{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Overview \n", "\n", "In the 10x series of notebooks, we will look at Time Series modeling in pycaret using univariate data and no exogenous variables. We will use the famous airline dataset for illustration. Our plan of action is as follows:\n", "\n", "1. Perform EDA on the dataset to extract valuable insight about the process generating the time series. **(COMPLETED)**\n", "2. Model the dataset based on exploratory analysis (univariable model without exogenous variables). **(Covered in this notebook)**\n", "3. Use an automated approach (AutoML) to improve the performance." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Only enable critical logging (Optional)\n", "import os\n", "os.environ[\"PYCARET_CUSTOM_LOGGING_LEVEL\"] = \"CRITICAL\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "System:\n", " python: 3.9.16 (main, Jan 11 2023, 16:16:36) [MSC v.1916 64 bit (AMD64)]\n", "executable: C:\\Users\\Nikhil\\.conda\\envs\\pycaret_dev_sktime_16p1\\python.exe\n", " machine: Windows-10-10.0.19044-SP0\n", "\n", "PyCaret required dependencies:\n", " pip: 22.3.1\n", " setuptools: 65.6.3\n", " pycaret: 3.0.0rc9\n", " IPython: 8.10.0\n", " ipywidgets: 8.0.4\n", " tqdm: 4.64.1\n", " numpy: 1.23.5\n", " pandas: 1.5.3\n", " jinja2: 3.1.2\n", " scipy: 1.10.0\n", " joblib: 1.2.0\n", " sklearn: 1.2.1\n", " pyod: 1.0.8\n", " imblearn: 0.10.1\n", " category_encoders: 2.6.0\n", " lightgbm: 3.3.5\n", " numba: 0.56.4\n", " requests: 2.28.2\n", " matplotlib: 3.7.0\n", " scikitplot: 0.3.7\n", " yellowbrick: 1.5\n", " plotly: 5.13.0\n", " kaleido: 0.2.1\n", " statsmodels: 0.13.5\n", " sktime: 0.16.1\n", " tbats: 1.1.2\n", " pmdarima: 2.0.2\n", " psutil: 5.9.4\n", "\n", "PyCaret optional dependencies:\n", " shap: 0.41.0\n", " interpret: Not installed\n", " umap: Not installed\n", " pandas_profiling: Not installed\n", " explainerdashboard: Not installed\n", " autoviz: Not installed\n", " fairlearn: Not installed\n", " xgboost: Not installed\n", " catboost: Not installed\n", " kmodes: Not installed\n", " mlxtend: Not installed\n", " statsforecast: Not installed\n", " tune_sklearn: Not installed\n", " ray: Not installed\n", " hyperopt: Not installed\n", " optuna: Not installed\n", " skopt: Not installed\n", " mlflow: 2.1.1\n", " gradio: Not installed\n", " fastapi: Not installed\n", " uvicorn: Not installed\n", " m2cgen: Not installed\n", " evidently: Not installed\n", " fugue: 0.8.0\n", " streamlit: Not installed\n", " prophet: 1.1.2\n" ] } ], "source": [ "def what_is_installed():\n", " from pycaret import show_versions\n", " show_versions()\n", "\n", "try:\n", " what_is_installed()\n", "except ModuleNotFoundError:\n", " !pip install pycaret\n", " what_is_installed()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import time\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from pycaret.datasets import get_data\n", "from pycaret.time_series import TSForecastingExperiment" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "y = get_data('airline', verbose=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# We want to forecast the next 12 months of data and we will use 3 fold cross-validation to test the models.\n", "fh = 12 # or alternately fh = np.arange(1,13)\n", "fold = 3" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Global Figure Settings for notebook ----\n", "# Depending on whether you are using jupyter notebook, jupyter lab, Google Colab, you may have to set the renderer appropriately\n", "# NOTE: Setting to a static renderer here so that the notebook saved size is reduced.\n", "fig_kwargs = {\n", " # \"renderer\": \"notebook\",\n", " \"renderer\": \"png\",\n", " \"width\": 1000,\n", " \"height\": 600,\n", "}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 DescriptionValue
0session_id4747
1TargetNumber of airline passengers
2ApproachUnivariate
3Exogenous VariablesNot Present
4Original data shape(144, 1)
5Transformed data shape(144, 1)
6Transformed train set shape(132, 1)
7Transformed test set shape(12, 1)
8Rows with missing values0.0%
9Fold GeneratorExpandingWindowSplitter
10Fold Number3
11Enforce Prediction IntervalFalse
12Splits used for hyperparametersall
13User Defined Seasonal Period(s)None
14Ignore Seasonality TestFalse
15Seasonality Detection Algoauto
16Max Period to Consider60
17Seasonal Period(s) Tested[12, 24, 36, 11, 48]
18Significant Seasonal Period(s)[12, 24, 36, 11, 48]
19Significant Seasonal Period(s) without Harmonics[48, 36, 11]
20Remove HarmonicsFalse
21Harmonics Order Methodharmonic_max
22Num Seasonalities to Use1
23All Seasonalities to Use[12]
24Primary Seasonality12
25Seasonality PresentTrue
26Target Strictly PositiveTrue
27Target White NoiseNo
28Recommended d1
29Recommended Seasonal D1
30PreprocessFalse
31CPU Jobs-1
32Use GPUFalse
33Log ExperimentFalse
34Experiment Namets-default-name
35USIa097
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp = TSForecastingExperiment()\n", "exp.setup(data=y, fh=fh, fig_kwargs=fig_kwargs)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Available Models\n", "\n", "`pycaret` Time Series Forecasting module has a rich set of models ranging from traditional statistical models such as ARIMA, Exponential Smoothing, ETS, etc to [Reduced Regression Models](https://github.com/pycaret/pycaret/discussions/1760)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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NameReferenceTurbo
ID
naiveNaive Forecastersktime.forecasting.naive.NaiveForecasterTrue
grand_meansGrand Means Forecastersktime.forecasting.naive.NaiveForecasterTrue
snaiveSeasonal Naive Forecastersktime.forecasting.naive.NaiveForecasterTrue
polytrendPolynomial Trend Forecastersktime.forecasting.trend.PolynomialTrendForeca...True
arimaARIMAsktime.forecasting.arima.ARIMATrue
auto_arimaAuto ARIMAsktime.forecasting.arima.AutoARIMATrue
exp_smoothExponential Smoothingsktime.forecasting.exp_smoothing.ExponentialSm...True
crostonCrostonsktime.forecasting.croston.CrostonTrue
etsETSsktime.forecasting.ets.AutoETSTrue
thetaTheta Forecastersktime.forecasting.theta.ThetaForecasterTrue
tbatsTBATSsktime.forecasting.tbats.TBATSFalse
batsBATSsktime.forecasting.bats.BATSFalse
prophetProphetpycaret.containers.models.time_series.ProphetP...False
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize...pycaret.containers.models.time_series.BaseCdsD...True
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseaso...pycaret.containers.models.time_series.BaseCdsD...True
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detren...pycaret.containers.models.time_series.BaseCdsD...True
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & De...pycaret.containers.models.time_series.BaseCdsD...True
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasona...pycaret.containers.models.time_series.BaseCdsD...True
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Det...pycaret.containers.models.time_series.BaseCdsD...True
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize...pycaret.containers.models.time_series.BaseCdsD...True
\n", "
" ], "text/plain": [ " Name \\\n", "ID \n", "naive Naive Forecaster \n", "grand_means Grand Means Forecaster \n", "snaive Seasonal Naive Forecaster \n", "polytrend Polynomial Trend Forecaster \n", "arima ARIMA \n", "auto_arima Auto ARIMA \n", "exp_smooth Exponential Smoothing \n", "croston Croston \n", "ets ETS \n", "theta Theta Forecaster \n", "tbats TBATS \n", "bats BATS \n", "prophet Prophet \n", "lr_cds_dt Linear w/ Cond. Deseasonalize & Detrending \n", "en_cds_dt Elastic Net w/ Cond. Deseasonalize & Detrending \n", "ridge_cds_dt Ridge w/ Cond. Deseasonalize & Detrending \n", "lasso_cds_dt Lasso w/ Cond. Deseasonalize & Detrending \n", "lar_cds_dt Least Angular Regressor w/ Cond. Deseasonalize... \n", "llar_cds_dt Lasso Least Angular Regressor w/ Cond. Deseaso... \n", "br_cds_dt Bayesian Ridge w/ Cond. Deseasonalize & Detren... \n", "huber_cds_dt Huber w/ Cond. Deseasonalize & Detrending \n", "par_cds_dt Passive Aggressive w/ Cond. Deseasonalize & De... \n", "omp_cds_dt Orthogonal Matching Pursuit w/ Cond. Deseasona... \n", "knn_cds_dt K Neighbors w/ Cond. Deseasonalize & Detrending \n", "dt_cds_dt Decision Tree w/ Cond. Deseasonalize & Detrending \n", "rf_cds_dt Random Forest w/ Cond. Deseasonalize & Detrending \n", "et_cds_dt Extra Trees w/ Cond. Deseasonalize & Detrending \n", "gbr_cds_dt Gradient Boosting w/ Cond. Deseasonalize & Det... \n", "ada_cds_dt AdaBoost w/ Cond. Deseasonalize & Detrending \n", "lightgbm_cds_dt Light Gradient Boosting w/ Cond. Deseasonalize... \n", "\n", " Reference Turbo \n", "ID \n", "naive sktime.forecasting.naive.NaiveForecaster True \n", "grand_means sktime.forecasting.naive.NaiveForecaster True \n", "snaive sktime.forecasting.naive.NaiveForecaster True \n", "polytrend sktime.forecasting.trend.PolynomialTrendForeca... True \n", "arima sktime.forecasting.arima.ARIMA True \n", "auto_arima sktime.forecasting.arima.AutoARIMA True \n", "exp_smooth sktime.forecasting.exp_smoothing.ExponentialSm... True \n", "croston sktime.forecasting.croston.Croston True \n", "ets sktime.forecasting.ets.AutoETS True \n", "theta sktime.forecasting.theta.ThetaForecaster True \n", "tbats sktime.forecasting.tbats.TBATS False \n", "bats sktime.forecasting.bats.BATS False \n", "prophet pycaret.containers.models.time_series.ProphetP... False \n", "lr_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "en_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "ridge_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "lasso_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "lar_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "llar_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "br_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "huber_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "par_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "omp_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "knn_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "dt_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "rf_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "et_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "gbr_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "ada_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", "lightgbm_cds_dt pycaret.containers.models.time_series.BaseCdsD... True " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp.models()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Modeling (Manual)\n", "\n", "In our exploratory analysis, we found that the characteristics of the data meant that we need to difference the data once and take a seasonal difference with period = 12. We also concluded that some autoregressive properties still need to be taken care of after doing this. \n", "\n", "More specifically, if we were building an ARIMA model, we would start with **ARIMA(1,1,0)x(0,1,0,12)**. Let's build this next." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 DescriptionValue
0session_id42
1TargetNumber of airline passengers
2ApproachUnivariate
3Exogenous VariablesNot Present
4Original data shape(144, 1)
5Transformed data shape(144, 1)
6Transformed train set shape(132, 1)
7Transformed test set shape(12, 1)
8Rows with missing values0.0%
9Fold GeneratorExpandingWindowSplitter
10Fold Number3
11Enforce Prediction IntervalFalse
12Splits used for hyperparametersall
13User Defined Seasonal Period(s)None
14Ignore Seasonality TestFalse
15Seasonality Detection Algoauto
16Max Period to Consider60
17Seasonal Period(s) Tested[12, 24, 36, 11, 48]
18Significant Seasonal Period(s)[12, 24, 36, 11, 48]
19Significant Seasonal Period(s) without Harmonics[48, 36, 11]
20Remove HarmonicsFalse
21Harmonics Order Methodharmonic_max
22Num Seasonalities to Use1
23All Seasonalities to Use[12]
24Primary Seasonality12
25Seasonality PresentTrue
26Target Strictly PositiveTrue
27Target White NoiseNo
28Recommended d1
29Recommended Seasonal D1
30PreprocessFalse
31CPU Jobs-1
32Use GPUFalse
33Log ExperimentFalse
34Experiment Namets-default-name
35USIf298
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp = TSForecastingExperiment()\n", "exp.setup(data=y, fh=fh, fold=fold, fig_kwargs=fig_kwargs, session_id=42)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Note:**\n", "\n", "The `setup` provides some useful information out of the box.\n", "\n", "1. Seasonal period of 12 was tested and seasonality was detected at this period. This is what will be used in subsequent modeling automatically.\n", "2. The data splits are also shown - 132 data points for the training dataset and 12 data points for the test dataset.\n", "3. The training dataset will be cross validated using 3 folds. \n" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## ARIMA Model\n", "\n", "**NOTE**:\n", "\n", "1. Specific model hyperparameters can be passed as kwargs to the model. \n", "2. All models in the time series module are are based on the `sktime` package.\n", "2. More details about creating and customizing time series models in pycaret can be found here: https://github.com/pycaret/pycaret/discussions/1757\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01956-120.35350.410310.321613.43150.02550.02600.9413
11957-120.68440.685320.923523.26530.05810.05600.8582
21958-121.59881.467345.685047.69550.10660.11320.4911
MeanNaT0.87890.854325.643428.13080.06340.06510.7635
SDNaT0.52670.447714.817814.40510.03330.03620.1956
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = exp.create_model(\"arima\", order=(1,1,0), seasonal_order=(0,1,0,12))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**NOTE:**\n", "* `create_model` will highlight the cross validation scores across the folds. The time cutoff for each fold is also displayes for convenience. Users may wish to correlate this cutoff with what they get from `plot_model(plot=\"cv\")`.\n", "\n", "* `create_model` retrains the model on the entire dataset after performing cross validation. This allows us to check the performance of the model against the test set simply by using `predict_model`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 ModelMASERMSSEMAERMSEMAPESMAPER2
0ARIMA0.69990.775721.312126.79980.04800.04620.8703
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y_pred
1960-01424.7154
1960-02408.1599
1960-03472.4447
1960-04463.0139
1960-05487.5134
1960-06540.0299
1960-07616.5423
1960-08628.0557
1960-09532.5688
1960-10477.0820
1960-11432.5952
1960-12476.1084
\n", "
" ], "text/plain": [ " y_pred\n", "1960-01 424.7154\n", "1960-02 408.1599\n", "1960-03 472.4447\n", "1960-04 463.0139\n", "1960-05 487.5134\n", "1960-06 540.0299\n", "1960-07 616.5423\n", "1960-08 628.0557\n", "1960-09 532.5688\n", "1960-10 477.0820\n", "1960-11 432.5952\n", "1960-12 476.1084" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Out-of-sample Forecasts\n", "y_predict = exp.predict_model(model)\n", "y_predict" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The scores listed above are for the test set. We can see that the metrics are actually slightly better than the mean Cross validation score which implies that we have not overfit the model. More details about this can be found in **[this article](https://towardsdatascience.com/bias-variance-tradeoff-in-time-series-8434f536387a)**." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In a previous notebook, we saw that `plot_model` without an estimator argument works on the original dataset. In addition, by passing the model (`estimator`) to the `plot_model` call, we can plot model diagnostics as well." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the out-of-sample forecasts\n", "exp.plot_model(estimator=model)\n", "\n", "# # Alternately the following will plot the same thing.\n", "# exp.plot_model(estimator=model, plot=\"forecast\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**NOTE:** \n", "* `predict_model` is intelligent enough to understand the current state of the model (i.e. it is only trained using the _train_ dataset).\n", "* Since the model has only been trained on the _train_ set so far, the predictons are made for the _test_ set.\n", "* Later, we will see that once the model is finalized (trained on the complete _train + test_ set), `predict_model` automatically makes the true future predictons automatically.\n", "* Also note that if the model supports prediction intervals, they are plotted by default for convenience." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Next, let's check the goodness of fit using both diagnostic plots as well as statistical tests. Similar to plot_model, passing an estimator to the `check_stats` call will perform the tests on the model residuals." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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TestTest NameDataPropertySettingValue
0SummaryStatisticsResidualLength131.0
1SummaryStatisticsResidual# Missing Values0.0
2SummaryStatisticsResidualMean-0.445207
3SummaryStatisticsResidualMedian-0.9606
4SummaryStatisticsResidualStandard Deviation11.759243
5SummaryStatisticsResidualVariance138.27979
6SummaryStatisticsResidualKurtosis4.244741
7SummaryStatisticsResidualSkewness-0.938657
8SummaryStatisticsResidual# Distinct Values127.0
9White NoiseLjung-BoxResidualTest Statictic{'alpha': 0.05, 'K': 24}21.29991
10White NoiseLjung-BoxResidualTest Statictic{'alpha': 0.05, 'K': 48}43.239443
11White NoiseLjung-BoxResidualp-value{'alpha': 0.05, 'K': 24}0.620976
12White NoiseLjung-BoxResidualp-value{'alpha': 0.05, 'K': 48}0.667946
13White NoiseLjung-BoxResidualWhite Noise{'alpha': 0.05, 'K': 24}True
14White NoiseLjung-BoxResidualWhite Noise{'alpha': 0.05, 'K': 48}True
15StationarityADFResidualStationarity{'alpha': 0.05}True
16StationarityADFResidualp-value{'alpha': 0.05}0.0
17StationarityADFResidualTest Statistic{'alpha': 0.05}-11.577344
18StationarityADFResidualCritical Value 1%{'alpha': 0.05}-3.481682
19StationarityADFResidualCritical Value 5%{'alpha': 0.05}-2.884042
20StationarityADFResidualCritical Value 10%{'alpha': 0.05}-2.57877
21StationarityKPSSResidualTrend Stationarity{'alpha': 0.05}True
22StationarityKPSSResidualp-value{'alpha': 0.05}0.1
23StationarityKPSSResidualTest Statistic{'alpha': 0.05}0.031457
24StationarityKPSSResidualCritical Value 10%{'alpha': 0.05}0.119
25StationarityKPSSResidualCritical Value 5%{'alpha': 0.05}0.146
26StationarityKPSSResidualCritical Value 2.5%{'alpha': 0.05}0.176
27StationarityKPSSResidualCritical Value 1%{'alpha': 0.05}0.216
28NormalityShapiroResidualNormality{'alpha': 0.05}False
29NormalityShapiroResidualp-value{'alpha': 0.05}0.00003
\n", "
" ], "text/plain": [ " Test Test Name Data Property \\\n", "0 Summary Statistics Residual Length \n", "1 Summary Statistics Residual # Missing Values \n", "2 Summary Statistics Residual Mean \n", "3 Summary Statistics Residual Median \n", "4 Summary Statistics Residual Standard Deviation \n", "5 Summary Statistics Residual Variance \n", "6 Summary Statistics Residual Kurtosis \n", "7 Summary Statistics Residual Skewness \n", "8 Summary Statistics Residual # Distinct Values \n", "9 White Noise Ljung-Box Residual Test Statictic \n", "10 White Noise Ljung-Box Residual Test Statictic \n", "11 White Noise Ljung-Box Residual p-value \n", "12 White Noise Ljung-Box Residual p-value \n", "13 White Noise Ljung-Box Residual White Noise \n", "14 White Noise Ljung-Box Residual White Noise \n", "15 Stationarity ADF Residual Stationarity \n", "16 Stationarity ADF Residual p-value \n", "17 Stationarity ADF Residual Test Statistic \n", "18 Stationarity ADF Residual Critical Value 1% \n", "19 Stationarity ADF Residual Critical Value 5% \n", "20 Stationarity ADF Residual Critical Value 10% \n", "21 Stationarity KPSS Residual Trend Stationarity \n", "22 Stationarity KPSS Residual p-value \n", "23 Stationarity KPSS Residual Test Statistic \n", "24 Stationarity KPSS Residual Critical Value 10% \n", "25 Stationarity KPSS Residual Critical Value 5% \n", "26 Stationarity KPSS Residual Critical Value 2.5% \n", "27 Stationarity KPSS Residual Critical Value 1% \n", "28 Normality Shapiro Residual Normality \n", "29 Normality Shapiro Residual p-value \n", "\n", " Setting Value \n", "0 131.0 \n", "1 0.0 \n", "2 -0.445207 \n", "3 -0.9606 \n", "4 11.759243 \n", "5 138.27979 \n", "6 4.244741 \n", "7 -0.938657 \n", "8 127.0 \n", "9 {'alpha': 0.05, 'K': 24} 21.29991 \n", "10 {'alpha': 0.05, 'K': 48} 43.239443 \n", "11 {'alpha': 0.05, 'K': 24} 0.620976 \n", "12 {'alpha': 0.05, 'K': 48} 0.667946 \n", "13 {'alpha': 0.05, 'K': 24} True \n", "14 {'alpha': 0.05, 'K': 48} True \n", "15 {'alpha': 0.05} True \n", "16 {'alpha': 0.05} 0.0 \n", "17 {'alpha': 0.05} -11.577344 \n", "18 {'alpha': 0.05} -3.481682 \n", "19 {'alpha': 0.05} -2.884042 \n", "20 {'alpha': 0.05} -2.57877 \n", "21 {'alpha': 0.05} True \n", "22 {'alpha': 0.05} 0.1 \n", "23 {'alpha': 0.05} 0.031457 \n", "24 {'alpha': 0.05} 0.119 \n", "25 {'alpha': 0.05} 0.146 \n", "26 {'alpha': 0.05} 0.176 \n", "27 {'alpha': 0.05} 0.216 \n", "28 {'alpha': 0.05} False \n", "29 {'alpha': 0.05} 0.00003 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check Goodness of Fit\n", "exp.check_stats(model)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Observations**\n", "\n", "1. Stationarity tests indicate that the residuals are stationary. \n", "2. The white noise test indicates that the residuals are consistent with white noise. \n", "\n", "This indicates that we have done a good job of extracting most of the signal from the time series data.\n", "\n", "Next, we can plot the diagnostics on the residuals just like we did it on the original dataset." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp.plot_model(model, plot='diagnostics', fig_kwargs={\"height\": 800, \"width\": 1000})" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Observations**\n", "\n", "1. The ACF and PACF indicate that we have captured most of the autocorelation in the data. There is no serial autocorrelation left in the data to capture.\n", "2. The histogram and QQ plot do indicate some left skewness, but overall the results are satisfactory.\n", "\n", "**NOTE:**\n", "\n", "These plots can be obtained individually as well if needed using the following calls\n", "\n", "* `exp.plot_model(model, plot='residuals')`\n", "* `exp.plot_model(model, plot='acf')`\n", "* `exp.plot_model(model, plot='pacf')`\n", "* `exp.plot_model(model, plot='periodogram')`\n", "\n", "**Another useful plot is the `insample` plot** which shows the model fit to the actual data. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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EBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agh66IaEBkEAAhCAAAQgAAEIQAACEIBATSSAoNfEUafPEIAABCAAAQhAAAIQgAAEIBA6Agi65ZBs3LjRMoHqsQjUrVtXysvLpaSkBEAhIJCXlyf169eX4uLiELSGJhgCZjx27drl/ceVfQL5+fli/t7asmVL9htDCzwCDRo08P4/ZPfu3RAJAYFatWpJYWGhbN26NQSt2feb0LRp032/E/QAAhCISQBBt3wwEHRLgHGqI+huuKabiqCnS85dPQTdHdt0khH0dKi5rYOgu+WbajqCniqxxOURdF2epEEgTAQQdMvRQNAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKARdCaRSDIKuBPK/MQi6Lk/SIBAmAgi65Wgg6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUikGQVcCiaDrgiQNAiEkgKBbDgqCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWIQdCWQCLouSNIgEEICCLrloCDolgARdDcAlVMRdGWgCnEIugJExQgEXRGmUhSCrgRSKQZBVwKJoOuCJA0CISSAoFsOCoJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoSiCVYhB0JZAIui5I0iAQQgIIuuWgIOiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpBkFXAomg64IkDQIhJICgWw4Kgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIehKIJViEHQlkAi6LkjSIBBCAgi65aAg6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUikGQVcCiaCrgly5cqXcfffd3n9t27ZVzQ4SZu5/0003ybfffit33XWXXHDBBUGqeWXGjh3r/a+pH+uK7FvLli3lnnvukR49eqR0j8CNoaAqAQTdEieCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWIQdCWQ1VzQFy5cKEVFRXLOOefInXfeKYWFhVJSUuLJZb9+/aRbt26qILMp6H6/0pVmBF31UQhVGIJuORwIuiVABN0NQOVUBF0ZqEIcgq4AUTECQVeEqRSFoCuBVIpB0JVA1gBBf+qpp7xeXn755Z6QV1dB37x5swwdOtSbAdf+4MHwy+aHD7pPe81LQ9AtxxxBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6IowlaIQdCWQSjEIuhLIEAj6nK++l9v++Yms3bRTOrZsKPdf/FPp1KqhSgfNDPoLL7zgzaBPnz7dm0U3V+QM+ksvvSTz58+vnGE3Ijp69GgZMWKEV9ZIrxHeCRMmeF+brEGDBsntt9/uLSWPnJ33JfaII46QyZMne+UHDx5cZdm4ud/IkSMrs/yZfTODvX37dtm2bZvX1nhL1COXsR9wwAHe0vQmTZp47Vy8eLGX638/epl9ZN3otkXOoPv9OPfcc2XUqFHSuXNn+fWvfy0PPvigt3w/eom7z9D8W8Lv97hx46p8UBCv39EDnSwrMsfUjbxPvP75H174fCLHLPpnfl40g2RjaX5uOJlnp3HjxpUfBJmxNJc/nv79TBv+8Y9/eD+LZG+eqVj3svmFQNBt6IkIgm4JME71unXrSnl5uffLwpV9Agh69scgugUIerjGBEEP13iY1iDo4RoTBF13PJo2baoSOHPZBvlo9aaUsh6dtUJKy8or6xyyXz3p+9NWKWX0Onx/6dqm8V51fEEfNmyYJ5pmWXunTp3SEnQzM+3LVevWrT2hN/+ujJy19gXxmmuu8d7Njp7VNnJpPjDwJc6IWZs2bbyy5s+vvfaa97/x3l+PzjP9Gz58eBVJTzSD/uabb0q7du28fL+t5oMI8wFEtKCbnLPPPrvyw4VE76D70uzLrWmXyfP7majfsQTdfIARK8u8ovDiiy/KhRde6L2uEJlrvo784MWMjV/2scceq+Rs7vfss896H6yYy4yfeS7MGER+OLNp0yav7z6DROwNz8g++21p0aKFl2HqmnEy9/I/TPGfoVivXUS23fzc9kLQLQki6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUikGQVcC+d8YLUH/w8tL5InZK3UbFyDtrj4d5aoT996UzRd0I9OfffaZJ8eRsm7ENMgMui+90e95R38daxm4L75G2qM3Votsn5FIc8XbpM38LFp8I+/fq1evlJa4R7c91gx65GZ3yQQ93ioEX1Yj342P7He0gEaPR6Kl+5Ft8sXXl23/sfH76cty5OMUj6fJML8TkRv+Rb8aEf3OfmSWkfvozQL9D2NijZPfx+i2B3j0AxVB0ANhil8IQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEHQlkEoxCLoSSGVBT2cG/ZFZK2SX4xn0yKXt/nJ3f5M414Ju8levXi2+oPtLnv0R9JdbBxV08yGDvyzeZCQSv+inxJfMyDb4S69dC3q8ficT9Ggxjl7GHrmcP/pn/ix89DJ2v8/+JoLRnEy9IILur36I/vDEn333l6v7+ea+8T5Iidd2jd90BN2SIoJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoSiCVYhB0JZDKgp5Oq8w76MP+7xP59+adckTLBjLq4i7q76D7QmuELHrTONeCHj2DHm/3+GS7qEdLYOR7zmZ2OtkMevRMcqZn0IPump9oBt1Is1lh4C/LT7RxXfTsuP9sRtYx3hX9gUescmYJe6oz6P4+BmacIq8gm/nFa3s6v1+mDoKeLrn/1kPQLQEi6G4AKqci6MpAFeIQdAWIihEIuiJMpSgEXQmkUgyCrgQyBIKu25OqadFLqSNnkOO9L21E2dQzgmWuyHfMU13iHi2Q0e9iR78nbe6XaIl79FLoVN5Bj257dJarGXQjqIn6nWwGPVLYv/nmmypLx6P7b2bpBwwY4I2bL7l/+tOfZObMmZXvrSdbFm/qmSvZDHq0REc+N9HvoJs8c98VK1ZI9+7d93oVwYxFrLb77/Db/o4g6JYEEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFXAqkUg6Argaxhgu6LmzkbPXL3byNX/i7t5h31OXPmVNnFPZV30E3ZyKXNiXYzN+2JtcQ80ejG2sXdzPAGnZk1fTeXWRrerFkzueiiiyo3qfM/IIg1M53uO+j+DHL07uvxdqmPLhe5M7ppX+RYmQ3/zBW5s7y/lD5y6XtkHVM+ckyil7/794t+jzzW8XyRuWa3/vXr11e+fhD9OkH0jvuRm/nFKxtvs8BUf/sR9FSJRZVH0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBF0JpFIMgq4EspoLui4l0jJBIHqJeybuqXEPf6+BRCsgNO6TTgaCng61iDoIuiVABN0NQOVUBF0ZqEIcgq4AUTECQVeEqRSFoCuBVIpB0JVAIui6IEmzJrCvCHqis9WtISgHIOiWQBF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBVwKpFJMJQV+wulhWfr9TzuvUXOrWzlNqeThjtI5ZC2fvaBUEajYBBN1y/BF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBVwKpFONa0G99YZm8/eVGr7X1C/Jkwi+OlLbN6ii1PnwxCHr4xoQWQUCLAIJuSRJBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6IowlaIQdCWQSjEuBX391l1y7iM/7OTsX4N7tpIhvQ5San34YhD08I0JLYKAFgEE3ZIkgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIehKIJViXAr6V//ZIf2f+KRKSy/t3lJuPe1gpdaHLwZBD9+Y0CIIaBFA0C1JIuiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpxqWgmyZe8vdP5MsNOypbO7Z/BznhkCZKrQ9fDIIevjGhRRDQIoCgW5JE0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBF0JpFKMa0HfXlomJ42ZX9na8QM6Svc2jZRaH74YBD18Y0KLIKBFAEG3JImgWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpRjXgm6a2fW+OZWtHdS9pQxjibvS6BEDAQhkkgCCbkkbQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEHQlkEoxmRb0BgV5MmvIMUqtD18MM+jhGxNaBAEtAgi6JUkE3RIggu4GoHIqgq4MVCEOQVeAqBiBoCvCVIpC0JVAKsW4FvStJWXS6+H50qpRgdfidcWlUp2XuVd3QV+4cKEUFRXJXXfdJRdccEHlU7h582YZOnSoLF68uPJ755xzjtx5551SWFgoK1eulJtuukm+/fZb7+fjxo2TTp06yT333CNr166V0aNHS+PGjb2f+Vnmz5HfN1+/9NJLMnLkSK9+t27dlH4LiIFAMAIIejBOcUsh6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUinGtaAvW79NBk5Y5L13fsphTWTUW6u8PxtJr45XdRf0sWPHesO2fv36SvmOlGoj4UacS0pKPPlu0aKFJ+bmMpJ+9913e/+1bdu2skxxcbGcccYZlcJvJPzNN9+UrVu3VhF0k2mE3Vz16tWrzK2OzxF9CicBBN1yXBB0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBVwKpFONa0BesLpZrn13iSfkDF7b3ZtPNNevmHtKgMF+pF+GJyaqgr3pX5MVfiWxeLXLAkSIX/lXkgKPU4JiZ7VGjRsnVV18tDz30kDdjbkQ7lqCb7xnRnj9/fpVZ9FiCfsopp8jMmTNl2LBhXpa5h/neP/7xjyqCbgT/ueeek/PPP9+bQR8xYkTlrLtaJwmCQAICCLrl44GgWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpRjXgv72F9/LrS9+4c2eP9ivgyfrRtqHnX6wDOrWUqkX4YlRE/Tlb4isWZBax2Y/JFJW+mOdZoeKdO6fWsZhZ4i07hGzjlne/v7773sz12YmvU2bNpWz3v6y9OgZ9B49elSWiTeD3q9fP2+Zu7lat27t/dn8r7lH5BJ3I/zmOvvss73ZeVOPZe6pDS+l7Qgg6Hb8BEG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohB0JZBKMa4F/eXF38nwaSvE3739qXnrZPTMryUvN0dOPayp3HFmW2lSt5ZSb7Ifoybo038r8sEjme/QOfeKHPurmPc1wnz88cd7UmxkPVKgY72DHv2eeCJBb9eunQwfPlzM3/T2yikAACAASURBVA9mJn3FihVV8v3l7Zdccok3ax89O595UNyxJhJA0C1HHUG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohB0JZBKMa4FfdzstTJu9hopOuFAKTqhtVz33BKZ93VxZeuPOaiRPHpJ9XkfXU3Q05lBf+8hkT1uZtCNXJvZbH9ZefSMefTX/rvq/vvnZsATCbqR/shZ+egPAMzXL7zwQtzl8kq/DsRAICGBaiXo/o6PpsedO3fea7mK2Y3RXJG7PZqv/Q0mpk+f7v08esfIRAQRdDe/YXXr1pXy8nJvbLiyTwBBz/4YRLcAQQ/XmCDo4RoP0xoEPVxjkmlBjzwT3Sfx4e3HhQuKRWvUBD2dNph30F+4XqR4jUiLziL9HlF7B93fPT26WYMHD/aWvCcT9iCCHpkdLehG3idMmLAXlVTcIB2k1IFAJIFqI+jRv2DJfvnMz/1P2yI/fYv+xU/2uCDoyQil93MEPT1urmoh6K7Ipp+LoKfPzkVNBN0FVbtMBN2On3btTAm6/855/yc+ka/+s6OyG4fsV1cmX/lT7W5lLS+rgu6o1/6EWeT75L5w+7Pq5muzaZz/Drr52jiAWbZu/j1vlqUnm0GP5wixsv38yFl1R90nFgKVBKqFoBupNr+Ykbs8Ro5x9AYTkTJvykXXjbVcJt4zg6C7+W1C0N1wTTcVQU+XnLt6CLo7tukkI+jpUHNbB0F3yzfVdNeCPnzacnl58QZvB/dT2zeTJd9uk9/860v59+YS2a9ebRn9s8Ol4wH1U212aMtXR0GPFmsfvi/uZrM28w55tKCbcmbm/bHHHpPf/OY38uc//znmOeixNnuLdILo99H9+yfzjNA+JDRsnyVQLQTd/EKbT9K+/fbbyoHwl8LE+jQu8i8AUyHyKAb/lzzyuIZEo4ugu3n2EXQ3XNNNRdDTJeeuHoLujm06yQh6OtTc1kHQ3fJNNd21oPu7tptzz81Ra+byN47r27m5jOh9aKpNDnX56ijooQZO4yCQQQLVQtCjN3Twl6mbT8piHZEQLeiRm1HEE/R77713r2G54447eEfa0cNq/rFrrrKyMkd3IDYVArm5uWLGZNeuXalUo6xDAuYfu2afhj179ji8C9FBCfA7EpRU5srVrl3b+/8Q83vClX0Crn9HLn/yQ5m3apM89cuucszBTbwOm6/N983X5vvV6SosLKxO3aEvEIBABIFqKeiRkm2OUBg1apTEOx/RlA0ygz558uS9Hpz+/fvLjh0/vt/Ek6VHwPzDyvyjCkHXY2qTZP5hVVBQIDt37rSJoa4iATMe5vcDQVeEahFlfkfM31tsbGkBUbkqvyPKQC3jzEos80FvaWnE7t+WmZHVz3x4jrec/Y2bj5WfNK7j/ejzb7fKReMXSIcD6suUa2Ofua3YhIxGmZWGXBCAQPUkUC0EPfpIBl/QV69e7S195x30fe/hZYl7uMaMJe7hGg/TGpa4h2tMWOIervEwrWGJe7jGxPUS915j5snW0j0SuVP7uuIS6TPuI2nVqECmFlWvGXSWuIfr+aY1ENAkUC0E3X/PvEWLFjGPYIh1hIKByC7umo+SbhaCrsvTNg1BtyWoXx9B12dqk4ig29BzUxdBd8M13VTXgu4fqxYp6FtLyqTXw/OlQUGezBpyTLpND2U9BD2Uw0KjIKBCoFoIuiHhv3e+ePFiD0z0eYWR5ypyDrrKs+M0BEF3ijflcAQ9ZWTOKyDozhGndAMEPSVcGSmMoGcEc+CbZEPQTeNiiXvgRoe4IIIe4sGhaRCwJFBtBN2SQ9rV2cU9bXQJKyLobrimm4qgp0vOXT0E3R3bdJIR9HSoua2DoLvlm2q6S0H3Z8pjLWVH0FMdKcpDAALZJoCgW44Agm4JME51BN0N13RTEfR0ybmrh6C7Y5tOMoKeDjW3dRB0t3xTTXcp6MvWb5OBExbJ4S3qyaTBR1Vpmv9u+qybe0iDwh9OiKkOFzPo1WEU6QMEYhNA0C2fDATdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQlUAqxbgU9AWri8Wcg27OPzfnoEdefcZ9KOuKS2Vq0dHSqlH1OZoMQVd6MImBQAgJIOiWg4KgWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpRiXgv72F9/LrS9+Iacc1kQe7NehSouNuBuBN+JuBL66XAh6dRlJ+gGBvQkg6JZPBYJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoSiCVYlwK+suLv5Ph01bIoO4tZdhpByPoSmNGDAQgkB0CCLoldwTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQlUAqxbgU9HGz18q42Wuk6IQDpeiE1lVaPHzacnl58QYZ0bud9O28v1Jvsh/DDHr2x4AWQMAVAQTdkiyCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWKyJeijZqySiQu+kWGnHyyDurVU6k32YxD07I8BLYCAKwIIuiVZBN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCVQCrFZELQY0l4otl1pa5lJQZBzwp2bgqBjBBA0C0xI+iWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpxqWgJ1rGjqArDSAxEIBAxggg6JaoEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFXAqkU41LQE+3UPnHhNzLqrVUxN5BT6lpWYphBzwp2bgqBjBBA0C0xI+iWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpJluC7u/w3rdzcxnR+1Cl3mQ/BkHP/hjQAgi4IoCgW5JF0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBF0JpFKMS0HvM+5DWVdcKlOLjpZWjQqrtDjRGelKXctKDIKeFezcFAIZIYCgW2JG0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBF0JpFKMS0HvNWaebC3dI7Nu7iENCvOrtHjB6mIxS+C7t2kk4wd0VOpN9mMQ9OyPAS2AgCsCCLolWQTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQlUAqxbgU9K73zfFa+eHtx+3V2nXFJdJn3EfSqlGBTC3qqtSb7Mcg6NkfA1oAAVcEEHRLsgi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBV4SpFIWgK4FUikHQlUD+NwZB1+VJGgTCRABBtxwNBN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCVQCrFuBL0rSVl0uvh+dKgIE9mDTkmZmsTzbArdS/jMQh6xpFzQwhkjACCbokaQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEHQlkEoxrgR92fptMnDCIjm8RT2ZNPgoBF1pvIiBAASyRwBBt2SPoFsCRNDdAFRORdCVgSrEIegKEBUjEHRFmEpRCLoSSKUYV4IeZBM4ZtCVBpEYCEAgIwQQdEvMCLolQATdDUDlVARdGahCHIKuAFExAkFXhKkUhaArgVSKcSXoQY5RS3QMm1L3Mh7DEveMI+eGEMgYAQTdEjWCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWJcCfrLi7+T4dNWSN/OzWVE70NjtnbghE9l2frtMmnwkXJ4i/pKPcpuDIKeXf7cHQIuCSDolnQRdEuACLobgMqpCLoyUIU4BF0BomIEgq4IUykKQVcCqRTjStDHzV4r42avkaITDpSiE1rHbK05B90shTfnoJvz0KvDhaBXh1GkDxCITQBBt3wyEHRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFXAqkUk01Bv+WFz2Xml5vkgQvby6ntmyn1KLsxCHp2+XN3CLgkgKBb0kXQLQEi6G4AKqci6MpAFeIQdAWIihEIuiJMpSgEPX2Qe8orxPxXOz83/ZComtkU9OHTlsvLizfIiN7tpG/n/dX6lM0gBD2b9Lk3BNwSQNAt+SLolgARdDcAlVMRdGWgCnEIugJExQgEXRGmUhSCnh7Iv835tzz57hdSKKVy0IEHyiM/7yi18nLSC4uo5UrQg8j3qBmrZOKCbxIug7fuYIYDEPQMA+d2EMggAQTdEjaCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6KmDXPn9Tvlywg0yIP9tr/KS8jbyds+/ycDjYm++lsodXAl6kPfLg7ynnkpfwlAWQQ/DKNAGCLghgKBbckXQLQEi6G4AKqci6MpAFeIQdAWIihEIuiJMpSgEPXWQn370gZzy7sAqFYu73ih7Trw19bCoGgi6NcIqAQi6Lk/SIBAmAgi65Wgg6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgp46yFpLX5AGb9xSpWJJ9+tlx/G3px6WIUEPcsZ5kKPYrDuY4QAEPcPAuR0EMkgAQbeEjaBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUQh66iDXfV8sbf5xvDTM2VFZeWufx2T3IWekHpYhQe81Zp5sLd0js27uIQ0K82O2E0G3Hj4CIACBDBJA0C1hI+iWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKeOkiz4Vqbzx+T2/L/z6u8s+cQ2dlzaOpBMWq4WuLe9b453t0+vP24uO00Z6Cbd9XNGejmLPTqcDGDXh1GkT5AIDYBBN3yyUDQLQEi6G4AKqci6MpAFeIQdAWIihEIuiJMpSgEPTWQ64pLpM+4j2RUrUelf947XuVvT/6T1O5ySWpBcUqHQdAPb1FPJg0+SqU/2Q5B0LM9AtwfAu4IIOiWbBF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBDw7yu6275MqJi2Vdcal8WnB15RL39T1/J7V6XhM8KEFJF4K+taRMej08XxoU5MmsIcfEvbv/4UOrRgUytairSn+yHYKgZ3sEuD8E3BFA0C3ZIuiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKeHGRpWblc+cxnsnT9Nq9w65wN8l7BkMqKZnm7WeaucbkQ9GXrt8nACYsk2cx4UJHX6GemMhD0TJHmPhDIPAEE3ZI5gm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIejJQT4+Z6389d01lQX7582SUbXGVX79XZcbJf9k+yPWTKALQU/l3fIg76onJxaeEgh6eMaClkBAmwCCbkkUQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEPTkIB+dvVbGz/5R0P33z/c07yh5G5bIhiMul7wzRyQPClDChaC//cX3cuuLXwTa/A1BDzBIFIEABEJBAEG3HAYE3RIggu4GoHIqgq4MVCEOQVeAqBiBoCvCVIpC0JOD/GjtFrlq4meVBd8ruFla5/zHW9ZeZ+4YWfWTvtLwZw8nDwpQwoWgp3J8WpDj2AJ0IzRFmEEPzVDQEAioE0DQLZEi6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgh4M5PMfr5c/vv5V5fvnFQUNZet5j0rDKYOkrPWxsuWiScGCkpRyIejjZq+VcbPXSNEJB0rRCa0TtqDPuA+9TfCmFh0trRoVqvQpmyEIejbpc28IuCWAoFvyRdAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKAQ9GEh/Ftp//3zXIWdKSZcrPEFf3eBoqX/FlGBBIRf0gRM+lWXrt3vnoJvz0Pf1C0Hf10eQ9kMgPgEE3fLpQNAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKAQ9GEh/Ftp//3zHyb8XI+mNnzxJimsfIHuumxMsKOSCfu2zS8RsKoegqwwnIRCAgEMCCLolXATdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQg4H0Bd1//7x44FQpb3igNBn3U9lSUVfKhvz4jnqwxNilXCxxHz5tuby8eIOM6N1O+nbeP2HzUilr089M1WUGPVOkuQ8EMk8AQbdkjqBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUQh6MJBG0F95/0Pv/HPz/vmmok+8ik0fbuv978abVwYLSlLKhaCnMivuC/qw0w+WQd1aqvQpmyEIejbpc28IuCWAoFvyRdAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKAQ9GEgjrgVLJ3vnn5ul7dv6jK8i6F9f+6U0KMwPFpaglLagz/xyo9z5ynLZsWuPXNq9pdx62sEJ25jKhnLWnc1AAIKeAcjcAgJZIoCgW4JH0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBD0YyFeeHiV9Nz4pjXO2S0m362THCb/xKpol7jmlW2T14IVSv1HTYGEZEvTVG3fKhY9/XOVu957fXs7u0CxuCxB06yEkAAIQyBABBN0SNIJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoyUHWXj5N6k+7oUrBzYNnSXmjNt4mcblb1sqSfm/IAQcemjwsSQnNGfS/zVkr//vumip3vPb41nLdiQcmFfRB3VvKsCSz7dadzUAAM+gZgMwtIJAlAgi6JXgE3RIggu4GoHIqgq4MVCEOQVeAqBiBoCvCVIpC0JODrPPBQ1Jn3sNVCu44bpiU9LhBGk06T/I2LJG1/V6SugcelTwsg4K+9NttculTi6rc8XdnHSL9u7SI2wr/OLm+nZvLiN72HzhYA7EMQNAtAVIdAiEmgKBbDg6CbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6MlBFnwyQerNurtKweJLXpQ9LX4qDacMlPy1H8iyM56U5h17JQ/LoKCbWz334bfy5zd/2MDO7OBudnJPdL39xfdy64tfyCmHNZEH+3Ww7k+2AxD0bI8A94eAOwIIuiVbBN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCDgVw2+jw5LneJV3jH8bdLSffrvT/Xe+M2b/O4b0/+k9TuckmwsASlNJe4m9ssW79NBk5YJIe3qCeTBief4TdnoJtd37u3aeSdhb6vXwj6vj6CtB8C8Qkg6JZPB4JuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoyUFuLSmTF/76Wxma/7zs7DlUdvYcUlnJF/Qvj/mjNDt2UPKwJCW0BT1V4faFvlWjApla1NW6P9kOQNCzPQLcHwLuCCDolmwRdEuACLobgMqpCLoyUIU4BF0BomIEgq4IUykKQU8O0kjr0mdukyvzp8uOk38vJV2uqKxUZ+4YqTN39F7injw1dgltQU/1nfJ1xSXSZ9xHgqCnO4LUgwAEMkUAQbckjaBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUQh6cpBmFtq8a35s7lLZctFEKWt93F6C/l2XGyX/5FuThyUpoS3o6Ryb1vW+OV4rP7z9x35adyxLAcygZwk8t4VABggg6JaQEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFPDtJsnHbmqydLw5wdsqnoE6koaLiXoK/ocJ00OeuHs9FtLgTdht7edRF0XZ6kQSBMBBB0y9FA0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBD05yIkLv5EbZx/vFdx48w87ovuX2SDOvIf+n0MulNw+DyUPS1JCW9CHT1suLy/e4O3ebnZxD3Ixgx6EEmUgAIFsE0DQLUcAQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEPTkIN+dM1sumP8L2dO8oxQPfKVKhVorXpMGr1wnq37SVxr+rOpZ6cmT9y6hLehmR3azRN/syG52Zg9y9Rn3oawrLpWpRUdLq0aFQaqEtgwz6KEdGhoGAWsCCLolQgTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQk4P8ZM7rcur8IilrfaxsuWhSlQr5a+dIwymDZHWDo6X+FVOShyUpoS3oAyd8KsvWb5dJg4+Uw1vUD9Q+X9BTqRMoOAuFEPQsQOeWEMgQAQTdEjSCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6MlBbnr9z9Lu80elpMuVsuPku6pUyNvwmTSa1EfW1G4n9a57M3lYhgW915h5srV0T0obvqUz627dcUcBCLojsMRCIAQEEHTLQUDQLQEi6G4AKqci6MpAFeIQdAWIihEIuiJMpSgEPTnIJZNHyonrnoh5lFrulrXS+MmTZG1Fc6k7ZF7ysAwLejrvk9/ywucy88tN8sCF7eXU9s2s+5TNAAQ9m/S5NwTcEkDQLfki6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgh4A5JSrpenat2TreY/K7nZn71Wh6cNtZUtFXSkb8lmAsMRFNJe4by0pk14Pz5cGBXkya8gxgduWzsZygcMzXBBBzzBwbgeBDBJA0C1hI+iWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKeHGTuk2dL4y1fSPHAqbKneaeYgm6++fW1X0qDwvzkgQlKaAq62RzOLFc3m8OZTeKCXqNmrJKJC76RYacfLIO6tQxaLZTlEPRQDguNgoAKAQTdEiOCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6MlBmhlyc0UfsebX9H++ePBS613PwyDo42avlXGz10jRCQdK0QmtkwMKcQkEPcSDQ9MgYEkAQbcEiKBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUQh6YpA5pVukybifJlzCbt5BN++ifzZgrrTcP9hZ4/Huqino5vz2UW+tkkHdW8qw0w4O/MQg6IFRURACEMgiAQTdEj6CbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6IlB+seofVB+hLQfOi1mYV/Ql/R7Qw448FCrkdEU9HRF+9HZa2T87LVyZKv68sSgzpKXm2PVp2xWZgY9m/S5NwTcEkDQLfki6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgp4YZMHS56XeG8NkcYMTpNUV/4hZuOGUgZK/9gNZdsaT0rxjL6uR0RT0dN4lf3/lZrnxn0sr+3BUqwby5C86W/Upm5UR9GzS594QcEsAQbfki6BbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUZkW9LLyCnnx0/VSKy9X+nZuLrk54Z6drTN3jNSZO1rea3WldOxf9Qx0fwjqT71Wan/1RugEPZ3j0v78xlfy3EfrqzxdM27qLo3r1FJ64jIbg6Bnljd3g0AmCSDolrQRdEuACLobgMqpCLoyUIU4BF0BomIEgq4IUykqk4K+c/ceuXTCIlm1cafX+sP3rydPX36k5Id4CXXdd0ZK4cdPyLRWN8qx/W+NSb3eG7dJwdLJ8uUxf5Rmxw6yGhnNGXSzg7vZyd3s4G52cg9y+bPukWXfGXKM1C/IC1I9dGUQ9NANCQ2CgBqBaiPoY8eOlQkTJlQBc9ddd8kFF1zgfe+ll16SkSNHen8+55xz5M4775TCwkLv65KSErnnnntk+vTp3teR9ZKRRtCTEUrv53Xr1pXy8nJvbLiyTwBBz/4YRLcAQQ/XmCDo4RoP05pMCvrfPvi3/O87q6tAuO30g2VgiI/y8pevP9P+YTn3nL4xB9CX+PU9fye1el5jNciagt5n3IeyrrhUphYdHXh3+UXrtsoVz3wm5RUVXj9OPKSJPNy/g1WfslkZQc8mfe4NAbcEqpWgG1Q33XTTXsQWLlwoRuBHjx4tjRs39v4cWTby682bN8vQoUO9nG7duiWlj6AnRZRWAQQ9LWzOKiHoztCmHYygp43OSUUE3QlWq9BMCrq/aVlkg284uY1cdexPrPrgsrLZwd3s5P6/3afLwOMPj3krfxn8d11ulPyTY8+yB22jpqB3vW+Od9sPbz8u6O29chu2lkr/Jz6RraV7ZNbNPazPdk/p5sqFEXRloMRBIEQEaoSgGwFv06ZN5Wx6pLCbsRg+fLgn5W3b/nAeaLTAJxovBN3N04ygu+GabiqCni45d/UQdHds00lG0NOh5rZOJgX92y2l0nf8R7Kn/IfZ2UZ18uWla46WhoX5bjtpke6fcX5vt3fjngnuC/qKDtdJk7N+Y3E3kTAIuunAwAmfyrL122XS4CPl8Bb1rfqUzcoIejbpc28IuCVQrQQ9com7v0zdX77eo0ePSkFfuXKl3H333d5/5vL/7Au6WQ4/f/78Ksvg4w0Dgu7mAUXQ3XBNNxVBT5ecu3oIuju26SQj6OlQc1snk4K+rrhE+oz7qLJDT192pHRqGV75y9vwmTSa1EeWlB8kM06aJIPiLMUv/PjvUvedP8hXbQdJ475/tBowLUFftn6bDJywSFo1KpCpRV1TbtPwacvl5cUb5IEL28up7ZulXD8sFRD0sIwE7YCAPoFqI+iRaIyAmyXqI0aMkE6dOnnvl/fr169yyXq0oJul76asWf5urliCfskll+xF/7nnnpOysjL9USFRcnNzPQoV/31XDCTZJ2DGxOwLwBUOAmY8zO8HvyPhGA/TCn5HwjMWmR6P259fJM9/+O9KALOGnSytm9QNF5CI1uR8/Z7kPnW+mDPQN188Rc7s2CJmW3M+mSi5/7pR1rS5UFoNfsK6P5G/I+n+3TV35Ua59G/zpWfbpvLMVT1SbtPDM1bIwzOWy82nHSo3n9Yu5fphqWA+FOSCAASqJ4FqKehmqPxl7WeffbYn6LYz6MuXL9/rCTj00EOluLi4ej4ZWe6V2cDPyGBpaWmWW8LtDQEzg25WNWzduhUgISFgxmP37t3ef1zZJ2D+sWz+3tq2bVv2G0MLPAL16tWTXbt2ZeR3pMufZnv3NLO6ZvOyxwd1Dry7eDaGq/CD0VL4wUPyRNk50ubn98Vta/7aOVJ/8gDvrPTWV020aqqZQa9du7Zs377dy8lJ8xi6t7/4XoY+v1RObd9URv+sY8pt+sf8f8v9b66US3u0vV71VwAAIABJREFUktvPOCTl+mGp0KhRsN3rw9Je2gEBCAQnUO0F3ezizjvowR+IsJRkiXtYRuKHdrDEPVzjYVrDEvdwjQlL3MM1HqY1mVribpZLm2XT/nFf5vivsC+f9t8tH132M+l56d1x38U2gt5wyiBZ3eBoqX/FFKtB1lri7m/IV3TCgXHfnU/UUCP4t774hZxyWBN5sB+7uFsNKpUhAAEnBKqFoJud180RaQMGDPAgRS5hN++Vs4u7k2fHaSiC7hRvyuEIesrInFdA0J0jTukGCHpKuDJSOFOC7h/5NaL3od7Z3EbYR/RuJ30775+RfqZzk/pTr5XaX70h1+66Rf7nxuvj7maeu2WtNH7yJFlb0VzqDpmXzq0q64RF0P132A9vUU8mDT7Kqk/ZrMw76Nmkz70h4JZAtRD06HPMDbJx48ZVOSaNc9DdPkja6Qi6NlG7PATdjp+L2gi6C6rpZyLo6bNzVdO1oG8rLZMpn3wno2d+Xblh2agZq2Tigm9k2OkHx914zVV/U8ltNOk8yduwRHqX3iv/uO2HyY1YlzmGzRzHFiZB9zd5S5fx1pIy6fXwfGlQkCezhhyTCrZQlUXQQzUcNAYCqgSqhaCrEkkxjF3cUwQWsDiCHhBUhooh6BkCncJtEPQUYGWgKIKeAcgp3sKloH+8dotc8+ySymPVzuvUXO7/ybtS9/37ZPtukUWdfyPtT/9lii3OQPGKCqk343dS8Nmz3s0u3XWHjB12bcIb+8exbbx5pVUDtWbQr312ibdSYfyAjmm/599rzLx9/ix0BN3qcaQyBEJNAEG3HB4E3RJgnOoIuhuu6aYi6OmSc1cPQXfHNp1kBD0dam7ruBT0O19ZLtM+21DZgTNyF8rjtR+o0qEtF0+Wspbd3HYyxfTCBY94HyL4V4XkyqYbPhfJqxU3yRf0xYOXSqtGhSne8cfiWoKucY65RkbaIJQqIuhKIImBQAgJIOiWg4KgWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEuBX3I85/Luys2VbZ0aP7zYv6LvHb2HCo7ew5R6o1OTN2Zw6Xw06eqhG0ePEvKG7WJewOzxN0sdZ9zyaK4m8kFaZ2WoGvMft/ywucy88tNod/MLxFXBD3IU0cZCOybBBB0y3FD0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUol4I+fel/5Hcvf1nZ0l81/1Ru3/qnKi3fcuHTUtbmRKXe6MTUmfuw1Jn7UJWwjb/6XCS/IO4NzCZxZrO4Jf3ekAMOPDTthmgJetf75nht+PD249Juy76yVwCCnvYQUxEC+zQBBN1y+BB0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKcqloJsmPjBjlTyz4Bs59uDGMvbMetL86V6VLZ+93yVyxKCqwq7ULbuY8j3S4KXBUmvNbNlRUSBTDxspZ/S+OGGmv6Hc0t7PS4tDu6Z9fw1B19rgzfaotrQhKFZkBl0RJlEQCBkBBN1yQBB0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKcq1oEcukz5nz0yp98awypaPbzlC+l98uVJPdGMiz0A3y/CLTmid8AYNpwyU/LUfyLIznpTmHX/8ECLVVmkIutYRaS8v/k6GT1shfTs3F3M83r54Iej74qjRZggEI4CgB+MUtxSCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkW5FvTI3cTPmNHHWwa+p3lH7/iy55peJ2f+4jdKPdGNSVXQ671xmxQsnSwLj3lI2h57YdqN0RB0s3u74d69TSNvF/d0Ly3RT/f+GvUQdA2KZEAgnAQQdMtxQdAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKNeC3mfch7KuuFSm9PxSun4yXMobtpbSI/pLnbmj5f/qDZIzrvqjUk90Y+q+M1IKP35C/rD7Mml6yvVJz2v3Bf3LY/4ozY4dlHZjNAR94sJvZNRbq6xnvrWWyqcNQ6Eigq4AkQgIhJQAgm45MAi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBV4SpFOVa0P3Nyr7a/3Zv9nz7maNEpEKM0E7ec7Kc9usJSj3Rjak/9Vqp/dUbcu2uW+Ts8wfJqe2bJbyBP+Nuuyu9hqBrvjuusdmc7sikloagp8aL0hDYlwgg6JajhaBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUS4F3czA3vOXR+TsvPnSP+9db/Z88y/flbwNn0mjSX1kSflBcsDQmUo90Y3x3ykfsOtOufLn/b3l4okuX9BXdLhOmpyV/rL9sAm6vwJiatHRVue7645O8DQEPTgrSkJgXyOAoFuOGIJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRbkU9PLPXpL93hpa2dKyVt1lS/9/eueFm3PDt1TUlbIhnyn1RDfG35W9d+m9ctflfZKebe4L+sdtr5Y2ff8n7cZoCLrm+eWaWWlDsaiIoFvAoyoEQk4AQbccIATdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUinIp6A1evkpqrZxRpaUbr/9MpFZdafpwW+/7iwcvDeXMrPkAwXyQcGLpGHnmpt7SoDA/IXGzQZxZtr/qJ32l4c8eTnt0NAQ9cmO+ZDP/yRq6r5+FjqAnG2F+DoF9lwCCbjl2CLolQATdDUDlVARdGahCHIKuAFExAkFXhKkU5VLQ67/+a6n9+YtVBf2GZSJ5taXxkyd576SbJe9m6XvYLv8DhINLJsqHtx+XtHm1VrwmDV65Thbtd678ZNBfk5aPV0BD0P1l6ZMGH5l05j9ZQzXfZ092Lxc/R9BdUCUTAuEggKBbjgOCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkW5FPSFc96SU+dfK/lS7rW2pMuVsuPku7w/+0vIt1w0UcpaJxdgpe4GjokU9Fev7yotGhQkrJu/do40nDJIVjc4WupfMSXwfaIL2gr6O8s3ytApy7zYF67uIgc1rZN2W0zFff0sdATdavipDIFQE0DQLYcHQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiXAq6WR5tjlbrn/eO7DhumJT0uKGy1Vuev1kO/vfLsv3M+71j18J0ffTZEjn9rfO8d+SPKn1cftKoUP51bRfJycmJ20x/47sPyo+Q9kOnpd0dG0Gf/dVmuWny0sp7N6lbS6Zf31Vq5eWm3Z59/Sx0BD3toaciBEJPAEG3HCIE3RIggu4GoHIqgq4MVCEOQVeAqBiBoCvCVIpyKehmg7Hrvr5Fjs1dKtEz5Zte/7O0+/xRsT2WTAlDlZhX3p4lly36pbfLfO9d93o/e+W6rtKyYfxZdLNc3yzbX1vRXOoOmZd2s2wEfew7q+XvH/y7yr0fuaSj9Dwo8Q70iRq7r5+FjqCn/ShSEQKhJ4CgWw4Rgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNDtYJZXVEhuglncdNJdCrrZrGz0+l9K65wNUjxwquxp3qmyiRtnPSKHfnJflWXv6bTfRZ35702Xsz+8Xsxs+IBdPyzJf2fIMVK/IC/h7cyyeNud6W0E/ZF318hjc9ZWaePzV3WRts3slrnvy2ehI+gufkPIhEA4CCDoluOAoFsCRNDdAFRORdCVgSrEIegKEBUjEPT0YG4rLZMb//m5fLpuqxg/v7dvezmrQ7P0wqJquRT0XmPmyaKcS7w7brx5ZZU7r/zgRek279ey65AzZVuf8Sp90QopXTJNWr55g7y+p7tcu/sWGditpdx2+sFJ4zV2prcR9M/Xb5NBExZVtvPcjs3lj30OTdruZAX25bPQEfRko8vPIbDvEkDQLccOQbcEiKC7AaiciqArA1WIQ9AVICpGIOjBYFZUVMjT87+R/2zfLfvVqyXFJWV7LV2ec0tPKchP/91ivyUuBf2U+96UTwuvkYqChrKp6JMqnX93zmy5YP4vvB3czU7uYboKP/671H3nD/JE2TnyzTG/k+tPPDBQ87It6MOnLZeXF2+QszrsJ7ecepDs36B2oHYnK6R5bFuye2n/HEHXJkoeBMJDAEG3HAsE3RIggu4GoHIqgq4MVCEOQVeAqBiBoAeDeferK+Rfi76rLGxmzSsqqtY1m3/tn2Rn8SB3cyXo5t3l3/xlgjxb+x7Z07yjFA98pUpzJr2/TG5YcI73vejZ9SDtdlmmztwxUmfuaBld9jM5sM8dcmr7YKsV/KPj3r9gtnQ4qFVaTUx3Bn1dcYn0GfeRNCjIk0m/PEr1bHlf/Ef0bid9O++fVr+yVQlBzxZ57gsB9wQQdEvGCLolQATdDUDlVARdGahCHIKuAFExAkEPBtN/5zdeaSNhb9/cQ+V9dFeCvmB1sUz+v6dkfO0HYy5jN8d3DZ7R0+uimV03s+xhuSIFvWP/u6R7m+SbrL3++fdy4mvneu/bn1Y2Vu7of5J0C1Avus/pCrrZkG/ml5tk2OkHy6BuLVVR7stnoSPoqo8CYRAIFQEE3XI4EHRLgAi6G4DKqQi6MlCFOARdAaJiBIIeDOapYxdI8c7dlYUb1aklFx/dQh5//4cNwJ667Ejp3LJ+sLAkpVwJ+ttffC9rpt4rQ/Ofj7lTu/l5z1d/ENroDeRUOmYRUu+N26Rg6WQZtvs6uemGW6VBYX7StB6jPpBn8v/g7Vjfu/ReqWjRSZ65/Mik9WwF/fE5a+XtLzfJ0m+3SatGBTK1qGvK90xW4cEZq+QfC76Rg5vWkd+ddYh0bxOeD1OStR1BT0aIn0Ng3yWAoFuOHYJuCRBBdwNQORVBVwaqEIegK0BUjEDQg8F8b8UmGf78fOmSu0I+Lm8nI37WQ05s10Rc7KbtStAnLvxG6s76g1yZPz2moJsZdnn+ajkrb4FsPe9R2d3u7GBwMlCq4ZSBkr/2Axmw607567Crkt7RvH7Q4/7Z8mbBbXJIzjcypuwiGZd7ibw39JikdW0EfcK8dTJm5teVEc3r15bXftUt5XsmqjDji40y7MVllUXMWfBv3tBNzBnr+8KFoO8Lo0QbIZAeAQQ9PW6VtRB0S4AIuhuAyqkIujJQhTgEXQGiYgSCHgxmrRWvS4NXiioLbz1vnOxud5a42E3blaCbZdFml/Z4Ar5s/TZZ+sxtnsDvOPn3UtLlimBwMlDKF/Rrcu6WP980ONAdvx5/iRxd8uP55192vFmanfHrQHUjC6WyxP3XLyyTWV9urHKPGTd1l8Z19OQ51tFtt5/RVgZ0PSDlvmWjAoKeDercEwKZIYCgW3JG0C0BIuhuACqnIujKQBXiEHQFiIoRCHowmE3G/VRySrdUFjbvZ28/9R559503ZeWWHOly4VDpcEjyY7+C3M2VoI+asUp+8ekvpWPu17LloolS1vq4Ks0xm5q9+bc74y6BD9J2V2X8zd6GtnhSfn9Jr+S3qaiQpmMPqVIu1s71yYNEUhH0+99aKZMWflsldu6tPaVWnv3u/n7o3+f+W8bOWl3lHmbp/hEH6LxiEYSJTRkE3YYedSEQbgIIuuX4IOiWABF0NwCVUxF0ZaAKcQi6AkTFCAQ9GMymDxvZi9q2PaJqeZN2svmyN4OFJSnlStDN0VyTvzvPu3usTeDMLu9j//cBGVXrUSk9or9sP/N+lf5ohPjHpf3ywFflwX4dAkVGj9meZu2l+NLXAtWNLJSKoH+/fZfc8M/P5YvvtkuOiNx7fns5q0OwHeeDNmxPeYXc8M+lMu/rYq/K1ce1ll+dFOzYuaD3cFkOQXdJl2wIZJcAgm7JH0G3BIiguwGonIqgKwNViEPQFSAqRiDowWDWeet3UuezSQkLb7pqnlTUax4sMEEpV4I+cMKn8lrxBd6d4x2j9qtRf4t7DJt1xywCfEG/t9u7UnRC60BJBYsnSb0Zv/PKmo9WtvZ7WsoOPDFQ3XQF3dTzd29/oN/hcuphTVO+X9AKvcbMk62le2Rq0dGqR7gFvX+65RD0dMlRDwLhJ4CgW44Rgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNCDwZy08Bs5692L5bDcf0vJ0VeJ5OZJ4cLxVSpvvG6xSO16wQKzIOi/uP9ZmVZwR8wz0P3mnH//v+S9giHeEWtmlj0Ml3m1wLxiYK6/nPB+SkeW5a+ZIw1fGCRLyg+SA4bOTKs7qcygmxuYD0KWrd8ukwYfKYe3cLfsPFP3SQtagkoIujZR8iAQHgIIuuVYIOiWABF0NwCVUxF0ZaAKcQi6AkTFCAQ9GEyzwdoNC86Whjk7PHHNKdksDZ+/RHK3/fC+8YetL5eDLxoRLCxJKVcz6P7seFnrY2XLRbFXA5hZ2UU5l3gtjDfLrtLJFELyNnwmjSb1kbUVzWXuua/Kqe2DLxn35X5LRV0pG/JZCnf9sWiqgu5iZ/9YDTevLJid9x+4sH1KTNKCoFgJQVeESRQEQkYAQbccEATdEiCC7gagciqCrgxUIQ5BV4CoGIGgB4Npli0/uebcquJaUS6NnzhOcrd/J3e2eVpuuTD15dOx7u5C0M0GcFMe/3/y+1pPS0mXK2XHyXfF7LjZlX56yWXeBxGbf/mulDcMtpw8GMX0SuWvnSMNpwySD8qP8D5Y6N6mUUpB/gZ/qwcvlPqNUl9ynoqgm/f4ez08XxoU5MmsIakf6ZZKx4ZPWy4vL94gI3q3k76d90+lalbLIuhZxc/NIeCUAIJuiRdBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6MFgjnzqZXlo8817Lf2uP/Vaqf3VG/JAk7vkisuuDBaWpJQLQTczrUsmj0y6Q7uZlf3Dt7+Ku9O7SgdTDKm14jVp8Mp1nqC3vO5f0qAwP6WERpPOk7wNS2Rtv5ek7oFHpVTXFE5F0A1nw9B8iDB+QMeU75VKBbOqY9zsNVJ0woGB38tPJd9VWQTdFVlyIZB9Agi65Rgg6JYAEXQ3AJVTEXRloApxCLoCRMUIBD0YzHjLw+u+M1IKP35CHsq7Qgbf8PtgYVkQ9Le/+F4qXrlF+ue9k/CMcyOXA775s1fO7OJudnPP9lX48d+l7jt/kMl7TpbTfj0h5ebUe+M2KVg6Oe3+pCLoExd+I6PeWiWDureUYafpHLsXr8MIesqPAhUgAAHHBBB0S8AIuiVABN0NQOVUBF0ZqEIcgq4AUTECQU8O0yxbnvC/f/CWh0cfP+bL4xNl58iFtzySPCxACRcz6EbmTp1/rRybuzTmGeh+s8yy6XafP5p0pj1AN9SK1Jk7RurMHS2vNrtcel6a+nv+fv2dPYfKzp5DUm5XKoKeSWl+efF3MnzaCunbubmM6H1oyv3KVgVm0LNFnvtCwD0BBN2SMYJuCRBBdwNQORVBVwaqEIegK0BUjEDQk8NMtDzcX379+p7ucvj1k1Jefh3r7q4E3d/krnjgVNnTvFPMjhtBb770qaTvqienplfCF+z3Wl0pHfvHfnc+0d38D1ESvXufqH4qgl55xFoGNm4zqyJuffELOeWwJoHPhtcblfSTEPT02VETAmEngKBbjhCCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0JPDNCJk3oE+K2/BXsvDc7eslcZPnuTtML5mwAyVY7VcCLoR77HLz/Q6m2h3djMDvHLOCzK+9oOy65AzZVufqkfJJaelX8J/jeCjDrfKQWfdmPIN/A9REu1eryXomTz6zH/f/fAW9WTS4NTfrU8ZpFIFBF0JJDEQCCEBBN1yUBB0S4AIuhuAyqkIujJQhTgEXQGiYgSCnhxmsuXhTR9u64U8f84CleOuXAj6sOfmyxPrf570fHPT13fff887L93s4G52cs/25W/Et/CYh6TtsRem3Jzt362SA589NWnf4wWnMoOeqSPWTFvNzvx9xn0krRoVyNSirilzyVYFBD1b5LkvBNwTQNAtGSPolgARdDcAlVMRdGWgCnEIugJExQgEPTnMUTNWyW8XnecdPRZrebiZQTcz6W+d/ooc3cl+524Xgj7m6WdlxKY7JNksshH052YvkY8LizwwxZdOlz3NDk8OyWGJhlMGSv7aD2TBSX+TQ44+LeU7mT0EDhp/mFcvnbPdgwp6Jo9Y8yFk8gOBlMHHqYCga5EkBwLhI4CgW44Jgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNCTwzQ7m0/+7ry4gmc7wxvdAheC/ttRYwMtWzcbjx355qXSNXd5ZbO2/OxZKftJz+SgHJWwPSbNNGvHmGOkdc6GtM52DyromTxiDUF39LARCwEIWBFA0K3wiSDolgARdDcAlVMRdGWgCnEIugJExQgEPTnMvg/PlNlyRdwl0v470st/ers07XV98sAkJVwI+lMPDgu0M/uyzxfLca/3rdLCkq5Xy44T/8e6X+kGNBn3U8kp3SKfDZgrLfffP62YZY8MkON2z5Wt5z0qu9udnVJGUEH3j1jL5K7qfcZ9KOuKS2Vq0dHSqlFhSv3KVmFm0LNFnvtCwD0BBN2SMYJuCRBBdwNQORVBVwaqEIegK0BUjEDQk8OMdwa6X9PfJXzDEZdL3pmpHwMW3QJtQV+2frssfWaYXJk/XZIdNfb1V8vk6KnnRAn6NbLjxN8lB+WohP+OfzrL0/0mLX3mNjnh+8kJz4CP1/yggp7JI9b8tmZyUzqt4UXQtUiSA4HwEUDQLccEQbcEiKC7AaiciqArA1WIQ9AVICpGIOiJYS5bv03+/vTfEy4P93cJ39j6dJGLHrceHU1BX/rtNhk6ZZmM3XWXdwb65yeOkf27nh+3jaa/uZMulp65n/9QJidXtvx8ipS1+Kl1v9IN0BD0xf8aLSevGiPpHLUWVNAzecSazzIb90x3HP16CLotQepDILwEEHTLsUHQLQEi6G4AKqci6MpAFeIQdAWIihEIemKYic5A92v6R61p7XquKeiXP71IFn+zTabVvkM65n4t1+f/Qf74q8vidvqHncE/lKdr/UlOylskO46/XUq62y/bT/eR9Xdgt2X76czJcsqnt6V1dFxQQfdns8cP6Cjd2zRKt8sp1TPH5728eIOM6N1O+nZOb/l/SjdUKIygK0AkAgIhJYCgWw4Mgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNATwzTvFded9QdvefiOk38vJV2u2KuC7S7h0YGagt7t/jlSUSGyqnCQd5ujSh6TmbefEbfT/k7kQ/OfD/TOuuKjGDMqf+0caThlUNLd55O145X3P5LLFlyU1tFxQQU9Gzuqx1tWP3dVsfxu6peyacduOfnQpnLf+YdJ7fzcZJgy8nMEPSOYuQkEskIAQbfEjqBbAkTQ3QBUTkXQlYEqxCHoChAVIxD0xDAjz0BPtMGYzS7hLgX9rleWyyufbagU9AubvSxPXNo5YaeNaIZF0L/6aIZ0f/cqa0E3H7TcOPt4r9+pvsseRNCzccSa6UssQd9TXiHHPThXysorKsf5imN/Ijed3Ebxb470oxD09NlREwJhJ4CgW44Qgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNATwzTv+N7+9XXe8vBYZ6D7tdf9/RfSeevstHYJdynou/dUyOTH75UbSh+TLfnN5D+/fF8a162dVNCvzHtVfl/raSk9or9sP/N+xScutajvP5goh837H+t2vP3F93Lmqyd7Z9lvKvrE25E/6BVE0LNxxJppvzkWb/i0FRK5c/zmnWVy2tj5Vbp3XqfmMvK8Q4N22Wk5BN0pXsIhkFUCCLolfgTdEiCC7gagciqCrgxUIQ5BV4CoGIGgJ4Zp3it+rfgCr1CimVebXcJdCnqdeWOlzgcPVt5iV/vzZds5YxJ2uteYeXJ22dsyqtaj1mJs+6iufvmP0mXl40l3n092H7P5Xc6kn3sb5W25aKKUtT4uWZXKnwcR9GwcsWYaaD54uPXFL+SUw5rIg/06eG0ur6iQk8bMl5279lT24erjfiK/OokZ9MCDTkEIQCAtAgh6Wth+rISgWwJE0N0AVE5F0JWBKsQh6AoQFSMQ9MQwT7nvTfm08Jqkgm6zS7hLQW/6SEeR3Tur3CLZEm+zSVybrR/Js7XvsV5abvuoLpk8Uk5c94S1oJsl6G/99aaEewnEa2sQQc/GEWumveaDh4ETFsnhLerJpMFHVXbBn9E33+jdqbmMOLed5OXm2A6HSn1m0FUwEgKBUBJA0C2HBUG3BIiguwGonIqgKwNViEPQFSAqRiDo8WEaqfvNXyZ4orqneUcpHvhK3MI2u4S7FPTGTxwvudu++fEWObmy8aYVCZ+ga59dIjvWfCrTCu5I2m/FRzFmlJHqi8umWgu6CX/qwWFpbXwXRNCzddzZD7vufyStGhXI1KKulQx9cW9QkCezhhzjephSykfQU8JFYQjsUwQQdMvhQtAtASLobgAqpyLoykAV4hB0BYiKEQh6fJhmFnLy/z3lnYFe1vpY2XLRpLiFbXYJdynotVbNlAb/+nHn+e2n3yulnQYkFfRv1yyX9wqGpLXrueLjKQseuljOylvgvQdv3oe3uZ58fLTcsmNMysv2gwh6No5Y81nE2j0+W+/EBxkfBD0IJcpAYN8kgKBbjhuCbgkQQXcDUDkVQVcGqhCHoCtAVIzImKCbs75ywrHENgi+9Vt3yYMzVkmnFeO9WdeSLlfKjpPvilvVZpdwl4Jushc81F/OylsoO04ZISVHXZ60+/7Z2v7RbMmWxCcNTLOAWcHwzaPnp/XeeKxbjnzqZXlo880prwoIIui+JM+6uYc0KMxPs8fpVYsl6P478YO6t5Rhpx2cXrCjWgi6I7DEQiAEBBB0y0FA0C0BIuhuACqnIujKQBXiEHQFiIoRrgW91soZ0mD6DSK7S6SsZTfZesHfpaJ2A8UeuIn6+d8/keUbdlQeN7ahy42Sd/KtcW9mNuvq+eq50jpng2z+5bvezHO6l+Y56OlIblgE/bWl/5Gfvtbf20E/1Y3dYrF/4NVP5Y9fXuDt4G52cg96JRP0bB2x5rff7BmwrrhUphYdLa0aFXrfztZSpSHLAAAgAElEQVQ78UGYIuhBKFEGAvsmAQTdctwQdEuACLobgMqpCLoyUIU4BF0BomKEU0Gv2CNNxx4mIj+ex1xy9FWy46Q7FXugH7V7T7n0fGCuFzy+1oPeEuv7Gt0pVw++Ku7NzDu/Wyde4ZVNdF56kNZqCrpZ6tx6ygVJj4mLbJcvd58WXJ3WsWRB+piszKtL/iP/M/VL8dsw/ZSpcsxRnZJVS/jzUTNWyW8XnZdynxIJujlq/P+9vkKmfPKdHNKsjky+qotVG9Op7C+vnzT4SDm8RX0vIlvvxAdpP4IehBJlILBvEkDQLccNQbcEiKC7AaiciqArA1WIQ9AVICpGuBT0nJJN0mT8jxtXmWbvPuQM2drnMcUeuIk6/qF5UrJ7j0yrfYcntxMOHSN9e58f92Zms655f/t1WruER4dqC/qxLxyfkpT6gm7eQddYEZDOCJ0wep53TJi/zP6I8udk9lC7zc5Mvy6Z/3M5JPcb73UF89pCkGt3Ra6U59aSgorSvYr7Iuz/4PJjWsnQUw4KEqtWJpaMx5J2tRtaBiHolgCpDoEQE0DQLQcHQbcEiKC7AaiciqArA1WIQ9AVICpGuBR0qaiQJo91lZySzZUt3tlzqOzsOUSxB26i3l+5WW6e/Ll8XPsqT26XDponLfZrnvBmf3ng9/L7Wk8nfV89WYs1Bf3lxd/J4Bk9vVsGfZfcF/Rna49Ue/87WZ+jf97t/g+koqKiUtDblk6Shbcdm2pMlfI75jwuref/sfJ7pUcOku2n/vh1rPD731olkxb+sAv+IfvVkb8N7CyN6vz4jrn//rdft3Z+rnxwyw+8M3X5rySM6N1O+nbe37ttrPfSM9WeZPdB0JMR4ucQ2HcJIOiWY4egWwKMU71u3bpSXl4uJSUlbm5AakoEEPSUcGWkMIKeEcyBb+JU0EUkf/0n0vC5C//bnpwfjvjaRzaL6zVmnizKucRrexC5ffEvw+TK8udFatWV7SfdKaWdBwYeh8iCmoJuZPuOhScF7oMpaKR++LQVlcv7bZfspwNh9Myv5cV5X3pn0G+pqCujfjrNema6ySOdJWf39irNSTSuZqPAcx9ZWKX81ce1ll+ddGDl9459cK7sKiuv/PrAJnXkpWsyu8w9+n3zbL8Tn2y8EfRkhPg5BPZdAgi65dgh6JYAEXQ3AJVTEXRloApxCLoCRMUI14Jumtr04baVLS4eOFX2NLd7l1ix+wmjfnH/s95Z4GbDN7PxW6Kr6gcRP5Tcev7fZffBp6TcXE1Bf3fObLlg/i8C9cFvqNnw7tYXv5BRtR6V/nnvqBxxlioE88rA7eNf9PjvaNJBSi57NdWIvco3ebyH5Oz4T8T3c2TjzV/Fzf3k31vlimcWV/l59BL2N5Z9L7956QuvTE5Ojvz14g7S8+DG1m1NJSBa0MN8xJr390HTpql0j7IQgMA+RABBtxwsBN0SYJzqzKC74ZpuKoKeLjl39RB0d2zTSXYt6GNeWyQjlv347vaOk38vJV1+PJc7nTZnqs6vRv1Nnq19T9Iz0E176swdI3Xmjq7StHSX82sK+nszp8n5n94QqA9+433BM8fLmf/S7YfNOL28eIO8Ov1fgfkHuVftFdOl/ivXVxbdccJvpaRbUdyqZeUV0uvh+d678P416sLD5bT2Pwpm5Gz1q9d3lbq1M3vEmmmXv+Khb+fmMqL3oeIfsXbKYU3kwX4dgqDJaBkEPaO4uRkEMkoAQbfEjaBbAkTQ3QBUTkXQlYEqxCHoChAVI1wKutlk7ZYxT3qS5V+lrXrK9v7PKvbATdSO5e9JwSs3SvOcYilv0k6KL5ooFfV+eL831lXr63ekwUuDq/xo29ljZNfh8TeWi5elKejTX3pGBn19p+w65EzZ1md8IFhmR/qBExZVHjGXDUF/YMZKaf/xn2Rw/uuyx/D/xRsqr0b8etSjMqH2n2VP08Ok+BevJ+RhZvH7jPuosszh+9eTSb88qkodf7VB9zaNZPyAjoH4aheKbkOYj1gzfUfQtZ8A8iAQHgIIuuVYIOiWABF0NwCVUxF0ZaAKcQi6AkTFCJeCvq20TG4fO8ET9A/Kj/A2HEv1DGrFrqYU1WT80VU2tyvteLFsP+O+hBnfTPuTdFo+zitT2qGfbD/rwZTu6RfWFPQPJj8gvdf9JaWN63wx9WfQzW7nZtfzTF4rJlwvPYqnV96ytGN/2X7G/dZNGDT+PZleclmg59DffO20w5vJjGXfe/f+8PbjqrQhDDLsf6ByeIt6MmnwUZVHrJnZdDOrHrYLQQ/biNAeCOgRQNAtWSLolgARdDcAlVMRdGWgCnEIugJExQiXgm6aOXPS/XLRhr/KE2XneIJujizbctFEKWtdVXQUu2QftWe3NP3f9lVy9jRrL8WXvpYw28hat3m/9s5C337m/VJ6RP+02qIp6G/+7X/k59snprRM3V+2bd4/N++hm36Y/mTqMvc/aPxhe90uyEZ9ydp47bNLZPJ353nFEuVFzp5Pv6GHXD1xsazdtFMizxo3GWE4b9xva4OCPJk15BgxfTSvKZgZfTOzH7YLQQ/biNAeCOgRQNAtWSLolgARdDcAlVMRdGWgCnEIugJExQjXgu6/mz267GfSULZ754RnY0Y2VWSNJ/SS3OLVldVKjrpMdpzyh4Qx5l3gPa8P9/posyxcU9CfenBYWu+Rm2O6zspdIONrP5jS++upcF60bpsU79wtx7ZtLPm5OZVVzZLt0149RZrkbKv8XkVhE9l07YepxO9Vds2mErnhn0vl2Z1F3vnuH/Z5TQ4+pOoHMX4lf/bczED/vwuOkAfe/lqefP9rGXb6wTKoW8vKbLPT/9bSPTK16Ghp1ajQqn02lSOPVfPbNOvmHtKgMPPvxCfrB4KejBA/h8C+SwBBtxw7BN0SIILuBqByKoKuDFQhDkFXgKgY4VrQ674zUgo/fkKea3qdtOvUQ7q/e5Wsqd1Onuz4hCcPl/VoFcpT196Z876cOe8qqZdTIrsOPUe2nfWQSH5iATOzlksmj0xLiCOHVFPQFzx0cVoz+kb4js1d4r2esKd5Ryke+IriUydy1cTP5KO1W7zMAxoWyNOXdZZm9Wp7X5uVCF/8f/bOAzyqYn3j76YnQIAgIhp6UXrvRSxIFZAiRVA6iCKIiKIUaXqRIqETmhRp0nuvARIglACh997Se7b8n5n1bHaTbHb3nDlk4f/N8/Bckp15z8w7y733d+ab7zu+GYs90k7tY1stQmrRDxTNof+qizhxNwZSffch3uMxos8XFpoXHsXiyI0ozD92n/+egXeRN3Jh1ZknmLD9Cg8ZZ6HjrEmRBuzv6UPfFU1UxmBzQHfmGuhsaQToMjaYhpADr4gDBOgKN4oAXaGBBOjqGChYlQBdsKEC5AjQBZgoUEJtQM+5tS88bu7B3CJT8Xnrz0wl1yomzUcMcuCjd/NhUuvMTzEFLtNhqcn7b+P3C0YgtDe0eu3ZJ7i6728eFv6oSGt4trbM6m7vJEQBOgPIR3Nb8asFjlwrOHknGv1Wh/NT5iDPQQ6VaLNnjUduRGLQussWXfvW80f/esb64ixEO+FemKnEXXSX7TB45LJHOss+1f48DgNgKh83NLU/fvnhJ9OY688S0PHvMBgMrBfg4eaCPQOqwS+XN25FpqDV7GBIYeTsc2dIECdNvuW803gYnYwxzUvwGvbSfXTFpqkgQICugqkkSQ44iQOvHaAnJSVh/HhjptsRI0bAy8v4pn7Tpk0YN24c/3vTpk0tPpPG7NxpTKQycuRItG7d2q4tIkC3yyaHO1GZNYctU3UAAbqq9soSJ0CXZZtqg9QGdN/1neF2PxgHasxDpTqf4FpAC9TShIPB0VpdQ76u7D59zMxcdrf473vN+Ef2APqFR3H4ctl506kzS4r3tNU/qF88r8N7JwrQWfKw3Ctb8nv/9tafT9HqUT/gJLQ6Pb+SEObVx24P7F3opvNPMWbHDYvufev6o399I6CzE2ApQV1ymXaIbzzZXuks+/248Qr2XY0waW/3+xK1u44xjZkbdA+B/52cS78c+H5h9K1flP9/sqrj9/Fwdil03BkSxEnz7LwkDFeexKNLtbewIvQxnLXEGpsvAbqQrzOJkANO6cBrBejmoG0O4aGhoZgxYwamTZuGPHny8L+zNnDgQP6f5j9HRUVh8ODB/LNq1arZ3DQCdJsWyepAgC7LNtUGEaCrZq1sYQJ02dapMlBtQM87rxI0yTHY8NFBvF+uCNYv+B29E+bzpHFjtV/CzdUFJ36opcralIhOW7MDYx8PsDu8W4I16dT5viE/llVfj371/B2ehihAZyH3tTfUha8mAZH9zvHM5bZa+OM4dF163tTttlcX/nd7XlLY0pY+Zy8B2iw4i8cxyaYhE1uXRuN38/HkZuwEPdB96n+h+ZPBIF1Ei0vWYcS2a6h6e0Gm1xAWHn+AWUfS8g6wZ7Jw9rZV3uaA3mfpSRy8FslPqT8t/6ZTZUuXktWxk3MG6v3qFZL13RPhsy0NAnRbDtHn5MCr68BrBegMtAsXLsx34+TJk6ZTcun30qm4ObCzvqNHj+ZQXqxYMT42PcBntb0E6Op8+QnQ1fFVrioBulzn1BtHgK6et3KU1QZ0v+nG/33a3eYszyj94GooKuxsjxiDD7qk/IqOzRujRTnnKwU1fv4/mJo4wu4EacduReHbfy9ZnDqv+PgkmpZ9w+FtEQXoLGndV/uNLz/sBez4ZC0aBJw0zVkNQGfityMS0XbBWdNzpBNf6UWH9Nyo7oeh9zWerItqv0+ZmGl2+qRUHb5cfgEs1J21Su/kwqIu5eDh4cEBffLOS5h39B66VC+IoR8WhbMkiOP/f3D7dWy58IyH4LNT/vTJ7ER5J0KHAF2Ei6RBDjinA68NoJtDNQtnlwCd2c5C3mvUqGEKW7916xZ+++03/oc16e8SoJuPl0Lk4+LSsqBKW8n+D3JkZKRz7uwrPisCdOfaQAboOXLkQEyMMRkRtex3gO1HamoqUlJSsn8yNAMwQPf29kZsbKxwN9jJeZ65FTmM6waHc333G3uQc6sxbJq1hEZjkFzpK+HPVio4Y/JIjHJfhhRW/9zOEmMM3liYtASXkYNuy5oG+9/o5ORk/u9ESWNzGR7agEs4MpcD1yLwy5ZrYMDK7qCzqIDoHkH8LrqoxsLvO/0dxoGSNQaV8zuX4wniLO6f9wgS9UiTTv/pa7DaMIxHR8R02W6hzzxj+9iqwpumZHDu7u7w9PTEwfAH6LPyIr/fPb9TOTQMOMHHnvmprvA5OioozVsax7x0xhJrbH558zp+7cNRP6g/OUAOZI8DrwWgM6C+e/euKWQ9M0D/7LPPTCHr6QGdhb6PGTOGh7+zlhmgN2rUKMMOHTx40JQEJXu2j55KDrw8BzQaDX3fX57dNp9E+2HTopfeQbU9eRwGzbyGCPeoiDLDD/N1aaa+B8Q+TlujxgWGUREvfc22HhgwshcPgza8/zPQ6Gdb3U2f91seilHXO3GoNQwKA/IYo+McaaL2Y+2+Y+gQ1JzPgc/Fgbbo6C2M23oJ2z2G8zvshn6HgbcqOqCQddfgmy/QeX4IahfPh1rF/BCw7xr883rzWuPS/XNU7gJD69nCnikJ9Zu5AYEvemTqy7S91/hcBn1UCoM/TqvFLu1JseFGoJ/XtSr6LT/N57+yT/Zf0ZDmLa3x3KjG8PV2F+6dCEHmJTVygBx4PR14LQCdnZ4vWbIkww6xe+hDhw7F5MmTFZ+gW9t+CnFX5x8GnaCr46tcVQpxl+uceuMoxF09b+Uoqxni7nb/OHzXd7EIE/ebUw5INYYQS83e8Gs565Mz5mF0Ek4s/F5WPXOW/b1V2ACHM6ebz1NUiHvQwe1oFfaN3WH65nOQMpRLJckcyQJvj+eSvhTa3mHROdx4bvxeSM9kyeFE3T83nxMLB59xvTH/VfrvHrv/zu7BT2lTGh+Uzsf7sBN0FpXIokykZGzsdJr1c5a73uw6A8veLjVnTLwozY1C3O35F0J9yIFX04HXAtDTW5/+BJzuoL96X04CdOfaMwJ059oPNhsCdOfaEzUB3evsYvgcHoukyj2R0HAkX7jX6UD4BP1hMiHpvXZI+ERMlm5RzjLwwrrePElZbIu5SC3RxG5pFqJd6sSvaO96mIfGJ5dpb/dYqaMoQN+56R90uWP/PXrzibKXFC3nnTGVJJO7FmuLXxH6CJP33Tbd5641JQSpOj3vrub9c6bP9uibU00yTZ4nAXhgp7KmEHFzQGcvYFacemRaFksix2qjZ3eTXniweThziTU2PwL07P620PPJAfUc+H8B6JTFXb0vkFrKBOhqOStPlwBdnm9qjiJAV9Ndx7XVBHTvkAB4h0xDYq3BSKw1yDQ5j6tbkHPnd/znDR8ewPvlizo+cRVHMNh5Z3s3Wafg7CQzcvefmWYJt3fKogA9eO0UNH840+IFib1zYP1YubNRbkt5JEFCw1FIqtzDkeFZ9jUvUdanrj+qTzrO+9d2Cccqj/F46loAbt8EC3ueuRB7OfDhkc6Zlp9ja2bN/ATaHNDNQZj129qvCt7ObSyLm52N3envvMSYfZ+d7rMXDM7aCNCddWdoXuSAcgf+XwA6s4nqoCv/srxMBQL0l+m27WcRoNv26GX3IEB/2Y5n/Tw1AT1qy68ofmtFpnCXe2ULuD4Lx6Yay9GgTj2nMoUB3JdBHztUnkxaAAO4e1v/4IBuHjngyAJFAXrIP6PR7MXSDC9I7J0Ly1LeS7dG0csGa8+STqKlEPEuS8Jw+Um86f55TKm20DabYu9UHerH9ijXtv4ZIiRik7R4f7oxg701QDfvk76fQ5MQ3FmKeGCyUpZ5wY8QJkeALsxKEiIHnM6B1xLQX6bLdAddHbcJ0NXxVa4qAbpc59QbR4CunrdylNUE9NgV3VHk+aFMw8R9Do+D19lFuF5pGPze/1rO1FUbw053peznjt6PZyeZ65bPyrSMl70TFgXoS6cOVQTXLNybAT572ZA+CsLetVjrJ9Xtlu56P49LwYLj9/HF1UGopLsAte6fs/mY5xgwjwyQarCnDxE3P0H/355bWHMmLckhq3PPXjJkdzvJ7sOvMlZKaFImH/74tHR2T8nq8wnQnXZraGLkgGIHCNAVWkiArtBAK8MJ0NXxVa4qAbpc59QbR4CunrdylNUE9KvTmlsNE5fup98s1gV5Pp0gZ+qqjQncH46fL7SAwdMXkf3OOfQcdsL608wlPExb618bMW1XOjSedRYF6Pv/+krRXXiWTM3z0jpFLxusLV5KxmZ+1xvaZPjNfo8PUaP+uflcMnt5wSIn7h1cjGHuq5E3dx7ENxiJ1OIfWySJk0LgJS13VxeE/JC9WdzZd+6Dmaeg1xtMSxzXoiRalMv+u/GZ7T8BusP/lUADyIFXxgECdIVbRYCu0EACdHUMFKxKgC7YUAFyBOgCTBQooRagM2hwnVeXlxtjkMtg17y5PruI3CtbIsq3NPTddwlckXKpNZs2oP+dIbIBu9Wkzbx+OKsbHtX9iMMTEgHozP9Hc1vJukcvTZhFEtw6vgGBHlORUrwx4loGOrwWawOkZGwrv6qAdwvkhMe1rci5Y6Cpe/TnG6F7q5Kw56UX+nvBNAxJCOBJ/KQ69zeCN6HGicEWXaO77oFLgTKmLO7myexYx9zebjgwsIZq87RHeNP5pxizIy2DOxvTu44/BjTI/pN9AnR7dpD6kAOvjwME6Ar3kgBdoYEE6OoYKFiVAF2woQLkCNAFmChQQi1AZ+HCn2yszGeaWZg4A8gigcY6046GkQtcfqZSa/9dir6PRsuG0pbzTuNYcjvZaxMB6CzUnr0AYTXM5ZZIYyfKQQe2K4oGsLZXX8/4F41TD+LzinmhKd4Iubb1AwzGLO6spRaqi9jP/lFtq6UM9+YvHu5tmYBKtxZYPDOx9vfQ1vvBBOgbw55i7M40GJ7U5l18VNpPtXnaI3w3Mglt5p+x6Pptw8LoWfsde4a/9D50gv7SLacHkgMvzQECdIVWE6ArNNDKcApxV8dXuaoE6HKdU28cAbp63spRVgvQGdx9e7RulmHirnPrIHfKY0R33gpd/nJypq/KmD3LJ6JjxFzZSd7Y6fCu6NZ8bplFD9iatAhAZy9Iam+oKyvRnTQ/lkztr01HFUUDZLrW5Fh4z60Ob02KVSsMPvkQ2fuULatkf77qwEkMOP+5RZTD/n9nof0jy5J/7OWGplhDE6CzB159Go8jNyLxYel8KJbPW/YcRA5kpd9Y4j3WahXNjRnt3oObq4vIRwjTIkAXZiUJkQNO5wABusItIUBXaCABujoGClYlQBdsqAA5AnQBJgqUUAvQjxw/itYnu0KXvyyiO2/LdMYPVgxAhec7hJfwUmqP0uRq7O72T9e68PB+OS8fRAA6g+t2O6tzK+RGKLBkav0Dd3NAl3Mf39o+eJxbipyHRme5TYk1ByKx9hClW2l1/MpjV/DNqaYW/rCs9XMMY1Hf5SL/PSsNyJLjmSeJU21CAoQNBkBn0MPNxTnBXFoiAbqAzSYJcsBJHSBAV7gxBOgKDSRAV8dAwaoE6IINFSBHgC7ARIESagH6ojVrMfTxj1ne476weRoa3g6QfVIt0AYLKSm5mtza3+wks1XYAH7/O7bFXKSWaOLQVEUAuhTBoATQ2ViWFO22VxdFoJ9+8c8vB6H07m4Wv06q2hfQaOAS9wjaNysgqUpvhzxztDOrV//VfmNyN+kFBltroPvUDOXXXhVAd9SD7OpPgJ5dztNzyQH1HSBAV+gxAbpCAwnQ1TFQsCoBumBDBcgRoAswUaCEWoC+bvlM9ImYkiV8Bx3cwUE2q1N2gUu1S0pUcrVSJ36VnUFdBKBvO3YG3U61lZ2oTjKLnSqf13QUCugs/D5x3QC0dj3GdXUFKiC67WrA/eWFi7M7+oVWfcijHFgiv0uJedB5yXmEefbm1wLMs8gToNv1T8fuTgTodltFHcmBV84BAnSFW0aArtBAAnR1DBSsSoAu2FABcgToAkwUKKEWoNsTJp5ZmLHApcmSYvDov741T64mJzydPZSdzkbu/lN2/XARgB50cDtahX0jOxO9ZB67T/9vVOf/oPUIB36ljYXfL9y0B9s9h0P3xruI7rJTqaTD49O/iNmTUNp03z59OD8BusP2ZjmAAF2sn6RGDjiTAwToCneDAF2hgQTo6hgoWJUAXbChAuQI0AWYKFBCDUBnp5Mh//zGATWrMHEGsh/tayn7rrZAG0xStrLP2/NMBqAXtwRglPsyWeH7IgBdylIutxa7tE7z+/TspFkEoKuZHd6e/ZH6nJzdC020+3mZtekRta2WlCNAd8RV230J0G17RD3IgVfVAQJ0hTtHgK7QQAJ0dQwUrEqALthQAXIE6AJMFCihBqAzQM21rX+Gu7zpp81APnZFD95P7n1vgVZwKRF3t1lytb8XBGCy+1xZpdqyAnSX2IfwDP8XcHFDYuUegLtPphYEr52C5g9nWtT5luMVq4X+wcm+iuqpp38u00wNDuQvMMzrkMuZn5IxIf+MRrMXS3kiuHHxrfHm2ZmZRj0QoCtxOeNYAnSxfpIaOeBMDhCgK9wNAnSFBhKgq2OgYFUCdMGGCpAjQBdgokAJNQB93K4b6HhpoE2oY2HGG2b/zKEoqXJPJDQcKXBl8qTsyT5vS5mt66eZS3j9cDn3660BukvUHeRZ0QTQJvMp6PMWR9QXuzisp2/m8MmykcttLMqh4J5vbL5scUSfJdGzBsOO6Cjta56ksOvDdhj6eGim31kCdKVOW44nQBfrJ6mRA87kAAG6wt0gQFdoIAG6OgYKViVAF2yoADkCdAEmCpQQDei9VlzEmfsxvDQXS8B1o8N+5C1YzOqMf548A4EeUxXflRZlybnju/HByX6K59Nq0mbZ5cmsAbp3yDR4hwRYLDX+g/FIrvBFhuVvmPUTeunW8NNhJYDOQv5j1n0nO+FdZvsyZMNlNLwVgJ5uOxXPT8m+vwheAZbML6V4Y3z64lurtesJ0JW4nHEsAbpYP0mNHHAmBwjQFe4GAbpCAwnQ1TFQsCoBumBDBcgRoAswUaCESEC//CQOXZac57OTSnONr3IYAxoUsjrjLoFB2JnUTWidbSX2nN+1CO9fGac49LrlvNM4ltyOT8XROuQOAfrHfyK5bIcMS5ZKxbH71SyMXG5j4fp7F46QnfAus+f2XRWOvo9GCz2Vl7O+s6eD8WFQZx7l8On9bjxpHbtjz+7amzcCdDnuWh9DgC7WT1IjB5zJAQJ0hbtBgK7QQAJ0dQwUrEqALthQAXIE6AJMFCghEtBD70Wjz8pwC0AfW/kQvm1Y2OqMGawtetJBaJZwJfaErx2H+g8XKT7ZNV9XZL9z/AWEvc1qiHvcY+Re0QyapCguxcPnO20BNC4ZpK9Oa27zioG987EnI7+9Wqwfyww/JvJnYfNz5Nnmfa9du4xaO5rxvfkxrjMmu89Dcpl2iG88mQBdrql2jCNAt8Mk6kIOvKIOEKAr3DgCdIUGEqCrY6BgVQJ0wYYKkCNAF2CiQAmRgK43GNB+4Vn4RF7hp5Hh+iJ4+vkWVHw7l9UZsyzhn14Zzk9TE6t/jcS6wwSuznGpS//8iHov1ioGdPPs546Wa8sqSZxXaCB8jv7BF2YtQztLvpd7ZUteKi6m7Qpo/es4boTZiPULf0fv+PnC8gSw2upH0YO/lHH05YWihaQbzKIDyi8pw3+7SNuUh9xnlqyQTtBFug4QoIv1k9TIAWdygABd4W4QoCs0kABdHQMFqxKgCzZUgBwBugATBUqIBHQ2rcexKRg7bxlPkJbqXxuxbVdmOdu9x06g+cnuyKlJNEJnobqI+ewfgSt0TOrKnE6okxqC2BZzkVqiiWODzXqzRGiNzv0oK4w7K0Bnd9DZXXSpZQa47N547Q11hUUl7P53Ljo9mqg47F+ac9U/j9ZmlcIAACAASURBVJuuQDga/i97Q6wMdAsox31iL5OsvdAgQBfrOgG6WD9JjRxwJgcI0BXuBgG6QgMJ0NUxULAqAbpgQwXIEaALMFGghGhAZ6e365bP4iXG7Cmh5X30T3iHzrFYUVTXvdD7lRC4SvulRIWGs1JiLAFZe9fDDpeQywrQfQ6Pg9fZRaYFZXbiy8rctdtZnfcRAcBBB7ejVdg3ihPnsfmwDPefTj+IMK8+TpF3IH7uxyiUcsPkZ2Z+EaDb/+/Hnp4E6Pa4RH3IgVfTAQJ0hftGgK7QQAJ0dQwUrEqALthQAXIE6PabGJeshYtGAx8PV/sHOdhTNKCz01t2j5uVTrMng7jP0f/BK3SexayjO26GrkAFB1eivDuDx7zzKgkJvWblySJ3/2m3D+azzwrQfdd3htv9YCRV7gGvs4szhWYRtdzN5yOi9Jykx17gBCxbLbsEnfJdtlSIXdEdRZ4f4r+0VhKPAF2s6wToYv0kNXLAmRwgQFe4GwToCg0kQFfHQMGqBOiCDRUgR4Bu20SDwYD+qy/h5N1o3rlhST9Ma/uu7YEyeogGdAaHukOTMchtvV2Annj9CN7Z/qVp5ro33kN05+2ARiNjNcqGMHiss9r4YkDpyTN7URH87xSMcl/m8N3trAA998oWcH0Wzu+W+67vwueaPsw9cPtx/Hy9C3S5/BHdwzIjuRyHzlwMx0f7WmSa4dxRPebL2jVLnaa0nm7PaOS/tJQvI7MEcez3BOiO7nLW/QnQxfpJauSAMzlAgK5wNwjQFRpIgK6OgYJVCdAFGypAjgDdtolrTj/G//besug4vkVJNC+X3/ZgB3uIBvSULUPx1q11fBa6N8ogut1qwNN6kjjWr9ekpVjiMdF4Z7rrHuj9Sjq4CjHdr959iNob6wkJvWYJyKbPn89BlNXZjmsZaPckswJ0v+nGmvKDSu3FgHtD8G5SmEUI/eD1l5Fy8yg/oQ7Wl8GzVitQr3geu5+dWUeRLy5Y+P3FLQGyXlwoWoSVwbF7/0SRcOMVi7t1f0fO6p0z9CRAF+s8AbpYP0mNHHAmBwjQFe4GAbpCAwnQ1TFQsCoBumBDBcgRoNs2kd1fnnf0nkXHfvX80a+e9XritlUz7yES0F0ibyHPsg8tHpRY8zsk1v4+y+mxrN7zDb9le9mtZ+GH8O7e7sLuWn89Yy3PZm8tdNqaKdYAPeRONJptqsyHFU1agZ6uOzjoStnck7V61Jkagtou4SZAn19sGia1Li3368HHsdD/IoGl+N8diSwIexjLx5hn8WcRFtpDU2SF/itaRCaDz12+hlK7usBf85x/etS9Lkr2XQZ3V8uydQToYp0nQBfrJ6mRA87kAAG6wt0gQFdoIAG6OgYKViVAF2yoADkCdNsmXnwUh27Lzlt03NSnCgrl9bI92MEeIgHd/W4Qcm3sZjGDpOpfI8FG6TRWF7tPxBSeUC2+8SSeXC472q3gjah24nuHT7ytzfWjP3fjjFc/fiIf3WUH9LnetmtZ1gD98NEgtAntxjOON0/5A76I58nWWGNh7kmuOTmgS+C+VtcQO4r/qhjQdXoDPGeU5xEOu5sdQfVS/lmug/X/avkFhD+O4/3KvpUTS7qWh6uLBuzlU4GQCVZLmtllkKhOhybC79xcC7WwVrvhX9T4MkJqBOiiDDfqEKCL9ZPUyAFncoAAXeFuEKArNNDKcB8fH+j1eiQlJanzAFJ1yAECdIfseimdCdDts3lxyAPMOHSXd67q74sFXcrZN9DBXiIBHboUeM6uihyGeNMsYlvOR2rxj7OcFasZXuLy3Gw/VU0NmY8CIb87fGfc2uIiZn+Cktprxo9d3BDdaQvYHXtbzRqgXzyxFw2C+/DQ9U4pI7nM8bcmo2DUaaSUaoH4RuPw3Y4nqHZ7Pga7rcc0bTuUaDNCcYh7/9XhmPq4O/w1z1A/OQB9mtXBp+WtX7dYEfoYk/dZXtEY+lExdKn2Flj5uVZhA7I9WoJ553Xkd/icmW+xHc/aroWrfzWL3xGg2/rGOvY5AbpjflFvcuBVcoAAXeFuEaArNJAAXR0DBasSoAs2VIAcAbp9JrJQ4Mn7bps6H/quBnJ5udk32IFeQgEdQN9Jf2Ot5xgYPHIgvvEUpNhRS5ydqqYGB6p6L/leZBK2hz9DoTxeVu/yR+6eyF8U2JN93pbF7rcPINfmnhbdEmsORGLtIbaGwhqge55djByHx2KRtinGar9EvhweCHnrT7g9OGHUdPPC8bytUOfZGv6j3isPYtuu4LkA5LZUnR7D/5qLhR6TwNL23dAXxMyCv2Nkx0ZWJdn1DLan5k26ojFkw2UMu9Of1xyP7rwVuvzqvHiyZ73ut/Yj15Zepq56X39EfXUI0FCIuz3+ye1DgC7XORpHDji/AwToCveIAF2hgQTo6hgoWJUAXbChAuQI0O0zMf09dHb/nEGO6CYa0AdMXsjvP0v3ou2Z7//23ETUuW2yEqrZo3/yTjT6rQ43dc0sK/7VR5Hw29EfpeNO4EGdsfCuYRmqb89zzPuoAejeIQHwDpnGT8bZn5KaB9jr+WOWU7OnFn1WAjqdDnlnlYYb9KZu1wu2gl+HAKvDHscko9X8s9DqjGPcXF2wuU9lvOXrib6rwrH2aQv+e0fuszvqv739GaS7PwyBwcUdSRW6wpDzrQxD6QTdXjft60eAbp9P1IsceBUdIEBXuGsE6AoNJEBXx0DBqgTogg0VIEeAbp+J7KTx4LVIHhbMQobfLZADq9oXhEvic+jyvSesDJlIQGeZy9cv+N2hk/D9VyMwdOMVHj4d5DkIT1wKQDPgONxcxJVZG7ntOrZdfGZhfNDgmqb68tEJSdAv+AQlYEzMF2/wxI02W+FfRFk2ed/VreH2JMz4XAEh7j6Hx8Hr7CKMTe2GRbpmKKe5jW2ev2T5hUot0hCxrZfY96XLrJc2CX6zLU/gtQUqI6bjhiw12bWFLReMnlcvnBuBncryv7N8A7uiW/O/OwOg22MMAbo9LtnfhwDdfq+oJznwqjlAgK5wxwjQFRpIgK6OgYJVCdAFGypAjgDdPhPZSSOrGc3A5ocNVzBEtwg93HbxwXrfQohpvxr6nAXtE8uil0hAZ/MNXzvOobvk0w7ewdITD/kMb3sZ63ofaBeGSu9kXZrNkYWP2HYd29MB+uFBNZDT03hlIC5kGQqHjLKQTKg5CEm1BzvymAx9Fxy9g8onfsAnrqEOhc1bC3H3Xd8ZbveD0SllBJo1/RQMgrd5/IpyLmlXIS7pC6OMizF3AWvsXnpyxa6K1pF72Udwjbxp0kisPgCJdbM+uW857zQeRicjl6crYpN1kK5otJq0mb+I4eHk3ZXXaFe0MDsHE6DbaZSd3QjQ7TSKupEDr6ADBOgKN40AXaGBVoZTkjh1fJWrSoAu1zn1xhGg2+ctKz0Wn5yKA9/VwLpjlzDkQhuLgfZkR7fnSSIBfcuFp9DtHu1Qhu7ZR+5hwXHjfeUwz948U/iVLieR/4037Jm+XX2O3YrCt/9eMvVlZ/Nb+lXB27mNWfE1p5cgb9BvFlqJtQZxqFbSmB93ds10KKKAPc8aoOde2QKuz8LRPPkPDO7YDIHHHiDs7nMEFj+KQrk0GBhWhL+82VDhODQp8dAVKC8kI75L9F3k2P8L3O8dxV3PUsjZd1eWERwskqLlvDN4O7cnGpXyw4pTjzD0o6LoUq0g5FyBULIHIsYSoItwMU2DAF2sn6RGDjiTAwToCneDAF2hgQTo6hgoWJUAXbChAuQI0O0z8dRf7fnJK2uxecshV+RFS0Cv3AMJDS1Pfe1TtuwlEtDZvfkPTvZ1KEN3dKIWvVZewM3nidjuMVy15GFzgu5h/rG0xGUVC3hgVaVz3AzPS+s4+EqNJbiL7LwTyK3szj+LKFi7Zim/W+/InXxrgO43vRifIquBzk6krzyN53e62Sk1A2EWUq5WrgLXZxeRe2VL3PMogRz992b5VWPzYKf7LNM7+8PmyMLcp7QpjQkz56iWa0DO99+eMQTo9rhkfx8CdPu9op7kwKvmAAG6wh0jQFdoIAG6OgYKViVAF2yoADkCdNsmel5YhRz7h2fZMa75bKSUbGZbzEYP0YD+zakm/BSc1eVm9b/tbSwkekhCgGq10KU70Qxg91+4i4VJg1FYk3YvPdrjLXhU7wbotEiq0AUGH+Un+OwkuX/gbh7SzbxgntjTMgN0TXIM8s6rZAL008Pq8L+zSAsWQi61rWaRAfY8y94+0vNjDD7QDrJ8WZReQ/J6TPOSHNClObLrGo5egbB3fmr2I0AX6y4Bulg/SY0ccCYHCNAV7gYBukIDCdDVMVCwKgG6YEMFyBGg2zbRO3gavE9YZsneqKsHHyTxU/Xzfp/grS5z4SogkZpIQGeJ7f6+Z3xp4GgCMDa28q0FDt1ft+1kWg/zO/31Hi9DjuApFsOja/0IXa0Bjkja7Lvn8gv8tPmq6W69PZ54XNsGn6eh0Go8kfBee+j9SvDnSCfY4foi+D7vdKz8qiK0egOazglFRHyqaS6T27yLD0v72ZybnA7sBQED9btfhSJnbuvPkIBcelnAap+zMPdGpfKqusdy1mTPGAJ0e1yyvw8Buv1eUU9y4FVzgABd4Y4RoCs0kABdHQMFqxKgCzZUgBwBum0Tr50+iFpBPSw6Nk7+E8U0j3l4MIO0zTWWoW+9QrbFbPQQCejT1uzA2McDHDotlqbHIM7rzCKH72vbawDLHn7lSTxWflUBlW8v5OXKzFt0raHQ1frGXjmb/Z7EJqPZnNO8HztBZ1nq19bZiA9rGE/BM2seN3Yi57avTR8ZfPIhsmcwzwDvdv84fNd3QbC+DCa/NZknDzz3IBY9/rlgIfVlzbcxuFERm/OT00G6A3+p+ToUKFk1U4krT+LQecl5fv98az9jHxbqL4XiT9FPwieupxDbYi5SSzSRM42XPoYAXazlBOhi/SQ1csCZHCBAV7gbBOgKDbQynJLEqeOrXFUCdLnOqTeOAN22t+wut1fINHzvtg76XO/gdLlf0P5gXvgiHmFefcDCjCeU3YqfGhvvJCtpIgH9pxlLMN/wm0P3raW5szXfOr5BtfvJbafvRZPU/ejxcRW8eWY6XGLS7qM/N/ji8Eeb0ai8OLDdGPYUY3fe4MsLdJ/KoTSk2hSUqtfW6nb5BP0Or9PzLT6P6bAW2oLV4HV2MXwOj8UibVNcr/wThn5YFE9iU9BsjjFPgdR61/HHgAbKX9xkNskce36E56W1eNzwf/Co3NGiiyYpCp7ha7D5UV78fNGfh7azEHepSafqqzzGOZSjQMl3W9RYAnRRThp1CNDF+klq5IAzOUCArnA3CNAVGmhlOAG6Or7KVSVAl+uceuMI0G17m/40ObLur6j7VwgMhrRSZIE1d6F97dK2xWz0EAnoM6eMkn0CzjKez98RrEoJLreHocix9nO4Qm9y45KhCHbpqvOfr/i3x4TPayv20lzgeVwKPplthOdRbkt5ZvsntX6Be60+Fs9hdc1dYh/B4JUbLLzd9flli8+jeh7j5fS8QwL4qf80bTueXb5fPWMCu0n7bmNl6CP+9+JveGNh5/LI7W0sHye6SXNgz2dZ7qXm+uQccq/tAOiMofbM19hSbfBZ5CL+c2LdYfj9zrs8zF2KJmAl1liptVehEaCL3SUCdLF+kho54EwOEKAr3A0CdIUGWhlOgK6Or3JVCdDlOqfeOAJ0296ycOD6DxdZ3McOuR2N33Zcx+LkH/7LdL4NuvxlbYvZ6CEK0GOTtNgw+2fZd8ilMGipFro997XtXXyOvT/x013zFtkrGI/1eeCq0eCNnB72SjnUL+hGJMbsvIluySu5L0mVeyKh4UiThs/BUfAKW2ZVM6VUC8Q1m8k/l06vx6Z2Q5Em3+LT8m+axsUkacH++Ocxlo1Tq0mn+Mll2iO+8STTY3IcHAXPLNbBOo7N/xcW3Stguo9/qH0YKrwtrta9WmtmugToYt0lQBfrJ6mRA87kAAG6wt0gQFdooJXhBOjq+CpXlQBdrnPqjSNAt+0tuy/9Q8S4DHd1D1x9AcO2ITzTOSuxllTZ8p66beWMPUQBOgNsrOst+36xVDtbqoXuaBb4rNaec8dAeFzbatElsv95GDxyyrHMoTErQh8h7MDaTEP3/WaUAAxpp/pMeFDh9Sh0cyWGuv2LlHdqI67dSv483/Wd4XY/GJ1SRqDn5+152bKX3RLuhcF/Q2v+Yii687Y0QN8zDJ6X/s1yOuzkn4XnS1c0/ldhGw/TfxUaAbrYXSJAF+snqZEDzuQAAbrC3SBAV2ggAbo6BgpWJUAXbKgAOQJ02yZW/fM4Mrura35Knf401rZq5j1EATp7efDO9m6K7hezdatRC/1R6BaUO/qdyQB2p5vd7X4ZjfmycNMebPcczkO6WWi31PIsrAWX+Kemn+MNniiXvNiUa4B98KjnaXjmzIs8fzfg9+abJ/+BOQPbI5eXOmHsWXkSFx2BwkuqZUgC6H77IHJtTntZxNZpfsefaX6X8i2uG97hPrAkh0vKLcJPjYu/jC1Q/AwCdMUWWggQoIv1k9TIAWdygABd4W4QoCs0kABdHQMFqxKgCzZUgBwBum0TGahaO0meMHMOpuj/RErxxohrGWhbzEYPUYDOToq/DPpYVg10aYoskZgaWb7Z3Mod/hofuJ5DSulPEffJVJ4Z/WU0FhnQZV4QPzlmzTx03/3uYeTa+JVpGpPzjMTMx2X4z9ILGilSwm+6MSFg0aQVkGqgv4z5p3+GNI/0EQ6pSz9DgaizWKn9EM/rjULfmJk8oZzU2Ak6y0C/ymM8/8/nrVegbrE82bEEh59JgO6wZVkOIEAX6yepkQPO5AABusLdIEBXaCABujoGClYlQBdsqAA5AvSsTZTKVFm7i/3j0n1YGNU7w2ms3K0RBegsC/vw0AYZINSRebHQ/o4v5vCEaqJC+Nnz2dxan+zK7+7HtF0BrX8dR6aluK+1Fy7hj+NQf00Frl8Pi/EgydP0rJ6uO3jCPfYiJr7xZLAa5KxVMKzGoUE1Fc9JrkD83I9RKOUGojtvhS5/OS6z6vRjDAgyeloxaT5cffJg7zfVoTHo4PYgBL4bvuCfHfb+GA0T9yKhYg8kNRoldwovfRwBuljLCdDF+klq5IAzOUCArnA3CNAVGmhlON1BV8dXuaoE6HKdU28cAXrW3rK73NNW7+ChwOnv+rKRLMP77xc+4CIiEqmJAvTVO/fh66u9M52zvd+m0duvI/+lpbIzwVt7jrlnIu+227uulvNOY0HikP+S+6WBbcDSVRgTZQz5bp7yB5erVsgXofdiTGHuBk9f/lIh98qWvN+ot2bzGujZ1WJXdEeR54d4kjiWLI615dv24rsbfXDf8AbqJ0/nv9s1oBry/5d8z+fwOLBs9VJLqtQdCe+Pzq4lOPxcAnSHLctyAAG6WD9JjRxwJgcI0BXuBgG6QgMJ0NUxULAqAbpgQwXIEaBnbSILxw46sJ2HAmv9ayOmrTFJmNTY522CWsNf88ziFFPu1ogC9EVr1mLo4x9l1UCX5q5WLfShq09i0ZPPM9ydluuZo+OGbLiMlrf/4Mn9zMF26dShPLs7S542Vvsll2Xh6+suRGDC9iumMHeWDJBlUGeh4f+Unm5RX9zRuSjtH7l7IkpcnstLvUml1u4fWYqKZ0Zjt646+qYO4Y8IHlILHm4upsdJofHSL1h2epal/lVoBOhid4kAXayfpEYOOJMDBOgKd4MAXaGBVobTCbo6vspVJUCX65x64wjQs/aWQWpqcKDVU2TzbOnmsCd3x0QB+p7lE9ExYm6GUmKOzIu9fNi+/5DV6AFHtMz7inh5IPfZbBw7wX/z7MwMJegerfwG5Z5tx9DUflire5+fns/vXA7RWld8MDUIUpg7O0XXJMdwkH9S61dTDXQlc5I7NjVkPgqE/M5Pz6VSa9IJObtnHqBrj9+aFbcoA6dJeI68C2pYPDK5YlfENxondxovdRwBuli7CdDF+klq5IAzOUCArnA3CNAVGkiAro6BglUJ0AUbKkCOAD1rE9lpa+VbC6zWE1dabzz900UBunQabH6y6ujXhWU8H7PxDE+oxqCUhaOLaEtmjcX3usWKXh4omYf5SxdzsDXPzP526ar45ZPiyOPthly5cqHahP3wTX6EIM9BpkczAHZ7/wd0qVZQyXQUjb15Zj+qH+llcZXBvATcr72/wDvp67GnJsBvjvG+utSSqvZFQv3hiubysgYToIt1mgBdrJ+kRg44kwME6Ap3gwBdoYEE6OoYKFiVAF2woQLkCNCzNrHvqnA0fzgjy0RpM2ZOxmj9LItTTLlbIwrQT/3VQXYNdGnuthLkyV3jxqlfcz+VvDyQ+2w2jr14+HfzRn5tQcorwE7EpcRv6TOzM0Afs+Uilp94YCo7x3TGpnZD7Q4/ZEsNdGn9odfuofGOhhYvUKTwdZYg7uCwjzO1yufwWB6mz5rBJx+i266G3q+EEltf2lgCdLFWE6CL9ZPUyAFncoAAXeFuEKArNJAAXR0DBasSoAs2VIAcAXrWJrJSY/MNv2VZT3zamh0Y+3iAooRs0ixEADoDa5bETGmWdBYd8P70k/zUmN2xZzXDWU1tJY1pPprbivsZ22IuUks0USIna6x5qTUpMsDt/nH4ru/C75WPzvs/rPyqokmbAfrqE7cxYssV7PAYjjIud/ln5/TFkdhxHUoXzL7yZGwt5ZcYS8GxJIWuzy7yvWcJ4gYXWJJlAjuXuEdwiX0IbYFKL63MnawNSzeIAF2Ei2kaBOhi/SQ1csCZHCBAV7gbBOgKDSRAV8dAwaoE6IINFSBHgJ61iawkly1ADdwfjp8vGBNsKc3kLgLQ2b34TzZW5vNRmiWdrT/Qfari03jJZfbyoNyqWrw+u3lpMAFfZYck2LrMS+d5hwTAO2QaWNj6jff6WyR+Y4D+NDIW/wuYghnuMy2ek1B3GJKqf+3Qs0V3TgioaUpS6Pb8MnLsGcoTxIXW/Ctb78eLXqekR4Au1lkCdLF+kho54EwOEKAr3A0CdIUGEqCrY6BgVQJ0wYYKkCNAt26idIJsrQa6NJIlU/sy6GMOnUpPmUUAOpvPt0frCnlhwEqS9Y6fL6wWuvnLA6UvM5R8/VlkxA58awJbBugeN/fwBHFFG31lca+cAXpSUhIOLh6JTyOMYeFSS6w5CIm1ByuZiuKxV+Z0Qp3UEJ4kzvXZJV5Cjb1oKNRyOD4onU+xvrMJEKCL3RECdLF+kho54EwOEKAr3A0CdIUGEqCrY6BgVQJ0wYYKkCNAt24ig8mhq07aTJLGToVjV/QQcsosAtCPHD+K1ie7Cgm5t5Ukz9Gv4NnTwfgwqLOQuTn6bPP+LLdA30ejTXuWc+8wnpm9fnIARnV83+JeuQTo83edwsDz7eCu0Zmkojtugq5AWji8kjnJHRvyz2g0e7GU3+l3fxAMt/vB6JQyAhO//Qq5vNzkyjrtOAJ0sVtDgC7WT1IjB5zJAQJ0hbtBgK7QQAJ0dQwUrEqALthQAXIE6NZNNE8mllkNdGkkO2nfN3ugkMRnIgA97OBaNApTVgNdWtvo7deR59IKjHNfzKE6ptViGHK8Kfubdyt4I6qd+B4pxRsjrmWgbB2lA1mptZJnJ/I9Sy7TDp6X1iHG4IOKyQtw6LsaFmArAfrxG88xffU2fOp6HK7QQ1fiI3Ro3VbpVBSPv7N7JqpcnsKz4rPTc9aaei7Din71FWs7owAButhdIUAX6yepkQPO5AABusLdIEBXaCABujoGClYlQBdsqAA5AnTrJrJyXLeOb0Cgx1SbQCmqdJgIQA9fOw71Hy4SUsZs17FT6HCqI9yg50YZfN5A5JcHAI+csr592sNTeA3y7MrgLk3avNQaS3znEnOfJ4gb4j0eW/tVtVibBOipqalgd9el1q9eIae44y299JDqs7MEcSMKL8PUz96TtUfOPogAXewOEaCL9ZPUyAFncoAAXeFuEKArNJAAXR0DBasSoAs2VIAcAbp1E9kpK4PJwW7rbALlmk0b0P/OEMWh2w4Dul4HtyfnoM9ZAPpc7/DFXFw+FA0ibM/Znq+Pd/A0eJ8IsOjK6mWzutlymn7r93jj5kYkNByFpMo95EgIGcOiI3ZtXsFfvkiN3ds+W6x3BrA1B3QWGs+uPrA29KOi2VoDXZr34dPn0SaolWkdr3OCOLZIAnQh/wRMIgToYv0kNXLAmRwgQFe4GwToCg0kQFfHQMGqBOiCDRUgR4Bu3UR7aqBLo6VM7lLZLrlbYwvQj92KwvmHcajwdk7UzxcL3387wCX+CX9cYtnP0elJNwx/NoyXMfunyHg0a/2F3KnwcV4hAfAJmWahEf/BBCRX6CJL13d9Z35HOqbtCmj968jSEDGI5Q0Yt3QrtnsON8n1TRmCYnU+y3Aqbg7oX68JR8htI6BXKeSL+Z3KwkWjETEl2RrsZUO7ndVN49mLhrLtR2ZrfXbZi7FjIAG6HSY50IUA3QGzqCs58Io5QICucMMI0BUaaGW4j48P9Ho9z8BLLfsdIEDP/j1IPwMCdOt70nlJGMZE/pxlDXRpNMuc3j3oQ+TUJCGm3Spo36kla7OzAvTlpx5h6v7bJt0pedejXeJai+f8nNobP7j9i/yaaPyU2gfvt/sGtYvmljUXNujp8+fw+acFCmuecg2WEC368w2AxkWWZt55lXgytoudQlDwTfl32WU9PN0g81Jr7KOKSfMxuk2VDJnPJUDfdfEJhm68YqEy5MOi6Fq9oIjpyNZgLxsKrfqQZ6RnjSWImz20l2w9Zx9IgC52hwjQxfpJauSAMzlAgK5wNwjQFRpoZTgBujq+ylUlQJfrnHrjCNAzemswAMM2X8W+Ky+w3WM4yrrcsVmzWxc8F/lPTDSJsZJXyWXaO7xxWQF6zcnB0OoNJs1Rbkt5krOs2rKam9GidgWH52E+xUjUUwAAIABJREFUoNafR7DKYxyquVxDbIu5SC3RJEu9x7EpmLbxCEo+3YPrOaqiY8umqOLvy8GcATpr2VliTZp80+lBOIFu/McUgxtKJy/h98/fzu1lsT4J0OccvoXZR+5ZfNa3nj/61yukyF+lg2MTU6AJbGB6ifJdnpn47csWSmWddjwButitIUAX6yepkQPO5AABusLdIEBXaCABujoGClYlQBdsqAA5AvSMJi4JeYCAQ3f5B1IN9Gu9riBfDg+rjvvNKAEYjInUWDO450Dk1xcc3iFHAD3QfSovE5ZVi6szDCk1vnZ4HuYDWM3w73WL7a6FvmnjKvS4mxY6vtDrK3zW9ze43T8O3/VdeDK20oO3K5qTiMGP57ZC2ZTzJqn52uZoN2RWBmkJ0O9HxKP5nFCkvSIBFnYpx18+ZGfzOfgbvMKWmKbwzKcEXHvvzc4pqfpsAnSx9hKgi/WT1MgBZ3KAAF3hbhCgKzTQynA6QVfHV7mqBOhynVNvHAF6Rm+nH7qLv0Me8A8kQN/c4jTql8hrdSP8phdnWJ72uZsXIgZccnjjbIW4z95/FaU0DziYD3TbwEuDrdJ9gBS4wxU6fO22xeKZMe1WQ/tOTYfnYT6AhfqzOtvWkuW5PTyFnHuGwiX6DlKLfYRHN8+bTnMlnRcDb8L73N/wOTwWx3I2xns9s6/EGp+TwQC/GWzP0prW1Rsx34Rn8Mr8DvrpezHYdP4pUvUGNC/zRpbfCUWmOzA4b2AVaJKiLEZEDLwh+xqCA4/Olq4E6GJtJ0AX6yepkQPO5AABusLdIEBXaKCV4QTo6vgqV5UAXa5z6o0jQM/o7fpzTzB+102U1dzhScTC9UWQ8+t9yOnpanUjjv89HC1iVpk+3/n2QNRsP8ThjcsK0N3vHkauTd05XEqN3TcO1pflP2qgx6nCs5DvqbEUWFKVXkhoMMLhOaQfMGTDZbxxcxMmu8/lYfssfN+85Q2sCk1SZJbPiWCAfmI6vEOmIejtnjyJWXY3v1mlAV2qaRqpBSohtuPGDNMyB/TsnnNmz8+1pTfcb+1L+8jdCxFfO/5yyBnXltmcCNDF7hQBulg/SY0ccCYHCNAV7gYBukIDrQwnQFfHV7mqBOhynVNvHAF65t4OXn8ZXjf38DJcScUaI+HTrE98WcKxFi7BmOUxHfEGT5RLXozTwxzPUp4VoOddUB2ahBemCUcbfFApeYHFAg58VwO53fXG01MXNyFfHFZu7ubpfVjlMR5a/9qIabsyTTc1EX5zjC8IpKaDC1z/q5su/S6+8WS439gFj5t7sKLIeDRVmF1exMIenNiICsHfcym2Z+cbBqJ0lYYZpJ0d0E+eOY33Dg9AEc0TpBpcsbbURDRp3k6ERU6pQYAudlsI0MX6SWrkgDM5QICucDcI0BUaSICujoGCVQnQBRsqQI4APXMTGZR6nVmEUe7LbNZAZwqt5p/B/cgkhHn2hq8mAZ3yrsLsbo5ncs8K0P2mF8sw2fKG1YhL1vHff1DKD1M+e1fAt8JSYt7R+9h27DSCPAdB7+uPqO5HLDqkP0Ffov0EUfmro3OhKBw+cwHtXQ//15+VIzPgRpXhyNtAXh11kYtj2c+/XHIGfppYPDPkxtxO5TMtTebsgN5+0TncfJ4AT6Twqw4GaBD6Yx1kc/U3kVtloUWALtZaAnSxfpIaOeBMDhCgK9wNAnSFBhKgq2OgYFUCdMGGCpB72YDucXUzchwaw0OLE+oPR3L5zgJWIV6C1UCv/3CR1XvX6Z8Y9jAWP226hoDkEbws2+1GM+Fb0fFM2lkBeo5d38PzSloIdsp7n+Fpo0nYdvEZiuXzVq3u9ZrTj/C/vbdN9/HTZ2B3fXASudd9zi3Zp6uCgakDsaZfHZ4NnfnY6dFEM0g3OhfZ6wQMOfKL3zgHFGOTtHh/+knTCGsRD84O6G3mn8XdyESLlYcOq4Psrc7uwEY42JUA3UHDbHQnQBfrJ6mRA87kAAG6wt0gQFdoIAG6OgYKViVAF2yoALmXCehuT87Bd3Ubi1nHtlqM1KKNBKxErARLjPZDxDiejM2e0mLs6Qz49s0eyLOdJ9YajMRagxyeVFaAvvLUQ/Q/1oCHjydV64uEuj+pngjsbkQi2i06B53eYIoOeNL1ENz9CpvW9vO/pxD4qANPWFcxeQE6VXsLwz4ynvYfuBaBR1vG4lu3TRZexDWfhZSSzR32R+SAxzHJaD73NJfM5emGPd9Ug4dbxvruzg7ouy8/x8+br5msaVrmDfz+aSmRVjmVFgG62O0gQBfrJ6mRA87kwGsD6DNmzMCSJWnlSubNm4dq1aqZvN60aRPGjRvHf27atClGjBgBLy9jzdSkpCSMHz8eO3ca69KOHDkSrVu3tmufCNDtssnhTnQH3WHLVB1AgK6qvbLEXyage4cE8CRh5k0uyMparAOD2J1yVvubnYbHtF0Brb9998mXzBrLS5JllkzNnsdnBegs1Hx4aAMu87LqiM8NuofAY/f5M6Wa8EG1A1G2ZmP+u1StHoOmLeb301n5tE4pI1GzSG7M7Zh2L33BrAkYprO8Kx/V8zj0Od+yxxLV+nT6+xyuPk0w6beu8CZGNyuR4XnODuhswifvRiP0bgzezuOFVuWzNzJBtQ37T5gAXazDBOhi/SQ1csCZHHgtAD0qKgrLli1Dnz59OHTfunULv/32G/9TrFgxhIaGggH8tGnTkCdPHv531gYOHMj/0/xnpjV48GD+mTngW9s0AnR1vs4E6Or4KleVAF2uc+qNUxvQd11+gXP3Y+Dt7oKv8l9D0b19LBYT1yQAKe+2Um+BMpTZSfi0mVPxh/tCeGlSENt6CVKLZEwelpn0uKVb8FfUd9DlL4voztscfnpWgL5g4y4Mu9tftrbDkwE4nDNIZ41lcWf3yW/VnoDcNbvw32n1Bsz9azS/q79I2xRjtV+iUSk/TDW7Cx949B6KhYxCR7eDSDa4IeqD/8G9YvYmMWOJ8KtNMma7l5qHqwuCf8iYN+BVAHQ5e/uqjiFAF7tzBOhi/SQ1csCZHHgtAD29oekhmwF44cKFTafi5sDOxo4ePZpDOYN51tIDfFYbRoCuzteZAF0dX+WqEqDLdU69cWoC+o7w5/h1a1robdF83tj19gJ4XjOCa0qp5ohrNku9xclUjju3CYUPDU4b7eaJiD5nAHdvm4pTdoRhwjVj5JScU+6sAH3d8pnoEzEFKcUbI67ly6kjHpusxRdLzuN+VBK/j59ZLfSIXRNR8spcTNO243/Y6Tk7RZda+rveo5qWQJuKb9r0Uu0OH8w4iehErekxtYvmxuzPLTPSsw8J0NXeCcf0CdAd88tWbwJ0Ww7R5+TAq+vAawnoDMAZdDPQLliwIA9fr1GjhgnQzU/Y2daZn7azn1k4/MmTJy3C4K1tMQG6Ol9+AnR1fJWrSoAu1zn1xqkJ6L/vvom1Z59YTP54kUAUfHKQ/y6h4SgkVe6h3uJkKvsc+xNep+ZYjLb3FJ2FoXc71Rb+mmc82znLeu5IywrQl04danfSOkeeaatvilaPn7dcQ/Gb//CT8qTKPZHQMK2Oec6tfXn5tB9chqHPV73wZi4PC8l1555gwq6bFr/bNaAa8ue07GdrHqI/P3knGj9svIq4ZC2K+HljapvSKPaGT4bHEKCLdl6ZHgG6Mv/SjyZAF+snqZEDzuTAawXoDLxZaPrjx48h3UGX7pd/9tlnppD19IDOQt/HjBnDw9+tAXpQUFCGfatfvz5iY2OdaT9fm7l4enrCYDAgJSXltVnTq7wQFxcXfn0kISHt3uervJ7XYe5sP7RaLf8juk3ddxOLg433l6V2LVc/uKca//supWpvJH/wm+jHKtZzPzYVXsenWujE9T4GQ+60xGjWHrIp7DHe3NmfJ5dLajoVqeWM2c3tbewlFvvvrfT/RmISU3FxRgeum9h6AbQlm9orKaTf8pMPcGbval4XXluyCRJbLzTp5ljWBC5PL2J0wTkY2uXTDM+bfvA25h+9a/H7KW3L4JMyznFXOlWnh7trxuRw0oS9vb35/4bodMZydtSy1wH2b8TDwwOJiZaZ67N3Vq/u09kLKGrkADnwejrwWgG6tEXmIe7lypUTcoLOQuDTNwb2BJDq/MNg/0POAF2v16vzAFJ1yAGNRgN2QpiamurQOOqsngNsP9i/DzX+jdyNSEDXxaF4HJ3EF1BWcwfbPYebFqMv3Qza9kvVW5xM5e9XnsT3N/qgpMsDrqCr9z107/9il9qlRzE4MH8YP+nWNRgGXYMf7RondWL/Rth/b6V/YRJyKwLFVtSDv+Y5Unvth6FABYd0lXbee+kpfl+1l9dCR57CSBkQapL0+N0I2qOrBOHXZhnrsK86dR+jNl+ymELQjw3xZi5PpdN6KePV/DfyUhbwmj2Evehlf9R4qfiaWWXXctjLDmrkADnwejrwWgI62yrze+d0B/3V+/JSiLtz7RmFuDvXfrDZqBnizvSHbLiMg9ci8XZuTzSN28hDpFkCNddn4Tz8m4WBO1tjtbvHPh6Asi53ENNmGbSF6zs0xd+nTOQJ1eTcFbcW4r7lwjN8tb8mn4ecu+0OLSCTztI98ttexuRw0hw0yTHIO68SL7G2tP5edKlWMNNH/bnvFlaHPoa3hwt+a1YSH7+bT+mUXtp4CnF/aVbb9SAKcbfLJrs7UYi73VZRR3LglXPgtQB0FrJ+4MAB9OzZk2+AFOrOwtZZJnbK4v7KfS9BgO5ce0aA7lz78TIAndUTv/IkHlPalEbOvcPQRLsfIeVHo9aFMdkGm7Z24f2AEziv6Sh7fv0Dd2NNUj9ZLyCsAfqR40fR+mTXl5rBPb1PzJej6AFfTQIi+52DwdMXbvePw3d9F15iLabtSlQvnJYczpbPr8rnBOjOtVME6GL3gwBdrJ+kRg44kwOvBaCnr2PODKY66M70NXN8LgTojnum5ggCdDXdlaet9gk6qyfO2ulhdZDn7wZwibmP+skBvKY2A72IvucAL195k1dp1IDJC3ldb7ml0ljUwN/3mvHZSSBr71StAfqxzYFoefsPWafy9j7bVj/2suWvyO94ZEF0563Q5S8Hr7OL4XN4LC+x9tGAGcjl5WZL5pX7nADdubaMAF3sfhCgi/WT1MgBZ3LgtQD07DSUsrir4z4Bujq+ylUlQJfrnHrj1AR0KSw6l6crjvQoiDx/N8R9wxuonzydAzoDvb31VqBqtTrqLdBB5StP4rBn+Z88FD+5TDvEN57soAIwef9tdA3rbgGy9opYA/TwteNQ/+EiJNYajMRag+yVE9qPravRuR95orr4xpOQXKY9vEMC4B0yDQtdP8dn30wU+jxnESNAd5adMM6DAF3sfhCgi/WT1MgBZ3KAAF3hbhCgKzTQynACdHV8latKgC7XOfXGqQnop+5Gg93nZmHPSypdQo49Q7FW1xBDU/vzO9rtXQ/jWs0JyFfbeK/ZGdqBqy9g2DaEz01uGbgVoY/w1uGfZWlYA/QrczqhTmoIYlvMRWqJJtliFVuXz6Gx6Om20/SiQCqxFlhwDNp3+DJb5qX2QwnQ1XbYMX0CdMf8stWbAN2WQ/Q5OfDqOkCArnDvCNAVGkiAro6BglUJ0AUbKkBOTUBnQDd53210qV4Qo3Uz4XlpHcamdsMiXTOe5Zz9yc4T4czsM9Yx/4xnS5fCuB21mUH+xS0BmdYMz1IrORY5whbzkl/xed5DavGPTd0fT2sk60Te0bln1T+zdeVe2YIn/Fte4W80/+B9kY9zGi0CdKfZCj4RAnSx+0GALtZPUiMHnMkBAnSFu0GArtBAAnR1DBSsSoAu2FABcmoCOoPdeUfvoV+9QvjpWmd+//xQg5WYdjkXSjzcyk/RWZg0C5d2lrby2BV8c8pYY1xutnQW2j9h5hxjzXD/2jx5mj0t94rmcH2eVo4srsVcpJRoAhaJ8MnGyormZM/zbfUxX5eUod5vejE+bGa9Y1YzuNvSdfbPCdCda4cI0MXuBwG6WD9JjRxwJgcI0BXuBgG6QgMJ0NUxULAqAbpgQwXIqQnoLLydweW0j3KgzdHWPOs3S5rGTta37z/Ea6LLTcQmYOmZSqzZtAH97wxxCKwzE2r0516EefUxrdnWfDUJz5F3QQ2LbskVuyG+0Vg8uX4aZba3cwqvvp7xL1YbhvEM9TFtV/C8AqzEWvBnx17LDO5sQwjQbX17X+7nBOhi/SZAF+snqZEDzuQAAbrC3SBAV2ggAbo6BgpWJUAXbKgAOTUBveW803gYnYz1ta6h6rnRpgzkDNqHrjrpEMAKWKpdEiH/jEazF0sVh96zjOf/RnW2KEmW5QRS4uE3t7xFl6QqfZDQ4BfcCt6Iaie+z9YM7tLE+i0Jxr/RnfmPDNClEmsF+29+LTO4E6Db9c/mpXYiQBdrNwG6WD9JjRxwJgcI0BXuBgG6QgMJ0NUxULAqAbpgQwXIqQnoUom1K1XW8fvn0n1zKbv7bS9jcjhHS5EJWLZViVN/deBZypUmY5uyIww/X+2EXJpE6PMWR9zHk6EtWMXqcw0GIGTmV2huOGzqE1F3BFC9F7SHp+DNszMVvzQQ4RvL5P77hQ+4FNtPlsGdlVhrM2SOCHmn1KATdOfaFgJ0sftBgC7WT1IjB5zJAQJ0hbtBgK7QQAJ0dQwUrEqALthQAXJqATorV8ZOW1d4TEB5l9t8pgl1hyGp+tf87+8HnMAOfAt/zTPZydgELN9Cgr04yDuvEj/1jup+GHrfQrIfkWP3EHhe3mAar8/xJqJ6hVjVexaXgh2Bv/DEeawUHUtSl5LjHcT1CgLW94bf/X2KXxrIXozZQHY9oU1Qa75v7B66x809CHq7J8q2HylC3ik1CNCda1sI0MXuBwG6WD9JjRxwJgcI0BXuBgG6QgMJ0NUxULAqAbpgQwXIqQXoLOP3k61jMcBts8UsI765DLh6YsiGy+hye6RFTW0By7EuodcBei3g5mm1z+N711F2Q2O7741nNV8G+prkGMu1f3sdcHHNdNit5wlIXd4etV0uoW/KEA7qrE48O6V+fmYLCqXccIoXGex6Atb15vsmtYMVJ6Fio/aqbl92ihOgZ6f7GZ9NgC52PwjQxfpJauSAMzlAgK5wNwjQFRpIgK6OgYJVCdAFGypATi1AZxnci5wYjS6u+y1mGdkzGIacBcBCpUuenWhRU1vAcjKV8Dq7GD6Hx/LPtAWrIeaz5YCbV4a+7jd2Ide2/kLuettzgh6XrMWaM0+g0xtw4Pxt7EzuxudUNGkFaruEY5XHeP6yQAJ9uVnlRfrKogz2zR7I901qm2osR4M69UQ+xqm0CNCdajuozJrg7SBAF2woyZEDTuQAAbrCzSBAV2ggAbo6BgpWJUAXbKgAObUAnQG4+5m/McZ9iWmWBp98iOx1EtBoeCb3iINzHK8V7uCaM8uOnljzOyTW/j6DkndIAL9TLaI2e1JcFK7N/wrvu4bx58R0WG9xB53BeftF5/A0NoV//onLKV6WLdW/DhI6b8SgVad5Nnl2os6bhw8i2/4Lw5tlHXRAfPcNs35CL90ak/DuNmdf2wzubJEE6OK/Q0oU6QRdiXsZxxKgi/WT1MgBZ3KAAF3hbhCgKzSQAF0dAwWrEqALNlSAnFqALpVY2+s3ESUTzkHrXwvxDUZCl78cnzW7o7542WIOpVJNbQHLySDh9uAEfNd1tPh9UtXeSKj/a4a+vus7w+1+ME41WIjiVT5UPJ2s7tkvCn6AmYfvmp7BasK3dz2M5DpD4PrRr3jwNALP532KaprLpj6peUsittsexfNSKnBscyBa3v6Dy7D78lHdj+Dt3BkjEpQ+x1nGE6A7y04Y50GALnY/CNDF+klq5IAzOUCArnA3CNAVGkiAro6BglUJ0OUb6nP0D3id/Rv6XG8jvtE4pBauL1/MbKRagM7gNDZZhzOFpiLvs1O8JJfWv47FnFtN2owgz0G8pjaDPFWaNhl+gZUBbZJJPq7xZKSUaZf2OIMB3qdmw/v4ZP67/a1PonKRNxRPp82CsxgROyHTe/bpAT3I8zueGC6u6w54Fa2JmJgY+E0vlmEOzhDmvv3AIXQ9353PLVhfBqUHb1fslTMLEKA71+4QoIvdDwJ0sX6SGjngTA4QoCvcDQJ0hQYSoKtjoGBVAnR5hnqFLYXPwdFpgzUuiOgXBnjkkCeoMqBLZdTYY27l7s/vUGdWSo3VST+WbARlNcHT7fEZ+K5pa1p1+rnkODASnueXmz5PLfI+Ylv/rcjbf888xh97bvFkb+xPeKFOeOsz46kza+Yh7iwjuvSiIq73cfj4+HBAj1zcASVi05Kx3fEoiVz9s/8EfVvoDXQ7+jFfR9g7HeHf7n+KvHL2wQTozrVDBOhi94MAXayfpEYOOJMDBOgKd4MAXaGBBOjqGChYlQBdnqE+RybA68wCi8ExbVdC619bnqDKgM4yfbMQ9+qFc2Pt0xZWAZxlch9/90tesoudoLOTdDWaS8x95Pm7gUk6oeEoJFXuYfrZb1YpQKe1eLTSFwbN5oTiSWyK6W75bl11VB28Bi4ajek56849wYRdN9He9RAmu89Dcpl2SG42zQTo9+7dQermwaiuO4vTeA/eraehQJF31bDIIc1cG76A+71jfIxe44bYjuuhe7OCQxqvUmcCdOfaLQJ0sftBgC7WT1IjB5zJAQJ0hbtBgK7QQAJ0dQwUrEqALs9QzbEZyHtqqsXg61+cgF++/PIEVQZ0lgBu8r7baJv3JqYmjoAuf1lEd96WYa4s03u1E9/zEPDYFnORWqKJ4vVkJuB2/zh813cxfcRebLAXHFLLvfwTuEZcSxvqkQMR/S8omkvXpecR/jgOvohHmFcfxBh8kPrdBWjMAJ2tf97Rewh0n/pfGPxk6Cp0NAE6B2CDATFJOuTydIWrSxrcK5qcgsHpX3YwqaRqfZFQb7gCVeceSoDuXPtDgC52PwjQxfpJauSAMzlAgK5wNwjQFRpIgK6OgYJVCdDlGbru4An0CUtLdDY+tSvqdPwRVfx95QmqDOgSeA7KsQff6xbzk+H4xsb73eaN1UqP3jqCl+xKf6qteGFmAlL5NAbmrs/Cech9qxz/IOyFBuUL5sTvebei4s1APsIAYF7B8fi8wxeKphByOwoD1lziemGeveGrScgQ5s8iCA5ei8RtL+PLg6juh+HiV8wC0BVNQoXBUfevoPj6phbKURV6QP/BKBWe5hySBOjOsQ/SLAjQxe4HAbpYP0mNHHAmBwjQFe4GAbpCA60MZ3c59Xo9kpLSEkSp8yRStccBAnTrLmmSouH6/BK0LFQ43d3yHHt+hOeltabBozTfYMCAIfBwdbHH9iz7qJEkTgLPOe/sRLMXS62WLXsYnYS9C0fwO9pJlXsioeFIxevJTECqg340X3t4u7ug6uM1mKZtx/+wJiVo+y31SyzXfQwt3HB6mGVCOzkTexGfgsazQrHKYxwvl5Y+SoBdA2Cn+6zeuZQoz83NzakB/W5EIjRLW6KSy02TJTsqz0Kths3lWPRKjCFAd65tIkAXux8E6GL9JDVywJkcIEBXuBsE6AoNJEBXx0DBqgTomRvqcW0bcu741vihxgWxrZeYsrQziC23qhY/9V2ra8hLcYmo0y3NRA1A77wkDFeexGNr/lkoH3s0y/D136dMBCsxplapNYPBgOB/fkOLiKUcyFnWcQbELOS8YvIC0/1vVi6sfvJ0bouPhxuCBtcQ8u1nXnR8MSfTKIETs3uhqXY/f472rSqI+Xw9nB3Q2Vx7Lz+Lmk9Ww0uTgv26qhjY6VNUK6Q8mkOI4SqIEKCrYKoCSQJ0BeZlMpQAXayfpEYOOJMDBOgKd4MAXaGBBOjqGChYlQA9c0P9Zr0L6FJMH+rzFMXJZltx4Fok8t3YiD6RUxCZvzqC/Nrh0yvDhcKsaEC//SIBbRee42u5UWg8DymP7rzVVP88vQPjlm7BX1HfqVZqjd0Dv7riRw7IY1O7YZGumSnkvFPKCP5ygJU3+1n/NValNAC75T2t3XtoUCKvkG//6O3Xkf/SUoxyX4bkMu0R33gS1/W4shk5dw2yeEZckwDoy7V16hN0NmGd3oBVpx8jLlmHj0r7oWR+HyFeOasIAbpz7QwButj9IEAX6yepkQPO5AABusLdIEBXaCABujoGClYlQLcC6OnqXacY3FA6eSnvLIVfszvc6yOLo9uptjB4+vL7zCKaSEAPuhmJ79ZeNk1LuludVUb0RfvPY+iFVnxM7GfLkFpITH13aRLshUHKsvY8xJwBebC+LEbm2IReutVgp+YMzll4+YsvD+NFfCry+rjBXcDVAen57D7+kWNB2O453OIlhHdIALxDpllsIYuMSK33g9MDuojv3aukQYDuXLtFgC52PwjQxfpJauSAMzlAgK5wNwjQFRpIgK6OgYJVCdAzNzTn1r7wuJlW3zrB4In2Kb+hnMstTHIP5CDpM+gkWFK1djurc5HM6orL2S6RgN5x8Tlce5bAp1FWc4dDqbUM7tJcff9tD7dHoaapx7YMRGrxxnKWYnVMwtyP4Z9yA82T/8Ad9+LYWGABSj1L8zupSi8kNBgh9JmS2JYLTzF6+w1TIjjpZcW1s0GodbibxTNjOqwHCtUgQFdlJ+SLEqDL906NkQToYl0lQBfrJ6mRA87kAAG6wt0gQFdoIAG6OgYKViVAt2KoQQ+/GSX4h6klGsP9Rho8st9N07bFl0OmgN1Hd1ncFGVd7mQZNu7ItokE9FaBZ3A/ypiQ8ROXUwj0mJplOL4mJQ5551rWz04p1RJxzWY4sgSbffPOq8Tv8H+a4x/M7loTheaVshzj7o2Ir8Nt6sjpcOVJHDovOY8gz0G83rsU7s9O1nudaok3NdFgVxoS6v2MlBJNXok76HJ8eJXHEKA71+4RoIvdDwJ0sX6SGjngTA4QoCvcDQJ0hQYSoKtjoGBVAvTMDZXqdEujm+dHAAAgAElEQVSnzbkDq8I1KdLUOcEtD5IGnOE/b5z6tdCyZCIBffvFZxix7TqfJ8vMzv5kmdAuNQF+c8pZmJJc9nPEfzxR6DfP778rBL+UP4ChHxY1vgwx6E3P0OcsiKiex4Q+01ys6p/H+V13luBPKic3f8dx/HStS4a7969CkjjVjHJSYQJ059oYAnSx+0GALtZPUiMHnMkBAnSFu0GArtBAAnR1DBSsSoCeuaFSGTCpXnh6gGSjpNDoPcsnomPEXGFlyUQCOptnk9mn8CwuFStzBaBOagivf87WlVljGdZDZnZHc8Nh/rEeGuyqNh+16n0k7JvHTs7ZCTrL2j6r+i70q+cPz4urkGPfcNMzYlstRmrRRsKemV6o5bzT+Dx+hUU5uZh136Hogy0ZasQToKu2DbKFCdBlW6fKQAJ0sbYSoIv1k9TIAWdygABd4W4QoCs0kABdHQMFqxKgZ26oz+Fx8Dq7yHTanHP3EHhc3mDqrC1YDTEdjHXQj+5axTO527rbbe/WiQT02CQt3p9+kj9ayuAe03YFtP6Z1xSPSkzFhzNOobXrUQS4z0K4vggmFp6Lv9q+Z+/0bfaTohNYebUHzZfhg9L5+BiXiOvwuHsEKSWaQp+roE0dJR1YXXiPG3t4yL/WvzZi2q6E69w6yJ3yGFHdD0PvW8gkT4CuxGl1xhKgq+OrXFUCdLnOZT6OAF2sn6RGDjiTAwToCneDAF2hgQTo6hgoWJUAPXNDfdd3htv9YEgw+9OGi2hwKwCf5zoPTbH6SKj3CwzexrJfK49dwTenmgrL5C4S0E/djUbfVeGoXjg31j5tweebVQZ3rd6AWlNCwE7SpYzvv5Y/gB8+LCrsm+d+YxdybevP65/n7LEeb+f2EqZtrxC7b77y6GWEefXh+8bC3HPsGWpK/meuQ4Bur6svrx8B+svz2p4nEaDb45L9fQjQ7feKepIDr5oDBOgKd4wAXaGBBOjqGChYlQA9c0OlO9JSZnZ2Z5m1rf2qZABKlsm98Y6G8NUkCMnkLhLQGYjOO3oPX1TIgQnXWtv1EmH/1Rf4afM1bHH7mSe/e9huM7zesUwcp+RrKF0fWKRtijZD5iiRkj12RegjTN5321R/PaV4Y561f77fD2jX9VsLXQJ02TarNpAAXTVrZQkToMuyzeogAnSxfpIaOeBMDhCgK9wNAnSFBhKgq2OgYFUC9IyGuj67iNwrW5qShUmn0G/n9sTWflUzDGBh5I/mtuJ1vWNbzEVqiSaKdkkkoLNQ7oPXIjGh4nN8cfU7Uzi3rQleeRKPBysGWCRRszXG3s+leuM78n2JWl+MsXeY0H5SJvdVHuP4vkltcIG/Marj+wToQt0WL0aALt5TJYoE6ErcyziWAF2sn6RGDjiTAwToCneDAF2hgQTo6hgoWJUAPaOhUgg2O1WNaxkI6RS6S/WCPON4Zm3f7IHooN1qygiuZJtEAjpLhvYwOhkby+xH5VsLHEpkN3PKKIxyX+bQGHvWLd3vP1x0EMq3GmzPEOF9pLv5c9ynoZnrCa4fon8P+2vM50nrzBudoAu3X7EgAbpiC4UKEKALtRME6GL9JDVywJkcIEBXuBsE6AoNJEBXx0DBqgToGQ2VTnilcmSdl4SBnShPaVPalNAs/Sgpk3tymfaIbzxJ0S6JAnTzBHGXa+/lSe+kkmL2TDBg2WqMifxZWPI76Zk5t/bl4eShNf9Csdpt7JmKKn3+mDkLk/STTdosY/2yOjvwaY13CdBVcVycKAG6OC9FKBGgi3AxTYMAXayfpEYOOJMDBOgKd4MAXaGBBOjqGChYlQA9o6FSgjgWrh7xzkemLOinh2We+ZwpbD9wCF3PdxcCs6IA3TxBHAvlNk96Z8/XKHB/OH6+YDuxnD1a5n0kfx80Xwrvkg0cHS6s/8PN41D+9iILvci6I2Go3pMAXZjL6ggRoKvjq1xVAnS5zmU+jgBdrJ+kRg44kwME6Ap3gwBdoYEE6OoYKFiVAD2joaxGN6vVzcptbbrrhdHbr/Ms6IGdylp1f2voDXx59GP+eVZZ0u3ZPlGAbh6azxLEsTVJSe/smQdLpNYmqDX8Nc8Q3XkrdPnL2TPMZh/J34udQlDwzTdt9lerQ/yhABQ6N81C/kbLdchb3DLPAIW4q7UD8nUJ0OV7p8ZIAnSxrhKgi/WT1MgBZ3KAAF3hbhCgKzSQAF0dAwWrEqBbGsoglgGkBNoMzrdceIZ+9QpluJtsPpJlcq+1oxmH2ajuR3iCOblNFKCzBHE3r1/GQvfJKOXygE8nts0ypBaub9fUWCK1Byu+EZ4oTsqQr/RFhl2LyKLT6tAHqHS4L+q6hvNeM7Rt8MWQvzKMIEBX6rT48QTo4j1VokiArsS9jGMJ0MX6SWrkgDM5QICucDcI0BUaSICujoGCVQnQLQ11u38cvuu78Gzn5xouxMB1l3mStZVfVcC7BXJadZ/d974ypzM+cT3F76Czu+hymyhAZwniRif8gSaup9Km4u6DiK8v2j010Yni4qIjUHjJ/7F3HuBRFesf/m3LppBCk95FpCO9CVgoUkSqglJEJKBSRFC50sHrFREpigSUqoBU+QsIIh2k9xJ6DR1Cet3yf2bWs9lNssnunjnJCXznebiS3Zlv5rzf7g3vmVbHrePe3O6klwXZQ5VPfr+AgkYropItKBLsn+ku/SToXgJWsBoJuoJwvQhNgu4FtCyqkKCL5UnRiICaCJCgy8wGCbpMgCToygAUHDU3BH3DmQe4/DARAT469KlfDHqdVvBdeR9O2iBuo/8b+CCyuz3QrK6V0aR8SJaB1/7wGd4zr4C0uZy3vRAh6NIGcSeM7yNYE+/UlcjBlwGNe8wnz/sV0xJHe7y2/npkIjaceQiL1YoWFfOjWrFA3oeEmydRcm1Hj+N5yzKreo6b6LFyrpYxkKArQV9eTBJ0efxE1yZBF0uUBF0sT4pGBNREgARdZjZI0GUCJEFXBqDgqDkt6EsP38HUbdfsd9GgbDB+7O56bbfg2802XMCWETCGr8bE1F6Yb37NXr5IoA/+HFQny/obf/kW70R+D3Phyoh/cQxMJV1vKpdVIBGCLm0QN0k/H730f9ubMxd4FtHvbMmWg1Tg2z9Pgq1ftxqD+Pp1dy4mvq/NOYKEFAsvrtFo8FvfGni2sD9O7PsLLx0Kdfs8dnfak1Om+YyDiE028xCujtEjQZdDWJm6JOjKcPU2Kgm6t+Qyr0eCLpYnRSMCaiJAgi4zGyToMgGSoCsDUHDUnBb01rOP4EFcitNdHB7ZEFqNRvCdeRcueFk76B6cRdvkr3DWWsYexM+gw96P67sMqkmJRdD8xtClxNnLxHRfC1PRWh53RISgSxvEvV37GXx51rZ5XUr5Vkh48QtYgku73Se2UVzvPa8iSJPg9tr6BQduYdbOG05tDGhcEgOblkLkzh/x7Ikpws9Wd/uG0hWUjtBjL7vaZ4AE3Vu6ytUjQVeOrTeRSdC9oea6Dgm6WJ4UjQioiQAJusxskKDLBEiCrgxAwVFzWtD7LDmFU3fSJJbdzpGRDfkoqxouaQOz0HKbsTn8kb1LH7xYCv0bud74zffYz/DfPdnpFhIbDOXT3T29RAi6tLnd55XuYuD14XzTOrZ5nacXG4nH6v4era1nm+qx9h2vD18sjfcalcDZVZPQ9PZ82csAPL0PV+XZbA42q4Ndrs65J0EXRVtcHBJ0cSxFRCJBF0ExLQYJulieFI0IqIkACbrMbJCgywRIgq4MQMFRc1rQ5/4TgTl7btrvYsTLZfnUYqWvVLMFRyNi8Uw+H5Qr6Jdpc9IGcebCVTAseAbfvb1OqWC8Xr0QOlTL+jgww+XNCNww0FnQGw5HYv3BHt+aCEFnG8Sxze1+r7wNta7+5PWINZuuvnb25ximX+12DKvVijrf7He67686VETryoWwdfZgdDOtR0KzsUiq9a7HbERXCF1+FofYQwgAA5uUwoAmGR/CkKCLpi4/Hgm6fIYiI5Cgi6QJkKCL5UnRiICaCJCgy8wGCbpMgCToygAUHDWnBV0SR+k2dg6ph0BfveC7cg7HNizrt/QMHiek8jdeq1IYg5qW5ALOLiaO5fOZkO/vEfC5/Beul2iH5pff5u+tD30BxYN9s+1f+N04aJa/icZa25FdN6zPYNuLv+H12mWzrZu+QFaCfuVRIjaHP+RVOlQrjJIhmfet9pR9vMzlUpP5lP2Yzku9XhP/5fc/4lvLFLfXjUvr34sHG9H6+YJYcOA2Ao06LOtbA7fn9+Kj8bHt5iC1QmuP2YissOzIHXyzNW0/BBZ7db+aKFfI36kZEnSR1MXEIkEXw1FUFBJ0USRtcUjQxfKkaERATQRI0GVmgwRdJkAX1f39/WGxWJCUlKRMAxTVIwI5KejS1GcmbsWDfHD4ZqzLacUe3UQ2hWfuvIGFB2zngEuXv48OCSm2zcEMWuBckdHQPb5if79z8niUqNoEE9o+61ZXft4XgR9238RruoP40TAdMVZ/fF9nE1937enlStDZiHjHecdgtlh5SHYP60NrI8RXB1jNgFaPqw8T8OWWqzh6MwYlfJOxF7ZRajlnjo9fexQzb3bhG8XFdvgJpuL1srwlaXo9Y8ceIrDz2HdcfAyWd7YjfENtuKwHBp7ydFX+h9038PM+58/FiFfKomcd5xkdJOiiiIuLQ4IujqWISCToIiimxSBBF8uTohEBNREgQZeZDRJ0mQBdVCdBV4art1GVFnRt5GX4H5oF3cNzWJ9QGVOiXsJPPtNQWXMdUdYAHK8/FTUatfG2+27Vc1xnnFmF+tpzWOEz0emtH0wdUbHrBH70ljvXjchEvPHTcV70pLE/31Rtzcvb0aKauBF0tvFbxL6VGKlfgRTo8LWpB5oW1+DdR1MBqxXmItXRKe4znHxkO0Ktq24nphrC3B75dnmff41GgXO/2t+OazMTKc91yLT47egktA87xt+TZh+w17ovOMkfiOwxDkVJzQMc77YfpYsVcQetYmX+OH0f4zZedor/56DaKBJodHqNBF2xFHgdmATda3SKVCRBF4uVBF0sT4pGBNREgARdZjZI0GUCdFGdBF0Zrt5GVVrQQxa/BG1U2jRiCzTQwjYCzC6zIR+iB53ytvtu1dt1KRLD1py3l/X30dqPAGMvVtVcwwbjf5xirQ54Cy+995Vb8aVCOy5G4qstVzEo6Sf002/yep21qxH0U/v/QvODoVn2abbpdUwxvcXLTDXMQVfdLtkbskkb50kNW/IVRVQ/2xT69Jc0ev6f4M0YkLwYgBVJ1Xrg+cM2ob/m25P/d3ilvzG6dQWP+CpR+Kd9EViw/zaCfHW8P5mddU+CrgR5eTFJ0OXxE12bBF0sURJ0sTwpGhFQEwESdJnZIEGXCdBFdRJ0Zbh6G1VRQTclocDsytl2LXLwZUBjG/VV6pq+4zoWH7zNR8S/fr0iBq86h7N303aTX+EzAfW1Nol/bM2HY6/+hlpVPT+fffuFRzjzxwyMNSzxeuTalaD7HZgBvwPTs0S01Pwy/pPan5fZYxyCkpqHsqeTuyPoJosVB69H46OV4ainOYeVRucZCSNSQ7HK3Nwu6G8W2YAf3/Scr1Kfj6zikqDnBvWs2yRBV1dOSNDF5oMEXSxPikYE1ESABF1mNkjQZQIkQVcGoOCoSgo62807aGZFGDS2td6ZXYlWHyQOTRvdFnx79nDSOmjpKC3Wt7/PR/Jp18uP3sWEqM/52ugFptb4xvQmfv+gCQrl8/G4O2zX8w4zd+Ck7/t8zfbj0BMex3Al6MbwVQjYMtIpXqzVD4GaRPtr/0t9C3PMr/Np5Gw6ubd9cGwkYcN/UPLyMvtLx+t+jdKNu9t/vhOTjL6/nLafbz9Uvxof61c79XO6qQv+MtfFRuMonLWUwZbGS9GrfnGP2eRGBRL03KBOgq4+6q57RIIuNlsk6GJ5UjQioCYCJOgys0GCLhMgCboyAAVHVVLQk00WfDZ9Lhb7fM17fc5SCtMLjsWMYn/BeH4dYLUAFpPXU8E9QdFj0UmcvxePuW9VybCu/PaNS6j2e0sermzSUv7f/o1K4IMXS3vShL0s26lezmZoWe3iHrj2HRhu7uVt7S/QERPvNOAy3ER7Gv6aZC7B1i4/oUncFuT7eySSK3dBfMupXt2HVIntCN9Dtw1fGX7CLWtB9A76GSvfrWmP+f2uG5i/P22ztZe1xzDf5xunNq/VGoG/o0ug/9WPcS9/bRh6OQu8rA4qXJkEXWHAXoSnEXQvoClYhQRdLFwSdLE8KRoRUBMBEnSZ2SBBlwmQBF0ZgIKjKinorKutZx/BIVNXu/yyHbLZTtnsOrV5Ppqfn8RHeWO6LIc5sBRgzCf4Dm3hpGPHMjvWzXxiBQrv/AyrzM0wItV2lvm7DUpgcHPvBJ1tSvfs8a/5OvSkWv2Q0GyMR/eUlaD775oE3+Pz+bryuHpDUG+q7bzxIMTzEXO2OV1suzD4XPkLxvDVXM6ZpHt7Wa1AnW9s682l9eNNsAB/DGlhDzljx3UsOnjb/vNcwzR+lBo0GgBavsM8yzE795xN00+u3BXxLZ0F3tv+5UQ9EvScoOxZGyTonvFSujQJuljCJOhieVI0IqAmAiToMrNBgi4ToIvqtAZdGa7eRlVa0H/btBWDLvRHuLUMvn/2J4xtUwEGHRM3gO1KXufgxzaZ+/dKqdQRca2zXmft6b2yaefNZx7i1Y5+2ihD9eBl7fhZ4dI6ad63N6ugXhn3dnBPH3DpkTvYs30jlvtMhiWoJKL67vaoy1kJetCaHtBH7MettotxL39ddP7ZtnM8u4bpV/M/rE1Ncgz/E9V3FyxBnh/15tjhoavPYfflx9joMwpVtNexts5iNG/yor3IP1ejMGTlGdTUXkEL7TEM1a/lfWBnr7O2860fAJ8rW+zlU0s1QewbS/4VeI/Q5EphEvRcwZ5loyTo6soJCbrYfJCgi+VJ0YiAmgiQoMvMBgm6TIAuqpOgK8PV26hKCjo7XmvmvHmY6zMNKeVbIq79XKdusg3Vbqz/KsN65Zguv8FUor63t5Sh3uEb0Riw/CwqFQnAsj41nN7XxtxEyMJm/LXJL+yE2QI0LBvstZyzOOfvxaHHolP249bYOnQ2guzulZWgSxu27X9jLz+mrPF3B53CbjN+gvKaO/bXYrqthqlYbXebzrScxWrl58iX3fcF3xU+odlYPhouXZq4u9AseQMhqffsr7FR/NQKrfjP7EFB/rC0KfHstcT6g5HYcLisfuVUZRL0nCLtfjsk6O6zyomSJOhiKZOgi+VJ0YiAmgiQoMvMBgm6TIAuqpOgK8PV26hKCjo7cqvCuTl8VJdNyU5sMNSpm2xke93sTzFEv9bp9fjmE5Bcs7e3t5ShHnsQ8MnvF9CiYn5M6/S80/vSzugi1mo7Bm4+4yC+tXzDZwekF9rsbsyVoOsenEHwsvaIsBaCOXQfAn312HbhEUb9cQmpZgvqlArE6gev86PNpItJMpNlEdean/+L/vHzMkzb99s3FX6HfnBqgs0aYKPo/EqORYEw5wcjplKNEdMp7Wx1Ef1TKgYJulJkvY9Lgu49OyVqkqCLpUqCLpYnRSMCaiJAgi4zGyToMgGSoCsDUHBUpQSdjZ63DzuGsfrFWZ4JPub7n/CD5cu0uzL4I7LffsAYKOxO2VT6sL03EdqkFEKb/CuN/0YPWfgitDERstdqp+8sG7FvfnseBut/Z2PISK76JuJf/q9b07pdCbrh8mYEbhjIN4Kr+/FKpybZWnGN1YQC31d0et1cuCqie6wXwvLkjlVocXJkhuPj/Pd+Bd8jzrMjYt5cC1ORWrZ2rRZbv9imgP9eSTV6IaGF81FsQjqpQBASdAWgygxJgi4ToODqJOhigZKgi+VJ0YiAmgiQoMvMBgm6TIAk6MoAFBxVCUHfFP4Qa07cB5tavtxnEj++jK1HNpXMuP6biWxIxDZ8rl+OZ7W3EN9iEpJrvCP0LtmmbUsP3+Gb07FN6vhlMcH31FL47xzHf4wcclVom4v2XsHQI69C6zCandD4UyTVHZRtO9mdg/6zrjs6fWjbGT/9FbS6O/S3bOvt2ZXQaASS6n2YbZvuFFh/5DJ67301w9FtF/f9gQaHhthD8HX3fXY6nW1vuLoNgRsHAuZUmJ+pipgOC2ANKOxOs7lehgQ911OQoQMk6OrKCQm62HyQoIvlSdGIgJoIkKDLzAYJukyALqrTFHdluHobVbSgD/ztLA5ej7Z356SxP99Z3NU6bEmepZH2zKbCe3tvUj32EIA9LLAfsWZORfDy9tA9usCLWI3BeMw2chM4an/7/CFU25x2VjhrJ6lGbyS0mJDt7bgSdGmDuLnFJqBrNxdLAFIT4Xd4Nl/3bS5QAck1xC0VYGvrqy5vkCGfbCnDkAt9UVF7CymVOyO+0UhY8xXN/D7ZKLpGmy0DNRUgQVdTNmx9IUFXV05I0MXmgwRdLE+KRgTURIAEXWY2SNBlAiRBVwag4KgiBV2a1u7YReloLlcj1GzH86lbr6Gf7k+MNSxR5Aguth48NtkM6Yg1dkwZO67M8Ups9AkS630kjG5CfCxK/uy87jqxwcdIbJA20uyqMVeCzjZaY+I9pNRqjO8kb+M3b2/0zo+vo2rqKcS2m4PUCq15GHbu+z/JtqPcRM9E8LafIuuRoIukKSYWCboYjqKikKCLImmLQ4IulidFIwJqIkCCLjMbJOgyAZKgKwNQcFSRgn71UQK6/HzC3sMqmuvYaBwFc+EqiO6xIdOeSzueu1PW21uXzkCXjljzPTwb/v84n8OtxMj91Lk/Y1TitwjUJNqOW+u9A9Dqsr2NzARd2gk9xuqPH+puzrCWPtugggpE/fEFyl9dat/4jm3099n3i/iRclnlWVDzuRKGBD1XsGfZKAm6unJCgi42HyToYnlSNCKgJgIk6DKzQYIuEyAJujIABUcVKeisa+8sPomzd+N5L1tpD/Mj1kwlGyKm8zKXPZcEOrvRdm9uXXoA4HjEmjRV3B7PJwCP39kKa74i3jThsg6bvr/+8CWc9H0/w7rtrBrKTNClDeL2Wypje725uSboqQfmociB/9p3cmc75N9c/xXfqT+pVj8kNBsjlKEagpGgqyELzn0gQVdXTkjQxeaDBF0sT4pGBNREgARdZjZI0GUCJEFXBqDgqKIF/cydWPRachrFg434odgmvHBtXqZHrDneBpsifTs6GXuMQ1FS84DvOs52HxdxsbXnA5efxvyA2Whh/sceko1oJ1fuClitSK72Jiz5/t08TkSj/8aQpu9L6/Cdjh7Lop3MBF06Dm66qQtKtR+Fl54rKLCn7odKuHkSJdd2tI+Wsx3yXzo0gG8E6Djt3f2I6i9Jgq6+HJGgqysnJOhi80GCLpYnRSMCaiJAgi4zGyToMgGSoCsDUHBU0YL+x+kHYJuGsTPH5xRcCbbeO7tzwFl5Vm+uYRo/Nzy+5Tc2eRZwMUlO2TkNw/WrnKJFvfM3LAUqCGjBdYgPV5zFvmvRmGqYg666XdlykCJlJuj51g+Az5UtGJAyHF2790bd0sGK9t1VcGmqPXv/+oCL/Hz5Vffb8eKuNgLMlY4KbJQEXSBMQaFI0AWBFBSGBF0QyH/DkKCL5UnRiICaCJCgy8wGCbpMgCToygAUHFW0oDueOT7y3kjoI/a7PGJNupVha85j16VIPk2a/RG5Hpz1p/iBSeij/8tZ0PvshCW4tGCaaeHuxCSj3Zyj/AVpA7y4Gu8ipcXYbNvMTNCl89qbJs/Ar4PbItBXn20cpQpIm9Wd7bQFE3/b+USvP2cMSdCV+iR5H5cE3Xt2StQkQRdLlQRdLE+KRgTURIAEXWY2SNBlAiRBVwag4KhZCbo29hby/fkR9HeP89Hm2JbTYC7ivDN5+u5IR5p9+8ZzeONIb+genM1yyvq6k/cxYdNlHkZas55SviXi2s+Vf6dWKz75/Tx6XvsCLXU2WeaXRovID84BOoP8NlxEcNwwT9oAj28Ux45zy+ZKL+iOo9Zlk5ZC2uwuuzhKvS+N5i8tMxn3Lx97otefM4Yk6Ep9kryPS4LuPTslapKgi6VKgi6WJ0UjAmoiQIIuMxsk6DIBuqhO56Arw9XbqFkJeuDvfWC4scse2hJcBlF9dmTZlLSefFmf6mj0W3VeNqujt37ccxPz/ong5dj6c7YO3WoM4tOl5Vz5/hoOn3Nr00LofQFzCiz5iiL+la+RWrqpnPBu1X170SmE34vjZV2dB2+4sRv6O0dhDirFzxBnV3pB10fsQ9CanmAbxI3L/z8s65P1QxK3OiejkLQe/mddd37kGlt/Ht9yKpIr245ae9IuEnT1ZZQEXV05IUEXmw8SdLE8KRoRUBMBEnSZ2SBBlwnQRXUSdDe5WkwwnloKjdWEpGpvA3qjmxU9K5aVoBeYWR6A1SlgdudcSzuyn3g3CMHL2tuOF8ti1HjF0bv4399X7W1IO7nLWc9sPPMbArZ+7tTv+Je+RHL1np7BkVk62WTBmA2X8Pf5R1juMynDRmo+4WuQb8sn9laSq76Jhy9OwvULxwFDPjxfqTK0UdcRsGcSDFe2YonpVawr/jHmvlVFZs/kVTeGr0LAlpH4y1yX7xnArqi+u2AJKiUvsEprk6CrLzEk6OrKCQm62HyQoIvlSdGIgJoIPBGCnpSUhMmTJ2PTpk12tmFhYahTp47953Xr1mHSpEn85zZt2mD06NHw9fXlP6evP2bMGHTs2NGtPJGgu4XJ40Ik6G4gM6cieHl76B5d4IXZWumot9YDxkA3KntWJMsR9PUDYLiyxR7QXLAiot92Xsvt2BrbMZ1NcWdHmq18JZ6P+mZ3xBqrP/HPy/j91H0eaqPPKFTRXpe1k7vfgelgo7yOV2LDj5FYf4hncASUvh2dhPZhtmng6Y8iy/9zA2jibfctXXcNpVE09Qb/8XHRJgiJDocmMZIQCgcAACAASURBVNL+/q/PzcRrbToI6Jn3IXQPzvCHL9KV3UMY71tSR00SdHXkwbEXJOjqygkJuth8kKCL5UnRiICaCDwRgh4VFYUlS5bg/fff59J95MgRjBs3DrNmzUK5cuX4z+zv06dPR0hICP87uwYPHsz/6/gzizVs2DD+nqPgu0oaCboyH2cS9Oy5sp3P/XfZHjpJV2KjT5BY76PsK3tYIitBZ2IYsqgFNCmxPGpMt9UwFavtsgXpWLEO1Qrj6+K74b9rottnY0tyP1a/GP30m9ze8TyzzvgdmAm/A985vRX9zhaYCzzrIR0xxdmsgobasxk2UwtZ2BTamFseNcIeMrCHDbl5rTt1H+9ub2Dvwk6/V1H9/Xm52SVF2yZBVxSvV8FJ0L3CplglEnSxaEnQxfKkaERATQSeCEFPDzS9ZDMBL126tH1U3FHYWV0m80zKmcyzK73AZ5UwEnRlPs4k6Nlz9T08G/7/fONUkK3vjW8xCWzDMGvAM4BGk30gN0pkt4t7gZm27w67sjvn2nEHdzZazEayPdmRvfmMg+hmWo+xhiVui336W9TG3OSju5yTTwBuJvtjW+mheL3T227QUKZIj0UncefefZz0fZ83IC0T8Ns3DX6HbA8V2RVtDUCwJj7LTiQ2GMqZ5ub10cpwjL41iM90YNeI1FAMGzwS/j663OyWYm2ToCuG1uvAJOheo1OkIgm6WKwk6GJ5UjQioCYCT6SgX716FePHj+d/ihUrxqe/16tXzy7oju+zZEhlJUFn0+EPHTrkNA3eVdJI0JX5OJOgZ8+VjViHzK0DjSU108KWwOKI6fQrLCFlsw+WTYmsBD39VOakWv2Q0GyMy4jSDu5sjXSLkyP5ud3ZSb1jsKnbruHh0T8w12cazIWrILrHBvfuz2pGwPbRMLJN4axWvhkc2wn+2/xjEbb3JkKblEJok5LuxVKgFLuvpYfv2Kfvx3ReClPJRvD7qSn8Em5hlbkZNpobIB6++M0nbeZEkiEEuuI1Ybi+k/fqkqU4br+xEtXKFlegl+6HXPLnDvS+MBj5NbYN8L41dcM7Q/8Hg07rfpA8VJIEXX3JIkFXV05I0MXmgwRdLE+KRgTUROCJE3RpPbkk5NLPnTp1sk9ZTy/obOr7hAkT+PR3dmUm6N9//32GvH300UdITExUUz6fmL6wX+RWqxUmk+mJuSfRNxJ19SiKrWiLCGshrDI3hwZWDNWvcWom9YV3YWr1leymtVotWE6Sk5MzxNJd/BM+a96FNbgUNNE3YS1SDUl9/3bZZoOvdyEmyYS/hzZChd87QHPvNJL6boG1iG039+yug9ceY/CiPbaRZt9gJA49n10V/r5h+3joD85xKpv42V18tfkiFu+/iVFtKqJ3g9zbwGzxgZv4atNFSNP3U5uM4Ex9Ng7lOW6aPNPe97O9dLBc3YlF+2/hWqlOmNi7DTSRV/DR4j3YGl0CqwfUQ+ViQW5xUaqQz6bh0J1Y6sx7ZASgzb2z2ZW6VxY3q++Iku1SbNcEfHx8+O8Qi8VCmFRAgH1H2IOslJQUFfQm73fBz88v798E3QERIAKZEniiBF2S8SJFitjXl6cXdkbBmxH0hQsXZgDYt29fEnSFvlgk6NmDZeKmO/UbnzrMBD0YcTjhO8Cp4p1iLyOkt7MkZR85Ywn2Dyv2j132fUp/6fdMhWHvVJjqDoD+sO1cci7NvsEZysYkpqLBFNsZ3+HjXobf10Vt5T+761G3mOTvsfZFkCbBZVvpAxoXvwbtnWNOLx986yQ+/v0SbkUlYWb36mhZubBH/RBZOPxODDrPPWw/591csQ2098/whx5Sjll79cvmx6I+L/B8vDDpb/6wg/3MXq88YZudrci+eRPL+Nub0F6zjepLV+LHlwCffN6EU30dEnT1pchoNHJBN5vN6uvcU9gjNhOLCXpmD3qfQhyyb5kEXTZCCkAEVEvgiRH0zORcok5r0FX7+XPZMZrinnXO2BrqkIXNEGP1R9PkGYhBAK+w1WcEKmhv2yufrf4Zir40UPYHIKsp7vnWD7BPU/c/OBO6B2chTc9O37C0yVvd0sGY16kk8ofV9Oo8czYdvMWJkfz4rqymx5stVsQmmxDsa0DQys4w3E0T9CSrAVVSFsHy7wlx/j5a/DmwDgJ9c2+El20UF4R4+zp0xi/apyhqxkzjKPs2KIH3G5WAn4+On4M+aUM4lhyIQM+6xRDauCSazzzEyx39tJHsnMsN4HtiIfx3TrCHMRd6HtE9/5QbVrX1aYq7+lJDU9zVlROa4i42HzTFXSxPikYE1ETgiRD0zEbJHSHTLu5q+si51xcS9Kw5BWwZAWP4ar4ueUSqTcAblwtBryo6XN/8PV7VHsGz2tuIrjME5ibyd/POStBDFr4IbUwEfnzuJ7zweDMaPljpctM3aQd3JpSfP3fH7SPWMhP9iFWf853cXW0wd+zyLVxa9zUKa6JQSnMP9bQX+GntbNu8WKsfBqUOwx6L87T6wc1L490GJdz7kCpQim0UFxr5DTrr9tijb8vXDv0evg32UMPxbHMm6Hsv3se7S04g0Kjj7/VYdIofX7esTw0Feud5SOOpX2G4fQgW/8JIrDMQVv+CngfJIzVI0NWXKBJ0deWEBF1sPkjQxfKkaERATQSeCEFnU9bZsWh37zpPk+3Tp499qjudg66mj132fSFBz5yR4doOGK5th+/JxbxAd985OBgVhNndK6NhWdseCmzUeNGq1RhxdyQfnY7qu5v/V86VlaBLO7iXTVqKrrpdmGqY4/Jcc2kjNLYh21DfDfDf+z+vd2Jf//1w9LashaVABcQ3HYPUss2dbvHWD21R3Rxufy3BakTXlPEIt5aGlWt6xmtC22fBjn/LrYvx+e/pl5yaN0OLCkm/ZNjEjgk6W8vZd/FxsJkJPesUxdIjdzOIfG7dy9PWLgm6+jJOgq6unJCgi80HCbpYnhSNCKiJwBMh6LkJlHZxV4Y+CXpGrvqb+xC0tmfaGxodaiXORhQCM0xpZsIWtKYHGmrDPTrCzFU2XQm6PmIfHwXfb6mMt1LG2KdnswcCj0NPOIXTxN/Hx2svYMdtHTaVXYbn7/7B37cEFEFMt5WwBLm/QRubRh+8rJ1TfLabO9vVnV1sg8GCs8o7vZ8EI6qlLITp3znt7CHB1guPcOlBAi9Xs0Qg5vesCo2go+m8+WawGQbv7WkBP03aJkoPrUGomzwHy/pUR6Uiaeu3JUFfuO86pm69Zm+OzU4Y8bL8nfu96f/TXIcEXX3ZJ0FXV05I0MXmgwRdLE+KRgTURIAEXWY2SNBlAnRRnQQ9Ixh2XrjfgRlOb/w3tSeOlnjbaeqzVOCzWYswzzpeyCi6K0H3Pb4A/rsmYr6pDSaaevOmTxr7883bonush7lwVcBiRtCqbtD/u/77sOU51NVecJbnuoOQ0PhTtz9MjAPj4Xiln+qe/4fnoTGn7TqfXKQ27r2xAtsuRqJ6sXwoV9CPn7a241Ik/A06NCibcVM7tzskqCB7sPL7ivmY7ZO2Y/u7KSNx2FAXO4fWd2pFEvRHMQn2teesQG4fFycIRZ4LQ4KuvpSRoKsrJyToYvNBgi6WJ0UjAmoiQIIuMxsk6DIBkqC7DdDv0A/w2zfVqXzflE9R96U30LNOsQxxwvZG4KVDA/goemq5V5FasiGSXnjP7fYcC7oSdP9dk+B7fD4mpvbCfPNrvIp0TFhCs7FIqvUuf5+Vy+pKqvkuEpqPdbtvkft/xbMHRzuVv1R/Mgo0fNv+Glv/zM49Z5fVNwSxHRfCVKSm223kRsHYJBOX7aJ4hK3t4rHwURV8sz+OT7tn0+8dL0nQ2TT3fr+exvFbsfzt1pUL4asOFXOj+091myTo6ks/Cbq6ckKCLjYfJOhieVI0IqAmAiToMrNBgi4TIAm6+wDNKQha1R36e7ap45vNdRGaOjzD1GcpIJO9nbM/QG/9FnsbKZU7I67lt+63+W9JV4LOptHrI/bjrZTReFyoHs7fj0c/3Z8Ya1iC5MpdEd/yGz7qn36027ZV27/bp7NN29rOQeqzrd3uFxtp1q7uh1d1R3mdaGsADnTay9dfS5fUbkqlNxDXahqQi1PX3b4xAO3DjuJ2dDLPa9g/Edhx8TGX8/Rr4yVBv/UoFq1/tHGQri/bP4vXquTeWnpP7vdJKUuCrr5MkqCrKyck6GLzQYIulidFIwJqIkCCLjMbJOgyAZKgewRQGrG+UmkAXj7RAsWDjVgfWttljJCZFaCFxen9yCFXPWqTFXYl6NIGcTWS5mFpaFOM//MK7t68hD3Gofbj0zKMoGu0iO6+Fj6X/4LGkoLU4vWQWr6lx3364/QDLNh2EjvQn9dla94dN8Nja9TZWvXzry5C4SrNPI6fWxXGbbwEdm8jXilrX1u+PvQFFA/2deqSfQ36P9fBNpdzvN5vVBKDXnR/TX9u3euT1C4JuvqySYKurpyQoIvNBwm6WJ4UjQioiQAJusxskKDLBEiC7hFAacT61+dm4ouThTKd+uwYMP9P9aBJeJj2ksEPkYPOetSmK0F3PIu9X5GVfB28dM654zr0wA0D+TFsO3SNcSE5Pyq3eAtVazf1uA+ZVWCzBO7MeZ1P45em1LNyUt/Y368PuJirZ5t7eqNsaULY3pv8uLTz9+JdPoSRBD38dhS6zXfekG/4y2XxTt2Myx487QuVd58ACbr7rHKqJAl6TpF2rx0SdPc4uVuKBN1dUlSOCOQ9AiToMnNGgi4TIAm6RwDzh9WEJjkG74X8hK13/TOd+uwYcMmyXzD0wRj7S98EfY73+oZ61KYrQTdc3gwm32wHdzZKLU3B7rHwJL6OGo5a2suAVg9YTPjLXBcDUofzdkXvlr5/1bdoe/t7p6Pd2Bnx7Kz4U4VeQ4mesz2+39yssP3CI3zye9omeq52ZXdcg77syB0+2s4WDbxUsQCmvlEpr8zoz03UQtsmQReKU0gwEnQhGIUFIUEXhpIHIkEXy5OiEQE1ESBBl5kNEnSZAEnQ3QbIxJwJOrvYmePsymzqs2PA2lP2oRCisc34Cd9ZnU1F3/Hpq263KRXMbIq7z77vkO/QTKwI6IlX3/vSHvPO/hWoevAzpzZaJk/BRWtJ+2ujW5dH55pFPO5HZhXWH7mM3ntt9yRNc5dmGhytOQFlm9t2l88rl7RRnNRfNjPBcW299LqjoEuvsV3p88hS+7ySDrf7SYLuNqocK0iCnmOo3WqIBN0tTG4XIkF3GxUVJAJ5jgAJusyUkaDLBOiiOh2zlhFM+jPH2RToZX1qZJmAQSvO4sC1aMw1TEMr3WHMLzgCb7z9ocdJcxT0iw8SMGz1OUxI/IrHPF9vMgo3Sts93f+fr+F7eI5TG31TPsMOS9oO6oOalsL7jdOE3eMOOVRIP809uXIX+4OMLa/tQp2KeWsttrRMQLrFRb2q82Ph0l+ZCbocjlRXHgESdHn8lKhNgq4EVe9jkqB7zy6zmiToYnlSNCKgJgIk6DKzQYIuE+BTLOiP4lOw9PAdJKZaULNkEFo/XzBLmNKZ46vMzTAidaBb510/iE3G2D8vo1HEfAzTr0ZSrX5IaJY25d3d7DkK+sDfzuLg9WjsMQ5BSc1DdMMUhA3plhZq73QUOOJ8Xnvj5Jm4bS3Ey+i1GmwYWBuF8/m423y25bb88jXejJzDp7mz3ePZ9HY29f65YRuzrau2Am1+PIL7sSn2blUo5I+V/TIeD0eCrq7MkaCrKx+sNyTo6soJCbrYfJCgi+VJ0YiAmgiQoMvMBgm6TIBPsaB3/vk4rj1KtBP4sn1FvFbFJrGZXdKxYdNNXcD++Bp02DyotlsboG1a9yt6Xh/ttE7bk8w5CnqjaQfQ17oOowzLeIjKSQuwZ2QL+9Tqxfuuo9GBgWigPcff/ya1O8p2+Axn7sTxMi0rFcDzRTKOCHvSn/Rl5247i89Pt+Mvp5RvCZ8rW7C82Kdo1W2QnLC5UpctS0h/Hf20UYbXSNBzJT0uGyVBV1c+WG9I0NWVExJ0sfkgQRfLk6IRATURIEGXmQ0SdJkAM6tuTkHgxd9hNfghrnz7J3JR7c3HSeg475jT3XetVQT/aVXeJVBpXfWAlOH4y1KXl/u4RRn0ql882yQ4rtOWe8za4/VjUOHKL/Y2j2iqotzg9fafTWYLBq8+h2PXHsIMHT5+uTzYRmdKXmxaOOPDdnOXriV116Bd4xeUbFaR2KHLz+DQjRh77FcrFcSUjs+RoCtCW1xQEnRxLEVFIkEXRVJMHBJ0MRylKCToYnlSNCKgJgIk6DKzQYIuE2C66mwjtODlHaCNvsHfMRepwc/MhkYrtqFcjpZ+IzDWnT71i2NoizIueybt4N40eQYirIV5ueldnkezCvmzvZvb0UkovbAO3yguusd6mAtXzbaOYwEdLGAz0sMfpKDi4hdgtCY51Y8cfCXDgxSL1QoN2Mvsf5W/9s/qjbbW3faGTrZeiZKVbA8y8tIVm2zCD7tu4vSdWNQoHsg/E0Z9xs8/jaCrK6sk6OrKB+sNCbq6ckKCLjYfJOhieVI0IqAmAiToMrNBgi4TYLrqfgdnwm//d06vxr/0JZKr9xTbkAqi/W/LFaw4ds/ek197V0flos5Tv689SsBf5yLho9dg+AHb2eHSDu5NyodgVtfKbt/JodnvobVpm9N54a4q6+6dgsacBFOxuvA5twb5tozgRWOs/lzynS6dAZEfph0L5naHRBY0JaHAbGcWSTX7IqH5OJGtqCoWCbqq0gESdHXlgwRdffkgQRebExJ0sTwpGhFQEwESdJnZIEGXCTC9oO+fDr+DzhuMJTQdhaTaA8Q2pIJo6c+7HvFKWfSskzYVfM+VxxiyyraOu6H2LJb7TIa5cBUcb7WSrz8vFmT06C4id/6IZ09MyXqjOKsVQau6Qn/nKI9tLlgJukfnM7aj9wVMtlH02LZzkPpsa4/6Irqw4xF0Uuzkqt0R/8rXoptSTTwSdNWkgneEBF1d+SBBV18+SNDF5oQEXSxPikYE1ESABF1mNkjQZQJMV10bdQ0hv7wKWMz8Hat/ITzuvR3wEbepmNVqxYRNV/B/p+4j2M+ASW0rIDbZjMl/XUFSqgW96hXDsCymmou647C9EQjbexOBRh1vn511vahmOJ/ebwkujTf2Pwt2pBm7uup2YqohjG+AFtd+rldduHJsG+rufo9LfnSPDZnGMIav5jugZ3WllGqCuDcWQxN/H1a/AoBO3G7sXt0YgIQUEx7PboXq2qv2ELuq/RfVXu7hbUjV1yNBV1eKSNDVlQ8SdPXlgwRdbE5I0MXypGhEQE0ESNBlZoMEXSbATKr7XPoT+TZ+wN+J6fQLTKWaCG1k8cHbmL7julPMN3XbMVk/HwaNGUtMLWFp9SU6VLOt81bqGr72HHZcfIwJbZ/F1K1X8ZF5CUL1aZutzTN3wJepNsFkR6SxP4kNhiGxwVCvusTWvZeZW5HXfRx6AlZjUIY4vod/hP8/U7KM/3eJD1C7y0iv+qBUpbhkM1rP2I2B+j/gAxOOWSogX/X2GN3a9aZ7SvUlp+KSoOcUaffaIUF3j1NOlqI16DlJO/u2SNCzZ+RJCRJ0T2hRWSKQtwiQoMvMFwm6TICZVDeGr0LAFpsAxrabg9QKYqdPT9t+Hb8cum1vubLmOv40jnLqyeV6E5C/UW/xN+cQcdy85Xgv/ifU8r2LTT6t0SpuLbSw2ktYoEH5pF/5z8t9JvEdyuXy0C5sjZCYC4jpvBSmkhmP7mJTxUPmN4YmNZ63y3rTJ+VzvKw9hhKah/xs8QeV+2B822cVZeNN8P7LzuDozbTdz2d2eR5N3dhAz5u21FCHBF0NWUjrAwm6uvLBekOCrq6ckKCLzQcJulieFI0IqIkACbrMbJCgywSYSXXpvG/2VkKzsUiq9a7QRtKPoH+gX4dP9b85tZFYfwgSG34stF3HYHGJySg4tyYCNMku20iwGlEleQF61CmKD093R0nNQ692YHdswH/XJPgen58l12sbvkHty7O5jP/P1BPHLRXsIdiSgLA3q+C5Z/wVY+NtYLZr/NIjdxGXbEKDMsF4oWTGGQLexlZjPRJ0dWWFBF1d+SBBV18+SNDF5oQEXSxPikYE1ESABF1mNkjQZQLMRtDlTOl21TO2Bv31ecdxKyqJr0Gf0lSL1ru7OBW/0vhrhNTtLv7m/o0Ycfk0amzo4BT/jrUAimki7a9NNXXD9ecH8CnwBWaW4697c4a5YyO+xxfAf9dEXCvRAUFdZma4vwPXoxG/Zgi66nZhYmovzDe/hhYV82Niu+cQlapFMT8rdNqcOTZNMfhPSGASdHUlkgRdXfkgQVdfPkjQxeaEBF0sT4pGBNREgARdZjZI0GUCzKS6NMrL3kqu3BXxLb8R2ojjGeRHP20Ex/akho6Xex+lO/xHaLuOwRb9cwUfH37FKf7Pms5YntQQn+hXoo3uEM4YqsPacwVKpVxG8LL2WW7u5m5HdQ/O8Fhs/fnd945lOF977t4IvH7oHVTRXsdbKaOx31IFA5qUxIfNyoIJYXR0tLtNUTmFCZCgKwzYw/Ak6B4Cy4HiNMU9ByB70AQJugew3ChKgu4GJCpCBPIoARJ0mYkjQZcJMJPqQWt6QB+xn79jKtkQMZ2XCW1EOt6M7Zq+oF4EAjeE8vhRfXdBGxOBoDU9+XnfN3tsR7FnnhHathRs3MZLaHN+NNrpDtjvs3vcJzh6NxVBiMdJ3/f562wzN58rW/jO6nJ2cJfavfIwAc/9Wo+fZV4jaR4+alUNXWsVtd8jO3e99q9V+c/Seeuzuj6PZhULkaAr8knwPigJuvfslKhJgq4EVXkxSdDl8RNdmwRdLFESdLE8KRoRUBMBEnSZ2SBBlwkwG0G3BJVEVN/dQhthclzt3Ay8q9sEH60FsFqcdkfPt34Al2IRQuyq4yMXb8XPUf3tDwYsQaVQe8o+e/Gx+sXop9/Ezyxno91+B6bL2sFdCjxz0wmMOP8W8mmSwNa4D0wdhqnDQ6H/d9q6PmIff0Bx1lIGfY3fYkiz0mhbtTB0Oh0JutBPofxgJOjyGYqMQIIukqaYWCToYjiKikKCLoqkLQ4JulieFI0IqIkACbrMbJCgywSYSfWQhS/ykWzpkrvuOn0TK3/6H0ITwpxejhx4GvAJ4K9pY24iZGEz/ndzkRpIKdUUiY1GABpxa6+3fdeHr/NOrtwF8S2n8rbeXnwK4Xfj+N8bas9iuc9kLufs3HI2o0DuDu4s7s0VI1Hz7ir7vZugxd3Qc/A3Gvhr0hr1VeZmKNHzB1QqYjt/ngRd/OdcbkQSdLkExdYnQRfLU0Q0EnQRFMXFIEEXx5JFIkEXy5OiEQE1ESBBl5kNEnSZADOpLm2IBt9gICna5Znd3rR8OzoJ+3/+BP31G52qs2n0bDq9dIUsaAJtbNpRbIl1P0BiYzFnfx++EY0qa1/lu7KzafVs9JxdVx8lYtQfF3HhfjyeeyYAq/2+ROC9g/Y+RfdYD3Nh2/Rzb6/ANT1hiEgbqWdxIkNPAUabiEvr8X/yfx+d+6etwSdB95a4cvVI0JVj601kEnRvqClbhwRdWb6eRidB95RY1uVJ0MXypGhEQE0ESNBlZoMEXSbATKpLgm55piq098/IPlrMsYk/Tj/Ag81TMcKwwqnlxwOOw8oeCLBR85REFJ5Txen9uII1kPL2OiE3m3L8NxTd9Tmym77PjkNjwixdUf3+gSVfMVl98PtnCvwO/2iPkeJbGHED0h4CBC9rB92Ds/j1uZl4rU3aLvMk6LKwK1KZBF0RrF4HJUH3Gp1iFUnQFUPrVWASdK+wuaxEgi6WJ0UjAmoiQIIuMxsk6DIBpqvOprazKe7W4FJggq67uEnI1G6pmeFrz2HXxUc4bhzAN0qDzgdxraYhpWK7NGlNNaHQj5Wgh8X+2rki7fHMm7Nk3az+zjHk+3sktI8v8zgPm06EtnYvlzH9d4yH78lF9vfNBSsh+u1NsvrA1tsH7BwH45nfAHMq5up6oOuH/7XHlB6OLHr5IDpUK2x/nQRdHnYlapOgK0HV+5gk6N6zU6omCbpSZL2LS4LuHTdXtUjQxfKkaERATQRI0GVmgwRdJsB01aVNyiylG8PyTDXoD89FQrOxSKr1rpCG2EZsJTUPsMc4lMdztb79t5W/4v07Y+2Svrf5MlSumTYF3pvOhPzcANr4+/aqyc93QnyraS5D5Z/7AjRJUU7vRw6+DGi03jTvVMdweTMCNwzEfktlvks+29FeOoKNbRAXMPBvBPrqSdBlk1YuAAm6cmy9iUyC7g01ZeuQoCvL19PoJOieEsu6PAm6WJ4UjQioiQAJusxskKDLBJiFoJtLNYZh71Qhu5ezZtja7wHLz6KrbiemGsKyPMLNbLHil0O30GjfADTUhst/SGAxo8D3zzrdLdsAjh2j5uoK/KM/DFe3pr1t8EXkoHAhwDXJMXymAvtvvyIrMPXNevYN4q6V6ICgLjOd2qERdCHYhQYhQReKU3YwEnTZCIUHIEEXjlRWQBJ0WfgyVCZBF8uTohEBNREgQZeZDRJ0mQDTVTeGr0LAlpEw1wuFuXBl+GwchuTKXRHf8hvZDYXtjUDY3puYapjDd1B3Z2R+0Q8T8bF5gZDz2D0dQddGXkbQ+v7QRl0DdAbEtv8JqWVsu8uLuKTj5Cam9kKfD8fCf/ckFA5fjHsN/gNDA9s57NJFgi6CuNgYJOhiecqNRoIul6D4+iTo4pnKiUiCLodexrok6GJ5UjQioCYCJOgys/E0Cnpcsgn+PjpoNRpoIy/BeGE9oNUisVY/QKOD3/GfAbMJKRVfA1s37cnld2AGP/Pb1HQkTCUbwHd5V9lybLFa8fXf17DmxD2wkfGTxv58/bnjDuqu+jh+7VHMvNmFv81Gu9mot7fXtrU/oevNL3n1neYauN5sGtrXqZB9OFMSoDMKPeaNNSotOais4AAAIABJREFUJ2DT3A+/+DNeP/khSsceQ0znpTCVbESCnn1mcrUECXqu4s/QOAm6uvLBekOCrq6ckKCLzQcJulieFI0IqIkACbrMbDxNgn7pQQIGrwrHvdgUfiT4D82BtgfeAdt4jF3m/OUBrQG6R+dtVDUaRHdbA3PRWm5TdhT01Krd4BdWP9vdzrMLPmvndSw4YDsyTTpfPLsd1KWYS4/cQd3d78me5s4eEvzfdx+gn34Tppu68D9FAn3w56A62XVf0ffzh9Xk09y7BS/DyugevK3M1uXTCLqiafAqOAm6V9gUq0SCrhharwOToHuNTpGKJOhisZKgi+VJ0YiAmgiQoMvMxtMk6ENWncOeK4/txD7Wr8JQ/ZosCSbWH4zEhsPdpsymt7Np7qntZiC1anf4T7EdK+ZqMzd3AocuP4tDN6J50WH61fxPcuUuiG85Ndvq5+/FYcsvUzDWsETWSP6tqCTkX/QiP/v8rZTR2G+pgipF8+GX3tWz7YOSBaRzz1eZm/Fp/6bCVRDTY0OGJknQlcyCd7FJ0L3jplQtEnSlyHoflwTde3ZK1CRBF0uVBF0sT4pGBNREgARdZjaeJkF/adYhRCeaPBT0IUhs+LHblIPW9IA+Yj9Seq7h06z9ZlTiI7xyppdP+fsqlh+9y/uw0WcUqmive3R0W4spf+Okr21Ntif9WHviHr786yrY6Plzxkj8pfkIMVZ/1Ej+CRoAs7tXRoOyIW6zUaLgjePbUWtXP94vNu1/taU5qrw3l4/uO14k6ErQlxeTBF0eP9G1SdBFE5UfjwRdPkOREUjQRdIESNDF8qRoREBNBEjQZWbjaRL0aduv45dDtqni7GpUMB7L4tM2EzuJiqhSLBD6O0ftZaK7/w5z0ZpuU5YEPfndv2EuXBXGBa9A9+Asonus5z97c7GHCu3CjqBA6r1sj1fLLD7b+X3E3REeTXO/+jABXean7dDeT/cnH4W/X+4NrCz+GVo9XwAFA5wl2Jt7k1tnzt6b+OhwG9uZ8AC+TH0bhsYD0b9RSRJ0uXAVrk+CrjBgD8OToHsILAeKk6DnAGQPmiBB9wCWG0VJ0N2AREWIQB4lQIIuM3FPk6D/3+kHGL/xEgrn88FLFfPjo/wHUPqf/yDerzgmxLTDSnML7BhSD4Wu/h98j8/nYp3YYBgSG9jOHHfnktZEJw27AItPIPSresPnypYMI94pJgusAIz67M8Ej00yofnMQ24dr5ZZH9nu76n753LBZjvLJ9Xoi+Sq3bO8HbZ2ferWa/Yyy30mccFn0+rZ9Hq1XH/uP4kuB7vBFym8SzeshXG0zf+hWaWiJOhqSZKLfpCgqytBJOjqygfrDQm6unJCgi42HyToYnlSNCKgJgIk6DKz8TQJevuwo7gdnYwJbZ9Fh2qF+Tna2pgILp2fX62JP04/QM+6xTDi5bL2HcLZrudRfXe7vft5gZnleEaSPr8Hi8UC7V9fcNl3PBLt03UX8Pf5R7xc43Ih+L5b5SyzuP3CI6z6v98xVL/aNgr+4hgkvdDP7cyz+uYNI9Bdt8NeJ7HuICQ2/tQpRlSiCauP30M+ow7Hb8Vic/hD+/vXfHvyv3syRd7tDsoo6Ld/OvwOznCKkNBsDJLYjvwOF01xlwFZoaok6AqB9TIsCbqX4BSsRoKuIFwvQpOgewEtiyok6GJ5UjQioCYCJOgys/G0CDqT73EbL6F4sBHrQ2vDGL4aAVtG2HdYZ5up9Vh0itPcOaQeAn31kKarezKKnl7QNTu/5seuSTGY9F7Z+B1GGZZBAytmmzrC8PIodKuogS76OkxFagI656njJ7avwkunRtoznVqqCWI7/eJ25tkIfJm5FZ3La3WI/OiS/bWIqCS8tfAkElLM9tcCjXr4+2jxYsIWTDWEydpkzu3OelhQ2jXfsVp88wlIrtmbBN1DljldnAQ9p4ln3R4JurrywXpDgq6unJCgi80HCbpYnhSNCKiJAAm6zGw8LYLO1mEfvhFtHz2X5Ntxyvbwteew4+LjTEfR2chxdhcbjWej8uwItJQPjvARdOuxX8B2dk+u3BXxLb/B6X2b0OzQIKdQFwIb4LnYA/w1qyGAn+NtLlLDXubx4l6oELXHqU7koLOAwS+7LtnfD/6+EnQW2zRw3o5fATx+/4j959m7b+KnfRFO8aSZBuxBBnug4cmDCrc7JrOgJuERQpa2gSbBNtpvLvgcotku7lq9U2QaQZcJWoHqJOgKQJURkgRdBjyFqpKgKwTWy7Ak6F6Cc1GNBF0sT4pGBNREgARdZjaeBkG/HZ2E9mHHbKPnA2pBd/8Mgn97PcP55I6j6AOalEKzCiFo+E9/6COYPGuQ8vwbiHv1G0Cry5S6PmIfgtb05CPNpnfWcUE3Xdpufy2m8zJkNuKbPpjjEWps9PvUj73QXrffqVjkB+cAvdHt7J/b9gsanx5jLx/bfi5Sy7e0//zjnpuY94+zoP/YvQoalA22LwWI6rsLlqBSbreZUwU1KbEwnlwC6H2RVL0XoDNkaJoEPaey4X47JOjus8qJkiToOUHZszZI0D3jpXRpEnSxhEnQxfKkaERATQRI0GVm40kW9LhkM6bvuI4dFyMRmZCKToVvY1rKRH7sGbtSKrZD3Gvf2wmy48RenH4Iiam2ad4aWHAl8H1oUhPtZRLrfYTERp9kSt1weTMCNwxESvmWsHT/hQt6yv1L9lF1tpZdf+cIglZ2zTJrqWWaI7bjQl6GrR/f98c8PsVculIqd0Zcy289yjzb9G3Vtv1Y7PM/lNbc56P07Bg46bryKBFvLjgBs4VtXQdUKOSPld2eQcC+qTCeWwNLYHFEvbvXozbVVJgEXU3ZsPWFBF1dOSFBV1c+WG9I0NWVExJ0sfkgQRfLk6IRATURIEGXmY0nQtCtVkDDTuZ2vj5aGY5/rkbZX/zV50s00Z5JK6TRInLwZfvP2y5EYsTv5+0/50csjvmGOgVNfr4z4ltlLse+xxfAf9dE2wZlbb7igp6UlARpXXrkkKtgo/mR87ujme4UH/G9Wn0YYo+sQA3tFXs792t/DH3TIfxntgN7xYNfoKtuFx+ZT6z1HlLLv+px1qVZBGP1i9FPv4n3kW2m5nhJywC61CqCEc2KoejSFtDE3bcXiem6EqbidT1uWw0VSNDVkAXnPpCgqysnJOjqygcJuvryQYIuNick6GJ5UjQioCYCJOgys5GXBH3XpUgcvBEDH50WHasXRqUrC+H/zxROIP1oOHut9pR9TnSOGAeioMY2ei5dXNA1tqPODl2PRuhvZ+3vaWHBBWMf6DVpG6dltvu5VEGavs7WamteGmUXdOnoNbaOfc7hGPQ63AklNQ/BpozHGIuhzYzdGKT/AzU0V9BcdwKPCtaF5u2VPOzE33Zi+r2+/O9yppj/dvQOvv77Ghpqz2K5z2SYCldBDFur7XA1n3EQsclmrA99AeUifkfA1lFO7yfWH4LEhh/L/MTlTnUS9NzhnlWrJOjqygkJurrywXpDI+jqygkJuth8kKCL5UnRiICaCJCgy8xGXhH0vVeiMHhVuP1um/lfx2KLs0DGNx+P5Jp97GU6/3wc1x6lTU//3LgKAzVr7O+bitVGTLfVTgTfW3oGxyJsEq/XabCxdTwq7vsUmsRI/trj/gdh9S+cKXVXgh68rB0/Uz26x3p8svYCfkoabl//zqbV15u6H2wSQBDiscc4FEGaBMS2C0NqhVbY9l0fPnqe2Yi3J6lnbUjT108a+/M2HI9Mk0bYA4067BxaH8ZTvyBgu/MIOzsPnj18yIsXCbr6skaCrq6ckKCrKx8k6OrLBwm62JyQoIvlSdGIgJoIkKDLzEZeEfRZu25gwf5b9rv9QLcOnxp+c7p7U4kG0CY8gDbmJpKqv4OZhn5gu5Ozq3A+H8yqdAoNz0yANd8zSK7UCQl1PwSMgRkIbjn/CJ+tu8BfT3/kmuN55ukrst3ajeGr+G7tujq97SPo+dYPgM+VLdhZaTSOnQnHMP1qOG4Et/vyY4z4/QJSzRZ01e3k683ZTvAXms7A8xu78DPYmdzL2aCtzjf7+EMAds01TEMr3WGns9nZMXTWv8agj34zNGx3eId196yOJaQsoruvhdU3ROYnLneqk6DnDvesWiVBV1dOSNDVlQ8SdPXlgwRdbE5I0MXypGhEQE0ESNBlZiOvCPqPu29insMxYKU097HbmPVo7jfWXvgh+TWMe60COlZ/xr4buePRaq7wSeuxR7xSFj3rFIO0vpytA2e7sWd2SUe3sQ3YfJ57xS7o/rsmwff4fHynexetU7ehivZ6hk3arFYrwu/F453Fp7DRZxQvI13xlbsjueXXsjI9bfs1/HLoDo/RT/cnxhqW8M3s4trP5a+d3zwXjc5/5dRGcvW3kfxcB2gTHiKlQhuXu9fL6lgOVSZBzyHQHjRDgu4BrBwoSoKeA5A9bIKmuHsITOHiJOhiAZOgi+VJ0YiAmgiQoMvMRl4R9JgkE1rMPGS/W38fHbZqBqGYJhKPrfmw3VILnXXOZ4UvMrVCWEAo1ofW5qPqIQubZThazRU+tuv51K3XULd0MOa+VYXv/M7WkrPLcWq4Y33HqezGMvXsgi5NfV9lbsanq7OLbRiX2TVu4yWMvdgVhTXR9rdNxeogptsqmZkGNpx5gF8O38Gde/dx0vd9PjIvne9+9NfRePXRr05txLX9ASnPtpXdrhoCkKCrIQvOfSBBV1dOSNDVlQ/WGxJ0deWEBF1sPkjQxfKkaERATQRI0GVmI68I+uEb0WCj2uws8/k9q8FwdhUqHPgCEdZCaJo8E/5Iwlnffk40Zpo6Ib7BcIQ2KYmALSNgDHeeWp4VOnb+ePN/Hwi4O83dcTM4v/xF7YK+ZeUcvHnna8RY/fnab8fp7en7wNotM7ei88vpdpuXk3LpwQNb615S88A+kj/j2/GYYFjkFPpxv/2w5isipznV1CVBV00q7B0hQVdXTkjQ1ZUPEnT15YMEXWxOSNDF8qRoREBNBEjQZWYjrwg6G1lm66RDm5RyEu4RqaFYZW7OKXxe5gIGPvofYEriPzN5j+6xASV8k/noObs82Qnd02nujsep+fv7c0E/dysSUxYs4zunS9eZ2hNRrGkvl5l7PKcNKqSkHfd2v3Rb6N/4QWambdXP34tDj0Wn4Hjc2q6yQxCzeoh9dN9qCEB8yylPzOg5u28SdCEfH6FBSNCF4pQdjARdNkLhAWgEXThSWQFJ0GXhy1CZBF0sT4pGBNREgARdZjbygqBLO4yzW2VHgLGRX0m4VzdehyMxQVh62La+elmf6thx8TE6Hu7F13GzddapZVsgYNsXWY5cZ4Yxs2nuIQtf5NPdM5vmnpmgH732EJ8v2cZ3Z5euebVWoUuzOi4z13qKbY14c+0JbDTXx5d4DzuHN5WZ6bTq7Di1qqmnbMetlWyIDcU+QsdD7/ACnjzAENahHAhEgp4DkD1sggTdQ2AKFydBVxiwF+FJ0L2ApmAVEnSxcEnQxfKkaERATQRI0GVmIy8IOhs5ZyPo0nrwzKarT912jUt6oXw+/DixgMTbfLM1NqVcutgRYeyoMHevzKa5S22n381d9+AMgpe1h7lwFT5qL42gJyYmYvn3X+BDq21juXvW/DjZfgPqVCjmshsNpx1Aislif79Ufj+se7+Wu93OtpzESjpuje0Yr42J4EeoecIn24ZUVIAEXUXJ+LcrJOjqygkJurrywXpDgq6unJCgi80HCbpYnhSNCKiJAAm6zGzkBUFvH3YUt6OTMaHts+hQrTCkkWrH0V4m5eysb8frRPBwBCfftb/ERDSq726PiEnT3NtVLYTPXi2PkPsHELT2bZjzV0BKxbZIrDcY0Bmgj9iHoDU9+Yg02+VdEvSTZ8PRcP3LTm0m1h+MxIbDXfbD8Zg3jUaD2d2eR4Oy4o43Y+v5F61YgV99/mvvAzuB7UyfcBQP9vWIT14pTIKuvkyRoKsrJyTo6soHCbr68kGCLjYnJOhieVI0IqAmAiToMrOhZkE/cycW2y5GYcH+CBQP8sGOCkvhE76G37Gp6AuI6W77O7vO3YtDz0WnnGhc8+2ZgY6r3dNdYfxi/UX8efYhf9tHr8XWcktR6ub/2YuzKfTLyk5GwPWt6Hr5P/ajyyRBHzVrAWYk/scpfFLt/kho+kWWmWO71l+4H48qRQPg76OXmeWM1ffNHoB2pi1ObzwecCzPnnOeHSAS9OwI5fz7JOg5zzyrFknQ1ZUP1hsaQVdXTkjQxeaDBF0sT4pGBNREgARdZjbUKuhsxLzD3KOwsqFdAP31f2K0fomzUPY/DKt/Qf5adGIqXpp12On9uYZv0Up3xEmmpXO/3cGWlGpG4+8OOhW96tsTmnSVyyYttZ8tvjN/Z1Tv9S0fQV9z7DbGrTuFY8YByKexbVzHrrjW05FSqaM7XVCsjO6vUQg+t9yZZ+gJfvTak3iRoKsvqyTo6soJCbq68sF6Q4KurpyQoIvNBwm6WJ4UjQioiQAJusxsqFXQw/ZGIGzvTfvdfaZfhkH6P5zuNvb1+Ugt+5L9tV8P38G3267xn58vEoCwLuVR5Nh06B+ehalQFSQ0GgHo3Z/CHZdsQrMZaWevs7i7jUNRSvPA3maUNQC1kudhmH41/zPd1AWv9JuMzReisPb4HdyKSsKXdRPR1bwR2oSHfFp8cpXuMrMmv3rspX9QeuPb9ocNqaWaILbTL/IDqzQCCbr6EkOCrq6ckKCrKx8k6OrLBwm62JyQoIvlSdGIgJoIkKDLzIZaBX3hgVuYufOG/e6mGubYjwGTXnw84DisvsFOBEwWK99gzd9HJ5OMrXrvJadw+k6cPdaMuo/QMXw4YE7lr32n7YMZCa3tx5YxQWd/HK/9wxvw6fFqutgGeH1nb8Lr2IEIa2HUb9cfLZ+3zUZ4Ei8SdPVllQRdXTkhQVdXPkjQ1ZcPEnSxOSFBF8uTohEBNREgQZeZDTUJekKKGfuvRXO5nrz5MorFnEIb3SEEahLwlm677U61Olh98yPu1SlOo+cyMbisnmyyYMmhO1hy8BZik82Y+1YV1C2ZD377v4Xf4R+xU1sffRKGYa5hGlrpDmOIdST+L/kFp3ifvFwWb9d1vWu7Un3PKu7K4/fw1V9X7EUK5/PBpkF1oEk/fz83OqdAmyToCkCVGZIEXSZAwdVJ0AUDFRCOprgLgCgwBAm6QJgASNDF8qRoREBNBEjQZWZDLYLORqn7LztjP16srOYuthuHO633TqrZFwnNx8m8Y++qZ3Ymev6wmjxYjaR5mOszDQ214Zha9Bt8f62EUyOfvVoOb9Yu6l3DCtX6Yv0l/Hk2bao+a2bzB3XARP1JvEjQ1ZdVEnR15YQEXV35YL0hQVdXTkjQxeaDBF0sT4pGBNREgARdZjbUIuiTNl3B2pP37Hcjrel2vL3cPKc7szPRg9b0gD5iPyam9uLT76tor+PaG+vQ5Y9UPIpP4V2vUMgfy/rWgF6rrqHp77Zfx5JDt50+PfuGN4BRZVPxZX687dVJ0EWRFBeHBF0cSxGRSNBFUBQbgwRdLE+50UjQ5RJ0rk+CLpYnRSMCaiJAgi4zG2oR9M/+7wK2nHtkv5teui2YZFjgdHfxzScguWZvmXfsfXXpTPTQJqUQ2qQkru7/HXUOfowzhuqommo74u1x6AnEIgC/n4mEQQt0rl4IBp265Jz1MzI+BYNWnMPFB/G83/9pVQ5da6lrlN/7TGWsSYIukqaYWCToYjiKikKCLoqkuDgk6OJYiohEgi6CYloMEnSxPCkaEVATARJ0mdlQi6BvuxCJEb+ft99NjWIBWOM7Efo7tmPSTMXqIKbrSuTmIunDN6LBJD3QqMPOofX53+ff64YgTYK939I569I56ElJaceryUyVItXjk00wGnSqG+EXfbMk6KKJyo9Hgi6focgIJOgiaYqJRYIuhqOoKCTookja4pCgi+VJ0YiAmgiQoMvMhloEnd3G7suPcfJWLN/xvHf94ny6tTbqOr9DS0gZmXcqpnrzGQf5ZnET2lbAuI2X7bu3s+jsDHE2gs6uvCLoYqioPwoJuvpyRIKurpyQoKsrH6w3JOjqygkJuth8kKCL5UnRiICaCJCgy8yGmgRd5q3kSPX057P3LXwB42PH29rW+yLmjSUwFa9Lgp4j2XC/ERJ091nlVEkS9Jwi7V47JOjuccrJUiToOUk7+7ZI0LNn5EkJEnRPaFFZIpC3CDxxgj5r1iyULl0aHTt2dMrEunXrMGnSJP5amzZtMHr0aPj6+vKf2TTqyZMnY9OmTfznMWPGZKjvKq0k6J594GfsuI5FB9M2V5tkWIReus32IOwIuMcDjpKge4ZV8dIk6Ioj9rgBEnSPkSlagQRdUbxeBSdB9wqbYpVI0MWiJUEXy5OiEQE1EXhiBN1RwNML9pEjR8DEffr06QgJCeF/Z9fgwYP5fx1/joqKwrBhw/h7derUyTZXJOjZInIqUG/qfpgtVvtr63zGoKb2slOZyEFn4R9cEBaLhT88oSv3CZCg534O0veABF1dOSFBV1c+WG9I0NWVExJ0sfkgQRfLk6IRATUReGIEXYKa2Qh6+tcchZ3VGzduHJfycuXKZRD27JJFgp4dIef3X551GFGJqfYXJ+gXoo/+L/vPNILuGc+cKk2CnlOk3W+HBN19VjlRkgQ9Jyh71gYJume8lC5Ngi6WMAm6WJ4UjQioicATL+jS9PV69erZp61fvXoV48eP53/YJf1dEnQ2Gn/o0CGnafCukkaC7tnHecfFSAxfm7bb/H9bl0C3GxNhuLoVluAyiGs5ldage4Y0R0qToOcIZo8aIUH3CJfihUnQFUfscQMk6B4jU7QCCbpYvCToYnlSNCKgJgJPjaB36tTJPmU9vaCzqe8TJkzg09/ZlZmgh4aGZshbWFgYUlPTRoPVlFg19yXicQL+PvcQLZ4rhLIF/TPtKhNCq9XKp7nTlfsENBoNWE5MJlPud4Z6wAnQd0RdHwT6jqgrH6w37KEJ+x1Cv0fUkRutVgv2h36PiMkHe+BBFxEgAk8mgadG0OWOoB8+fDjDJ6Bu3bqIjY19Mj8ZuXxXRqORC3pKSkou94SaZwTYP6r8/PwQHx9PQFRCgOWDPSCkf+yqIyHsgQn7/62EhAR1dIh6wTcbZb9D6Duijg8De2Di4+ND3xFB6WAzROgiAkTgySTwxAs6SxutQc97H146B11dOaMp7urKB+sNTXFXV05oiru68sF6Q1Pc1ZUTmuIuNh80xV0sT4pGBNRE4KkQdNrFXU0fOff6QoLuHqecKkWCnlOk3W+HBN19VjlRkgQ9Jyh71gYJume8lC5Ngi6WMAm6WJ4UjQioicATI+iOx6wxwEWLFuUj544bv9E56Gr66GXdFxJ0deWKBF1d+aARdPXlgwRdfTkhQVdXTkjQxeaDBF0sT4pGBNRE4IkR9NyCSru4K0OeBF0Zrt5GJUH3lpxy9WgEXTm23kQmQfeGmrJ1SNCV5etpdBJ0T4llXZ4EXSxPikYE1ESABF1mNkjQZQJ0UZ0EXRmu3kYlQfeWnHL1SNCVY+tNZBJ0b6gpW4cEXVm+nkYnQfeUGAm6WGIUjQjkHQIk6DJzRYIuEyAJujIABUclQRcMVEA4EnQBEAWGIEEXCFNQKBJ0QSAFhSFBFwTy3zA0gi6WJ0UjAmoiQIIuMxsk6DIBkqArA1BwVBJ0wUAFhCNBFwBRYAgSdIEwBYUiQRcEUlAYEnRBIEnQxYKkaERAhQRI0GUmhQRdJkASdGUACo5Kgi4YqIBwJOgCIAoMQYIuEKagUCTogkAKCkOCLggkCbpYkBSNCKiQAAm6zKSQoMsESIKuDEDBUUnQBQMVEI4EXQBEgSFI0AXCFBSKBF0QSEFhSNAFgSRBFwuSohEBFRIgQZeZFBJ0mQBJ0JUBKDgqCbpgoALCkaALgCgwBAm6QJiCQpGgCwIpKAwJuiCQJOhiQVI0IqBCAiToMpNCgi4TIAm6MgAFRyVBFwxUQDgSdAEQBYYgQRcIU1AoEnRBIAWFIUEXBJIEXSxIikYEVEiABF1mUkjQZQIkQVcGoOCoJOiCgQoIR4IuAKLAECToAmEKCkWCLgikoDAk6IJAkqCLBUnRiIAKCZCgy0wKCbpMgCToygAUHJUEXTBQAeFI0AVAFBiCBF0gTEGhSNAFgRQUhgRdEEgSdLEgKRoRUCEBEnSZSSFBlwmQBF0ZgIKjkqALBiogHAm6AIgCQ5CgC4QpKBQJuiCQgsKQoAsCSYIuFiRFIwIqJECCLjMpJOgyAZKgKwNQcFQSdMFABYQjQRcAUWAIEnSBMAWFIkEXBFJQGBJ0QSBJ0MWCpGhEQIUESNBlJoUEXSZAEnRlAAqOSoIuGKiAcCToAiAKDEGCLhCmoFAk6IJACgpDgi4IJAm6WJAUjQiokAAJusykkKDLBEiCrgxAwVFJ0AUDFRCOBF0ARIEhSNAFwhQUigRdEEhBYUjQBYEkQRcLkqIRARUSIEGXmRQSdJkASdCVASg4Kgm6YKACwpGgC4AoMAQJukCYgkKRoAsCKSgMCbogkCToYkFSNCKgQgIk6DKTQoIuEyAJujIABUclQRcMVEA4EnQBEAWGIEEXCFNQKBJ0QSAFhSFBFwSSBF0sSIpGBFRIgARdZlJI0GUCJEFXBqDgqCTogoEKCEeCLgCiwBAk6AJhCgpFgi4IpKAwJOiCQJKgiwVJ0YiACgmQoKswKdQlIkAEiAARIAJEgAgQASJABIgAEXj6CJCgP305zxN3PGXKFJQpUwZvvvlmnujvk97Jy5cvY9SoUVixYsWTfqt55v7GjBmDRo0aoW3btnmmz09yR48cOYKwsDDMnTv3Sb7NPHVvw4YNQ5cuXfDiiy/mqX4/qZ3dsWMH/vjjD3z77bdP6i3SfREBIkAEhBAgQReCkYKIJkCCLpqovHgk6PL4KVGbBF0Jqt5o2xyZAAAL9ElEQVTHJEH3np1SNUnQlSLrXVwSdO+4US0iQASePgIk6E9fzvPEHZOgqytNJOjqygfrDQm6unJCgq6ufLDekKCrKyck6OrKB/WGCBAB9RIgQVdvbp7qnpGgqyv9JOjqygcJuvryQYKuvpyQoKsrJyTo6soH9YYIEAH1EiBBV29unuqekaCrK/0k6OrKBwm6+vJBgq6+nJCgqysnJOjqygf1hggQAfUSIEFXb26oZ0SACBABIkAEiAARIAJEgAgQASLwFBEgQX+Kkk23SgSIABEgAkSACBABIkAEiAARIALqJUCCrt7cUM+IABEgAkSACBABIkAEiAARIAJE4CkiQIL+FCWbbpUIEAEiQASIABEgAkSACBABIkAE1EuABF29uaGeEQEiQASIABEgAkSACBABIkAEiMBTRIAE/SlKdm7f6qxZs1C6dGl07NjRqSvs9UWLFvHX2rRpg9GjR8PX15f/vG7dOkyaNMmpfJ8+fTB48GD+Gts5OTQ0lP+9WrVqmD59OkJCQnL7VvNE+4ztjRs37CylTl+9epW/dvfuXf5SWFgY6tSpw/+e/r303B1zyd5jZ3Wnz3eegJMLnYyKisK4ceP42c3lypVz+zuSnrkr7lLu3n//fcqJm/lV4juS/ntUtGhRsBymz7mbXXyqiin1HXH8PUP58Owj5eo74sg0s9/NSUlJmDx5MjZt2sQbdPxdwfLM/n/w9OnTGX4HedY7Kk0EiAARyJsESNDzZt7yVK8df1GnFzb23qFDh7iUs4v9wi5SpIhdGh3fl6TdUSTHjx8P9of94zarsnkKmMKddXyo4fiwgzUr/cOICTqTclaWSaMkEEzyHJk7dpX9g2vevHno1asXf0giCeGECRPsgq/wreXJ8I7/UM1MDrL7jrDcsEt6aJUZBMcHK/TQJPuPiVLfEUnOXX2Hsu/Z01lCye8IyzX7DkkPd9P//HQSz/6us/qOpGfI+N67d8/+8F3KZ7169TI8LEz/Xla/c7LvJZUgAkSACORNAiToeTNvebLX6UfQ08sgu6n0v9izku70T+7pF7lnH4vMRj7S85bzj6Ws/hHmWU+fjtKZjQ668x3JTtCluGymydKlS5HZP4qfDsKe36Xo74j0nejUqRM9tPI8HfwBYvpZJnK/I+n/P49+j3iWmPTfkcz+fz89U1ej7tIDLPawhD3YZQ966feIZ/mg0kSACDwZBEjQn4w85om7cEfQM/tF7jjF3XHEN72YZPYPtTwBJpc66Y58sK45ck4/xT2rZQWUD88S6658pP+OZLWswDEHVatW5TNUSNDdz4vo70j6qbusJ+mX9bjfu6evpJLfkZIlS/5/e3eQ07gSRQGUbTBmIWyBGWyREUyRGMMekBgzZAutiuRW/fq2sTtJq+/LGXW32oFX56bivNhVOVzhfXl5mV36c3na20a8pUEfzwXja1Z/59DcHQw/fQi5rVJHESBAIEdAg56TVXylc2vQxxPv2tWL6STfrj61dc1bGv54tDMOYK75mPNfe3M03rrYl+tN1b7wltbX7pkj/bKCqSGfrta6ErUvj3b0qefI19fX4Vbq8epgv6xnf5WX84hTz5Fpb402xz4+Pq7e39+vrEHf93za8iHW3AeF/V0k7Wc8PT0d5sbn5+fh7/1eNM4l+zJxNAEC+QIa9PwMY0Yw16DPXVFauyrbvxlwBf246Lds7jP9hqV1y60h7BuO6fi1xv24qus+eqn52DtHpnl2e3v7n42Wejnr0Lc9j049R76/v/83X6x53pZFO+rUc6R90DtmPO67sb26yzxybo6MG8A1memDj+vr68OdPH2D3jfw7dh+T4Dp3+3PtX02LlPfqAkQqCqgQa+a7D84rqVd3PtS25ujt7e3xRNx/2bAGvTjQl5bBzj95PZGqzXg9/f3s7tMzzXomvM/y2Vth+o9c2RpnrmCvj+XU8+RVsG4hrq95o1XDPdXehmPOMcccSfWcc+dLXOknSceHx8PHxi2zV7nzKd50aqxBv24TDyaAIF8AQ16foYxI/ipQR9vr24NxfPz89Xd3d3hpD6uY5tbrz7tCD/u+B6D9BcL3fLGarxL4fX19erm5uZ3sz7+v1sR/zzALc3H+Jxvj2lfU/Tw8HD4xT/tsm8N+r58zjVHph2tWzUy2Z7JOeZIf3t125TMFfTtebQjf5ojS5v49d8OMvdNFdNeGTbt25eHowkQqCGgQa+R4z89inby7Td669f49ZuOzd3avrYBVhu070HfH31vNj26/67z3ny8FXp8bL/B1dyt2O3n2wRrPaO520F7s7U5MvfYPsv+N7uCvn2unGuOtArGzMavOtxe5eUcee450r/mWYO+7Xm1Nkf6c8GSZ/++YDz3j+eSpde0bZU6igABAnkCGvS8zFRMgAABAgQIECBAgAABAgUFNOgFQzUkAgQIECBAgAABAgQIEMgT0KDnZaZiAgQIECBAgAABAgQIECgooEEvGKohESBAgAABAgQIECBAgECegAY9LzMVEyBAgAABAgQIECBAgEBBAQ16wVANiQABAgQIECBAgAABAgTyBDToeZmpmAABAgQIECBAgAABAgQKCmjQC4ZqSAQIECBAgAABAgQIECCQJ6BBz8tMxQQIECBAgAABAgQIECBQUECDXjBUQyJAgAABAgQIECBAgACBPAENel5mKiZAgAABAgQIECBAgACBggIa9IKhGhIBAgQIECBAgAABAgQI5Alo0PMyUzEBAgQIECBAgAABAgQIFBTQoBcM1ZAIECBAgAABAgQIECBAIE9Ag56XmYoJECBAgAABAgQIECBAoKCABr1gqIZEgAABAgQIECBAgAABAnkCGvS8zFRMgAABAgQIECBAgAABAgUFNOgFQzUkAgQIECBAgAABAgQIEMgT0KDnZaZiAgQIECBAgAABAgQIECgooEEvGKohESBAgAABAgQIECBAgECegAY9LzMVEyBAgAABAgQIECBAgEBBAQ16wVANiQABAgQIECBAgAABAgTyBDToeZmpmAABAgQIECBAgAABAgQKCmjQC4ZqSAQIECBAgAABAgQIECCQJ6BBz8tMxQQIECBAgAABAgQIECBQUECDXjBUQyJAgAABAgQIECBAgACBPAENel5mKiZAgAABAgQIECBAgACBggIa9IKhGhIBAgQIECBAgAABAgQI5Alo0PMyUzEBAgQIECBAgAABAgQIFBTQoBcM1ZAIECBAgAABAgQIECBAIE9Ag56XmYoJECBAgAABAgQIECBAoKCABr1gqIZEgAABAgQIECBAgAABAnkCGvS8zFRMgAABAgQIECBAgAABAgUFNOgFQzUkAgQIECBAgAABAgQIEMgT0KDnZaZiAgQIECBAgAABAgQIECgooEEvGKohESBAgAABAgQIECBAgECegAY9LzMVEyBAgAABAgQIECBAgEBBAQ16wVANiQABAgQIECBAgAABAgTyBDToeZmpmAABAgQIECBAgAABAgQKCmjQC4ZqSAQIECBAgAABAgQIECCQJ6BBz8tMxQQIECBAgAABAgQIECBQUECDXjBUQyJAgAABAgQIECBAgACBPAENel5mKiZAgAABAgQIECBAgACBggIa9IKhGhIBAgQIECBAgAABAgQI5Alo0PMyUzEBAgQIECBAgAABAgQIFBTQoBcM1ZAIECBAgAABAgQIECBAIE9Ag56XmYoJECBAgAABAgQIECBAoKCABr1gqIZEgAABAgQIECBAgAABAnkCGvS8zFRMgAABAgQIECBAgAABAgUFNOgFQzUkAgQIECBAgAABAgQIEMgT0KDnZaZiAgQIECBAgAABAgQIECgooEEvGKohESBAgAABAgQIECBAgECegAY9LzMVEyBAgAABAgQIECBAgEBBAQ16wVANiQABAgQIECBAgAABAgTyBDToeZmpmAABAgQIECBAgAABAgQKCmjQC4ZqSAQIECBAgAABAgQIECCQJ6BBz8tMxQQIECBAgAABAgQIECBQUECDXjBUQyJAgAABAgQIECBAgACBPAENel5mKiZAgAABAgQIECBAgACBggIa9IKhGhIBAgQIECBAgAABAgQI5An8AlsqJoYLBpwbAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp.plot_model(model, plot='insample')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We could also check the decomposition of the residuals to see if \n", "\n", "1. The residual in the decomposition the largest component?\n", "2. there is any any visible trend or seasonality component that has not been captured in the model?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp.plot_model(model, plot=\"decomp\")\n", "exp.plot_model(model, plot=\"decomp_stl\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Reduced Regressors: LightGBM (with internal conditional deseasonalize and detrending)\n", "\n", "We noted above that we could use regression models for time series data as well by converting them into an appropriate format (reduced regression models). Let's see one of these in action. We will use the LightGBM regressor for this. Reduced regression models in pycaret will also detrend and conditionally deseasonalize the data to make it easier for the regression model to capture the autoregressive properties of the data." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01956-120.75450.917122.033930.01920.05380.05620.7067
11957-120.80440.810524.593827.51550.06460.06340.8017
21958-120.88801.007625.373132.75210.05430.05650.7600
MeanNaT0.81560.911724.000230.09560.05750.05870.7561
SDNaT0.05510.08051.42642.13850.00500.00340.0389
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 ModelMASERMSSEMAERMSEMAPESMAPER2
0LGBMRegressor0.88370.974926.909033.68270.05310.05490.7952
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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = exp.create_model(\"lightgbm_cds_dt\")\n", "y_predict = exp.predict_model(model)\n", "exp.plot_model(estimator=model)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Observations:**\n", " \n", "1. The overall cross validation metrics are comparable to the ARIMA model, but the forecasts on test data are not good. \n", "\n", "We may wish to tune the hyperparameters of the model to see if we can improve the performance." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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01956-120.35790.428310.451914.01960.02630.02650.9360
11957-121.04881.048632.066335.59790.09000.08520.6680
21958-120.48000.540613.714317.57170.03220.03180.9309
MeanNaT0.62890.672518.744222.39640.04950.04780.8450
SDNaT0.30110.26999.51389.44680.02880.02650.1252
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting 3 folds for each of 10 candidates, totalling 30 fits\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n", "[Parallel(n_jobs=-1)]: Done 30 out of 30 | elapsed: 8.6s finished\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Random Grid Search\n", "tuned_model = exp.tune_model(model)\n", "exp.plot_model(estimator=tuned_model)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BaseCdsDtForecaster(fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n", " 10, 9,\n", " 8, 7, 6,\n", " 5, 4, 3,\n", " 2, 1]},\n", " n_jobs=1)],\n", " regressor=LGBMRegressor(random_state=42), sp=12,\n", " window_length=12)\n", "BaseCdsDtForecaster(degree=2, deseasonal_model='multiplicative',\n", " fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n", " 10, 9,\n", " 8, 7, 6,\n", " 5, 4, 3,\n", " 2, 1]},\n", " n_jobs=1)],\n", " regressor=LGBMRegressor(bagging_freq=5, colsample_bytree=1,\n", " learning_rate=0.0025551361408324464,\n", " max_depth=8, min_child_samples=78,\n", " n_estimators=224, num_leaves=253,\n", " random_state=42,\n", " reg_alpha=3.144127709026421e-10,\n", " reg_lambda=3.7899513783298346e-07,\n", " subsample=1),\n", " sp=12, window_length=13)\n" ] } ], "source": [ "print(model)\n", "print(tuned_model)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "This is much better than before in terms of metrics as well as the comparison to the test data. We can even compare the model performance visually." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAEEPwSBQAgQgAAEIQAACEIAABCAAAQhAAEHnGoAABCAAAQhAAAIQgAAEIAABCISAAIIegkGgBAhAAAIQgAAEIAABCEAAAhCAAILONQABCEAAAhCAAAQgAAEIQAACEAgBAQQ9BINACRCAAAQgAAEIQAACEIAABCAAAQSdawACEIAABCAAAQhAAAIQgAAEIBACAgh6CAaBEiAAAQhAAAIQgAAEIAABCEAAAgg61wAEIAABCEAAAhCAAAQgAAEIQCAEBBD0EAwCJUAAAhCAAAQgAAEIQAACEIAABBB0rgEIQAACEIAABCAAAQhAAAIQgEAICCDoIRgESoAABCAAAQhAAAIQgAAEIAABCCDoXAMQgAAEIAABCEAAAhCAAAQgAIEQEEDQQzAIlAABCEAAAhCAAAQgAAEIQAACEEDQuQYgAAEIQAACEIAABCAAAQhAAAIhIICgh2AQKAECEIAABCAAAQhAAAIQgAAEIICgcw1AAAIQgAAEIAABCEAAAhCAAARCQABBD8EgUAIEIAABCEAAAhCAAAQgAAEIQABB5xqAAAQgAAEIQAACEIAABCAAAQiEgACCHoJBoAQIQAACEIAABCAAAQhAAAIQgACCzjUAAQhAAAIQgAAEIAABCEAAAhAIAQEEPQSDQAkQgAAEIAABCEAAAhCAAAQgAAEEnWsAAhCAAAQgAAEIQAACEIAABCAQAgIIeggGgRIgAAEIQAACEIAABCAAAQhAAAIIOtcABCAAAQhAAAIQgAAEIAABCEAgBAQQ9BAMAiVAAAIQgAAEIAABCEAAAhCAAAQQdK4BCEAAAhCAAAQgAAEIQAACEIBACAgg6CEYBEqAAAQgAAEIQAACEIAABCAAAQgg6FwDEIAABCAAAQhAAAIQgAAEIACBEBBA0C0HYcuWLZYJNI9FIDc3V8rLy6WkpARAISCQlZUl9evXl8LCwhBUQwmGgBmP3bt3e//xyTyB7OxsMf9ubd++PfPFUIFHIC8vz/v/kD179kAkBARq1aolOTk5UlRUFIJqqn8JTZo0qf6doAcQgEBMAgi65YWBoFsCjNMcQXfDNd1UBD1dcu7aIeju2KaTjKCnQ81tGwTdLd9U0xH0VIklPh5B1+VJGgTCRABBtxwNBN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCVQCrFIOhKIP8Tg6Dr8iQNAmEigKBbjgaCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWIQdCWQCLouSNIgEEICCLrloCDolgARdDcAlVMRdGWgCnEIugJExQgEXRGmUhSCrgRSKQZBVwKJoOuCJA0CISSAoFsOCoJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoSiCVYhB0JZAIui5I0iAQQgIIuuWgIOiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpBkFXAomg64IkDQIhJICgWw4Kgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIehKIJViEHQlkAi6LkjSIBBCAgi65aAg6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUikGQVcCiaDrgiQNAiEkgKBbDgqCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWIQdCWQCLoqyDVr1shdd93l/de+fXvV7CBh5vzDhw+XDRs2yJ133innn39+kGbeMZMmTfL+17SP9YnsW8uWLWXs2LHSu3fvlM4RuBgOVCWAoFviRNAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKARdCaRSDIKuBPIAF/TFixdLfn6+9O/fX0aNGiU5OTlSUlLiyeWgQYOkZ8+eqiAzKeh+v9KVZgRd9VIIVRiCbjkcCLolQATdDUDlVARdGahCHIKuAFExAkFXhKkUhaArgVSKQdCVQP4IBP2JJ57wevmzn/3ME/IDVdC3bdsmI0aM8GbAtW88GH6ZvPmge7X/+NIQdMsxR9AtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKARdCaRSDIKuBDIEgr7wy+/llmc/kXVbd0mXlg3kz5ccI11bNVDpoJlBf+GFF7wZ9Hnz5nmz6OYTOYP+4osvyqJFiypm2I2Ijh8/XsaMGeMda6TXCO+0adO8v5usIUOGyK233uotJY+cnfcltnPnzjJz5kzv+KFDh1ZaNm7Od/fdd1dk+TP7ZgZ7x44dUlxc7NUab4l65DL2Fi1aeEvTGzdu7NW5dOlSL9f/evQy+8i20bVFzqD7/TjnnHNk3Lhx0q1bN7npppvkgQce8JbvRy9x9xma3yX8fk+ePLnSjYJ4/Y4e6GRZkTmmbeR54vXPv3nh84kcs+jv+XnRDJKNpfm+4WSunUaNGlXcCDJjaT7+ePrnMzU89dRT3vci2ZtrKta5bH4gEHQbeiKCoFsCjNM8NzdXysvLvR8WPpkngKBnfgyiK0DQwzUmCHq4xsNUg6CHa0wQdN3xaNKkiUrgv5Zvlo/Wbk0p6+8LVkvp3vKKNocdVE8GHtMqpYy+nQ6WHm0b7dfGF/SRI0d6ommWtXft2jUtQTcz075ctW7d2hN683tl5Ky1L4jXXXed92x29Ky2kUtzw8CXOCNmbdu29Y41f54/f773v/GeX4/OM/0bPXp0JUlPNIP+6quvyuGHH+7l+7WaGxHmBkS0oJucs88+u+LmQqJn0H1p9uXW1GXy/H4m6ncsQTc3MGJlmUcUZs2aJRdccIH3uEJkrvl75I0XMzb+sY888kgFZ3O+p59+2ruxYj5m/Mx1YcYg8ubM1q1bvb77DBKxNzwj++zX0rx5cy/DtDXjZM7l30zxr6FYj11E1m6+b/tB0C0JIuiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpBkFXAvmfGC1B//3sZTLlnTW6xQVIu3NAF/n5yftvyuYLupHpzz77zJPjSFk3YhpkBt2X3ujnvKP/HmsZuC++RtqjN1aLrM9IpPnE26TNfC9afCPP37dv35SWuEfXHmsGPXKzu2SCHm8Vgi+rkc/GR/Y7WkCjxyPR0v3Imnzx9WXbv2z8fvqyHHk5xeNpMszPROSGf9GPRkQ/sx+ZZeQ+erNA/2ZMrHHy+xhde4BLP9AhCHogTPEPQtAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKARdCaRSDIKuBFJZ0NOZQX9owWrZ7XgGPXJpu7/c3d8kzrWgm/y1a9eKL+j+kmd/BP3l1kEF3dxk8JfFm4xE4hd9lfiSGVmDv/TataDH63cyQY8W4+hl7JHL+aO/58/CRy9j9/vsbyIYzcm0CyLo/uqH6Jsn/uy7v1zdzzfnjXcjJV7tGj/pCLolRQTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQlUAqxSDoSiCVBT2dqswz6CP/9xP5dtsu6dwyT8Zdcqz6M+i+0Bohi940zrWgR8+gx9s9Ptku6tESGPmcs5mdTjaDHj2TXNUz6EF3zU80g26k2aww8JflJ9q4Lnp23L82I9sY74q+4RHrOLOEPdUZdH8fAzNOkZ8gm/nFqz2dny/TBkFPl9x/2iHolgARdDcAlVMRdGWgCnEIugJExQgEXRGmUhSCrgRSKQZBVwIZAkHX7UnltOil1JEzyPGelzaibNoZwTKfyGfMU13iHi2Q0c9iRz8nbc6XaIl79FLoVJ5Bj649OsvVDLoR1ET9TjaDHinsBQUFlZaOR/ffzNIPHjzYGzdfcu+9917517/+VfHcerJl8aad+SSbQY+W6MjrJvoZdJNnzrt69Wrp1avXfo8imLGIVbv/DL/tzwiCbkkQQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEHQlkEoxCLoSyB+ZoPviZt6NHrn7t5Erf5d284z6woULK+3insoz6ObYyKXNiXYzN/XEWmKeaHRj7eJuZniDzsyavpuPWRretGlTufDCCys2qfNvEMSamU73GXR/Bjl69/V4u9RHHxe5M7qpL3KszIZ/5hO5s7y/lD5y6XtkG3N85JhEL3/3zxf9HHms1/NF5prd+jdu3Fjx+EH04wTRO+5HbuYX79h4mwWm+tOPoKdKLOp4BN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCVQCrFIOhKIA9wQdelRFpVEIhe4l4V59Q4h7/XQKIVEBrnSScDQU+HWkQbBN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCVQCrFIOhKIBF0XZCkWROoLoKe6N3q1hCUAxB0S6AIuiVABN0NQOVUBF0ZqEIcgq4AUTECQVeEqRSFoCuBVIqpCkH/cG2hrPl+l5zXtZnk1s5SqjycMVqvWQtn76gKAj9uAgi65fgj6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUinGtaDf/MJyeWPlFq/a+nWyZNoVR0n7pnWVqg9fDIIevjGhIghoEUDQLUki6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgq4EUinGpaBvLNot5zz0w07O/mfo8a3kxr7tlKoPXwyCHr4xoSIIaBFA0C1JIuiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpxqWgf/ndTrl4yieVKr28V0u5ud+hStWHLwZBD9+YUBEEtAgg6JYkEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFXAqkU41LQTYmXTv1EVm7eWVHtpIuPlD6HNVaqPnwxCHr4xoSKIKBFAEG3JImgWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpRjXgr6jdK+cMmFRRbUPD+4ivdo2VKo+fDEIevjGhIogoEUAQbckiaBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUQi6EkilGNeCbsrscd/CimqH9GopI1nirjR6xEAAAlVJAEG3pI2gWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpZiqFvS8Olmy4MbjlKoPXwwz6DpjUlJSImPHjpXevXvL+eefL5MmTfKChw8frnMCUiCQBgEEPQ1okU0QdEuACLobgMqpCLoyUIU4BF0BomIEgq4IUykKQVcCqRTjWtCLSvZK34mLpFXDOl7F6wtL5UBe5n6gCvrixYslPz+/0lU3dOhQZ8KMoCv9gBOjSgBBt8SJoFsCRNDdAFRORdCVgSrEIegKEBUjEHRFmEpRCLoSSKUY14K+fGOxXDbtU++589OOaCzjXvvK+7OR9APxcyALupnFHj9+vDRq1Ei2bdsmI0aM8AS9Z8+e6kMZLejqJyAQAmkQQNDTgBbZBEG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohB0JZBKMa4F/cO1hXL908s8Kb//go7ebLr5LLiht+TlZCv1IjwxGRX0r94SmfVLkW1rRVocJXLB30RaHK0Cx8ygRwp6LIE23582bZp3vhYtWnjHt2/f3vt7ou+9+OKLcvfdd3vH9e/fX0aNGuX9Od4S9zVr1shdd90l55xzjowbN847Nno2P3LGv1u3bhU3FlRgEPKjJYCgWw49gm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIehKIJViXAv6Gyu+l5tnrfBmzx8YdKQn60baR55xqAzp2VKpF+GJURP0Va+IfPNhah175y8ie0v/26ZpB5FuF6eWccSZIq1779cmWtDNDPro0aO9WXQj4ebv8+bNk8GDB1cI+caNGz3Z/uyzz+SFF17w/pyTkyMmy3zMzLuRc/M9f2beiHzbtm3l7LPPTijoZubeHGP+N3o23+Sb2vwbBOYca9eudbYcPzXAHF2dCSDolqOHoFsCRNDdAFRORdCVgSrEIegKEBUjEHRFmEpRCLoSSKUY14I+e+kmGT13tfi7tz/xwXoZ/6+vJatmDTn9iCZy+0/aS+PcWkq9yXyMmqDPu03kvYeqvkP97xE54ZcxBZ18D3UAACAASURBVD36GfToWfLIRpFCv2DBgkoS7h8XaxbetDPCPnLkSG92PNYmcf4MuplFNzcH/JxBgwZ50h+9oZw53twAGDNmjLc8nw8E0iWAoKdL7j/tEHRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFXAqkU41rQJ7+zTia/843k92kj+X1ayy+eWSYffF1YUf1x7RrK3y89cJ5HVxP0dGbQ3/6LSFnVzKCbAYyeVY/eSC5yaXnkEvfoZexm5j3yY75vK+j+Uns/l2XuSv9g/MhjDihBT/QcSKznTszyF/Px74j5P7h33nmn96qFIB8EPQil1I/Jzc2V8vJyb2z4ZJ4Agp75MYiuAEEP15gg6OEaD1MNgh6uMalqQY98J7pPYsmtJ4YLikU1aoKeTg3mGfQXhokUfiPSvJvIoIecPYNuyotc5m5+745cVh4t7353ImfN/WXs/sx3ZJcT7eIeZAbdLJMP6gzpoKbNj5PAASPo8X5AY915i16SEvn3VHeLRNDd/OAg6G64ppuKoKdLzl07BN0d23SSEfR0qLltg6C75ZtqelUJuv/M+cVTPpEvv9tZUeZhB+XKzGuOSbXs0B6fUUF3SCXW7/ORX1u9enWlTeQiny3/8MMP5fDDD6+0HN1fuh79DLoR81mzZnmbxaW7xD36GXSD5emnn/YyWeLu8CL5EUQfEIIevYFE9Lj5G0H4d7gif9DNsZGbT5i/Rwt8ousAQXfzU4Kgu+GabiqCni45d+0QdHds00lG0NOh5rYNgu6Wb6rprgV99NxVMnvpZm8H99M7NpVlG4rlt/9cKd9uK5GD6tWW8Rd1ki4t6qdadmiPP5AFPfoZ9Mhl49GrXk888UQpKirynv028h7ZNnrH9cjVtGZgzYrZZJvEmefP4z2DbjKil9u7fGd7aC9GClMncEAIulmCYnZX3LBhQwUg/wck1sYQkUtWTIPIHz7zd/MDvGjRoopdIBF09esuaSCCnhRRlR6AoFcp7kAnQ9ADYaqygxD0KkMd+EQIemBUVXKga0H3d2037z03r1ozH3/juIHdmsmYcztUST+r6iQHqqBXFT/OA4EwEzggBN3fidF/rYK/TN08axLruZNoQY/ecTGWoN9zzz37jePtt9/OM9KOrm7zy6757N2719EZiE2FQM2aNcWMye7du1NpxrEOCZhfds0+DWVlZQ7PQnRQAvyMBCVVdcfVrl3b+/8Q83PCJ/MEXP+M/OzxJfLBV1vliat6yHGHNvY6bP5uvm7+br5+IH38fZQOpD7RFwhA4AcCB6Sgm475kh29O6P5Xjoz6DNnztzvmrn44otl587/Pt/ERaVHwPxiZX6pQtD1mNokmV+s6tSpI7t27bKJoa0iATMe5ucDQVeEahFlfkbMv1tsbGkBUbkpPyPKQC3jzEosc6O3tDRi92/LzMjmP5m40FvO/soNJ8ghjep63/piQ5Fc+PCHcmSL+vL89fu/c1vx9FUeZVYa8oEABA5MAgeEoMd676AR9LVr13pL33kGvfpdvCxxD9eYscQ9XONhqmGJe7jGhCXu4RoPUw1L3MM1Jq6XuPed8IEUlZZJ5E7t6wtLZMDkj6RVwzoyJ//AmkFniXu4rm+qgYAmgQNC0P3nzJs3b+4JefRO7NE7QrKLu+Yl5CYLQXfDNd1UBD1dcu7aIeju2KaTjKCnQ81tGwTdLd9U010Luv9atUhBLyrZK30nLpK8Olmy4MbjUi051Mcj6KEeHoqDgBWBA0LQDQFfypcuXeoBiX6XOe9Bt7pOqrwxgl7lyBOeEEEP13iYahD0cI0Jgh6u8TDVIOjhGpNMCLohEEvcw0UmvWoQ9PS40QoC1YHAASPomYLNa9bckEfQ3XBNNxVBT5ecu3YIuju26SQj6OlQc9sGQXfLN9V0l4Luz5THWsqOoKc6UhwPAQhkmgCCbjkCCLolwDjNEXQ3XNNNRdDTJeeuHYLujm06yQh6OtTctkHQ3fJNNd2loC/fWCyXTftUOjWvJzOGHl2pNP/Z9AU39Ja8nB/eEHMgfJhBPxBGkT5AIDYBBN3yykDQLQEi6G4AKqci6MpAFeIQdAWIihEIuiJMpSgEXQmkUoxLQf9wbaGY96Cb95+b96BHfgZMXiLrC0tlTn53adUwR6k3mY9B0DM/BlQAAVcEEHRLsgi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBV4SpFIWgK4FUinEp6G+s+F5unrVCTjuisTww6MhKFRtxNwJvxN0I/IHyQdDdjKS/8XTv3r3l/PPPd3MSUiGQhACCbnmJIOiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKuBFIpxqWgz166SUbPXS1DerWUkf0ORdCVxqyqYyI3dI4+d7du3WT8+PHSqFEjp2Uh6E7xEh6QAIIeEFS8wxB0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBVwKpFONS0Ce/s04mv/ON5PdpI/l9WleqePTcVTJ76WYZc+7hMrDbwUq9yXzMgT6DbmR90aJFMmrUKMnJqbpHExD0zF/bVCCCoFteBQi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBV4SpFIWgK4FUismUoI97/SuZ/mGBjDzjUBnSs6VSbzIfk0lBX7RhkYx6Z5SsL14vnZp0krF9xsqRTSo/WmBLKFrQ16xZI3fddZf3X/v27cUX6UGDBknPnj1l0qRJsmPHDikuLpZ58+ZJixYtvK+ZY80n+nXMkydP9trF+p75WvTrmm37Q3sIpEIAQU+FVoxjEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFXAqkUUxWCHkvCE82uK3UtIzFagv72t2/Lvzf/O6U+PLb0MdldtruizaENDpVz2p+TUkafQ/rIMc2OidsmHUGfP39+hZRHtjcyP2LECDEyb54rN7JvlsuPGTPGm50fO3asNG/eXIYPH14h/jyDntJwcrAyAQTdEiiCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWJcCnqiZewIeuIB/NOiP8lTy55SGuXgMbf2vlWu7HKlqqCbMCPZ5rN48WJ54YUXvCXyn332mSfu/jPskbPv5kZHrJl5BD34WHKkPgEE3ZIpgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIehKIJViXAq6t1P7N9/JxX2/kJaNaknPpj2lS+MuMnX5VHnnm69l+bfZclG7K2Vkv8OVepP5mIzOoH/6mOwuD98MeiJBz8/P32/QzDJ3w9GfTTcb0PEMeuavbSrgGXTrawBBt0YYMyA3N1fKy8u9fyj5ZJ4Agp75MYiuAEEP15gg6OEaD1MNgh6uMXEt6Muy7pasnPUVnTaCvmzrsoq/H9Ooj0w85Y/hgmJRjZagp1OCeQb9jrfvkIIdBdKxcUf5w8l/CMUz6IkE3Z9Nj95wLt6z7cygp3Nl0EaLADPoliQRdEuAcZoj6G64ppuKoKdLzl07BN0d23SSEfR0qLltg6C75ZtquktB/+nj86WwaXL5XjBwQaplh/b4TAp6VUCJfgbd3+TNLGE3m7uZJexmVtzf7M0sYY8n6NHPoJvjTHvz6dq1q/cMui/kRtjNOa677jreg14VA805YhJA0C0vDATdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQlUAqxbgU9NP/9oqUtxmbsNLcmk3k5fNeUOpN5mN+bILuS7W/VP3iiy/2dmyP3MU9nqCbWfPoXdwj36vuS/mGDRukT58+3uD269cPQc/8Zf6jrQBBtxx6BN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtCVQCrFuBT0HvctlLptpkh2/RVetTnZOXJdp+tk8heTf9htfF+WNNo+TF684hKl3mQ+5kAX9MwTpgIIZI4Agm7JHkG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohB0JZBKMa4F3ZSZ1/k2r9o5/edIXq08WbJ5idz03k1StvMwabRtuMzJ76HUm8zHIOiZHwMqgIArAgi6JVkE3RIggu4GoHIqgq4MVCEOQVeAqBiBoCvCVIpC0JVAKsW4EvSikr3Sd+IiqVlrq9Tr8CdpkdtCnjnjGa/qlYUr5do3r5XyPY1lx6rfypJbT1TqTeZjEPTMjwEVQMAVAQTdkiyCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6EoglWJcCfryjcVy2bRPJSv3S8lt97B0P6i7jD9xvFd10Z4iGTBvgOwry5HiFXch6EpjSQwEIOCWAIJuyRdBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6IowlaIQdCWQSjGuBP3DtYVi3oOenfeZ1G39pJzc4mT5Q+8/VFTdd3bfH2T983sRdKWxJAYCEHBLAEG35IugWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpRhXgv7Giu/l5lkrpPZBr0qdZq/K1Z2ulqs6XlVR9XnzzpPiPcVSvHy0zL7uJGnVMEepR5mNYYl7Zvlzdgi4JICgW9JF0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBF0JpFKMK0GfvXSTjJ67Oq6gX/rapbJh5wbvGfR/DDlVOjWvr9SjzMYg6Jnlz9kh4JIAgm5JF0G3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohB0JZBKMa4EffI762TyO99ITqtnpVbDxXJ3r7vl1JanVlQ9YuEI+ei7j2Tn19fLQz8dIL3aNlTqUWZjEPTM8ufsEHBJAEG3pIugWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIuhJIpRjXgm42iDMbxZkN4sxGcf7nno/vkXnfzJOS9ZfIvadfJqd3bKrUo8zGIOiZ5c/ZIeCSAIJuSRdBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6IowlaIQ9PRBlpXvE/Nf7eya6YdEtXQu6O0nSFZOgTx9xtPSMrdlxdknfTZJZn45U0o3nyl3HJcvA7sdrNanTAYh6Jmkz7kh4JYAgm7JF0G3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohD09EA+tvBb+etba73GPdo0kIf+p4vUyqqRXlhEK1eCPnruKpm9dLPkdb7NO9uCgQsq1fr4isdl6vKpnqCbDeTy+7S27ksYAhD0MIwCNUDADQEE3ZIrgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIeipg1zz/S656LGPKzUcdnIbue4ke6l1JejmFWvmVWuxBL32itky85vZcv/O5bJ7Sx+5qsMvEfTULwtaQAACVUwAQbcEjqBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUQh66iD/uXSz3DV3VaWGVx1/iNzQt23qYVEtXAr6kk2fS732E6VDww7y2KmPeWeuu/ABqbtokrxYv56MatZUsos6yP+0G4OgW48kARCAgGsCCLolYQTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQUwdZXFomp01aJOXl+yoa/3HgEdK/80Gph1WRoA+YvEQ27vlczCZxZnM4s0mc+TSZdLjIvnJZlFNHrmnZXHqWlEpevadkzLkdrPsShgCWuIdhFKgBAm4IIOiWXBF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBTx3k+sISGTD5o4qGl/ZoIb89s33qQTFauJpB7zvhAynJ+cB7zVr/Nv3l9mNv/0HQ/9ZZZG+JrM/OlrPbtJIWe8vkyDqPI+gqo0kIBCDgkgCCbkkXQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEPTUQfobrvktx5x7uNqu564Evcd9C6X2Qa9KnWavepvAXdXxKq/8nMWTJfede70/H9X+hyX6nXY8JA8P7pI6mBC2YAY9hINCSRBQIoCgW4JE0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUoBD01kJGz56cd0Vj+tXKrjDzjUBnS87+vLEstsfLRVS3o9V4ZKXU+f66SoLfaMklmDD3aphuhaYugh2YoKAQC6gQQdEukCLolQATdDUDlVARdGahCHIKuAFExAkFXhKkUhaAHB7mpaLdcM32prC8slSG9WkpenWyZ/M43kt+njdqmai4Evahkr/SduEjqtn5CsvOWyd297pZTW57qdbzJxP8uzT+pXWspqllTGn73O/nn1WcEBxPiIxH0EA8OpUHAkgCCbgkQQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEPTkIEv3lss1//hMPt9Y7B1cs0YNeWN4L5m+eEO1EPTlG4vlsmmfehvEZeV+6W0QZzaKMzPnZgZ9b+sTJHvde3LxIS1kee3akrX+N/J6/vnJwVSDIxD0ajBIlAiBNAkg6GmC85sh6JYAEXQ3AJVTEXRloApxCLoCRMUIBF0RplIUgp4c5KML18nf3vqm0oHjLzpS1m0rkXGvfeXNpo/sd2jyoABHuJhBN+8/N+9Br9fhT1Kz1laZ03+O5NXKk4YzzpOszctkx0/GSe6bv5efN8mRRTk5smvdlfLBsGsDVBv+QxD08I8RFUIgXQIIerrk/tMOQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiEPTkIP/+zjp5+J3Kgn7Tae2kUW62jJ67WgZ2a6a267kLQX9jxfdy86wVktf5Nq+zCwYukJrbv5FGj58q5Q1ay7ar3pJGj58iv6uzy3sfesn6S+T9/F8nB1MNjkDQq8EgUSIE0iSAoKcJzm+GoFsCRNDdAFRORdCVgSrEIegKEBUjEHRFmEpRCHpykB+t2y4/n/5ZxYE5tbJk/rAesnzTDm9mulfbhmq7nrsQ9NlLN3k3Eoyg169VX17q/5K3tN0scS/tfJE3g15/zvXy6JYP5KHGDaV085nyypDbJS8nOzmckB+BoId8gCgPAhYEEHQLeKYpgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIejBQD738Ub5w/99KS0b1JG/XNhJOh5cT/yl42EX9MnvrJNHFr8v9dpPlI61m8r0Ol2l9up5UmPHd7LtqjelvEEbqffKLfJYwSsVgv78RbdIq4Y5weCE+CgEPcSDQ2kQsCSAoFsCRNAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKAQ9GEh/Ftq8Wu2BQUd6jfxXrrVqWEfm5PcIFpTkKBcz6EbQH/1ogbdJXO+SEplSsKmiiuKzHpDdRw6Suu9PkP/77BEZ1ayp7CnsKRNPHe2tDKjuHwS9uo8g9UMgPgEE3fLqQNAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKAQ9GEgjueaVapEbwvmvL8urkyULbjwuWFCGBH3K5zMkp/kcuaKwSH67ZWtFFSXHXCU7+46WnI+nynsf/llubN5M9hZ1kQkn34ugq4woIRCAgCsCCLolWQTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQg4H0BT36nec97lvoBSy59cRgQRkQ9NFzV8n8DTOkTrNXZdjWQvnltsKKKnb1+qXsOukWqbV6vnz7ynC55JCWUlbSUn7beaIM7HawSp8yGcIMeibpc24IuCWAoFvyRdAtASLobgAqpyLoykAV4hB0BYiKEQi6IkylKAQ9GMjqLOhmI7tPS5+S2k3ekZHZbWToyne8Tpc17SjbL3xa9tVtLFmbP5Mdz14gZ7dpJfvKcuQXbR6XIT1bBoMT4qMQ9BAPDqVBwJIAgm4JEEG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohD0YCDNLPTspZtlzLmHV5pZ7jvhAykqLZMFN/RW2fVc+xn0f63cIqNeWiX7Dp4q2XnL5MEjrpe+/zdKypp2ksLL51V0vkbpdmk8+Rg5qn1b72tDmvxD8vu0DgYnxEch6CEeHEqDgCUBBN0SIIJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHowUCaWWiza/vDg7tUejZ7wOQlsr6wVObkd1fZ9VxT0Ndu2SUXPPqx10GzQVxW7pdyc9bpctWqabL7sJ9I8YCHK3W+ycT2CHqwy4GjIACBEBBA0C0HAUG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohD0YCDjCXq8rwdL3f8oTUF/bOE6+etb33gnqd/xLqmRVSLXru4mN9acK7uOHyG7jr+xUgFmBr3/wfVlfXa2nN9ovPzmlO7pdiM07ZhBD81QUAgE1Akg6JZIEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkEPBjLeTHmYBf3zDcVy+ROfeh3M63yb9793fXuMXLR7tuw89XdScuzVlTrfcMZ5cmntLbK8dm05s8Edcmffs4LBCfFRCHqIB4fSIGBJAEG3BIigWwJE0N0AVE5F0JWBKsQh6AoQFSMQdEWYSlEIejCQ8XZrj/dserDU/Y/SnEE36c8s2SD3vb5M6ncaI/Vr1Ze3djaQ7HXvyfYLp8ve1pV3nq8/53q5ZcdH8npurpxQ73r5U7/L0+1GaNoh6KEZCgqBgDoBBN0SKYJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHowUDGE/Rxr38l0z8skJFnHKqy67m2oC/fWCxXPPui9wx694O6y7R/vyFmQ7it+Z/IvjoNKnU+9827ZcLaF+SphnlyVJ3L5cGzrg8GJ8RHIeghHhxKg4AlAQTdEiCCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0BVhKkUh6MlBFpXslb4TF0lenSxZcONxlRrEe/1a8tTYR2gLutnYbtg/53iCfnKLk+WhhdO9E2+5Yc1+BdR9f4JMXT5VHmrcUA7ac548d+Gt6XYjNO0Q9NAMBYVAQJ0Agm6JFEG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohD05CDNLPRl0z6VTs3ryYyhR1crQZ+9dJOMfW+a5DSfI4MbdJU7PnlZypp1kcLLXtqv43U+nynTFo39QdDLzpDnLvhdcjghPwJBD/kAUR4ELAgg6BbwvDu1W7ZYJtA8FoHc3FwpLy+XkpISAIWAAIIegkGIKgFBD9eYIOjhGg9TDYKefEzMLLTZDK5X24bea9YiP9MXF8i4176SIb1aysh+hyYPS3KE9gy6meE3s+J1mr0q+bUOkV+vWCh7W58g2y+csV8ltVbPl9cX3CyjmjWVPYU95d0rHrDuT6YDEPRMjwDnh4A7Agi6JVsE3RJgnOYIuhuu6aYi6OmSc9cOQXfHNp1kBD0dam7bIOjJ+b6x4nu5edYKOe2IxvLAoCMrNTAz1KPnrpaB3ZrJmHM7JA/LgKA/vupBqd1kodxSXCY/2/xtzFesmbJqbl8nK58+U65p2VzKdh4mb1861bo/mQ5A0DM9ApwfAu4IIOiWbBF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBTw4y0Sy5P7seS96TJ+9/hPYM+s/fuElWFS/xTtS5dLc8WbBRyk65c79XrJnvm83jdj3WU85u00rK9zSWty6clU4XQtUGQQ/VcFAMBFQJIOiWOBF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKQpBTw4y0UZwiZa/J092K+jvbnxXbv/g9kon+fXWbXJZv7/v94o1/6BaDx4uJ7VrLfvKcuTp01+UVg1z0ulGaNog6KEZCgqBgDoBBN0SKYJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRSHoyUEmEvT1hSUyYPJH0qphHZmT3yN5WJIjNGfQn1n9jPxt2d8qnXHY1kIZcsFsKW/QJmYljR4/RY5pWtP73sPHvSSdmte37lMmAxD0TNLn3BBwSwBBt+SLoFsCRNDdAFRORdCVgSrEIegKEBUjEHRFmEpRCHpykKPnrpLZSzfLmHMPl4HdDq7UINEr2JIn73+EpqAX7SmS8+YOkho191ScaNr6jXJo/hdxS2vw/GVyatY6KapZU+7v/oz0at0inW6Epg2CHpqhoBAIqBNA0C2RIuiWABF0NwCVUxF0ZaAKcQi6AkTFCARdEaZSFIKeHKTZwd0sZTc7uJud3KM/Pe5b6H1pya0nJg9LcoSmoJtT9X5wuuS2myz1ysvlgU3fyfH1D4v5ijW/rHqv3CI/LX5X1mdny++PeVD6tj3Kuk+ZDEDQM0mfc0PALQEE3ZIvgm4JEEF3A1A5FUFXBqoQh6ArQFSMQNAVYSpFIejJQVZXQTez+6c//KLUaz9ROu3eLTO/3RD3FWs+hbrvT5BfrZ0ui3Jy5Ldd/yTnHnZCckAhPgJBD/HgUBoELAkg6JYAEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpCkFPDnLA5CWyvrBU5uR3j7lpWt8JH0hRaZksuKG35OVkJw9McITmDLqZ9R/2zzmS2+5h6V1SIlMKNsV9xVqkoP/hyyflxfr15Nedb5FLOgyw6k+mGyPomR4Bzg8BdwQQdEu2CLolQATdDUDlVARdGahCHIKuAFExAkFXhKkUhaAnB5lsCXsygU9+hv8eoS3ov3r5Sclp9aycX7xDxm7+Xnae+ruYr1jzK6jz+Ux5cPEf5amGeXJ1p6vlqo5XpVJ+6I5F0EM3JBQEATUCCLolSgTdEiCC7gagciqCrgxUIQ5BV4CoGIGgK8JUikLQk4NMJuj+EvgZQ4+y3vVcU9DN+9snfvKo1Gn2qpjd23+5rVC2Xzg97ivWDInsdQvlqdeHyUONG8rQjkPlmk7XJAcU4iMQ9BAPDqVBwJIAgm4JEEG3BIiguwGonIqgKwNViEPQFSAqRiDoijCVohD0xCD9XdrNUfE2gUv2jHoqQ6Up6Ob1cFOXT60k6IWXzZGyZl3jlrThu3/LDW8Nk43ZPyzVv7zD5XJ95+tT6UKojkXQQzUcFAMBVQIIuiVOBN0SIILuBqByKoKuDFQhDkFXgKgYgaArwlSKQtATg1y+sVgum/ZpwvecJ3oNW6rDpCno417/t29AywAAIABJREFUSp5fP1FqNVzsLW83y9y33LAmYUl///zvMmPVjErHzDtnntTNrptqV0JxPIIeimGgCAg4IYCgW2JF0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKWoqhb0veX7ZNa/N0qtrJoysFszqVmjhlJP3MSYjdbMDLl5vZp5zVqsjxHh6R8WxHxPeqpVaQr6b174Qj7Y/SfJyv1SphRslB55hyd8xZqp9e7Ff5ZX18+pVPZTp82UNnnNUu1KKI5H0EMxDBQBAScEEHRLrAi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBV4SpFFWVgr5rT5lcPu1T+WrLLq/6TgfXkyd/dpRk1wyvpL+x4nu5edaKhIJulpJPfucbye/TRvL7tLYaGU1BNzcWlmX9XrJyCuTZbwukw8E9ZfuFlWfHo4ud8OEseb7gLxVfLi89SF4e+L9Sv06WVb8y1RhBzxR5zgsB9wQOGEGfNGmSTJs2rRKxO++8U84//3zvay+++KLcfffd3p/79+8vo0aNkpycHO/vJSUlMnbsWJk3b57398h2yYYAQU9GKL3v5+bmSnl5uTc2fDJPAEHP/BhEV4Cgh2tMEPRwjYeppioF/bH3vpW/vrm2EoRbzjhULuvZMnxg/lOR2Wht3GtfebP9Y87tELPOsAq62V1+e/PbpUZWibz79TqpdfRVsvPUOxOy/nR9kbw69zqZ1bzAO+7YsnEy4YLeoR2fZIUh6MkI8X0IVF8CB5Sgm2EYPnz4fqOxePFiMQI/fvx4adSokffnyGMj/75t2zYZMWKEl9OzZ8+kI4ugJ0WU1gEIelrYnDVC0J2hTTsYQU8bnZOGCLoTrFahVSnovshGFvyrU9vKz084xKoPLhsHkW9f4of0aikj+x1qVY7mDLrZfT6v821ePZ+uWSsl3X8uO08ZlbS+eq/cIr1KPvCOm/OT16zf7Z70hA4PQNAdwiUaAhkm8KMQdCPgbdu2rZhNjxR2w3/06NGelLdv394bjmiBTzRGCLqbKxhBd8M13VQEPV1y7toh6O7YppOMoKdDzW2bqhT0DdtLZeDDH0lZ+T6vUw3rZsuL13WXBjk/7Bgexk8QQZ+9dJOMnrs64Sx70L5pCvrp98+R8o5/lrzycm8G3XyKBj0pe9qcnLCcugvvlws2PC/rs7PlsT5PSocmbYOWH7rjEPTQDQkFQUCNwAEl6JFL3P1l6v7y9d69e1cI+po1a+Suu+7y/jMf/8++oJvl8IsWLaq0DD4ecQRd7VqsFISgu+GabiqCni45d+0QdHds00lG0NOh5rZNVQr6+sISGTD5o4oOPXnlUdK1ZX23HbRM9zeAG3nGoTIkzlJ8/zn1045oLA8MOtLqjFqCbnaff+TZ+2RRuwXSafdumfntBq+uXcfdILtOuClujbW+flPyXhwqFx/SQpbXri2PyCHSceB0qz5lsjGCnkn6nBsCbgkcMIIeickIuFmiPmbMGOnatav3fPmgQYMqlqxHC7pZ+m6ONcvfzSeWoF966aX7jcQzzzwje/fudTtCP9L0mjVrej3ft++H2Qg+mSdgxsTsC8AnHATMeJifD35GwjEepgp+RsIzFlU9Hrc+96k8t+TbCgALRp4qrRvnhgtIVDW/+McSeWXZJvn75d3lJ12ax6z1/TVbZMijH8jx7ZvI9GuPs+5P5M9Iuv92mZpGPT1Rvmv7ovQuKZEpBZu8usr7/U7KT7oxbo015/1Wan74qNzY/CB5PTfXez3bedd/LJLbxLpfmQgwNwX5QAACByaBA1LQzVD5y9rPPvtsT9BtZ9BXrVq13xXQoUMHKSwsPDCvjAz3ymzgZ2SwtLQ0w5VwekPAzKCbVQ1FRUUACQkBMx579uzx/uOTeQLml2Xz71ZxcXHmi6ECj0C9evVk9+7dVfIzcuy973jnbNWwjqwvLJVHh3TzdkcP8+fa6UvFvGotUa1mZcC5Dy32+jV3WC+r7pgZ9Nq1a8uOHTu8nBppvobOzOrf8upTktPqWe/950a0y1r1kuJL/lekZnxpzfnXGKnz0WPypyaN5amGeXLr91vlp5cvFMlpYNWvTDVu2DDc11emuHBeCBwIBA54QTe7uPMMevW7VFniHq4xY4l7uMbDVMMS93CNCUvcwzUeppqqWuI+e+lmGT13VYWQG+m9/4KOcnrHpuGDElHRZdP+Lcs37pAZQ4+STs1jL8cvKtkrfScu8gR9Tn4Pq/5oLXE3z85PXT5V6jR7VYZtLZT87JZSOOTlpLVlb/hIGjx7sfytYZ481LihnLvvSPntTycnbRfWA1jiHtaRoS4I2BM4IATd7LxuXpE2ePBgj0jkEnbzXDm7uNtfKFWdgKBXNfHE50PQwzUeCHr4xgNBD9+YVJWgm1d+mVlz86oyI+dG2Mece7gM7HZw+KBEVNR3wgdSVFomC27onXA3c7NjuvksufVEq/64EvTr63dO+g50v/AaxRtlzuyL5L76WdK+1lnyeP87rPqUycYIeibpc24IuCVwQAh69HvMDbLJkydXek0a70F3eyFppyPo2kTt8hB0O34uWjOD7oJq+pkIevrsXLV0LejFpXvl+U82yfh/fV0xwxxk4zVX/U01N6h4Bz0u2fm1BN2sVnhly9+kVsPF3vL2cw4+SYoHPJzs9BXfX/DcOfK72jul7p6jZd6FP7x2tzp+EPTqOGrUDIFgBA4IQQ/WVTdHsYu7G64Iuhuu6aYi6OmSc9cOQXfHNp1kBD0dam7buBT0j9dtl+ueXlbxWrXzujaTu8/rIEFeXea218HTg4q3P9Melhn0659eJstq/Fmycr+UKQUbpdsxw2TX8fE3h4sm8sVrN0j+zk+krKSlvDzwqWr7LnQEPfi1zpEQqG4EEHTLEUPQLQHGaY6gu+GabiqCni45d+0QdHds00lG0NOh5raNS0Ef9dIqmfvZ5kodeO/m42Xqe+tl8jvfSH6fNpLfp7XbDlqk+6+FC/Jsub+Ef05+d2nVMCfts2rNoJtn57/J/aNk5RTIs98WSLvuv0pJ0LctvEfO/26elO9pLI/2eSru8/dpd7SKGiLoVQSa00AgAwQQdEvoCLolQATdDUDlVARdGahCHIKuAFExAkFXhKkU5VLQb3zuC3lr9dZKlb5z03HyxAcFnqAP6dVSRvY7VKkn+jHmWXkzE212mn94cJeEJwiymVyQCrUE3czo72t3p9TIKpF3v14nNc/4k5R2vjhICd4xdd+fIMdtet77812dng/9Zn7xOoagBx5yDoRAtSOAoFsOGYJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRbkU9Hmffyf/b/bKikqPbd1ApgzpKrOXbpLRc1fLwG7NvE3jwvpJRdCNyJvjjcjbvDpOS9DN0vy8zrd5aD9ds1a2Xzhd9rYOvoFdnc9nygmrfnj2PL/V0zKkZ8uwDlPCuhD0ajlsFA2BQAQQ9ECY4h+EoFsCRNDdAFRORdCVgSrEIegKEBUjEHRFmEpRLgXdlHj/61/JPz4skBMObSQTLuoktbJqinlH982zVshpRzSWBwYdqdQT/ZhUbiSYTdnMzvS2r47TEHTz2rfTHnxT6ncaI3nl5d4MeuFlc6SsWdfAkLLXLZRLFo2U9dnZckWLB+W63kcFbhumAxH0MI0GtUBAlwCCbskTQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiXAv6b174Qv61cmslcU1lZlqpm2nFpLKZnS/otq+O0xD05RuL5fJn5ku99hOl0+7dMvPbDbI1/xPZV6dBYA41t6+Ta1+5RJbXri1nNrhD7ux7VuC2YToQQQ/TaFALBHQJIOiWPBF0S4AIuhuAyqkIujJQhTgEXQGiYgSCrghTKcq1oMda+m0E8rJpn0qn5vVkxtCjlXqiH5OKoKdybKJKNQTd3AAZ9s85ktvuYeldUiJTCjbJlhvWpAxozDO95fXcXGlXdpU8ccHVKbcPQwMEPQyjQA0QcEMAQbfkiqBbAkTQ3QBUTkXQlYEqxCHoChAVIxB0RZhKUa4F3d/dfMbQoyp2Ak9ld3SlbqYVk8r72sMk6NMXF8iED5+TnFbPyvnFO+Tu7Xu8GfRUPw/PPE3+UWef1N52gbxy5U2pNg/F8Qh6KIaBIiDghACCbokVQbcEiKC7AaiciqArA1WIQ9AVICpGIOiKMJWiXAt6vPeIB32/uFI304qJtTw/XpCR4nGvfWX96jiNGXRzs2Dq8qlSp9mrMmxroVxfv7Nsv3BGygymzxsik/d8K6Wbz5T3rrkz5fZhaICgh2EUqAECbggg6JZcEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKuCFMpyqWgm83K+k5c5FW65NbKO4hXB0FPZWf2VDaUSzR0YRL0WW+NlL9sWyS7t/SR5y74ndX73ZUu15RjEPSUkdEAAtWGAIJuOVQIuiVABN0NQOVUBF0ZqEIcgq4AUTECQVeEqRTlUtATPWteHQQ9lXeba+1MryHoZub//V0TJDtvmYzd/L2c3eFS2Xlq6jPgr3z0gIxd96LsLeoiY3uNrZbvQkfQlf6hIAYCISSAoFsOCoJuCRBBdwNQORVBVwaqEIegK0BUjEDQFWEqRbkU9ES7tfed8IEUlZbJnPzuoZ2Z9WtccENvycvJTkhca2d6DUE3M//LavxZsnK/lCkFG6XbMcNk1/E3pnzFfPbvv8svv54hZTsPk192+GO1fBc6gp7ysNMAAtWGAIJuOVQIuiVABN0NQOVUBF0ZqEIcgq4AUTECQVeEqRTlUtD957IHdmsmY87tUKlif/O4MAt6KrP8/sZ3tjvTawi6YbutyX2SlVMgz35bIO26/yotQf9u5Sy56Iu/SPmexnJF8wclv09rpauu6mIQ9KpjzZkgUNUEEHRL4gi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBV4SpFOVS0BPtbJ7K891KXU0p5rUVW+SWWcu9Ni8P6yHN8+okbK+1M72toL+5aouMeH655HW+zav33a/XiZzzN9lz+Nkp9d8cnL1uofT56Iec07Ie2+8mS8qBGWiAoGcAOqeEQBURQNAtQSPolgARdDcAlVMRdGWgCnEIugJExQgEXRGmUpRLQfdfU5bfp81+s69hFvRIOTeYD2mYI/+8/lipUaNGQuqpzLjHC7IR9He+3CbDZ37uRfuC/umatbL9wumyt3XlTfqCXD41t6+TUxZc7h3aasukUL+zPl5/EPQgI80xEKieBBB0y3FD0C0BIuhuACqnIujKQBXiEHQFiIoRCLoiTKUol4Ke6DVlo+euktlLN8uYcw+Xgd0OVuqNTsyfX/tKZiwuqBT20i96SMsGiWfRMy3ok95cK1Pf+1Zq1Nwl9TuNkbzycm8GfdtVb0l5g/SWp1/2Qh9Zn50tNdf9P3ljWOqz8Dojkn4Kgp4+O1pCIOwEEHTLEULQLQEi6G4AKqci6MpAFeIQdAWIihEIuh3M8n37pGaSWdxUz+BS0BPNkvuz6yPPODR0m4/5ohvJ8s0bj5P6dbIS4vU3lYt+pVwqY5JsBr18X7ns2rtL6tWqt1/sQ299I48sXOdtDpfb7mHptHu3zPx2g2y5YU0qJVQ69ro5Z8uKfSWy8+vrZdGvf5hNr04fBL06jRa1QiA1Agh6arz2OxpBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6OnBLC7dK79+9gv59/oiMX5+z8COctaRTdMLi2rlUtAT7YKe6Pl0lY5ZhGwsKpVrpy+TbwtLvJTLeraUW844NGmixsZ3iQT9w80fyu2LbpfdZbulUZ1Gck/ve6RL4y4VdX2xsViGTPu0QtB7l5TIlIJNVoL+u9evkgU71siudVfKrCFXhHbH/XiDg6AnvWw5AALVlgCCbjl0CLolQATdDUDlVARdGahCHIKuAFExAkEPBnPfvn3y5KIC+W7HHjmoXi0pLNnrLV2O/Cz8zfFSJ7tmsMAER7kU9ERLvsMs6AaXX991J7WWYSe3CcTZf2+6zc70iQR94PyBsn339opaOjXqJA+f8nDF3/3HBmo1eVtyms+R84t3yO9L63pL3NP9PLjkD/Lst/8nJRsHyF/Pul56tW2YblRG2iHoGcHOSSFQJQQQdEvMCLolQATdDUDlVARdGahCHIKuAFExAkEPBvOul1fLPz/dVHGwmTXft69y23nDesjBSXYWD3I2V4JeVLJX+k5cJHl1smTBjcftV4ovwEN6tZSR/ZLPTgfpi+YxiZ6fj3cef0n/3y/tLMe1a5RWOYkEve/svpUya9aoKW8MeMP7mr+LvOF99klLZP6GGTJsa6FcX7+zbL9wRlq1mEbTPp0oU756Tko3nyl3HJcfuv0CknUMQU9GiO9DoPoSQNAtxw5BtwSIoLsBqJyKoCsDVYhD0BUgKkYg6MFg+jPP8Y42EvbGDb1Vnkd3Jegfri0UI6zx3gs+e+kmGT13tcR6R3owSm6PSnWX+f/74nu57Z8rvKJqZ9WUv15ypPRMY7Y5kaDf+O6N8vH3H1d0/Jw258htx/7wGjT/hoJ5pn933nyZunyqJ+jXNjlOigf8d5Y9VWrPfTFFJq6cJru39JGrOvyy2r0LHUFPdcQ5HgLVhwCCbjlWCLolQATdDUDlVARdGahCHIKuAFExAkEPBvP0SR9K4a49FQc3rFtLLuneXB59d533tSeuPEq6tawfLCzJUa4E/Y0V38vNs1Z4S6IfHvzf56T9cvzvn3ZEY3lg0JEqfdEMSfT8fKzz9B73npSV/3eZQ+cW9eUfPzsq5ZISCfqOvTvkmgXXyIadG7zc+49/QD5e3VzeWLlVPt9QLK0a1pE5+T3kjkV3yNsb3paxm7+Xs7peJ7uOvzHlOvwGL3/zstz78b2yt6iLNN+ZL//vrMOkV9sGaedVdUMEvaqJcz4IVB0BBN2SNYJuCRBBdwNQORVBVwaqEIegK0BUjEDQg8F8e/VWueG5LyoOnnjRkXLy4Y1F4zVe0RW4EvTpiwtk3GtfSbwl7P4MezyBD0bK3VGpsDaPH/T888JKxeTWzpK3R+y/tD9Zxcl2cf/5mz+XVYWrvJjae46Q71f9vCKyWf3aMv+XPWXEwhHy0XcfyZSCjdLtmGFWgv788ndlworbpd7O5rLh65u8d8G/+que0ji3VrKuhOL7CHoohoEiIOCEAIJuiRVBtwSIoLsBqJyKoCsDVYhD0BUgKkYg6MFh9p2wSIpK98qTVx4lXf8zW66xS3hVCXqyTeCWbyyWy6Z9GncJfHBS+kcme34+1hl/8cwy+eDrwopvXX18Kxnet13KxSUT9PPmnSfFe4orcouXj5Z95XUr/v768F5y86JfeBL/7LcF0vaE26Xk2KtTrsNvMPn9f8v0TcOl/p7aUrDq996Xbz2zvQzu0SLtzKpsiKBXJW3OBYGqJYCgW/JG0C0BIuhuACqnIujKQBXiEHQFiIoRCHpwmLFmcFN9LjrI2VzNoCd7z7m/qZm/LDtIrVV1TDqz+6V7y+T/zV4lb6zcIj3aNJBHL+uaVrnJBN3fKK77Qd29WXKzu/qeLSdXnOu1G7rKBa8M9P7+ztfrRC54Sva2PjGtWkyjqe9/K49vGuK1L/r8Xu9/zdJ9s4S/OnwQ9OowStQIgfQIIOjpcatohaBbAkTQ3QBUTkXQlYEqxCHoChAVIxD0YDD92eXoHdD912iNOfdwtd20XQl6spsJ/iy1IbLk1vQFMhjR1I5K9/n4dMQ+urJEgl60p0gGzBsg9WvVl6s7XS2Tlk6Ssp2Hyc6vr5caIvKrM3Llfzf+VnaV7fJijy0plQdP/IuUWQi6ea6+30uneXk1Pr9T/ufETvLLU4K9di416m6ORtDdcCUVAmEggKBbjgKCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0IPBjCd6yWalg6VXPsqVoPvvBDcbxMV7d3Yqz3mn07d02yRbnh8vV2NVQCJBX1m4Uq5981rp0LCDjD9xvAx+bbC33N0scx93/rGyuux5eXLlk5XKe/iE8dKpWfd0UXjtLn3tUm9juqzVv5anrh4orRrmWOVVZWMEvSppcy4IVC0BBN2SN4JuCRBBdwNQORVBVwaqEIegK0BUjEDQg8GMt8FauuKY6KyuBN2X7wU39Ja8nOyYJYRV0G1uhNj2KZGgmyXtZgM4s7zdCPqkzybJzC9neu8on3beTfLmlhny1KqnKrGedNIkObrp0cEuvDhH+RvTtfvqfLnjf66XTs2rx/J20x0E3WroaQyBUBNA0C2HB0G3BIiguwGonIqgKwNViEPQFSAqRiDowWDGE3Ff3DXfHe5a0BMtX/dfZTYnv3uoZmX9d4rff0FHOb1j02CD9p+j/D6lu2w/kaD7rzzr36a/3H7s7d4z6EbY95XlyPVdr5QZq2dU2kCuw75a8ujAV7yd120+/mvb2n97qgztNyJlJjbntm2LoNsSpD0EwksAQbccGwTdEiCC7gagciqCrgxUIQ5BV4CoGIGgB4MZTxDTfTY60VldCLq/1Dv6GfroOlzsSh+McOKjgizPj5dg26dEgv74isdl6vKp3vPnV3W8Sj7Y/IHc8t4tlUo5ucXJ0lFypN7nM+Xy2m2kdPAcayT+TH2zTSfI0ONvVtv/wLqwAAEIegBIHAKBakoAQbccOATdEiCC7gagciqCrgxUIQ5BV4CoGIGgB4MZTxBdvJrMhaAH3Swt2UZywWjpH+XPgidanh/vrP7NlUTP3ieqOBVBH/vRWHll3SuV4ub2nysNN/5bGjw/RPa2PkG2XzjDDlB5mTz1er48smulDNtaKD9pdok0PecOu8wqbI2gVyFsTgWBKiaAoFsCR9AtASLobgAqpyLoykAV4hB0BYiKEQh6MJjxnt9O5/3cyc7oQtCDzvSHVdBtniO33Wk/kaD7M9m3HXubnNPmHPnjR3+U+evmVxrieefMk8ZLn5bcN38vpZ0vlh0/+XOySyDh93M+fEieW/qQ3Ne0sVxRWCS/3bJVCgf/U8oOPsoqt6oaI+hVRZrzQKDqCSDolswRdEuACLobgMqpCLoyUIU4BF0BomIEgp4cZrLXj9nIY6yzuxB0/xn6Ib1aysh+h8bttK3MJqeZ+hG2qxRsN/JLJOjmeXPz3LnZIM5sFPfYxwvkiW9+V9HJk1qcJPf0vkfqvj9B6r4/XnYdP0J2HX9j6hAiWtRd+IBMWzlN/tq4kXTavVvGbv5e2p54h5QcM9Qqt6oaI+hVRZrzQKDqCSDolswRdEuACLobgMqpCLoyUIU4BF0BomIEgp4cpr88vFPzejJj6P67b9ssv65qQc/v00by+7ROKugjzzhUhvRsmRxOFRwRdHl+vFLi7cAftPRUBN0sp1/w1Sq56OR10qvlYXJW67O802gK+pJPH5abvvpHRfk55eUyq98MqZsXf1yD9rUqjkPQq4Iy54BAZggg6JbcEXRLgAi6G4DKqQi6MlCFOARdAaJiBIKeHGay5eH+JmQzhh6l8rorFzPo/sx4MvG2nW1OTjP1I2x3yvfHL92d9hMJ+nnzzvN2aZ/Tf47k1coTf6+C6Guh/pzrpfaXr0jReX+XPYefnTqEiBaPffGYPLHyiUoZI7qNkEHtB1nlVlVjBL2qSHMeCFQ9AQTdkjmCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0JPDTCat/nPb6bwCLNbZXQh60GfLk/U1OS39I2xrsl0in0jQ+87u63V4wcAF3v/Ge9yhwfOXSfa692T7hdNlb+sTrSBNWzFNpiyfUilj4kkT5Zimx1T62psFb8pXxV9J/9b95eC6B1udU7Mxgq5JkywIhIsAgm45Hgi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBTw5z3OtfyfQPCyTe7LP2c9suBD3ezG5074M+q56cmt4RyfgnO5O/h0CrhnVkTn6PZIfv9/2ggp5ow8BGj58iNbevk8LL5khZs64p1xDZoKSsRG549wZZvm259+Xa2zvKK5c/Uinzzg/vFCPo5lNDasiEkybsJ/BWRVg0RtAt4NEUAiEngKBbDhCCbgkQQXcDUDkVQVcGqhCHoCtAVIxA0JPDTDb7bDvDG12BC0EPupHd7KWbZPTc1ZLucvDkNFM/Ihn/IIlB+x8rK56gF+wskMGvDZYWuS3kmTOekXjPytdePV/qv/QLL7rw8vlS1rRjkJKTHnP1gqvly+1fyjlrj5XbfjWh4vhde3ZJ/3n9K7W/4NAL5KajbkqaWRUHIOhVQZlzQCAzBBB0S+4IuiVABN0NQOVUBF0ZqEIcgq4AUTECQU8O098ELt4z5tqzzpkU9GTP2yenpX9E0Nn/RGe22cgvnqCb3dvNLu5m93azi3usZ+Vrffmq5M25rqK0fXUayNZrF4lk1bYGdceiO+TtDW/LeQXt5IpLH5ZWDXO8zB17dsi5886tlD+w3UAZefRI63NqBCDoGhTJgEA4CSDoluOCoFsCRNDdAFRORdCVgSrEIegKEBUjEPTkMJPNvmrPOmsL+vKNO7zNy4Is8bbdMT05zdSPSMY/SKKN5McTdLOE3CwlP7nFyfKH3n+QWCspct+9T8x7yyM/RRc8KXvanhyk7ITH+O9g/8X3pdLjnFcrbVBolsB/8v0nFe3vPf5eOfFgu2ffrQv+TwCCrkWSHAiEjwCCbjkmCLolQATdDUDlVARdGahCHIKuAFExAkFPDNPfYCyvTpYsuPG4mAdrS62moH++oVhGPL9cNhfvllpZNWXSxZ3kuHaN4nbadkM1xUuzIkpD0M3rz/61cquks5FfPEGfuWamTFo6SS4+7GIZ3nW4xDpH3ff+InU/mFgJy7YrX5fyxu2tUT2+4nGZunyqDNtaKM1PeE1O79i0IrN8X7mcPud07++TTpokRzfd//WA1gWkGYCgpwmOZhCoBgQQdMtBQtAtASLobgAqpyLoykAV4hB0BYiKEQh6YphB5Ht9YYkMmPxRoBnqIEOnKeg/e/JTWVrN/pk7AAAgAElEQVRQXHHaxrm15LVf94pbhnZfgvQ30TFaNwxsNpqLJ+i+IF/d6Wq5quNVFa9Ye3hwF+nVtqHXrazvvpCG08+p6GJp10tlxxn32mLx2vs3CK4oLJJe3Z+S7l27VOQW7SmSAfMGSP1a9eWl/i+pnE8rBEHXIkkOBMJHAEG3HBME3RIggu4GoHIqgq4MVCEOQVeAqBiBoCeG6T9XPKRXSxnZ79CYB/u7d5tvLrnVfhmxpqD3/PNC2bevctmJatTui+2lGuQGSZBz2GzkF0/Q/SXmw7sNl4vbXxzzFWv1XhkpdT5/TkqPulx2nnCz7KvbOEi5gY7xl9j327lTftbuDml/wgUV7Wavek/Gff5bKdt5mPSqdZvc99MjpHZ2zUC5rg9C0F0TJh8CmSOAoFuyR9AtASLobgAqpyLoykAV4hB0BYiKEQh6YphBxU5jGbZfiaag3/nSKnnps80VnTz2kDyZcnm3hJ3W7IvtpRrkBkmQc9jkxBN0f5O2u3vdLd0bnyR9Jy6SyEchstctlAbPD5HyBq2l8LKXxGwQp/lZWbhSrn3zWum0e7f8tfU1Uuv4HzajKyvfJ6c8MlVqtZome4u6yK51P5OrTzhEhp/aVvP0aWch6GmjoyEEQk8AQbccIgTdEiCC7gagciqCrgxUIQ5BV4CoGIGgJ4YZ9NnlAZOXyPrCUpmT371iN+10h0lT0PeU7ROzzH35ph1yYvtG8ocBHaRR3VrVRtCD3iBJxtpmd/p4gm52cDc7uU84fpxkbWssV8/aKD3aNhazxN18/Hef7/jJOCntfFGyElP+vr+MPa+8XF7M7SdZPxnjZWzbtVf6z7hH6jR7VUo3nym7vztTzuvaTO4+r0PK53DRAEF3QZVMCISDAIJuOQ4IuiVABN0NQOVUBF0ZqEIcgq4AUTECQU8M09/9O/K54lgtgh4XZOg0Bd2cz3+PeNAN0mxeSRakf6kc498gGXnGoTKkZ8tUmlY61uZZ9niCfulrl8qGnRtk3jfr5ZC9e6VkXy2Z2WmcXFz3I8n57GmRvSXe7Pm2q95Ku+5kDfvO7usdsrhGJyke8LD35/J9++TMf9wjZQ3nVwj6tSceIr88hRn0ZDz5PgQgYEcAQbfjJwi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBTwzTX+694IbekpeTHfdgXyTHnHu4DOx2sNUIuRL0ZDcZ/KI1VwNYgYi4uRC09njn85+tT7Qbf7y28QTdl+NP16z9b9OsbJGyvRV/35fTSLZet0SkRg1bFDHb+zcJXt5eU3Ivf6PimDsWjZK3N7wlu9ZdKWe1PU3GnHO4ZNV0U0OqHWMGPVViHA+B6kMAQbccKwTdEiCC7gagciqCrgxUIQ5BV4CoGIGgx4eZyoZpNruER1egLeipCrc/424rxRqXqT+bP2PoUZXe851OdrrP1qck6DEK23r9EtmXo7c5XOQp/GX2Uwo2yuHXf1HxLf/rWRuHyevXDk4Hl7M2CLoztARDIOMEEHTLIUDQLQEi6G4AKqci6MpAFeIQdAWIihEIenyY/g7inZrXkxlDE79HWutZaVONtqCnKqZhEvRUa0/0o5HqjQo/K5agRz7//e7X6ypOu69GTamxrzyijBqyZfhKkRpZij+1/4265+N7ZN4382Ts5u/l1MvfrdiI7rx550nxnmI5suQBmXxJTyfnTjcUQU+XHO0gEH4CCLrlGCHolgARdDcAlVMRdGWgCnEIugJExQgEPTbMjUW75YHXv5JXln8vrRvlyKzrjpWaCZYp+7uED+zWTMaca7cZV6YFffTcVTJ76WbRWK5vc6naLEuPdV5/n4BUZ+NjCbrZHM7MUh/b5CiZtvITqbl9nUwv6yenXHu/tJx3rWQXLBaplSNF/f8qe9r3s8GQsK3/LvZhWwvlin4Pyd7WP7zmz19+/8i2Y+SoHn3EvH89LB8EPSwjQR0Q0CeAoFsyRdAtASLobgAqpyLoykAV4hB0BYiKEQh6bJj/M/UTWbV5Z8U3r+jVUn4T5z3o5iCbXcKjK9AU9HQk1xd0243ZbC/T+Z9/J7fPXilHNMuVZ64+xjZO/H4F3SzPP2EiQe9+UHeZ9u83pEbpdukjU2X2Daf90My8fN7Rc+eRIGaumSmTlk6SKwqLxLyPveTYq6V4T5GcN2+AmN3d/dn9Hf3+KKXdLrNmqBGAoGtQJAMC4SSAoFuOC4JuCRBBdwNQORVBVwaqEIegK0BUjEDQ94e5p6xcjr///Urf6HBQrvzvNfEl0WaXcJeCnsoyfb8OzeX66V6qLy/7Tu6Ys7Ki+R8GHCHndDko3TivXbr7BMQSdF+Mz2rdX+5/64fd0/vVe0Fm/vxYqxpTbfzyNy/LvR/fK+cX75A7DrtSdh1/o/fqNzO737ukRKYUbPIizWvezOvewvBB0MMwCtQAATcEEHRLrgi6JUAE3Q1A5VQEXRmoQhyCrgBRMQJBjw3zpL98ICV7yiq+aeTQSGK8z/rCEhkw+SNJZ5fwqhD0Xm0bVryfO9nlEwZB7zP+A9m1+7/869bOkndGHJes9ITfT7dfe/4/e+cBXlWRvvE3hSSE3iF0pEgXQhVUxI6ioFjAgqIYG8Iq6u5fWWR1dXdVFsuqYAEEwV4WUHRVioq00HvvvaUASUj5P3Pi3Jx7c+89Zb65OYnfeR6fJbkz78y832X1d+abbwqikR9dDvEF2T59mVoef6wnlmd8jPSCRHTIfhd3dUvCqD6NlebppPPWtK24b+F9aJWTgw8r98bpK17CwoMLMWb5GPQ9cwavHj5myGV1ug9nLnraibS2tgzo2qxlYXagxB1gQFcMAQO6ooEM6HoMJFZlQCc2lECOAZ3AREIJBvTgZi7aeQqPfrbJuFO6YbXymHBjSzStkRjWeaqCZpQp7rPWHcHYb7bDydl4tyBL+LVE8kuLUSDSxH9/oqKikPpED6Uh3Hjx0o+7MDP1oDFus5rl8d7gdqhSPhYS0DsdT8IH6YuxOL81bssZg7jYaCx+rLvSPJ10PnjmIG778TYk5ebim6yqSBs8xzc3cS79oVNpyK+UhPSBHyK/ahMn0traMqBrs5aF2YESd4ABXTEEDOiKBjKg6zGQWJUBndhQAjkGdAITCSUY0EObKa/4mp3SCUlVEixdl+2t7ky3EqIEdDew7QZkrdbk9PMJ83fjg6UHfN0odqZlur/dbAJRKPCat1L9pn5fzwZ46KKGkNXTLznSDG+cno/v87rg/nOPGS9zvh4e2TR3WRBuzYFTOJmyGq+vfx2f7fgMAtDv7jgKWR2GRuQ8vN0YM6DbdYrbsQOlzwEGdMWYMaArGsiArsdAYlUGdGJDCeQY0AlMJJSIBKCv3p+BTYczcW3b2qgYr+e6KUJLfFJOd8TlNV5Oq4QHzr2kAZ2y4J3buJiPDIy+rKmRAaD6SM2kKvGYndLZUk58b+/5cJ1fO/miQN4z/lZUE/TesRATcm/Cq3mD8ObN56N7k6qW2pQN5JVqoiBc7vCV+L81/8Qvh37Bq4eP4oL7NlAORaLFgE5iI4uwA550gAFdMSwM6IoGMqDrMZBYlQGd2FACOQZ0AhMJJXQD+nPf7cCXqw8bMxbpv+8Obot29SoSrkCflFNAl/eHO60SrhPQ3RRGc7rTrCMC4po3UXW9T4tqGD/wfLIhREzt1gnIzS/AJa8t8zsL//KAVujbsjruXXgvtqVtw4fx7dFh0xy8F3MLrhr+dyTGxZLN1a6QnMun+w+i3k1fYsS2d4xCcS+V74lul//DrkzE2jGgR8xqHogdiLgDDOiKljOgKxrIgK7HQGJVBnRiQwnkGNAJTCSU0AnoosiaKLZmfgZ2qIMxVzcjXIEeKVmV3e5uq5gF1f3hlDvoj325CfO3noSTlwaUFendRke+WEjp1RApvRq4lSnWz8lLF7HjPuDD6Uio/zGionNQK6obPr3uX4hCFOSu9cK8Bqi2ZxEm1RuHQTffRTZPJ0JPL3vat2PevdffcPnuycg8l4m/1x6D3t0vdyIVkbYM6BGxmQdhB0rEAQZ0RdsZ0BUNZEDXYyCxKgM6saEEcgzoBCYSSugE9MzsXFz86jK/2V5xfg388/qWhCvQI+VmF9nNee9gs6cEdLmrP+m2NhBnr+08TlPB7Wg6bTN46hpsPnzaqDxvd952xpDHEOzUFXj2u3WYl/Own+z9re/H7c1vhzz3vfJcEmL3Lca8rhPRseeVdqZA3kaeOX/y+EncWrMHkgs2G2OMbvoZydEA6gkzoFM7ynrsgHccYEBXjAUDuqKBDOh6DCRWZUAnNpRAjgGdwERCCZ2ALqZ517S1WHcw0zfj69rWwt+ubU64Aj1Sbs5hexHQ3ZyLz8jKNVK77aaCU0dAji90VzzZk1Te7gsL8ZLihmmfI7Fx4R3n8rml2S24q+VduG7udcavVh/PR3T6Piy55lu0aEGXiu9k0bKivCgKNyDzNK5qmISCvASM7/wJ6csNJ3MK15YBncpJ1mEHvOcAA7piTBjQFQ1kQNdjILEqAzqxoQRyDOgEJhJK6Ab07Nx89By/xG/GrwxshUtbVCdcBb3UjNSDePnHXRjSpR5G97V3PRVV9XPKHXQnKd1mF932cxKJtQcykXb2HHo0rYrY6ChfV/lyxG61dbtj7j2ZhYc/3Yh9p7KMqvwv9G+ODkmVgnY3jits2IdKrcb6fT6o6SBc3fBq4+7x5lWa48tVPxmfrxu60Valf7tzddLu273f4h+r/oEbMk/jhoxMDKtXB3lnmuHbG95BpYTIn4m3mjsDupVD/Dk7UHodYEBXjB0DuqKBDOh6DCRWZUAnNpRAjgGdwERCCd2ALlPFW9WpYKTbCugVO7O3dKprwMOdXZMQVcRmhCtTk3KzG+4mLT7YLP8IgH7vjPVYuS/dWH7dyvGYdmc71KgQZ/zsxns70X7go/VYuqdwTPEISBep7uZn3cEM/Lz9FN5ZtM/49bhBeZiy/d84nnUcBSi8l/2Rto/gjfVvoHOl8zB1zTykFyQid+R6O1PQ0mbhwYUYs3wMumZl4YaM03imVg3kZrTBr0Pe0jKeqigDuqqD3J8d8K4DDOiKsWFAVzQwRPfExETk5+cjKytLzwCs6sgBBnRHdkWkMQN6RGy2PYhuQA9MFR8+cz1S9xZB0mWtauClG7x3Jt1N9fPPVh3GC9/vQEx0FP5yRVPc2LGO7TiYG1IButtU9WW705DyceH1XIOT6+GJy+xlENhd7M/bT2Lk55v8mt/fqwEe6NXQ+J3dNHS748l2yf/67XfELuppTqHfdvQMbp2yBgUFhSAubh3430PJqF6pPHaezMHNnz+NuOq/+jpXPBeH7w9sR2KN1kgbPMfpdMjaH93/Kwat+D8k5eYagP5WtSpoFn09Jl/7ONkYlEIM6JRushY74C0HyhygC6B7/vnnDZefeeYZJCQkGH/++uuv8dxzzxl/vvrqq/0+k33mzp1rfD5mzBjccMMNtiLFgG7LJseNGNAdW6a1AwO6VntdiTOgu7JNWyfdgB64GyrS3UXau/mhPmdMYZbT6ufinL04b29+Xht0Pno3q+Z4OlSA7qYae05uPnq/ugy5eUUx+lOfxrizW5LjdYTq8PXaIxj37Xa/j++/sAEe6F0I6LrS65/4ajN+3HLCN27L2hXw0d0dfD+//cteTPp951z+csQljXB/7ybGf5N1fv5HoOlTQFSRN5ecOYsJ5c5D+o0zyfxxKhS3+Sv03PJvo9sdaRmYXqUSLqp6E56/6FGnUhFpz4AeEZt5EHagRBwoU4BuBm0zhKempuL111/HhAkTULVqVePP4hkxYoTxv+afT506hVGjRhmfJScnWwaFAd3SIlcNGNBd2aatEwO6NmtdCzOgu7ZOS0fdgC5Bd1y/5kaKuyxaJhcTGxONpY9317I2FVGnu7jyRYR5TLdXhFEBupuU+w2HMnHHB/4vGm7tVBdPXdFUxU6/vuIlwIB3V+FQerbv9/+8oSWuaFUD5iMRM4cWwTPF4JnZeXhmzlYs3HYSFeJiMGNoBzSsVrgZIp73ftuP//y8x28o8b29sVOSAejDP1iG1NiUYlNZVuVynLl4DMUU3WnkZuOSbwsryPc9cwY/JSbiT01GYED7Qe70NPdiQNdsMMuzAyXoQJkCdAHajRo1MuxctmyZb5dc/l7uipuBXbQdO3asAeVNmxb+izMQ4MPFhwFdz7eXAV2Pr25VGdDdOqevHwO6Pm/dKOsG9EDQ/W3XKTz8yUbfVJ+7tjmubVvLzdS19nFyHZeYyKKdp/DIp0XrEr974boWuLpNTcfzpAJ0WbSuT4tqGD/QXoXx09m5uCjgajzz7rbjxYTosOvEWdz47irfp3KO8kWHk+J8TucUaoc+61we7pq+DiLVXTwd61fC+0PaIi4uzgD0l+duxPRDIxAdV7QL3zY7G5MbDsbZ7iOdToO0/a0/3opDZw6hUn4+MqKj8XDzF3BL616kY1CJMaBTOck67ID3HCgzgG6GapHOLgFdWC5S3rt27epLW9+5cyeeffZZ4x/xyD9LQDf3lynymZlF19vIMIr/QD558qT3oloGZsSA7q0gCkCvUKEC0tOLzrx6a4Z/vNmIeJw7dw45OTl/vMV7cMUC0MuXL4+MjAwts+v0z0WG7sqnLvTpbzlyGrdOXo1K8bFYOKqblnFVRYPN20pz4q97IdKkxXNdu9oQLx/cPOLf0dnZ2cbfE5VHzEXM6fauSbYr0Yvx5m09gf+btRUCWDs3rIyJt7X1q7KuMifZV6Tf3zZljVEwUDwZ2Xl4Z3Bbo0Cc2EUfLyr9t6xBMVQxjYsnLDHGWziyW7Eq59Kz69vXhtg9F0+5cuUQHx+P+Rv2I+Wrb1G+/oeILpeGhufO4d9HjqFhj78gu9MwLXO1Kzpy0UisPLbS19y4Yq1BXbvdI9quWjXnxz4iOkEejB1gB1w7UCYAXQD1nj17fCnrwQB94MCBvpT1QEAXqe/jxo0z0t/FEwzQ+/TpU8zk+fPn+4qguI4Ad2QHSokDUVFR/H33UKw4Hh4Kxu9T0RWT9LPn0PFv/0PlhFisHluYgiufpn/5xvjjzhf7ec8QAG7nlzI9Fd+vP4yXBrXHoOTCM9VOH6p4TPhhK179cStGXtYCoy5v4Wga7/+6E8/N3ohhvZtizLWtHfW103jxjuMY/M4S9GhWA92bVjfm2aBaeew7edbovvqvV6By+XJ2pBy3ufb1X7DhQDrmjOiFNklV/PqH8kzGRH4v3r6jE6p+ciN6RG9EwdBZQJOLHM+DssOYRWPw9bavfZK/3JyqzT/VeQsv+WEH2IGy6UCZAHSxez516tRiERLn0EePHo2XX35ZeQc9VPg5xV3PXwzeQdfjq1tVTnF365y+fpzirs9bN8o6U9zDnYG+5NWlxi6muOZKXHflpedAWhaum7jS2N1dMNLZDr+b6u+Ba6dKcVeZS2D1fer4BOrf/P5qbD9WmFounk/u6YjmtRKphzX0jDvO1x3FuH7noX+72n5jyCMZrwxo6dvBFzvoIitRZJkMnroGmw+fhrij/W+HHkKb6N1IGzwbebXaapmrXdEpW6Zg8ubJRvOCvAQsHPCd3a4Rb8cp7hG3nAdkByLmQJkA9EC3AnfA+Qx6xL5PZAMxoJNZSSLEgE5iI6kIAzqpncpiOgF9RupB497zYOeJJehMuq2NATteetwUV5Pzp7jDmwrQnVaiN8dAvqRIqhKP2SmdycMT+N3o/soSnDNVjhfV70UVfB1PuBgFfi+j0/ciccPHiC3IxelanfDinlaYsfygMa1dCUOM/z3x6E4d03Sk+dnOz/D6usJCws0rtsd7l77hqH8kGzOgR9JtHosdiKwDfwhA5yrukf1SUYzGgE7hIp0GAzqdl1RKDOhUTtLo6AT0cCAUbheTZmXuVeTurnhxIF4gOHlkYTZRsV6eYXbSX7SlAnSnlegD56nrujMxjvm7MfzCBujy0m9+w1cpH4t5I7o6tc5We/lyIFiM/Nacn4eqk3sh+vRhn+6sVv/AiNWFRX29BOgLDy7EmOWFleQvqNYTr/b+hy0vSqIRA3pJuM5jsgORceAPAejCSr4HPTJfKKpRGNCpnKTRYUCn8ZFShQGd0k11LZ2AHm4Hl2KnWX31wRXC7fxbjakC91KbCtDlbvDMoe3Rqk5Fq6kX+1znMQSZfi+vohsydQ02HT7tm8MdXZPw2KWNHc/ZTodQMcrIysUlry0zJFY82ROxB1eg8qc3+UkebTsMXVMvR5uo3fgm/i/Iq9UGaYPn2BlWa5utaVtx38L7jDEGNb4TIzoU/tmLDwO6F6PCc2IHaBwok4BOY409FT6Dbs8np60Y0J06prc9A7pef92oM6C7cU1fH52AHg4QVSBYnxuFyiovD0R18sFT10IlNZwK0OVu8IJHuxarVm7HQ53HEAJf3hzLzMG7v+3DrhPZ6JBUEQ/2bgBdxcRC1RgIvIM9OmM/qk7u7WfVJNyIF7IGoUf0BnwU9zwy63RFzq2f2LFTa5v5u7Zi7NpCKO9T82aM6/mI1vFUxBnQVdzjvuyAtx1gQFeMDwO6ooEhujOg6/HVrSoDulvn9PVjQNfnrRtlnYAeLkVadxEyN17IPoG7u060AndhnfSVbakBXewGu3l0HkNQTb93sx5zn2DfTfnSyHxvfIUf/4z49R/7uiZnvYXjqIJhMd/ir+Wm4cuCS3DJyCmq01Hqn5aVg+u/GQyUO+bTeartS+jXzFmBQ6VJOOjMgO7ALG7KDpQyBxjQFQPGgK5oIAO6HgOJVRnQiQ0lkGNAJzCRUEIXoEtQDVUJnWKnmdAGPym5uxusyredMVXPblMAOsWLApVMAiufVNPvrfStPr9u4gocSMv2u0Ug1Hrjck6i4pRLgaw0DDk3BovyWmNU7OfGP5PL3YobHizZ894zNn2HiVtf8Fvy7c3vxP2tvZnmzoBu9e3kz9mB0usAA7pi7BjQFQ1kQNdjILEqAzqxoQRyDOgEJhJK6AJ0q0roFABJaIOflOrubjD4czJXCkCXL0Ba1amAmUM7OBne1zZcMTVXgqZO8ny72/R71fGD1UeQvxt9WRMMSa7nG0Jcs1bh5+cRvfRtfFNhAB46fgv+GvsBhsXOxckLn0FBl3tVp6PU/7eDK/Dn5X/y07irxV249/ySnVeoRTGgK4WbO7MDnnaAAV0xPAzoigYyoOsxkFiVAZ3YUAI5BnQCEwkldAG6nTPmJQ1poWxU3d1VPbtNAehWL0jsfIUoCt6FGkc1y8DO/MO1CXZHfKgXMwLQyx9ejtjpA1AQXxlLBi5C/Tl3omHGSmRc+zbOnXeV6nSU+49aNAorj680dKrHV8fbvSeiTqL/He/KgxAJMKATGcky7IAHHWBAVwwKA7qigQzoegwkVmVAJzaUQI4BncBEQgldgG4nPVoVhAlt8JNSLa6menabAtApzviHKqam6rvV8QdVfTv9g30/Q70wEoCekJCA2JebISo7Hek3zjB21GOObjD+nNvA3Rl/O/N00mbJkSU4cvYIrmpwFeJi4px0jWhbBvSI2s2DsQMRdYABXdFuBnRFAxnQ9RhIrMqATmwogRwDOoGJhBK6AN1Omni4a9gIl+hYSnV3V6XInJgsBaDbyWCwY4yqF8HGoEi/tzP3cG3kffXmgnCh1ioBPW/Ok0hY9T6yLhiG+I2fGbB+MmW1savOj30HGNDte8Ut2YHS5gADumLEGNAVDWRA12MgsSoDOrGhBHIM6AQmEkroAnQ7u+PB0owJl+ZKimJ31072QLjJUQC66hzk/HTchU6Rfu8quKZOgS8JwhUtlIB+duP3qPzFEAPIBZyL58SjO1Wn8ofrz4D+hws5L/gP5AADumKwGdAVDWRA12MgsSoDOrGhBHIM6AQmEkroAnQ7O69UEEloBwLvwnajLXdn+7erhXH9mjuWoAB01V18OWn5ouWVAS1xacsajtcSrANF+r3qRAJfxIQ7by8BPSMjA9UmdvTBuQB1sYPOjzMHGNCd+cWt2YHS5AADumK0GNAVDWRA12MgsSoDOrGhBHIM6AQmEkroAHS7KcyqIEtog0+KYndXtbgaBaCrXhUnDZHn6QMrm6t4T5V+rzIH0dd85nxG6iFM/HUvhnSph9F9m/hJmwE9ceFzRpq7eHIb9ED6jTNVp/GH68+A/ocLOS/4D+QAA7pisBnQFQ1kQNdjILEqAzqxoQRyDOgEJhJK6AB0u4BqF+QJl2spRXG1mCyullQlHrNTOluOGdiAAtDt1ACwMzEdWQ46NO2sJbCN+RjGrPXHMGP5QaT0aoiUXg1CAnrCyveQ+PPzhZ/HlEP6DR8YoM6PfQcY0O17xS3ZgdLmAAO6YsQY0BUNZEDXYyCxKgM6saEEcgzoBCYSSugA9Oe+244vVx8JCjvmqVOc9ya0wpCigEfVO94pAN1ODQA73unIcvBK7QFzlsGsdceM4w3BUvn9UtzfSUbU2RM+6/KrNsWpu36yYyW3+d0BBnT+KrADZdcBBnTF2DKgKxrIgK7HQGJVBnRiQwnkGNAJTCSUoAb0e2esx8p9hQW0qpQvhw/vag+xkxzqsXNWnXC5llIUgC4GUVkXBaBT3TFPcSY/0HSvVO83x3r+thPYfPg0Zg5tj1Z1KvpN2Qzo1V9rGrCcKJx4dIfl94obFDnAgM7fBnag7DrAgK4YWwZ0RQMZ0PUYSKzKgE5sKIEcAzqBiYQSlIC+6XAmhkxd6ze7+3o2wEMXNQw54+smrsCBtGzMTumEpCoJhCtzJ6V6h7kcVWVdFICu8oLA7JyOu9Cp0u/dRbiol/ksvEhvF8+KJ4vfaW4G9Eqz7kO5nT/6RHLOH4jMK8erTuUP1Z8B/Q8Vbl7sH8wBBnTFgDOgKxrIgK7HQGJVBnRiQwnkGNAJTCSUoAT01L1pGD5zg9/shvWoj0cubhRyxl6BNTlBqvmo6HgJ0IUvVLAvPaZKv0Hr1cEAACAASURBVFf9a2CulSAyBSrFx2DByG7FZM2AjrxsJC4ej5gT25FbvSXO9nwciI5Rncofqj8D+h8q3LzYP5gDDOiKAWdAVzSQAV2PgcSqDOjEhhLIMaATmEgoQQno+QUFGPTeKuw6keWb4ZQ72qFDUqWQM6basaayhAoeVdalCujh7vR245NKNkCw8WT6fbDdajfzc9tHZgfI/l0aVcGk29qEB3S3g3E/nwMM6PxlYAfKrgMM6IqxZUBXNJABXY+BxKoM6MSGEsgxoBOYSChBCehiWocyctDvrVRjN/KtW9ugTV3/87yBU6c6801lCdXZbZV7yFUBneKqOLOfMhuA6i506h15ldjLuQiNPi2qYfzA8xnQVQy10ZcB3YZJ3IQdKKUOMKArBo4BXdFABnQ9BhKrMqATG0ogx4BOYCKhBDWgO706zSt3YktLqeBR5cWDKqDL1O1QwOn060NZdd1rlfvlCxnhSbAr1sTv/VLcnZrH7Ys5wIDOXwp2oOw6wICuGFsGdEUDGdD1GEisyoBObCiBHAO6fRMzs3MRHRWFxDh9Z1ypAd3p7i01TNp3t3hL1evRzIoq15OpAjr1Sw+Vlw2BLjt9gaMSTzt95ZEG0Xb0ZU0wJLlesW4M6HactN+GAd2+V9ySHShtDjCgK0aMAV3RQAZ0PQYSqzKgExtKIMeAbm1iQUEBHvh4I5btSTMaX9y8Oibc2Mq6o4sW1IDuFA7lOWBxFdvslM4uVkDXhRIenb6oMK9CFdD/OmcbZq8/ivt61sdDF4Uu0GfXOZWXDYFjqPhid75O2slaAaKPOH8uzqEHPgzoThy1bsuAbu0Rt2AHSqsDDOiKkWNAVzSQAV2PgcSqDOjEhhLIMaBbm/jJikP4xw87/Ro+f21z9Gtby7qzwxbUgO5mt5Uqrdzh0os1p4RHlRcP4QB9/tYTmLvxGMqXi8GADrXQsX5lv3WM+mITFm476fvd64Nao1ezqkrWUL648FLGhDDlubnb8eWaI4Y/7w5ui84N/f0Uv2dAV/r6FOvMgE7rJ6uxA15ygAFdMRoM6IoGMqDrMZBYlQGd2FACOQZ0axMl5JpbpvRqYJyRpX6oAd3NeWWqwmyq3sidYoqz2yrp8qEAfcnuNDz4cdE1duL4w/cPJ6N6Yjlj6dm5+eg5fomfDZe1qoGXbmipZI3bc+NrDmQY45qr+MsMi1DnvZUm6rDz95uO48//3eLrVTkhFv97OBnlYqL9lBjQHRpr0ZwBndZPVmMHvOQAA7piNBjQFQ1kQNdjILEqAzqxoQRyDOjWJq4/mIk7p631a/j18E5oWC3BurPDFtSA7ub+b6qrzRwuvVhzN7v/4cZ0mxkQCtDf/mUvJi3a5zfkyD6NMbRbklZAz8svQNeXFxtjvDygFfq2rB7WatF+6PR12HAo02gnKvlPvaMdYqKjQO2xSsz/PW83pi074Cfx/pB2uKCB/7WADOgqLhfvy4BO6yersQNecoABXTEaDOiKBjKg6zGQWJUBndhQAjkGdHsmTl6yH68v2GM07tygMt4d0tZeR4etqAHdDWyr3BnucLlhm1PDo9v7w0MBuvk7IRfy5i1t0KNJ0bnpkV9sws/EKe4PfLwBS3cX1kMQz7h+zdG/XejjFjNSD+HlH/2PaIy+rCmGJNeFmwwLyhibtd78eQ/e/W2/n/zcBzujdqV4v98xoNNGgAGd1k9WYwe85AADumI0GNAVDWRA12MgsSoDOrGhBHIM6PZMlKnAsvWCR7uiUkKsvc4OWlEDuptdYwnGoapoO1hOyKZ7T2bhmw1H0bBqQsiz/PJFAdU83GQTiAWEAvTc/AIMn7keq/cXpo7XqBBnpGSbn8e+3IT5W08aAD2kSz20ql1Byb5zefno/op/2rwopCYKqoV6Jv6619gpNz/yiIacH9Wd6iqLy8zJw/AZ67H5yGlDZliP+njk4uJF9RjQVVwu3pcBndZPVmMHvOQAA7piNBjQFQ1kQNdjILEqAzqxoQRyDOj2TAw8h67rzK4XAP0f/9uBT1YeRnKjKvi/K5qgaY1EeybZbLVsdxpSTGe3g1XFX38wA09+vRUH07Pxlyua4uZOdW2qh27mNjMgXJG4wBc35srjsjCdmNHslE5IqqJ+JMKc3i5XemmL6nhlYOhbBQ6lZ+P6d1YhNy/f6BIbE43/Dr8AdSvHw+1LC+VghBEQZ+zjYqIQXy74dYYM6LTuM6DT+slq7ICXHGBAV4wGA7qigQzoegwkVmVAJzaUQI4B3Z6JcqdRpAWLlOFWdSpg5tAO9jo7aEUJ6G4ql/+05QRGf7XZN+PqFcph7oPJiI2OcrCK8E3HzNmGOeuP+jX6ZVQ33/3yaWdzceWbqRC7xfKZeFsbdA1y5ZaTSblNmQ8H6IEvbsQu+ei+TYxpyc/E7rlIQ6d63vx5L979rXBHPCoqChNvFdeRFa92bh7PfH2ZecddHoGgeoFAtcZwOgzotC4zoNP6yWrsgJccYEBXjAYDuqKBDOh6DCRWZUAnNpRAjgHdnonmncbHv9yMjOy8kPc021MM3ooS0N1cUzZh/m58sNS/UNfk29uhY33/Ql0qa3xmzjZ8EwDoC0d2RcX4wiMDYnwxD/Nzf6+GeKBXA5VhfcBshmg7guEAXb64GdfvPIz9ZjsqxccY98eL4w/yzLuO9PHpyw5g/LzdsFvhXs5FzE98d+URDTdHIOx4prMNAzqtuwzotH6yGjvgJQcY0BWjwYCuaCADuh4DiVUZ0IkNJZBjQLdnovnqsYmL9mHG8oPGmWK5W2pPxboVJaC7uabMvDsrZ/vtg8moUynOevI2WyzaeQqPfLrR11rszc8ypYD/suMkHv1sk5/awxc3wr096tscIXgz6YfTHe1wgG5+cTNp0X6IlyLizHzLWolG+nhSlXgD2KkfJ3ehmzMp+rSobnx35bl+BnTqyJQ+PQb00hcznjE7YNcBBnS7ToVox4CuaCADuh4DiVUZ0IkNJZBjQLdnohlk5M602I1cMLKbPQGbrSgB3U1Kt0gvv3fmOuw4dtaY8eDkenjissKUbcrnrV/24h3TFWWieNrMuwuPDMjK4nK8tvUq4r0hbREXcB+20/m4ySgQY4QDdPOLG1HcTEC5+F4IEJ617ih01Spwche6mIdIcRcvJsQ/Yo4izV3s7F/y2jJjvtTfY6excdKed9CduGXdlgHd2iNuwQ6UVgcY0BUjx4CuaCADuh4DiVUZ0IkNJZBjQLc2MRgMSTAzFwWzVrJuUdKALmfo9koy6xUWtpBnogXAip3tA2nZ6Na4CirExWDe1hMGNL47pB1qViiHaonl7MqGbefmTL4VoAfuQMvvhZyIzrPddne/i4rjFV7HZv7uCljXVU+BJGhBRBjQaZ1lQKf1k9XYAS85wICuGA0GdEUDGdD1GEisyoBObCiBHAO6tYnBdl5f+H4HPlt12Oh8easaeLF/C8QQFFKjBHSVK7RU+lo7Cr/q4aJSuzi/bX7+78pmGHRBHTtSttv8b9NxPPXfLUb7a9vVwnM2C7eF2kEPTDMX165d/VYqTpw+55vTywNaoW/L6rbn6KSh3ZcoEsjlywKZoSDOr4sr4KyuaXMyp0i0ZUCndZkBndZPVmMHvOQAA7piNBjQFQ1kQNdjILEqAzqxoQRyDOjWJgaeXT57Lg+9/r3Ur6MoYCYKmak+lICucoWWhDiqO8gDfZHVw2cObY/5205B3NVtfh7o3RD3X6hWFM6sdzgjG9e8tcJvjMcvbYzbuyZZhiwUoAe+uBH3od/z4To/vbu6JWFUn8aWY7hpIOMbrgidfIlgPgtvPqIhCsY5PZPvZq6UfRjQKd0EGNBp/WQ1dsBLDjCgK0aDAV3RQAZ0PQYSqzKgExtKIMeAbm1i4FnuDYcycccHa/063tqpLp66oqm1mEULSkA3n48WVcWdPG7OrzvRN89t9vqjeOnHXX7dxbVkAhypnq/WHMHf5vrv0ouic6L4nNUTCtDlHeiyWODhjBxc81aqn9x9PRvgoYvUX9wEm6NMXQ/3EkXOMRDCzan4us7JW/nq9nMGdLfOBe/HgE7rJ6uxA15ygAFdMRoM6IoGMqDrMZBYlQGd2FACOQZ0axMDd5Ozc/Nx4b+XoKCgqO+IixvhHsUq40KNEtDtnlEO5oDbiufWbha2MM8tv6AA981cj1X7MozPxFn0t29tY1fKVrtjmTnG3erm589XNMUtnepa9g8F6MFeYogXDTNTDxqazWqWx3uD26FKeWcvRywn9HsDOy9Riq6B83/hYS7Ex4Bu1/Gy2Y4BvWzGlVfFDggHGNAVvwcM6IoGMqDrMZBYlQGd2FACOQZ0axODpYov2ZWGZ7/dBrFr2rpOBUy/qz2iosSFYWoPFaA7qfIdbMZuK57bWX2ouYk09JioKNSsSHelm3k+v2w/iXFzd+D46Rxc2LQq3ri5tZ3phqzibr4DvX+72j6t9KxciH8aVE2wpe+2kZ2XKPJFSGCxOnHNnbjuTjzRUVGYfHtbtE+iu+ve7Zrs9OMddDsu2W/DgG7fK27JDpQ2BxjQFSPGgK5oIAO6HgOJVRnQiQ0lkGNAtzbRfF66VZ2Kvg7zthzH419tIa2CTQXoqoDttuK5tZsw7govqerhgWnp4eZbUFBgAP1/1x5BlfLl8Fy/89D7vGq+Lipn/O34ZNXGykf5eeBd7JnZebj4Vf8aCjJN32pML3zOgE4bBQZ0Wj9ZjR3wkgMM6IrRYEBXNJABXY+BxKoM6MSGEsgxoFubGCpVXHWXOtjIVIAuXx6ISt3jB55vvcggLVRS5MMNKOdWEtXDnfjywdIDmDB/t99SFo7shorxMcbvVM74uwpIQCf5EiXUPeYyBT7w/Pmps+fQ9/Xlfmq3dqqDp65oRjEt7RoM6LQWM6DT+slq7ICXHGBAV4wGA7qigQzoegwkVmVAJzaUQI4B3drEcKBKDWlUgO5kpziUA9Rrk+NQzM06asFb2MkMyC8Qad/A+Hm7MX3ZAT+hSYPbokvDysbvdL3AcLK2UHOYsmQ/pi8/aFz5NuKSRrine30/2bunr8OaA4Vn/sUj0v1F2n9peBjQaaPEgE7rJ6uxA15ygAFdMRoM6IoGMqDrMZBYlQGd2FACOQb08CYG3nUd2Fqmv4e76spJmKgA3U4BMat5hUrtt+pn9TnF3KzGCPd5KKgV1flHf7UFh9KzIXalxRVkgY/cQbfavVaZn5O+gXeci74frTiEf/2w0ydTLbEcfni4C8wlEvLyC/Dh8oM4I64MbFq11Jw/F4tiQHfyDbFuy4Bu7RG3YAdKqwMM6IqRY0BXNJABXY+BxKoM6MSGEsgxoIc3UZ7jDZUqTn1fOBWg27mCy+rrIzWoXj7I8ag9s1pH4OfXTVyBA2nZCCycNnjKGmw+ctqveXLDykjdm278TlTpF9X6xaN6xt/pnEO1ly9RJt3WBuLIgHj+b9ZWzN14zK/Ldw8lo5am4ntUa7Grw4Bu1yl77RjQ7fnErdiB0ugAA7pi1BjQFQ1kQNdjILEqAzqxoQRyDOjhTbRKx7b63GmIqACdooCZ3OkOd8+20/WJ9nJu1OBvdy6y+nrg+HJn3ayz4sme+HzdCfz9m83GvezifnbxhLpf3O4cqNrJlyjj+p0HWUlenJsX5+fNz+LHuiMuNppq2BLVYUCntZ8BndZPVmMHvOQAA7piNBjQFQ1kQNdjILEqAzqxoQRyDOjhTbRKx7aqpO00RFSATpGeTv3yQXpB8fLAqa/m9qF28B//cjPmbT3hayp2z98Z3BZpuTG4dPwvRtr7gpHdjM+tvhcq83PSN9g8xBVvN7+/Gkczc4yr/569ppkP3p1oe7UtAzptZBjQaf1kNXbASw4woCtGgwFd0UAGdD0GEqsyoBMbSiDHgB7exFC7rbIXdSV3KkCnKGAmK54HVgFX/drpKj5nd14SagOvFjuTk4feEwqvH7u8VQ3835XNULV8rHEPevLffzLuNp85tD3EVXslnaYv1xrqJYr0eNb9nVBf833sdn2naseATuVkoQ4DOq2frMYOeMkBBnTFaDCgKxrIgK7HQGJVBnRiQwnkGNDDm2hnt5cSOL0E6FYF8tx+/SheHrgdW/QLd9VasLkJQB83az2mL90Pme5v53uhMke7fYOtRRawExoiRb+sPQzotBFlQKf1k9XYAS85wICuGA0GdEUDGdD1GEisyoBObCiBHAN6eBPtwDflmWoKQKcCa+rsAOG01CxJeAx11Vqo4woC0D9eugvPzNpiFGITBdnk90LuqBP8VXQlEWwtJXnPvKtFOOzEgO7QMIvmDOi0frIaO+AlBxjQFaPBgK5oIAO6HgOJVRnQiQ0lkGNAD2+ind1eynRnCkCnrDBuZ/1OvoZULw+cjBmsbbB1hSr8JgD9yMkM9Br/myEldqWpfVFZT+BcvHI+XmVN4foyoNM6y4BO6yersQNecoABXTEaDOiKBjKg6zGQWJUBndhQAjkG9NAm2t1BpiymRgHolBXGQ11J5varR/nywO0cRL9g94eHetEiAD0rKwuD3k3F5sOnIaq/P/7VFr+icSpzUe0bmOVBmdGhOjcd/RnQaV1lQKf1k9XYAS85wICuGA0GdEUDGdD1GEisyoBObCiBHAN6aBPtwiTlrjAFoFPuoMoieeZ7tlW+dpQvD1TmEQxiQ50rl4D+4ndbMWP5QbSqU8EAdZnurjIPir6BFfvljvqCR7uiUkIsxRCe0mBApw0HAzqtn6zGDnjJAQZ0xWgwoCsayICux0BiVQZ0YkMJ5BjQQ5sYrpiYuZfdnXY74aIAdMqU+2D3bNtZR6g2lC8PVOYRzKNQYCsB/bftx4w73OXTp0U1jB94vso0SPqaY9SyViIGT12LpCrxmJ3SmUTfayIM6LQRYUCn9ZPV2AEvOcCArhgNBnRFAxnQ9RhIrMqATmwogRwDemgTncBksJRpN+GhAHTKFGcnHthZrwTjlF4NkdKrgZ0uWtoEXrUmsyCCga0E9HPnzvnOnotJlfQapDHmGIn5C2D3yssDHcFjQKd1lQGd1k9WYwe85AADumI0GNAVDWRA12MgsSoDOrGhBHIM6KFNdLITbXVfut1QUQD6rZNXY+vRM0a1cZGGrfLMWncEY7/ZjsA7w91qUvnkdnzZLzA7Yta6oyHB1gzo8uWH0JFXrqnORbW/uQaCyOYQa/HKywPVtQXrz4BO6yoDOq2frMYOeMkBBnTFaDCgKxrIgK7HQGJVBnRiQwnkGNBDm+jkrmuqnWErQF+08xTWHshE+6SKuLBpVb/J5+YXYPjM9Vi9P8P4/ZXn18Q/rm+h9C2xm+ZvdxAnntrVdNMucMc8XKaAGdAf/GQDluxKM4bs1LAy3rmtDaKjotxMgayPOUYH03OM8/EUL2fIJkgsxIBOaygDOq2frMYOeMkBBnTFaDCgKxrIgK7HQGJVBnRiQwnkGNBDmxhYfCuc3VTFz8IB+vTlBzH+p12+aTzWtwnu6FLP9/PkJfvx+oI9ftN885Y26NHE/S56qDvD3X71ZFX4kr4/XMzffD1ZuGMBEtC/W38Yo7/a7Lf0wBi49UWln7lIoYBz8Yir4Mrqw4BOG1kGdFo/WY0d8JIDDOiK0WBAVzSQAV2PgcSqDOjEhhLIMaAXN7GgAHjyv1vw4+bjxofPXdsc17atFdZtqkru4QC928uLIXbJ5RMbHYWlo3v4fn77l72YtGif3zxH9mmMod2SlL4pTu/8PpSRg8e/3IyNhzJRu1IcXuzfAp0aVDbm4FRLaeIWnc11AwZPWYOM7DzMTumEpCoJfj0loL+1cCfe/Hmv32f392qAB3o11DlNS21ZpFA2FFXmZw7tYNmvtDZgQKeNHAM6rZ+sxg54yQEGdMVoMKArGsiArsdAYlUGdGJDCeQY0IubOHXJfrwasBP9v4eTUaNCXEjHzZCksnvpBNDFZMb1a479p7KMec1efxQH0rJ9cxSp198/nIzqieWUvimB92xbif3pi81YsO2Er1mtinH47qFkzwG6zJAY1+8845y9eILFTgL6vhOn0e+tVBS9IgHeG9LW9/LByhedn8sYiTH6t6tlfC/K6sOAThtZBnRaP1mNHfCSAwzoitFgQFc0kAFdj4HEqgzoxIYSyDGgFzfxtQV7MGXJfr8PXrvpfPQ+r1pIx49l5uDKN1ONz/u2rI5nr2mOivExjiPkJMU9mLjYPW1cLQHly8VgQIda6Fi/cOda5XGS6i/G6TF+CXJy8/2GTH2iJ7YcyfTUFWCyboCoeD5/68mQ95qbz6Cv2JuOr9cewbn8AvRrXTPsd0LFc6d9ZYxEPwHnAtLL6sOAThtZBnRaP1mNHfCSAwzoitFgQFc0kAFdj4HEqgzoxIYSyDGgFzfxi9WH8fx3O/w+WDiyW1jgvufDdb7ibKLjxc2rYcKNzu/ItioSd9N7q7Dz+Fk8f21zY8d88e8Fy+Rkv7i3I5rUSCT4ZhRJOK28PmbONsxZf9Qn0KR6eXxx3wVYvifNuEdcVJYXRcxK+pGF4eQ8QlWqNwN6Sc851Ph/+nIzFmwtzFrwwvl+nT4xoNO6y4BO6yersQNecoABXTEaDOiKBjKg6zGQWJUBndhQAjkG9OAmjvpiExZuO4m6leMw5urz0LOJf8X0wF7ybLX5925S3a0A3XyG+9UFuzF1yQG/qcx7tCuqJMQSfDOKJJxcNydS/cVurki1F7XNRTq4BF95ZZtX7uiW85ErDXVtmtcBXXxPxfdVPrd0qos/X9GU9DvgJTEGdNpoMKDT+slq7ICXHGBAV4wGA7qigQzoegwkVmVAJzaUQI4BPbiJTqBUKFz/zkrsO1l4Flw8bepWxPS72juOUDhAl+fcK8XHYMHIbsZO+tDpa5GZnWeMc2mL6nhlYCvHY1p1CHcFWWDfsd9sM+7hblW7Ah7v29jYMRfznZ3SGTNSD2Hir3s9c0e3LOwn1xDqajKvA/qg91djx7EzfqEQRwpK+PY3q6+V688Z0F1bF7QjAzqtn6zGDnjJAQZ0xWgwoCsayICux0BiVQZ0YkMJ5BjQg5vo9L7uNQcy8NTXW3E4IxsJ5aIx5fZ2aFm7guMIhQP0YCniZ3LyjHTypjXKG6njOp5PVhzEP37YZUD364POR82K/sXy8gsKDPg+mJaNmakHjSnIaujSR7E7nZGV5ylAD6x+HirjweuAPuCdVdhz8qw/oD/Z08hgKIsPAzptVBnQaf1kNXbASw4woCtGgwFd0UAGdD0GEqsyoBMbSiDHgB7cRKeF0YRK4A63m/CEA3R513qos9JuxrPqs+fEWdz0/mrk/X69W40K5fDVfRegQnxRGv1Dn2zwOwt/W3JdPHlZYYr1vK0njCvXBNy3rJ1o7K6Lqun929W2Glr754fSs9Hv7RXGOJXiYyEq9cfFRhcb1+uA/v2mY/jzf7f65n1165p4oX8L7f6V1AAM6LTOM6DT+slq7ICXHCgzgP76669j6tSpPm8nTpyI5OTC62HE8/XXX+O5554z/nz11VfjmWeeQUJC4Z2pWVlZeP755zF37lzj5zFjxuCGG26wFScGdFs2OW6UmJiI/Px8Izb8lLwDDOglH4PAGTCgB4+J2/u6nV5JFjh6OEB3kmpO9U0Ldrf6qD6Ncdfvd6ufy81H9/FL/Ibr1rgK3r61qAic9ESkuou7xkOlklPN2a7ObVNWY8uRotTwG9rXxthrzivW3euALia8bE8aUvekI6lqAq4vwxXcxVoZ0O1+w+21Y0C35xO3YgdKowNlAtBPnTqFadOmYfjw4QZ079y5E88++6zxT9OmTZGamgoB8BMmTEDVqlWNP4tnxIgRxv+afxZao0aNMj4zA36o4DKg6/naM6Dr8dWtKgO6W+f09dMN6N9tOo7V+9JRvly0USws3F3i+lbpTFllJ9zNzrt5duEA3Wk1dWerDt560qJ9EJBufp6+shluuqCO8avc/AJ0e3mx3+d9WlTHeNNZ+MBq6V6oMl5QACS/9JvfvONiorH48e6lEtApYl1aNBjQaSPFgE7rJ6uxA15yoEwAeqChgZAtALxRo0a+XXEzsIu+Y8eONaBcwHwgsFsFiwHdyiF3nzOgu/NNVy8GdF3OutfVCejfbjiGp2cXpd42qVEeX9x7gfvJRqinynVgskhaqIrgVksIB+gS/iO5A52RnYvbp67FvlOFWUii+N0Hd7ZDtKkC2fh5uzF9WVE1ebF7LnbR5RN41vuvV5+HAR1KPsX90teXIe1srm+ePZpUwZu3FL/+rTTsoFt9r8rS5wzotNFkQKf1k9XYAS85UCYBXQC4gG4B5vXq1TPS17t27eoDdPMOuwiGebdd/CzS4ZctW+aXBh8qaAzoer7ODOh6fHWryoDu1jl9/XQC+gvf78Bnqw77Tf77h5NRs4J/kTF9q3OnLM96u7kOTDUNPRygy7T7BY92RSXiq9TCOZWTm48/z9qK+eI8ed8muL1LPb/m5oyDT4ddgNqV/OP7+erD+HvAvfLfPZSMWgHF5txFy32vZbvT8PhXW5CZnYvG1ctj/ICWaFqz+B3yDOjuPdbRkwGd1lUGdFo/WY0d8JIDZQrQBXiL1PRDhw5BnkGX58sHDhzoS1kPBHSR+j5u3Dgj/T0UoP/yyy/F4ta7d29kZGR4KZ5lZi7x8fEoKChATk5OmVlTaV5IdHS0cXzkzBn/K4FK85pK+9xFPHJzc41/qJ/xP+7A5MX7/GSXPHEhEuNo7+mmnvebC3fjrZ9348GLGuOhixs7kv96zSE8M2sL+raqgVcHtXXUVzQWL7HE/28F/h1JP3sOvcb/hsoJsfj18Qsd66p2mL5sP/75/Xbc0a0+nrrC/5z2st2nMGz6GnRtXBXv39Gh2FCvzd+Fd37d4/f7V25sjStb11KdFkn/c3n5KBdTvDicFC9fvrzx75C8vMLr7PgpWQfE35G4uDicPetfub5kZ1V6RxcvoPhhB9iBsulAtpmPnAAAIABJREFUmQJ0GSJzinvbtm1JdtBFCnzgI8CeAVLPXwzxL3IB6KJQHD8l70BUVBTEDuG5c+dKfjI8A8MBEQ/x90PH35E9J87gjsmpOJRWmB4dHxuDb0f0QINqxXcpvRSOh2auwg8bj+Lpfq0wtEcjR1PbeDAdN7y1BA2qlcdPf+rtqK9oLP6OiP/fCnxhsmTnCdw5ORXdm1bHtHuKCpc6HsBlhx82HsFDM1fj8ta18OZg/2MKUxfvwd+/2YyhPRvh6WuK38P+0fJ9+Ot/N/qN/MsTF6N2pXiXs4lsN51/RyK7krIxmnjRK/7R8VKxbDjkbBXiZQc/7AA7UDYdKJOALkJlPnfOZ9BL35eXU9y9FTNOcfdWPMRsdKa4C31Z2CypSjwOpGUbd3WLM9RefpzegR64FrcV4OULE/H/W+np6X6y4noycb7dTdo9hdfhCue9/NMuzFh+EOHO3f/rx534OPUQysdF49lrmuPyVjUophURDU5xj4jNtgfhFHfbVtlqyCnutmziRuxAqXSgTAC6SFmfN28ehg0bZgRBprqLtHVRiZ2ruJe+7yYDurdixoDurXhEAtBlYbNXBrTEs99uN67ZevSSRhjYoQ6qlPdmqrvqVWnXTVxhvIyYndIJSVUKr+G0+4Q6g656tt3u+OHahfJF9YUGxdx0ajCg63TXuTYDunPPwvVgQKf1k9XYAS85UCYAPfAec2Ew34Pupa+Z87kwoDv3TGcPBnSd7rrT1r2Dbt5N/mnLcYz+aotvohc0qIR3B7f1qwjubhW0vVR2wMVMVK5DCwXoUtNtdXgKh0JVkVd9oUExN50aDOg63XWuzYDu3DMGdFrPWI0dKC0OlAlAL0mzuYq7HvcZ0PX46laVAd2tc/r66QT0wLRomaZtXs0TlzXB4GT/quD6VmutvPlwJgZPXYtWdSpg5tDiBc+sFQA7Kd+hdEIBuhd2qYOtS+XOeDteeqENA7oXolA0BwZ02njwDjqtn6zGDnjJAQZ0xWgwoCsaGKI7A7oeX92qMqC7dU5fP52AHnif+KRF+/D2L3v9FpPSqyFSejXQt0CHyvO2HDeu3lI5Ky+vaRvSpR5G923iaAahAN0Lu9TB1qVyZ7wjY0qwMQN6CZofZGgGdNp4MKDT+slq7ICXHGBAV4wGA7qigQzoegwkVmVAJzaUQE4noAcC3YG0LPSfuBIFpnnPGNoB59epQLASGgl51tsNXMsZSMh3U9AtFKCrpt1TuCPXZc4uUHkZQTGnSGgwoEfCZftjMKDb98pOSwZ0Oy5xG3agdDrAgK4YNwZ0RQMZ0PUYSKzKgE5sKIGcTkAPVths5b50vPHzXqzcm457e9bHwxc5u8aMYMlhJSiKsamkfQcDdLlLrZJ2T+FbsHWppPNTzCkSGgzokXDZ/hgM6Pa9stOSAd2OS9yGHSidDjCgK8aNAV3RQAZ0PQYSqzKgExtKIKcT0OW5aVHB/dKWRddqeXnXVaXAmzkccsd7waNdUSnBfrX6YICusiNP8BXxkwhMtffC2XjqNQbqMaDrdtiZPgO6M7+sWjOgWznEn7MDpdcBBnTF2DGgKxrIgK7HQGJVBnRiQwnkdAK6vG5s5tD2aFWnom+2XtkRDmafrFQeOGenVrvR2XHsDGasOIzDGedwYZNKvuJ5FLv6Tucfqr352jzx0sULZ+Op1hZKhwFdt8PO9BnQnfll1ZoB3coh/pwdKL0OMKArxo4BXdFABnQ9BhKrMqATG0ogpxPQQ52bVkkBJ1hyWAmqs95jv9kGUbV+XL/z0L9dbctpFxQAV7+ViqOZOb62f7miKW7uVFepKrzlwA4bmFPa+7ethUteW2YorHiyp0Ol0tOcAd1bsWJAp40HAzqtn6zGDnjJAQZ0xWgwoCsayICux0BiVQZ0YkMJ5HQButV1ZXLndXZKJyRVSSBYiboE5YsDp7veAsyvejPVbxE3XVAXT1/ZFF5KIzcfT+jTvJoxN5WK9+pR06/AgK7fYycjMKA7ccu6LQO6tUfcgh0orQ4woCtGjgFd0UAGdD0GEqsyoBMbSiCnC9Ctzk1TnfUmsMAnQXll2Kx1RzD2m+3o364WxvVrbjnNncfO4Kb3V/u1u6dHA4y4uKEvjdwLLzPMxxPE2l7+cRdUKt5bGuOBBgzoHgiCaQoM6LTxYECn9ZPV2AEvOcCArhgNBnRFAxnQ9RhIrMqATmwogZwuQLfaQZap0l66B93qpYITu60yCIRWZnYuPll5GHn5Bfh67REcSMv2G6JSfAxm3t0B101cafzeC2nk5iyD/u1rY8byg/BSDJ3EyG5bBnS7TkWmHQM6rc8M6LR+sho74CUHGNAVo8GArmggA7oeA4lVGdCJDSWQ0wXoVtdvyVRpuzvMBEu1lLB6qWApYGogQTYUWAs4H/T+ahzJKDpznlQlHjPv6YSqlSpg5EcrMH/rSQhIz8jOM/73fw93QVxstJNpaGkrjyeIa982Hz6NSbe1MdLcy+rDgO6tyDKg08aDAZ3WT1ZjB7zkAAO6YjQY0BUNZEDXYyCxKgM6saEEcroA3erctNxhFlA6O6UzwUrUJaxeKjgdIVyF8/cX78cbC/f4ST7YuyEevLgJEhMTsf/ICQx8bzVOnC4C+IubV8eEG1s5nQZ5e3k8QQp7IfWefJEmQQZ0ne4612ZAd+5ZuB4M6LR+sho74CUHGNAVo8GArmggA7oeA4lVGdCJDSWQ0wXodq7foqqYTmCDIWH1UsHpOAPeXYU9J87ilk518eTlTRAdFeWTCAboj1zcCPf3bmwAenp6OpL/9RsKAgb1Qpq7fJEhp+aFOTmNjZP2DOhO3NLflgGd1mMGdFo/WY0d8JIDDOiK0WBAVzSQAV2PgcSqDOhqhp7JyUO5mCiUi6FLc9YB6Fbp3dKFUPekq7nkvrd8qaB6B7qYwacrD+HF/+30TaZXs6p4fVBr38+BKe61K8Xhs2EdUbVCgg/QJeDLTtUSy+HHR7q4XyBRT3k8QciV9QruYo0M6ERfHCIZBnQiI3+XYUCn9ZPV2AEvOcCArhgNBnRFAxnQ9RhIrMqA7s5QAeZid3fDoUxDQOy0DutR351YQC8dgG63GrpMlbZ7VzjJgsOIUO7oX/NWKg6bzpeLYZc/0cNvF/3z1Yfx9+92oE3dinj71taoGB+L2NhYH6ALH0d+sRlnc/IQGx1lAH73JiV/1lucOx88dY3hpJdqCOj6fjCg63LWnS4DujvfQvViQKf1k9XYAS85wICuGA0GdEUDGdD1GEisyoDuztC3ftmLdxbt8+v8/UPJqFkxzp2gqZcOQLdbAI6yKJuKEQUFBXhtwR5MXXrAkFn8WHflYmx3fLDW90JFzi31iR6IMqW5B1u/GdBFv/yCAqRnFRaJi4kuSpFXWa9q3+EfbUDqnjRDRixn6h3t0a5eRVVZz/ZnQPdWaBjQaePBgE7rJ6uxA15ygAFdMRoM6IoGMqDrMZBYlQHdnaH/nrcb05YVwqN83hvSFp0aVHYnqBnQ7YI35bVmTowQmQjPzNmOXcfPGGApCtV9v+m4T+LCplXxxs1F6ehOtGXbJbtO4aFPNvrOkAfLepAZBKMva4IhyfWMroGA7mZsnX32n8pG/0kr/Ia4q1sSRvVprHPYEtVmQC9R+4sNzoBOGw8GdFo/WY0d8JIDDOiK0WBAVzSQAV2PgcSqDOjuDJXAK3snxsXgpxFdEEdwFl3HDroEz1cGtMSlLWuEXPSBtCzjjm+xO7xgZDd35tjodSYnFx8uP4S8AkCcBX961lbsO5UVtidF4bPjp3NwxX9SjXGC6QUrSud1QN994iwGvrvKz7s7uybhT5cyoNv4KnITAgcY0AlMNEkwoNP6yWrsgJccYEBXjAYDuqKBDOh6DCRWZUB3bqiA2MFT1hh3YcvnH9e3xJXnhwZfJ6PoAHRxPlmcU7ZTbE2e+17waFdUSoh1MnVbbUX6+m1T12LrkdO22otGiXGx+GVUV9vtwzUM50WwSvdeB3Sx1qHT12LtgcJ6COJ5Z3BbJDdUz+YgMVyDCO+gazBVQZIBXcG8IF0Z0Gn9ZDV2wEsOMKArRoMBXdFABnQ9BhKrMqDbN3Tr0dOYt/Uk5m05gc1HTqNPi2qoFB+LWeuOwpwSbV8xeEtqQBdp4ze+t9oYzM4utBOYd7NWkc4uzoOHey6oXwmbjpxB1rk8iFPeE246HxedV83NcMX6jP1mmxGzwEJ4oSrdlwZAz8svwEcrDiEzOw+XtayO5rUSSbzyqggDurciw4BOGw8GdFo/WY0d8JIDDOiK0WBAVzSQAV2PgcSqDOj2DP1pywmM/mqzr3GNCnGYekdbzFp3DBN/3YshXephdN8m9sQsWlEC+i87TuLRzzb5RrST+izv1KZ86WBesvmFgfx9nxbVceL0Oaw5kGGkvP+tX3NUTojF8dPnUC0xlvQau1Dn8WWl+1Z1KmDm0A6+KZcGQCf54pUiEQZ0bwWLAZ02HgzotH6yGjvgJQcY0BWjwYCuaCADuh4DiVUZ0O0ZKs4ti/PL8hG7uqlP9oSOomqUgH7r5NXYevSM3yJTn+hpVPoO9ciK75QvHQLHeuDjDVi6u7DqeIW4GHxwZzs0rRGZXd9Z645g7DfbjQyI8QPP900tVCwZ0O39HYlkKwb0SLptPRYDurVHTlowoDtxi9uyA6XLAQZ0xXgxoCsayICux0BiVQZ0e4b2nrAU4u5z8yPSxXUUVaME9OsnrSxWfE28WAh3OZgE1cCdZHtO2Wsld6sbVy+PaXe2M+4bj9Sz+XAmBk9da1SKn53S2TdsqJ11BvRIRcb+OAzo9r2KREsGdFqXGdBp/WQ1dsBLDjCgK0aDAV3RQAZ0PQYSqzKg2zP0o9SD+NePu3yNb7qgDp6+spnxM3VRNUpA/2b9UTwzZ5tv3n1b1sDLA1qGXfSy3WlI+XiDccf33d2T8PBFjeyZ5KBVJHbpw01Hxsx8Jl+eTQ9M7WdAdxDYCDVlQI+Q0TaHYUC3aZTNZgzoNo3iZuxAKXSAAV0xaAzoigYyoOsxkFiVAd2eoead8sf7NsX17Wv5OlIXVaMEdDHJq95cjqOZ5zDi4ka4p0f9sAsWFdavfHOFXzp/sPvC7bkWupXde9lVxwnV/7qJK3AgLRuzUzohqUqC0SzYFWvi9wzouqLgXpcB3b13OnoyoNO6yoBO6yersQNecoABXTEaDOiKBjKg6zGQWJUB3Z6hcse3f7taGNevuV+nUDuv9pSLt6IE9FCVyUPN7dTZc+j7+nK/jy9pXg3/vrHorLbbdZn7SRi2upedYqxgGvJeeHMl92BXrDGg64qAmi4Dupp/1L0Z0GkdZUCn9ZPV2AEvOcCArhgNBnRFAxnQ9RhIrMqAbs/QIqBrDgHp5kfuBlMVVaMEdHnWu0ujKph0WxvLxebmF6D7K0sgdtLlc3uXenicqEK91JQwbN7BtpwcYYNgO/jB0t4Z0AlNJ5RiQCc0k0CKAZ3ARJMEAzqtn6zGDnjJAQZ0xWgwoCsayICux0BiVQZ0e4ZKeAsGlNSV3CkB3c3Lg5+2HMdT/90Kcbd2rYpx+HRYR+PKM8onFAxTjhFOKzAjQhaOC1YYj1PcIxUV++MwoNv3KhItGdBpXWZAp/WT1dgBLznAgK4YDQZ0RQMZ0PUYSKzKgG5tqNyFDqz6LXvKNPJK8TFYMLKbtaBFC0pAD7fzH24amw+fhjhbH2rNKosMB8Mquk76Bs5BvmQJlmnAgO7E2ci0ZUCPjM92R2FAt+uUvXYM6PZ84lbsQGl0gAFdMWoM6IoGMqDrMZBYlQHd2lA7u9Chzi9bqxdvQQnoshjazKHt0apORUfToa5OLwenzjhwtKjfGweezQ9XtI4B3Y3DevswoOv116k6A7pTx8K3Z0Cn9ZPV2AEvOcCArhgNBnRFAxnQ9RhIrMqAbm2orNIerqCZbCPOeYtdWJWHCtCdFogLnDPlmszaJV3BXc7FfA5+RuohzFh+EIFXrIm2DOgq32Y9fRnQ9fjqVpUB3a1zwfsxoNP6yWrsgJccYEBXjAYDuqKBDOh6DCRWZUAPb6hdyH35p10hAc9pyKgA3WmBuMB5Uq7JrC3T7kuqgruci3keM1cchvAr2AsWBnSn32D97RnQ9XvsZAQGdCduWbdlQLf2iFuwA6XVAQZ0xcgxoCsayICux0BiVQb08IbOWncU4ho1qyrosugYRSV3KkC3k5ofbvXhrpZT+RpS3xvvdi7yBURKr4aYsfwAMrLzEOwoAAO6W4f19WNA1+etG2UGdDeuhe7DgE7rJ6uxA15ygAFdMRoM6IoGMqDrMZBYlQE9vKHyjnMBcSm9GoRsHK7ImNOQUQG62wJxcr66irmVdAV3uT7zSxWR3i6eFU/2LBYuBnSn32D97RnQ9XvsZAQGdCduWbdlQLf2iFuwA6XVAQZ0xcgxoCsayICux0BiVQb00IbuPHYGIz7fhANp2UF3Vs09KSu5UwG6SoE4uTZqmD6QloXrJq4EVcV7lb8O8qWKmIvYPQ9VsZ4BXcVlPX0Z0PX46laVAd2tc8H7MaDT+slq7ICXHGBAV4wGA7qigQzoegwkVi0JQJ+z/ii2HzuLCnExGNqtHmJjoolXpS735erDeO67HT6h1we1Rq9mVcMKU1VypwB0u2fnrZxyC/m7T5zFnPXHkF9QgD4tqqFdvUrGUKrn4q3m6+Rzs0eiX6hjDAzoTlyNTFsG9Mj4bHcUBnS7Ttlrx4BuzyduxQ6URgcY0BWjxoCuaCADuh4DiVUjDegilVic/ZVP9yZV8NYtbYhXpS7X5aXFBlzKp06lOHz7YHJYYTvV3u3MjALQqUBYpvgHq24eai0CfK95OxVncvKNJlFRUfj47g5oXisRXqngLucuX6qIn0PVD2BAt/OtjWwbBvTI+m01GgO6lUPOPmdAd+YXt2YHSpMDDOiK0WJAVzSQAV2PgcSqkQb0q95MxdHMHL9VLH+iB6KjoohXpiYnU7ulSvlyMfj1T93CilJVPacAdNUCcXKhborfTV6yH68v2OPn1f0XNsADvRsaL2dCXWemFjF3veVLFdE7VJ0BBnR33ursxYCu013n2gzozj0L14MBndZPVmMHvOQAA7piNBjQFQ1kQNdjILFqpAF96LS1WHsw028VqU/0MHZZvfT8ZdYWfLfxuG9KD13UEPf1DF0kTjR0A7PB1kwB6G52voPNRe7Et6pTATOHdrAVIln53tz44Ysa4d6e9XH/RxtCXmdmS5y4kXxhIGRDXfvGgE5sOoEcAzqBiYQSDOiEZgJgQKf1k9XYAS85wICuGA0GdEUDGdD1GEisGmlAn7RoH97+Za9vFaP7NjFSi3U/5/LysWJfBmpXjEPTGuUth5OAm9ywCq5vXxP929W27POvH3fio9RDRjvRfly/8yz76AJ0t2fHA+fj5ix7QUEBkl9a7Cf1Yv8WuKp1TVCd03dlbJBOKR9twLI9acYnD/RqiPuDVOpnQKdym06HAZ3OSwolBnQKF4s0GNBp/WQ1dsBLDjCgK0aDAV3RQAZ0PQYSq0Ya0CU4ymUseLQrKiXEEq/KX04ULBs2Yz1OnjlnfHBNm1p4sHcDiJ1e8QhwbGaCdllpXHw2O6UTkqokWM5v46FM3P7BWr92/3dlMwy6oI5l38AG4XbQdxw/i+82HjO69G9XCw2qBp8bZfV1CdV2vZC77qIq+lXn18DkJQeMqu0z7+7gmQruwr+ZqQfx0o9F9RDE7z4f1hFNayb6hYQB3fFXWHsHBnTtFjsagAHdkV2WjRnQLS3iBuxAqXWAAV0xdAzoigYyoOsxkFg1koAuU58FuAnoFSAXKq2YcpmvLdiDKUv2+0kmxsXgTE6e8buY6Ch8PVyAeLzxs9w9FwA8rl9zW1N577d9+M/PRZkBopM8d21LwNQoFKCL695ueGcl8vILi9eJNcxO6Yyq5YtecIir4f7+v51YsTcdleJj8b+HkxEXq1Ylv+g+9fNsZRJI/4R3wkPZX/gr1hCqWrpTn1Tb/+fnPXjvN//vRbBieAzoqk7T92dAp/dURZEBXcW94n0Z0Gn9ZDV2wEsOMKArRoMBXdFABnQ9BhKrRhLQ5e65ALfNR04bxcJCFeaiXKb5nHEoXfM85Dwn3dbGgEk7z54TZzHg3VV+TV+8vqWxg+z0CQXosvCbWU+e7Za/G/juKoiMAfnc2rkunrq8qdMp+LV3UnAuWPaB+N0tk9f4XojUrBiHd25rg8bVrY8aKE3covOsdUcw9pvtfq2+fbAz6lQqfFEjHwZ0nVFwp82A7s43Xb0Y0GmdZUCn9ZPV2AEvOcCArhgNBnRFA0N0T0xMRH5+PrKysvQMwKqOHIgUoJt3z8Wuryyo5mSX2tHCTI0XbjuBUV9s9v0mMS7adwWY/OVDvRvivgsL097FDrDY7RXzdPLM33oCL/5vp1GlvmfTqvjPza2ddPe1DQXo7y/ejzcW+ldHF/AtIFw84px991eW+I15Xs1EfDqso6t5yE7zthzH419tsbXzHSz7QOz4d33Z/0z6jR1r45mr3J3RV1pMQOd3f9uHyYsPoHJCjDGfYHfdM6BTOk6jxYBO4yOVCgM6lZOFOgzotH6yGjvgJQcY0BWjwYCuaGCI7gzoenx1q6ob0JfuPoW/zNrmO//95yua4pZOdbH5cCYGT13rCoTdrHXC/N34YOkBAzL/eX0LjPhsEzYcKqomL4D8maua4fnvdhhp2DI92+lYEmadVD0PHCMUoGefy8Md09Zh+7Ezvi6PXdoYd3RN8v0sQFimwItfXte2Fv52rb00/VBrlYXixDnyOQ90RsX44jUDcvMLsHR3Gh75dKMhYz6vfjonDxdNWOon371xFbx1axun9pZIewb0ErE97KAM6N6KCQM6bTwY0Gn9ZDV2wEsOMKArRoMBXdFABnQ9BhKr6gR0Uc37oleX+VKbxdRv7lQXf7miMOWaspCZlS3yHLQ88y7m9sPmE8bcPlpxyEi5Nz/fP5QMkYrt9HFT9dwuoIt287aewONfbjZebIgXCeKZObQ9WtWpiMAU+Ja1EzHhxvNRt7J/yrbTNX2x+rDx4kI84jK8N29pg+5NilL/D6Zn4+7p63z324sq+Z/fe4HfMIPeWwVR4E4+f+rTGHd2K3qx4HROkWzPgB5Jt+2NxYBuz6dItWJAp3WaAZ3WT1ZjB7zkAAO6YjQY0BUNDNGdd9D1+OpWVSegZ+fmo+d4/5TrtvUqYtqd7Y3pUl0FZmftg6euwebDpxHsXPnaA5kYOt2/Avt9PevjoYsa2ZEu1sbNGXazSLgq7hLCxZn5jOxc4xx/bHQUYmOikXWusOjdRHF2vmEVUF0tL1+kyDmeVysRn95TlDYv0u5F+r35+Xr4BWhYreiM+ZGMbExdegAH03OQ3LAybo/A1XqughekEwM6lZN0OgzodF5SKDGgU7hYpMGATusnq7EDXnKAAV0xGgzoigYyoOsxkFhVJ6CLqV71ZqpvZ1X8PCS5HkSlbPHI88rBKmcTL9O3Wx/sWrdlu9OQ8vEGvyHv6V4fIy5xB+iyKJ3bdYUDdKktAF28RAg8201RFM5sREEBkPzSb37eiOrwC0Z29f3u1fm7Dfg2Px/c2R7t6lWkDmOJ6DGgl4jtYQdlQPdWTBjQaePBgE7rJ6uxA15ygAFdMRoM6IoGMqDrMZBYVTegSwgXu7n92tTCX68+D+ViRKI0fCnZQ7rUw+i+hdCu47FKOxdntq+ftBIiVVs+E29tg66N7VVwD5yzLIDXp0U1jB94vuMlhQN0c6p+0xqJuPE9/8rxAzvWxhji4msjP9+En7ef9K3jkYsbYViP+r6fF+085Tt7Ln7ZqHp5fHFvR0RTbeE7dpC2AwM6rZ8UagzoFC7SaTCg03kplBjQaf1kNXbASw4woCtGgwFd0UAGdD0GEqvqBHR55ZY4Lz1zaAdUSvAvLiYLqrkFWbtWiPvW7/9oA8IVbjuWmYNPVh5CXj7Qo0kV13Au5iQL4ImiagtGdrM7TV+7cIAu1iHWI1L1xQ71hf/2L74mwFkANOWTX1Bg3CP/xsK9iI+Nxm+PdS8mf++MdVi5LwPXtq2Jxy5tgmqJ5SinUKJaDOglan/QwRnQvRUTBnTaeDCg0/rJauyAlxxgQFeMBgO6ooEM6HoMJFbVCejBrtwyT99cHdwNyNq1IlIvAszzueTVpcjIzkOwlHqreYcD9EDdn7YcN6rkiyvWRIX6V29shfJxMVZDuPo8XM0AeU7dzXpdTSaCnRjQI2i2zaEY0G0aFaFmDOi0RjOg0/rJauyAlxxgQFeMBgO6ooEM6HoMJFbVBehy91xM13zlVuD0VUDWrhXmwmopvRrY7abUTu50j+t3Hvq3q+1IKxygh6p8L86K684oD3W2PtJX5jkyk6AxAzqBicQSDOjEhirKMaArGhjQnQGd1k9WYwe85AADumI0GNAVDWRA12MgsaoOQJ+78Ri+WH3ESMXu366Wcad4qEeCrLz+jHh5hpxq0TY3c5IvBdycrw8F6Kqp827WYe4jz9YHxjTU71XH80p/BnSvRKJoHgzo3ooJAzptPBjQaf1kNXbASw4woCtGgwFd0UAGdD0GEqtSA/oDH2/A0t1pvlm+PKAl+rasEXLWkYBn87ltkQYeiUem1Yc79x5qHqEAXZ6lF2sQZ9Aj/YR6QRDJavyRXrMYjwG9JFwPPyYDurdiwoBOGw8GdFo/WY0d8JIDDOiK0WBAVzSQAV2PgcSqlIBuTmuX0xzaLQkj+zQOOetI7L5GIo0+cIFWlePDhTEUoKtWh6f46gTzMpL32VOswakGA7pTx/S3Z0DX77GTERjQnbhl3ZYB3dojbsEOlFYHGNAVI8eArmggA7oeA4lVKQF95/EzuOm91X4zvKNrEh67NDSgy11ZNzvNdq0IdW7bbn+37dyCayhAL4mz9IFrl9e8ybP1Ki8i3Poa6X4M6JF23Ho8BnSUkhc+AAAgAElEQVRrjyLZggGd1m0GdFo/WY0d8JIDDOiK0WBAVzSQAV2PgcSqlIAupnbHB2uw4dBp3yzfvqU1ujWpGnbWOgE6Ei8AQi3Obfp+KECXeim9GiJSxe4C1xZ4tl6m8pdU2j3xX4egcgzokXDZ2RgM6M780t2aAZ3WYQZ0Wj9ZjR3wkgMM6IrRYEBXNJABXY+BxKrUgL7+YAbunLYO4u7zf17fAm3rVbKcsdudZkthwChUJ86glwRAypT09kkV8cag1sXugQ81/1CAHomCelaeBt4p74Vdfas5q37OgK7qIH1/BnR6T1UUGdBV3CvelwGd1k9WYwe85AADumI0GNAVDWRA12MgsSo1oM9adxSiaFifFtUwfuD5tmYri4y5uZLMagAJyW6qqVtpW33+8Ccb8NuuwoJ5CeViMOX2tmhZu4JVN4QC9MFT12Dz4dNGgbhIFbsLnKw5pV3cef74V1uMlyA6q/BbGqa5AQO6ZoNdyDOguzBNYxcGdFpzGdBp/WQ1dsBLDjCgK0aDAV3RQAZ0PQYSq1IDupsd1VFfbMbCbSdQtXw5/PXqZujTojrZKt3Mh2Lwg+nZuPbtFX5Sd3evj0cvaWQpHwrQ5VEAAcaVEmItdXQ1ML8oELv64gl3172ueURKlwE9Uk7bH4cB3b5XkWjJgE7rMgM6rZ+sxg54yQEGdMVoMKArGsiArsdAYlVqQHeahv31miMYN3e736ooYU8WNYv0Dm+wgnm3d6mHx/s2sYygFaCveLKnpYbOBvIsvMiSmL/1pHGcYXZKZ51Dlqg2A3qJ2h90cAZ0b8WEAZ02HgzotH6yGjvgJQcY0BWjwYCuaCADuh4DiVWpAd3pefK3ftmLdxbt81vV6MuaYkhyXZKVyt3emUPbo1WdiiSadkVun7oWGw9n+pq/eUsb9GhifQ97MEAvyWJ3geudte4Ixn6zHZXiY5CRnYf+7WphXL/mdm0pde0Y0L0XMgZ0b8WEAZ02HgzotH6yGjvgJQcY0BWjwYCuaCADuh4DiVWpAd1pRfZPVhzCP37Y6beqr4Z3QqNqCSQrdTofkkF/F8nOzceYOdvww+bjuPi8aphwk/WZ/KxzefhmcxqqJMTgsuZFMF+Sxe4CPTGfQxefjb6sCYYk16O0zlNaDOieCocxGQZ0b8WEAZ02HgzotH6yGjvgJQfKBKBnZWXh+eefx9y5c33eTpw4EcnJyb6fv/76azz33HPGz1dffTWeeeYZJCQU/sd9YP8xY8bghhtusBUnBnRbNjlulJiYiPz8fCM2/JS8A5SAHljh2+7q/vbtdny19ojR/Nq2tfDctTS7sRIkxU7vgpHd7E6HtN2BtCxcN3GlsdtsNYcjGdm4Y9o6HMvMMebQsX4lTL69nfFnWezOK7vVvf69FGfP5Rlzs5sZQGpsBMUY0CNots2hGNBtGhWhZgzotEYzoNP6yWrsgJccKBOAfurUKUybNg3Dhw83oDs1NRVjx47F66+/jqZNmxo/iz9PmDABVatWNf4snhEjRhj/a/5ZaI0aNcr4zAz4oYLGgK7n68yArsdXt6qUgK4CkRLu7YCs3bV6Zdc5XHG3/IICA8hFgbz3Fu8vlu7//pC2uKBBZZRUsbtgXn+99gjGfVtUN6BN3YqYfld7u2Epde0Y0L0XMgZ0b8WEAZ02HgzotH6yGjvgJQfKBKAHGhoI2QLAGzVq5NsVNwO76CtgXkC5gPlAYLcKFgO6lUPuPmdAd+ebrl6UgK4KkZe8utQ400x1jdi8LceNa8CcXPmmw+dQ16Ot3p+Bhz/diDM5hTvRTWqUx67jZ/2mIO5Pv7BZVcjCbF5IJ3/k041YtPOU3zx/GdUNiXExOuwrcU0G9BIPQbEJMKB7KyYM6LTxYECn9ZPV2AEvOVAmAX3nzp149tlnjX/q1atnpL937drVB+jmz0UwZFsJ6CIdftmyZX5p8KGCxoCu5+vMgG7P18W7TuHz1YeRl1eAgR3rGGeypy07gP2nsnFh06q4s1uSPSGLVpSALiu4uwVsCaFUd5arvjAgMRgICdd3TVuLdQeLisgFjtegWgK+vPcCxERHQdVbqrUInb9+sw2z1x31k1zyeHeUi4mmHMYzWgzongmFbyIM6N6KCQM6bTwY0Gn9ZDV2wEsOlDlAl+fJJZDLnwcOHOhLWQ8EdJH6Pm7cOCP9XTzBAP2NN94oFrdHHnkEZ8/672R5KbileS7iX+QFBQXIzc0tzcvQOvedx06j33+W+I1Rt3I8DqVn+37356taYGiPhsrziI6OhohJdnaRtlvR7v9ciPSsXPwwsifqVy3vWGbprpMYOnUlKifEYslTFzvuH9jhxe+24oPFe/GXq1vgru7qXrmd0AdL9uLFuVsx8IJ6eOGG1j6Zzi8s8J3jlr/8IqUr/rv2KKYs2oVuTaph6tBOxkc3TlqGjQcz8MX9XdC6XmW3UyHpt25/Ou6etgqnswv/Do/q2wwpF1lfH0cyeAmIUP4dKYHpl8kh4+LijH+HiHom/JS8A+LviHiRlZNTWD+DHzUHypd3/u9PtRG5NzvADkTKgTIF6BLG69Sp4ztfHgjswlg3O+hTpkwpFpO7776bAV3TN5UB3drYN+bvwH8W7ArbsG+rmvjPbR2sxSxaiP+wEv+xq1q0L/3sOXT/18/GaBvH9nU9Lwn5TkF0zrrD2HbkNOJio3Ffr8bYdDgDf/p0HfafysJrt7THFa1ruZ6TaseNB9Nx46TlqF81AT+MvNAn96/vt2Hyb3t8P0sgF/Ho9NwPxssOAeji963H/aTsreo6zP1z8vKxdn86GlUrj1qV4imlPafFgO65kCA+Pt4A9Ly8wuMh/JSsAyITSwA6xYvekl2JN0ZnQPdGHHgW7IAOB8oMoAeDc2kYn0HX8dXRq8kp7tb+frfxGP4ya2vYhoOT6+KJywprK6g8VCnuVAXZ7J61zssvQEZ2LqoklDMqwD83t6homah+vuZAppGpIZ7EuGh8+0AyKiXEqlil1DfYdW/m68ru7l4fw3vWR/m4GIh70J+bsxHTluyDSPdPubABLnltmTH+iid7Ks2DOzt3gFPcnXumuwenuOt22Jk+p7g788uqNae4WznEn7MDpdeBMgHowXbJzSHhKu6l7wvKgG4vZg98vAFLd6cZjcWZ86ta18TYb7b5On827AI0q6meBmcF6Mv2pGHF3gy0rJWIS1tWDzl5WcFd9fy4HdD/eftJjPp8EwR+i3T4aonlsPtE+CMpIy5phHu617dnvoZWslDczKHt0apORWOEWeuOGjHt0qiKURhPPgLQf916BPdMW21czyY+Gzx1LVrVqYCZQ9WzJjQsr0xLMqB7L7wM6N6KCQM6bTwY0Gn9ZDV2wEsOlAlAFynr4lq0Q4cO+Xk7dOhQX6o734Pupa+d9VwY0K09Ei1kUbA3b2mNHk0KayiIXeMHP9kIAbFU1bzDAboESDnje3rUx4iLGwVdgNz5TunVECm9GthbZIhWspr7gke7Bt31vvDfS5H1+x3cdgca1685xB3iJfUEywwQcC48DvRMALo4y3n3B6uMWA9JrosZqYeKgXxJreWPNi4DuvcizoDurZgwoNPGgwGd1k9WYwe85ECZAPSSNJSruOtxnwHd2ldz6nNgSjP1feHhAP3S15YhLcu/mF+oFGvKKuP3zliPlfvSDaMCXwqIrPXkl37zMzE+Ntp4eZGbX5jSLoD3xy3Hse3oGeNnkfIu7hOPioqyNl9Ti2AZBtdNXIEDadkw76qL4SWgT/ltN17+sagWgWp2gqallXlZBnTvhZgB3VsxYUCnjQcDOq2frMYOeMkBBnTFaDCgKxoYojsDurWvoVKfZU/K+8KpAN1q19t61YUt5m05gce/2uzX/JUBrfzS6+/5cB3EHeLyuS25Hh7q3RA/bT2B9vUqommN8hAgP3/bCSSWi0H3JlXsDq+tnXyxItPUD6Rl4bqJK40U9gUju/mNKwH9ePoZ39lz+eJBNTtB2wLLsDADuveCy4DurZgwoNPGgwGd1k9WYwe85AADumI0GNAVDWRAd22gTH0OlcYu7/fu06Iaxg883/U4omM4QJ++7ADGz9vt07/pgjp4+spmxcaTO/7BYNPp5OTazP0CU8AFnAtIr1kxDjd1rI37L2xQorvjdtYYmBUhd9RF2r1Ivzc/EtBFmvuwD9dh1e8vI0Qdghf7t7AzHLchdIABndBMIikGdCIjiWQY0ImM/F2GAZ3WT1ZjB7zkAAO6YjQY0BUNZEB3bWCo1GcpaIa9UOe07Q4eDtDli4JWtStg85HTQXd7xTh2CrvZnY8oSpfy0Qa/5hNva4OujYp2wSXEB4Nbu+OURDtzXCcu2of5W08acB54Nl4C+v7jGbjqrRV+U/37dc1xTZuSO0tfEr6V9JgM6CUdgeLjM6B7KyYM6LTxYECn9ZPV2AEvOcCArhgNBnRFAxnQXRkoU5+TqsRjdkrnkBryzLdqsbhwgC6vBpud0gnPfrsjZHE6qgrucrEixf+Vn3YZ94A3r5WIT+7p6OeDXHtJF35zGmBzZoQ8Wy68TaqS4CflO4O+aDdEcTnzM7xnAzx4UUOnQ3N7BQcY0BXM09SVAV2TsS5lGdBdGheiGwM6rZ+sxg54yQEGdMVoMKArGsiA7spAef7canf42w3H8PTswrvSz6uZiL9f1wItayc6HjMUoAeegw9XnO7573bgi9WHySrLi0WEyxKQLw5Uswccm6XYQe78i3Pomw+fRqiXMBLQNx44hZvfX+036mN9m+COLvUUZ8LdnTjAgO7Erci0ZUCPjM92R2FAt+uUvXYM6PZ84lbsQGl0gAFdMWoM6IoGMqC7MvCxLzeFTH02C5ornUtI/3SY/06znQmEAnSZjm3epR48ZY2R6i537UXV9Lunr8WGQ6eNoairpcud8lcGtMSlLWsYYwQWW7OzRq+0mbflOB7/aotvOqGqspvPoM9MPWhUchf16S9tUR0vD2iFEixG7xUrIzoPBvSI2m1rMAZ0WzZFrBEDOq3VDOi0frIaO+AlBxjQFaPBgK5oIAO6KwPNaeWBqc9mQdnO/LtQV6CFm0gwQP9qzRH8be72Yju887aewONfbkZ0VBTa1q2A6hXjsGDrCT/5Z65qhhs71nG19sBOwVLn5S50abxyzJwVINY66bY2xt3mgY8Z0OVnoio9gznJ18qxCAO6Y8u0d2BA126xowEY0B3ZZdmYAd3SIm7ADpRaBxjQFUPHgK5oIAO6YwOd7A4/+MkGLNmV5hujTd2KmH5Xe8djmgF969EzGPX5JhxMzzZ0hl/YAA/2LjrvPGf9UYyZsy3sGKK96EfxBKsOH2xXnWKsSGjI+Mqxpt7Z3rgWzg6gR2J+PEZwBxjQvffNYED3VkwY0GnjwYBO6yersQNecoABXTEaDOiKBv6BAf346RzMWH4QZ8/lo2ODyrjq/ML07HDP4l1pmLRoL1bty0DgtWLB+h3NyMZfv93ug3QB5wLSnT5mQH/g4w1YursI+ivExeDnUUV3dL+2YA+mLNkfcojY6CjMeaAzalWMczqNkO0HT11jnNeWu80yc8BNtgDZpFwKXf1WKo5k5Ph6i9oBwY4lBNtBdzkkdyNwgAGdwERiCQZ0YkMV5RjQFQ0M6M6ATusnq7EDXnKAAV0xGgzoigb+gQH9xvdWYdfxsz4HRAG3a9rUDGnoyn3pEGfK5ZNQLgbfPdgZlRJiLYMgz6y7reZuBvSe45cgOzffb8zUJ3r6Uqvf+20//vPzHr/PXxrQCusPZhptrmhVHefXcf6SINwiRRVz8bJDpLT/f3tnAmZFdSbsDxppVkURWYIsoogCRgXcxSXq72AMoiaoGeMYo8QkRMcYEx19kNF/ZuIWDH8WcBLjElCzgMEYNEZxwYVFcQEBZUewXbCRfe3/OYV1u+7tu1Td89XtU9VvPU8i9D3nq3Pe7xa333u2Qd3be2u4zbRwI+xJu8IuS0DQ3cosgu5WPkxrEHS3coKg6+YDQdflSTQIuEQAQbfMBoJuCbCJCvqqz7bK8PveyOr9hUd2lpvOOqgg0N/MXC0TZ67Kev3fT+0plx7TrWQSbI84Cwr6bU8tlSlv1mTueViXdvKHwLT5nbt2y+g/L8yM2l9/ei9PnOO8grvHnzvwAE/Ww8wwiLNN5cYe9ch8mb3y80z1Mw7tKHcM79sgHIJeLuF46iHo8XC1iYqg29DTr4ug6zJF0HV5Eg0CLhFA0C2zgaBbAmyigp67EZjBcNkx3eSaU3sWFvSXVsnEl1dnvT7ugn4ytM++JZPgn5vevrpKnr+mfjp6yYpfFPAF/d2VNWJ2ad+wbZccckBbb2301Sd1l45tG05X311XJ83EbFpm/j/+65R7Z3ntMn00/y20uVr8LbG7w4ZtO+WXL6ySd9ZukCO6tffeE9UtmiPodlhjr42gx4448g0Q9MjIYq2AoOviRdB1eRINAi4RQNAts4GgWwJsooJuuv0//1gqj71RPxJtRqHNaHTwWv7pZnl64Tpp2aKZmLXdwevEgzrI+AsPC50AX2DLORfcF/RrJ88Vc/b5qYfsK/eM6Bf63pUo6E9z9++VxPXnUTgxgh6FVvxlEfT4GUe9A4IelVi85RF0Xb4Iui5PokHAJQIIumU2EHRLgE1Y0HPPu85dH/7S0s/kh39amEXo4kFdxEyFN+vPu+5dHQm+L7BR16Gb0f6H5qyVlbU75OkFNd4I9eR/O0KKHe8WqWFKha+bskhmfHGcmxm0v++i/nL0gXsrRXcvDILuVk4QdLfyYVqDoLuVEwRdNx8Iui5PokHAJQIIumU2EHRLgI0g6HV1dTJ2+lL569sfyT6t95LbhvXxpkTf/vRS2bpjt1w6pKtcW2SquVaP/bO6/SnZuZuajbz/TTFHmgWv4GZsUdvhr0OPOvp9yQNvycKaTZnb5R6rFrUdcZTfvH2nnDRudlbobxzVRX56Zu84budETATdiTRkGoGgu5UPBN29fCDoujlB0HV5Eg0CLhFA0C2zgaBbAmwEQX9w1hoZN2NF0YaPHXawnDugUzyd+yKqv7O6uddd/1zWYN301ya+Iatrt2YL+g3He+u6y7nynRdeKs7m7bvkpHGzsood37uD/PLr4afWl7qHxusbt+2Sofdmt/P8L3eWm/9P4U33NO7bmDEQ9Mak3/DeCLpb+UDQ3csHgq6bEwRdlyfRIOASAQTdMhsIuiXARhD0e55bIQ/PXlO04Ved0F2+e9KB8XTui6hfnfC6rFm/TSZfNlCmzf8kc0yY2fXcXLf87X352/yPM204vW9Hueu8hrt5R2lk8J6HFjnqrK7O7O4msmDtRrn0obezbvG1AZ3k1mEHR7ltRcp+Z/J8eX1V/e7nv7ign5wUYgO9ijQuhpsg6DFAtQiJoFvAi6kqU9xjAltmWAS9THAFqiHoujyJBgGXCCDoltlA0C0BNoKguzCCHtzF3WxmFjwm7IlRR4vZyfurE/Ycw2bWnffu2MZbe257hVmH/vPnVshDX3yB0aKquZhj0/zLLAmYMPJw6XtAG9umqNc3u8ZPmvuhbNy2U47tuY8c1T29688NPARd/S1kFRBBt8IXS2UEPRasZQdF0MtGl7cigq7Lk2gQcIkAgm6ZDQTdEmAjCLpZg/61++bJB7VbG6xB37J9l9ciM6pdbITZtte+kAfXnV/1yAJP1M0mbjPe+8z7s5lmb6bAa13+xnS56939+K+tWC9XP7og63Zmzfp/ntNXanc0l66t66SqebmT7LV6QRwE3b33AILuXk4QdLdygqDr5gNB1+VJNAi4RABBt8wGgm4JsBEEPXf0OtgEf+O2qBupRaXg3+eSwV3Fn9J+/6sfyPgX6o9S67ZPtXeWt+Zu6cF16E9/f3CD87Unzlwtv5m5Kqs7V53YXb4/tJc3Yrt+/fqoXaV8TAQYQY8JbJlhEfQywcVYDUGPEW4ZoRH0MqAVqYKg6/IkGgRcIoCgW2YDQbcE2AiCXmwU2QisWadtdnWPcxR9zJPve+eJB488+/ak+TJvdf0a6iO77y2/u6S/KuCln2yWix94S3bsMovMRW46q7dceGSXzD3Muevn//bNrHuOv7CfDD1kfwRdNRP2wRB0e4aaERB0TZo6sRB0HY5aURB0LZJ74iDoujyJBgGXCCDoltlA0C0BNoKg+3I86sQDZdSJ3Ru0wF+nHecoupHkRTWbsr4EOPqOVxq0xaxP17z+c/oSmfrWR1khZ11/nLQITFv/6V8Xy9MLP5UD2reUHw7tIcP6d5KqqioEXTMRCrEQdAWIiiEQdEWYSqEQdCWQSmEQdCWQX4RB0HV5Eg0CLhFA0C2zgaBbAmwEQfd3MjfTx81a7NwrOAX+utN6yjn9O8m+bfZS7agv40EB/+aDb8u7H27M3OewLu3kD98aqHpfs77crDMPXi9eM0TaVrfI/CjfTu8IumoaVIIh6CoY1YIg6Goo1QIh6GooVQIh6CoYM0EQdF2eRIOASwQQdMtsIOiWACss6GvWb/V2R29fXSXPX3NMwcb/eOoi+efidd7rzZo183YuH9xDZ1dwf4O4Qzu3lcmXHZFpw7JPt8iN096TxR9tkr4HtJX/PvcQ6d2xtSrgyXPXyp3/XJ6JeUintvLo5fVt8PmY9e9mN3n/QtBV06ASDEFXwagWBEFXQ6kWCEFXQ6kSCEFXwYig62IkGgScJICgW6YFQbcEWGFBN+u+zRT3Yruj79pdJ0PuejWrZacdsp/cPeJQlc5OmrtW7vrncvUd2sM27o/zauQv82pk0UebJLhJnalfqG0Ieli6lSuHoFeOdZg7IehhKFW2DIJeWd6l7oaglyIU7XVG0KPxojQEkkQAQbfMFoJuCbDCgn7dlIXeEWbm6DIj6fmuHbt2y7F3v5b1UqFjycrpfZizyMuJG6VO8Nz14EwC/6i3XD4IehS6lSmLoFeGc9i7IOhhSVWuHIJeOdZh7oSgh6EUvgyCHp4VJSGQNAIIumXGEHRLgBUWdH/t9xOjjip6fNl3H10gswJrtYsJfVQCvgQXWgMfNV655fO1w+fz/A+HSPtW9evSEfRyKcdXD0GPj205kRH0cqjFWwdBj5dv1OgIelRixcsj6Lo8iQYBlwgg6JbZQNAtAVZQ0P1R49z11fmaYKa5Pzh7jYx/fqW0adlCXrp2iFpH820QpxY8QiB/Ors/O8Cf/p9vtgCCHgFshYoi6BUCHfI2CHpIUBUshqBXEHaIWyHoISBFKIKgR4BFUQgkjACCbpkwBN0SYAUFfcLM1TJh5qoG666L9eCUe2d5Z6KXGnEPQ2F3XZ386sWV8rtX13i7wv/zB4PDVIutTHC3ejNibqbeG0nPd/wcgh5bGsoOjKCXjS6Wigh6LFitgiLoVvjUKyPoukgRdF2eRIOASwQQdMtsNEVB37htp7RpWSXNmzXz6G3ZsUuqmjeTllXNLWnWV2/Tpo3s3r1btm7dah3TiPHPnlkuf3mzRszI+I1n9pavH9UlVFx/zfr1X+kllwzqGqpOoUKj//SuzFxam3k5Sjusblyksj/N3fRv0py1smb9tqyz2f2qCHpcGSg/LoJePrs4aiLocVC1i4mg2/HTro2g6xJF0HV5Eg0CLhFA0C2z0ZQE/f2PN4uRzJoN28W4+V3nHSoPzV4r81Z/7lE0AmtET+PSFPTxz6+Q+19bk2lWp3Yt5anvDQrVTH8aeO5u56EqBwqZLwkG35m9M3zn9i3l71eHa0fU+4Utnzny7YC23q7uhab/I+hhiVauHIJeOdZh7oSgh6FU2TIIemV5l7obgl6KULTXEfRovCgNgSQRQNAts9WUBP2Hf1ooLy39LEPMnA9eV1eXRfDBSwfKgK7tLKmKaAr6qEcWyOyV67Pa9MI1Q6Rddf0maIUavKhmo1z8wNuSe2Z51A5+ULtVzp34Rla1w7u0k4e/NTBqKPXyJ987SzZt2+XFPad/J7ntnIMb3ANBV8duHRBBt0aoGgBBV8WpEgxBV8GoFgRBV0PpBULQdXkSDQIuEUDQLbPRlAT9tPGzZf2WnUWJ/eSM3jLy6HDTx4sF0hT0O55ZJo+8/mHmdmY6/ms/OjYzRb/UW6DQzual6k15s0b+79PLxIyemyUBm7fvkWBzmcUBv/rGYXJsrw6lwsT6+hurP5crJs3PateTVw8SM7ofvBD0WNNQVnAEvSxssVVC0GNDW3ZgBL1sdLFURNB1sSLoujyJBgGXCCDoltloSoJ+z3Mr5OHZ9VPFe+zXWlau25IhaNakPzt6sOwdOJ6rXLyagm6+VDhnwlzZvH23tG5ZJXcO7ysn9A4vxv467bvP6yun9e0YqkvLPtksF/zuzayyZhT+x6f3kkUfbZaz+u0nHdtmS3CowMqFfjNzlUycuTor6vdOPlC+c3x3BF2ZtXY4BF2bqF08BN2OXxy1EfQ4qJYfE0Evn12+mgi6Lk+iQcAlAgi6ZTaakqD/9Z2P5dYn3xezhvu0Q/b1JG7Oqs/l7ws+kReX7Jn6nnt+drl4Swn69p27xUyur25RemO64G7lr99wfOQm+bu/59vdvFAwf+168PUrj+8uV598YOT7x1nh4Tlr5Z5nl2fdwuwtcHrf/RD0OMErxEbQFSAqhkDQFWEqhULQlUAqhUHQlUB+EQZB1+VJNAi4RABBt8xGUxL0r0543dvle+ywg+XcAZ2yyI158n3viC7bzdT8oMUE/YbHF8sziz71ipqR8P/39cOKZvG5xZ/Kj6Yulnzne4dJf9j6tVt2yp/n1Ui76iqZ98EGeerdT7LCjx3WR84dcECYW1asjJl+b2YIvL5qz0Z/RsyNoOdeTHGvWEpC3whBD42qIgUR9IpgjnQTBD0SrtgLI+i6iBF0XZ5Eg4BLBBB0y2w0FUE38m0kvNAu3/5maganxih6IUE30nvjtPeysnbTWQfJhUd2LphJc763OUIsygh4MFiYEfjVtVvlot+/lbXOvK5cs9gAACAASURBVH11C2nTsrl8vnWXXH5ctwbTxi3feqrVN27bJc2bmbXy+TfOQ9BVcasEQ9BVMKoFQdDVUKoFQtDVUKoEQtBVMGaCIOi6PIkGAZcIIOiW2Wgqgu6vw843eu4j9M8M1xhFLyToE2auEjPlPHiVEu+LH3hLFtVskokXHe6Nopdz+TEmXzZQDu3ccJf6X724Sv73lex2FWNVThsasw6C3pj0898bQXcrJwi6W/kwrUHQ3coJgq6bDwRdlyfRIOASAQTdMhtNQdDXrN8qX53wRsHRcx9hcBT9qhMPlKF9Oog5Sqycq5CgL/90s5z/2+zN177Sdz+5M8+0bHPfMKPfYdrnj8Kbc97Nee+5169fWiX3vZwt6L/+xuFybK/yvhAI06ZKlkHQK0k73L0Q9HCcKlUKQa8U6fD3QdDDs6pESQRdlzKCrsuTaBBwiQCCbpmNNAu6mfY8bsYKmfHeOlm3eYe37tyMChe6zHrmk8fNli076o8T+/2/DpAjurWPTLnYGvR/+fVcqdmwXY7r1UHmr90oG7btlKO67y0bt+2UEw7aV3449EAxZ7SbK+z68VIN9Dd9O/WQfeWeEf0aFF/66RYZef+bsmv3nnPh++zfRh69/IjQR7mVun9jv46gN3YGGt4fQXcrJwi6W/kwrUHQ3coJgq6bDwRdlyfRIOASAQTdMhtpFvQf/PFdeXlZbYZQqQ3Znl28Tq6fuiiL6JUndJerT4q+c3khQc8dzZ+9cr2MemRB1j3N7vLmqDBzlbMDe763hH/f9tVVMmHk4dIvz8wAfxnABUd2lutP6ynVe1VZvrvcqY6gu5MLvyUIuls5QdDdygeC7l4+EHTdnCDoujyJBgGXCCDoltlIkqC/8P46mbXyc2lZ1VyGD+wkPfdrXbT3R9/xSoPXix1TNnvFehn1aLYsawu6L9z+aL4ZNR967+ysdh7Ts4P8ZuSend19abZZf27iPPr6WvnZM/XHkf3XuYfI2Yftn3XfU+6dJRu27ZInRh0l3fZpZfnOcqs6gu5WPkxrEHS3coKgu5UPBN29fCDoujlB0HV5Eg0CLhFA0C2zkRRBn7m0Vkb/6d1Mb/dts5dMv/po2auq8Dni5/92niz/dEumTq+OreUvVxxZlNgVk+bLG6v3HNnVoqqZTP2OkdXqyJQLjaD7R735wm2m1Q+561Wp2zOz3Lu+cVRn+emZB3l/9r9kKOf882CjzT386eueHFVXyQvXHJMpEhxhfz7w88gdd7QCgu5eYhB0t3KCoLuVDwTdvXwg6Lo5QdB1eRINAi4RQNAts5EUQR//wkq5/9UPsnr7X189WFbWbpPdu+tk2OH7S4+cEfXfvvKB/PLFlV6dTu1ayp3n9Q21nvwfiz6Vnzy+2KtX7pFr+QR9zsr13oh47lFvLy75TK6fulh27Nrt3fPbx31JfjC0h/jlyz3/PAhr0J2vZH0JYGYhvPqjYzNF/GPoCq1Rt3ybNXp1BL3RU9CgAQi6WzlB0N3KB4LuXj4QdN2cIOi6PIkGAZcIIOiW2UiKoP/6xVVyX84xYMGuVzVvJo9d/mXp3bF+2rs/Wj3mX/rI8IEHRCLlTy0vtOt5qWD5BN2cw25EON8xbnV1dfJuzSb51wff9kKbaebT3vlEzLFspY5hK9UW8/o9zy2Xh2evzRQdPbSHXH7clzJ/99umca8w7al0GQS90sRL3w9BL82okiUQ9ErSDncvNokLx6lSpRB0XdIIui5PokHAJQIIumU2kiLon2/dKaf+on6tdpuWVbJ5e/1u6wbDVSd2l++euGdztUKj1WFx+buelzt6nSvozy1eJ3c/t1zWrN9WdI23L8pmJHvjtt1eP2zXn/t9/tv8j+XhOWvznqmucdZ6WLaNUQ5Bbwzqxe+JoLuVEwTdrXyY1iDobuUEQdfNB4Kuy5NoEHCJAIJumY2kCHpQuH93yQB5bUWtjHlySVbvrzqhu3z3ix3XbUeEg+ePlzPNPSjo3310gcxasT7T1j9fYUb62+TNnLmvGfk3m7X5l+368+CN/C8eckfxtda6W74dY6uOoMeGtuzACHrZ6GKpiKDHgtUqKIJuhU+9MoKuixRB1+VJNAi4RABBt8xGUgQ9V7jNpmqXPvS2LPhwY4bA90/uIVcc/yXxNzwzL9jsSG4zzd0X9IUfrJPzf/tmVpYuP7abjD6lZ8HMXfXIfJmzcs9Gdeb61jHd5NpTC5eP8hZYVLNRLn7gbTHHrfmbwflffhzaua1MvuyIKOESUxZBdy9VCLpbOUHQ3cqHaQ2C7lZOEHTdfCDoujyJBgGXCCDoltlIgqAXEm6zA/qUNz+SZeu2yKQ5e9ZXT75soMx4v9Zbu+0fZVYuIptp7r6gv778k8y6cr8dlx3bTa4pIui5x8O1bNFcXr2ufkO3cvvj1/OPU/OnzvtHv+VbG297L1fqI+iuZKK+HQi6WzlB0N3KB4LuXj4QdN2cIOi6PIkGAZcIIOiW2UiCoPs7jBdbD37Xs8s9Sd+/XUvvOLHPNu+wXrttM83dF/QtW7bIWb96XT7dtD2TqQkXHS5DeuxTMHPH3fOabN+5Z0d3cx24b2t5/Mrix8NFeRv4rHwh92cKjB12sPelRhovBN29rCLobuUEQXcrHwi6e/lA0HVzgqDr8iQaBFwigKBbZiMJgu7vxl5MII2Um7O+g5eGcPryek7//eUnZxzknR8e5vIF/aXFNd7RamZK+cWDu8mJB3WQgV3bFQ0RPOatWbNm8quv95Nje3UIc9tQZfwp7f40d39E3WY5QKgbN2IhBL0R4Re4NYLuVk4QdLfygaC7lw8EXTcnCLouT6JBwCUCCLplNlwW9PlrN8iz79XK/a+ulm77tPLWkxe6FtZslEse2HNEmX9ddHQXueGM3laE/uOJ9+TvCz7xYpip5v97cX8ZkCPY0975SN7/eIu03qu5d3RZdYvm4gv6Gfe+7O3cHvW4NrNr/eKPNsnhXdpKm5YtrPqQr7Iv5Xef11d+NHVx1pp09Zs5EBBBdyAJOU1A0N3KCYLuVj4QdPfygaDr5gRB1+VJNAi4RABBt8yGq4JupPbcia+L2QzOXM1EZNqoo6XbPtV5e7x+yw45bfycrNe+fVw3+cHQ8jdX27pjl5zw81lFpf+xNz6U//nHskyZL3+pvdz/zQGeoP/ljTVy0+Pvem1+YtTRlpnSre5Pczcbwy2q2STmWLd7RvTTvYlD0RB0h5LxRVMQdLdygqC7lQ8E3b18IOi6OUHQdXkSDQIuEUDQLbPhqqD7G5cFuzfqxANl1IndC/b4D3PWyt3PLvde79e5rUwYebi0b1X+6PPGbTtl6L31Z6+buCOOOEBuObtPpg1XTJovb6yu33HdvDDtqqPkqcW1MmXeWvmgdqtoTLW3THOD6v40d/+FUmy171/peAh6pYmXvh+CXppRJUsg6JWkHe5e7OIejlOlSiHouqQRdF2eRIOASwQQdMtsuCrov3/tA/nF8yuzenfDV3rLRYO6FO3xzt113gZrbVqGWyteCt+3Hnpb3llbf5TbXef1ldP7dsxU+8lfF8s/Fn5aNIzZgd1Mj3fpMhvgnfHLubJj157N6H72tb5yZr/6frnUVo22IOgaFHVjIOi6PG2jIei2BPXrI+j6TG0iIug29BrWRdB1eRINAi4RQNAts+GSoG/evkteXb7ek+vbn1rird32r4Hd2nlTx5s3M5PdK3dt27lbHpq9Vh6a9YFs2Larwc7w09/9RG6a9l6mQXu3aiFm/Xjw+tHpveSbg7tWrtEh7vTHeTXy308vzZTs1K6lTL96kFQYb4iW6hRB0HU4akZB0DVp2sdC0O0ZakdA0LWJ2sVD0O345dZG0HV5Eg0CLhFA0C2z4Yqgm1Hq70yen3W8mDlW7cdf6eX18JBObSx7ale90Jno/lT8Mw/t6G1I96d5Nd4Z7MHrJ2f0lpFHFx/5t2td9Nr/8cT78vcFH2dVfOp7g8SIehovBN29rCLobuUEQXcrH6Y1CLpbOUHQdfOBoOvyJBoEXCKAoFtmwxVBv236UpnyVk1Wb17+92Ok1V46U9UtMUmhM9H9I+AmXnS4mC8U1m3eISPvfytz7nmf/dvI5H87Qlo0r+zIf6n+/vy5FfLQ7DVZxV657lhvB/o0Xgi6e1lF0N3KCYLuVj4QdPfygaDr5gRB1+VJNAi4RABBt8yGK4Keby33C9cMkXbV5W/yZommQXX/THR/Q7Vp73wsY558v8Eu7Ru37ZKp89fJXs1Fzh+4v+xV5Zacm46t27Rdrn5sobz38Savnzed1VsuPNKtUX7N/CHomjR1YiHoOhy1oiDoWiT14jCCrsdSIxKCrkGxPgaCrsuTaBBwiQCCbpkNVwT92cXr5PqpizK9MWeNP3jpQMve6Vb3dz5vX10lz19zjPjCnm+Xdv8c9K1bt+o2Qjnapm07pXqvKudG+JW7KQi6NlH7eAi6PUPNCAi6Jk2dWAi6DketKAi6Fsk9cRB0XZ5Eg4BLBBB0y2y4IuimGy8u+Uze+mCDt+P5t47p5uR061PuneVtFjd2WB8Z8+QSj/7rNxzfIAtJEXTLt09iqiPo7qUKQXcrJwi6W/kwrUHQ3coJgq6bDwRdlyfRIOASAQTdMhsuCbplVypSPfd89nMHdPLOOc+9EPSKpCP0TRD00KgqVhBBrxjqUDdC0ENhqmghBL2iuEveDEEviShSAQQ9Ei4KQyBRBFIn6OPHj5cePXrI8OHDsxLx+OOPy2233eb97Oyzz5abb75ZWrVq5f3dTKO+/fbbZfr06d7fb7nllgb1C2UVQY/2fr93xgp5YFb95mpfG9BJbkXQo0FshNIIeiNAL3FLBN2tnCDobuXDtAZBdysnCLpuPhB0XZ5Eg4BLBFIj6EEBzxXsuXPnihH3cePGSYcOHbw/m2v06NHef4N/r62tlWuvvdZ7bdCgQSVzhaCXRJRVYMhdr8qu3XVZP2OKezSGjVEaQW8M6sXviaC7lRME3a18IOju5QNB180Jgq7Lk2gQcIlAagTdh5pvBD33Z0FhN/XGjBnjSXnv3r0bCHupZCHopQhlv376+DlSu2VH5ofVLarkleuOaRCEKe7RuMZdGkGPm3D0+Ah6dGZx1kDQ46RbXmxG0MvjFlctBF2XLIKuy5NoEHCJQOoF3Z++PmTIkMy09WXLlsmtt97q/c9c/p99QTej8bNnz86aBl8oaQh6tLfzjPfWyXVT6nebv/2cg2VY/04IejSMFS+NoFcceckbIuglEVW0AIJeUdyhboagh8JUsUIIui5qBF2XJ9Eg4BKBJiPoI0aMyExZzxV0M/V97Nix3vR3c+UT9FGjRjXI24QJE2THjvrRYJcS63JbVn+2WZ5Z+Imc2nd/6dWxTd6mGiGsq6uT3bt3u9yVJtO2Zs2aeUet7dy5s8n02fWO8oy4lSGeEbfyYVpjvjQxnyF8jriRm+bNm4v5H58jOvkwX3hwQQAC6STQZATddgR9zpw5Dd4BgwcPlg0bNqTzndHIvaqurvYEffv27Y3cEm5vCJhfqlq3bi2bNm0CiCMETD7MF4T8sutGQswXJubfrc2bN7vRIFohZqmU+QzhGXHjzWC+MGnZsiXPiFI6zAwRLghAIJ0EUi/oJm2sQU/em5c16G7ljCnubuXDtIYp7m7lhCnubuXDtIYp7m7lhCnuuvlgirsuT6JBwCUCTULQ2cXdpbdcuLYg6OE4VaoUgl4p0uHvg6CHZ1WJkgh6JShHuweCHo1X3KURdF3CCLouT6JBwCUCqRH04DFrBnCXLl28kfPgxm+cg+7SW694WxB0t3KFoLuVD0bQ3csHgu5eThB0t3KCoOvmA0HX5Uk0CLhEIDWC3lhQ2cU9HvIIejxcy42KoJdLLr56jKDHx7acyAh6OdTirYOgx8s3anQEPSqx4uURdF2eRIOASwQQdMtsIOiWAAtUR9Dj4VpuVAS9XHLx1UPQ42NbTmQEvRxq8dZB0OPlGzU6gh6VGIKuS4xoEEgOAQTdMlcIuiVABD0egMpREXRloArhEHQFiIohEHRFmEqhEHQlkEphEHQlkF+EYQRdlyfRIOASAQTdMhsIuiVABD0egMpREXRloArhEHQFiIohEHRFmEqhEHQlkEphEHQlkAi6LkiiQcBBAgi6ZVIQdEuACHo8AJWjIujKQBXCIegKEBVDIOiKMJVCIehKIJXCIOhKIBF0XZBEg4CDBBB0y6Qg6JYAEfR4ACpHRdCVgSqEQ9AVICqGQNAVYSqFQtCVQCqFQdCVQCLouiCJBgEHCSDolklB0C0BIujxAFSOiqArA1UIh6ArQFQMgaArwlQKhaArgVQKg6ArgUTQdUESDQIOEkDQLZOCoFsCRNDjAagcFUFXBqoQDkFXgKgYAkFXhKkUCkFXAqkUBkFXAomg64IkGgQcJICgWyYFQbcEiKDHA1A5KoKuDFQhHIKuAFExBIKuCFMpFIKuBFIpDIKuBBJB1wVJNAg4SABBt0wKgm4JEEGPB6ByVARdGahCOARdAaJiCARdEaZSKARdCaRSGARdCSSCrguSaBBwkACCbpkUBN0SIIIeD0DlqAi6MlCFcAi6AkTFEAi6IkylUAi6EkilMAi6EkgEXRck0SDgIAEE3TIpCLolQAQ9HoDKURF0ZaAK4RB0BYiKIRB0RZhKoRB0JZBKYRB0JZAIui5IokHAQQIIumVSEHRLgAh6PACVoyLoykAVwiHoChAVQyDoijCVQiHoSiCVwiDoSiARdF2QRIOAgwQQdMukIOiWABH0eAAqR0XQlYEqhEPQFSAqhkDQFWEqhULQlUAqhUHQlUAi6LogiQYBBwkg6JZJQdAtASLo8QBUjoqgKwNVCIegK0BUDIGgK8JUCoWgK4FUCoOgK4FE0HVBEg0CDhJA0C2TgqBbAkTQ4wGoHBVBVwaqEA5BV4CoGAJBV4SpFApBVwKpFAZBVwKJoOuCJBoEHCSAoFsmBUG3BIigxwNQOSqCrgxUIRyCrgBRMQSCrghTKRSCrgRSKQyCrgQSQdcFSTQIOEgAQXcwKTQJAhCAAAQgAAEIQAACEIAABJoeAQS96eU8ET2+4447pGfPnjJy5MhEtDftjVyyZInceOON8thjj6W9q4np3y233CLHH3+8DBs2LDFtTnND586dKxMmTJCJEyemuZuJ6tu1114rF1xwgZx88smJandaGztjxgyZNm2a3H333WntIv2CAAQgoEIAQVfBSBBtAgi6NlG7eAi6Hb84aiPocVAtPyaCXj67uGoi6HGRLS8ugl4eN2pBAAJNjwCC3vRynogeI+hupQlBdysfpjUIuls5QdDdyodpDYLuVk4QdLfyQWsgAAF3CSDo7uamSbcMQXcr/Qi6W/lA0N3LB4LuXk4QdLdygqC7lQ9aAwEIuEsAQXc3N026ZQi6W+lH0N3KB4LuXj4QdPdygqC7lRME3a180BoIQMBdAgi6u7mhZRCAAAQgAAEIQAACEIAABCDQhAgg6E0o2XQVAhCAAAQgAAEIQAACEIAABNwlgKC7mxtaBgEIQAACEIAABCAAAQhAAAJNiACC3oSSTVchAAEIQAACEIAABCAAAQhAwF0CCLq7uaFlEIAABCAAAQhAAAIQgAAEINCECCDoTSjZjd3V8ePHS48ePWT48OFZTTE/f+CBB7yfnX322XLzzTdLq1atvL8//vjjctttt2WVv+yyy2T06NHez8zOyaNGjfL+PGDAABk3bpx06NChsbuaiPsbtitXrsyw9Bu9bNky72cffvih96MJEybIoEGDvD/nvpbLPZhL85o5qzs334mA0wiNrK2tlTFjxnhnN/fu3Tv0M5LLvBB3P3dXXnklOQmZ3ziekdznqEuXLmJymJvzkE1sUsXiekaCnzPkI9pbqtAzEmSa77N569atcvvtt8v06dO9GwY/K0yezb+D77zzToPPoGitozQEIACBZBJA0JOZt0S1OvhBnSts5rXZs2d7Um4u84HduXPnjDQGX/elPSiSt956q5j/mV9ui5VNFLCYGxv8UiP4ZYe5rf+LkRF0I+WmrJFGXyCM5AWZB5tqfuG677775NJLL/W+JPGFcOzYsRnBj7lriQwf/EU1nxyUekZMbszlf2mVD0LwixW+NCn9NonrGfHlvNAzVLplTbNEnM+IybV5hvwvd3P/3jSJl+51sWckl6HhW1NTk/ny3c/nkCFDGnxZmPtasc+c0q2kBAQgAIFkEkDQk5m3RLY6dwQ9VwZNp3I/2ItJd+4393yQR3tb5Bv5yOVt88tSsV/CorW0aZTONzoY5hkpJeh+XDPTZNKkSZLvl+KmQTh6L7WfEf+ZGDFiBF9aRU+H9wVi7iwT22ck9988PkeiJSb3Gcn3734u00Kj7v4XWObLEvPFrvmil8+RaPmgNAQgkA4CCHo68piIXoQR9Hwf5MEp7sER31wxyfeLWiLANFIjw8iHaVqQc+4U92LLCshHtMSGlY/cZ6TYsoJgDvr37+/NUEHQw+dF+xnJnbprWpK7rCd865peyTifke7du3sjvE899VTepT9Nj3a4HocR9NzPgtx/s4Izh/LNYCj1JWS4llIKAhCAQHIIIOjJyVXiW5pvDXruB2+x0Qv/Q96MPpl1zWGEP/HQYuxAPvnIx7/YL0e5UxeDzeWXqmjJK7S+NsozElxW4Au5P1rLSFS0fJjS2s/I2rVrvanUuaODwWU90VvZdGpoPyP+3hrmGVu8eLG88sorwhr0aO+nMF9i5fuiMDiLxMSYMmWK92wsWbLE+3NwLxo+S6LlhNIQgEDyCSDoyc9hYnqQT9DzjSgVG5UN/jLACLpd6sNs7uPfodC6ZSOEQeHwyxcTd7tWp7d2IfmI+oz4z9kpp5yStdFSkBzr0MO9j7Sfkc8++6zB88Ka53C5MKW0nxHzRW9ujnP33QjfuqZZMt8zkrsBnCHjf/HRtWtXbyZPUNCDAm/KBvcE8P9u/ltsn42mSZ9eQwACaSWAoKc1sw72q9Au7sGmml+OXn755YIfxMFfBliDbpfkYusA/cjmFy0j4CNHjsy7y3Q+QUfOy8tLsR2qozwjhZ4zRtCj50X7GTEtyF1Dbf7Nyx0xjN7SplEjjmeEmVh2750wz4j5nHj00Ue9LwzNZq/5mPvPhWkNa9DtckJtCEAg+QQQ9OTnMDE9KCXoudOrjVBMnTpVzjvvPO9DPXcdW7716v6O8Lk7vicGUgUbGuYXq9xZCs8884z06dMnI+u5rzMVsfwEhpGP3Pe8qWOOKbrooou8G5faZZ816NHyE9cz4u9obVpDTsLnJI5nJDi92mxKxgh6+HyYkqWekUKb+AVPB8l3UoW/Vwab9kXLB6UhAIF0EEDQ05FHp3thPnyDG70F1/gFNx3LN7W92AZYptOcgx499UFmfu3gWedB5rlToXPrBje4yjcV28RnE6ziOco3HTTIrNgzkq9uMJfBOzOCHv5ZiesZMS3IzVnuUYfhW9l0Ssb9jAT/zWMNerj3VbFnJPhZUIhn8PeC3M/+3M+SQv+mhWsppSAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAwDx4UQAAAcJJREFUAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPIIIOjJyxkthgAEIAABCEAAAhCAAAQgAIEUEkDQU5hUugQBCEAAAhCAAAQgAAEIQAACySOAoCcvZ7QYAhCAAAQgAAEIQAACEIAABFJIAEFPYVLpEgQgAAEIQAACEIAABCAAAQgkjwCCnryc0WIIQAACEIAABCAAAQhAAAIQSCEBBD2FSaVLEIAABCAAAQhAAAIQgAAEIJA8Agh68nJGiyEAAQhAAAIQgAAEIAABCEAghQQQ9BQmlS5BAAIQgAAEIAABCEAAAhCAQPII/H8/Qi8OJbz71gAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp.plot_model([model, tuned_model], data_kwargs={\"labels\": [\"Baseline\", \"Tuned\"]})" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Getting Ready for Production\n", "\n", "So now we have built 2 models manually. We can not put one of them into production. Let's pick the Reduced regression model for this. \n", "\n", "Before, we can use this model for making future predictions, we need to finalize this. This step will take the model from the previous stage and without changing the model hyperparameters, train the model on the entire _train + test_ dataset so that we can make true future forecasts.\n", "\n", "### Finalizing Models" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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y_pred
1961-01452.1794
1961-02442.2188
1961-03507.8725
1961-04495.6355
1961-05502.0727
1961-06573.4596
1961-07636.7021
1961-08637.8523
1961-09558.5107
1961-10488.9473
1961-11428.0408
1961-12483.6497
\n", "
" ], "text/plain": [ " y_pred\n", "1961-01 452.1794\n", "1961-02 442.2188\n", "1961-03 507.8725\n", "1961-04 495.6355\n", "1961-05 502.0727\n", "1961-06 573.4596\n", "1961-07 636.7021\n", "1961-08 637.8523\n", "1961-09 558.5107\n", "1961-10 488.9473\n", "1961-11 428.0408\n", "1961-12 483.6497" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Trains the model with the best hyperparameters on the entire dataset now\n", "final_model = exp.finalize_model(tuned_model)\n", "exp.plot_model(final_model)\n", "exp.predict_model(final_model)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BaseCdsDtForecaster(degree=2, deseasonal_model='multiplicative',\n", " fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n", " 10, 9,\n", " 8, 7, 6,\n", " 5, 4, 3,\n", " 2, 1]},\n", " n_jobs=1)],\n", " regressor=LGBMRegressor(bagging_freq=5, colsample_bytree=1,\n", " learning_rate=0.0025551361408324464,\n", " max_depth=8, min_child_samples=78,\n", " n_estimators=224, num_leaves=253,\n", " random_state=42,\n", " reg_alpha=3.144127709026421e-10,\n", " reg_lambda=3.7899513783298346e-07,\n", " subsample=1),\n", " sp=12, window_length=13)\n", "ForecastingPipeline(steps=[('forecaster',\n", " TransformedTargetForecaster(steps=[('model',\n", " BaseCdsDtForecaster(degree=2,\n", " deseasonal_model='multiplicative',\n", " fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12,\n", " 11,\n", " 10,\n", " 9,\n", " 8,\n", " 7,\n", " 6,\n", " 5,\n", " 4,\n", " 3,\n", " 2,\n", " 1]},\n", " n_jobs=1)],\n", " regressor=LGBMRegressor(bagging_freq=5,\n", " colsample_bytree=1,\n", " learning_rate=0.0025551361408324464,\n", " max_depth=8,\n", " min_child_samples=78,\n", " n_estimators=224,\n", " num_leaves=253,\n", " random_state=42,\n", " reg_alpha=3.144127709026421e-10,\n", " reg_lambda=3.7899513783298346e-07,\n", " subsample=1),\n", " sp=12,\n", " window_length=13))]))])\n" ] } ], "source": [ "print(tuned_model)\n", "print(final_model)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Observations:**\n", "As we can see, the model hyperparameters are exactly the same. The only difference is that the `tuned_model` has been trained only using the training dataset, while the `final_model` has been trained using the full dataset.\n", "\n", "We can also plot the two models simultaneously to check the forecasts. Since the `tuned_model` has been trained on the train dataset only, it makes forecasts for the test dataset. Since the `final_model` has been trained on the entire dataset, it makes true futute predictions. " ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Save model pickle file\n", "\n", "Now, we can save this model as a pickle file. This model can then be loaded later for making predictions again." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Transformation Pipeline and Model Successfully Saved\n" ] } ], "source": [ "_ = exp.save_model(final_model, \"my_final_model\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Load Model \n", "\n", "Now, let's say you closed your training session but want to make the predictons with the saved model. This can be done easily by loading the model again (usually done in another session)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Transformation Pipeline and Model Successfully Loaded\n" ] } ], "source": [ "exp_load = TSForecastingExperiment()\n", "loaded_model = exp_load.load_model(\"my_final_model\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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y_pred
1961-01452.1794
1961-02442.2188
1961-03507.8725
1961-04495.6355
1961-05502.0727
1961-06573.4596
1961-07636.7021
1961-08637.8523
1961-09558.5107
1961-10488.9473
1961-11428.0408
1961-12483.6497
\n", "
" ], "text/plain": [ " y_pred\n", "1961-01 452.1794\n", "1961-02 442.2188\n", "1961-03 507.8725\n", "1961-04 495.6355\n", "1961-05 502.0727\n", "1961-06 573.4596\n", "1961-07 636.7021\n", "1961-08 637.8523\n", "1961-09 558.5107\n", "1961-10 488.9473\n", "1961-11 428.0408\n", "1961-12 483.6497" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Should match predictions from before the save and load\n", "exp_load.predict_model(loaded_model)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "These predictions match with the ones we got before we saved the model.\n", "\n", "Another use case is that the user may want to forecast for a longer horizon than the one used for the original training. This can be achieved as follows" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example here shows forecasting out 36 months instead of the default of 12\n", "exp.plot_model(estimator=final_model, data_kwargs={'fh': 36}) " ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Users may also be interested in learning about Multi-step forecasts. More details about this can be **[found here](https://github.com/pycaret/pycaret/discussions/1942)**." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**That's it for this notebook. In the next notebook, we will see a more automate way to model this same data.**" ] } ], "metadata": { "interpreter": { "hash": "c161a91f6f4623a54f30c5492a42e7cf0592610fb90c8abd312086f09f8fbe0f" }, "kernelspec": { "display_name": "pycaret_dev_sktime_16p1", "language": "python", "name": "pycaret_dev_sktime_16p1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 4 }