG2dq+LDuTBtgJKYAcQCBip4jls+pMVjOC5vFi1zPt51AwsKLEW7WomcbZ+QHy2XXOz5Caj6/oYiwAqJMwo3PWWoaZw4HLn29iaVKykpJUJz9dBfaEzKq5e6yH0/0G0ukqcZjhhsfqCzzp7FgplsF4caK7WjGW2HsM5bEARGSDDD8uKT/q77XpbEWEMxRA0ic4nvENaG2nb3TRbjXIusc8ndaHWnf4lVgTNc5FyxmyFIzerNnv9eBc7wamVWVskX974RJ7265BVVdtC2MWw9tLvx9WS29sjjvHZwHErzg23qsKEPFF1MYd63vtIeSj1m2OojEa3t6hShBgx7bBX044Xv0kBbS5lpv7fI95fpP9rTsjgP3mJA/+ebzUNU2J8KHn3SaX1u/btChvBADnCznwMhTVZowNRmpMrkX7u0j7B5dPOm9zJ0vdJSOI0E/IOOkJgmQ+Wux2Y3pb6VyjjaDdQluuhs1saWv9yms/1gZ/vtsjkeHVzh3xWueOXPdMO2Uo/tyta/PfNYKA39JTsYIRy1XwlEqOEVJIAWQCZoZU5tfe2j/J5kWr5f1hxmJObgE/XeNE+oYT1f1urSS6Kl7p3JFpMsx6Wi0deK5JPq2xnn6xXO+MtnQRwCLGTkmxwk5opcDfNarJ5/If5TtR532mp6XGxI30TYNB2A9ZaN1lRgptVltfxxmfSHCxLUN4rD/MYkW7SsU4NOF9gkfNisRAzEU7dtOiZWNZyQzzjGReeySlxHyBTILldqfV1UaOCZzxY6LfZj0E/HryavyJYyzt6d+s+Hu2gThsSoGVw0nq9gvq2+bgZ4ZboxbyGMpgVh3XNu1SB1TO0w67FD0W5OGwFmuiIGJ8L96gqCE7Dj45eM+rEgTT5rl6S9FkR6jjJqxLJvlfkxzb4fViaJOypeVabe/9QlcO97nlMm1qUOeOEUk6xrVtgzu6HY85URuZP/tfh49rZWTe+MieM0eWL7e+cidLgxonn/SV4v3UJB/fKTLujxoz2kpbW0dBGmBd7a2bPf7qeUM/MsaWRp1lhXMobG0YCnbd6IocJesBpJ36rsE7tQ5IAWQCZgYo5v1ArAwCzYtV1gNHohaKbtEle6+XObXHRjmaap3fOdvdi3XM2sUkq/RYZBQIJ4thfWXkqdNRiUXJyfieM3ZSiDoNk2r178Cc97ZUIT6SmgirTYitNFFjwNFonunSWRIsOh5hfYfuJHbgY6ue1uVl73DxtluXEFq0sWE9Y4DzYexQAE0OW4Dkud3oLEjrJ0lg2ayIWNDdHHdZOQI6F+iXujZhNCMFu1Xu0LzB4EN99NGocTrNK3UzPdJOecc8lsE3/9fJ2FxBgHRhzPp+zM6yGMLnPxqRpS3EJwqu+HqVQz/13MR9bqpbW/ZB3uq564Su8HeZqalss1mRnCSjaJQ+hUtmDDCDv3c9Dt+2VXcVVKpbFwIYJzOGR/fZcsrd6QyL9R1+/QlIfO4qdAGfu5ha+RPaqLuQKQSekBzxKARuB9jjYXj5OWH18jWjH9eLlpT3IXiv+M7gHC8Ea8NVFNiWudGwzugE6XguFy/UaFKT1gQpgHQS3kityFAVDu/H2wBgggkZt3jhnYiyFsjsNL1s8pIqsFlGERGr/fUynzXBXOVgdYKH/daYZCvBsk7itXjbYEqKWja1goC7u3VRPe904SBy/NJFhpIiQm73q0r3TmuwlRpdFist7qvC3lN0ANJYEf4trk7yYztjcVelwbLKCRitRcueVmD3vm92kgZWZ17e9LK0xB/h7WvlXFWtZEvYZHuLjFVJ/NjMBrncJbXA8LTZKAkgajXcsSJ6TNBctlXKQqvedXiWNC0ymBJ+PPkI8/6VCvNPpU2DEEZTjNemaFN88G4cFspmwdTeZvTW/5T0NFzslgZE7s4IuN/1+HGay491n/QupxVviQGLWrm3M75jA3pHBWWem5qClUlP675XOEM68o19LFiuXXrGMSeMMSypeeV6j9E+WNeGZ5KNBR/6PuE+9+Gu/8/eWcfJbZ17/6dZ5vXau2t7zczM7NiJHTvMzMzQMLZJ2zS9ZaaUU7q9ve0tp/dtmzKl7S2EE8fMtDio94+Z2Z3RHElHrJn9fT+ftF6NdHQkHXjOcx4wXxeQNMUljYcUK53ezo6MTHpZAPhWQz3eKbkAcAM94U0mpekwKxHhFX2XJj8HXDeWNU4svL7QZi2zgld8W1LJ+MQwZy5DWUTxXV6urBQG6tRyYNjf8LEhzQXHV44drXtNVKe/6e0sHDITlgIwevmNR9nUjMhVOt3V3opzOkYYnB0+rHymMKSZdkLWwkcv05xMEGg91o9rxzUWAqG6zYHycuE8W2zfTFTd6uHfQ0JSHki49LxeWbQAwAEPFpqA/QxTRkQVpSCTo9ACSORSFZIgoydGCgMo19kIbO6EMCySrSCKCSlSDkTKnCnS3CCmqxxO4v2T7Wf2soLeNuVXmhpR3/g3x+V7OR45vY/oEq3U7rT6ZusQvd+1LcOJR8E+G+78n7FgBaVdQ4rGKFF8RmINKoBcQNaXHjDvvKIuKVIAiYb51300pwbklVmigdQNlxTAP2GiUenGqy5l+fmLTcsYRejC4D+yFm+vueQ+9r36ugJrEtnv3lVvErTPBbpM3kdWWDx7lDOFyB3trXhZsg3+Siezh5cpnH9hM7BtmHEai8vsXOFiUeIG1QVipTWiNhbI0n0uEhEumvzkfwSuCiqAzzc1YGeOQtnrZXmQI7Zb46+XfFIyk2gYeF7k1iA477gL8cjcQlu/eyq+6dm9dnkUiF/LZGWn5WucKOBuECizRYHza2yMyU6U0qJr95SJv0Fr0y/t38giRw2y34nWDCIrcyOcvDPZzXQAiJcbj96yCqIHNWEqXquokJ5L/1cw5ojCJOQiej9uZ5vzEpkEFADwLw89DAYLVAC5wH4dTaTIEkbv3Cyihv4HgeWByMVDNivXkQrrrkSHBYO0k0DDbgnGqqI4LqtbYlJYHHnZ4V0GuFEi68L28vKCtuC1gCU7sfo9IfRGIgXWJLLTeKyyy/L9vq3jS/6GbQWgey4xb5e08NMTwp51ycfbLr+zoBj4joUMeWHFq93KEfAuJhkg7l/+O3bJIzMeXDWiHe9vGYLrcxZ0f3aQyVKGZwQudk4CHweBWwkFZBElAhARDpsaff6cI7d5aX22x+B9aYcfq4ttL9AbEmWHyik2FEB+YEcp78QiXM9SWUTfyJ9Kn+sUBcDLFRU4JJBBRJtlXRZdWq3MqdqS/9tFmUJG0bKvrAy/EihxZHnFxtirp+z8q0Zh8o8AFChhH7MHG8HPBiWAlUwv/zLZlRNpyEWD5pcb5WM3aDlkQ54706H1gpakizFKtMEorSI7kbpRY1HgMlG5F3UMxxs+7ahZJQwm3L92MKma8dEhzXkB/PrvKam82FFeHniK5CM6CiArwa3dQKtclXUfBCAUnPwOIp0U3E5BCm9KKgPtmFnLCLgNilwGJDcpJheqY5EIDuosdnPb5Pc9VjKKXJwuFcRx+S9BPYop06ebyGYLDHtzzJXb3MwUq+W3BnOh1lJFFJz1jYpyKbd9t3DaqqdE3FEAidqPrIJskrLLlTqI3sWu8jI8KrHRI7Jm6bU5P24TyJpOIk6eM2oEvieY678b8KaOFQsgO2i/5x5R5kDF27Hrz8JQBUrBBrJR7LBc3Jz335BQaIV9XC8lwrnCLDKsLKrMFB8iNwrRFW7598uilzL7NZtWES/5vKvolA+2DMEzTc7FuL3lZQWThP6OWDiHwo9o0pEC6Z2OoPF6ufQbSaWTNoOGyFzcLtIBWfWu93lN2eOywubONnPrOTd5sHVYwbFlLV/EdyQVWXaePgyKlhBUwREfbmnGhwXjFBDOcfUxQTZLO9le3CYcUefSrqs/rQ2fi6nRF8r9rTcgyxtt/b4qsG79m8+WAEfKyvC0pm/2KAqWjtOPy5eLnU0M2Z4km5VuCArTc7vVWx8bNtS2C+37dMY8M0SKEdlYY1qMZIyXBRtrn5PIbuYWbo6oTmQp2Ut/YWOj8yWBkcELRZQZy+tNGRHBz7TBQAWQTXIbjJXYF++UjMKfi9daayfYtQw64NBqJx+57ivaZbWCW779sgEq/R6UnCyMNo7pcLEm9gjCRUXW0meHSwHrjPzrc9H7ln6PJKL7OVlUvuah4lg2a92Y2r/jr5BTAJkp/LuLKCtamIUkK8J4Z04fes7juFVOxqQd7X8AJNuZV/w7AHc1kQL05va2wONKiVAV6HaMY5JjtZdoLTtEiRN+5nPstrgCfFmz6N9pQR5MeJgF7D6BIlbEkKH/D4A37tRO2rndjMQiZY/d8d7q1/lPD93SP6JJALLf1XVHIVq5S0V+hlaryCQ6keFPDhRAL1SFb9wl7kAFkM/Y2QlyYl3hf+LwQmQXrXaRnXBEu6wJAKmQ6tfOctntzg5hXvRp2RdAVoCdkm56W0a7oyDb7jAQ+YsBxx85FolgoaS7wZs+u0CKYhaIsDJcmCnv/2FTMEt5rMqTjQGU1Dk+GBGNlSkHmzd6scj8JIjxXxgHUbAoDnsWmBc8ji9lxpFIBB8XZMDU4iRGiR1EmxNWNjm9tKqUVRB8I+BYenq4qeCw2/f/EiJrk/+y4HJuFWEMIM2xIKxNRd/NyTh+q0TMUq+xEjuSyEMFkEuEwVRa1MmfbnEnFbcTXvc4G0nSwSA7f/wYNCT9W8L0Cnb8tRmugkKkLCwmBdAml5QsVvh9wEK+HnrfzWuLBy1/0LwfvYCyouCMoixGXgYxlW3rwe/rB6PIEwmz1w5vw58onAHQUQD5Xgt3CaO7XJYwZDlLvx9/Z0nZ3XyvN97cZK8FZZ4oXo0Zv9bJiukmdjagZFtOWBSxMohi/5QiMu/nTzWFffUtl7IJ62E3DlSYkVFkE+sUzwwRNhJ9eX/K7mrbQdSdRb6hosXVm5Wlr+P7oMDv+UULSpVOHwUl0b1+XF8XCjH7PwTuiWGIRxJm3iWZlctvVLib8cIu97cVxtAR8Yik6b2bweO1SGdkKSatqE1elxRSqfwxpvgVQP5TbG6RX/TZGmS7pJXH8z4oPewgCm5+R7u8lcHPbWxi/M0HqxQ71v2yrm9HAoixWOxjlyhzsddoW/ZHdRQXP6vzrm8eFTy3lYxxg5GDIYhhGgTFM9OGDQuZv5wi6rqyk83vQyoEuMmLgp3A8zqCd5+SJSxD8z9CsKNK3GFfeZm0UoWkkQ3W/V8N3irWvN4hlEGk2BkEei9HiN6PKINnMRHEBkAYXA5kUSHeOPES2U/id71k0cZlGcx8YkhT0FXQJayhEUQcEoyza8eO8r0esnPkU0O92zgUyTE/CcFmYJj5ZIj7oZcUt3QSJD5qVO0GdhssFJOps4ioogSeHhMorgmfGLNPsLP4/3yO9VCquJnVrZjQppENE2H4InsEfe5/fXa5dJtvDhJ3DrscCGDnuE8w/vyoiNqZqJ8MVvaG+F2E1f1TlKntopHDA6hJIT8MgRxPiCzhHX1IP882hTPgXFjoLnIFWRBpD0VxBES7F8/4mKKTeMvtFszsByO0cDHm1yF29wrDHBlWiwsn/IgLGkO8tgYU8SXBnHyvpKstGeBfASdEAMKd4fek0SODroKQvwjiLu4O8eYEIWGluFfOQdJ7NOgaEGKbq0a0FxwTBev2Om0mIWFB5EpKBrAT44KQUuaZZv9dB8JsiVdMBJ2lLeyEdbwPS/sfDOE1SGkTzh5eFHC/mBBCSoXPN9PajRBCCCGElDZUABFCCCGEEEIIIYSUOFQAEUIIIYQQQgghhJQ4VADZRPUxDTwhhBBCCCGEEEKIE6gAIoQQQgghhBBCyKDihJBmvfMSVxRAiqJsVhTlZUVRXlMU5X43ygw7x3vjQVeBEEIIIYQQQgghNjgwCDMeO1YAKYpSBuBjAE4GMAPAhYqizHBabtihBxghhBBCCCGEEEKKBTcsgJYAeE1V1TdUVY0B+DqA010olxBCCCGEEEIIIYS4gBsKoA4AO3L+3pk5RgghhBBCCCGEEEJCgBsKIEVwrMBBSlGU6xRF+bOiKH8+cOCAC7cNlp5kT9BVIIQQQgghhBBCCJHCDQXQTgCjc/4eBWC39iRVVT+tquoiVVUXtba2unDbYEmkEkFXgRBCCCGEEEIIIUQKNxRAfwIwWVGU8YqiVAK4AMD3XCg31CgiuydCCCGEEEIIIYSQEOI475mqqglFUW4B8BMAZQCeUVX1X45rFnIUoecbIYQQQgghhBBCSPhwJfG9qqo/BPBDN8oqFqj+IYQQQgghhBBCSLHghgvYoKQgyjUhhBBCCCGEEEJISKECyCZ0ASOEEEIIIYQQQoqTpmQy6Cr4DhVANuGLI4QQQgghhBBCipMv79kXdBV8h3oMm9D+hxBCCCGEEEIIKU5aE7QAIrIofHWEEEIIIYQQQkgxUq8Ovsi+1GLYZRA2FkIIIYQQQgghpNgZnkgEXYVAoALIJhFaAJESY2FvX9BVIISElMEqJDmhje+MuMz5xzsLjv1gx+4AakJKmcWUB8kgYbCac1CLYZeysqBrQEqEICbaD+47UHDsnsNHfK8HIaQ4uOxY4cKTDDC3L1pw7H+5MC9pRMoYr6lNFS5XxlDRSFxmBNuUY4aEJLNUOT1WDBmsb4cKIJuode1BV4GUCBPjcd/vOVIwuTOwuTEipVlYWdnTG3QVig7RAl6Eqg7OabOMQqQhrSER9t2ksQSfyU1uOHLM93uODUBecJPxseKu/2ChmMazH+/YVXDs/SGQ18bEw6FE29LVHXQVSAgZnJKsC0QULpeJOyyUXHi6SblgLScaDE7mxNFPdREtgLd09wRdBQDAf+7a42p5LR4KpWd3dkmdpyYaPKsDAKwKqfJO5ZRniNujw92H/LXIjAjGtxUBWKeOKyIFwbBUyvd7ygrtU6IxT+thlwUByDvFRFja/41H/VduyiCyTGpOFvbDEwOYR7+hkXfKQmJb0iwYpyoFloRkcEEFECl6PrF3f8Gxb7m88PSSk7p78PYDh3y9pyieh2h9d/XR495XpkjwX9S3z2kCxd1Xd+8NoCZy3HLkqNR5v9xeuNPnFqslBcZUdLhndQCAT4Rg57LYmB6Cxa7b+rGLfHYvEtU/CJ3fw4cOB3DX4mFpn5xS7tk94Rzvb5Mc64MgDC47G3sKN29GB2D1VRVS/YBeLLraAJSxWmZolHdKSN6haBw/q0tuw4uULlQA2UT1UTSqEgxsn96zz7f7hx2RqeqkkOyiyBABUBMC65KwTFZhpdhfz5wQLJL1KKa2l4oG7/7bINjxHKyMSCQwI1bYtjeExArOLimfrYzDogASCaVhtWYJgpEJOSVFWBfwIquI/wiB0ntoIumphaksIwTftykEyg09/vHmdlx+zL+NQj/XXk4pD+Cetx4+KnXevT5bmIaZkA6VnkMFkM/Y2WG4SWCKOUQwIch2/DAwq9vFoVHQe0VTxLLecLpWiLjxyDGc2umv+5XsYDAjGk4T7k8KLMHcxMokoXWnWBfAYjQMWZtk3tmcvqjvIt1JDlwbY0eWulgTe7QG/2l1+eyeffiyj9ZmFaqK2zVz36md3fjg/oO+1QFwJkR+RfC+/F7yifpgWATEuSGYc1pDMJ46ZWQIYpKI2tmiELiFjU4kcH8IFsXndHbh/pBawT1yUFyvUZp2xXhxafQUiks9dK0VKVhFG2wVntXAfeaFYHwoRcIyvxcdEc009o83txecI1L2fNTGTofs4miUQEAJayrHnkSLa2VNkTSP/fheuXf/1P6DOEMyHohT3nVAvEi56egxYaBmL1FEE4fgvPl9xbMbGz2w0bWyFluYhLRv8iP7D/rugvU/OyXcIPvavK+ICe3JpO8KoEbJHVWRa5EaH+p2dSzTi6qgq6DL0r4o5vlssaHdEJGNV3TZkXDMj3MF7+uziZN9rYMoBpDoGCle7mKmT0OW+bzQnCywXFQArO4xH5cqAuib5+nIxbk1mRKN4c9v7sJNHrn66T217JzuJzcePi704PjYPrnNyl+/tcPtKuXx2SLxJPE68H0xWZW5CRVANlEkzLMvFvjwazXlUveStHARMU+wcza5273Fw3MexuSQRfZdVAB4QaCoW66xDNra3YMndHY63OC6nMwhW7r0LUO0n11J1LhWBxlz/yad3Qu3plkn2UA2CSw4agRB7dyM11IrELgmCQS4+lQKtwuEH1kXLLcy70gFrfY4oLEsIuVjGPi4pKDmN0G4zJWikFSmAhtfdU9J7CbfTq3y9X6irytyrfMaUdMWHZve6297PL+zSyqdspe7+04Jg6WNaOyqV+WlCmX7BS7WJlhEWaJkW3WrpCugH+R+0giAGCowxEc35T8kZuPzGmXGSdH3+HZ/EYmuqYjH24TeGhWS83eTjUDN8wQbtHptamkIxgMZvB7pwyl9eg8VQC4wJCY2prteEEC3xUMttWwnKXOxOw2XWKyKFvpu1WCOzgCmV772S3XEE7jDZ9e5W3Nc+soy/y8UerUPkfLWaFN7O713mHLp40UcDLuzBcqU+UI3AW+H9jJB8b97ayfWSuzg6RFE5h2vkHn7SoitDCLhrZqniHbcRK9iVAhSUosywFihXHXHHbnd5QWZopaZn+Qiou+7qqcPNT7vrDvpcmrSvU0SLVOjcfx1m/mOvN/xB5+wkEBiaABWEos085lIfLASr+h49xxnFdIhiE2I+UWyALeCE7lOBpES9gOJ8zBKM/6+oo72tB4y7FaHFbyNDo/dMJtT7s5D2v4bBKI5/komqHEMFUA2KY8MCGeje2sDrIl13Bqe2yRdlEQTglt1+KpDE8Yf79yNKQEGjI75LOQboV3szo7GHCnq6kyETbeFnyDsE/TasRNhcrKN9mjf595/oXelINvWQkFbOMVBnB63KKYJckyne65pFx2Ty0D137v24A8Si2IRia4ptq7T4uQbublYcT1OjUPFlJqstniFeATt8NkVWfRFVgsWIUIrOFnfPw85v7PT1xhYooyPYaEulZLeWJKnmEZlY/SeRNu0w74PsTUnxmGZ6p4yTWQNfZUg4PQ/1AmO7pOKeuDWrSq4LX4zomr+xm2VxxteblvqfjwEAdpFY5yUhbskswKwdA0DpTOS+kxEGXh1XoscwvIduIW51W1kyxG7GwUvqFkh0jUe53iQlveq+L26v2nfb1nvSNfvn0ulZkDVSwEvWuiIAmybKYDuELhJyQZL1suKIVIuGHGew2+qN4A6ad3TPJyM7i4Icul/P/yYRqCoBIQxY8IQf8SpINv9+l0u1cQcxcXFr6gk0ZuoUsWukTKkou7EnxLF2muStAryqvXXbj9b6G5shYTDHDLR/VssnR+TDAt6lSAphZuIWtMJFsf1IFFU8XgGOHPvTXRNwncEcd2cCvFXeLiTrkLestgJiZ5xHpTqPU7ehVvD/cdcSJ6RK49lqyXUz6asjWljBMpnLzLmqjZ6kXkmTgXHUY+G7lGao8XlTC3j9qplnMub6l4aEQDA0BBk/wsCKoBcwE3BW1i+5DG/cTKMtfY0uViTQtx+P0qsxZW0qlqrhn+nxuqeq71dxEPzdgAYoRkERdkEAOBUQdyiz0gG2M6l3EFmAr1J6ZP7DuCPORYJyV5jM+CJDicqUawfp9hZ9sm29yu0Cq8Da23czRlamzfRTn7f3lPwNknXzGSf9bTslaq++2gu/06Os1x2LqpL7kVaFADf27kbP9qxK++YWyztK7S4kB3+DqhyY3t0/2as63ZuXv7EwUIXGNl+OTye0p3Hqi26y2jfj1OH3Z1qq7MCLMol+taM+VSpQOrgaltVcsKzu/KtaqIhzWOjANiWyh+TrskozU7stq/Iih9bhEkWXS6XaCyntPUCgLs9CtYLpOdpUSt0K85dPxbH2WobsVXybueSO/6mbjnrLdE7PK6643mwxmUXnzKo6EWl8Ldkz3hX7+UehW84FTeex0RzZC7ZFjZ9//S842Edt9zky5KeGXOP12GaRGxMKzPZOwQusblxV0UEv9UYDFQAuUAYlDFWCIMFENTwND2Z5yg7NtP3ezv5TjP7nGvg5zp0AbODXuBpu6iJZsPf9cxxZV2q3M48keztsPzht3R1228rfe4FyRYhExdFbGVTJgyeKKJ3x5UWayXv+hNRw5lta6/agvHxREHcA1m6XnnI8PcJDuIU/DS5SPLMcizqdWbtlooNFQbKNNolzo1ps7A3AVWgKOl+82ZhZi6vOKrWuV6mG/O8niWYemBDQRaipEsWXXoKudkay0hZi6UgOIj8xeOtR46h8+XHCuYLKzGLUn0jLNdDaynrd5ybZp0x3E33jTTWyuvTUVDI0rPtJkfXZ2mVtFQUPV0nwhl6IqIC58Qe96x8mexn3W/c6vg+arzZ+HfJciKaZfZ2tQ0z+z4nde3fUhMl7zKAHz3czLpfr99rmdNZ63p23DNFCWIk2sxD8atcrUcxEJ5VeJGR68LUGvV2keDEAsjLwWC6wFWlNpVCq8Zs00kWs7Cg9A135V3qubWIjooCHYsQuRqMcCEgqdNvJIrrkovW5QwAZgmeeZbbsTVyOF0nfoKei5ksdt9dKt5sS0i32zYVj6cAL4PeDxDB/E7rAv1xjQBdHwKXM1mcLn7VZD0Wd4lbqZPsfFYJIptZbkwbPQVwqm+05X6Yd7aOq0OljuXBNtW6FZtf6H0j7fGURWVyrd7YIDl4OraQssgbkt9I5E4QAYBUTUGL6nrlMen7p2Lt+GNqqvT5ADBGYzHktwJIdDerc6PIxVPuTkZnO5RuQrSBGTb+kpqON9TCcAXVSQWxgyc4Kjuyb4OUYj4V7QAA3LVDLstp/MiygmOJ7kmW6jZbI+/GDq4HUNjnVCjogdX4bM5wo9/nWt276WxuVxU7wkJsumUmVm7fSa7CV5PhzAbqJRzFXKCjz3gXx6m5q9vKErdEgP/Yf7DgWIWq4v/t2J13zK36/8NCTAUr95RZSrkRs2h5b6+0WwsAbNTEPSg/Lhb+RPU/+5ixqbkfCjiz7DyieosUQCJllltt2KmDjq7bhIMKevFtLhUETvTubtY4DGep6NVEA7Yeqrd83SG1Me9v93elvcT5d7t2f2EA+urdm/HMXrH5tmy4eivC5mJBylpLOHS/rs5UVbSrbLXk3BLKejuE50zUceHZ7okCyJ2+rS1FhXjci+47DUD+7nDf3tN1y33w0BGMlsw2JyIuaJGia7tevxu9Oy5Fu+Ng1nLispEi2WkGzSOqtbHywuNdBcc+qYn58qvkLEyUjDvX9crDlu4PFI4HCoBRFr7FVokg16qJu46dOCZB4nWgYC/pPbJCePyJN9uQ7HXmAlZ2eKmlUW1bakze348cPFwwZ/zv9l2IC+ocO7jBUt2Oq/kyiJrUs+oURcbSO9M7+ez7yUKllyxubdw4eTorSUKmx2KIHiwMdxA/PhsA0HXwJAc1KV6oAHIBo87wyb378e0c33VtRHip8iVFItl0yjO6jE1Hm9+4VKqcOsn7yQYUDYo9aovEWQrqVGfWDA8cOiLt1iKip1c+a86IhDtv2MnOweldhcKn+f3CgezuQksyiQrBJ7X/HNaHZJkvNNrApedbuwoDi4qIxLyJ2/WWIC6FtWCRCloSdrLpmb+5YgrXOKzPmhtRjargH29uz3O7rDo+E8N0FLend1rvz7n8pyCA7ei4/2mptagAfqzZtHBKsSU5MELa2jiT0TL3fLNYKSIXWukZR6j8KzymxlqR6JqJH+w0/8ZuxXbRw2lr145H9UeMXdO1cfx+1Hp1gXJBhYJLJJMhqElrivY4ygRBoFV8aF/h5qGWRHc6s5OMMqRv7xmGvxcmtJCXa+p9sWLNZ3jAQWmXOogLlO1DWyXjG1kha7W7SXLxr12bndfZhfHbN+efo9sWjGUx7VUpD5bTbq2TRCPlLfHbXCo9GLLP1HDUfF0UAZCKFrrQ9u26GJ0vPgU1LrMGLD2oAHIBI2FvZW9f3mAec2xz4JwFncaT+N6oNTNjM6yKwlM9iL0wSbTDlREgZYOWyvgeGyFSFFpZYPZA3tWw1mGQQzeYacOVRPZtTI/FdeMFOV16vfDmdt1FsJbRiSSGmuiK4sfmSt9bjTfZqr+zrGNy36nprXMNfx/uZrroVDhj7+iRG/8kqN3mUUfFu6uxQ6vwsb378d86C2DtclCPCgBtMfP5y8qY1oUaSxlDWlxeGD2XXAQVitDNxAv3tH+lxgmPy76z2GH7u7am6MSj0dZsVSbjY+HCKf23lffm1ebQTIHbsF4Sh9zsnmoy7ZohsjoRXf6X1GRL9XKqUNbW4WB0PE6I/of0BX8b4u9Od5dagxsFAVilYoRkAjsvkAjWD5NYbTL30/s23925B192OU5JLjIbtyJ5JNnnPCtsNgi/NjSBU1l3RFM1Gl2QQbVjSTYzoryaNng5uLxA7Ss/BtgZL0RP/CeLrqNm5Vmx4EsauAb/OLnURo0GeOHN7Ri21zwhwUnRp5DsngQkK9HhIL5hqUEFUJEiGxdIPPy5tzv5gfjZtkquTYh9YH+2fRfuPXzEYa0Kydbrg4mz+o/VdI/O/CZ+S7nBQk+bO9JTa4AeiWCzKhR8RDbblkvBa4e7EEvICsJ2LRBG6lMp/Hr7LsHZzrG6Byyq85DUwHtLxYdKlxU7tNYTBZDe75batEncA7tm69U6Y4GXuN2Tk71jzE8ScJpdqxqB9cOzyRPFp6oVWNPbh4l5gs/A9VbagNuujc8lF0pfP+GVi/Ejly11HknoBxC33EYkLkjG9AMlyyjCogc2m57Tj+UMdIUP8NnEyQXHsinO3ehDQcSA0vLYoUJ5o1FyA+Ds2Nt1fxO5t7ltAQRAGG/FuIxClvTaj7OXDWStF99qvmZDT/6bp08McpEyMRZDWzLZ3+b7cbHhqop5T3rngUKLqb5dFzi+9/hYWk5xqvDJR0FzbWFklyC6eiRA/wM1kXbX3Bz5YyD3z2Wb6jzZR+6bPL2rC2e8IhfPKRUbiNWmVcy/GbcWZ0lLWlY3HyFeVUdDTdaj5pU7hbFrBytUALmA18beEcnxQlYraybwxy1YKX0oebb5SQKG9TUKj7fr7PCu7y5MPZ7l9ZR5dozsfP3BxDkDBzPHpL6foqDGoQuYEbKhLNb1yqWRvTR2v4PaDFCnqvja694ME79Nzig4JlLGBeFMIetOqYfe7lcqOszwOjVVZfl5T+jpNRUpPpvYYrHUQpSUsetol2qe0eZ8gatB99G0//3VR3N3itNPNDLg3RpRhigR0b2n9f97joWg5W4qWJPSUXrCw5uqfGajslQVaiX6ZaSvDRfFHpQqM/vO3AhWm8tRiK1s+/achd9v21EQv+CHySVyBaeqoSbkXP0SmfgGTvhystBi5M2My2bB+8lMsk4DjspfXfiFyiOKzi+2izRluo7F8k05li/ZDR6HIauQslhB2bPHOLDeTCXSbb1DUIboea2+AjfmfxnLQVG7vfyYnGucDHNkLJl0EGU6hFqJ6FtXYJ2BbGyGXl81eufVGmuq7SltMHbx1csnym+EZdHrL05GGLcCoZuWoqaVYBWwP8e7ZQHkNucf73LlPaZi4th35TF5V1NtPS6OPaB7rl78usEKFUA+EFedCeayQ8CMWBzf22kegFnG2sQJ2jhHooHCiiCz8eWT8UFBwOksp8WeHPhDZ8YwOiozCSoALjEQBmR28v1UZOxQ3UnJa4X/3LkHP7CwQ/+SWmg1MV6w4A97NA13JxRrT/vXN7djs0YA1ApoAPCWzg6QqO7xY3OE5yZNpovDOQFKUwfW40sas/nOF9+JhwS77S/H0vebLxCQhyf9UQB1vvgu4XFFUXGZbgDtHNSBHc+hktYDVrgqTznmHW4IdVZK+Etqsuv9+9ibd2G/2iz8bW1PoQJdT8i2LBzlPHg3ajCx78uCcypRp6oFLheWrDik3SMtPoHu3Jlf11Ni7xK+M0Xz/zKIznUilJZlFEB2W3Hi+EyoySqc31k41+uV+XUd96DcoPKzop+zVK9UdBj+Kkx6URhRR5ZUog4SxiY2CPsMbZ62Wg99yxjrLcyJi/Q1sbvx/Fs7C46neibpbprKkH2KSzUbM1b64NrYBwqOiVpEc431+FpP7z9k+ZpcKlPmay+vW6/iwFpMdOW6bSZuwC4oXfPq4FJ51fvWSvea8tdvMj1nXfR92BotnIt+k3K+8TFYoALILjltzqx/r4h+xNGtlvQVBmTTE9RFC2gtL1j0WweAKgsT6J9S+UG5zuhM73ZOiA7U2YpmOwLjZNXdGLA8GLntTNwmyLR1kmCXJFsbmZooirFrkCh7VUEZgmPZ99CQDK9eWrZmU+NxSzuJojYs+s7hFy9NSFlLdGnleUW2en8SCIpW6Nt9vqWMeyJSXZMKTP8hCAiai3ZM6FMr8AGJYKF2KKyH/ghzz+GjqIhbC7Asyz9T4rg9Wu48ciwvVkkqIbagtIJXLq0vq6OFx4d5ENhU7xlER+MvPYKP7pN0oYVYIWnEKk3gVCOLrGIa07R1zc63kzUua9nRvN5h7I/lDgLQOkVNNCH5ygMad8k0tTopvPRGjty3kEIEJ0xrs+QCJhrbrb7ZvBrrxHjyG722f/9Bseu/G31ljQ9tKn5svmdl/yy10FICEZHCKxUdhvfqbKTWOeizakEPcMvGBhjtMK5gkypwRdNoQa1kw0r2WHf1LkgD73Duboh5I4uYkbvOVWA9c6WqKtIyh0wShV1qG/6ljrMsxxTT3Os1VAC5QFPC2GXqAJr7/21naPxhrwW/fw2iu1mpwcMHD2eukes28wRCc1tG8G+Ne6/kqIoOxbWCHXvRsewjyVgAyfhp2yF772W95vEf3Hx7D8Wvkj73mBrMhBMkVr72URi/n9wAwWZUV0RCERdDRNwkpojjAKeay1UoaNEIsov6PmG53P8VxIpSAKgSL1rWBcwuMQsRp3JrkuqTd53SI/v0bj+iqB10vvx4wbcEvBPGRF+2z0IQfUAy+CwGAgdrMy4ZoX1ub7q88dv97bYdBec3CKzXxPEGVZyuDZScrMPbDh3BZ/buc1TDYB0ZVd1xbEqfs5rN6mjCREFcICs4GmMVVWphZRfZNqxXg4Vd1jZKrOD+Uxc+baJzmuEVVgLniugVKTN0nkwkh6cSjQXWwr063gBrJYxeddE1mgqnYPP2+OXS58YOr3F8PzXRiCZJayixpaWd1mz/3c/v+1TBsVOjT+AXqXkWS7LfC8sMqi+3plYF/yJUALmAONCYe+xWC31n/dJiWr3PjIADbFnZEc69yikjHMfy8Fcv/ZeUfEr5f6pyVgpeYTWMX6ULgsa/1bHS5/bAvSDGKycOC+0OxT4Yp8pUUu4Gcxb15YNo0j1bjzaPssX5zRIHMSREiBf2xtjuWTptw729Ygl0FJhBCISFCiCdecvDRVODtuzeDpxtNyh5hsuPd2K0hblQpg+e1GU/xkkQLOj7pO5vK3ucWaIclMxYmqUwThMwxG0XVQMNcmOssN9n1WhGcR2LE/F7SMUb0XRoNm4RZENzyrA6cczA0w/LxfH8r1RhBqWu196GFT2FbeSB/envZTYiqQJFFQBgi0G2Oo8Qzy8OrJ0SA7FptKXsU4fI1UEFTp0rt4HjmpWug12ebPbh3Of4l4drgsnHCuNkjtVRng6rtxrOpNikPm+hAsgmuQYhVjqp2bmTugoDrbq9ayOqg5oQB3it6UsPamMTznauZOrgN2YuYLI1fGbPPungzH4Rhvdrl7E9+abqVv33ZYIRi+jZfhW+m4mhtVPVBjY0woJAYWp1ohjuEn9s7375e2nK9Zw8FwPr95ulCZ7s9cK8KRKGPiv/lBPyXG68tUjU/90YNSfe3SUmsZPmjW6WrJV13JiTRe+ivHOi7Trlly3H2wTuzJ7ROU1cLxdMxE70ZLHvTR8QykfJKumeehiNmXLc5z2JC/BA/OqcI9bfwaS41nXPu7mhOapvHduqUcxr6xHdfzKSvR1Caxan9O68xJVyyiUUtN2vPYhhB5Zazi4qw9WrxgmPT43Ktb5O1BQkUVHjw/DhnGy5WX4WX57+3aS9pHpHQwGwW23BiNyFe6Nzq9X+Oub8u3f3OVLneU2vpIVpomeCozWd2fsXJzRw3scVg7+MSBybBwAo75bbVK1MyiYhysZ7K6xL95s34cs6sdmKd2XkPlQA+cz/JJcb/p4QGED7sUuqJsUKoNZoPT6+dz8+s8fuwhNY2duHtT29uOJQ/kL+F2/txHd27rFdrv3FcBYl87/23+/EWAyL+6L4VXKW5N2Km1RCPjo/YC/zRXM8fwJotqgAspoWN0uyewomBJ11CkBTKoUawTP/483turEMzAI0mzEmJk4RboXcXqT2WU872iq5Mz1ZYGVopw+XSUTk8Hrk9djDzPjemv8HnM81uTESzCwNqiustVlR3dxIhQwogX4HI9b35CtOzpg30jO3RKtfXjRG6VGrc+5pXeYWRw2plOuJK1Jxa5aEaqKhYKGRSjQIzzUuyRlRVOJryQ1S5/4iOVdqJBfJnF2v3o/4cXEyAD3EzVL/LfyhJt86SHt5KjoSPdtulcr8Z5Vk91R8RWeBeNORo3l/G2WZnRhzd2PUCNFCNxJxZwmnfcPfSK4vOOf51Bz8OjlTYqxM1+kfqQmu1E1EruItcWyRZ/fRYkdZWhADKN7iUTB2feqOy21cOI39KCLZNxqdLz6FSMw4A64WkTuyCFFCoVTfGMzTictKF7ABqADymU4YWye8YSEtrgx60W2+tWsP7t0mF5tkdW8fhuoIcKNbCp9H2x2rVRUf3XcAw3PWmCqAoamUo8wIosWwnc4tt+gRj9jf2ZUWIq6L3yV9v9wg2VYWXGGw6lF1BedCfpBcgs8KlHQf27sf9x86rPvsTgfoMLynbyTW2bwy/fR/eGsnLrSQglb0zM8nfc6GkGP9oQpDmFoszsPvqKjuK1++uWsPntu+S9ptpyqVwo5a+W8sU913dabwroJAn147wA4QP7Kiv1+bWwulxz8nLpupaIfta824KPZQwTHxM1mvv6wL2OhEslAoTxYq4RPdzk3y9epQJfg+KhRsccGq55zObtNz7jl8RPiGE92FySwiSnZX2H1+kZyXf8BiXIp03DG5e8mPffrnmcmaWbYLMoaqiWaoCdnYfwZ1NfjprQovbGLM6Xr1fgDAXM0C8R+p8Xg8fhluPDpgufho7604NfbOgjJS8WYAwIV52bP0H9arTVwVqo6Tkx0HX9l7yp5n/37db96E6AF9RaeThesBi26UTkkV1Db9BmdGzTdH3ZKBqmLNuN1Pa1KHKFBxlUz2VaiW11BUAA1ABZBNqsrtvTpT80lJ1bDVYSG6fyCQtApgWiyO5pzg1SoUfHvnHnxuT34AR3OXALvWAsEv0st704KPrguYxEiRvdbK81wSe7DgmIq0r7gM4yR2neyYibrNzfE7UCNYPKzp7cPFx63Fmnh6iHzwPT+G+FQsNx6O8bu2Ux9Fp1Sj3cgs98SvAwDpQINOiB9dOPCHSZBoq4RhjLDC9Fgcwy1kulKhIGkh4reMCfap0RRODTS2hvVv9qH98pm5vEDvC0QhimVhsMgTFLQ5+pTUTa209fi+kwuL07HgdYN3HjiMq48Wxi9xGqy5I5GQeuo6VRyYOX54FX6+PT/jYUR6a11HladW9N8r1+VShYKPJ0/TBKE3mWP93ubX3l9SOtuvE7vEyp2s8LeUO26UdlETzcLjfajEq2q+Qvlwz1xxjL9ULWa9fCnO1gZC18HvZee9GRnAlFR6zvaidqqDclN9YxA7eGLesZ4dl9msxQCL+j7hrL3b2DX6SXIxVvTku5srAL6+2zxYvpvWnoGpPmw8g+zGkNW9Iyp/8qECyCZV5cHmqnihYr7jMrQLiinxuOuBRnP5Vco9i4RUrFl43IogXXtoMQAgouMKstb1uD7p4ScmsI7wW1S0fz/jK59NFJoOW0U7XygqsLrayk6/98N89+t34S/9O/Pu3S93QksIXAyOwNjtAAD2ZILG5+uo9eKcOKNvz9mWzu+WdOVIRkdaeqt2niMMwkBLVD5wtpQAl1l01ltwz8l3ARP8nhIr9rq33Sh9D6P7dkgGDQ7F3p3FKrykitMGO3qWlDfZklQoGFlgkaugPZnCHbYD2Iqfs/uN2zC6V85C5ZnEZl2LhmEuBzSOH13S/+9qVVu2YhCEPp9iUl5/OrnVlXJk7XnPiD0hPPPHySXC435i5aslVO0awP9vntJZXP9FnWp6bfTAhv6sVm5bwyqKNWuL8/c14q7DR9ythADZ/usmCUQK0tkrHiqH2wXzqQJgocTabkbfM7q/5WcstRBjL2kus+ZyCI3SpaeVjNbeZQikiNBABZDvuNPxP1V7g+1r3QxabYUnE4WB90Slz4zG+k1s03UoJNmnpxCQr69i0vzfceCQdFl+IqUZ96EeTolI1lKBdU2/95QJ7QOyWFngXbJ/QCmyatKAn/T0PqexeAb+lcyJyaMWCK5O2ovVyVfufDXWarlsqXIzKbunB5ytMEtDwu3FfPqd3ZyzYE90TndWpCq2JEv1ioM6Zr+xebjzIqQoKy2HCgXnOcwCpocovovsWPCOxKXiwKYGl5uWrdc4U9WuyDxCFzCf2076OfIiswktpJKObbn0H8zKvLJNbXdYD6dY+0B9hhKAPAv6nGWGs0vs4In9Y3tLxnI1N4abFrOYV7lMbku7qcp+/4WdNZieccnTi8+V7VPPJ2cHKN8OtBFZa18F6TioZuRZU2ew85xDdDZ/hkooy40y2srEmezddQGSvXKbtT3brhce3662hWOzZxBABVCRoaYq0PVqoQuR7vmGk1pOJ/PB1DBX0DCqV52qovu1+4W/xQ6vSJfVO07nausxdfTq69SBZq4Fayq5qBnp3z8s4TJh7gJm5Xt7c+5RyMUYWNTXZ6kKeqfmCjczDo/A2w7J7ThdsbcOmwtMvd1z+1p9fKClXbxsoI6/Sc2ULsOMVJ++YOcnXu2My77vZM84AEBtyjsBw0iIysXqkPvlxEaZUgEMKIljR5Yg1Tfa2o009Gy7EeMOzEC1qqJcyi3Wiltb8IJeeqfa39V5YQwg4ImD5hsOum4VKedBklWdLZEgrVnSCls9h9hCZHfWywyC58q2yJTFoKZ6TPAokLACFTWacS7M+sswjAXW4oloD9iLAdQoWJj/bfo90vXIxWrg7izZmiej+ko4VRB7TI/pIxptW/Ca9asDaHbYUuxfnetqu7JHXnE3xERZ1PXKw4geLIx59Eyy0N3XDi+qY/BP2HW9lH9fiePz0LPtVp1S8ntBslccty7ZO05yRlZQX2U97EDwo0x4oALIZ0SNr3fX+dLXp2ItUBNysWL062Cs+LCC727uqntN1s33oOWHO3bj05oAyNl4OKKhzcpr7EgkET9mb6K3cz8riJ7tue278v7+WyY7xK+S4mfQfo1lAkWa0eJZ73um4gO+34sPjsHlx+UC8HYeX4z3HjiE/06u0DnDWfvJfZTcBcz3dO9njNN2bS2+2UB9Ze5mpUZ6575n/yFskYy9oIcCcfDMwjpY7yluPKMI2TSz8vcutNQ5KAiQmYq1YfThdOD6+qR82/B6alCT7uzA635j0SDj0lShLXnZhGEFWUtGNsm7B/btOxWLevvwUceZMYE2jbuCG48stOBxsNhO9ow1bF9m1qXNtVbbTuHdjFKJq1BQIQyeXYjoPGlMtMjeOAuKEX9jOc6KPu5iTYJhaUehBUcWUaDtLE7GSW2cp75dF+BPF//JlTtN7fuC3Wr1I8rQ5AZx6Vip7sr2ao4MKYuMNaCecu1nqcI29VpqJKIH11qqQxSVeLDsTkvXFGL8zpN9xtl35TfpxkuvK1MWx85ics31AyqAXMB5JqeBz6AK/Pvzy3fegMW11QuKOHA8dtg4hb1+Kc7O905ZYVz+idGnB+ogOCl2aCAwsfa7jk4kCtKXuh2vwIgwDXTDk0lU5uxExmzZVuU/j+da/Jx2nxVijqk6FksWAvlaq3nhN7SitLDbAn5xT2Ecp/jR+abX5ZoIu9H+9MqYHI/jPS64ZxbbTpBcMyt8Z1Z2yTohDiZs52vKje0OdmNVb5e34sDKhU/Vt/s8TInGTNNVJ3sHLLEKLYAEmwI6UrCwX6Rq8Pm9+7FWwtXAX9yZh7TPrD++pI8/cvCwYXky4ZFNx7BUun1cE7tbUL64LYgUrH5txqhquUcbds4LfUGdYn6SDziZtyoM4vMdshx7xt7cD0RQXS6vODZCFARf9v1kYwDJIiXX5Fg5/qheznpcVk2kJX7cerxSMwVI/h3tt7M/qvZculWP4yioEi6CDuzriAdQARQykj3iuApaylPDkOia5OheUgK64q7yKYt3Cgork47xuXnpIgXjkV5wVDtYH+6M616YetL+/Xaq8qbueuU6Hs5dllxNs/HFCk2hZWowpCe9Q2Sluvk9zMy1TB7dxbVqfE57oz0BUq5Pu9c/80tV8eu3dpiaWucSVaw8p3sCSdfrd+uWON7AHSS/R+u8G0HDe/KMWYb1CVLUstKeWxQ5iz23UONy416iaya+vXuvaSQV1cB6dc6o9FwzSyI1sFeI+lt6x9uZjYKV+xWcYzPgdZuFcaDgnhafV7RLL0KBggtij1gqe2rUvVhlvTuuwJrJrQCAMfHCceZ/NZa6blBmyWLbneXIUgdKUOebue4gsk8V3U1V/R+/c++XyLhUi7Gm3jc7N9njUvY4qc9mrGDW0v3mzYjuEwdT99/BOB+RW2D8eGF4gUS32CUr+8xqUi5ovxGy7SGulku5gKV1WvlnXrNK9BwDd9aLkTQYoQLIBQLp3moZendcY3raGV1diKhqnkZbL6OGCLsprIuB7WobvplYixvjd/QfSyUGdhbCZEXjhGzg22TvqP5jMk/2YiodN+avqcleVEu3bVVYckEa4B/l6YXuH1IDOySPnjIj745m9x4gN5SyfDtYsGuRSbGFz+ZZK7O045P7buTHB91bB9B3mlIqykwjD+dYoinupq3vv4XJ72pM34x8rGBhJluuHmfMLwzKeGbOMamFuOS9El0D2WfsLkx6tl8hPD5e2WuzRGOM6tnzlnaO9aZdz+lIK4DmmcSNSy/47Nchq4SqEgjB2fdQpearpMuaRti+30Ap1liZSZsc3b8FAHBp7IH8DJOq4lkmnez7nRmgMi7LrIwCKBv70Aradq3GWzBumNjCDzBXml07+1rT+0UybSd6YAOiBzZi7iF5qwi3VBmyySUAYGRcm/XOPgqA6MG1WGhRASWebSXbtkEfECV7cIPct9u360LD8+yFFrWmfDGiU9Vv726SjrMnL0+IPpuaWXt0uNgmO19+HH27Lig43rfrooJjvdvT/XvG66drKlaJoX3no+et6wquGbl9i1CZ7JS0a2NhP17RU5iZWXvW5HbjWFUbunsAAIkub9Y1xQQVQB6h6ox8wqnJZL7KnQxSMbEv8aIu8aecEE/g79t2QI0PNb6JDvnCptzE6lVsDSt1kCspgnsT1+NFVWx1lXcnV2VN5xNcKmNumuwzF86jBzalz81RAI1R9pnfw8ZD631XReKc/t/LRJYZ5nV5uSxtRp5rZn+VcDfAbQZaSrlqLAQId9ldr42V7+bv/qHXznKy13w1uQHxMuc7WiK8eqNuxjN491mzbY3BpgsTtQJHVflgoSKS3dN07u1dW9VNXNDjzMo2/x7ifwOAmlkRnJvJwiUStl3B0CIjXYf5GSVU395TAABlV/0Id8ZudL0qRt8zW8us28c/1Al4MGGsgLB0b0VB9+t34YP79BMqeKMeFtTF4Gh55h2lYq3m5eQo7rrfuM2wXJmepJU1yyPmb+TUTGy2VHwIYgc3otyCEmJsizuL9SoLAf61Si/ZMXF2RxN+cOuqguOxAyfjCxbjcE0VWH2qAg2B6KmMItllN/4MC8iwvrsXkXgD4odXC3+PHVoDNT5E6FYYZj6fElvl2MfOnFlIpWiTU63C5lc248pjx61XC2kLnQLXtVQ1sqNp/ucX9cv0eTWJQrmoIbZOuIas6RmJ+ySTqTiZv19PjcBnXq/DpzTjtVW3NhW530N/Lmyp8zN6WnBQAeQVKXGcE6c74/EjSzLl5HPdPvm4Kr9MzcUfUtPwH4nzciombgp6iiwjZK6wtLizFGPFTcJrAZSNf5HUScVsRgRWzCC9cQPUY1flOEfX67qhJZwtTP3ObqSmnPnyW3JDkzx3ikOXBGtxAdLnKl0umX7n8L+phagoM57+Ol96h+5varK6UMDO/iY4prerpz03iBHHyhAvEzr7KNL9bJtB4NN0WVb7lDeoUFClAkMT6cVg/Li+y5yiM69bZbqmH6UyH2FCPIHOF59CsmeCdFmJTrHCzAihO4l2cZcdf5pG4Tsp8cLQe8Rf3e68N1CqglSsDau6C/ulZwpcBUjFm90uVfAvIBU1tryRecb4kWX2qmRU5rF5ur+JXTesMyoTxDx64ATTc7XvIe6RQsNonAs6+5kCFUNTKQx9/UrdDea0JZ688lDJOD7VB+xuExeqcc2fIOLxRGwke0gpZ6PDC451vfIY+nZd7KBWaZZH/uW4DBGKIi9raN/Bhtj7hO6zKoDunKyryb7h8tZzBjxwsvU5tRihAsgjYoKUfvoMNNhEZ6FvZlNNhfDcXCosNPoeVOP82KN4QzU3z/VK+ZIdmMPcAH13Y/FRDpDxzbeXAUl8zey+9OIq1+xSr/SUInCTEhzT0t5onCUpldnBiB1ZYvpsye4BpYMlpUX/DOf8Y6aiI6Dsu8rydXpK2wtjD+GTiVNt1WVoffrd6gUJztxZ8C/79CuAEnIBHwFgRNKZ+XSewKpW6j5H1yuPoOsV83gearwZZ3d24UMGlga5OB9x5EqI5GgHvbSrcX5Gmt7d50KxpLTW587DR/P+zraz7M6rarBIrzo6B7ccOar7uzEDb/pMTRa74RYyfml33ZN9o3TO9A4vg7zLEDtwkuHVsmUfkA3Oa8+XRVBO4c7ybUeOerJQFvVra15zsifrn6dVbvTtLnRHGTjXXXlLTVm38IxKJKhQE7Xp92jwMrOZ3VIW5i4zyiPeSsuyfWZmTH4TqMaCNZY8KiZK1kEu16cI99qi1RhAMiNB4vg8THvzZIvuhnLvoszCPKtKl5o+2z0fksyZGZfor+zOuIerFZjY5l6fK3XCvP4ualTVngWQmiiMD1FfXViW+6oJHZc1G4LPXujHuMiyKxNYeHvSio+4DDmLUIcp4/OHIXtvfHr9SQDSPvEinH7HEU3phbliaAo58Nuk/onT364/IZaeVJI9EwcW9jrKRUVQt/oqc1PyyW2yFj4R01237KJKTVpLve1U3NEKwUpvoUJYuixNm/hdaiaeSuT77Muqq8YNTU+quwwCgstkm7KTGUSJtaT/NrC+yH7Pk7t6pMsXPfW3du2RvLYMYjNqbZ+O4PGDhzFVx0/eyu5vee5YrDcuS75eoQm6BFayJ7m5s504tlBwZ3uj5xodoTm7sEn2GFgiqGW4/qg9E/1ctDVvrhFk/xTFiQCgxlvwjgOHcO5x+aDYkWS6D2WfTfTmcl2ExbWUp/rILODIiR5uoRS23/hRURsB6ipF/TRjzWAg3/i1H7Oqtw+/e2un43KWZ9q1TIpoLza3whIz0UotRiQGNgyi+082/OYnZ5S2ia7pGCFQ2ObGpLr26LH0uccWZuqUX3L82DxE952sey/Ztqeq7q0FZMfrNYI4LCJUnRI/IXCRs9p2FpnESrOCVqE+52gLEgdO1znbe+SWXApqYs2Wym2slrNusxZAQEImsYVcWSKV0vzR+uvPsIxRYYEKoCJANIyunDQUE1pzAxZ7g6jcZM8YnK8jfP62cwseil8tXb4oLWpBHWwOLKloYSYn+xS+iSnt5mkPJ7RkTGrdDsineScTpAKxKfjGrr34w7YdUrfIpj1PmuS3iR+bO1AtzW9/TaVjaLyREscqunHyh9H95q15x6pRaN4qh7gXbOzucZQZJIu+gGSiTOod4/jeVnBqh2MUXNVoAh3tUgwHLUrG1Sp+bL57hapi4WFUIj8mhJUU6vKUYUxnCz6+dz8qUvl9y2ikq09UIpVRhrnBEdV8/MridkpfIF8gbZBI2uSVq8R+tRlAelHR+cojSHTZV7qKmNa4EgCQ0HHr6nnrGqg1YqH1XfF8ha2qqlCh4MyubrQk5Xdqy+NpxU+iU+ze1vniU0gJNp9k0WbErN+3ATiyqf9vUetx+j21w5Re0Nv3nju34Jgb1kNG5Ftt2+fMzqzSwTxNemPGiigVTc+1oucQPdmisfa/e/pGbllHmbeHZFQiFtJAgabnDs+M99F9JyNl4lY4NxMUXE1VZdqUZrMm598VmVvrya59uy9A7HBaUTdFFAPI5nh72wZxYNtE9yRE9xlb/9pq9ybfXvTzKhdkMScke8fky4MZV9eOrqFY3tuL9QdGAEln4QJyOZCZX/JwISV7Vj6XxYqVqSwJg7XB13btRd+eM/OOScWHzWQba7Ywv5mTjYOkDIyTLspSxQoVQB6ht1P68+Q8W+WlNJljairL8bVr3ffR1iJ6ivjxuXg4E/hL+/vz3aehB/IDjcyUY80NzT0Nr1kqdT1yheGRTcZmyLlPloo7FMQkqARQq5l8ul55GL/M7EAmugcWKbfHb8F/Dr0RL6mjDcvMtXbTChGvpNK7yochXmx21E5Bqq8wS1EBGmk/+wSxI0sBwDDL3Qf2H8RnNbtOXu8E5JauJhtyjlub+I1M9tVkNa6I3Yv3xc/JP272bEruP+XqI440UVAj0zpYfHrhVTfFbsMp0Sc1Z3qjHIh4YnavYO2eqVgu2MVc3KcvHCtQ+xfwRhEljIgdWdqfFva3qXSGvIqkvJKrOSH/Psx62NPnDCzMZ/WYK8itZPfRoib0lZPZcf5vqYlA0n3z8aGVmfFNJ6V5smcS1KrCBcfktnp8IblZt1xrI1jW4qUcqXgTHj142NLVZohiUoSFckFAj6x85taoobU2bm8UWIjYKHdmLIavnPAr/PKOc4S/J7pEsSrMnyqRU5mpw/UVwS+8ub3fmkUGJzHNyjzK6iZDtt6vqqMQq2g0Pbsxxyr/wkPpTVGjt270ZBt6etH9+p2SNTWmukI8PvduvwapmJsbosYoCvBk/GIct6Ck8MQqTRg5u6JAHgSAVbtn4NN75Vy1rfC91HJgw+O5FTA8f0RGKZkysfD5uzoJr6j+uP/qOW/1QT9Y8qxYDPGjS/v/VqDinM5u3fOBbNbNMqhQUCfhPpj9vlaczedFY/jwvgP9GSaF5ZqWVxpQAeQRLXXiHaAXVPOdHC0qFKR60zt4qo4Q6XTodHV33SYrRpqnOs1OYqmYvaxmVshXZMm/4e7X7jP8/fo1A0qWvFJ13AZlcPL91WQ9WvpjEAwMCQfRhP8dcq5p6YrBwv9TyVPwRmo43hJYALkSKDkT2DkVNQ44q8dHE+amvrFMvKqYTHwAs9hCGWug3NgARtcYldb9+t34RWoePpI8S1MH82stkxHOjYKYDpXInGAnCLSWH6aW4Z+q2JoiG0sjlahDz1vX4EHDha58+xt2ZKr5SZZLBXK/Uter9+Oi412GZ/ZbOehZFJosoqJ7zyxIAbvgqPxO2LBYpi8YpKXu/24mL6KlrjJHuW/eLiKK/R3BRI+7gcTXdNqJNZV+xrikNej8MbIbAhZanBpB92sP4JRuK66ShYweIr+xUfCbOrAbGxhKVgHkTR3cLNXwXSYGLKj17jni2GhE96cViY0Zy6R95XJK3woAZf2LLPEdUokmJHs78NjBQ1JlZqnRxD2qLqsciOURED2oxg+3/F7u5EwbOvMo0PPWTcanmvTRVKwd0f0nyt1XkvjRxQCAxW0rMcqkv8pipb8cwBDsVm3I6SbDWfE58ShQxq+RPrs945YYP77A9NwjcM9SyQ/qTGKd5WbdbJWI55i1Ore6kljf0+tovVUqUAEUYs7ZNQond3UjAhWxfWegd9cFSPUZW2MAA4F29eLOiFATZrse6E/JKtNxsmZ8VmiqMncHix9djE9t+CKSXTP07tz/r1nD5Xc8YofSWU6S3WITWivkWnyIeGDL9MJrLE5rasZEtUL13mrICW+oI3FC7P3o7d8pUG269Lk77Zsqn1IVUFUF0f1b8Z3kanw8cRrelzjX8X2zC9Fkjkl/Xl00j3nNav1sQHrtzIsYLNlq9e0+D707LxKeU+eyu1S29mW96ThhyS5zJcwXE5v6z032TMKFnVqFSq6yUv79RCxkh7HbUtVEs/Da8Z0DfTx2cD2iB9chflTH+tOGaXlNMq2QiB+34PrkkttHfxuVqHbBHSWuOe1o1i1G33XEistkdhHc6FNyG20fVjNHB/7XGDVZg+j+zTlWMHbtFPJJFmTXKbzWrpUaAFyWCcidKohLlFuKxio0WYcxNemNrGo1hYpdW9Gz7QbDa8Xzruyx4mDG3rmIHVoHwCMrm2QNerbdKrRoNOL0rkJrgLk6WSbnZywj9VwY3UQ7L4wbKufa7PTNxg5twN2vTtMty+qQmw1mP6za3uZYKTDEQjrvsFh9zIzFcc32EYgd2Gi7jMuPHUcqqh+vsRiYKXCN1PKZyxYh5cXYHJbG4DFUALnArI5C5YlIsKiPiOOgAMAze/bhhiP5prZje+rx9IHMropahcTxef2/aUvPcyXKWMeoGj/WRPcEy7sMueXGDm5AdP8mxI8utFSGEVr3rmenfgQfiJ9tdAVmtKSFgF8ljYWBBSPSC5rs7pcRqVh6sNS1sPJY/ksL+vI3SXTORO+OS9Gu6gcSNELPmkVN5gs72ueO7j/JsNy3VD2lm8MXKPEBjGLX5CMzupeh66V3I350CeIochMg6AAAeDdJREFUx9OJC9ANPaVmoQWUjPIlIvFOssEmy+NBZzbI1DVVjUTnnLxfPrZ3P+44fCTvE+m7gFm3ACqLtqLzxSelYrMY+aTno0AUbFxLlU6w5E0znZrTq5r/16e9L/3tFaiAWonYgc2AB+mKVSn3J2mba0td3u3sIPszivFXE+bp1Af6rDmdanoM2KmaxyLRQzQ2uBASop/uN29F12v3AEinBo4dWqdrvWGXpCLXz7Lp2k+0aHG0rC+KzhefKpBhcmnPJEDIKovUZA02tN6EL2/vRGNKRdnxWUj2jrN0XzvMHd0sdZ4TGcLOtVmdnxfusbkByPsMYssY3btM+5NBJ/jcnv3o3XkRYgeM5Q8jVh4vQ+zoIsvXRSRfvtFpXrkoq5p35uY4IqKptqKoAul++wZzrwItCoCVE733MDBiZLQKMsvzVJ84ic7bDh9F9xtvs33/SsnsbVbaQlItc70XtNRVoiAWl1HYBJfvX+xQAeQCw0X+3hrBpfPlR7Gu/t26ZSzui+JmC77WQP5gL9MNe7dfh9ghsVWQmhBbE2hdlGKH1kMv+40V9BbK25oW40NJIwXQwHNfHb8HC/o+aX6vlJXFkniIsCtA209DaYaCRNdMKBa/RTSzcHwtJY67k3Wl0sskkuzRsZAamw50+pI6Bp0vP47Olx/XrYNXb6SibGA4UzMWPPk3HvjbKyFmwKHF/Cl/tvQJ/NfOPcYuYArw6wt+jXFvnGmhDia7/TY+QH2FvqXZmt4+XH2sU0r41CoIs9aKRqTfpVwftvJdJ1WbW0i21GetHvOPr5vq1q6qvCZFKhaajZVidSYQtd4cUFgTY6woVKzweiot7DYl0zES1Li+61onavHRNX/G39SsSbk7telCLRb3fQx/Ssm7BPpNqq8DatzbBYzsvJaKtaHzxaewurcPMzNBdN3aQPrm9csB5H/ZMqUCIxJq3nHxxkDWAkgO1SA+372bRG3B4SyXO1fZXNWLLG1Fr8LqkPHjN7rxaCYGJID+ILpWueXIUQBA785LTM+tAJDonIPKcvuy51UHKhHdI46llEvB6zZ9P15INO6NnoqiuKgYslav7Maq28g+zhhJ6600A8929SrzjQO/6Hr1AXS/fpfwt0R3en5LdIpigdnjDXUErj4mn+lSVuZKWlA3WGmuXig9vVu3hQsqgDxCSWl2U1O1KFfEKaVTOX7cuuW5USkByd60S5nVlOm3x27CZxJbLFhd5CMSThorzd3QcomhAoehvcZafQaqL3fd1BwT5UrFivuVcfkqFNfcKow4JuszbGJh8Iu3diJ64IScIzkKvVS1oVBoz0XJ+N3UVpajpXbAqqnrlUfR9fI7DEoLfoBvHbMak+NxfDp5iuF5TVVNiJi4XY6pWl5wTPcZFYlzNKxrvVjqvCx6pV4TuxvXxsTCTGEZ8oqEgeeQ/66VEfO+kL13JDNVyghaVRbcg+oT6e+a6Bmre44nMZ0w8H6ndNXjvLH3InbwBJMrgo3b8rqaVgCdHk3PowkX3HVzkekLqUQDDmCI7nt4YO4n0f3GbZpyzd9ZpY6lmRHZ+p63aBTu3WyikArgs2kVFyMzwU2T3ZNEp1tmREGCBTXzv+64wJ6ZcR/t23cyenef76gsEUpmTP9Zcr7rZQNAhaBNidqi1QWUlTHgJVU/A2a9qqLzxacsuXWdvcA8YYRe7UT1vuz4cSS6JyJ+zMAySPf9iO/0gfjZOAZ7GTGN2qzIYnjq8EbptOx27unkXCBtqQ7kZ4oVYU0S9Ep2Gyg3uy7oevV+dL36oOOS7a6TgHScr1TMjQ0nuff2pjoclZKWZbmHC8fjQoaYxADyisqywrHwpSfMPUNKHSqAAiSrfDFb+Ae5WNW783dTq/DOhP7OTUIiXkeW7OQwc6i76XdlKHjzJrvsX9qzD3j1NvTuuBQjlLWIehRILKqjLHQL2RY1sVW8SB6aSvWb16dird77yJkwpV1TT7VCLlaVCyujROfsgmNSpda2YFzfs/hlakA4KpN0rdCybFRhXCkrGLWHZN8IlEfcaedH0Igdbest1cmeojD/C1w24VH07T0t71iFkhZY4p36767/zpkxOiURK21JV/pdJQ3ilxTcxygDoFrwD1cYWCgrmN+yATKWnf1nSCmrZWLqpM8ZkklL1FDhjhWSFWTHgM4X32maJWxs/VSkomKz/Cyi9lwhEFCFCF7piOYaTNIZp/U4ouqff+fho4gfXYDE8Tm655ixRx0amNQiowBSNOeKmBmLo/PFpxA/vNZ4Q0NwG7k2lT5HelPGIm6lonfCT1KL8YGpX3WtPOl+IkDUHlqTKfRuv9ZR9r/sl85mBvtQ8mx8KnFq3q9WZXjR8CoSsU6c0Y41AadVF1HoNqffH9RUhaf66b69+i6KZqiJZqn4qKXEJy5ZqJuNNDdO4C/eti5vnKsSZKCb3ZFv3LA001bNDA7c3mj60R2rC45VV+TLOy11lVg+IVjXP7+hAqhEcCpsLZsgnwlGCslMJ7nn6mnJu1UrJsYe+VpnBqRaVYWSaEq7XynF0n3sv5PbN+jvsie7p6DnrWsROySf4SAXGaFodjZDkU4a+NzSBn6TnzwUqOh69b7+mBl2SMUHJjm9e/9i6efwYPxq07IimjaV3bHNWj88k5DftXAapiXrshE9cKKUfm9BezprRbLXeJd2/LBcYVu/DVj5jl9KpmND7NHJOjJ7yCrEj6xA7EjaUirVN3LgmTLWbl9KnAhseEx4/ZDjYxE7vMIwntiPkumsKz9JLEkXm7KyADMQkC0JQ/nnilJgi6+SsFAEsOR4Tfo9HNQPUGnHBezkI1WIHV6B5859zqCOxuNFbmY9byic066ZdZ2nd4yiAr9PGSt3VVXFcrOYFf3a1PQ/zo09qhtrb1gqhb4950kp0PuLzyR9iOZYjnodj6SQfLcuo/bXXNmWOdethYYmDoVBW01lMldWJLOKQvMX5f+7HKAl43I5pNqKxfMAB6r1rRu9xeOXppkUr1o13nZRG6blW3iYjscaDdHvt+0wdLvPreoH9x3A5ZMeGijLQh+QPfeipfqWX3q0ZtpZss9848SoFomecXl/p2Ky8dqsjQW77GQ4A5CKDg9IOS5316bqCgxJii11+nZdis4XnwIAjBuWP9+2NRRuWs/SKIAGqmLflfMnO3ahd6e+RbpoHdnQn6BE/xtXlUcwusWdbHnFQrGsYEONbJA4u4gGXe0tndbgHqEfuzV6d10gfa6VAfBlNW0ptU9tNr32iDqwg7y6I5PZy9NAkPaG8t7d52hcqJyV6lULLDfZcUv2TITVYST32UQ7ekPUdIyI7jfuwKt7rsPzydnAPO2AL//Ev1zyKVwTuzvPuiu3T6mJIZ7HzNjfuhTPJuWz8mXJ9vOjaMC4vmfxw5RO9qccTHfAJRtXVXbVkayRUgDVlacFgmR0hCsLKyuuHM+lFmFc37Po1A3UnSbZNT0TXLbQ0uTRxJXA6nz3tOxTlCGC6L7TgJS+aX8yoyBI6VjSdL9+J05rfU9euVaQ2kX2aC6KZoLG19YOybwHe3E/tGSfqVJVEN13Guoq0m2o+81bC1ypzOh+/e48Ra5Vs3sru/SpjMXWpGbrbmhWa3VB7BHTixuq85U1w+qNs9+8po4yjbUnQzYYcKI/q2GuIn7gfT4QvzonaYN38lJN5UDfy37P3LtNybhwrxt+nst3lm87WRe4hrg4zp5d9N6qUwvy8zq70LvrfJw7xTgL5snRd6NvfGGQ5o7mGvTsuAw92680uZN1RVhdUiAbO1xdF7hjZm4xMZOVKNnXofk5fUMn1kmfuyK9efBPNa1E6mmaWHCO0Zxap6Zd72XiRW3o6cX8FjkrXBFNqaTpOVrrCj2GpJaid/uVUAFMjsdxSex0xA5YS1STyx+37UDvW9favt4KjyausHyNmio3zRIcJqxsqmjnIC3WFI36jEwk86zuvXBLD1Lh7idUALlA+6x1AIBROzYi3plOT17mYnpuP1zAyiLOm0JuljK5jDLW6FLNtbNdSC9M4hUNWNmxEp0vvhMpiR0Fp1gdhBLHFiF2UCssKTr/Nseq0DNtRAOeXPYR9Lzl7Q62GQvHpvtJz1vX4Jk9+wAANRiOzhefQio6HAfQjMviDwC1ehZq6XarIKI7aq/dcgF+lsoNPKp43qcUqOh8+VF0vfKI7hlukputykxxYpRZRw83swipar7VFAD8CxPxUPwq8b2D9S60gfi9p2LtaK/KVxiU9wdg1lcsWbKoWZS2MvtHapzM2ZlyVdN3/IvUXDwZvxifrbvetLydajrw5xup4dJ10L6xVF9HgStV9j1s6itHY2Uj4sc0sVNStbYUuXZiLMUPr8KimruxcUz+YkV24eM1o1u02Ry96USVmg+X+2fumPG15AZ02oyLYoXzF41GZVnGoljQD6szc4RbLq0AsGS8aG4yf9+Kmp27rHPf7M/g+2d+3+wOwqN71IH6ZjPGGlEGIHF8PsoimbFKx/3zRXUsUgIroatWjsf1i05Fstv9wOkPvNWCjXUfBwDEji7C+TnZyey2+KxMomVZXxRdr9+NxLGsLGHN0liGbyXXYn30fTjYaiGmn0OsxQACyl2sxtjUtUj2DgRcblOHwswVWTEI0VujqgXXX782rVRTk8abFj9ILsVRtQ7PJo1j4XW/fpduUGY9smNhKuo0e6h9IpnNsUS3hQDXLm30DNQhU2y82dVyzZqkbJN1O1tm2KECyAWUOecCd7+MF7s2om/npeh65SFEEvbTxGbJVSqYyW9BKSz1qhW1qcW32/2unnU1to6+NPeNZf4/fzJYMi5fWOsXjM3iMAl9svMPJntH5eyEypHK1FPr5taj2FOg9e68EP+x+iO6v98Rvwl/SE3DMaUJ84YtRrInfzK42IbprjVyAu1h4CsleyZhcV/UcmmxQ6sRO7wCk6u3CO7gD1rj//T/qukFqaQitOetq9G72/6OfFNOAGyz509F0wtzNVVmKPzde+gokr2jkOzrcKSEOXVCoQ9+nyYby+XlT+OrSX23Ii+wkulBq+AdUlu4gJQpTfsax3U3oW/PmYgecCkgYWV6kd2nVgnvl4tefS+OPYB749dqzo3gs8mt6I2YL+J3qm1Y3Pdx/EEtdF36wY7d6fIymRnndFiPrzChrAK/ufA3rlnt2dtBjGB4+cKCOWDBmGZX6qRLzkdbmBkvs66XYaWj2T+z+vKyCFSdweod8Uv7rYmzfC9pPU10z47L0LPthoF7Ct0sBU7KBW7MWQslUU80bpMja8djbKOxa1VjTbmwpOXRjw7UwVKGVHsoCrBhuszC13o/rE6VoaasGQAQ3XMOHj50RLeUGknlbMEiMOfzqLFW3XoazSdWVEVvqiOkzzYuyn1JSK9vhZnhjenxJ9lrLNvuxVDMi34Gr6vGLuypWJthUOYv7d6L7jdvtl5Rj6nEEHS/eRN6d5hb4mXHJDWVtiTVDwJtbd1Urap4eF9POu6WSQ1kycsu5iCRTvG1bOdQAeQWDdndTgVqssHS4gJI78ocUu2bBnrVeG2b15nED3hTTb+v7yZX2itfwx0L78BpYwcsCLL1ntBqvAC/ZX1+RhKZ3ZBuiLXiPdtuQe+OfCsGM5Pco2jAE/GLcXH8QaipAR/aJ9veh7fHLzWti5ZUrBXLhuu/09+mZuH82KNI6QQbXjwybaafirokhPTTH3DF8qRhiFqJ6L7TUK4MfBOZy71OA2+VZM9kJI4tLjguu3NfXyFv1RM/ms54kugyzmg1MxZDz7ZbANXYnUTMQL2fWPkEOl/Sz8imx1PxCxFVy3FAFfuRx48utKxwFZOu643rCs3uB87I/7KbZupbt1hpWQoUxI8uNRwv/62mF3p2Fqt2+E1qNr6ZtO8iAAAH0AzRmxiTSKDzpSfR9crjAIDaTOBImf6Y/QZlknGNkCnZKzbPGl7oii3or9pDEZcWZkv6ouh8+e1YMbKwXehPO+b3/k75yQXHzpgnDmx9zbFjSHRNRTxjFZFrfehXKl29u2jf+zPJk9Gj2Wj5cPJMnBR9j6X7JbtmOHIrz1oiLBwjl9nH7lsUxSh0Iw18mLwjrMzj00cEF8w3O3bdcajTclDi7jdvdXjvwneUOz5YkoU8/vhhalt2mR+NIdU3oGieNrwhNNqFVN8YqdhuoxJJnHWwCr07Ljc8z873WtedMA2s3Qd5mXO/0oIvJgpdT0UYtXWvrGTDDBVAHnJ57D6cFX1c6twV0Q9jUfQTwt+89Uf0rvC+PWcOZDrTcABDcN3450zNLYHCxZeVBcDqScMMf18/LRsMUo4jan1/rA8Rv77P+sLpc8mt2KG2I7pvK4D0e9tfPhKfTxYK4lqctA2RYLB21Hp0vfY2S6lZ7d/f5bbn8wD+wcRZ2C6Z0UqGVkEQPdknqixLT5ixI0skYucU2smZITM5Th6Sdm9K9ozPO14WKctTIskuDL+fWo6p0S8hqiMM9O05t0DhmuxNK0vix+ealq99ojLBM+oJDHaFhexl/6emLe/+mjJPiX1IbcSeO/fiVdWGK6tkPb3pOTqlquX9gbf7D1mpgQv9XHUQhDJLbaVsGd7MsQfURiAlmy1S8p09egQfrCx0Cx5aL77PsGQqvaOcSu+yW4nb9feUvsI1VW7f9UAV/Ev/3AheUcUyildE95+Mvn1bcMLotOzzu9QMy2XIuCrIza/ez5ny3dVeP5EtXjYgvtUbWJFjLjzeh/gRa5ueqUzMIZkx0o48aKX+oVfQVOsEHQ6Y6S3TETu8HL27Lgq6KlIoAE46Wgk10Wx6rpHRjeinqnLzebMPVVjZ9yHT87J8NyXuU1/ftQc9OUqs0Ldfn6ECyEN+mZqLF1S5HWoVEagGn0M74Wv/3qbKx1uQKX/guHGXqa/WNyGOH12Knm36ppCqEoEdAcQovWnWOufVmekAoiNMzM+t3l37PrR/jxqSdpF4LrkA18fusFS2mmxIp509ulT6mqzLVu5zNBh8E9M6AFDjxkozRygSMWrsjtIWLnRD+fTBxDn45fwP6pSvQeJ2duXTwluZFVRYmewRvWxoMlWbPWw2fn7ez3NiJPiPGmvFL87+M5Ld1i2DnO6OD7x384/9q9QcLO77OP435fK7GjkfAPCqiRl7LoNv3ysdx6Fnx2WZv+SVFmHh+tidOD36pPsFRyJC5aY2SYTMUGt2zh3xm3Ba9Amdi83L1yf/e/qzL2BloKhC/PCa/riL30yuw+K+j7tYl+Jpx04YH4vjq8kNrn7f204wV8j3U8QWA40CGVqu1YifORv3zQ96VB2l9/07gLteLDgsExjbCYnOAUvqq2N3A+c8U3BORIkguu90R27LPduvQu9u40DsbmJ1PnQ7fs4uOA+jMjMWR7JruuU1xeAYQakACoSu1+7J+JBbaGYmfev5ZDoq+u5RW4xPdMAqgTXNpy4NbrEnIoFyjOt7FtsnprNGzRkluyOg49edKkcy2qb7e/95mt+vjb8NP0ktkby3fdZOLRwkIxlNwj2HjmB4IuF5HeTwVljKlcVk9n3dvXnunrO7zykrY7bWpNuBmslOBASzoB1WY1EQzDzfCdOcT/ZOEVlgDSwmzcl++0jGukRNGSuf025SckgLVyPnY0bfM/iXOt70VFtttUTSY6jxoUh2pS0v7ASBDoqs9dxPUouxG/J9bWyLswDMZsGtW+qsu4n2ohr/p+pbAdnFqF0netL3a6gYonuOzZs6QCkYC9Sk9e+lfWqj96Cm0gqAVGyY5YWbvTnO3XGj86Un8H+vP41fpeagPCeByc2x2/CXrFWlDVfLKgdB3I3eo8xcbM21VcwKHYv3T16SL6eLApc7ufuq6IctnX/l0eNI9o4umE4Uifnl3YmL8feUIJBxdSNQ6X7yGaAwtbwe/5taCMzKj+XolmtRsnuKT5tr8vV1Q979UsJ+1je36Q8JWxpijilUAPnIpLZ0nA41PlTjQ+48Jkp/0C6B37csXTf+FSdH35137LepmQCAY2otqisKyx7RZD/Ao+udTFSeyT3M3m3Xy0+g5407zQsKIZcd78RzmaCrrnLel/HQiE+7X67X5NiqaieuZkFQX+liVYk+J9WHBfFDBMfOaf04ut+4I+/YutHr8LENH0Ps0FpLLhBHUI/XUiNxWDX2yZYagyRlAVUtrNo7z5yN39xv7g7qJVXa9L8wf4Ndr91b8C2a+prQt/c09O0+R3yRBVKJ+ryUpzL0wDge1q2CXe6gNrO7ytMLkZdU8+Dzlq01i0Gj4xPlDlJUi9B7t06UaYmuyUjsPTlzfWHPWzNFTkn8ekXaWqlXLXQjix04EV2v3YuJze4lO1AxEE+tL+PG7YSHlz6MPo2riJ22nNUnKAJFSPxIOsuUHxlS3aTffVitQDbBR+64/YPUMvwpVRh8HgCw8Mr+f/7PLat072FVFpD5NDLnVLrQR0VzGADM6tDfCHW0iJeIJyPiriNH87wDrNShE7VItJu7eLtJ71vX486J33WtvCAUDG60Ly94NHGF7m/dr9+J3p0X+1aXwSYzhLNFlACiDm43CJ3M7oH1qB6FqE2j8aKan1kiG3fi9zb81K2iXez27rwIHzlBP6OVzZuYoH3XCtw3bjTHagDNMRlLH9VwQnbpKWachl2VYgsDqylF7VZJx3nMXmEAnrtzre1rs/GSsruqxnUxr+OLKeOYFPNGTsCikfn9UVEUrBm1BkCkX5iqkJjwkyjDxth/oBeysUS8oaIs4mu2IACorzJ3lTR1pou3DGRV679GQfzICiBVuItvdTew+9WHoSbcjWugVdp7ZSmWTfWaSugnN9hZPQlnRR/H04nzLZTsVcQia+9hUmu9rZo8m1hv46pwU12eH8xbgYphBXGDjN9v746rkTySCWgtEKDuOlHOrfPjzXfhtOgTOAhRv4lAjbegudZOYHsDMjGtVIO2Xoi49Zw/7XyoSfmg/rqlG2wG6qVyt8Kn9u7HEyve6bgcAKjUUVwAwLFy59n+xvU9C8wdGGNmG1iGa63djOx60v870FbrTOKCeZV8wgl2YwDFj8+WUAAVln1b7GZcHrtP94pT5pgnIGlr9FteUQrm7lQ0HT800WV9beRXgPxcnjp7juSZhXV711nWNqGsla/fJ1Kx9rwNsKdGfwrvsJEcZ+DO6XslFPsbvqUEFUBFjP/aSn9vmOicg3Wj12H0kPwAk8Fgfm/5oKDAY6fKTRo9268yPwnAEwcOYcKu1Zk0peaMbamTbj+ihfm4oRpTW+nGaJ4FzPnUaL2dDLXhwtBP1uUnWeOojWaFglNi78KUvi8CACa2FZo0V5ZF8M3rlxuUlK5De6N7ChX/VaBuU1h/M7eWXMJs/5fssWbN0G+JmvdO3P++ieNz0bvzQnS/er/heS+oU5CA9bhlbqVct9tnh0iOGdq+81DiauChvVLXrpzkTqp7EW1Cl0d7XLFyHG7fMDnvWJXAYtgLZkVjANCviE1EqvJcy0RTk3au7t15MS4f917vKimsh7ejitHCPhtYONmXXmz3Wsj0mO0vK3r7sHXCKebnSzymAgDDpgp/e3ziNzC570vS9fMNQcP60e1rxKf65AJmxpupdrwznrYu0/Z/qZDhCjAhHgcAJLrE30vnyv5/fS+1Er9M6VvwfOiC+aaltTXYDxKf5bojx5DstW8Bp8aH4ZTGzyN+tDB7ay4VZeLvurehMNHK88m0kuZLSbmsVlYQu7jrkzsvzhvdrHOWvPeKG6PdjuopeEYiOY4ZKYEC6Iz5A5kug1DQBQEVQC6yThCPxS+6kF7sxardERjVZA3Wj87fqQzKPG6IYLfOyIQXMN7hESMfwFUPkaLkhDFpt5ZE1xR8LHFa/3HZ2ESywWzrVBXNXfKTmZXJQOSac/N6C8ESAc9X0E4VFE7atpqoRzLahr49Z+XUx/4DJ1GGGNITlB0Xy3+rY/BMYjMi533Rdh20uNn3wzK1VkfSFjpqIq0QMY7hII+TV/WX1GS8lhKn3NajZ/s16Hr1QenztfEfFKgeje0KEp1zAYOsidbeqzctZ+ZIj9NDax5SRQSokOvXn7vceHGhh999rLIsgjtzLHTsfisrgdSznNzdg67X7jGcK7XWftr5L9E5G2NqZ0rf0ws6X3kETfuf6v97U/QprOj7sCfuIonOOZl3NhWKAjyT3Cx9rVF1HC2cxi4HbvtbweGUUo64kYLYY7nUyhONGWocu0k1GGi/dYPRpg40k7D8Q+daV62PfQCfSaaVdj+8fXV+8ZLlLe6LYs4bJ7sSj0bbXhaNG+K6IkyvTd569Bh6tt0iXY6oVhWRap1fBhijE3/tm/O+UHBsH1owru9Z/EMVxDgKIdqxSXZj201kWsvQes0aUnDROQtHS5ZWOlAB5CLtLmilAWBU9NaCbDzaZqmdR36WWgCc9lG8PPPO/B8ueBa/mPd+y3XoeuUxfPiEDyN3+gtTYCyhgifnnWSzcZlV2arioDALmDFzWufgH5f/A6loB96buCBtiix1pXX8/Dy2U6qWJGXoeeMuJLunhSKgrIoI3pG4DGgRu+kNMLi/4cT6RejdfTai+/N3lFLxgbHFSp+SSYFtpmg5O/Z2bIz9h7Xr1EqoCbESI0zdNB5xy+Ik/6HOjL4dnx9ym9Q1n05sxQE1f+5YOHZI5l9ejaD2y7VipWaHZG8H4sfyd+OdBC11aqVrJX5Z3nUm2XWmj8h3zfJaljky/hRUmNyk4Nsm6xBRBxaLL6tjMoG+nSrTdH7PeWdfTGzC30SBdU2QUZkrivn77m9ypnOWiyy5DmjKd7fOWkcGQW6ICLuKNJEyW8+9rtBF05xsm6qO18ML+UG02SuivVY+67EdWXWsiSLPCiFaNnnOlSt97L8WKAiHEKbFbIBQARRC6lOzoMaH4qOJM/Cj5GL8b7WMOaACLLgUqbKq/uwzaqoCmLYVO9o3SN1XJPgN7Me5P9jLy5neddZyHfNMq4RhONE+yScSp+KK2L2WypBNmVlwVsZ8+5hqLkB9LHE6YmpZOpODSy9OUSA9qC8dPxT11dYXVqsnm2fdcbuf+LWAz5pzq0mxZYLWXLx72434wLoPuF6PrtfuRfe2GwEAp84diStWjHP9HlkURUHi2OKBOAaZd9392r3ofNFaiu01U1pDGd9hhMtxlZx014/O+x6W9eXHdHMjQ8pf1cn4ecOpUue+K3ExFkc/oTmq5PyvPfxMg+yM/C/Ys+1W9O2+0HGpU4bnK1iUwlvp0rvrAnS/qdmJD0BAn++SSyEA7J9xJa494l5qd0uvQ9FuUg38rdfd9mMIzogNjHnLJhRmiSo+TF7alvcCd/4z79CmmYWKBbNxQazwzz+WjbH3verTBOcKrhYUqUos15wpb0OAZPUvmnYZrp51NTpfeofpuSKrrJdTo3BU1c8Ylt1ANiN8M75FLvy64yKM2o3boQNyFaOnzbVmKZ2+vui/mKtQAeQjsovrLIfQhBvjd6I3Yk0bHTt4Avr2noLEsQXS15hNHEFMDu85Oz/wmC+dV+cW2fcTigGkVrzb2anmL/bek7gQv0jN86FCADa9ExfFHsS/1HGmp/5RnY4p0S/jKMQBM6X7idWMdxnBeHJbPW5cW5h++Ns3rrBWHuC5X2RDtT/B6qL7TkHXqw8IAxcDhQJRqncsNo7dmHdMVvicPrwBqXh6gaGNI6DGW5DqTQeiXzahBY+fFoRbRhmgcTkwc2n50lVLcNb8Dg/rZI8wZbXoK2/CXuSPXU6q51Z6XScvKVuH06JP4rToE1LXZGNCbGx+O3q23WD73taQV3JZlVMAYMXEtAJswAJSvozE8Xn92ajcmF+1i441k+Vc8ye3N2DCMJfSSCsKosi3CJdZDDlxoSpI9mWjXSd6xiEZbcVIm4pjK3EQ7SDXNP0a9GTukz4njnKM63sWz9bKZTQSfbofLn5G9/xDqpXg4/b5v+pFAIBtqrwFjhEF31Pwgb+/Yzc+sOJreccqyipwx8I7AInYVaJ+tyn2NOZFP2OlquKywzTB2mGqs3g6eeO15KtQXFLuN9V4JxsPFgMhKoBCiJ3Gl+c3q1YgfmQVjD6vnYw7fo91BYGGvUQyK4ZbcShsv8uLvglc/3zeoSMZq5tdFnehRzS547IIACivwm9TA0HtRg3Rti/52A4y8Yn+duoPgQd2aW4h+Q1Flm6KkuMKIn+d7rkWXQXT5/jVwUTfoMww25Sbff/2jVPw7WtPRecrjyB+2DiWlx3cFcoKy6o2CW7rVawaK2SDWw6LyKXLtT0cxR7EbbGbzU+E802Ew0i7N/SNSMfFya3zmJbC+czPwOWH0ZgXeNiIqvL0Inl41Qwke8dZuo+0brzgb5d3YnXrMXCfaRm3KytuNXZiABXUQPOo5YJsiLpZp2y+JjWVmbNUeQWIo3FKSpNnvdjet25Azxt3mxRr4PhV7AtiPZrHmp8jgZN+eLReHHfxytg9OCX6LtvlWuG5ulMxv++TeF11vtkh21TGJhIYWWct0UGp8LsHTsCv71vv703L0kq1bthfH3w/uUxw1Juxwa0xp6G6PFQbZn5ABZBH+K1BNNy1c7LD6eFiRlTlUTkB04JZRtlPMG7JStvCuXlM2QQ05Qd7jsKeJlwkGNvh5FmFu0FO2v84iV3YVFk1UKmxVgmB2j4UFmLSWFFouUdZRMGCMUOAZJ1hyXWV5pmhHO04K4Z/6tKoa5VlXoJfSolUtAOdLz2B9vJFpuc6qdFvU7PwvdRKByXIs1NtxYboe3FwxcMFvz28dQY+danzoKRe0NGcP05NbPVxYyNAzpjXgR/fsRobp7dJX9M/gns8lpdFFLz57i2ulRfdvxXR/Sch0SlvsWjH0soKr7WmXf9fSE02OdM+souvrNKzGPng+fOBG36FFX0fzv8h8+ypgJdRP0/Nxx7YT/5yQ/xOfCOxDg9eLNEfFAVH4E7QfGHz17SnbydX4R8tm1y5X1A4mV9HNNUYuqMle8dCTZUjdmidg7toGLMc745fiHvj15meqifv3hq/BVP6vuiqlc5dJ8olxMkSVQvlRyMLVTsxsYodKoCKBO08a2VQcWPJoULxTCZLJdI7hfWV9bhkqUDT7+DG2vSFMkELUxH5lKjbVXnh1mv0lXXeCpp3bEwPzEvH+xc3oK5c3+TZNPilqvbvcsQFk0RQrJxULHFE/MGOj7eIY6r9gI6vzb4DaJmAP6esCR+5zOn7NGb3fdb29YDOuFVhokhQK/qHzq+d8GvM6ft0/s9FpaxM87raAUQK+2x1RZkwfocVzDY7qvSsRkzQKinv2zzNVjl+YWVH9ZlEfvaoP6bSLp1xlEFRFEwbbm+xqFeDrtfvRtdr1uLaaTlxRruj64XzXKoKsUMnYECkFlmZ2rufXfHnrZZVGNf3rD1rDYN72hk3ZnV4l2nPa6X6pLZ6oLopE5A7h6GT8MnEKbgmnraYCpv1QCqWtmie0GQc3PtldQzuS1wn5VJv/V2nxz5VxzKuIBC6prHfHb8J353weCjerdvWbQqARI9Dy7JkHbpeftKyJakhioJPJU8tCNHQUC0vK6uIIIYK3LR+Ih49xZ3MYC118usyADgp9jRujN2uqVcIGlKIoAJokNLoof+kVWIHT0Tv7nNwwugTDAdZO3JQXZX1Bf7ft34PT8QvyTuWUtLlvKoOWN8oAC6IPYJrY3chYZSm1AZWJtqB7EPB8o3rTdKYukTny4+irsKGQJnr5rfkOnwycQo+lUmJKnW5BUnczrc4e2H4Ysg44fH4ZcANv7F9fcSFCNjrou/Duuj7bQuQnUNmAbf9FV2QsEzM+NNr42AdRz06M9cPtSjEGHLv65jW93mpU1fOnIjj0HfFKVnXDRmU7Php3L/v2TS14JjMW5s8JG2BkYqmNwsqbCqSABcMYwoCxdhnXN+z6WyDOdwavxUnR9+NXoH7gJqJ+6Um9RWyKhQkVQXY/JT491hrfzl2OWXOCN3fpFx1Q9hVbozdDkxYK31+7s686HFaG/V3w59PzUn/Y9SSvOM/f9s64fnlkUhg40vPW9ei63VjlzbbKAqeSlyEt1yKh6Ml0TmtIEaeFZLd0/CVLV/BhdPkgrx78Y0Sx2chenAdovvE1kXvOXtO9u6ZOsiVa1cZb4Vf3bsed2z0xnouO473vnUtOl9+uyf3cBuR5bPZbFJZFsFVq8ZbvEqM1Wxub6nD8aPUUktlze5Ih0EY71YsuJBDBZBHDKsvFPRlm702o4bbPHrKDHzqkkJz+dwF7pbZ6UmtF+nnOGqQ3ekTGz+BnreutV8htRyJY4tCswjpbZ6MzyXzJ6xEeR0uiT2Aq2Nvyzt+AM14LmXuZuElfjg+9bx1LXq2X+mgBBe/rU6gYktU1OCpxEXog7tmn/JBUP1p652vPIKuVx7KO6am0n3aaCHmBl9IbgaGzzI/0QFmb3GbOsI1k3VTZp6BKX1fxMtq2orxqbNm46mz8gPZr5vWisuWuxNPAhU10u1XlAnFDm5bgXo95MePzYeaKkf82DyjWkiVdeXK8bZM2reM34Lu1+9Eost5QHPZIMEyZ9k1eV9lYKnYi2q8qIrbd3T/Jswsuw3JHqNYSQpWVX8bWFYYHFu2qYRBjBhWX4lLllmPW6LXv8ye6UeppSjTuIaLy5F7OTVay4wcdqqZoNqj8uUevUVTmV+pLAtQkeyZCDUmFwRcjyDak6oCvTuvQO8OJzIXMLd1rvQ3154lsriwHqS8DLEDm3VlNpl4j0DhN/DDpXB0S610/exTDmTih928fiJWTrLuylcsLsVOrW/0NvMVuBeq5ILFo/HcnWsGjTU+FUAuEsl5m9nBs8JGmnGtyVy9DSsWI65aNR5tBjs8QMbvGcAvUvPwcPxKPJG4RHciXNWxykSos0cIQrr0c8eJk/Hr1GwcM9hFt4IdZddnLjNWNOUOgt+5yUZGKwOSPROR7BbvRrktIK2bYt2tLl2FMDSYEKw+cknWQU3mK5ST3VPRt/d0RPdttRUMPky4qTReInDtsNqiYjnxuC5YMgYXLMlfBCpQpFyV6o/cgL49Z1m8eyG6wW41DG90MSC8BOcvGu3LfdT4MHS9/CTUuLlAZ9aSyiKKMN6ZDKmYM7cjL/jwhfNtXVcY4F/M+qnahXc5hkXM4zSdv9iftuElChQ8ecZs8xNd5O6Fd+OCqRcgcUwu8LsRQcpenS8/js6XH3dQgrtzcIGbkgRqsi7z/95usniJ1RhVatLfOaRYkJVR7tk0DV+9RhQ82RgrQfad4HXMMneQ7fviZ1EUBZPb/cmoFwaoAHKR5lp3zPu1E8680c3SLkGiPmo0/iR70uZ5Q6qH5A1UAwsHBV9Jnig06ZblSI71UM9b16B350XWro+kF2b/lVxtuw56FL4v8cCgH/jVP6bpWIaJNOvzxxhntNLDbIhfMyUt1JtNBlt1zezNJ5EZI51ZbBTDNBUsCuJHlgNqpe6O00G1UXuJkKylYNiRkV3G+pl10ISK2AzEjw64WDTV2ht/blqnr5g/qKbNnXerQzF7VBO+e/NKdzMDasgdM4wUU1++eonub1aQ1Q36HRfAjhyd6JqKeOd0V+vRUleJH97m/pyaRTbJgHYHOxKgCc9qTcr4uwWBR+3GnBFd5VacMwBorm7GQ8seAlx2RzdC+0x2F4l57zRVnf5PQLHM7fGji9G7+1zED+cHyHevaQfTR4zafterD6HzpXfYKvfpxPn4bXIGusecYLdqBczNxP+cOSxteRmzkXHUrDkHMVStmDjUQL72lwtWTcecvigA4OLpF3t6L0UBRhsExJaBMYDyoQLIAdH9m9Gz43Lhb15PVNmBJ358FmKHV/YPdlaJ7t+MS0d9HB315vFH7CqA10Y/gD+cmY4FkuyZhETnHJMr8umKNGBy35fwyeSp9iogRWkMDGYpqp3S0Sy3QJwyiLToIsKQClzE6sn5lhC1Opm2To6+G2dHH9Mtx6o/tlX88MG2+wROn9xqnJGvXrPUtsl7jUGWtJ+kFuG62J394+rc0c2eLb71LM1Ed8tdhI/ufC9+cd4vbN2zNEb0NL07rkTfTrGs4QSnynYpwuCTJUl2fPx44jTgyh/h1g35MUDGtBSvRYcd7olfh3s02YD6F1EhsQgIS/Oa2JpriRFB4thCaJdYIamqN6gVgGpvE3y72o6L4g8jVemeNUtWRGmpbkHni08h2T0F00fYH+/cbmd247A+e+0yfOyiBf1/B9kNo+UNOLv3PxB98QksG1FovSRr/ZTomgQ1ZS7j3H1SoRdCmOLZFhtUADkgdmgdkl3iXTm/OmXfrksQ3XcqvnCl3V3TMgyp0Ff+PH2ONWWNiAvXzEasttAE3spucxzl8Gv6nGpTeeGFiWSuwCkzlg42ATWLogBoTWfXeUv10d1C88396PZWlL0fv3iB4e96bfaTN27BX1T9AJSXLR8nXQe/cdNlVtTltsz2d/fNq1GvvbEaP00tRhIDglfuGHP9nOtd29X7kk2rnmG1LRhaYz/F8WdN3Gad4tqiwGOBYXxd2t0r2WduceLkkcxS9Tp5StG1cbWsIBPZFSu0QUet83TiAmBsoRv1dWuMMyoZMU6j1FZh/32Mc2itKKu//1ZyHb6VXJd3TBX8K5z4V7+zF4wqiHXktsLA6zWFtr4qgOiBExE7Yu6W9D+3rBIGybeKnqW9W5neZN1XZdFmGRbRphNH6GJRxmMbOG0WMnOCEW+pw/Nc3/XozsQr/H1dvpVXbWUZendcg66X32lahshyePQgXfO4ARVAHjEQDNYgq1UyMxjppEjMxWwysROcUoZzFuRkvbI5Buv5qMoMnpawMRKKnmlofRW2PbXVeX2M7mv2u4V3/XT8fADAIR+C3ToVQuwGHpVi4RX41vwv4f+ljJUeTlDVwiFzZFM1bt/gPFvEDMndqZEW4vZolRXyMXOMzxubCSrslVAqq0wV1VI27o1dvLZ+8otsnDc9bpl/C+5fcr8r98rfHR/ArD1WZ76l3dTdGyWu66lMW3182wMX47Awo3ENOl9+DKm+/CyWdtELBL1huvX4bU6YHP1yQSYyJ5sgZsOjogA3GLhVGrFp5nB89+aVhueIhj3toe/dslLKQtLoWYyCPIvuSaxTJvoAmmMnRd8DnPxen2pkndjBDYjuPcP0vNmjmnDz+kmO72dFtgkDMvXVU4zJusiaoR0zNkTfa2i9raXnzZtsu+5ZoRfVePfc5/C15nyLwuE23c6dKFiVkFgvBg0VQF6T00i1ba5v9/moOX4mUtGBRZqdNMF6GuawY9aBsxkH3OyqFywJR4BJN3eHvptahXF9zyKKSqHCcd6I9I5oKmZ/J90IUZYP7QI+q+y8dtUMPH/Pet2yulUHbVlRsL/ReaYdI7peebggq9ZvH9iAOzM732+q6b78u9SMgmuNOGlGu2sxxEihFVBY3ASAtLBsCY/qbuedWM8C46ycDpd3bEVEKxoxyXMX4xCQsv4uZ+q4iL3j9Fn45T3rCo67EVR+rEsZ69xCaxG8dor9rFJ2XfVzcSMeYW7vcxJI3/alS67Hd5PuJqooRl5RRwNLrys4rrc+TfamrfVTfe5bocr0OzfnUaOy6nJcly9YMsa1tO9WN4dEiSGsYieIuBNeVzsMrbcLKbftume1OUTL6qAq/r4Pog8VQAGiJuvRjpOQ240iwsV0fkeb1FaPcxbKKzLcMp8sBc6cn58qVTYItB+YCc8jmqwJ1w9vTbsntmABPnvSZ9OBfz1AJm5I/MgybGi9AZfMuDgvW17u257d91ksjn5Ct4yu1+5F12v3AChs025mg8qyfMLQQoE9VVuQVSuXV9VR2BT5ND6f3Cz8PSu4JbqdWwzZoUAxJ3ldsY0hp4QkSKKIhhAElA8Leq1qwZhmAP652yUkXYz9VCSe5yRTmks7nD8QBIlurq1EZXlEGDTdiRJ7Qsaqxe8Fkxk/uXON5WvC6v4TmlF8y9O4PX6La8X9/bGTcO1q565/dtEz9vnkJQttZ9sTkehMZ5ZLdE/ESJcD9k9qa8D9J0/r/ztII4nspuLfHz0Jk9rqC9wnZRC19QaL7uFT2htw6bKx0uebudxnqXDJ+gfQH2tabBgTWMVra2viLfx6AbPZRlrZn921Ns9szs44bUdAaTdJHV/c+CsaaRfUv3jburyMLG0N1YgowNtyzEet1jCrUFIUBUtHLEWw3b0M85q2oCKiv/jtRC16DLLNqfEWqHFjK6b2nHTWE1qdxUn42nXLTE32RRyKtEDva6WiHeh8+XEkjs+zVGaYLFgAYP1Ub109pBV6TsyAw/ZSdZBVvhll/JJl5UTzdOl2MVtQLBo7kLkw+23c/kK/vGcdvnFdfkyLUDQDwcsRmcYbvcPH45fhuCpvPaNXVO4YKqLZZkY6w5sWCWHwHPClvRo8aBiCQFeU5b+EppoKU7c2L9H7JJtnDXc101suF7kUQyaX4SZ9fzBixep10Tjz7LuXLx+LG9Y6n6vN8GOYsLMx6EXQ5lQ8bakVtyhXD3aoAHKR3E7tRUBgLaKuZ0c42JLZLTe7dIWHiwOv2aMam3KqqbRyS00Gkwp63LC6vFTP1RURvPHurXnCgx/iVkXEeEjIti8zzb/Xi2u9SfnsBR391h8zR+a72qSiaWXr/Hb3duRsoZPiNgj0himjz3f6vJEYEzI3DWJ9YZ6rcMli1+Q9dmSppfNF7e4/b9R3CXFrNBk7tA5LJ+QrkYfVWd/YyMZ1sDPOGV1ilqbWaA74QnIz5kQ/K12PITrt5dxFo4THw45V1yy3RDQnsp4fcqL4vg6u7W+j/tddVO8w6G9lcauu16+d4ErMHSKPcL2l+btOJ6tqLndvmmqYndMN6jwu34lS88kzZvV7J7iFmmhE54vvQtwkYHkqq/JoMs96PRigAshF7ARiDoOpcNZSRHRpbv2MzPFdD+icgxtC0pbou3Dwkv+n+3uyayr69pyJ6P6THd/LKnqCeBDITkx23Fj8sLhQFKU/YKz2bsneceh69UGcMuEUz+shqlcxk1v9apspyf3E6HWbuVrO7hhQHLrx3ayandvlypXWXCBEQSjtPm5075nofPEp6xd62C1kn8WOMD4k7PG6NA+fqwzf9tRWbHtqq27bNo3NZ3E69nvkcxQc1EZt7Uonfo0Lubg9DTkZH53EUjL6TvEjyzCpeRLixxbbLt8NvNTtKYo3MoV2Y62toQoXLA5H3Ew38LL9f/D8eagLoE+L8FrBdPtG+yEMmmoqcM1q+9kU9YlANNt89KL0hu+6qa2Ioxw3x24DrviBB/cvPqgA8hEnATSdDPZ+BIm2Uz3Ta1ycQI+gEYlWowDBCuJHl9oOhgYAH7rAnmXJOQu93XG12u5aJdvLuCK0AlETcpm2RG1TKNAJG7F5Z1iosb4IgWeBNA+dMrB7EwaXCC8Rfcnr1loTXt551mx3KmOCKK6ANhi2GWHVU3pZL1OFR6IWqbjFwN2W8bYjWQ487iKy387LNyA9TklkAXOLReMKre3uy4nB4tV9vcSKrJGbQenx06wlTTCsQ6IJ3zn9O9JzvZ84/Y6xI0uQ6JqCy2ZcZn6yC/zxoY146uw5lq7RuufZYf20tIt52GPMNFYPzK9D6+XWDn5soKkq8PAp7lrZ5K5Bs1k9TbMmuloDe2SD+Fdm5KMfpJYBjd64ZRYb4e5dJYBX6dmtIErNanfhprd7ntvRv36dsRlemHArqw0AzOqQF7L9EOiKRWi0g9dBid2Ip2JEWOJpyQYjzH3b2iw0/0yNc69CGYJyjQDM+01bg78ufE76sdsBdd3+LHr92M/vbzaWdL36MLpfu8+Xupi6gJWgwlX7SHpvIMgxwQ/efPcWoWuFX3FZRrcMyHZSb9roe6jWBq3zF1uLZ+Om3Caid9cF6N19rvT5btdGd8xP1aJ3x1UYVuN9OAY7/e2D58/DT+6QC5puVPx7z5mLX9+33tSSZX4mWYCIsFpdu63UEr1HFemENxNsBM8mgwcqgDyiraEad2ycjG9eb5x5yU78Aau4ORD+5v4TcMI04wCwMzSpY3PvP8pCWt9iF/ecROEXZpVwUBdL93ahDC+EdaMYJ269m9Oj78BZ0cdRFkRq3AAQJB20zEWxh7Al+i7nBbnI2QsKreqWCHbcw4qTz3LhEvsm+36tsaUNMkLRlyIY0eTM2lEUsLW1PmfuL3HlRhajhXsoPnWAiOS0Pz20EaNb8tue7OaHkdyX+x2yp8k2wcHQUhPH5yFxbKGjMpyMXWEYDuxU4Yz5HZiQsQ5xQmV5BKOGmI+5zSHYYA8efxqLSKbPVRqHnXDIEuGCCiAPuWPjFIw30cCes3AUPnTBPH8q5BJmi3u3TRzNhrcZI+RMfcsFpqlOLEnMBhSZ9OhWiLixWg8BMi5mQWWj+Ls6CS+oUwK5tx/I7ghZaWnHUYd/q+Ns1ccpevXUuleYOeo9tKV03NrClkY7yzkOggt7bfFnhp1sgGZcvmKc4GhpjPF2cNrtirHbZuv84Bax65dorpQVK04WZJh1tx+F441n38dp89x363DbWkP27Qf1ZnPbR1XI3a/8wkgeCKtSYWSzP/LzkvHGWXm1lLoVZ7HBHh4wkYiC0+eVVkRy2UlzwRjzlIkyDPMhxpEZG6e3WzrfD9fA+qr0PYbWB/9+gIHBv6q8zDQu1e8f3ICRgjTIxUiZQHF31nxv4z7p9cEHt07HF69a0v93WKdjv823l04QWwe5UQ2nRVi9Pqwy1rThjXjyjFl5x4IWoN9+mlFcuAHaPFBIi8YFM6TflwuN4AydBbXrgVTdLc5ThO4WgmNWrX9HNLm/k262+WjE2KH615q5KQLAY6e6F9NHlkltDa6XOaJEZBA7rJtqbOnvlKDHfssUUYWnZPpCEKKAV/vUdpXXYQnMHUaoAPIIuz7KwjSXSnEJSUbkPt/YoXXY9tRWqXPDzmcvXyR13vSMtVKuWbdXlj0rJw3F02fPsZxy0UmEfyM8/Zw5rzCM7WZMzvfe9tRWbJxhTWFotYXoxTCqKi9zlH3FCn6YB4fVz99NSvkZ7TzZ0IzbtNlrGSrhXm11oT68Md2mrWZudOsLhnFscwuz3eHcfrB+qj9jmB4N1caLitxFR6Lb23hyXnD2gg58wyyWYwCN8ZrV4zGroxGnzQ3Xpqls/57ognuUX+g9U63HGaa8ZFhINkPdJTj5QHTnt58+S3A0GCrLInnB5kk+VAD5yMyRTSgPsRuP0E1CcvFx+0Zjt5ms9jYMOyqL2pYjdmSJ+Yke8K0bCmNCeSUUKIqC8xaPRm2luQb8lVQHPlt5CQDg3IXpGCJuZHNwwjiHAewcrZtdXnQvGe9v/BnZ4M6yKIqC79+6Cs/dmR/g0UjR/e0bV7haBwC4Y+PkfiUqKT4mt6XHunmjmm2XMURSaXPWArlFopWuftP6ifjIhfOxWeBeE3b0LHq8JnfnVkZnoJuePuffn79Sf/52Mp+6PeN1vvQEerdf5XKp3qMoCpZOGIqtc0YU/CZjAeQVHc01+P6tq6UzLvmF7BjiVKbxGpkYnUG551slO9cA6G/HE1rD/f5LgboQKQjnjg4u+2UxQAWQVwgEnaaaCrz2ri3+10WA25vKslYFVRXWm5zbE847ln4Q0b1nAfA+m4QWUVpms0/R9frd6Hr9bqny7X7Xk2LvxbOV8lkvzOvhvIHdtzk/LoKfG46i2su2FScBpN3CqVJR9P1mdTRhcru8mb0X2bLu2DgFP7p9tevlEjmc9sGlE4bi+XvW41yL8YCMsr3o4YXlVEVZBKfOHWmp7LBY7XzwgvmGFrfFTmVmw8KOa51nqBUArC+IbjthUsH8FwRhXezX5WxqlUWcLWOMZFcjVzgzwtLvrTBl+MD8XoTVzyPX8iO78e5lLLngvrfIbcT4ivefNxcfvnC+N9XxGcaqsg/fXAB4qSE1W6TqpXEPM+85Z47h77KBxUIkFlpCjbVCjXlj8v6D21Z5Uq4bZJWFMm1WdmLXC7apxclcvmG6dd/5OR3u7lSEaQ2kh5MseVmsWBRqx0aZNbzbQp3ou7jxHoqJMUNrLStnvI5HYcTfHzvJ9rVDaivkXHwjZcCUzfjW1PfZvtdg591nGcsJXmEkc73v3LlmFwu566SpuFHHjdcrZOMbyZFu8+2N3rjc5MZsu2HtBEdlnb0wrYzeOrvQ2olptEnW5a1KYFXtREHoFsJkMyb99qwFo3Da3HyL0J+/bR2+dJVzzwi3ZaaZmqzSWnnpwxfMxy3rJ7l700ECFUABsEaw4/CZy+RiyDhlbcC+83ZorJaLtyA77hTjzowe5Q53v8a06KfadPKeZJVyMqeJrKbs4kfwbTtunjcHNIEF6c8/bqhR25NrP3eeKJexTZtKOShEAdnnj242vCYEBmWeke2P04a7H8BVBpl362TM2DRTlIlJpyIXfQNvNhe6COcT/ORldV5wy8rWrBSZ7JJ+k1UumOG0j08VWGYapoHPeZlWrSL2qZnkHUPGFvzWWJlerFWX+Wc5JOPiboRS8I8BHpDcMPKDk2Yaxw10O2OZbj8v4flIxJ0nTsGdG6cIXYoryiJYPXmY7bLNkqHIYBTs3UrWrfHD6oRrUye4IbuM1ciJt2/Ij1E6vKkab9s0Ne9Ydi64+6SB40FnEg0jVACFBFNfRZfarlExXoqWdoRA2Wu8XtS/8MiJnpYvYtUkuUnF7Ukf8G7BmVtsUIvaGofCole4HQhc1sLipnVyiqdQuVXkUCkZ68hu3CBXsoBlyhDtMOtfE873bZXn71mPn921Vvf38sz38yKFsyzDQxCXLkysndKGjuYa3OC3BYqvd3N2P797Z7tLrlhuDCvPpRbi8th9wPJbCn67Y+EduG/xfVg5cp1pOcsnWkshHQRV5eGJZzJqiPEmxitPnuz4HqUx67hLbWU5bt84uX+uCh0BfjTReOK16CKj1Mp62bg1bpYqjlq0oijvVRTlJUVR/k9RlO8oitLsUr2KnvXT3DVZD9PA7Exwct9P3+vA2kG4aFiJteIWYQ9QWCxr4naXFpRLxg2YuddUeCOI1uhYAGmDJeopWb2ypnNTAWI1Y1OuT7kfbU70CoukqZsyZmgtJrUFm/nG7PsvGDME/3WT+wHLAaA602/9HrucdMuWukr85v4TMG24+8HWs+PFMIMgvlZeldY9wOrvVgnK/qqyPGLoCj2swVsZJT+TqIJfpuam3RY11JTX4JIZlyCimC8ttC4oXuKmFbETBpu7LzHGq3kheDtR7ykVGSlInKo0nwMwS1XVOQBeAfCA8yqVBqf6OLn5jdPJ9D1nz8ZP7ggukKtfgZ8fO3WG7WuDGNw+dME8ibPCMewaTZx+B/bWct3q/JgE16wab6ucb+ZkjKvySAGkR2N1Bb7ogj94GMl6Teq1IbeV904xCsR6tc22ZRe/elbWAtKNQOJGysTshsSCMUMc30fENav9/T5hRGR671Zq3rsyLqArJ4mtSS5YPLrg2GyDeGthtrz7zGWLcN6iUUJFUE1FOBQcYaWuKhyWPCfNMHbjChNBy1FhZFYHM5CKkB02g2xRbM+FOFIAqar6U1VVE5k/fw/AWmqPQUpYAzHLij6XLCv0/bbC+YvHYFLbgIWL03TjTrNAeEUxKAGzAm9dZRkaJGMtFQuOWpUD05ZcU+FtT23FA1umG5xN3MTI2iS7EH1oy3RcsmwMts4W988wrQG/cvVSw/hFj5wyA1+8agmeOGOWj7VyH213u33jFPz2/hMMn91t67P1HsTHc9uFRPaZ/WrCMi6YfvQn3fcsuPkEF9LE5yqKnLTDbKwKmU21GSMb8fQ5c4Xuwu8601r/L4al0E0+uyA6YfOswlhfImQVjFZitxQrbgwLFy4Z42n5RI72nI0a2ab7rjNne1QbIoub2wZXAfiGi+WVLHYW2mHambLqcmV29g9uW43nXzkgVZbInP/KleMs1ccN3Iw7FFaz4DCLIINAPipa1k5pxS8l+7PbGMc4SzeaIbWVePIM/4SPxRlXPjuK8xHNhRYwa6a05o2XRmmMrWJnmimLKEim8jtke2MV9h2P2r5fWUQxtRKRHQJkH2nJ+KH4+cvBtNti5fu3rZKeu73AbB6Q/fZuZL+xw/0nT8PsjibHfbhNMtaF6H14IVrWZixuVk60HyDXKMOjlfn/hGltljOqffGqJejqS5ifmMErC0JizEmCIPuDDZngxm87SS5ZRpZPX7oQEUXBNV/6c/8xt0XuJeNbzE8inmKqAFIU5WcARL3sIVVVv5s55yEACQBfNSjnOgDXAcCYMfpaWyLfzbJxdFoFmWWKiSntDZgiiHkjmuRFirBqi+4xbigPvnvzSnzgZ684LwhpASVMhEfVmI/Rd/NTP3r6vJH47t92AwAWjwun4BfkDuInL1mIA50yi/9gWprZfXNf3dLxzgOVtjdWY9tTWx2Xk+XzVyxGSuL7LpsQnID13F1rLS2g7OB268kas5w0ox07jvTixT3HXb6DPeqrytEVTb/LEO0DAdCfu/UwMsMfUluJtw71WJ7PAedtIWtpplfOmfM78J2/7nJ4l0KqK8qkM4UFQXajy6rbf2N1BX7+tnUYKVBg+80zVyy2fI1VhZxoEe5kBg5q9q4wsegL00Y0SSPakM8e+dSli/D537wpnewji1XFWu64Hqa92cFgSecE01FdVdWNRr8rinI5gFMAbFAN3raqqp8G8GkAWLRoEb+KBjsp6obWV+F95861lYawWFPihaXWbgZMLtVJdcGYZryw/Wj/31Y7fdZV8mqJOBp+vcHsQj6rAPIiUOqEYXWhSFtu953WVJZhjEGK9zCiNx6aCcRayiMKEilrLV2bqcIsnXVZREGZwdfJTsOiFORmuDUvNFZXoLEIXEpFQ+/YobXYeaTX/8roMHZoLf6123tl1AQfkwCIWtnjp83EP3Yd043nE6QwrxcsvxTIfgvR+71h3QQ01ZTj3EWFsZTMMEpP7ZRiyNxXjIvPXOXrSTO8ta4pvrcTTkQJdbLvdurwBjx19hzP7m0mL6hqMJsWojVVsa55vcRpFrDNAO4DcJqqqj3uVIloMTLvPXvhKGnzXyB8O4hWcVJ/0YSTnaOzg+hSC2aJd5841X5lQoYXk/HXr1uOf759k+l5eoERG6orsO2prTjPhvDpGA86yg1rJ2LUEPP4X//vbeuKJgBzMQhxftZxiA13zkdPmYEPnj+v/+97NrkzrhT5UJ9HMc1bZ83v8KzsiQYxruxsBOXyowATMwBAfVUZLl02NpANESeL9WJqm1lkH7eqvAxXrBxfsMj83QMneFArDQYvtr0xrSTPzdhYDNhtKo87SChilzmjCoOltwk2J7zOwivDGhfdoIkzcluDKF6ZVZzoUXMvLcZx2mucjp4fBdAA4DlFUf6mKMonXagT0XCxQaAzYh3ReFJbWYZX33kyvnbtsv5jT5wxC1MNzNvDaOUwfYQ1ixTDmCkOd7AqyyNSpuOfvmwRHj3FmoBjmAXMoxW/03LvP3kafn2fD4LzYMKgHVy4JK04XDQ2nG56WWoqy3BGjtLAjguMX5hZJxUz2dh8jdUVjpSG/3HuXHcqJCDrknOiQGn+5auXOipbNmB1CNZ7/bg91MsuEnLPqyovw7vOnI0niyEQu0vfbkRTOBKZREK8qnOqyPz7Yyf1//uKlWkr6Ie3ThcqZrxA1LdEVl3zxzR7Xpdcxmrk7lffeTK+YMPNLwyMCYGlt9uILJLcwEp3kj3VaQKiYsdpFrBJqqqOVlV1Xua/G9yqWCljdV6IRJRBqb0UTUBrp4ji5bgjBlaURfI01pcuG4uf3LnGlbLdJnfn62MXLcBHL5qPb92wHO8+y3lw21JxSSuV5wCCERTcDHQuwpWvY9D152cCczbXhjPIugxh8yL40Pnz8LTGpNyR9YTTCsncQ/Im5y0ajbefNhPXr3WWfUi065lrfu5GwNiJJpmsvGw2ly0fZ+l8s9dfW5neJHAyXmsvvWipN5tm2fc6JZPF9Olz5vTfLwxuu8WAyIpERDHM3o3VbubRyUc0/16zegK+d8sqz+5pB7/nKK3STyu3Zy3Ki0H8c5pR2U+K4HVaxo5raylRXPaTg4j/vGF50FXQRWYx+v7z5jpetIoWFtldfbfKlRVGwsbfHzsJLz2xGQCwdc4InDJnJBaPa5G2HihG//TBjJ1Alk4xy8LkNzIpp90gFIJjGOogYEhdJc5bXJpCU1lEweUrxqHSRbcSUVtywyxejz8+tAG/vm+9Z+UDzuLhiKadT126EPdsmuprDKJ0XeTnQO0Xy37X0UOo9LFKbVjjKVEkKgrMsuZObjdWjjvh1hMm9//bSrgIOxTT2iSsywm3skSWKlQAhZRF48KbIk8m5tBZC0Z54nrh9uKsKsTuFkZUV5S54iqSfZ9h8ON2gtvtorU+XFYjZkJPMWL5m0mcP2OkvgtkWIWUYuTPDxfmhvjlPev8r4gU1gcHtxXkRtmv7JynR1tDNUaFTClh1s9HNtfg5vWTTC2ARL9zI6N0kZkfnPYX2fv4TgiatVt96/o1E3TjPFohm3HVS6srMzbNHN7v8nbv5mmB1SMsWO07VprUb+4/Af9980prN8gSxj4dQoLrSYSQwKmtLMcdGydjy+wRBb+ZjdULx7Zg26Ee1FXJKaJEY7IVAS5XIBnmsYJGpIDlWiPcfPvG5Zg50jw+giVfcgoSQobVF+5Ohk3xkIXfsPgx36Bw9pHD2nb9YGimL88Z1Yzdx/YGXJsBct0mq8ojiCZSwt9IIW0NVVg1yVlQeLd4YMt0V8q5cd1E/OkLf3alrFJHJM/7hbxMb3xeR3NNfyZgrxjssgEtgAYZXsf1KAYac98BF/W4Y+MUTMkJdi07Jr7zzFn40e2r0dZQaBFm9lqdCHDPXrMUk9r0g3MPFnIzRwWFV0oxO61j4Vh5F0ivKLasNGHBzm7zYBfe/KZ3x6Xo2X5VIPf22h3CTbe/YmP8sFr84LZVeNClhfpgxA1LJBH3bp7an/HMCn98aCPeb0E+mDa8UJ7SG5I/dP58Vyx6vBq+ZacSqwlT9Fic2Swc0SSfjVmL6P3bCUif3RidN7rZdl38xq9p3Mh1+dYTJvlUi3AxeGe9ADnTRppYtzrJBYuZUUy0ex22tUQxuPxUV5S5NolaWczJWHloOWVOcDsiXiGTUl6G2R3+ZBWxgt8LMreUCTVF6lIaFEErccI27osI+h1lSXTNRLJ7iqMynCyTnWxelUtme3GyMVFMiy7tl5g5skn6HflF9n2eNndksBXRcPP6gSDxX79uOa5ZNV7YNu/cOLngWIXkvJZVKN20bhL+8GChu22QzB7VhE9ftqj/b7/HJ9kxxG5Q+ZkGbuQiblk/CT9/2zpMNsgYbIaTa0V4pZCUureDW1/gYXzBcxemy57VUfh9iynekptQARQARtkinO6om13vZ6YKp0OQ+Hr9Qb2UAn6V+xTwthQRtQMaeunzlWuW4vu3hiOzyCOnzAAgVvKFrf+unlxoYi/bzt5ztvNsfYOdwewGEqSA7wo2FmdOkkp8wAdryWKwri6mPjNuWC22PbUVG6Y7tzZxk9zvPGNkIx4+ZYZQ2bBk/NCCY/VVwUfdaHA5hk5NpT/P5KTtimRCvUV/c621fhyJKBjvcwB7fYLp327NRk6UiRunD2SIXjw2bZWV29azCu7qcm7SZeEqMyR4oUU3ipPip9Y+LDuYRA5FARqqyvGO02cV/JY7yBqW4XalbCCqQxjqFTaaaiowKyRWQEEGeLRKlQNB4vyQWmLShc06T5xROE56hewiqLk2PBakbigdLlwy0F/syBMjmpxZS2bvv25Ka97xolfEBYDXWQTnjgrHXBZWvnjVElfL8zpOi5soCnDdmgmYObIR162ZAABYkhPvceP0Nrz9NP/G86zctXnmcN/uaYWWuko8mtmUE410YZKnP3nJQrz4jnRm5HecMRM/vmM12k0SFmVjv4m8QgYDxSNtD3LmjW7Gz18+gJ/csUb6mu/cZDOCugRfu3aZZ2WTYFEUBf94+ybhb17vxl22fKyt64ppZ9MP7CxLlk8Yig2SCr5ixO2lWlgV206esxQtD73+TJcuG4tH/vufJnXwt7F88Px5+J+/78Zj3/uXa2WumdKKZROsZyd1qiR5/V1bEFGAVICWnbM6mrDtqa39f4e17xcDN66daH4S7PWZ3z+wAY01XNYYUefAYie33Y9sqsbuY33S3zMsZGNd/f6NQ+kDOc/02csX+1qXia31eP1dW1AW0iy8Lzxyoi/3+dlda/HvPcfxu9cPmZ5blpFRyiL5skp5WQTZPbmq8jJMG27uynft6gmY1Fpf0nKvERwpi4SPXrQAr+3vwlRBsDA9rLp7WRFqlk8sNG+VIWw7ZmGrz2AnYlOypkDunK9d569SNyilXXE1Ffvjk90YCEHADHvu0lJXictXjHNVAfQlly0HZOlfHGUaidCyU3OQ7ckYVQUmtdXjtf1dvt/by3FpuINAvGHCSvtdPXkYuqMJR/e7bPk4y9dkv2Ok9PYMfEVP+XP+okJLuVKMZQmkx6JJbfX43esHTc89b9EovHGgC3eeWBhjyyplEQUbXQhoXqyw6xYJdVXlmFtUQQbzCbuFRjEtloqVZTaVhlmy32gwK+3C5iI1fpj3McWyz9zhUtBrM8IwVgVfA38Iw7sWQQWCNywaOwQAMNqvvmyxeU1sC0ssD2/IfR8TW4v3WYOQASpCFiQ7y5evXor/cmjtf8K00rGAKJWhu03gvrRgzJAAamINr+fOqvIyPHbqTDRUW4vVxDm9ECqASHhhhy1aRJ+uXZAu3grfuH4Zrl8zoSiCbXrB+8+bi/8JSbDmLPdsmub5PbbOSWeBuXLFuP5jazWxOILg3IWjPCl31aTC4NIA8O6zZmPBmGZP7lnKGJnX14UgKGvQzOpoxPvOnevLva5bMwG/vGeda9kjnQj1ok0fp7GCiL/4qUC+Imf+ISRMrJ3Siocyrm1WGW4SJ8dNRIpbv5d53OsfgNIP8YXBbLVB3GHa8EY8sMWdhYMdgm7DZy1wT+HwnZtWuFKO2+najd5wJGR+8icJAjeqLmwztdSJA/heuGRMXjBcL7Dyhj90wTw0Vlfg6i/+ybP6GCHbH+eNbsaeY3vx8NYBAXnOqCb8385jugogt/p6uFqsmO/futq3eymKgrFD3bc8sfOewxp3ww9UFCrP3B7LSw1aEOS/A6dznTYRwlevWeqoPCc8ecYs/HvP8cDu75RsYO9PPf+G5Wt//rZ1SKRStu47tL4KKyYOxS0nTLJxtdz4y37nHVQAhZinz56DIz0x3+7nR0cLq8k/8R4vmld1RQR98fzJi/MFMCQnC9Cw+ioc7IrmLXjmh9yUWHqXhsNJYJw+rwNA+Ptbtt3nZgQxW/wHNk8JXmaxz5mi+m+dPQLv/cnLAdTGWxaNHYI/v3Uk6GroIm5J6aNhyYRTVR5BNJEK7U590fdHl6tvJ3zCi+/YXJBxcqWO5asfXLLMXvKRUqCmsgyAvYymZREFz7qYEMhoDCruXhdOqPIPMectHo3rLUbY1wuCd8+mqfjm9cvdqFaghFUoIOYMqXXfdevGtemdB2GzKPG2MsIg/eqcnFS495+cdtM6fd5Iz+tkhXKfYyrY2bEsszjgDA3JIioInHxNL5VIj506ExctHYNNORZb2cWHnh4om+TgqpXjPazZIEHwjscNK974M0Z85Zql+MODG4KuRlETdoUycU5NZZlti15ahOSTq5B8z9mzMbG1Lm8DsJjIKgEXjg33BmWpQAugEmPxOHGa1pvX55volfjaWJrG6gqsmdKKG9ZMCLoqJU+xB9r2QvA4Zc4IvHmw29a1HRkFkFexaLzm/MWj8dvXD2HlJGfBwa0i2wyvXzvBspA6bXgD/vjmYRu1CherJ/uzGyv7LZyMHK0NVXjXmbPzjn3w/Pn48u+3Ye6oZuE15ZnvPqJEsgqVLsGsBh89ZSYe+e4/MX90/kKluqIM1RX2dtMJIQYUt/iIn921BvuPR6XPtyMub5jejg3Tw5vVSlaGHszuuX5CBVDI8EucKS8Lv/GX1kTUCyIRJbD0tkZYtTwIG/WSwVVLaTfnwxfOx1sWlTkfvWiBo3u+9MRmVBZBXxZRVZ5eKNVVchoKG8XapmQZ3lTtSwBzq2SHww4D676wc+XKcXh1n7/pxZ1Ml3Zi38wY2Yhv3+hOHDUvuWLFOJw0ox0XffYPnt3j6lXj3Q3KX0IyQZbv37oKr+zrlD7/1LnBW+sWq2wW1npPamvApLaGoKtBSD+UvEk/TnUOa6a04vlXDvT/nV1E2NXmLpdMG16s5o5GpP1y3WX91Fb8e89x7LOwC2GVE2e047l/7zOPsVGE+i2zOp8WgNDG3eZgmdhah9cP2LPgIoMHq+PdZcvFMSnmjk67di4a24JPwXrATz947NSZnpbv5vruIxfOx+yOJvMTi5THT/P2WwDAI6fM8KTcYpQR9JjV0YRZFtqZF9kJJ7fV49X9YsVsKb3rLKX4TMXA+mltQVfBkLAqCIOACqCQUcxj1mcvW4S+RLL/7we3TEdzbQW2zB6B379xyHJ5Zi5DX79uGf5v51Hf4m784cENWPqu//XlXl7w+SuX4Au/eROP/8+/Pb9X7iB758Yp+PTzr3t+Tzdpaxi8sVyKioAn8x/cthqJlHeVoLBijYuXjsFX/7A96Gp4xoqJw/CXhzcOmlhTE1oHYgV5IRuJLC3OmDcSrx3wzoLpl/esw7ZDPZ6VT8LNe86ejQmt9Tj3k78LuiqDmnmjm7F0fIvnCuvBhl4W00IKhZuKTFxIWQ8CK1AhWAgVQMQ1KssjeebUTbUVeGDLdIMrnLFswlAsmyAfP8TpWio3iwwRIxpjb984GbdvnOzJ/bKGRrnKQjdScRfrAquyPIJYwl5Kz1Ag+el8mcwl6qK1wDpxRju+9Lu3HN+62ONlWcUtRdf6qW0lpwCa0t6Af+w61v93sY5NVvnqNUsxdbj/LhMfvGC+p+WPHVqHsUODDYJtd458eOt0DK0vLYvrZROGorIsgqtX+xPwXZv+vJgopdgs1RVl+EaIE+OEbfPn0uVj8fSP5TI3fuayRWiqkUv6ktuiFowZgvtPnla0cS2LjdJ29CeElDRXrRqPi5aOwbWCIN7Fnq7VDmfNT6fmLiZBTSTnuFH7JZmA+Gdm3okRufoWJ7qX1ZPtx8KY5tJid2hdWkEgK4AFSfG00uB455mzgq5CIKycNCwvLXDI1kNFiVPF8jWrJ+DM+aW1OBtWX4VX3nkyFoxxN/NQrQdu/EFTQ5fzQAlyTr9p3STzkzKcOKMdS8YXJiQyG8MVRcENaycOmk2OoKEFECkZVIqIg466qvKCDD+DmSfPmIUHtkxHhYtBfId5tOMrvxax16/HDavDtqe2OizFP755w3LsPdbnuJwb103EiObqQGJSBY1b39jttrJi4lDblmHFHufLbSVfbnlh2yUnzikVOc5KzJ8wUldVnONOqbQfETKbWYTIQgUQKSqC3jG+c+MU/OrVA+YnEhIA5WURNNWUpmGnexZdxuUEtahsrK5AY7XzHb7K8gjOWzTahRrl01g9+MQFtzzxOpprAQCzOhptXT+mpRY3rpvoTmV8xg93xsFo7Vnq8Ju6i9VpLaxWGLLPUYrtJ1JElt0k/JTmSoEQj7h942T8ZxGkfy025oxK75YtFZiNEpco3Y0xb6CslccPblsddBUGLc/fux4XLine2CFeoTekrchkEJ0xwp7CjZBSxa9pzS2X5iycjsUMsnCBxEUG35Ye0aXU/Xs5ToaXhWNb8LdHT0RzbXgDTBaruwHbPXGD0S21rpdZU5kWQaorSnMvSmv9UqxjSNjRLoJOnTsSqycPC/V8Qkgp891bViKR5IBHSFihAoj0M9gyzxD3OXN+B376732YOdL6zmvYhXWKMmQw8p2bVmDf8agnZV+1ahxSqoorV1rPwOOlib/bipqgptbv37rKk5S6xUDY55MgKfa5LJvkIGs5TPzHrA1VlZchLEOP3+39gsWj8fU/7fD5rqVJKcd0CpqQdE+ShU2dFDMnzx6RF3g3CDzrQ+ycurhl7t2YyXLR2hDO+AODkfkm2XE+cfFCfO7Xb9hSclSVl+Hm9fLZRYg1ij0QLXGXYtji+9hFC/Dp599ARZl+bavKy/Cdm1ZgUlu9b/Xi9C+mGNqU35wxv4MKIJehfYL7UAEUEti2i5N7N09FOQOzWcYPVwjXJwx+ZiH/fscmlEfcceHZNLMd7z9vLk6ZY5zByk77GT+sDn/dfhQNNoIZX7hkDL72x+3Wb1pkzBvTDAC4apW8Rc7mWcOxedZwj2pECHGbMLsinjRzOE6aaT6emCmmvWIwL0TVMDecDNm4X1Pa/VMOapk7qhkAcMqcEbbLWDxuIB7mzJGN+Nfu406rRUgeVAAR4oCb1nH32gmDWZgqFWor3ZtGFEXBWQtGWbhA/tR3njEbp84diSnthdZKQneiHFnXq3Zq5sLgt7g9rL4qcAs+QmQpgvVoqOB8S0qd0+d1YObIRkxqczcItRVqKsvw/D3r0d5k3ZK5qaYCx3rjaG8cuPab1y/Hsd64m1UcdHCuKIQKIEIGEWOH1gEAJgsWwUHAQZn4RU1lGdZPbRP+lutn7nSR9L1bVqI7mpQ6L9sftRTrOu395811JZX9YKUYdtjDSJgVG2fO78BvXjsYdDUICS2jW2pcLS9I5U+WMUPdS5pQV1WOurAEVCpywjxX+A1bFCkqGKjaGeunteF7t6zEbIuxIb594wq8dajbtXrwM/oPl5b+MCdj/u3WecWEJesth7TUeRfkN+jAkxwfS4cPnD8v6CoQElpeemIzx7tBAvc3wkVp5l4lhOgyZ1SzZUXawrFDfF3c+clXrl4adBU8hcIVKUWWTUjHSLhwyRjP7sENB1KqZOdzOxk7i4ETprXhtg2Tg65GaAirdWF1RRmqysukzw/rcxBSbNACiBTgtjkmALQ1VAMAZjNtJwkZNZXywgfxHzN579s3LkeEC/VBS2VOtqDs4mDjdLGrHyEkzeZZw0s63tczVywOugqhRDRVFsPsSWW8mGJ9K1mZja5twcE3T/L4wpWL+6Pou8nU4Q34wW2rMDUksWdICSO5QTRteANe2tuJqnIaQhYDevLfwrEt4h9IyWBd9g+XWDx1eAM2zWzH7RumBF2VoiWiAPVV5bj/5GlBV4UQQogDxg+rw32bp+GM+cYZX4l3UAFE8linEyTVDWaOpPUP8Q+zJaBlq5Eitzym6TQpJWZk5pOF48KvAKwoi+BTly4KuhqBYDXenB6KouCfb9+UdyzoWE3FymCdC2aMaMQVK8YFXQ1CBj2KouDGdRODrsaghgogUhTMHdWEv+88FnQ1CCk6aDltDjNXFR9Lxrfgjw9uQFtjddBV0cXLrldZHsFVK8d7eAd3qKvyzsU2q8dQQmbxFVaK9T3du3kanvj+v1FR5sxa94e3r3apRqXF4FQHDj6+f+sq/PZ1ZiQkaagAChmDdWeGkFLic5cvwq9e5UQbdhqry3G8L4F6Ez90DsvhJMzKH6955cmTg66CJTqa3Y8t2E9x6jUGFY+fOgNJm+Po1avG4+pV4Vd2EuIWXsgcszqaMMsli0xS/FABFBIY4MwYmbFw+YShnteDEBk2TG/HhuntQVej9HEoJEUi+uNuGHQ+VDwRQvziwxfO9ywr2BVFYK0WND+7a21JW+xetXI8uqLxoKsRakr5+5NwQQUQKSqMxsZyh+bBbjFqSA12HukNuhrEbTgxhwYvhaQwfGYKgYQQvzltLgOyBsmktvqgq+Apj546I+gqkAAI05qIm2oDhGPFTEgJ8YPbVuNX964PuhqDFs8Cg3LiIGRQkI2VQj0cIQTgWKDlwS3TUVtZhqH1lUFXhYScgWDP1oVotxQ23FQrhBZAhLhMU00FmmoYVDZozAZ86nMIISJu3zAZPbEELlwyRur8Z69divII99NIccC5zzq3bpiMrmgCFy8dG3RVQsGpc0fiVB8txrh+L17cCT7PFuA2VACRQUMDM/0QAdwZCBY7Ozw04yVe0lRbgafOniN9/oqJwzysDdGDw4BFsnMdX5xlmmqsjQlhw41PzmYTPii/Ertwy4oMGirL2dzDBgWKwYus3GKo7KHwQ3IotvFkansD6iq9S5MeJrzMcMphQA4uFgl7CyEEoAUQISQAilEEyY0tdPeJU/DK/q4AazP4KMY2Q4KhWBa6P7lzTd7fm2cNx2d+9SZWT24NqEbuwwynhJBSYeP0dvx1+1GMaKoOuiqEOIIKIDIo+fEdq3G8NxF0NUgIsLMxfeuGye5XhBAyqFk4tgXbntoadDUIIaRk2Di9Df/z992YPqLRcVk3rp2IC5eMQUtdsMGvb14/ER/7+euB1oEUN1QAkaLAifX4r+9bj73H+vKOTRvufCIgxc1g25e224W4g08IKXY+eckCtDZUBV0NQojPnD6vA5tmDkd1hXN320hECVz5Q6zDuJGFUAFEigo7a9FRQ2oxakit+5UhoSS7y8PArGnsZmAYVl+JG9dNxFnzO1yuETFj88zheGXfa0yxW+S4seAodryM/WOFzbNGBF0FQkhAcCwmQPG4h/sBFUAhIxyiUrDMHdWE8cPqgq4GKVLmjGrGC4+c6NouzZJxLfjjtsMY0zK42qSiKLhv87Sgq+E7G2e0490/egmn+ZjiVssdG6fgqlXj0VxLBVAxUzNIAjzLQEvC4PjDgxsQS6SCrgYJKeyZhAw+qAAKCRyAB/juLauCrgIpctw00T159nD8cdthNFRzuCw12hqqcLQnjkjO4nRia31BHJayTALBm9dP9KVekYhC5Q8hJpw0ox2nzh2JB7cMPkW1Fdob0wFrj/fFAXCjkRQvITEoJBaY0l4PAJg/ZkjANSG5cEVTgrQ2VGEhOxohhBjy5auX4tevHkRTbYXhefeclF5g3noCg38TEhaqK8rwkQvnB12NooEbjaRYoQFhOJg/ptnyNYvGteA395+AkcycFiqoACpB/vTQxqCrQAghoae9sRpnLxxlel5TbQWePGO2DzXyjg+cPxcjmmqCroZNKP0TQgghAHD5inH405tHcMGSMb7d819v34SKrDm0RTqai1X2KF2oACJSXLZ8bNBVkOK6NRPw6effCLoarvI/t6xCYw27KiHEPmfON1d0EUIIKT0+dclCPPObNzGB8TVLgraGanzzhuW+3rOuiuuQUoJfk5iijYcRZh7cMh0PbpkedDVcZfaopqCrMKiZk3n/yya0BFwTQggpDZaOb8Ef3jwcdDUICYTK8oivgbkntzfg3WfN8e1+hJBwQwUQKQpUhi0kAbFwbAv+/uhJpnFiiDew7xNZGCC0ePjKNUuZmYoMWn53/wnojiaDrgYJKZzK0ly5cjx++u99WDC2OeiqlBxUALnMzesn4l+7jwddjZJFYSwIEgBU/gQPg0ASWdhUwk9FWcR2PAlCip2h9VUYWh90LUjY4NyVz/KJQ4vKC6WYoALIZe7ZxHSkhMiicsue2GBEJptEPX3SBxUTWhm/ghC7RDJa9NrKsoBrQoqRZm6EEVIyUHomhPiOQnOOQcn6qa2ulPPYqTOxYtIwLB7HuExOePbapRg9pDboahBCfKCuqhwPb52ODdPbg64KKULOmNcRdBXoEk6IS1ABFDJoEEGIPwy2rhaGseUTlyx0pZyayjKcNnekK2UNZlZMHBZ0FQghPnLN6glBV4EUKUFu3C2fMBQXLhmNW06YHFgdCCklqAAKCTSIIIR4QZjGluoKuh4QQgghRJ7ysgizmBHiIlQAEUIGJSHSi/hCCAyACBkUfP7Kxfjpv/YGXQ1CCCGEZAiDJXxYoAKIFAXstIQQQoqB9VPbsH5qW9DVIIQQQgY9YbKEDwvMwUmKCnZiQgghhBBCnFPHbJqEDDqoACKEEBIgNO8jhBBCgoAKIFLq0IukECqACCGE+E6QGUVIqUIpL6yolMAJIYQECMXOAaj2DYjPX7EY44fVBV0NQgYFFy8Zgx/83x4sHDsk6KoQQjyGQh4h4edfb99ElW0RcMa8kfi/XceCrgYhxEWoAAqI9dMYIJIQv1gxaRi2PbU16GoQQsighBZ/RAtdj4qDD14wP+gqEEJchi5ghBBCCAktLXWVAIATZ7QHXBNCCCGEkOKG6veQQT95QgghZICWukq88MiJaKqpCLoqhBBCCCFFDRVAIUEBzaONoF6sNOF39Q8ql0kxk7UCIoQQQggh9qELGCGElDBhiL0xq6Mx6CoQQgghhBAy6KECiBBCiKc8e+0y/PiO1UFXgxBCCCEklJy3eDQAoLayLOCakFKHLmCEEEI8pbG6Ao3DGb+FEEIIIUTEfZum4c6NU1BdQQUQ8RYqgAYxP71zDdNwEkIIIYQQQkiARCIKqiNU/hDvoQvYIGZKewM6mmuCrsaggO85fDx19mysnDQUU9obgq4KMYCxqwkhhBBCCHEHmn8Q4gM/umM1OvsSQVeD5DBnVDO+es2yoKtBJGGmRGLGjBFNAIDT53UEXBNCCCGEkHBCBRAhPtBYXYHGasZAIYQQrxgztBbbntoadDUIIYQQQkILXcBIUUAvEEIIIYQQQgghxD60AHLAC4+ciEQq5UpZFeVp94bZo5pcKa9UUegFQgghhBBCCCGEWIYKIAe01FW6VlZtZTn+66YVmNxW71qZJNxUlkcQS7ijQCSEEEIIIYQQQoygAihELBgzJOgqEB/5v8dOCroKZBBBN0pCCCGEEDKYaKhOqzvGDq0LuCbhgQogn9g0sz3oKpCQUV1RFnQVyCCAXpOEEEIIIWQwMn1EI565YhGWTxgWdFVCAxVAPsCsJIQQQgghhJAwMGpIDXYe6Q26GoT4wgnTaIiRCxVAhBDfYTBvQgghhJBg+MGtq3GoOxp0NQghAUAFECGEEN9pbagCAExk4HtCSpaajKvzzJGNAdeEEJJLU20Fmmor8o7NG91MqyBCBgFUAJGiQFUZwpaQUmLe6GZ847plWDDWOPg9ez4hxcvQ+ir8100rMG14Q9BVIYSY8N83rwy6CoQQH6ACiBQVCkPaElIyLJ0wVP5kdn1CihJmOCWEEELCQyToChBCCCGEEEIIIYQQb6ECiBBCBgP0pSKEEEIIIWRQQwUQIYSUMMy4RgghhBBCCAGoACKEEEIIIYQQQggpeagAIoSQQYBKHzBCCCGEEEIGNVQAEUJIhubaiqCr4DrMnEcIIYQQQggBmAaeFAmzO5rw0t5ONFSzyRLv+Omda7D7aF/Q1SCEEEIIIYQQ1+FqmhQFT5wxCxcvG4vRLbVBV4WUMG0N1WhrqA66GoQQQgghhBDiOnQBI0VBdUUZ5o1uDroaxCUimdRUKsPSEBPYRgghhBBCCHEHWgAREiIuXDIaDdWlF4dGy+evXIyv/3E7RrfUBF0VUiQwkhEhhBBCCCHOcEUBpCjK2wC8F0CrqqoH3SiTkMHIu8+aE3QVfGFiaz0e2joj6GoQQgghhBBCyKDBsQuYoiijAZwIYLvz6hBCCCGEEEIIIYQQt3EjBtAHANwLgJEaCCGEEEIIIYQQQkKIIwWQoiinAdilqurfXaoPIYQQQgghhBBCCHEZ0xhAiqL8DMBwwU8PAXgQwEkyN1IU5ToA1wHAmDFjLFSREEIIIYQQQgghhDjBVAGkqupG0XFFUWYDGA/g70o6pfMoAC8oirJEVdW9gnI+DeDTALBo0SK6ixFCiI8wnTohhJQOP71zDbYf6gm6GoQQQooM21nAVFX9B4C27N+KomwDsIhZwAghJDwozJ9OCCElx5T2Bkxpbwi6GoQQQooMN4JAE0IIIYQQQgghhJAQY9sCSIuqquPcKosQQggBAJUJJgkhhBBCCHEFWgARQggJPQp92QghhBBCCHEEFUCEEEIIIYQQQgghJQ4VQIQQQgghhBBCCCElDhVAhBBCCCGEEEIIISUOFUCEEEIIIYQQQgghJQ4VQIQQQgghhBBCCCElDhVAhBBCCCGEEEIIISUOFUCEEDIIUNWga0AIIYQQQggJEiqACCGkhFGCrgAhhBBCCCEkFFABRAghhBBCCCGEEFLiUAFECCEktFy7egJa6iqxbmpr0FUhhBBCCCGkqCkPugKEEEK8R0VxBgGaPqIRLzxyYtDVIIQQQgghpOihBRAhhJQwCoMAEUIIIYQQQkAFECGEEEIIIYQQQkjJQwUQIYQQQgghhBBCSIlDBRAhhBBCCCGEEEJIiUMFECGEEEIIIYQQQkiJQwUQIYQQQgghhBBCSIlDBRAhhAwC1OLMAk8IIYQQQghxCSqACCGkpGEeeEIIIYQQQggVQIQQQgghhBBCCCElDxVAhBBCCCGEEEIIISUOFUCEEEIIIYQQQgghJQ4VQIQQQgghhBBCCCElDhVAhBBCCCGEEEIIISVOedAVIIQQQgghhDhjdkcTKsu5t0sIIUQfKoAIIYQQQggpcv7n1lVBV4EQQkjI4TYBIYQQQgghhBBCSIlDBRAhhBBCCCGEEEJIiUMFECGEDALUoCtACCGEEEIICRQqgAghpIRRlKBrQAghhBBCCAkDVAARQgghhBBCCCGElDhUABFCCCGEEEIIIYSUOFQAEUIIIYQQQgghhJQ4VAARQgghhBBCCCGElDhUABFCCCGEEEIIIYSUOFQAEUIIIYQQQgghhJQ4VAARQgghhBBCCCGElDhUABFCCCGEEEKIA544YxaG1FYEXQ1CCDGkPOgKEEIIIYQQQkgxc+mysbh02digq0EIIYbQAogQQkqYlZOGYe6oJtyzaWrQVSGEEEIIIYQECC2ACCGkhKmvKsd3b1kVdDUIIYQQQgghAUMLIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBKHCiBCCCGEEEIIIYSQEocKIEIIIYQQQgghhJAShwogQgghhBBCCCGEkBJHUVXV/5sqygEAb/l+Y28YBuBg0JUgJESwTxBSCPsFIfmwTxBSCPsFIfmwT9hjrKqqraIfAlEAlRKKovxZVdVFQdeDkLDAPkFIIewXhOTDPkFIIewXhOTDPuE+dAEjhBBCCCGEEEIIKXGoACKEEEIIIYQQQggpcagAcs6ng64AISGDfYKQQtgvCMmHfYKQQtgvCMmHfcJlGAOIEEIIIYQQQgghpMShBRAhhBBCCCGEEEJIiUMFkE0URdmsKMrLiqK8pijK/UHXhxC3URRlm6Io/1AU5W+Kovw5c6xFUZTnFEV5NfP/Q3LOfyDTH15WFGVTzvGFmXJeUxTlw4qiKJnjVYqifCNz/A+Koozz/SEJMUFRlGcURdmvKMo/c4750g8URbk8c49XFUW53KdHJsQQnT7xuKIouzLzxd8URdmS8xv7BClpFEUZrSjKzxVFeVFRlH8pinJ75jjnCjJoMegXnC+CRlVV/mfxPwBlAF4HMAFAJYC/A5gRdL34H/9z8z8A2wAM0xx7GsD9mX/fD+A9mX/PyPSDKgDjM/2jLPPbHwEsB6AA+BGAkzPHbwLwycy/LwDwjaCfmf/xP+1/ANYAWADgnznHPO8HAFoAvJH5/yGZfw8J+n3wP/6n0yceB/A2wbnsE/yv5P8DMALAgsy/GwC8kmn7nCv436D9z6BfcL4I+D9aANljCYDXVFV9Q1XVGICvAzg94DoR4genA/hi5t9fBHBGzvGvq6oaVVX1TQCvAViiKMoIAI2qqv5OTY/IX9Jcky3rPwFsyGr0CQkLqqo+D+Cw5rAf/WATgOdUVT2squoRAM8B2Oz28xFiFZ0+oQf7BCl5VFXdo6rqC5l/dwJ4EUAHOFeQQYxBv9CD/cInqACyRweAHTl/74RxgyakGFEB/FRRlL8oinJd5li7qqp7gPTADqAtc1yvT3Rk/q09nneNqqoJAMcADPXgOQhxGz/6AecZUmzcoijK/2VcxLKuLuwTZFCRcUGZD+AP4FxBCICCfgFwvggUKoDsIbJSYDo1UmqsVFV1AYCTAdysKMoag3P1+oRRX2E/IqWGm/2A/YMUE58AMBHAPAB7ALwvc5x9ggwaFEWpB/BtAHeoqnrc6FTBMfYLUpII+gXni4ChAsgeOwGMzvl7FIDdAdWFEE9QVXV35v/3A/gO0q6P+zKmmMj8//7M6Xp9Ymfm39rjedcoilIOoAnybgWEBIkf/YDzDCkaVFXdp6pqUlXVFIDPID1fAOwTZJCgKEoF0ovcr6qq+l+Zw5wryKBG1C84XwQPFUD2+BOAyYqijFcUpRLpoFPfC7hOhLiGoih1iqI0ZP8N4CQA/0S6nWcj6V8O4LuZf38PwAWZaPzjAUwG8MeMyXOnoijLMj65l2muyZZ1DoD/l/HtJSTs+NEPfgLgJEVRhmTMo0/KHCMkdGQXuRnORHq+ANgnyCAg04Y/B+BFVVXfn/MT5woyaNHrF5wvgqc86AoUI6qqJhRFuQXphlQG4BlVVf8VcLUIcZN2AN/JxGQuB/Csqqo/VhTlTwC+qSjK1QC2AzgXAFRV/ZeiKN8E8G8ACQA3q6qazJR1I4AvAKhBOnL/jzLHPwfgy4qivIa0tv4CPx6MECsoivI1AOsADFMUZSeAxwA8BY/7gaqqhxVFeQLpDQcAeIeqqrSQI4Gj0yfWKYoyD2kT+20ArgfYJ8igYSWASwH8Q1GUv2WOPQjOFWRwo9cvLuR8ESwKN9wJIYQQQgghhBBCShu6gBFCCCGEEEIIIYSUOFQAEUIIIYQQQgghhJQ4VAARQgghhBBCCCGElDhUABFCCCGEEEIIIYSUOFQAEUIIIYQQQgghhJQ4VAARQgghhBBCCCGElDhUAP3/duxABgAAAGCQv/U9vsIIAAAAYE4AAQAAAMwFt0gJ522AR2gAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "vibrations_data = pd.concat([healthy_bearing['healthy_vibrations'],real_damage_bearing['real_damage_vibrations'],artificial_damage['artificial_damage_vibrations']], axis = 1)\n", + "vibrations_data.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "efe5a223-618d-4485-af4b-604dad368471", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "axs[0].plot(vibrations_data['healthy_vibrations'][0:50000])\n", + "axs[1].plot(vibrations_data['real_damage_vibrations'][0:50000])\n", + "axs[1].set_ylim([-4, 4])\n", + "axs[2].plot(vibrations_data['artificial_damage_vibrations'][0:50000])\n", + "axs[2].set_ylim([-4, 4])\n", + "axs[0].title.set_text('Vibrations - Healthy Bearings')\n", + "axs[1].title.set_text('Vibrations - Real Damage Bearings')\n", + "axs[2].title.set_text('Vibrations - Artificial Damage Bearings')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "ee8e71ba-b2f2-4d54-ab7e-c927d5a6cfe8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "healthy_bearing = healthy_bearing.rename(columns = {'phase_current_1':'healthy_phase_current'})\n", + "real_damage_bearing = real_damage_bearing.rename(columns = {'phase_current_1':'real_damage_phase_current'})\n", + "artificial_damage = artificial_damage.rename(columns = {'phase_current_1':'artificial_damage_phase_current'})\n", + "\n", + "phase_current_data = pd.concat([healthy_bearing['healthy_phase_current'],real_damage_bearing['real_damage_phase_current'],\n", + " artificial_damage['artificial_damage_phase_current']], axis = 1)\n", + "\n", + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "axs[0].plot(phase_current_data['healthy_phase_current'][0:20000])\n", + "axs[1].plot(phase_current_data['real_damage_phase_current'][0:20000])\n", + "axs[2].plot(phase_current_data['artificial_damage_phase_current'][0:20000])\n", + "axs[0].title.set_text('Phase Current - Healthy Bearings')\n", + "axs[1].title.set_text('Phase Current - Real Damage Bearings')\n", + "axs[2].title.set_text('Phase Current - Artificial Damage Bearings')" + ] + }, + { + "cell_type": "markdown", + "id": "2f9b8fde-b004-4a4f-909c-bf597100505d", + "metadata": { + "tags": [] + }, + "source": [ + "### Real Damage (Extent of Damage Analysis)\n", + "The analysis is performed to understand the effect of the extent of damage in the variations of the vibrations. \n", + "\n", + "The sample visualizations in this notebook are plotted using the below matlab files\n", + "1. Extent of Damage - 1st Level : N09_M07_F10_KI14_1.mat\n", + "2. Extent of Damage - 2nd Level : N09_M07_F10_KI16_1.mat\n", + "3. Extent of Damage - 3rd Level : N09_M07_F10_KI18_1.mat" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "f6ed45de-2e9d-436d-9017-04fdb2a3eca5", + "metadata": {}, + "outputs": [], + "source": [ + "bearing_damage_1 = eda_metrics_data('your_1st_level_damaged_bearing_matlab_file_path')\n", + "bearing_damage_2 = eda_metrics_data('your_2nd_level_damaged_bearing_matlab_file_path')\n", + "bearing_damage_3 = eda_metrics_data('your_3rd_level_damaged_bearing_matlab_file_path')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "78e28502-cb2e-4913-a11c-6c8f9898b67d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bearing_damage_1 = bearing_damage_1.rename(columns = {'vibration_1':'bearing_damage_1_vibrations'})\n", + "bearing_damage_2 = bearing_damage_2.rename(columns = {'vibration_1':'bearing_damage_2_vibrations'})\n", + "bearing_damage_3 = bearing_damage_3.rename(columns = {'vibration_1':'bearing_damage_3_vibrations'})\n", + "\n", + "bearing_damage_data = pd.concat([bearing_damage_1['bearing_damage_1_vibrations'],\n", + " bearing_damage_2['bearing_damage_2_vibrations'],\n", + " bearing_damage_3['bearing_damage_3_vibrations']], \n", + " axis = 1)\n", + "\n", + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "axs[0].plot(bearing_damage_data['bearing_damage_1_vibrations'][0:50000])\n", + "axs[1].plot(bearing_damage_data['bearing_damage_2_vibrations'][0:50000])\n", + "axs[2].plot(bearing_damage_data['bearing_damage_3_vibrations'][0:50000])\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')\n" + ] + }, + { + "cell_type": "markdown", + "id": "68e14da8-c63e-44da-a9a8-ad8a9c027527", + "metadata": { + "tags": [] + }, + "source": [ + "### Artificial Damage - Inner Ring Damage\n", + "The analysis is performed to understand the effect of the artificially created inner ring damage in the variations of the vibrations based on its extent of damage. \n", + "\n", + "The sample visualizations in this notebook are plotted using the below matlab files\n", + "1. Extent of Damage - 1st Level : N09_M07_F10_KI03_1.mat\n", + "2. Extent of Damage - 2nd Level : N09_M07_F10_KI05_1.mat\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "87090dd0-f590-469c-ad8b-541b8bdd8b85", + "metadata": {}, + "outputs": [], + "source": [ + "bearing_ad_ir_1 = eda_metrics_data('your_1st_level_damaged_bearing_matlab_file_path')\n", + "bearing_ad_ir_2 = eda_metrics_data('your_2nd_level_damaged_bearing_matlab_file_path')" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "b1f8f14f-93da-464a-bd7b-ac63acb6456f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bearing_ad_ir_1 = bearing_ad_ir_1.rename(columns = {'vibration_1':'bearing_ad_ir_1_vibrations'})\n", + "bearing_ad_ir_2 = bearing_ad_ir_2.rename(columns = {'vibration_1':'bearing_ad_ir_2_vibrations'})\n", + "\n", + "bearing_ad_ir_data = pd.concat([bearing_ad_ir_1['bearing_ad_ir_1_vibrations'],\n", + " bearing_ad_ir_2['bearing_ad_ir_2_vibrations']],\n", + " axis = 1)\n", + "\n", + "fig, axs = plt.subplots(2, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(-4,4))\n", + "axs[0].plot(bearing_ad_ir_data['bearing_ad_ir_1_vibrations'][0:50000])\n", + "axs[1].plot(bearing_ad_ir_data['bearing_ad_ir_2_vibrations'][0:50000])\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')" + ] + }, + { + "cell_type": "markdown", + "id": "009ec4a9-1baa-425a-b7a5-dfebc61ae584", + "metadata": { + "tags": [] + }, + "source": [ + "### Artificial Damage - Outer Ring Damage\n", + "The analysis is performed to understand the effect of the artificially created outer ring damage in the variations of the vibrations based on its extent of damage. \n", + "\n", + "The sample visualizations in this notebook are plotted using the below matlab files\n", + "1. Extent of Damage - 1st Level : N09_M07_F10_KA05_1.mat\n", + "2. Extent of Damage - 2nd Level : N09_M07_F10_KA03_1.mat\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "ea2e0bff-a3b0-4d59-903a-1378efe6a472", + "metadata": {}, + "outputs": [], + "source": [ + "bearing_ad_or_1 = eda_metrics_data(your_1st_level_damaged_bearing_matlab_file_path)\n", + "bearing_ad_or_2 = eda_metrics_data(your_2nd_level_damaged_bearing_matlab_file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "88469768-bacb-4cf3-bb6c-87f7421825fb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bearing_ad_or_1 = bearing_ad_or_1.rename(columns = {'vibration_1':'bearing_ad_or_1_vibrations'})\n", + "bearing_ad_or_2 = bearing_ad_or_2.rename(columns = {'vibration_1':'bearing_ad_or_2_vibrations'})\n", + "\n", + "bearing_ad_or_data = pd.concat([bearing_ad_or_1['bearing_ad_or_1_vibrations'],\n", + " bearing_ad_or_2['bearing_ad_or_2_vibrations']],\n", + " axis = 1)\n", + "\n", + "fig, axs = plt.subplots(2, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(-3,3))\n", + "axs[0].plot(bearing_ad_or_data['bearing_ad_or_1_vibrations'][0:50000])\n", + "axs[1].plot(bearing_ad_or_data['bearing_ad_or_2_vibrations'][0:50000])\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')" + ] + }, + { + "cell_type": "markdown", + "id": "0c367034-a25f-420b-ab66-8911f73f9d8c", + "metadata": { + "tags": [] + }, + "source": [ + "### Feature Engineering\n", + "\n", + "Merging Damage information with the Bearing Vibration and Current Signals" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1c00de78-7ced-4d06-9b2e-9e85d2ce7374", + "metadata": {}, + "outputs": [], + "source": [ + "damage_info = pd.read_csv(Damage_Info_csv)\n", + "\n", + "def data_prep(matlab_file_path): \n", + " \n", + " \"\"\"\n", + " This function is to create a consolidated dataframe for the EDA from reading the matlab files, \n", + " adding the damage info and operating conditions to it. \n", + " \n", + " Input - Matlab file path and Damage Info file created from the reference paper.\n", + " \n", + " Output - Consolidated dataframe with all the signal metrics, damage info and \n", + " operational conditions for further analysis.\n", + " \n", + " \"\"\"\n", + " \n", + " uncleaned_data = data_intake(matlab_file_path)\n", + " cleaned_data = data_flatten(uncleaned_data)\n", + " consolidated_cleaned_data = data_merge(cleaned_data)\n", + " \n", + " temp = consolidated_cleaned_data[['Name','Data_y']].T.reset_index()\n", + " del(temp['index'])\n", + " temp.columns = temp.iloc[0]\n", + " temp = temp.iloc[1:,:6]\n", + " \n", + " for col in temp.columns:\n", + " temp[col][1] = temp[col][1][:1000]\n", + " \n", + " matlab_file_name = os.path.basename(matlab_file_path)\n", + " temp['Bearing_Code'] = matlab_file_name[matlab_file_name.rfind('K'):matlab_file_name.rfind('_')]\n", + " temp['Rotational_speed'] = int(matlab_file_name[matlab_file_name.rfind('N')+1:matlab_file_name.rfind('_M')])*100\n", + " temp['Load_Torque'] = int(matlab_file_name[matlab_file_name.rfind('M')+1:matlab_file_name.rfind('_F')])/10\n", + " temp['Radial_Force'] = int(matlab_file_name[matlab_file_name.rfind('F')+1:matlab_file_name.rfind('_K')])*100\n", + "\n", + " return temp\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "46d190ae-3cf7-4f5f-bfa9-978e6a62bece", + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.DataFrame()\n", + "\n", + "for name in sorted(glob.glob(Your_matlab_files_folder)):\n", + " for file in sorted(glob.glob(name+'/*.mat')):\n", + " data = data.append(data_prep(file))\n", + " \n", + " \n", + "data = data.groupby(['Bearing_Code','Rotational_speed','Load_Torque','Radial_Force']) \\\n", + " .agg(lambda x: list(x))\n", + "\n", + "for i in range(0,len(data)):\n", + " for col in data.columns:\n", + " data[col][i] = [item for items in data[col][i] for item in items]\n", + "\n", + " \n", + "data = data.reset_index()\n", + "\n", + "final_data = damage_info.merge(data, on = 'Bearing_Code',how = 'right')" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "45982722-5f89-4d5d-bf03-f820f5a5abe7", + "metadata": {}, + "outputs": [], + "source": [ + "def min_col(data,col):\n", + " \"\"\"\n", + " This function is to calculate the minium value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated minimum value\n", + " \"\"\"\n", + " \n", + " return data[col].apply(lambda x: min(x))\n", + "\n", + "def peak_value(data,col):\n", + " \"\"\"\n", + " This function is to calculate the maximum value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated maximum value\n", + " \"\"\"\n", + " \n", + " return data[col].apply(lambda x: max(np.abs(x)))\n", + "\n", + "def avg_col(data,col):\n", + " \"\"\"\n", + " This function is to calculate the average value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated average value\n", + " \"\"\"\n", + " return data[col].apply(lambda x: np.mean(x))\n", + "\n", + "def std_dev(data,col):\n", + " \"\"\"\n", + " This function is to calculate the standard deviation value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated standard deviation value\n", + " \"\"\"\n", + " \n", + " return data[col].apply(lambda x: np.std(x))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "f96673ad-b24a-4964-a1f9-e2e29299ea58", + "metadata": {}, + "outputs": [], + "source": [ + "def root_mean_square(data,col):\n", + " \"\"\"\n", + " This function is to calculate the Root Mean Square value (RMS) of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated RMS value\n", + " \"\"\"\n", + " \n", + " return data[col].apply(lambda x: np.sqrt(sum(i*i for i in x)/len(x)))\n", + "\n", + "def crest_factor(data,col):\n", + " \"\"\"\n", + " This function is to calculate the Crest factor value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated crest factor value\n", + " \"\"\"\n", + " \n", + " return peak_value(data,col) / root_mean_square(data,col) \n", + "\n", + "def kurtosis(data,col):\n", + " \"\"\"\n", + " This function is to calculate the kurtosis value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated kurtosis value\n", + " \"\"\"\n", + " \n", + " return data[col].apply(lambda x: scipy.stats.kurtosis(x, fisher=False))\n", + "\n", + "def clearance_factor(data,col):\n", + " \"\"\"\n", + " This function is to calculate the clearance factor value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated clearance factor value\n", + " \"\"\"\n", + " \n", + " return peak_value(data,col) / data[col].apply(lambda x: np.square(sum(np.sqrt(np.abs(x)))/len(x)))" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "d118cd1a-f26e-469c-8b6c-5eed6a0d1f56", + "metadata": {}, + "outputs": [], + "source": [ + "def impulse_factor(data,col):\n", + " \"\"\"\n", + " This function is to calculate the impulse factor value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated impulse factor value\n", + " \"\"\"\n", + " \n", + " return peak_value(data,col) /data[col].apply(lambda x: sum(np.abs(x))/len(x)) \n", + "\n", + "def shape_factor(data,col):\n", + " \"\"\"\n", + " This function is to calculate the shape factor value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated shape factor value\n", + " \"\"\"\n", + " \n", + " return root_mean_square(data,col) /data[col].apply(lambda x: sum(np.abs(x))/len(x)) \n", + "\n", + "def peak_to_peak(data,col):\n", + " \"\"\"\n", + " This function is to calculate the gap between the maximum value and the minimum value of the signal \n", + " \n", + " Input - Dataframe and the signal name \n", + " Output - Calculated peak to peak value\n", + " \"\"\"\n", + " \n", + " return data[col].apply(lambda x: max(x)) - data[col].apply(lambda x: min(x))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5e18d106-cd56-4e09-a65d-68d5a76b81b0", + "metadata": {}, + "outputs": [], + "source": [ + "for col in data.columns[4:]:\n", + " final_data['min_'+col] = min_col(final_data,col)\n", + " final_data['max_'+col] = peak_value(final_data,col)\n", + " final_data['avg_'+col] = avg_col(final_data,col)\n", + " final_data['std_'+col] = std_dev(final_data,col)\n", + " final_data['rms_'+col] = root_mean_square(final_data,col)\n", + " final_data['crest_factor_'+col] = crest_factor(final_data,col)\n", + " final_data['kurtosis_'+col] = kurtosis(final_data,col)\n", + " final_data['clf_factor_'+col] = clearance_factor(final_data,col)\n", + " final_data['impulse_factor_'+col] = impulse_factor(final_data,col) \n", + " final_data['shape_factor_'+col] = shape_factor(final_data,col) \n", + " final_data['pp_'+col] = peak_to_peak(final_data,col)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d350ed0b-71d1-4fd8-a08e-39efee07a224", + "metadata": {}, + "outputs": [], + "source": [ + "#Expanding the metrics list to form a complete datframe\n", + "\n", + "final_data = final_data.explode(['force', 'speed', 'torque', 'phase_current_1', 'phase_current_2','vibration_1']) " + ] + }, + { + "cell_type": "markdown", + "id": "a3de64cb-d75e-424d-a079-058603328b06", + "metadata": { + "jp-MarkdownHeadingCollapsed": true, + "tags": [] + }, + "source": [ + "### Vibrations Distribution Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "8e2f2a17-c491-430d-8863-e3a17bc1af98", + "metadata": {}, + "source": [ + "#### Operating Conditions \n", + "1. Rotational Speed = 900\n", + "2. Load Torque = 0.7\n", + "3. Radial Force = 1000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04fea90b-3708-40a7-bdf3-e1f3258e366d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Bearing_CodeComponentExtent_of_DamageDamage_MethodDamage_TypeRotational_speedLoad_TorqueRadial_Forceforcespeed...avg_phase_current_2std_phase_current_2min_vibration_1max_vibration_1avg_vibration_1std_vibration_1min_temp_2_bearing_modulemax_temp_2_bearing_moduleavg_temp_2_bearing_modulestd_temp_2_bearing_module
108KI14inner_ring1.0fatigue_pittingReal_Damage9000.71000[926.9576165505946, 927.2627923316428, 932.755...[898.3182764764367, 898.3181414755101, 898.318......0.1170421.722036-1.5411381.6479490.0424120.11305847.72644051.57775949.4120391.125485
120KI18inner_ring2.0fatigue_pittingReal_Damage9000.71000[953.8130852828467, 955.6441399691365, 955.644...[899.3028806328248, 899.3029370770073, 899.302......0.0413341.682632-2.0172122.0019530.0406840.16061428.47595229.50744628.9191590.263781
112KI16inner_ring3.0fatigue_pittingReal_Damage9000.71000[1004.1670891558193, 1004.1670891558193, 1005....[900.037154717785, 900.0346075622703, 900.0320......-0.0052171.700775-2.0843511.7791750.0405720.16683440.10314941.91284240.8964830.505169
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3 rows Ć— 43 columns

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" + ], + "text/plain": [ + " Bearing_Code Component Extent_of_Damage Damage_Method Damage_Type \\\n", + "108 KI14 inner_ring 1.0 fatigue_pitting Real_Damage \n", + "120 KI18 inner_ring 2.0 fatigue_pitting Real_Damage \n", + "112 KI16 inner_ring 3.0 fatigue_pitting Real_Damage \n", + "\n", + " Rotational_speed Load_Torque Radial_Force \\\n", + "108 900 0.7 1000 \n", + "120 900 0.7 1000 \n", + "112 900 0.7 1000 \n", + "\n", + " force \\\n", + "108 [926.9576165505946, 927.2627923316428, 932.755... \n", + "120 [953.8130852828467, 955.6441399691365, 955.644... \n", + "112 [1004.1670891558193, 1004.1670891558193, 1005.... \n", + "\n", + " speed ... \\\n", + "108 [898.3182764764367, 898.3181414755101, 898.318... ... \n", + "120 [899.3028806328248, 899.3029370770073, 899.302... ... \n", + "112 [900.037154717785, 900.0346075622703, 900.0320... ... \n", + "\n", + " avg_phase_current_2 std_phase_current_2 min_vibration_1 max_vibration_1 \\\n", + "108 0.117042 1.722036 -1.541138 1.647949 \n", + "120 0.041334 1.682632 -2.017212 2.001953 \n", + "112 -0.005217 1.700775 -2.084351 1.779175 \n", + "\n", + " avg_vibration_1 std_vibration_1 min_temp_2_bearing_module \\\n", + "108 0.042412 0.113058 47.726440 \n", + "120 0.040684 0.160614 28.475952 \n", + "112 0.040572 0.166834 40.103149 \n", + "\n", + " max_temp_2_bearing_module avg_temp_2_bearing_module \\\n", + "108 51.577759 49.412039 \n", + "120 29.507446 28.919159 \n", + "112 41.912842 40.896483 \n", + "\n", + " std_temp_2_bearing_module \n", + "108 1.125485 \n", + "120 0.263781 \n", + "112 0.505169 \n", + "\n", + "[3 rows x 43 columns]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_data.iloc[[108,120,112],:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "265faa21-389c-40ca-b4aa-63abf5949d98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(-3,3))\n", + "axs[0].plot(final_data.iloc[108,:]['vibration_1'])\n", + "axs[1].plot(final_data.iloc[120,:]['vibration_1'])\n", + "axs[2].plot(final_data.iloc[112,:]['vibration_1'])\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3a83349c-ecf0-4c2c-a3ad-3f567788759c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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wYoh6fvkunX7LLK3a2RLae/Qno6RPL64P7T1K0dTWqREjq7Si/qAk6ZLxa/Tcsl0RjwoIB5MWuRHcQWSWbT+ozp6+qIeBCG1pbAv1Ygzh+vqDi/TdR5dGPQzEwL/fOU9nj1oS9TCGhUW1+9Xb1+/58cUsI/nt+DUaMbLK9/OGqtajPXp97R4d7eaaJY6WJwMatc0dEY8kOkvqEp/B6EX10Q5kiNlz6Ki2NVFLNK6YtBiM4A4iUdvcrm8/sljXvrYh0Ndt6ehWVy8XX+U2e3OTRoysUlObv3Tdf79rnr7+4KKQRoWUvn43bOsEVJrevn5d91qNmios9b0t5plsff1O171Wo8YK+1wzLa07oO8+ulT3ztzq+7mFMn+aDidm/p9ftlPjV1L3L90Pn1imi55dRX20EvX3O134TLVW7jgY9VB8u3vGlqiHEKmhcgXR1++0ce9hz4//xC2z9Pk76XaFylEwuGNmf2Jmy8xsjZltMLNryzEwDG2HjvRIkjbtC3a994evn67zRi8P9DVR2NPJmaL1u1ujHQiyes9lk/SrcaujHkak2jp7tCCgOklhWlh7QE8s3K6RE9dFPZQhZVHtfj2xcLt+PyG4GhTlkh6XbWpLLAut3R98hsL25GtOrN4d+GtnKkeNlCCt3nVIkrRgW/yPIXG2v6NLVev26mdjqqMeii9Hunt136xtZXu/HQc6VLPHewCiVFPW7y28PyYPRIUSJY509+rO6VvU4yO7sJzunL5ZX7xnvjYHfP9RqeZvbdY/Xz1V7TGfoCnWqHm1+tI986MeRll5ydzpkvRZ59wpkj4k6Uwz+3ioowJKsHAbdR8w9NU1t+vReXWeH//K6j0hjiY4e1uPhrJc85fPrdL3Hl/qO7us3PqTF9B9/UNlnjR8t0/drNumbMr7mNTHWcmf61BKP59QvVun3zLr2HIaBGf7/g6Nmleb/0Fkcsbap/8wR1+6t3w3pBeMrdZX71/o6bFW4EB0z8ytunfmVr2wovR6P0e7+zRiZJWeWLC95NdKSQVqm5OB8krx1KJ6/XZ88M12bp+2RW1dvdrqsbj6o/Pq9ImbZwY+Dr+8HsJumrRJNT4ytYaCgsEdl5BabPim5H+cFWJib+tRPb9sZ9TDAFBm33x4sW6ctHHI1a3615tn6WdjVgb+uluTa+a7euI5m4ji3T97mx6cU+BmdghwrrQgbZyCQyt3JGqtDZVuTXFyzqjFumnSJh3u7Cn42EI36ihee1dvWcsElLr0en977mBHZ0+f1jR4y8xOnWO7e0s/17Yc6ZYkPTrf+0TWUHX1qxtisVz2xkkbtac1PpNkHMIG81Rzx8zeaGarJTVJmu6cG1RB08zON7MVZraiubk54GEOb88t26n6HCnYP3h8mUZOXKeWju4yjwoYXsYt31lUXaGwDOVuXXO3cA4BMs3a1KgZGxPtiFlSgFyOJIs+k5wTDq8f6weunqqvP1D+moJhBOwue+n4MuFKv5f2s1/4vd4bMbJKPxtDXa50ff1O/RWcMVuJPAV3nHN9zrkPSTpJ0mlm9oEsjxnlnDvVOXfqiSeeGPAwhy/nnC6duE5ffzB7uuSBZFCnn7N4RVlSd6AiAnK9ff15103nyxrp6evXmCU7snZ1aTzcqT0VVG9BkiasTNShqD9wJOKRABiOWo8ez8Tw0r1l9qYmAqUxxPcyfESxHCSM4MvGvUMvmOwlBnbajf6XH03d0FjEaIamGTWNes9lk3R+CNnYyM1Xtyzn3CFJcySdGcZgkFvLkcLptagMff1O54xaou89XlwL6X2tnVpaV566Qp+8dbb+4fLJWf9tW1O73nvlFE2sbsg6kzV6Yb2ufHm9ns2ybPBjN83UJ26ZFfBoy8tPOPX1tXs0ZsmO0MaC41qP9GjO5qaoh4GY6ujqrdjOcYW6XWU6d/Ry/fCJZcdmqh8vULcizE/l1+NWayzHQEnHv5ehYtS8Wl3xMgXg42rK+r2RvG9nT79umbypIpeOd/b0xarzrtd6OGHq73e66pX1vp7zk2R3wVTGaSGLavfrtBtn6OLnVxV8rKNCTE5eumWdaGZvS/75zZI+Lyl/5UIEoqevX4c78y+9OFgB2R8YKHVjUWynsP+4e57OHrUkyCHltC9P2+DUsoD0g3b6zceho4lt8/DR6AKTI0ZW6XcvBluArph97qJnV+nKlwufFHcdPKIlPgN3FXqfGpqfjlmhHz25XK0xDYhvbWzzFFxwkrp6+3Tm3fO0ME+HntmbmyquMGSUqnceKhjkGPY8xpAmrGzQroPeMhknrtqtK15er8/8YbbaPNSCGapGLxxa215/v9NNkzZp7JKdOuP2OVrbcCjqISHDBWOD7UzmddXXkwu36+G5tbrqlfUaMbJKa5KFjKPm5ZrpvVdO0UdvmBH+YDza6fE4G6b6Ax16enG4AfrvPrpUTW1dvmrL+Z30GA68ZO68XdJsM1srabkSNXdeD3dYkKSLnq3WKddOi3QMrJX0prOnb0DKvJQIAqza2eL5NVbvOuRphiXzfZDfCytKL0DX2dOnZSF3dalrbtenbputczwG7oJeVr+k7oCnpR5xV5v8HXr641c4edamRn3hrnl6eXXuVtPpX+uug0e1aV+brswxW9bX73Tuk8v1nUfLE+yVpD2HjmrEyCotiqAl9E+eWp5ziXIh6Z/rlPX7ghnQMOac0yXj1+jrD/qrKVJ/4IhW1B8/Lw634PQ1r9V4fuw5oxZrxMiq4t8sy2c7YmSVfj1udWBz3lM3HN+Xtu/v0J3TtwT0yshlf3uXRoys0qxNA7MhyrUveb2ZTi3pTy1TmlAdfTFg6XjGR6HfotDkepRGL9yusx9ZHPUwEFNeumWtdc592Dn3QefcB5xz15VjYAh33eZd07d4mmF5z2WTil4+NJycdd+CQYG4bz60yNeF79ceWBj4DMtQs6+1M2sNn7ClFxMMy2fvmBv6e+Rzzqgl+vyd0Y5hqNvamAg8BVW/IJUBtD1HwX0vunv7NXbJDs9B/BXJLkfZlluGbcbGJq3aeaio56b/dms9dn2Jm1wB3cOdPbp04lod6c5+MxJG+nrqRvJAR3FZY2F0OJm1qVHzhlAtmyV1xU0oFPpoJ646Hlwu5WtwzunVNQNn2OdsbtY3H8p+3fPovDqdde+CEt4xHpyTPnbTDPVFNPG5YU+ijs+TC+uz/nvY3YNm+1z2HNsJyQA+pxuranTuk+VfYnnNazVauj3cCce4G24TA374qrmDoeOemVv1lfu9zYAuqj2gbU1t+uI98wM/SDsnPTB7mxpajmjyur36UZaDZGdPX+yL76YyHu6ZsVX7ki0C63LccFXi8WjEyCpVp2UhtR7t0cEsF/WHO3t025RNAwIwQR2AW4/26OM3z9S1BWY+n1iwPdD1ycu2H9S8Lf6yFG6evFF3lWkGc9K6aNbTh+3uGVt815bq73fqyHGDm8IFwUAPz63VFS+v14sxmVUth+6QA8RjluzQ+t3BBZAKLeN7YPY2Pbdsl8aEnDIfV509fXpy4XadN3qFfhDjWjaFvseu3j7dOmVTxXRCnF7TqMlZsuBSAeBMN07aqKZjS0idbp68MTZLdfxqPNyVM5gaFT9B3O7efr3vyil6edXgLNKj3X15J9HunL5F64oIkD+9eEdF1t/J59H52zV7czwDyl290dw7tXR0lzfIzqqsQQjuwJO7ZmzVxr2HA99hdx08oj9M3ayfPLVCP3+mWnOyHCQvfKY68OK7LR3dumnSRs9ZIC+ubNBj8+sKPu6uGVv0i+fyZ9+kru8q7Xj09KL6Y3/+yPXTdeUrGwY95uLnV+vBObWatH5f4Otg25MXvDMLFGa77vUanXVfcLOD335ksfa3+5udfmRune6ZuTWwMeRzyfhgawrFxd0ztursUUt8zRJe+9oGdfZk36f9zmY2t3XpgjErj213Q1XLkUQNqTYPKei/Hb9Gv3yucKHD4e7Kl9cHegxKybUJFwpYeg1o+gl8lhIjDTqT6N6ZWwsG/ePgxZX5A6jjlu/SQ3Nqdd+sbaGPJYggd7PP82Lm+z8yt05ffaC4ZZa5X3foRu+Pdvfpf55ZqX2tiRv2Q0d6sv6+Xk51h45262hPn26o2jjo39531RSd91T+dt6Hi6yb9Yepm4t6XpAqcRPJNebfv7g2Z6Dt4udW6xO3zAosw8w8XkT98Mll+sETy3wF8qp3tvguC9DVG7+l93FBcKfMolhSErTa5nbtOFD8MoB0qRbu+Q4CMzflv7l7btlO3+O5/vUajZpX53np22/Gr8l6EsxmeX32WatMYafOhqk37WTh3OATT1/E9U7ictCfvG6vXlvjvTCcH1EXkcuWZReGc59c7vmx49Nunkr9dO6btVVTNuzTGbfPOVY7oFQd3X5nLb3VBiiX8QVuTitVU1tnLG4Km9pyF7CXvF9c5zNiZFXOou1ea1EMeI5LXBP40dLRo2eXDl7WN29Ls0aMrFLNnoHto59ZukMLtubOnoztso8k55ya2joLLgfsTp63Hp5bG3oQdVdLtAVaDyQbEwR1HRTE+XDqhn265tXBk1a5hHHE+Oztc/Qv10/P+m9TN+zTpHX7dMvkRE+bdbtb9fzyXcfHE+CAwsq8OOSh0cErq3fr5snerrf9cM4NCHREfQ0VhHErdunc0dmvkVLNTvoD2jC81qpLBWn8BJW+8eAi32UBfjNEJzaDQHCnjOqa2/X3l08O7WavGNlSMgv53B1z9ek/zAl+MEXo73e6dOK6QbVtCs22p9Ly+2JwQS9pUGG8KJz/9ApfFzYo7OfPVOsXQzTTIT3LrtCMdBRmb24eUIum2F29ua1LzwTUwvleH9lc/f3uWDZCT1/8CtvHazSlOe3GmTnrV5TLwm37ddqNM0Mp9pz5XY1LuyHMxm8th8/dMVdHfQQub56cveHq9JrEeXDFjoHvf/lL6yu69t8zS3fqtBtnatO+w4UfnJRZyyaXo919GjGyKmuwLJ+4HU/i4GdjVmp0WoZysZxzRS8/qtvf4asj5/ytg4MwZqa7Z0RX2DrVSbXYYPTFz6/WI3MTmfJBbaXOOT08t07vuWxSRXYZ9vs5tHf1DpiEDcKtUwYft6es3xvJ0q98HURBcKesavYmTuxhXLydfussjRhZpa5efyeUX41brQMlpNbGRWppQcqWAGuuFOM+n0tyzht9PAW22keHrSBNq2nMe2FT7GkiiNNLe1dvqDPr6xpaVedz9hnH+a2NUw6/Gb9GZ9w+Z9DPi7ne7CxjJljqgrhm72HNT2Yr7Dx4RNdXxXfZSVD75v2ztmpRbTQXbbkuFp1zvo/nKX39znOr8NSx95mlgwOJpX68YUwoZX7nfuoYRZ3ZWW6pbdprVq8fqSXDD8wevJTLy/K3QsfD3r5+Va3dW/I+3lKBN9SF5PpIHplXp/deOSW89/XwmLtnDDxmNbQcKSkD1c9pc3HyeiBbEMXPksx8AeP+fqdzRi3W3LQMo32tnTmDag/M3nYsOJGqi1mp2fMvFAjOS9KPiqg9VswefsHYan3DZ8fEIDS3Hb9vrdCvMVQEd4owed1ejRhZpYaWIzr1hhn6WoE1wzM3Nur1teFm66TqTNQ2+V8uFVXF/3T1B6JNEQ7aHXmK6RY6ueU7UAZZKDhsQZ04m9o69YGrp+rhubWSpD2t+ZcuFOM/71/gu1tVTJK+AlfsWvoopG68S+kWFYVibnSeC7g71fuunKLvPVZCNkTa9v/4gu2lD0jS7dO26LuPLs06Q1iqYg9Htc3teY/n+dw+bbM+ddvsggGeSyeuPZa1siAtyPT62j0DbnCKPaZu2OMtY2SHj/NwaTV3orW39ajv+g5xt/vQ0WM3fakAcRDnqEfnb9eFz1brtbWlFe4vpT5PPut3t+qM2+eoLYrzlku0+968r03L649nmxWTEe/rbYv4Xj9562xdlaVOYjnH4EV6cP99V03Jedxu6+zVkrqD+sWzx2tcfvzmmfphjqDGxOrj30k5jz9hTEr+bsLago/JVdQ8m/TPeFtTmx6aU+trWd6+w9mvyb3+5kMhwSBuCO4UYULyIPH04h3a396l1Xmq/Xf29OnHT63QRc8eX5qxrL649nUjRlYNiZo96bojro0SRZ2F4wWV/V+pf+Guecf+fLCje8htD9k0tiYO/GOXFH9ze/IVkzViZFUs6moE5WhIXSdWhjC7HJYDHd26Y/qWY0GKOHy9P3pymUaMrMr7mPErG0IP+BdytKdvQCDB776xdPvxbK1Ss1Grd7bowrSL9Ifm1Jb0esVyzumWyZsGBGNKOcQuqk18RoUKsj+3bHDdjJU7WnTRs6t07WvHb8jCnmm+dOK6cN8gyUvdjTD9682zfNd38Kpmz2H99OkVgdXpKmRM2pLR301Yq7rmdt9LgnYdPKIfPrEsa5euVPHegyHdgJW6Sd85fYu27+8YEFzZsKdVI0ZWHVse5MWGPcV1t7vh9Rr9x93z9K2HF5eU/VvX3K76ApMUqf0/14RsoUN4WTsYFem7j5a2/NLPktJyZHw8G9CkTL7zc6nnhfRX/vyd83TrlE0ldR1MDcdr4kCQQUckENwpwQsrCqfGPZO2DnpZ8qCTnk7mVxg3dAc6ugteDGRbn70qgOVD/guMZuf3pq7YtcCXv7ROWxvbtDOITKMSD8j/cv10Xf7S+tLH4VGuz9i5wScXk/nu+NHX73TNqxvUEEKhx1SB5SCXvHX39Wl6TWMsA0bjlu/Up/8w2/Pj02tU3ZKjHkY+Tokb2BEjqzRlffCt2XN1qkt99PmWo77/qimD0sM7e/o0x0cXLj+7aqoW0XWv1eQt9J5Z1Pax+XUDtv1cdQGWbT846N9K2QaLLSqZqytZMc5/eoWqSswMCMKWxnY9PLdWPxuzsizvt2FPa84U+1QmQhiZinEVdBetsGxratfNkzZm3e9+M36Nptc0+goslGLUvIHHxs/eMdd3Q4Hbpm7W3C3NxwqwhiGzSHbQ0r+JSesSx5LpNd6Dzl++1393Oyd3bAmSJB320HEwl8/eMVefybKMOJtcNSVTn8FLIWcOlSSEXfzQke6cReKjVkzLeL+CClIFHew65dppnh4XZgOUYoO2lY7gTsjST/5PLw6mKGc+X7p3vu8Crl+8Z77OHrUk72MmZ5mZzSxiHIViI9bFHsSeWbpTX7hrnv7Nx41zmCaFcCNdjMxr3F+NW33sz147maza2aLRi+r1v2nPDVp3b3BXFv87bo1++vQKTauJvhh2pt9PWJd1icX9s7ZmvSG5/KXjM/abi1j69+LKhmOFHccEVHw4nddOddkc6e7TsrQsE+eka17doB89uTzUG44nFm7XBWOrCz9QiaWHN1RtzJlSLh3fx779yGKd/chiSceD1P0u3OV0I0ZW5S0GG7db8qa2zkGz4IXG6HQ8uFCupcpfvneBpxT7HR7r9ngVREA610tMrG7QiJFVJdVYKfUmw28NsCPdvWrKsbQgmx8+sUyPzKvLG3h7qojCvEF0Q4ujnQeODLgmCFNYn2G2IHi+Ca90pUzoFlL6rlzeo3cY7/b9x5fpnAL3MCifchzH0t8i1/vtOnikqKDtUEBwpwTpqcXlKhbn5cBYTPHENXmWlqXL3IeyZfyElciwfnerWj2mcwc1hl0HjwTW9j0MbSXMFOWS68K/2I/USz2O1bsOHXt9P9/dtx5eFHn3uQPtlVMo8vZpW7K2LQ7i4vP614NvXRqk9GNXXfLGP19AJP1QV+y1ysa9h7Vxb+EAUqq+bL4uf+m7xdYs9UI+eM20Y4UiwzAhoyOa3wDB7M1Ng7azgx3denpxfWDH6xdXNujxBdt12o0zB8yCb2tqCyzDLt+SsV0Hj/jqGuXFvC3Nx7rR+cmyimrJ7lPJSaz6CM+bK3a0aNYm77UO/+uhxTrtppmeX9/LtjR+ZUPkdX3yjTL1b9ua2tWYI7A1d0vzse+zFJkNL7yYs7lJI0ZW6a4i612VQ67PNzMD7aM3ztD3i+z21ni4M5Rai6ljSbGHxaAmEzp7+nTRs9XaXULHpRoP59hs4hpM/cETy3TyFZMH/Czf1xS3XyPs4XT39uvGtAm/XO+Xufx35IS1ZcmkigOCO0XItiN9+PrpWlzrfbboSHfwN+WlmlHTqBEjq3wVt8qsyC9JE6oH3gR09vR5zt7I56z7FuiU66blXMv+uTvmpP0tmAv5T902O7S27+U8Hm9tbNNPnlruqZtaGN3cCrnNZwHVidUN+tI987W8vsVXplrd/sovojll/T7PwZhsNQC8Xsz19zvN2dx07EZm1c4WTd1Q/LZxwZiVWr87mhNrqff1Xm+qs91Q/88z2bN3xi7ZmbXGRSnOuq98s1R+PtLevn6d++Ry/fdjA2dX/3fcal31ygYdKHJypKevX3dM23zs778Zv0bXvz6wq9iK+oP6/J3zNCbjJnVGkRl3jy9ILINZtbNl0KTOp26brR8/tfz4DwKe6fBzER91a3evwpgLun/WNp03emCtw3y8BGCzKRTkKSaoUTbJof/6hTXHSgZker0MEye5brAveWGNJOmeIjvVBS3XksH0TSDf7jl/6/6iAswfu2nmgFqLmYrOXk8+r9hjb67zml8zNzbp9bV7dWOObpClBH0KiVtQJGXeluaSliqVq96XXw0tR7JO0OdaDnruk8v07YcXD/r5K6t3q6mICcnnl+/SuaOXF37gEEBwJ4eGliO6dOI6zdrk/QJw0rq9OvmKydrWVDjKft1r8Wtrm8qw8LNWvL1r8I7aeHjgTveV+xd4XnvpRfoNUfqFQW2z/5nCfDPlYfF6fq/Zc9h3YcRcLp24TjM2Nmmth6h1SwTFLvv6Xc4TUrYT8K9fWFPUbE1mjaKOrl6NW368LtbahkO+XzMs/f1uUMHxjq5eXTB2pT564wxPr5Gov1DcNjRmyQ796Mnlx7qkfP3BRZ5qkbR0ZN9+pmzYp1+/sLqosXiV8wI87c/ztjbnvJlJl35s2XGwo+AN4K6DR/T3l0/O+m9Nhzuzbt+3pwUmCvJw3ChUuLcUi/MsdSl005Ja5bSlsV33pt2slXrzO2peXcHaXqlOjDM3Dayx9JOnV3h6j1z7z9cfXKSzRw2+8FyUZZKnmBniUoMeYXUnSsn87oo9zoQhrGLzKanlWDEst+ZZW4FrH+ec9g7xek/b93doxMgqfePB/B1vvSq0m8/JUtC4s6dPM0OsdRSUbL/buOU7fde68RvguqBM9c/CsGFPqxpagglO5fvYMief4hrc+eSts3XGgEn4/GZvbs7agChz2XRcg3RRIriTw8XPr9Zzy3bqvNErPM82T16/V129/RqXo0BiuueX74q8W0oxMmfCcnW7Su82sqUxftkSqYNBOQsS5xpDNk1tnfrSvfN9j29bU9ug2eQXVuzy1Rax3zlVrd0baKHgBVv35/33pdsPltwloRjXvrZBv59wvN7MkroDngqlp7vspXXBFNhO09fv9O7LJukfM1Jz+4r4Ti58xl8NrpRUcd9Ut5RCUkV+8wXdtjS2F922fF1Da95g54H2Lk9Ffv8wdWBA5epX1mvUvPzdmcYu2akv3jNfvxm/Jmeh41zFujt7+nTaTTOzdiI60uX9JjRb4KqYa5rfjl+jsUXURVq/e+D3eqTI5Ud3BrjMIsxglpRYrviV+wfe+PX1u2OZt17PbXfP2JK1KYFfmbv/V+5fUFQ2nJ9g04iRVXp03uCC5pk1Ln7y1Aq1d/V6XuKdTRjBkqCPzcUotmh5lMYu2TGgm15YstW36u7t951RUkwHtjOSSzerdx7K+u81ew7nXyqbawl7ju04cxn95HV79d4rp+jHT3kLNBcSVnOHn49dqQ1Z6tP9fsI6nTNqSahNJbxsB37fv9Ckrt+aXbl8+d4FZdmHJOnD103Tczk6c33wmmmhL9P1+h3kun5CsAju5JB+wjnscUmR3432omdXaZrPZQ5hzhTlm5nN5YUVDVl//qnb4lFwuFKl2n/77Uj2+Tvn6cx7Bqbwjk5Lz/eSeTFm8Q5d+Gy1xq/wVmPDS4eTRbXlOcGle2V14Y4R+zPq5dw0aZN+9+Ja3zcE0wOeefOzNLKQbCmvR7v7BgSX/R5XvlBCG+FvPlRcIfb/vH+BfjN+zYCfpS87+8gNubOZ0n+/zCWiTy3eoZsmeVsW+OLKBt05fXC2zbamNl38/Oqsz0kFpF5cmf1YWW7jVzboipeDDWr7PS35rUtzpLu3rPXdUvZmCWy2HOnR+6+a6un5a5KZknM2Nw9o1exJlt9tZ0Zh5bUNrQNqD3jlt5vOw3MHBz8zg7RrG1p1SVCZeR6CT845LdpWeKlLEM0Pii2wnZrkynWO3LwvsVz60omJotpxCgFltpTefejooCLlQU2OZQY+f/vimhyPLCx9e9h96GhRNRNr9hxWf7/Tl+6dr/OezL2M46z7Fgyof+Y3iDdrk/eOjbmkb/7FHg4fmJ0/+zFbQ5V0030scV0TcM0Tp8G/d3tXr6fslVzfVqrbWqXoc04tR3pynteP9vTpSAnZjF29fQWXkA9YRhanA1mG4ZLlQ3DHg8yDUa5to5jzf6GDai6vrdmjU2+YXtRzh4PUCa+/32WdMS3n/j1iZJVumnT8AtxLMOQ/7y++dkbmsrh0XgKQTW2JVOzMtH4vxRmjln5hl+tm24vumKa1BsFMuu71Gl307Cqt3OHzhjMpW0HfdPk6Kx3o6Navni8um2hNxrK5Ql3+UnLtc8UcB7JdwAeVnZjvPrWnzwW2TDPdngBqGvgNsrR19WhbU3vez7+uuV3XvVaj3r5+vf+qqfrkrbNKGmMhYc4+S4Oz7nJlvZaiXMfh8TmyG+v3ly9LZvzKBn33saVlafvcXmTjgkK10f7j7nmasbFJzy3zly0ahUfnb/fcqrtUr6wenNV+86SNnrPdU5d8zy3bVVTNxC/dO//Yn5fnOUfmWrYWl+shrzKzWf3ykzWVGRResC2xVM334TfPyeMDV0/N23ky5eG5tcfuD74zaomn53hVzkYfYd3PjF6YKNXx9QcW6Z+u9jahEeZ4UkZmyYJuPNzpqe35MIntENzx4tYpm/T8sp2+otMtHd0aMbJKVQUiwMVGsX/9wupBWQeBGUJb/7svm6RzHg2nRaKfTK1RWdLa456q/UyALa3bu3oDKaqdS1SdYcIS7sWhHStSmKvb2tQN+9TuY8lQpt+/mL+988ur9xRVuNtr69liHxOGQm9738ytOnTU27HkVyUELKXBM+RSohZSNmEEklJOu3GmPn/nXB3MU3Pns3fM1RMLtx8774Z2vkta29CqV5M3lV4C8H5tzQgA+i0in0+5zyS/LbB/S+Hf4DYks2J2HQyv4GrKuaOz3/QVOqa87+1/FsJovMsMWEbdvasUj8yr81wgO19Hu9W7DoUWyPWbFTBcsghymbelObTAZrbaZ5lmbGzSnC2J7KnFdQc0N0tNpGK9Ws7gTkjb0TXJ2rBe6ltGuS2bpNNvmTVs255nQ3Anh8xD/8iJ6/RTjwUYnZO2JZcLrMqxljewgcVcGAWL751ZONspPSMqW/FULzUHCqV1/sv18cicCqsY354Aiyk+vXhHoEW1MxXbWSD3VhDtjpZtGYQXzrlA9rmfjVl5bP12WEGRC8b6L5RY7Fi8PK+7t1+jF24vuARj3e7WgjWkvL734roDumP6Fl2WNhOV78hU6vJGr51nZm9u0nuvnOL5dVcXqLOSK1jS4SGA+PM8XVlqstSBGPTeHjeaAx3dejDPTWGprn51w4C/12bpZJcujABTJZq/NbgbrkyZ9elyyVWTJf07empRvUaMrBpwI7QlhBbW6fxmb3++hOW0Q0HV2r362gMLfWV7BXn+CyOoVHS3rBw/L2oJYpFjKKbjUbFy/VZhZFBKYUw4lrbtLKs7qG89vEib9h3OOTH97NLsNXtySe9UG/VkdW8ANe2GEoI7ucS8DUKYO1KQr/2ZANa7Z3oimSqYz+zNpV8QPr04uMyVdEFvWuePWalH5tZqxMiqrP+eGXXv6u3Tq2v2+L/QiPcuMaRkS0v34smF9fqAj/TZlKBvJMPaVErpAJSta8WOtNpKo+bV6prXavT88vwXOKt3HdL3Hh9Y/DtzuVi6fPtZqoZKscWJs13Y58u48Xqj7Cd4FaVsnTSC5CVTYMTIqkg7RcVp9r/UsWTbU+4v0A2tlGPX1a9u8F8LKYdHsgTkb6ja6CkAWaxC2WylHIcLTYCdeXfu9tx+vbZ2z4D6aZmCqkG3fX/iPQoFVqXStmWv11aBX8cHcOK9uMgl01Eq9HE/Nr8uZyMHP5fBD8zept9m1P3Lxc89yI4Dia5t+Yrjl3rf8JsX12h5fYvOvHv+oJqJqa1wvM+6gLmWnhXTHdKL1qM9+nkRk4Lp4nS+DBPBnSIU2jhK2QcPd+ZfunLpS8l06AJj6O93Oete5OrqErSTr5gceip9MVqP9niaufFaSNvvhUdq+wjqINPX7/To/MIBr5STr5iiXz63KmcQwO+BOehgVTGfS9DBhKhju34/gtbkmncvS53M/M0gFjMhEtbnV+wsW67h/G7C8eUlqWWDHV29auvs8bUs6ZG5g5ddphz2UK8jyM9rbcAFK4OwMEfHkFIOgf90lffMomJlFjDOJeglp/ludIPS3+9086SNnmouee1clN69LPXdNrV16tsPD24Zn0/qua1He3JnZQZwAq3Ze1jf8jm2dF722wMd5ctOKKdN+4LLSrr4+dX6wl25g0X/nvZvmYEZP1tBh48geimJALmeujtjX/O/jGvwEwYWVC79RPL6Wv/FhKO8X861tDzdk2lNRTK1Hu3RNRlZlbn8YepmjV/ZkDWr38v1wuKMpWJnP7JYP3xima58JfH+E6obiqqDmKqz6fV78NuJLi7GLtlRsLh3IVFnGJULwZ0QPL5gu/4nTyp5Pl+6Z37ef5+0ztuG/ej8Op159/ysgZxvPJi/W01QQYdil8qE7bKXBhfjKoWX9ajZePqY0x60L88yqVRrXj9yXejkStncmOf3DDLdeHl9i+9uOilBFUKOOknJ78m32Is6L4G8W4uoDbJud2tJLZGD5nf7/Odrpun55fErcurlt/j2I4t15cvr9dqaPfrQddM8L9MLM6B53uhgWv2m83OjVmk+e4f35TOLag/okSw13QpZteuQHplXp1+NW+37ublkW9Jx0bOris6wOuXaaQOW/M3a1Kju3n7dNX2L7vW4xDCfzBo0r67ZMyBAVYjXXcbrDUW+w3FnT1/R59ll2w96WoKW/vKlXgb6Pf7nWw6Ufj5sLGG5eL5aPJnec9kk36/f71ze5Ti3TSmtcHGQgsyuSH+tYrfRqCbUbp+2RaMX1Q/4WaHryDunbxn0sxuqagq+13cy6n8u3X5Qc7c0a16y1s+TC+v1Xw8VH2yOUqQ1d4ZLOo4PBHdyKPU4U6hLQi7Zlg4UI7WkaHdAr1eI3zof5ZiZ/NoDC7P+vCpjZqLcbbq3pq3Dr9/fkXM5VaaWPMVHi13W4UddjrTWMI6rl6cF4Ly8fuqC4vrXC59g0+V67X+/a55+7aOtr9+PoKevv6iCtbne5+xHlqi3r99TkCfba4Qxm/H7CYWLrgYlrHXzlWrMkh36xXOrdOhIz4DjjVdcKoVjxMiqY9cGQSwdLk3iWJG6Gb3B57Ezm2wX2V4zYNPlOoqdN3qFvvf40gG1o4K8Kfzlc6s811YspwPtXXrvlVP0d5ceDzh4vYl2zunbjyzWfz+2tPCD05RaEParOa6/ShX1xEs+X7l/4YBOW9l8J63D41C8J/W7tMerXJ3J8tl18Ih6+vr1hjx3ur39A68dJq/bW7DI8/bmwdfC+brUxoGfjmbFSN+UC23XnT19nlrVh2Hf4c7QO2PGAcGdClXonHA0xE4nmaZt2OepzsfSuuMpiW//8zeHOSRJhYt8pqQCas45LardH/qO//W0zKmwa0aUI3A1dUPwBZ1X7zqUtbNPLqlHVu845Pk5ff0uZ8BKkiZWh9di91sPL/ZVsLaQzY1tRRUnjPra8h+vmBzI/tYWQBFpr1mRYQr7ksPrDFdQNx39/U4j8wT5hsrNjcm0coe35c7L6w/qpVWFb4DCvv6cljxup97msQXel/bm4qeDZDbpm0OuoGRmgwS/H1OhDJZ8GbKZqtO+8zBnj8ekda70c1OUvg0Vm2EcN4X2Cy9BqTCXZmxpbM+7US5OXgdf8sKawDtFRXXPmv5prqwvT9kHLz5122x999Eleb/vzM9s5qamot6r9UiP54naYvj5aqMKNLUe6dHNkzaqry//aN975RT9R55lmGEbBrEdgjvFiMOavTAviv2+tJeWg5J0dtqMxZ+8qbyb3qo8dYacc+rvd3pt7V5999Glx064pRRv9SLs2jbtXb367qP+Zuviom5/h+6YHm4K8z0ztqguywxMMa57vebYNpYvKHXajTO0fner58CjX55agmd5XFSdebp7+4/VNti+v0MvrAhnKZSXzyVVD+HFkGYeA1GmrymoG9Xm9q7Il7eVa8v+1sP5lzun83JT9+Onws0geXl1eMFrX9J2zvTvKr0TS5BmFXnzls0l49d4CgaVeny9e8bxTCW/2amV5NCR7rzXalLhz3J+DIrB55s0kqSpG/ZpQrX/80wQR+Xt+zuKXvaey7PL/HVZeiF5TvCT7ZHJ6+OX17fkfWxQ9dJy1TiNwlfu89cSPIhz5Pyt+3XRc9V6ZF6dp8m2QvuIH9HfkcdPwTtsM3uXmc02s41mtsHMLi7HwKJW6ZG9UmbQ4rR+8e4Zg9e2FiNfYeffT1ind182SbuSxTNTRTT9tgX0K+xP+RfPFlf3KS78Fk7r73e+ZieXBzzDlMrIev/VuTNymtq6fLc599PNxcth63N3zNWCHAVuo3TWvfP1uxfLt5Qrly2N4S8ZzSff4TfM01JbZ0/Bgv5eX2co8JNR5veUmZl9ErS+fqcZG71nVO44ENyFdorXT++ZpTsH1Vvx9XF6/J68djTze+3XUaDeXdDXkplFWYMU9KVf42F/S2m+8+jSAZnNQ9XPxpTW8Sedn++sr9/pjNvn6MJnqwO9/vSatZgyz2PXxnz87FdhXWunnyO8NE4o7b28PzaITGa/zh29PLLAatW67EXAo5q0jAMv6RO9ki5xzr1P0sclXWhm7w93WCgkiAJ9heQrcFcqryeD9BmrIGTW20n3StpMZtAzG0Hwe6DauDe4bhaFeA0ITlm/T2fdl39NejGck3pD3F796OwJdi1xKd1cCvF6fPB7kV4MPwVyf//iWv3dpd5ToON+km9qK+7z9VKH4EBaYDvf133vrG364DXTihpHugvT2odX8iRJubpKhuHR+XUFsxJT1xDOlfdckWnTvjaNKzG7q9Bx7KE5tTr5iinHMgaGgkrYt/y2Lc7XtCEluqVH8Zn0TDewW1Z+qWuksCZ3nHNa03DI++MHPDfw4RwT9IT1lA2JicfpNcGXJMimw2OwJkbz8mWV3rzngdnbtLc1f63Z4fA5FQzuOOf2Oueqk39uk7RR0jvDHljU4n4zUI6NM6ismWxunpy7A4+XGdOdB7y1qE3X0dWrC/Nks6TXLHnIZ3ZF0Qr8qpVyDPI6yz13S5PW7/aWXWPH/u+lorKnl6xYDS3+t/cgxe2maNyKXb4uBuN+I9RSRLHDrt4+feKWWQUf95O0ArFezxulHHe2JWuljBhZpStezt+ZMF9GZdR6CtQNKFaY2+K45bv0zNIdno4Xfq8hxizZoZOvmOyrFppX2TLGvN6QeRlNquNf6qYsn32HO3X71M2akFye+fKq/MvXvHyfszd5y1SolPO9V34bbXgR1NbXVIYJi+Hm6cU7tGmft0BxX7/TY/P9dfk73NlT1KRzWPtVMdv3y6t2+/od5mxu0j9dPVXLthfO2Ovpc4EvD1sUwyzvfP4wdbN+PrZaPX39+t8cnSDjtDolLL4Kn5jZCEkfljSokIeZnW9mK8xsRXNz1F0gwjUMtgtJ0kKPO3XQn8evX1hT8DHFZH+MnOi9BbrXFO6w7SpTt7Mz746uuFkuYR2AfzO+8PYVpmJ+r0//YU7Bx3zillm+06O9ypX2WkhtGbriDTWb81wcp18UVkKHsBkbg6tvUowxS3aUZalfXC4Jtu/v0OUvrfcUcEiN2SlR66SQq15Zr67efu3v8FaL7hsPLvK9PLyYVtwvrNilsUu8L6H2clt1/+xtumT8GvX1u0BaxZezwUU6v5OUQQcewwhkBlGA3yz8ZhZhKHTp0F/gs9nvs46kn46ezjlf1x+vrN7tORCU8sFrpg3opBqGsI/lvxq3Wk8vrvf02EXb9mtusk36So+ZpGfeHWxm/BWvrA/09cqhs6dPK3e0qDZH9mpvRJ26yslzcMfM3ippgqRfOecGhQadc6Occ6c650498cQTgxwjsgjzAJQ6gXg9hT65sN7za3uJWL9UYKZMKm59a6qmTi7FtAosafmWqeAXmX4D5/eaxksMobevX719/b5PssWq3+89A6WtM9F9oFBrUcnfRWysC+bmkNpvgg54pS/NyKfY7eNzd8wt6nlBi3vmTkpzW5duqNqY89/LdpNYwma2p7VTUz1kSJTDlS+X78I0TrOBXjb3Paklfc75mvjwY1ORHZr8fJRhdobx05kqiK+/0UPHw6g3sxUB14Dz60dPLo9V8dpyKnQeu/ylYI93230UvfVbI/FIkdfOzy/f5TvAF/U+k8lrkO27jy31dX8Fb4LeT+LIU3DHzN6kRGDnGefcxHCHFA9xvxnw3NI2NnOKCbdP89YByWvWkB9ev1I/J4LLX1qnG/PcjKXLXEoW9jfj5fX/6eqp+lcPSzuCkmoD6oWfi/a47K9eWmHGaY+M20VPpdm+v0Prd7dG8t7FbPKrdh7y9LhSzxtBFgytBHEK7EjxOR6WIoyP1O9LeunYVb2zRQ0tR0oeb2dPnx6a4305eFRf8aUT1/lejnLH9GCX+KeyEzp7+oqutTdtQ3nqpQQlyA6bpuD3r72tnb5es5T3P3y0V6dc670+nJ/j8xA4dPq2Js+2Fa8zmzc9ff1am6f206tr9pRvMBHx0i3LJD0uaaNz7s7whxQPuS6OjhTojDAUmKTWIrJYvJi72duSvf9+bGnBJR2vrdnjefnUHdM25z2AFau2ud1zVsMX78my9CniuiFdvf1q9jBbONREeXCfs7m4pSqb97XpR08sC3g0/k3xOUMXtFTLcj/CumA74/Y5Ostn29EoxaXoeCXY1uRvSWEQy0WGomKz/sII7hzt6fO1LNdLwdTfvbhWn7x1thpKXEI9elF9Sc/PKoRNcmtTu55YsN3b2yf3iXlbwinV8N4rpxxbtuKX32uAfRHX6PnaAwuz/jyVMROH2ih+dtnMCQQ/2dfFXAOEYeySHVEPoWiTk0vtJxdYch+3iQsvaps7dNOk3HVdo1omW04neHjM6ZK+L2mdma1O/uwy59yk0EYVY6+s3hPabPe2Ju8XQWHubhOqG/TcsugLqH6xwNrRXzy3Sj/79Ls9vVa5lh3l09Hdp1+/sDrqYQxJfq9hf+lhRjYsxSwpfINJPxuzQvVFFBIPWs2eYDNVDh3p1l+99Y89P/70IjLNuPEeWr50T/Ad9zL5rRfjNW5WnmYN3t/D92h8POHa12r8vvoxYWQdLwqxjXiph5hKqKHll1M8j73FbFln3D4n6GH4lu/ew0/Aw0m6Y1rhbCp/TQucryLomQ+duqHRU+azJE9L9dO9IaQbpmqPmbBBKKZsRD4/f6Zar150uu6Zmb8jcZxCOxUYZ4qMl25ZC5xz5pz7oHPuQ8n/hmVgJ2wdXT6iiSFu5GEGdmqb2/XsUm/FD7s9rHdv9NAKOE4mVg+sJ9Tss8Adcot7h7s4+mlaJ6WofOSGGcOiwF2QirnI8ZN1GveLqJoia7kMF2HeT+/y0blvc6PfSZXjA4/7NhgVP0Gv7r5+z0HHUDjpk7fOjnAA2fltVNF6NJxMdr+C+i67e/s1xkPWid9rKn+ZO+XjZ5+J62Gn1MzAbNo9TDTG4Ti840DHsK2zVSxf3bIQLj/rkts8zv7HYcdM19Xbr8sCrHYfRnpduT4yM9MfpnqrQSQVcaIt45dfqEsD4qmYooae63352P7mbw03pXxFffBdxPKt6Q6byd8NfFNbp0ZO8H7cHb8i+szNKDnnf9Y6TsIczn89tDi0105NLFnsqgXGj5dt7pO3zvaVperktKL+YKDbc1yW0KTz0rQjXV1Muj7eneMeYdqGffFYPlOmmjt+xeGjiSMve3mYR+K9rd6ODZ/+w5zAu4ANdQR3csi10e8OIXqaWvMY1rpkSfrwddM0ap73Yn2VYmpYRfHKcK0e5gmnrrk9lIuqW6ds0vWvD061X7gtvHR3L5xzQ6KIaC5O8l3EMixet9u2Tu+znWHXMxgXQrDiK/dnr4EQR9sa2z3XkHlsfp32t/tbkoR48TMREIfjZovPJXBDUVjfQ1WBmhrpXl+zV998eLH+55nqvI/zWqcvBptWIL7+4KKohyBJqsvRvWrc8nCC8V++d4GvjrD+MmSGb8Rl+fYWLfHRXGSo+tebZ2lRrfeJvbBqwQ5FBHdyyDVzcf/sbYG/18+fqS7Ypjud13Wp6VqO9OQtMIX4+vydczW9ptHXxd85o5aEMpaH5tTqcY/FFMupUi8it3pctuCcz2WbIfJai8RPGvGlIbViHsr83BC3Hu3xvJQpXyv24cRP8H2Ox0YB5eIr68jj0TPMINAj8+oG/3CITLeHNWlXTO22QuoPJIIHhdpae1nSI8Unoy2MZhpxE9be4n9pZWE7Dxzx1Tm1VLHIakqzrP5gaNfofnjZPcP+6L776FLPj816nkBWBHeKMGld8N1i/AR3/CLa6c+GPYdjdRDZ1tSukRPW+nrOcKgGn8lvAdQ4+MJdWTqo5RBmTaGl2w96fuzTiyu3Q8RQ0e+kz/go8PnzAjPxKM0lPjowleN+10+NkPW741nLIF63Y8V7YmGwkyGpm604FPiN0h4fmckvr/a3DAvHLfTYhcs574GAdbtbfS+NK4WfY0nfMOoo6eWa8kAFXleD4E5shHU4MUnnPbU8pFcfmvy01iznacDPew2VC2OvnJO+9XB4tSCiFrOJJwAxNs1DC++46cyYkOCYl19civzmE+b10ephkI3jVbbuU0HxWhdy3tbm2F53+vlsJpYx6BQHhbKavC7BRLwQ3ImJMGfzNqal44eZITQcdfUU3+XHT2tDvy1F45aGGjYnF8vCjUFxLrw16mHW+gIqUTGFxr0aPvPC/twxbeBN5KoythkOU9CJAJv2Bb9MJqW2OXtNl2KFeV2bGQwc7qK+5Ju/dX/kY8gljHH5qUUUVzFZNYkQENyJicaQC4qmfOq2+LWlrGRhrEcGyongDjDQ7kNHQ5uF9tO9aDhZVDu8C4zeNcN7t9Tu3uInlcppZ4iTib9+wftSyCcX1utA+9DNQJi1qclTW+vhKoyJsfddNSXw14xCTONxKBHBnRzKHdH0s2Yfw49z7lixQy8qIWU7UMxAFO2xGBbIBqL2trf8UdRDGFY27Iln7Z84+tYjQ3cJclieXFgf9RBCdeUrG6Iegt4Q09Sdjph0Go0bLpuHLoI7w0CYKeYoDyfpf8cRAASAcrjy5fVRD2HYGnaTEz4Nh+5PqDzPh9SSvVS5WsgDQxXBnRzC7ExTTn5SVxFffurzDEdDY2/Nbzh2QAMw/Nw6ZVPUQ8AQE9OkEiAyP3xiGfvFEEVwJ4ctje1RDyEQ3BBiOFi1syWU193XWp5aWAAAIBzcwwIYLgjuAKh4F4ytDuV1P37zzFBeFwAAlEdnhRShBsqJzJ2hieAOAAAAgCFp1Ly6qIcAxE5HF6s7hiKCOwAAAAAADBPbKTY9JBHcAQAAAAAAqGAEdwAAAAAAACoYwR0AAAAAAIAKRnAHAAAAAACgghHcAQAAAAAAqGAEdwAAAAAAACoYwR0AAAAAAIAKRnAHAAAAAACgghHcAQAAAAAAqGAFgztm9oSZNZnZ+nIMCAAAAAAAAN55ydwZLenMkMcBAAAAAAC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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(0,6))\n", + "axs[0].plot(np.abs(final_data.iloc[111,:]['vibration_1']))\n", + "axs[1].plot(np.abs(final_data.iloc[123,:]['vibration_1']))\n", + "axs[2].plot(np.abs(final_data.iloc[115,:]['vibration_1']))\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b304c80-8bb7-4432-9453-6114b5dc8c5a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,3, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(-6,6))\n", + "axs[0].boxplot(final_data.iloc[108,:]['vibration_1'])\n", + "axs[1].boxplot(final_data.iloc[120,:]['vibration_1'])\n", + "axs[2].boxplot(final_data.iloc[112,:]['vibration_1'])\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a588f337-7ac2-461b-9a6b-e62e83c2247c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "plt.setp(axs, xlim=(-7,7))\n", + "sns.violinplot(x=final_data.iloc[108,:]['vibration_1'], ax = axs[0])\n", + "sns.violinplot(x=final_data.iloc[120,:]['vibration_1'], ax = axs[1])\n", + "sns.violinplot(x=final_data.iloc[112,:]['vibration_1'], ax = axs[2])\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "668bea54-76f9-4fd3-99e7-9e80965a48df", + "metadata": {}, + "outputs": [], + "source": [ + "def moving_average(x, w):\n", + " return np.convolve(x, np.ones(w), 'valid') / w" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38b65d6b-8734-49ba-b697-7d2d70e93fb9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "plt.setp(axs, ylim=(-0.1,0.1))\n", + "axs[0].plot(moving_average(final_data.iloc[108,:]['vibration_1'], 1000))\n", + "axs[1].plot(moving_average(final_data.iloc[120,:]['vibration_1'], 1000))\n", + "axs[2].plot(moving_average(final_data.iloc[112,:]['vibration_1'], 1000))\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff8b4271-8710-4bd5-be85-c296923420bb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, figsize=(20, 12))\n", + "# plt.setp(axs, ylim=(-0.1,0.1))\n", + "axs[0].plot(moving_average(final_data.iloc[108,:]['vibration_1'], 60000))\n", + "axs[1].plot(moving_average(final_data.iloc[120,:]['vibration_1'], 60000))\n", + "axs[2].plot(moving_average(final_data.iloc[112,:]['vibration_1'], 60000))\n", + "axs[0].title.set_text('Vibrations - Extent of Damage - 1')\n", + "axs[1].title.set_text('Vibrations - Extent of Damage - 2')\n", + "axs[2].title.set_text('Vibrations - Extent of Damage - 3')" + ] + }, + { + "cell_type": "markdown", + "id": "4cde7e02-33b7-425f-b384-464d3eac26c1", + "metadata": { + "tags": [] + }, + "source": [ + "### RandomForest Classifier Model" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "ecc0970e-2679-4d0e-8d8b-27320107f7f8", + "metadata": {}, + "outputs": [], + "source": [ + "for col in final_data.columns[:8]:\n", + " final_data[col] = final_data[col].astype('category')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "f7d17f5b-9610-4439-b26c-4d4ec4db96c9", + "metadata": {}, + "outputs": [], + "source": [ + "categories = np.array([0,1,2,3])\n", + "final_data['Extent_of_Damage']= pd.Categorical(final_data['Extent_of_Damage'], categories=categories, ordered=True)\n", + "final_data['Extent_of_Damage'] = final_data['Extent_of_Damage'].fillna(0)\n", + "final_data = final_data.reset_index()\n", + "del(final_data['index'])" + ] + }, + { + "cell_type": "markdown", + "id": "330f4013-c4d0-4f4d-b107-0d9584febeb5", + "metadata": {}, + "source": [ + "#### Random Forest model built using the phase current and Vibrational Signal alone (Version 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "ff0c6d93-dc76-46bb-923e-6646b67a3b1c", + "metadata": {}, + "outputs": [], + "source": [ + "X = final_data[['Rotational_speed', 'Load_Torque', 'Radial_Force',\n", + " 'phase_current_1', 'phase_current_2',\n", + " 'vibration_1']]\n", + "y = final_data[\"Extent_of_Damage\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "1b0b3561-ca87-4205-955f-e7caed7a87a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Rotational_speedLoad_TorqueRadial_Forceforcespeedtorquephase_current_1phase_current_2vibration_1
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" + ], + "text/plain": [ + " Rotational_speed Load_Torque Radial_Force force speed \\\n", + "735995 900 0.7 1000 1062.760839 899.685566 \n", + "464740 1500 0.7 1000 936.418066 1499.726025 \n", + "1068755 1500 0.1 1000 1136.918554 1501.677162 \n", + "2006581 900 0.7 1000 1104.569921 900.106254 \n", + "609488 1500 0.7 400 421.891699 1499.273422 \n", + "\n", + " torque phase_current_1 phase_current_2 vibration_1 \n", + "735995 1.235852 -0.267247 -1.943742 -0.021362 \n", + "464740 1.088055 -2.153132 2.083565 1.016235 \n", + "1068755 0.631319 0.148777 -1.241185 -0.601196 \n", + "2006581 1.292893 2.364588 -1.650321 -0.082397 \n", + "609488 1.335325 -2.445864 1.518075 0.003052 " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b03937c-6722-4bc1-a49c-4e5c53fbbc72", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.15, random_state=20)\n", + "\n", + "clf_v2 = RandomForestClassifier(n_estimators = 100) \n", + "clf_v2.fit(X_train, y_train)\n", + "y_pred_v2 = clf_v2.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "47302621-3965-442f-864f-83b3cef76135", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Accuracy: 42.82 %\n" + ] + } + ], + "source": [ + "print(\"Model Accuracy: \", round(accuracy_score(y_test, y_pred_v2)*100,2),\"%\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "209ef7fb-73e1-42a2-bfe1-80c3c6e4108b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MzP7bts5z54cQJoUQPgwhDKvTvlsI4b3sc9eFEEK2vSSE8M9s+8gQQu866xyf3cfEEMLxG/PaOUiWJElSQ7gLODDRdh7wQoyxH/BC9jEhhO3JzIzWP7vOTSGENZO530zmGhv9src12zwRWBxj7AtcA1yR3VY74CJgTzJXhL6o7mD8szhIliRJymNpChrk9nlijC8DixLNhwF3Z+/fDXynTvsDMcaqGOMUYBKwRwihK9Aqxvh6zEzRdk9inTXbeggYkk2ZhwHPxRgXxRgXA8+x7mB9HQ6SJUmS1Fg6xxhnA2T/7ZRt7w5Mr7PcjGxb9+z9ZPta68QYa4ClQPsNbGuD6nUKOEmSJDWeGCHVcBcT6RBCGFXn8a3ZKyvnYn1FznED7bmu85kcJEuSJGlTWJDDxUTmhhC6xhhnZ0sp5mXbZwA96yzXA5iVbe+xnva668wIIRQBrcmUd8wA9kusM+LzOma5hSRJUt4KpBvolqPHgTWzTRwPPFan/ajsjBV9yJyg92a2JKMihDAoW298XGKdNds6HHgxW7c8HPhmCKFt9oS9b2bbNsgkWZIkSfUuhHA/mUS3QwhhBpkZJy4HHgwhnAhMA44AiDGOCyE8CIwHaoDTYoyp7KZOJTNTRhnwdPYGcAdwbwhhEpkE+ajsthaFEH4HvJVd7tIYY/IEwnU4SJYkScpTkQatSd6gGOPRn/HUkM9Y/jLgsvW0jwIGrKd9FdlB9nqeuxO4c6M7i+UWkiRJ0jpMkiVJkvJYykw0J75qkiRJUoJJsiRJUp6KBNIx55knvtJMkiVJkqQEk2RJkqQ8Zk1ybnzVJEmSpAQHyZIkSVKC5RaSJEl5KgLpJnIxkc2Nr5okSZKUYJIsSZKUtwIpnAIuFybJkiRJUoJJsiRJUp6yJjl3vmqSJElSgkmyJElSHrMmOTcmyZIkSVKCSbIkSVKeijFYk5wjXzVJkiQpwSRZkiQpj6VMknPiqyZJkiQlmCRLkiTlqQiknd0iJybJkiRJUoJJsiRJUt4K1iTnyFdNkiRJSjBJliRJylMRSEdrknNhkixJkiQlOEiWJEmSEiy3kCRJymMpM9Gc+KpJkiRJCSbJkiRJeSoSPHEvRybJkiRJUoJJsiRJUh5Lm4nmxFdNkiRJSjBJliRJylMxQsqa5JyYJEuSJEkJJsmSJEl5zNktcmOSLEmSJCWYJEuSJOWpzDzJZqK58FWTJEmSEkySJUmS8lgKa5JzYZIsSZIkJZgkS5Ik5amIs1vkyiRZkiRJSnCQLEmSJCVYbiFJkpS3nAIuV75qkiRJUoJJsiRJUh5LOwVcTkySJUmSpASTZEmSpDwVI6ScAi4nJsmSJElSgkmyJElSHnN2i9z4qkmSJEkJTSpJjgWBVHlJY3dDTdTbF9zU2F1QEzZw9amN3QU1YR2mz2rsLqipqsrvet1I8LLUOTJJliRJkhKaVJIsSZKkTct5knNjkixJkiQlmCRLkiTlqQjWJOfIJFmSJElKMEmWJEnKY86TnBtfNUmSJCnBQbIkSZKUYLmFJElSvopeTCRXJsmSJElSgkmyJElSnop4MZFcmSRLkiRJCSbJkiRJecya5NyYJEuSJEkJJsmSJEl5ystS584kWZIkSUowSZYkScpjJsm5MUmWJEmSEkySJUmS8lTEK+7lyiRZkiRJSjBJliRJymNecS83JsmSJElSgkmyJElSvorObpErk2RJkiQpwUGyJEmSlGC5hSRJUp7ystS5M0mWJEmSEkySJUmS8phJcm5MkiVJkqQEk2RJkqQ85WWpc2eSLEmSJCWYJEuSJOWxaJKcE5NkSZIkNYgQwlkhhHEhhPdDCPeHEEpDCO1CCM+FECZm/21bZ/nzQwiTQggfhhCG1WnfLYTwXva560IIIdteEkL4Z7Z9ZAihd659dZAsSZKUx9KEBrl9nhBCd+AMYGCMcQBQCBwFnAe8EGPsB7yQfUwIYfvs8/2BA4GbQgiF2c3dDJwE9MveDsy2nwgsjjH2Ba4Brsj1dXOQLEmSpIZSBJSFEIqA5sAs4DDg7uzzdwPfyd4/DHggxlgVY5wCTAL2CCF0BVrFGF+PMUbgnsQ6a7b1EDBkTcqcS0clSZKUh2JsOvMkxxhnhhCuAqYBK4FnY4zPhhA6xxhnZ5eZHULolF2lO/BGnU3MyLZVZ+8n29esMz27rZoQwlKgPbDgi/bXJFmSJEmbQocQwqg6t5PqPpmtNT4M6AN0A8pDCD/YwPbWN7qPG2jf0DpfmEmyJElSHmvA2S0WxBgHbuD5ocCUGON8gBDCI8DXgLkhhK7ZFLkrMC+7/AygZ531e5Apz5iRvZ9sr7vOjGxJR2tgUS4HY5IsSZKkhjANGBRCaJ6tEx4CTAAeB47PLnM88Fj2/uPAUdkZK/qQOUHvzWxpRkUIYVB2O8cl1lmzrcOBF7N1y1+YSbIkSVLeajpX3IsxjgwhPASMAWqAt4FbgRbAgyGEE8kMpI/ILj8uhPAgMD67/GkxxlR2c6cCdwFlwNPZG8AdwL0hhElkEuSjcu2vg2RJkiQ1iBjjRcBFieYqMqny+pa/DLhsPe2jgAHraV9FdpD9ZVluIUmSJCWYJEuSJOUxL0udG5NkSZIkKcEkWZIkKU9Fms7FRDY3JsmSJElSgkmyJElSvoqZS1PrizNJliRJkhJMkiVJkvJYGmuSc2GSLEmSJCWYJEuSJOWpiPMk58okWZIkSUowSZYkScpbwXmSc2SSLEmSJCWYJEuSJOUx50nOjUmyJEmSlGCSLEmSlMec3SI3JsmSJElSgoNkSZIkKcFyC0mSpDwVo+UWuTJJliRJkhJMkiVJkvKYFxPJjYPketKx/XJ+ecartGuzinSEp57bmn//Z7svtc1v7Pcxxxw+FoD7HtqR50ZstdbzPz1xJMP2/5jDfnDMl9qP6s/VZ/Vk5POtaNOhhltf+hCAl59ozb1Xd2H6xFKue+ojtt5pZe3yk8eXct25PVleUUBBAVz/1Ec0K4289GgbHri+MyFAu87VnHv9VFq3T/HwXzvyzH3tKSyKtG5fw9l/nkbnHtUA3P67rox8oRUxHdh13wpO/d1Mgp+bTVazohpu+9FjFBelKSxI88L4Lbn1pd3p13kB53/7FZo3q2bWkpb89uEhLK9qRv/uc/n1t18GIAS49aWBjPigD82brea2Ex6r3W7nVst5amw//vzMXpx94Gvs1nsWAKXFNbQrX8n+l5/QKMer3BU3S3PVgxMobpamsBBeebotf/9LD447ewaDv7GYdDqwZGERV5+zJYvmNaNz9ypufX4sMyaXAfDB2+Vc/5s+ABx/znSGfnchLVrX8N0BAxvzsKRGV2+D5BDCncAhwLwY44D62k9TlUoFbr1rIJOmtKestJobr3ySMe92ZdqMNp+77pWXDOeqG/Zi7vwWtW0tW1Txg++/y89+9S1ihBuv/A+vv9WDyuUlAPTbagEtyqvr63C0iXzzyEUc+qMFXHlmr9q23tuu4sLbP+G6c3uutWyqBv50+hb88rqpbNV/FcsWFVJYHEnVwM0Xdue2ER/Qun2K23/Xlcf/1pEfnjOHrQas5PqnP6S0eeSJu9tz+++6ccFfpzLureaMe6ucW17IDMx/8Z1+jH29BTt9rbJBj18bb3VNIafcfSgrVxdTWJDijhMf438Te/HLg1/l2uGDGTO1G4fu8gE/3OsdbnlxDybNa8dxt36PVLqA9i2Wc/+p/+KVj7ZgxepmHHvLEbXbvffkh3hpQmZA9Odn9qptP3LP99imy4IGP059edWrA+cesy2rVhRSWJTm6n9NYNSINjx0a1fu+XMPAA77f3M49oyZtYPh2VNLOe1b6/5qHvl8W564uzN3vDS2QY9B9cuLieSmPmuS7wIOrMftN2mLljRn0pT2AKxcVcy0Ga3p0G4FXTtXcNlvnufGPz3J1b97hp7dl27U9nbbeRZj3u1KRWUJlctLGPNuVwbukkmACgrS/OS40dx+z671djzaNHYYtJyWbVNrtfXqV0XPvlXrLDv6vy3ps91Ktuq/CoBW7VIUFmY/7GJg1coCYoTllYW075L5grTzXpWUNs98Gm636woWzC4GMsni6qoCalYHqqsCNdWBth39UtW0BVauzvz/FRWmKSpIEyNs0X4JY6Z2BWDkxz04YLspAFRVF5NKZz7SS4pSRNb9M0HPdktoW76St7Pr1/XNAZMY/l7f+joY1avAqhWFABQVRYqKIhFYUVlYu0RpWXqjTt764J0WLJrfrL46Km1W6i1JjjG+HELoXV/b35x07lhJ3z6L+GBiBy761QiuvXUQs2a3Ytt+8zn9JyP51cXf/NxtdGi3gvkLymsfL1hYTod2KwA49KAPeeOtnixa0rzejkENb8bkUkKAXx+9JUsXFvH1w5bw/dPmUVQMp18+nVMO2JbS5mm69aniZ3+Ysc76z9zfjt0PqABg+4Er2OlrlRy9ywBihEN/NJ9e/dYdmKtpKQhp7j35YXq2W8q/3hrAuJmd+XheO76+zSf898M+DO3/MZ1bf/rXgP7d53Lhd0bQtXUFFz4ypHbQvMawHSbx3Pt9ITGA7tK6gu5tK3hrSveGOCzVg4KCyPVPjKPbFqt44t7OfPhO5i+Ra8onllcUcu4x29Yu36VnFTc8+T4rKgu5++oejHurZWN1XQ3A2S1yY01yPSstrebCX47g5r/tTjoGtt9mPr/9xX9rny8uTgPwzf0n8d1vTQCgW5cKfn/BC9TUFDBnXgsu+dP+hLDu30pihHZtV7Dv4E8458JhDXNAajCpGnj/zXKuf+ojSsrSnHdkX/rtuIIdBlXy5D0duPHZD+m6xWpuvKA7/7y+M8f8fG7tui883JaJY5tz5cOTAJg5pRnTJ5Xwj9HjADj/qK14740Kdhi0vFGOTRsnHQs49pYjaFFaxVVHDWerTou49LH9+OVBr/Hj/Ubz8oe9qU59OhAeN7MzR954JL07LOaS777I/yb1ZHXNpx/z3xzwMRc+csA6+xm2wyReGL8l6eiER5urdDpw2rcGUN6yhgv/OpEttl7B1I+ac/dVPbn7qp4ceeosvn3cXP7+lx4sml/MD/faiYolxfQdsJyL/jqRk4ftsFbyLKkJDJJDCCcBJwGUNmvdyL3ZtAoL01z4yxG8+MqWvDZyC5qXraZyRTNOPefb6yz77Et9efalzJ8611eTPH9hOTv1n1P7uEP75bw7rgt9+yyiW5cK7rrxUQBKSmr42w2P8qOffbeej071rWPXanYcvJzW7TPlGbsfsIxJ75XRvGXmcbfeqwH4+qFL+OcNnWvXG/NyC+6/tjNXPTKJZiWZL1f/e7o12+66grLyzJeygfsvY8LocgfJm4nKVSWM/qQbg/tO4+//25mf3XsIAL3aL2HvflPXWf6TBW1ZWV3MVp0WMWFWJwD6dV5AYUGaD2Z3XGf5bw6YxBX/2ad+D0INYnlFEWPfaMXAry9l6kef/nXxpcfbc+kdH/H3v/SgenUB1aszX4gmvV/O7GkldO+zkonvtfiszWozFgkmyTlq9NggxnhrjHFgjHFgcXH556+w2Yic/dP/MW1GGx5+YnsAVqxsxpy5Ldhn8Ce1y2y5xaKN2trod7qx206zaVFeRYvyKnbbaTaj3+nGm2N6cNSPv89xp36P4079HlVVRQ6Q88Ru+1UwZXwpq1YEUjUw9vUW9Nq6ig5dqpn2USlLFmZSnzEvt6Rnv0zd8qT3yrju3J5cctdk2nSoqd1Wx+7VjH29BakaqKmG995oQa/sOmqa2jRfSYvSTElMSVENe2w5g08WtKVteWb2kxAiJ+47hodH9QegW5tlFBZkvgR1aV3BFu2XMGvJp39CH7bDJIa/v27N8Rbtl9CytIqx0zuv85w2D63bVVPeMvPz3qwkzS57L2X6x6V06/3pz/igoYuZPrm0dvmCgswX6C49V9Gt9ypmTytt+I5LTVyjJ8n5qv+28/jGfpOZPLUNN1/1BAB33rcLV1y7N6efNJJjDn+PosI0I17rzeSp7T53exWVJfzjoR24/oqnAPj7v3akorKkXo9Bm94fT92Csa+3YOmiIo7dbXt++Is5tGyb4qbfdGfpwiJ++8Mt2ar/Sv5w/2RatknxfyfP5/SDtyYE2OOAZew5dBkAx549h3O+24+i4kin7qs55y/TALjtd91YubyA35+UOYO9U/fVXHL3FPY5ZAnvvtaCkw/YlhAySfKgby5rtNdBn69DyxVc8t0XKQiRghB5btxWvPrRFhw1aCxH7J4pm3lpQh8ef3sbAHbuNYfj93mbmlQBMQYu/88+LF1RVru9of0/5sx/HLzOfobtMJFn11OnrM1Hu07V/OKqyRQWRkKAl//TjjdfbMtvbppIjy1XESPMnVnC9Rf0BmDAHhUcd9ZMUilIpwLX/6Y3lUszw4ETz5vGfocupKQszb3/e5vh/+zI36/t0YhHp03ByS1yE2I9zQsSQrgf2A/oAMwFLoox3rGhdVq16B732OnUeumPNn/PPnx3Y3dBTdjAi/zs0GfrcM+Yxu6Cmqg3qp5mWXph3n5LLO3bPW7xp5MbZF8ffe+i0THGvJlguz5ntzi6vrYtSZKkjRCd3SJXjV6TLEmSJDU11iRLkiTlM4uSc2KSLEmSJCU4SJYkSZISLLeQJEnKY564lxuTZEmSJCnBJFmSJCmP1dMlMfKeSbIkSZKUYJIsSZKUpyLWJOfKJFmSJElKMEmWJEnKVxEwSc6JSbIkSZKUYJIsSZKUx5zdIjcmyZIkSVKCSbIkSVI+M0nOiUmyJEmSlGCSLEmSlLeC8yTnyCRZkiRJSjBJliRJymfWJOfEJFmSJElKcJAsSZIkJVhuIUmSlK8inriXI5NkSZIkKcEkWZIkKZ954l5OTJIlSZKkBJNkSZKkvGZNci5MkiVJkqQEk2RJkqR8Zk1yTkySJUmSpASTZEmSpHxmkpwTk2RJkiQpwSRZkiQpX0XAK+7lxCRZkiRJSjBJliRJymPRmuScmCRLkiRJCSbJkiRJ+cwkOScmyZIkSVKCg2RJkiQpwXILSZKkfOYUcDkxSZYkSZISPjNJDiFczwZKvWOMZ9RLjyRJkrTJBE/cy8mGyi1GNVgvJEmSpCbkMwfJMca76z4OIZTHGJfXf5ckSZK0SUScAi5Hn1uTHEIYHEIYD0zIPt4phHBTvfdMkiRJaiQbc+LeX4BhwEKAGOO7wL712CdJkiRtEiEzu0VD3PLMRs1uEWOcnmhK1UNfJEmSpCZhY+ZJnh5C+BoQQwjNgDPIll5IkiSpibMmOScbkySfApwGdAdmAjtnH0uSJEl56XOT5BjjAuDYBuiLJEmSNjWT5JxszOwWW4YQngghzA8hzAshPBZC2LIhOidJkiQ1ho0pt7gPeBDoCnQD/gXcX5+dkiRJ0iYSG+iWZzZmkBxijPfGGGuyt7+Tly+FJEmSlPGZNckhhHbZuy+FEM4DHiAzOD4S+E8D9E2SJElfRiQv5zBuCBs6cW80mZd2zSt7cp3nIvC7+uqUJEmS1Jg+s9wixtgnxrhl9t/kzRP3JEmS9IWEENqEEB4KIXwQQpgQQhgcQmgXQnguhDAx+2/bOsufH0KYFEL4MIQwrE77biGE97LPXRdCCNn2khDCP7PtI0MIvXPt60ZdcS+EMCCE8P0QwnFrbrnuUJIkSQ0nxIa5baRrgWdijNsCO5G5QN15wAsxxn7AC9nHhBC2B44C+gMHAjeFEAqz27kZOAnol70dmG0/EVgcY+wLXANckevrtjFTwF0EXJ+97Q/8CTg01x1KkiTpqyeE0ArYF7gDIMa4Osa4BDgMuDu72N3Ad7L3DwMeiDFWxRinAJOAPUIIXYFWMcbXY4wRuCexzpptPQQMWZMyf1EbkyQfDgwB5sQYf0Rm1F+Sy84kSZLUwJrOFHBbAvOBv4UQ3g4h3B5CKAc6xxhnA2T/7ZRdvjswvc76M7Jt3bP3k+1rrRNjrAGWAu03qncJGzNIXhljTAM12W8A88gcpCRJkrRGhxDCqDq3kxLPFwG7AjfHGHcBlpMtrfgM60uA4wbaN7TOF/a5l6UGRoUQ2gC3kZnxohJ4M5edSZIkKW8tiDEO3MDzM4AZMcaR2ccPkRkkzw0hdI0xzs6WUsyrs3zPOuv3AGZl23usp73uOjNCCEVAa2BRLgfzuUlyjPGnMcYlMcZbgG8Ax2fLLiRJkqSNEmOcA0wPIWyTbRoCjAceB47Pth0PPJa9/zhwVHbGij5kTtB7M1uSURFCGJStNz4usc6abR0OvJitW/7CNnQxkV039FyMcUwuO5QkSVLD+QIzTzSE04F/hBCaAZOBH5EJbR8MIZwITAOOAIgxjgshPEhmIF0DnBZjTGW3cypwF1AGPJ29QeakwHtDCJPIJMhH5drRDZVbXL2B5yJwQK47lSRJ0ldPjPEdYH0lGUM+Y/nLgMvW0z4KGLCe9lVkB9lf1mcOkmOM+2+KHXwRYXUNxdMXNPRutZno8/SPG7sLasJ6zUl9/kL66ko3rShNalBeljonG3UxEUmSJOmrZGNmt5AkSdLmaOPnMFaCSbIkSZKUsDGXpQ4hhB+EEC7MPu4VQtij/rsmSZKkL63pXHFvs7IxSfJNwGDg6OzjCuDGeuuRJEmS1Mg2piZ5zxjjriGEtwFijIuzc9tJkiSpiWti8yRvNjYmSa4OIRSSDdJDCB2BdL32SpIkSWpEGzNIvg54FOgUQrgMeBX4Q732SpIkSZuGNck5+dxyixjjP0IIo8lcCSUA34kxTqj3nkmSJEmN5HMHySGEXsAK4Im6bTHGafXZMUmSJKmxbMyJe/8hE6IHoBToA3wI9K/HfkmSJGlTyMNSiIawMeUWO9R9HELYFTi53nokSZIkNbIvfFnqGOOYEMLu9dEZSZIkbTohOgVcrjamJvnsOg8LgF2B+fXWI0mSJKmRbUyS3LLO/RoyNcoP1093JEmStEnF0Ng92CxtcJCcvYhIixjjLxuoP5IkSVKj+8xBcgihKMZYkz1RT5IkSZsja5JzsqEk+U0y9cfvhBAeB/4FLF/zZIzxkXrumyRJktQoNqYmuR2wEDiAT+dLjoCDZEmSpCbO2S1ys6FBcqfszBbv8+ngeA1fbkmSJOWtDQ2SC4EWrD04XsNBsiRJ0ubAUVtONjRInh1jvLTBeiJJkiQ1ERsaJDupniRJ0ubMK+7lrGADzw1psF5IkiRJTchnJskxxkUN2RFJkiTVA5PknGwoSZYkSZK+khwkS5IkSQkbczERSZIkba4st8iJSbIkSZKUYJIsSZKUx5wCLjcmyZIkSVKCg2RJkiQpwUGyJEmSlGBNsiRJUj6zJjknJsmSJElSgkmyJElSvorObpErk2RJkiQpwSRZkiQpn5kk58QkWZIkSUowSZYkScpnJsk5MUmWJEmSEkySJUmS8lTA2S1yZZIsSZIkJThIliRJkhIst5AkScpnllvkxCRZkiRJSjBJliRJyldeljpnJsmSJElSgkmyJElSPjNJzolJsiRJkpRgkixJkpTPTJJzYpIsSZIkJZgkS5Ik5TFnt8iNSbIkSZKUYJIsSZKUz0ySc2KSLEmSJCWYJEuSJOWriElyjkySJUmSpASTZEmSpDzm7Ba5MUmWJEmSEhwkS5IkSQmWW0iSJOUzyy1y4iC5Hp35m7Hssfc8lixuxmlH7/ultzfkWzM48keTAPjn3/rywn96rPX8KeeMY+ghMzh8v2Ffel9qGAUrauh811RKZq4kBpj7/3pTPm4prV9eQE3LzI/nwv/rzvId20BNms53T6V06gpIR5YNbs/ib3UlVKXoevNkms2vIhbA8p3asODwzHuj7MMKOj4wnZIZK5h98pZUDmzXiEerL6Jj20ou+NEI2rVaSTrCE69sx8MvDqBvj4WcfeyrNCuuIZUu4Jr79uKDTzrRpX0F91z8L6bNbQ3A+Mmd+PN9+1BWsprrf/lEne0u57mR/bjhwcGcdsTr7LLNLABKm9XQpuUqDjnr+EY5XuWuQ9cqfnnNFNp2rCam4an7OvLY37pw/g2T6LHlKgBatEpRuayQ0w4eQFFxmjP+MJV+Oy4npuGWS3ox9o1WAOx7yEKO/tlsCgojb77Yhjv+2LMxD01qVPU2SA4h9ATuAboAaeDWGOO19bW/puj5//TgyX9twdkXv/uF1vvjzW9wzaU7Mm9289q2Fq1Wc8yPJ3Lm8XtBDFx7z6uMfLkzlRXFAPTdbgnlLao3af9V/zreP53lA1ox+6dbQU2agtVpysctZfE3OrP4wC5rLdty1GJCdZqpl/YnVKXo/dtxVOzZjlTLIhYf2JmV27aCmjQ9rvqI5u8tZcUOralu34w5J/Sm3fC5jXSEylUqVcCN/xrExOkdKCtZzW0XPMqoCd055XsjufvJXRk5rid7DpjGKf/3Jj//8yEAzJzfih///ntrbWdlVbO12m799aO8/HZvAG781+Da9v/b/3369VxY/wemTS6dCtz2+55Mer+csvIU1z85jrdfbc0ff9a3dpmf/GYay5cVAnDQ0fMBOHXYAFq3r+b3d3/EGd/enhatU/z41zM4/ZDtWbqomF9cPZmd91rGO6+1apTj0qbjiXu5qc+a5BrgFzHG7YBBwGkhhO3rcX9Nzri321GxrHitti7dl3PptW9y7d2vcsWtr9Nji8qN2tZugxbw9sgOVC5rRmVFMW+P7MBugzMfdAUFkRNP/4A7r992kx+D6k/ByhTNP6pg2T4dMg1FBaSbb+B7a4CC1WlIRUJ1JBYF0qWFxJLCzAA5u42qXs0pXrQagJoOJazu2ZwY6vlgtMktWtacidMz742VVc2YOrstHdssJ0ZoXpb5/21RtpqFS5tvaDNr6d5pKW1brmTsxC7rPDdk94954a2tNk3n1aAWzWvGpPfLAVi5vJDpk8po33l1nSUi+35rESMebw9Ar36reOd/LQFYurCYymWF9NtxOV17rWLmlFKWLsr83nrn1VbsddCiBj0WqSmptyQ5xjgbmJ29XxFCmAB0B8bX1z43B6f/+n1uvHwAs6aXs03/Jfz03HH8+qd7fu567TuuYv68strHC+aV0r5j5s9ohxzxCSNf6czihaX11m9tesXzq0i1LKLznZ9QMn0FVb3LmXd05k+bbV6cR6vXF7Jqi+bMP7In6fIiKnZrS/nbS9jy7HcpWJ1m/lE9SbdY+0e4YEUN5e8uYck3OjfGIamedGlfQb9eCxg/pRM3PDiYK898mp9+byQhRE7706G1y3XtUMHtFzzC8lXF3PHYQMZO6rrWdobu/jEvjtoSWPtbU+d2FXTtUMGYD7o1xOGoHnXuUcVW/Vfw4TstatsG7FHJ4gXFzPok8zti8vgyBn9jCSMeb0/HbqvpN2AFHbut5t3XWtFjq5V07lHF/NnNGDxsCUXF6cY6FG1KJsk5aZCa5BBCb2AXYGRD7K+pKi2rYbsdFnP+H8fUthVnP4CGHjKdw476BICuPVZwyTWjqKkJzJnVnMt+tVvydxoAMUK7DqvYe8gczjv18wfaamLSkZKpK5h3TC9WbdmCjvdNo91Tc1hyQCcWfjszWGn/75l0/Od05p7Qh9Ipy6EgMPnqHSlckaLn5R+wYvtWVHcsyWwvFen618ksGdr50zZt9spKqrn05Oe5/sHBrFjVjMO+PoobHhzMy2/3Yf/dPuZXx73ML/7yLRYubc73zz+aZctL2brXfC479TmOv+RwVqxqVrutAwZ+zGV/22+dfRyw+8f8d0wf0tEJjzZnpc1T/OaWSfz10p6sqCysbd/v0IW1KTLA8Ac70rPvKq5/YhzzZpYwfkwLUjWBymVF3HBBb86/4WNihPGjW9ClZ1VjHIrUJNT7IDmE0AJ4GPh5jHHZep4/CTgJoLSwZX13p1GFgsjyymJO/8E+6zz3/JM9ef7JTIq4vprkhfNK2WHXT+sFO3RaxXtj2rPVNsvo1nM5tz/8XwBKSlPc9vAIfvK9/er3YPSl1bRtRk3bZqzaMpP4VA5sS9un5pBq/WmJztJ9O9L92okAtBq5iOUDWkNRAalWBazs24KST5bXDog73/0JqzuXmiLnkcKCNJee/BzPv7kVr7zdB4Bhgz/iun9maolfGr0lv/zhKwBU1xRSXZMZGH00rSMz57eiZ+elfDi1IwBb9VhIYWGaj6Z1XGc/QwZO5pr792qIQ1I9KSxK89tbJvHSv9vz2jOfnqBbUBjZ68DFnH5I/9q2dCpw6+961T7+8yPja1PmkS+0YeQLbQA46Oh5pFPWam32vCx1zuo1NgghFJMZIP8jxvjI+paJMd4aYxwYYxzYrKBsfYvkjZXLi5k7q4y9h8zOtkT69Fvne8N6jX6jA7sMWkCLltW0aFnNLoMWMPqNDrz1Wid+cNBQTvjO/pzwnf2pWlXoAHkzkWpdTHW7ZhTPyZTNNJ+wjNXdSilc8mktYYsxi6nqnvm5qG7XjOYfLIMYCVUpSicvZ3WXzC+29o/MpGBlivlHeSZ6/oice9x/mTqnLQ8+v2Nt68Il5ey8deYzZNdtZzFjXmY2i9YtVlIQMn+Z6tphGT06LWXW/E+Dh0zNcV+SenZeQovmVYyb3Kk+D0b1KnLWnz5h2qQyHrl97XrzXfZexvSPy1gw59O/KJSUpigpS2WfX0qqJjBtYuZzpnX7zAngLVrVcMgP5/HMA+t+qZK+KupzdosA3AFMiDH+ub7205T96ndvs8Nui2jVZjV3P/Ei/7itH1deuDOnnfs+R54wiaLCyMvPdWXKxM8/c7hyWTMeuKMv19z1GgD3396XymXNPmctNXXzj+lF11snE1KR6g4lzDmhN53um0bJ9JUQoLp9M+YetwUASw7oRJc7P2GLC8dBhGV7d2B1z+YULVpN+//MpqprKb0uHV+77LJ9O1IyZTndbpxE4fIULd5dQvvHZjH1dwMa85C1kXbYai7DBk/i4xntuP03DwNw279358p79+H0I1+nsCDN6ppCrvr73gDs1G8OJxw6ilSqgHQM/Pm+valY8el5CvvvNplzrz9wnf0M2f1jXhy1Feut6dJmof/ASoZ+byFTJpRx41PvA3DXlT1466U27PfthYx4fO2pH9t0qOGyez4iHWHhnGZcedaWtc+detE0+my/AoD7ru3GzCme67K5C/jTnasQY/1k8CGEvYFXgPfITAEH8OsY41OftU7rZp3j17ocXS/90eZv/CVdP38hfWX1+rf1tPpsZc+809hdUBP1RvUzLEsvzNtxZPPOPWPfY89ukH29d83Zo2OMAxtkZw2gPme3eBW/vEiSJDUua5JzYvQiSZIkJXhZakmSpDzmFfdyY5IsSZIkJZgkS5Ik5TOT5JyYJEuSJEkJDpIlSZKkBMstJEmS8pnlFjkxSZYkSZISTJIlSZLyVXQKuFyZJEuSJEkJJsmSJEn5zCQ5JybJkiRJUoKDZEmSpDwWYsPcNro/IRSGEN4OITyZfdwuhPBcCGFi9t+2dZY9P4QwKYTwYQhhWJ323UII72Wfuy6EELLtJSGEf2bbR4YQeuf6ujlIliRJUkM6E5hQ5/F5wAsxxn7AC9nHhBC2B44C+gMHAjeFEAqz69wMnAT0y94OzLafCCyOMfYFrgGuyLWTDpIlSZLyWWyg20YIIfQAvgXcXqf5MODu7P27ge/UaX8gxlgVY5wCTAL2CCF0BVrFGF+PMUbgnsQ6a7b1EDBkTcr8RTlIliRJUkP5C/ArIF2nrXOMcTZA9t9O2fbuwPQ6y83ItnXP3k+2r7VOjLEGWAq0z6WjDpIlSZLyWAPWJHcIIYyqcztprX6EcAgwL8Y4emO7vp62uIH2Da3zhTkFnCRJkjaFBTHGgRt4fi/g0BDCwUAp0CqE8Hdgbgiha4xxdraUYl52+RlAzzrr9wBmZdt7rKe97jozQghFQGtgUS4HY5IsSZKUrxqqHnkjstoY4/kxxh4xxt5kTsh7Mcb4A+Bx4PjsYscDj2XvPw4clZ2xog+ZE/TezJZkVIQQBmXrjY9LrLNmW4dn92GSLEmSpM3O5cCDIYQTgWnAEQAxxnEhhAeB8UANcFqMMZVd51TgLqAMeDp7A7gDuDeEMIlMgnxUrp1ykCxJkpTPmuAV92KMI4AR2fsLgSGfsdxlwGXraR8FDFhP+yqyg+wvy3ILSZIkKcFBsiRJkpRguYUkSVKeCnyxS0brUybJkiRJUoJJsiRJUj4zSc6JSbIkSZKUYJIsSZKUx0Ju19L4yjNJliRJkhJMkiVJkvLVRl4yWusySZYkSZISTJIlSZLymPMk58YkWZIkSUowSZYkScpnJsk5MUmWJEmSEkySJUmS8pg1ybkxSZYkSZISTJIlSZLymUlyTkySJUmSpAQHyZIkSVKC5RaSJEn5KnriXq5MkiVJkqQEk2RJkqR8ZpKcE5NkSZIkKcEkWZIkKU8FrEnOlUmyJEmSlGCSLEmSlM+iUXIuTJIlSZKkBJNkSZKkPGZNcm5MkiVJkqQEk2RJkqR8FXGe5ByZJEuSJEkJJsmSJEl5LKQbuwebJ5NkSZIkKcEkWZIkKZ9Zk5wTk2RJkiQpwUGyJEmSlGC5hSRJUh7zYiK5MUmWJEmSEkySJUmS8lUEolFyLkySJUmSpASTZEmSpDxmTXJuTJIlSZKkhCaVJMfqampmzmrsbqiJ2u7yksbugpqyBYsbuwdqwlKpVGN3QU3VV6Fe9ytwiPXBJFmSJElKaFJJsiRJkjadgDXJuTJJliRJkhJMkiVJkvJVjF+Nuut6YJIsSZIkJZgkS5Ik5TFrknNjkixJkiQlmCRLkiTlM5PknJgkS5IkSQkOkiVJkqQEyy0kSZLymCfu5cYkWZIkSUowSZYkScpXEUgbJefCJFmSJElKMEmWJEnKZwbJOTFJliRJkhJMkiVJkvKYs1vkxiRZkiRJSjBJliRJymfRKDkXJsmSJElSgkmyJElSHrMmOTcmyZIkSVKCSbIkSVK+ijhPco5MkiVJkqQEk2RJkqQ8FYDg7BY5MUmWJEmSEhwkS5IkSQmWW0iSJOWzdGN3YPNkkixJkiQlmCRLkiTlMU/cy41JsiRJkpRgkixJkpSvvJhIzkySJUmSpASTZEmSpLwVwZrknJgkS5IkSQkmyZIkSXksGCTnxCRZkiRJSjBJliRJymfWJOfEJFmSJElKMEmWJEnKVxFCurE7sXkySZYkSZISTJIlSZLymTXJOTFJliRJUr0LIfQMIbwUQpgQQhgXQjgz294uhPBcCGFi9t+2ddY5P4QwKYTwYQhhWJ323UII72Wfuy6EELLtJSGEf2bbR4YQeufaXwfJkiRJ+Sw20O3z1QC/iDFuBwwCTgshbA+cB7wQY+wHvJB9TPa5o4D+wIHATSGEwuy2bgZOAvplbwdm208EFscY+wLXAFds7MuU5CBZkiRJ9S7GODvGOCZ7vwKYAHQHDgPuzi52N/Cd7P3DgAdijFUxxinAJGCPEEJXoFWM8fUYYwTuSayzZlsPAUPWpMxflINkSZIkNahsGcQuwEigc4xxNmQG0kCn7GLdgel1VpuRbeuevZ9sX2udGGMNsBRon0sfPXFPkiQpj4WGO3GvQwhhVJ3Ht8YYb12nPyG0AB4Gfh5jXLaBoHd9T8QNtG9onS/MQbIkSZI2hQUxxoEbWiCEUExmgPyPGOMj2ea5IYSuMcbZ2VKKedn2GUDPOqv3AGZl23usp73uOjNCCEVAa2BRLgdjuYUkSVI+i7Fhbp8jWxt8BzAhxvjnOk89DhyfvX888Fid9qOyM1b0IXOC3pvZkoyKEMKg7DaPS6yzZluHAy9m65a/MJNkSZIkNYS9gB8C74UQ3sm2/Rq4HHgwhHAiMA04AiDGOC6E8CAwnszMGKfFGFPZ9U4F7gLKgKezN8gMwu8NIUwikyAflWtnHSRLkiTlqwg0kctSxxhfZf01wwBDPmOdy4DL1tM+ChiwnvZVZAfZX5blFpIkSVKCSbIkSVKeCsSGnN0ir5gkS5IkSQkmyZIkSfnMJDknJsmSJElSgkmyJElSPjNJzolJsiRJkpRgkixJkpSvmtA8yZsbk2RJkiQpwSRZkiQpjzlPcm5MkiVJkqQEk+QGdPbV09hz6DKWLCji5CHbrvXc4SfP4ycXzuKIAQNYtriIouI0Z14xg347riBGuPnC7ox9vSUARcVpTvv9THb8WiUxDXdd0ZVXn2rTCEekL+vn545mj8FzWLK4hJ/+aCgAPzxhPIP2nk06HVi6pIQ//3FXFi0sY+ttF3H6Oe8AEELkH3dtx+uvdANg3/1ncOQPP6SgIPLWG12485bM5eyLilOc8+vR9N16CRXLmvHHS3Zn3pzyRjlWfTnlLas589IP2aLvcmIM/OW327C6qoCfXfgRxSVp0jWBG3+/NR+91wqA7/94Kt/83mzSqcAtf+zHmNfaUVKa4vw/j6Nrz5Wk04GRI9pz1zVbNfKR6cvq2HU1v7z2E9p2rCamA0/d14F/39GJH/9mBoOGLqW6OjB7aglXn70Fy5cVsf93F3HEKXNr1++z3UpOO3BbZk4u5YK/TqbbFlWkU4E3nm/NnX/s3ohHJjWuehskhxBKgZeBkux+HooxXlRf+9scPPtgOx7/Wwd+ee20tdo7dlvNLvtWMHdGcW3bQccsBOCUodvSun01l/19MqcfvDUxBo4+Yy5LFhZx4j7bEUKkZZtUgx6HNp3nn96CJx7Zil/8elRt20MP9OPeO7cH4NDvfcwxx3/ADX/ehalTWnHmyfuRThXQtt0qbrzzBUb+rwvl5dWccOr7nPGT/Vm2tISzzx/FTrvO490xnRj2ralUVhTz42O/yb4HzOCEk8dx+SV7NNbh6ks4+fxJjH61HX84awBFxenMgPfq8dx3U29Gvdqegfss5ISzP+a8H+1Cz62Ws+/B8zjl0D1o36mKP9z+Lj/51p4APHJXT8a+2Zai4jR/uONdBu69kFGvtm/ko9OXkUoFbr20B5Peb05ZeYobnv6AMS+3ZMzLrbjzj91JpwIn/nomR/1sLnf8oTsvPdqOlx5tB0DvbVdy8R0fM3l8c0pK0zz81868+7+WFBWnueKBiQzcfymjXmrdyEeoL81yi5zUZ7lFFXBAjHEnYGfgwBDCoHrcX5P3/sgWVCwpXKf95Itncsdl3dZ6D/fauoq3X20BwNKFxVQuK2TrnVYAMOyoRTxwfScAYgwsW+wfBDZX74/tQEVF8VptK1d8+ri0tIZIAKCqqoh0KvMj26xZihgz7V26rWDm9BYsW1oCwDujO7HX12cBMGiv2Tw/vBcAr/63GzvtOp/Mqc7anJSV1zBgt6UMf7grADXVBSyvKCYCzVtkviSXt6xh0fzMe2Dw/gt4+alO1FQXMHdmGbOml7H1DsuoWlXI2Dfb1m7j4/EtaN+lqlGOSZvOonnFTHq/OQArlxcyfWIpHbpUM+blVqRTmc+JCWPK6dB19Trr7n/YIkY8lnlPVK0q4N3/Zf5iWVNdwMT3m9Oxa3UDHYXU9NTb6CrGGIHK7MPi7M3fzgmDvrGUBbOLmTy+bK32yeNLGTxsKSMea0vHbqvpt8MKOnarZsbkGgCO/9Ucdhxcyeypzbjxgh4sWVC8vs1rM3Xcj8cxZNh0llcWcd7P96lt32a7Rfz83DF06ryCq/4wkHSqgNkzyunZq4JOXZazYH4Zg/eeTVFxZr6f9h1WMn9e5pdnOlXAiuXFtGq9unZArc1D154rWbq4mLMu+4Att1nOpHEtuOXyftx6eV9+d+tYTjznY0JB5JxjdwWgfecqPni3Ve36C+aU0L7z2oPh8pbV7LHfQh77e48GPRbVr849qthqwAo+eHvtsqphRy7gv0+0XWf5fb+9mItPXLfkprxVDYOGLuXfd3Sqt76qoUST5BzV64l7IYTCEMI7wDzguRjjyPrc3+ampDTN0WfM5Z6ruq7z3PAH2rNgdjNuePpDTr1kJuNHlZOqCRQWQsdu1Yx/q5yfHbgNE0aX85MLZzVC71Wf7rm9P8cfcSAjnu/Jt/9vcm37hxPacer/G8rPT9mP7x/7EcXNUlRWNuOGa3bm/Ive4srrX2bunOaksulRCOtu28/KzU9hYaTvdhU89UB3Tj98IKtWFvL9H0/j4CNncdsVfTl+6GBuu6IvZ/7uA2D9/+/ETxsLCtOce+UEHv9Hd+bMKFvPwtoclTZP8dtbJ3PLxT1YUfnpXy2PPn02qVTgxUfarbX8Nrssp2pVAVM/XPs9UFAYOf/GT3jszk7MmeYXan111esgOcaYijHuDPQA9gghDEguE0I4KYQwKoQwqpqv1p/9uvauokuv1dz83Afc/cY4Onat5sbhH9K2YzXpVOCvF3fnp9/clotP2JIWrVPMnFLCssWFrFpRwGtPZ2rEXnmyDf0GrGzkI1F9GfF8T/bad+Y67dOntmLVqkJ691kGwJv/68pZp+7HL366HzOmt2DWjEypzoL5ZXTslCnTKShM07y8moplzRruALRJLJhbwoK5JXyYPSnv1Wc7stV2FQw9bA6vPdcBgFeGd2SbHSoyy88poWOdMooOXapYOO/T//czLv6ImVPLeOzeng14FKpPhUWR3946mRcfbcdrT3+aGA89fCF7DF3GFT/rA6z97Wm/Qxcz4t/tSPr5FdOYOaWER02R80Mkk440xC3PNMgUcDHGJcAI4MD1PHdrjHFgjHFgMV+tb6yffFDGkTsN4PhB/Tl+UH/mzy7mtGHbsHh+MSWlaUrKMrWGu+5TQaomMG1iKRB447lW7Pi1TCXLzntXMHXiV+t1y3fdulfW3t9zr9nMmJapEezcZTkFhZkyik6dV9CjZyVz52RKKVq3yQyIWrRYzbcOm8LwJ7cAYORrXRk6LHOi6N5fn8XYtzuS/EWppm/xghLmzymle+/MF56dBy1m2sflLJxXwg67LwFgpz2XMHNqJhF846UO7HvwPIqK03TuvpJuvVbWznpx3BmTKW9Zw62X922UY1F9iJx91VSmTyrlkds617YO3G8p3//pXC7+0ZZUrVr7130IkX0OWcyIx9cuwTj+l7Mob5Xilossw5Hqc3aLjkB1jHFJCKEMGApcUV/72xycd+Mn7Di4ktbtavj7qHHce1UXhj+w/rPK23So5rL7JhPTsHBOMX86Y4va5+64rBu/um4qp1w8k6WLirj6rF4NdQjaxH514VvsuPN8WrVezT3/epq//207dh80l+49K4gxMG9uc264emcA+u+4kCOO+YiamgJihJuu2am2tvjkM8ay5VZLAbjv7m2ZOSMzsB7+1Bacc8Eobv/Hs1RUNOOKS3ZvlOPUl3fLH/ryqyvGU1QcmTOjlGt+sy1vvNSek8+bRGFRpLqqgOsv3gaAaR+X88oznfjr42+SSgVu/n0/0ulA+86rOOrkaUz7uDnXPZSZUeXJ+7oz/OFujXlo+pL6776coYcvYvKEUm4aPgGAv13RjZ9eOoPiZmn+eP8kAD4YU85152d+X+wwqJIFs4vXKqfo0HU1x5w5h2kTS7jxmUzpzuN3deSZ+zs08BFpk/Oy1DkJsZ7i8RDCjsDdQCGZxPrBGOOlG1qnVWgX9ywYWi/90eavsG+fxu6CmrIFixu7B2rCUkuXNXYX1ESNTD3Lsrgob//E1rqsaxy85QkNsq/h4/8wOsY4sEF21gDqc3aLscAu9bV9SZIkfT4vS50bL0stSZIkJXgVCkmSpHxmkpwTk2RJkiQpwSRZkiQpX0UgbZKcC5NkSZIkKcEkWZIkKW/l59XwGoJJsiRJkpTgIFmSJElKsNxCkiQpn1lukROTZEmSJCnBJFmSJCmfmSTnxCRZkiRJSjBJliRJyldeTCRnJsmSJElSgkmyJElS3ooQ043dic2SSbIkSZKUYJIsSZKUz5zdIicmyZIkSVKCSbIkSVK+cnaLnJkkS5IkSQkmyZIkSfnMmuScmCRLkiRJCSbJkiRJ+cwkOScmyZIkSVKCg2RJkiQpwXILSZKkvBUtt8iRSbIkSZKUYJIsSZKUryKQTjd2LzZLJsmSJElSgkmyJElSPrMmOScmyZIkSVKCSbIkSVI+M0nOiUmyJEmSlGCSLEmSlLcipE2Sc2GSLEmSJCWYJEuSJOWrCDE6T3IuTJIlSZKkBJNkSZKkfGZNck5MkiVJkqQEk2RJkqR85jzJOTFJliRJkhIcJEuSJEkJlltIkiTlqxgh7RRwuTBJliRJkhJMkiVJkvKZJ+7lxCRZkiRJSjBJliRJymPRmuScmCRLkiRJCSbJkiRJeStak5wjk2RJkiQpwSRZkiQpX0UgbZKcC5NkSZIkKcEkWZIkKZ9FZ7fIhUmyJEmSlGCSLEmSlKciEK1JzolJsiRJkpRgkixJkpSvYrQmOUcmyZIkSVKCg2RJkiQpwXILSZKkPOaJe7kxSZYkSZISTJIlSZLymSfu5cQkWZIkSUoIMTadOpUQwnxgamP3ownpACxo7E6oSfK9oQ3x/aEN8f2xti1ijB0buxP1JYTwDJn/84awIMZ4YAPtq941qUGy1hZCGBVjHNjY/VDT43tDG+L7Qxvi+0PaOJZbSJIkSQkOkiVJkqQEB8lN262N3QE1Wb43tCG+P7Qhvj+kjWBNsiRJkpRgkixJkiQlOEhugkIIB4YQPgwhTAohnNfY/VHTEUK4M4QwL4TwfmP3RU1PCKFnCOGlEMKEEMK4EMKZjd0nNR0hhNIQwpshhHez749LGrtPUlNmuUUTE0IoBD4CvgHMAN4Cjo4xjm/UjqlJCCHsC1QC98QYBzR2f9S0hBC6Al1jjGNCCC2B0cB3/PwQQAghAOUxxsoQQjHwKnBmjPGNRu6a1CSZJDc9ewCTYoyTY4yrgQeAwxq5T2oiYowvA4saux9qmmKMs2OMY7L3K4AJQPfG7ZWaiphRmX1YnL2ZlEmfwUFy09MdmF7n8Qz8JSfpCwoh9AZ2AUY2clfUhIQQCkMI7wDzgOdijL4/pM/gILnpCetp85u+pI0WQmgBPAz8PMa4rLH7o6YjxpiKMe4M9AD2CCFYtiV9BgfJTc8MoGedxz2AWY3UF0mbmWyt6cPAP2KMjzR2f9Q0xRiXACOAAxu3J1LT5SC56XkL6BdC6BNCaAYcBTzeyH2StBnInph1BzAhxvjnxu6PmpYQQscQQpvs/TJgKPBBo3ZKasIcJDcxMcYa4GfAcDIn3TwYYxzXuL1SUxFCuB94HdgmhDAjhHBiY/dJTcpewA+BA0II72RvBzd2p9RkdAVeCiGMJRPIPBdjfLKR+yQ1WU4BJ0mSJCWYJEuSJEkJDpIlSZKkBAfJkiRJUoKDZEmSJCnBQbIkSZKU4CBZ0hcWQkhlpxd7P4TwrxBC8y+xrbtCCIdn798eQth+A8vuF0L4Wg77+CSE0GFj2xPLVH7BfV0cQjjni/ZRktS0OEiWlIuVMcadY4wDgNXAKXWfDCEU5rLRGOOPY4zjN7DIfsAXHiRLkvRFOUiW9GW9AvTNprwvhRDuA94LIRSGEK4MIbwVQhgbQjgZMleFCyHcEEIYH0L4D9BpzYZCCCNCCAOz9w8MIYwJIbwbQnghhNCbzGD8rGyKvU/2CmIPZ/fxVghhr+y67UMIz4YQ3g4h/BUIn3cQIYR/hxBGhxDGhRBOSjx3dbYvL4QQOmbbtgohPJNd55UQwrab5NWUJDUJRY3dAUmbrxBCEXAQ8Ey2aQ9gQIxxSnaguTTGuHsIoQR4LYTwLLALsA2wA9AZGA/cmdhuR+A2YN/sttrFGBeFEG4BKmOMV2WXuw+4Jsb4agihF5krVW4HXAS8GmO8NITwLWCtQe9nOCG7jzLgrRDCwzHGhUA5MCbG+IsQwoXZbf8MuBU4JcY4MYSwJ3ATcEAOL6MkqQlykCwpF2UhhHey918B7iBTBvFmjHFKtv2bwI5r6o2B1kA/YF/g/hhjCpgVQnhxPdsfBLy8ZlsxxkWf0Y+hwPYh1AbFrUIILbP7+L/suv8JISzeiGM6I4Tw3ez9ntm+LgTSwD+z7X8HHgkhtMge77/q7LtkI/YhSdpMOEiWlIuVMcad6zZkB4vL6zYBp8cYhyeWOxiIn7P9sBHLQKZkbHCMceV6+rIx669Zfj8yA+7BMcYVIYQRQOlnLB6z+12SfA0kSfnDmmRJ9WU4cGoIoRgghLB1CKEceBk4Kluz3BXYfz3rvg58PYTQJ7tuu2x7BdCyznLPkil9ILvcztm7LwPHZtsOAtp+Tl9bA4uzA+RtySTZaxQAa9LwY8iUcSwDpoQQjsjuI4QQdvqcfUiSNiMOkiXVl9vJ1BuPCSG8D/yVzF+vHgUmAu8BNwP/Ta4YY5xPpo74kRDCu3xa7vAE8N01J+4BZwADsycGjufTWTYuAfYNIYwhU/Yx7XP6+gxQFEIYC/wOeKPOc8uB/iGE0WRqji/Nth8LnJjt3zjgsI14TSRJm4kQ40b/RVKSJEn6SjBJliRJkhIcJEuSJEkJDpIlSZKkBAfJkiRJUoKDZEmSJCnBQbIkSZKU4CBZkiRJSnCQLEmSJCX8f6hrlYn2t8neAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cm = confusion_matrix(y_test, y_pred_v2, labels=clf.classes_)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=clf.classes_)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "185231a9-27de-44bd-bdbf-7dedcf01a080", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "feat_importances = pd.Series(clf_v2.feature_importances_, index=X.columns)\n", + "feat_importances.nlargest(20).sort_values(ascending = True).plot(kind='barh')" + ] + }, + { + "cell_type": "markdown", + "id": "835a94eb-186a-4bac-8dda-eb2177877fdc", + "metadata": {}, + "source": [ + "#### Random Forest model built using the phase current and Vibrational Signal alone (Version 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2abb77aa-be1b-4178-86d8-0865aa35f543", + "metadata": {}, + "outputs": [], + "source": [ + "X = final_data[['force', 'speed', 'torque',\n", + " 'phase_current_1', 'phase_current_2',\n", + " 'vibration_1']]\n", + "\n", + "y = final_data[\"Extent_of_Damage\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.15, random_state=20)\n", + "\n", + "clf_v3 = RandomForestClassifier(n_estimators = 100) \n", + "clf_v3.fit(X_train, y_train)\n", + "y_pred_v3 = clf_v3.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "30ecc35a-dcc7-44e4-b852-e0130082b44a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Accuracy: 76.2 %\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Model Accuracy: \", round(accuracy_score(y_test, y_pred_v3)*100,2),\"%\")\n", + "\n", + "cm = confusion_matrix(y_test, y_pred_v3, labels=clf.classes_)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=clf_v3.classes_)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "da0d318b-0d28-40cb-8125-36686726ab4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "feat_importances = pd.Series(clf_v3.feature_importances_, index=X.columns)\n", + "feat_importances.nlargest(20).sort_values(ascending = True).plot(kind='barh')" + ] + }, + { + "cell_type": "markdown", + "id": "529d9781-bcb6-4891-bd57-fd66cfe0058c", + "metadata": {}, + "source": [ + "#### Random Forest model with all the calculated metrics of the metrics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3c338a3f-ea56-4f56-846e-a0b54e35f3c1", + "metadata": {}, + "outputs": [], + "source": [ + "X = final_data.drop(columns=['Bearing_Code', 'Component', 'Extent_of_Damage', 'Damage_Method',\n", + " 'Damage_Type', 'Rotational_speed', 'Load_Torque', 'Radial_Force',])\n", + "\n", + "y = final_data[\"Extent_of_Damage\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.15, random_state=20)\n", + "\n", + "clf_v4 = RandomForestClassifier(n_estimators = 100) \n", + "clf_v4.fit(X_train, y_train)\n", + "y_pred_v4 = clf_v4.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "9f777ab9-8fca-4b59-bde9-0350981d8c6b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Accuracy: 100.0 %\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Model Accuracy: \", round(accuracy_score(y_test, y_pred_v4)*100,2),\"%\")\n", + "\n", + "cm = confusion_matrix(y_test, y_pred_v4, labels=clf_v4.classes_)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=clf_v4.classes_)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "01ce65e7-9b71-4116-b528-84afe160a8a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "feat_importances = pd.Series(clf_v4.feature_importances_, index=X.columns)\n", + "feat_importances.nlargest(20).sort_values(ascending = True).plot(kind='barh')" + ] + }, + { + "cell_type": "markdown", + "id": "2e16caeb-3eda-4a86-993a-37819a57c0f1", + "metadata": {}, + "source": [ + "### SVM Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c9455c15-c0db-4b9b-92bd-15e40e48f91a", + "metadata": {}, + "outputs": [], + "source": [ + "svm_clf = SVC()\n", + "svm_clf.fit(X_train, y_train)\n", + "\n", + "svm_y_pred = svm_clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2a90b597-f6d7-44a3-81ff-38baeea0117e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SVM Classifier Model Accuracy: 100.0 %\n" + ] + } + ], + "source": [ + "print(\"SVM Classifier Model Accuracy: \", round(accuracy_score(y_test, svm_y_pred)*100,2),\"%\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "2d09943a-707e-498d-8772-00d8fd70d55e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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a/iot-condition-monitoring/data/bearing_damage.csv b/iot-condition-monitoring/data/bearing_damage.csv new file mode 100644 index 0000000..5ba5fdb --- /dev/null +++ b/iot-condition-monitoring/data/bearing_damage.csv @@ -0,0 +1,27 @@ +Bearing_Code,Component,Extent_of_Damage,Damage_Method,Damage_Type +KA01,outer_ring,1,EDM,Artificial_Damage +KA03,outer_ring,2,electric_engraver,Artificial_Damage +KA05,outer_ring,1,electric_engraver,Artificial_Damage +KA06,outer_ring,2,electric_engraver,Artificial_Damage +KA07,outer_ring,1,drilling,Artificial_Damage +KA08,outer_ring,2,drilling,Artificial_Damage +KA09,outer_ring,2,drilling,Artificial_Damage +KI01,inner_ring,1,EDM,Artificial_Damage +KI03,inner_ring,1,electric_engraver,Artificial_Damage +KI05,inner_ring,1,electric_engraver,Artificial_Damage +KI07,inner_ring,2,electric_engraver,Artificial_Damage +KI08,inner_ring,2,electric_engraver,Artificial_Damage +KA04,outer_ring,1,fatigue_pitting,Real_Damage +KA15,outer_ring,1,Plastic_deform_Indentations,Real_Damage +KA16,outer_ring,2,fatigue_pitting,Real_Damage +KA22,outer_ring,1,fatigue_pitting,Real_Damage +KA30,outer_ring,1,Plastic_deform_Indentations,Real_Damage +KB23,inner_ring_and_outer_ring,2,fatigue_pitting,Real_Damage +KB24,inner_ring_and_outer_ring,3,fatigue_pitting,Real_Damage +KB27,inner_ring_and_outer_ring,1,Plastic_deform_Indentations,Real_Damage +KI04,inner_ring,1,fatigue_pitting,Real_Damage +KI14,inner_ring,1,fatigue_pitting,Real_Damage +KI16,inner_ring,3,fatigue_pitting,Real_Damage +KI17,inner_ring,1,fatigue_pitting,Real_Damage +KI18,inner_ring,2,fatigue_pitting,Real_Damage +KI21,inner_ring,1,fatigue_pitting,Real_Damage \ No newline at end of file diff --git a/iot-condition-monitoring/images/experiment_setup.png b/iot-condition-monitoring/images/experiment_setup.png new file mode 100644 index 0000000..f3b3a2a Binary files /dev/null and b/iot-condition-monitoring/images/experiment_setup.png differ diff --git a/iot-condition-monitoring/images/operating_conditions.png b/iot-condition-monitoring/images/operating_conditions.png new file mode 100644 index 0000000..5d1ec21 Binary files /dev/null and b/iot-condition-monitoring/images/operating_conditions.png differ diff --git a/iot-condition-monitoring/readme.md b/iot-condition-monitoring/readme.md index c843688..676ece1 100644 --- a/iot-condition-monitoring/readme.md +++ b/iot-condition-monitoring/readme.md @@ -1,11 +1,26 @@ -# IoT Condition Monitoring - Paderborn Bearing Dataset +# IoT Condition Monitoring -### Use Case -Many plants faces unplanned downtime and it assets fail over the period of time and plants should have the ability to predict the life remaining. -With the help of data science, the first step is to build an ML tool to analyze the condition or health of machine assets. +## Use Case + +Many plants faces unplanned downtime and it assets fail over the period of time. With the help of data science, the main aim of this project is to provide plants an ability to to analyze the condition or health of machine assets using a ML tool. + +## Paderborn Bearing Dataset + +Dataset - https://mb.uni-paderborn.de/en/kat/main-research/datacenter/bearing-datacenter/data-sets-and-download + +### Experiment Setup + +The basic components of the load test bench are the drive motor acting as a sensor, a torque measuring shaft, the test modules and a load motor. Ball or cylindrical roller bearings of type 6203, N203 or NU203 are used in the experiment. The main measured variables for generating the database are the stator current on the drive motor and the housing vibrations in the form of accelerations on the bearing housing in the rolling bearing test module. + +![alt text](https://github.com/arivperumal19/awesome-data-science-models/blob/condition-monitoring/iot-condition-monitoring/images/experiment_setup.png) + +### Operating Conditions + +The Experiment was conducted under 4 different operating conditions to ensure the robustness of condition monitoring methods. + +![alt text](https://github.com/arivperumal19/awesome-data-science-models/blob/condition-monitoring/iot-condition-monitoring/images/operating_conditions.png) -### Dataset Our dataset of Interest(Paderborn Bearing Dataset) consists the following details: @@ -13,9 +28,8 @@ Our dataset of Interest(Paderborn Bearing Dataset) consists the following detail 2. There are 26 Damaged bearing and 6 healthy bearing state in the data 3. All the data is collected in 4 different operating conditions. -Dataset - https://mb.uni-paderborn.de/en/kat/main-research/datacenter/bearing-datacenter/data-sets-and-download -### Goal -With help of Data Science techniques the aim is to analyze the condition of assets, identify features which contribute to failure and build effective ML models for RUL prediction. +## Goal +With help of Data Science techniques the aim is to analyze the condition of bearings, identify features which contribute to bearing damage and have a classification model to predict the extent of the damage. diff --git a/iot-condition-monitoring/requirements.txt b/iot-condition-monitoring/requirements.txt new file mode 100644 index 0000000..8277ef3 --- /dev/null +++ b/iot-condition-monitoring/requirements.txt @@ -0,0 +1,4 @@ +mat4py==0.5.0 +scipy==1.10.1 +tabula==2.7.0 +data-describe \ No newline at end of file