From e925bd271d6f0db511266e75f0bb28437c8166aa Mon Sep 17 00:00:00 2001 From: Ilya Katsov Date: Tue, 26 Dec 2023 07:54:09 -0800 Subject: [PATCH] Improving the documentation and project layout --- README.md | 79 +- _resources/logo-2000x436px-gr.png | Bin 24266 -> 0 bytes _resources/logo-banner.png | Bin 0 -> 203929 bytes demand-forecasting/demand-arima.ipynb | 1225 ----------------- ...ipynb => demand-multivariate-deepar.ipynb} | 23 +- .../demand-regression-elasticity.ipynb | 709 ---------- .../demand-types-classification.ipynb | 763 ++++++++++ .../demand-unconstraining.ipynb | 24 +- .../demand-univariate-arima.ipynb | 927 +++++++++++++ .../demand-univariate-bayesian.ipynb | 331 +++++ ...nd-univariate-exponential-smoothing.ipynb} | 21 +- ...=> demand-univariate-neural-prophet.ipynb} | 25 +- .../behavior-patterns-analytics-lstm.ipynb | 15 +- .../campaign-effect-causal-inference.ipynb | 6 +- .../channel-attribution-lstm.ipynb | 118 +- .../customer2vec-prototype.ipynb | 19 +- 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.../supply-chain-reinforcement-learning.ipynb | 45 +- .../world_of_supply/world-of-supply.ipynb | 16 +- 61 files changed, 2863 insertions(+), 2884 deletions(-) delete mode 100644 _resources/logo-2000x436px-gr.png create mode 100644 _resources/logo-banner.png delete mode 100644 demand-forecasting/demand-arima.ipynb rename demand-forecasting/{demand-deepar.ipynb => demand-multivariate-deepar.ipynb} (99%) delete mode 100644 demand-forecasting/demand-regression-elasticity.ipynb create mode 100644 demand-forecasting/demand-types-classification.ipynb create mode 100644 demand-forecasting/demand-univariate-arima.ipynb create mode 100644 demand-forecasting/demand-univariate-bayesian.ipynb rename demand-forecasting/{demand-exponential-smoothing.ipynb => demand-univariate-exponential-smoothing.ipynb} (99%) rename demand-forecasting/{demand-neural-prophet.ipynb => demand-univariate-neural-prophet.ipynb} (99%) rename promotions/sequence-modeling-lstm.ipynb => marketing-analytics/behavior-patterns-analytics-lstm.ipynb (99%) rename promotions/promotion-effect-causal-inference.ipynb => marketing-analytics/campaign-effect-causal-inference.ipynb (99%) rename {promotions => marketing-analytics}/channel-attribution-lstm.ipynb (96%) rename {recommendations => marketing-analytics}/customer2vec-prototype.ipynb (98%) rename {recommendations => marketing-analytics}/customer2vec.ipynb (99%) rename {recommendations => marketing-analytics}/item2vec.ipynb (99%) rename {promotions => marketing-analytics}/mediamix-adstock.ipynb (97%) rename {promotions => marketing-analytics}/mediamix-bayesian.ipynb (99%) rename {content-analytics => marketing-analytics}/sentiment-analysis.ipynb (99%) rename {content-analytics => marketing-analytics}/virtual-focus-groups.ipynb (94%) delete mode 100644 pricing/bayesian-demand-models.ipynb rename {anomaly-detection => smart-manufacturing}/anomaly-detection-time-series.ipynb (99%) rename {anomaly-detection => smart-manufacturing}/noise-reduction-pca.ipynb (99%) rename {anomaly-detection => smart-manufacturing}/remaining-useful-life-prediction.ipynb (99%) rename {anomaly-detection => smart-manufacturing}/visual-quality-control-models/carpet_dim_100_loss_ssim_batch_8.hdf5 (100%) rename {anomaly-detection => smart-manufacturing}/visual-quality-control-models/grid_dim_100_loss_ssim_batch_8.hdf5 (100%) rename {anomaly-detection => smart-manufacturing}/visual-quality-control-models/hazelnut_dim_100_loss_ssim_batch_8.hdf5 (100%) rename {anomaly-detection => smart-manufacturing}/visual-quality-control.ipynb (99%) diff --git a/README.md b/README.md index 5369034..d3dec3d 100644 --- a/README.md +++ b/README.md @@ -1,17 +1,22 @@

- +

-## About +## What is TensorHouse? TensorHouse is a collection of reference Jupyter notebooks and demo AI/ML applications for enterprise use cases: marketing, pricing, supply chain, smart manufacturing, and more. The goal of the project is to provide a toolkit for rapid readiness assessment, exploratory data analysis, and prototyping of various modeling approaches for typical enterprise AI/ML/data science projects. -TensorHouse contains the following resources: -* a well-documented repository of reference notebooks and demo applications (prototypes), -* a collection of readiness assessment and requirement gathering questionnaires for typical enterprise AI/ML projects, -* a manually curated list of [important papers](https://github.com/ikatsov/tensor-house/blob/master/_resources/papers.md) in enterprise AI, -* a manually curated list of [public datasets](https://github.com/ikatsov/tensor-house/blob/master/_resources/datasets.md) related to enterprise use cases. +TensorHouse provides the following resources: +* A well-documented repository of reference notebooks and demo applications (prototypes). +* Readiness assessment and requirement gathering questionnaires for typical enterprise AI/ML projects. +* Datasets and simulators for rapid prototyping and model evaluation. -The project focuses on models, techniques, and datasets that were originally developed either by industry practitioners or by academic researchers who worked in collaboration with leading companies in technology, retail, manufacturing, and other sectors. In other words, TensorHouse focuses mainly on industry-proven methods and models rather than on theoretical research. +TensorHouse focuses mainly on industry-proven methods and models that were originally developed either by industry practitioners or by academic researchers who worked in collaboration with leading companies in technology, retail, manufacturing, and other sectors. + +## How Does TensorHouse Help? +TensorHouse helps to accelerate the following steps of the solution development: + * Faster evaluate readiness for specific use cases from the data, integrations, and process perspectives using questionnaires and casual inference templates. + * Choose candidate methods and models for solving your use cases, evaluate and tailor them using simulators and sample datasets. + * Evaluate candidate methods and models on your data, build prototypes, and present preliminary results to stakeholders. ## Illustrative Examples @@ -43,19 +48,30 @@ The project focuses on models, techniques, and datasets that were originally dev The artifacts listed in this section can help to rapidly evaluate different solution approaches and build prototypes using your datasets. Some artifacts can help with doing exploratory data analysis, e.g. evaluating the strength of causal effects in your data and determining whether these data is feasible for solving a certain use case or not. #### Promotions, Offers, and Advertisements -These notebooks can be used to create customer propensity scoring, offer personalization, and budget/campaign optimization pipelines. +These notebooks can be used to create customer propensity scoring, offer personalization, and content personalization pipelines. * Customer Scoring and Lifetime Value - * Promotion Effect Estimation Using Causal Inference Methods (Regression and Matching) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/promotion-effect-causal-inference.ipynb)) * Customer Propensity Scoring Using Deep Learning (LSTM with Attention) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/propensity-scoring-lstm.ipynb)) - * Customer Lifetime Value (LTV) Modeling Using Markov Chain ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/markov-ltv.ipynb)) + * Customer Lifetime Value (LTV) Modeling Using Markov Chains ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/markov-ltv.ipynb)) * Decision Automation * Dynamic Content Personalization Using Contextual Bandits (LinUCB) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/dynamic-content-personalization-rl.ipynb)) * Next Best Action Model Using Reinforcement Learning (Fitted Q Iteration) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/next-best-action-rl.ipynb)) + +#### Marketing, Customer, and Content Analytics +The notebooks can be used to get insights from user-generated content, analyze customer behavior, and optimize marketing budgets. + +* Content Analytics + * Sentiment Analysis Using Basic Transformers ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/sentiment-analysis.ipynb)) + * Virtual Focus Groups Using LLMs ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/virtual-focus-groups.ipynb)) +* Customer Behavior Analytics and Embeddings + * Analysis of Customer Behavior Patterns Using LSTM/Transformers ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/behavior-patterns-analytics-lstm.ipynb)) + * Item2Vec Using Word2vec ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/item2vec.ipynb)) + * Customer2Vec Using Doc2vec (notebooks: [simulator](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/customer2vec-prototype.ipynb), [prototype](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/customer2vec.ipynb)) * Media Mix, Attribution, and Budget Optimization - * Media Mix Modeling: Basic Adstock Model for Campaign/Channel Attribution ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/mediamix-adstock.ipynb)) - * Media Mix Modeling: Bayesian Model with Carryover and Saturation Effects ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/mediamix-bayesian.ipynb)) - * Multitouch Channel Attribution Model Using Deep Learning (LSTM with Attention) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/promotions/channel-attribution-lstm.ipynb)) + * Campaign Effect Estimation Using Causal Inference Methods (Regression and Matching) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/campaign-effect-causal-inference.ipynb)) + * Media Mix Modeling: Adstock Model for Campaign/Channel Attribution ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/mediamix-adstock.ipynb)) + * Media Mix Modeling: Bayesian Model with Carryover and Saturation Effects ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/mediamix-bayesian.ipynb)) + * Multitouch Channel Attribution Model Using Deep Learning (LSTM with Attention) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/marketing-analytics/channel-attribution-lstm.ipynb)) #### Search These notebooks can be used to create enterprise search, product catalog search, and visual search solutions. @@ -77,10 +93,7 @@ These notebooks can be used to create enterprise search, product catalog search, #### Recommendations These notebooks can be used to prototype product recommendation solutions. -* Embedding Calculation - * Item2Vec Model Using Word2vec ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/item2vec.ipynb)) - * Customer2Vec Model Using Doc2vec ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/customer2vec.ipynb)) -* Collaborative Filtering +* Basic Collaborative Filtering * Nearest Neighbor User-based Collaborative Filtering ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/collaborative-filtering-user-based.ipynb)) * Nearest Neighbor Item-based Collaborative Filtering ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/collaborative-filtering-item-based.ipynb)) * Deep and Hybrid Recommenders @@ -88,23 +101,20 @@ These notebooks can be used to prototype product recommendation solutions. * Neural Collaborative Filtering - Hybrid Recommender ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/deep-recommender-ncf.ipynb)) * Behavior Sequence Transformer ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/deep-recommender-transformer.ipynb)) * Graph Recommender Using Node2Vec ([notebook](https://github.com/ikatsov/tensor-house/blob/master/recommendations/deep-recommender-graph-node2vec.ipynb)) - -#### Content Analytics -These notebooks can be used to create content analytics tools and pipelines. - - * Sentiment Analysis Using Basic Transformers ([notebook](https://github.com/ikatsov/tensor-house/blob/master/content-analytics/sentiment-analysis.ipynb)) - * Virtual Focus Groups Using LLMs ([notebook](https://github.com/ikatsov/tensor-house/blob/master/content-analytics/virtual-focus-groups.ipynb)) #### Demand Forecasting These notebooks can be used to create demand and sales forecasting pipelines. These pipelines can further be used to solve inventory planning, price management, workforce optimization, and financial planning use cases. * Traditional Methods - * Demand Forecasting Using Exponential Smoothing (ETS) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-exponential-smoothing.ipynb)) - * Demand Forecasting and Price Elasticity Analysis Using Time Series Regression ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/price-regression-elasticity.ipynb)) + * Demand Forecasting for a Single Entity Using Exponential Smoothing (ETS) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-univariate-exponential-smoothing.ipynb)) + * Demand Forecasting for a Single Entity Using Autoregression (ARIMA/SARIMAX) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-univariate-arima.ipynb)) * Deep Learning Methods - * Demand Forecasting Using DeepAR ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-deepar.ipynb)) - * Demand Forecasting Using NeuralProphet ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-neural-prophet.ipynb)) + * Demand Forecasting for Multiple Entities Using DeepAR ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-multivariate-deepar.ipynb)) + * Demand Forecasting for a Single Entity Using NeuralProphet ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-univariate-neural-prophet.ipynb)) +* Dynamic Learning + * Bayesian Demand Models ([notebook](https://github.com/ikatsov/tensor-house/blob/master/pricing/demand-univariate-bayesian.ipynb)) * Data Preprocessing + * Demand Types Classification ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-types-classification.ipynb)) * Demand Unconstraining ([notebook](https://github.com/ikatsov/tensor-house/blob/master/demand-forecasting/demand-unconstraining.ipynb)) #### Pricing and Assortment @@ -117,7 +127,6 @@ These notebooks can be used to create price optimization, promotion (markdown) o * Dynamic Pricing * Dynamic Pricing Using Thompson Sampling ([notebook](https://github.com/ikatsov/tensor-house/blob/master/pricing/dynamic-pricing-thompson.ipynb)) * Dynamic Pricing with Limited Price Experimentation ([notebook](https://github.com/ikatsov/tensor-house/blob/master/pricing/dynamic-pricing-limited-experimentation.ipynb)) - * Bayesian Demand Models ([notebook](https://github.com/ikatsov/tensor-house/blob/master/pricing/bayesian-demand-models.ipynb)) * Price Optimization Using Reinforcement Learning (DQN) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/pricing/price-optimization-using-dqn-reinforcement-learning.ipynb)) #### Supply Chain @@ -129,13 +138,13 @@ These notebooks and applications can be used to develop procurement and inventor * Supply Chain Simulator for Reinforcement Learning Based Optimization (PPO) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/supply-chain/world_of_supply/world-of-supply.ipynb)) * Supply Chain Control Tower Using LLMs ([notebook](https://github.com/ikatsov/tensor-house/blob/master/supply-chain/control_center_llm/control-center-llm.ipynb)) -#### Anomaly Detection +#### Smart Manufacturing These notebooks can be used to prototype visual quality control and predictive maintenance solutions. - * Noise Reduction in Multivariate Timer Series Using Linear Autoencoder (PCA) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/anomaly-detection/noise-reduction-pca.ipynb)) - * Remaining Useful Life Prediction Using Convolution Networks ([notebook](https://github.com/ikatsov/tensor-house/blob/master/anomaly-detection/remaining-useful-life-prediction.ipynb)) - * Anomaly Detection in Time Series ([notebook](https://github.com/ikatsov/tensor-house/blob/master/anomaly-detection/anomaly-detection-time-series.ipynb)) - * Anomaly Detection in Images using Autoencoders ([notebook](https://github.com/ikatsov/tensor-house/blob/master/anomaly-detection/visual-quality-control.ipynb)) + * Noise Reduction in Multivariate Timer Series Using Linear Autoencoder (PCA) ([notebook](https://github.com/ikatsov/tensor-house/blob/master/smart-manufacturing/noise-reduction-pca.ipynb)) + * Remaining Useful Life Prediction Using Convolution Networks ([notebook](https://github.com/ikatsov/tensor-house/blob/master/smart-manufacturing/remaining-useful-life-prediction.ipynb)) + * Anomaly Detection in Time Series ([notebook](https://github.com/ikatsov/tensor-house/blob/master/smart-manufacturing/anomaly-detection-time-series.ipynb)) + * Anomaly Detection in Images Using Autoencoders ([notebook](https://github.com/ikatsov/tensor-house/blob/master/smart-manufacturing/visual-quality-control.ipynb)) ## List of Questionnaires These questionnaires can be used to assess readiness for typical AI/ML projects and collect the requirements for creating roadmaps and estimates. @@ -169,6 +178,8 @@ These questionnaires can be used to assess readiness for typical AI/ML projects * More advanced models that use deep learning and reinforcement learning techniques are described in *The Theory and Practice of Enterprise AI*. * Book's website - https://www.enterprise-ai-book.com/ * Most notebooks contain references to specific research papers, industrial reports, and real-world case studies. + * A manually curated list of [important papers](https://github.com/ikatsov/tensor-house/blob/master/_resources/papers.md) in enterprise AI. + * A manually curated list of [public datasets](https://github.com/ikatsov/tensor-house/blob/master/_resources/datasets.md) related to enterprise use cases. * Follow LinkedIn and X (Twitter) for notifications about new developments and releases.
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Data\n", - "The notebook uses the retail sales datasets that is availbale in the `tensor-house-data` repository." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "9FEk4BegcjZH" - }, - "source": [ - "---\n", - "# Step 1: Load and Filter Data" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "dBRKm8JGNrlA" - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import seaborn as sns\n", - "from matplotlib import pyplot as plt\n", - "plt.style.use('ggplot')\n", - "\n", - "from datetime import datetime\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 50 - }, - "colab_type": "code", - "id": "8dAmoVIJOC7u", - "outputId": "aa948790-949a-444b-e230-8f995b605c08" - }, - "outputs": [], - "source": [ - "#\n", - "# This dataset is a daily series of sales quantities for \n", - "# several stores and items (products) for a time range of 5 years \n", - "#\n", - "data_path = '../../tensor-house-data/time-series'\n", - "data = pd.read_csv(f'{data_path}/store-item-sales.csv.zip', compression='zip', parse_dates=['date'], index_col='date')" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "czaJwYP3bb4k" - }, - "outputs": [], - "source": [ - "# Take one series for store #1 and item #1\n", - "data = data.query('store == 1 & item == 1')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 151 - }, - "colab_type": "code", - "id": "eWWuyr_1OfZ0", - "outputId": "b28b99c3-1049-45c9-b010-0b50c021ada2" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DatetimeIndex(['2013-01-01', '2013-01-02', '2013-01-03', '2013-01-04',\n", - " '2013-01-05', '2013-01-06', '2013-01-07', '2013-01-08',\n", - " '2013-01-09', '2013-01-10',\n", - " ...\n", - " '2017-12-22', '2017-12-23', '2017-12-24', '2017-12-25',\n", - " '2017-12-26', '2017-12-27', '2017-12-28', '2017-12-29',\n", - " '2017-12-30', '2017-12-31'],\n", - " dtype='datetime64[ns]', name='date', length=1826, freq=None)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.index" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "mTQ7dlamOhLM" - }, - "outputs": [], - "source": [ - "ts = data['sales']" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 282 - }, - "colab_type": "code", - "id": "CezPpTNkOjdn", - "outputId": "14bbebbe-c7df-4d27-c4bd-f4b61c128b98" - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "

" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(30,4))\n", - "plt.plot(ts, color='black', alpha=0.5)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "n6MUlJIScuZF" - }, - "source": [ - "---\n", - "# Step 2: Analyze Data Properties and Feasibility" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "6Kmhw0DgQb2D" - }, - "source": [ - "We first check whether the data is stationary, that is:\n", - "* The mean is constant\n", - "* The variance is constant\n", - "* Covarience doesn't depend on time (no trends or seasonality, but cycles can be present)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 50 - }, - "colab_type": "code", - "id": "8kkvHP2gOnMl", - "outputId": "64cfa7d0-ea12-4301-e3d9-e9e72aaa179e" - }, - "outputs": [], - "source": [ - "from statsmodels.tsa.stattools import adfuller\n", - "\n", - "def test_stationarity(timeseries, mean_window = 7, var_window = 7):\n", - " # Determing rolling statistics\n", - " rolmean = timeseries.rolling(window = mean_window).mean()\n", - " rolstd = timeseries.rolling(window = var_window).std()\n", - "\n", - " # Plot rolling statistics:\n", - " plt.figure(figsize=(30,4))\n", - " orig = plt.plot(timeseries, color='black', label='Original', alpha=0.5)\n", - " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", - " std = plt.plot(rolstd, color='orange', label = 'Rolling Std')\n", - " plt.legend(loc='best')\n", - " plt.title('Rolling Mean & Standard Deviation')\n", - " plt.show(block=False)\n", - " \n", - " # Perform Dickey-Fuller test:\n", - " print('Dickey-Fuller Test:')\n", - " dftest = adfuller(timeseries, autolag='AIC')\n", - " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", - " for key,value in dftest[4].items():\n", - " dfoutput['Critical Value (%s)'%key] = value\n", - " print(dfoutput)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 432 - }, - "colab_type": "code", - "id": "jOryyXZ6Opgs", - "outputId": "66949d08-14f6-4757-953e-982f30845508" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dickey-Fuller Test:\n", - "Test Statistic -3.157671\n", - "p-value 0.022569\n", - "#Lags Used 23.000000\n", - "Number of Observations Used 1802.000000\n", - "Critical Value (1%) -3.433984\n", - "Critical Value (5%) -2.863145\n", - "Critical Value (10%) -2.567625\n", - "dtype: float64\n" - ] - } - ], - "source": [ - "test_stationarity(ts)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "ga3lQh7FPDHM" - }, - "source": [ - "* There is an upward trend, but variance stays relatively constant. \n", - "* There are clear seasonal peaks in the middle of every year.\n", - "\n", - "The next step is to differentiate the time series and assess the stationarity characteristics again." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 432 - }, - "colab_type": "code", - "id": "RnhypTQDQCUE", - "outputId": "3a1f8b4b-9551-4cc7-c89a-a2a53837d75c" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dickey-Fuller Test:\n", - "Test Statistic -1.267679e+01\n", - "p-value 1.210928e-23\n", - "#Lags Used 2.200000e+01\n", - "Number of Observations Used 1.802000e+03\n", - "Critical Value (1%) -3.433984e+00\n", - "Critical Value (5%) -2.863145e+00\n", - "Critical Value (10%) -2.567625e+00\n", - "dtype: float64\n" - ] - } - ], - "source": [ - "ts_diff = ts - ts.shift(1)\n", - "ts_diff.dropna(inplace=True)\n", - "test_stationarity(ts_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "_ciryxxVQH65" - }, - "source": [ - "Now the series looks stationary. The mean is constant, test statistic is below 1% and p-value is low. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "jUobbZbYd9XT" - }, - "source": [ - "---\n", - "## Step 3: Parameter Estimation\n", - "\n", - "The next step is to compute autocorrelation (ACF) and partial autocorrelation (PACF) functons. ACF/PACF properties will be used to pick proper ARIMA and SARIMA parameters p, d, q. Refer to Part 1 for a theoretical background. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "colab_type": "code", - "id": "3fWMiEg0S1Z9", - "outputId": "109b14e5-d665-441c-85f8-a246ff9e9c94" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ikatsov/opt/anaconda3/lib/python3.7/site-packages/statsmodels/tsa/stattools.py:572: FutureWarning: fft=True will become the default in a future version of statsmodels. To suppress this warning, explicitly set fft=False.\n", - " FutureWarning\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from statsmodels.tsa.stattools import acf, pacf\n", - "\n", - "acf = acf(ts_diff, nlags=28)\n", - "pacf = pacf(ts_diff, nlags=28, method='ols')\n", - "\n", - "fig, ax = plt.subplots(2, 1, sharey=True, figsize=(10, 8))\n", - "\n", - "for i, (ac, ac_name) in enumerate([(acf, 'Autocorrelation Function'), (pacf, 'Partial Autocorrelation Function')]):\n", - " ax[i].plot(ac)\n", - " ci_boundary = 1.96/np.sqrt(len(ts_diff))\n", - " for ci_line in [0, -ci_boundary, ci_boundary]:\n", - " ax[i].axhline(y=ci_line, linestyle='--', color='gray')\n", - " ax[i].title.set_text(ac_name)\n", - " \n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "lKMNNeemTe4u" - }, - "source": [ - "We make the following choices for ARIMA model parameters:\n", - "* We choose the difference parameter d to be 1 based on the previous analysis that shown that the differenciated series is stationary.\n", - "* We set parameter p for AR(p) process to 7 becasue PACF cuts off at this point, except seasonal spikes.\n", - "* We set parameter q for MA(q) process to 2, based on the ACF. This exludes seasonal spikes as well." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "NJuQhCUb4wGG" - }, - "source": [ - "---\n", - "## Step 4: Fitting ARIMA" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "IxdLouAEVnwC" - }, - "outputs": [], - "source": [ - "from statsmodels.tsa.arima_model import ARIMA\n", - "from statsmodels.tsa.statespace import sarimax\n", - "from sklearn.metrics import mean_squared_error" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 84 - }, - "colab_type": "code", - "id": "W0pOGShUVuEE", - "outputId": "17d32e1d-8e9a-4252-a827-fa11ddeb1713" - }, - "outputs": [], - "source": [ - "arima_model = ARIMA(endog=ts, order=(7, 1, 2), freq='D').fit(disp = False)\n", - "fitted_values_arima = arima_model.predict(typ='levels')" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 298 - }, - "colab_type": "code", - "id": "FWD7HVAwXrYP", - "outputId": "c7dd3883-2910-44f0-a06b-ec76c9ed0458" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'MSE: 23.88')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(30,4))\n", - "plt.plot(ts['2013'][1:].shift(), color='black', alpha=0.5)\n", - "plt.plot(fitted_values_arima['2013'], color='red')\n", - "mse = mean_squared_error(fitted_values_arima, ts.shift()[1:])\n", - "plt.title(f'MSE: {mse:.2f}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "6fZ8ETjax_BY" - }, - "source": [ - "---\n", - "## Step 5: Fitting SARIMAX" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 50 - }, - "colab_type": "code", - "id": "mmwFl3rZMP9C", - "outputId": "b53ab93b-eeae-4f1b-abab-ee5f77e7f6f1" - }, - "outputs": [], - "source": [ - "sarimax_model = sarimax.SARIMAX(endog=ts, trend='c', freq='D', order=(7, 0, 2), seasonal_order=(1, 0, 1, 30)).fit(disp=False)\n", - "fitted_values_sarimax = sarimax_model.predict(typ='levels')" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 298 - }, - "colab_type": "code", - "id": "fXIK8vVgMaxy", - "outputId": "a17c4a43-13cf-4391-a5c0-9316ee9dd884" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'MSE: 23.61')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(30, 4))\n", - "plt.plot(ts['2013'].shift(), color='black', alpha=0.5)\n", - "plt.plot(fitted_values_sarimax['2013'][1:], color='red')\n", - "mse = mean_squared_error(fitted_values_sarimax[1:], ts.shift()[1:])\n", - "plt.title(f'MSE: {mse:.2f}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "O0uwWN4KNg48" - }, - "source": [ - "---\n", - "## Step 6: Checking the Residuals\n", - "\n", - "The next step is to check the distribution and autororrelation of the residuals." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 998 - }, - "colab_type": "code", - "id": "LLUHat-Wfbc6", - "outputId": "b9495669-5e54-4dad-8047-fa2b54547bf2" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NormaltestResult(statistic=23.018700632936216, pvalue=1.00358154696841e-05)\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from scipy import stats\n", - "from scipy.stats import normaltest\n", - "import seaborn as sns\n", - "import statsmodels.api as sm\n", - "\n", - "def plot_residuals(residuals): \n", - " print(normaltest(residuals))\n", - "\n", - " fig = plt.figure(figsize=(12,8))\n", - " ax0 = fig.add_subplot(111)\n", - "\n", - " # Plot the distribution\n", - " sns.distplot(residuals ,fit = stats.norm, ax = ax0)\n", - " (mu, sigma) = stats.norm.fit(residuals) \n", - " plt.legend([f'Normal dist. ($\\mu=$ {mu:.2f} and $\\sigma=$ {sigma:.2f} )'], loc='best')\n", - " plt.ylabel('Frequency')\n", - " plt.title('Residual distribution')\n", - "\n", - " # ACF and PACF\n", - " fig = plt.figure(figsize=(12,8))\n", - " ax1 = fig.add_subplot(211)\n", - " fig = sm.graphics.tsa.plot_acf(residuals, lags=40, ax=ax1)\n", - " ax2 = fig.add_subplot(212)\n", - " fig = sm.graphics.tsa.plot_pacf(residuals, lags=40, ax=ax2)\n", - " \n", - "plot_residuals(sarimax_model.resid)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "9sXtAcCz5Yve" - }, - "source": [ - "---\n", - "## Step 7: Out of Sample Forecasting" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 282 - }, - "colab_type": "code", - "id": "fLRMo96i6H_-", - "outputId": "171e05aa-e910-4845-b808-0f61a5d655c2" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# In sample forecasting\n", - "n = len(sarimax_model.fittedvalues) \n", - "predicted = sarimax_model.predict(n - 30, n)\n", - "\n", - "plt.figure(figsize=(30, 4))\n", - "plt.plot(predicted, color='red')\n", - "plt.plot(ts['2017'], color='black', alpha=0.5)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 386 - }, - "colab_type": "code", - "id": "_yOVhZNh9tyj", - "outputId": "98093a4a-a4ea-4012-9de4-50fc71067710" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Out of sample forecasting\n", - "fcast = sarimax_model.get_forecast(30).summary_frame()\n", - "fig, ax = plt.subplots(figsize=(15, 5))\n", - "ts[-60:].plot(ax = ax, color='black', alpha=0.5)\n", - "fcast['mean'].plot(ax = ax, style='r--')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "ms_2lmZZ5kVw" - }, - "source": [ - "---\n", - "## Step 8: Improving the Model Using Exogenous Features\n", - "\n", - "The nest step is to improve the results using exogenous features like holidays, weekends, and pre/post holiday day indicators." - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 50 - }, - "colab_type": "code", - "id": "xHGuCpL9U1G_", - "outputId": "2abbeac8-aadd-408f-9e5e-c33c36ac6add" - }, - "outputs": [], - "source": [ - "storeid = 1\n", - "itemid = 1\n", - "train_df = data.asfreq(freq ='D') \n", - "train_df['date'] = train_df.index\n", - "train_df['year'] = train_df['date'].dt.year - 2012\n", - "train_df['month'] = train_df['date'].dt.month\n", - "train_df['day'] = train_df['date'].dt.dayofyear\n", - "train_df['weekday'] = train_df['date'].dt.weekday\n", - "train_df = train_df.set_index('date')\n", - "\n", - "holiday = pd.read_csv('../resources/time-series/usholidays-1966-2020.csv', header=0, names = ['id','date', 'holiday'])\n", - "holiday['date'] = pd.to_datetime(holiday['date'], yearfirst = True, format = '%Y-%m-%d')\n", - "\n", - "# remove unused holidays\n", - "holiday = holiday[holiday['date'] >= '2013-01-01']\n", - "holiday = holiday[holiday['date'] < '2018-01-01']" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 333 - }, - "colab_type": "code", - "id": "MIO851ujvaMD", - "outputId": "3fbd2e65-3b31-4e17-f1fc-701448e12fba" - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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datestoreitemsalesyeardayidholiday_boolmonth_1month_2...holiday_Thanksgiving Dayholiday_Veterans Dayholiday_Washington's Birthdayweekday_0weekday_1weekday_2weekday_3weekday_4weekday_5weekday_6
02013-01-0111131120.0110...0000100000
12013-01-02111112NaN010...0000010000
22013-01-03111413NaN010...0000001000
32013-01-04111314NaN010...0000000100
42013-01-05111015NaN010...0000000010
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5 rows × 37 columns

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" - ], - "text/plain": [ - " date store item sales year day id holiday_bool month_1 \\\n", - "0 2013-01-01 1 1 13 1 1 20.0 1 1 \n", - "1 2013-01-02 1 1 11 1 2 NaN 0 1 \n", - "2 2013-01-03 1 1 14 1 3 NaN 0 1 \n", - "3 2013-01-04 1 1 13 1 4 NaN 0 1 \n", - "4 2013-01-05 1 1 10 1 5 NaN 0 1 \n", - "\n", - " month_2 ... holiday_Thanksgiving Day holiday_Veterans Day \\\n", - "0 0 ... 0 0 \n", - "1 0 ... 0 0 \n", - "2 0 ... 0 0 \n", - "3 0 ... 0 0 \n", - "4 0 ... 0 0 \n", - "\n", - " holiday_Washington's Birthday weekday_0 weekday_1 weekday_2 weekday_3 \\\n", - "0 0 0 1 0 0 \n", - "1 0 0 0 1 0 \n", - "2 0 0 0 0 1 \n", - "3 0 0 0 0 0 \n", - "4 0 0 0 0 0 \n", - "\n", - " weekday_4 weekday_5 weekday_6 \n", - "0 0 0 0 \n", - "1 0 0 0 \n", - "2 0 0 0 \n", - "3 1 0 0 \n", - "4 0 1 0 \n", - "\n", - "[5 rows x 37 columns]" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_df = train_df.merge(holiday, how='left', on='date')\n", - "train_df['holiday_bool'] = pd.notnull(train_df['holiday']).astype(int)\n", - "train_df = pd.get_dummies(train_df, columns = ['month', 'holiday', 'weekday'] , prefix = ['month', 'holiday', 'weekday'])\n", - "train_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "9_R0x5hg2ANE" - }, - "outputs": [], - "source": [ - "exog_data = train_df.drop(columns=['sales', 'id'], inplace=False, axis=1)\n", - "exog_data = exog_data.set_index('date')\n", - "train_df = train_df.set_index('date')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 84 - }, - "colab_type": "code", - "id": "nQlfCgc22j22", - "outputId": "9f8098d2-a88b-4ca1-f55b-c41dd8197d38" - }, - "outputs": [], - "source": [ - "sarimax_exog_model = sm.tsa.statespace.SARIMAX(endog = train_df.sales,\n", - " exog = exog_data, \n", - " trend='n', \n", - " order=(7, 0, 2), \n", - " seasonal_order=(1, 0, 1, 30)).fit()\n", - "\n", - "fitted_values_sarimax_exog = sarimax_exog_model.predict(typ='levels')" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 298 - }, - "colab_type": "code", - "id": "jljMKRgh4dm1", - "outputId": "44a83138-39be-4698-ee86-52af5370a16d" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'MSE: SARIMAX Endogenous 21.08, SARIMAX Exogeneous: 28.69')" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_year = '2014'\n", - "plt.figure(figsize=(30, 4))\n", - "plt.plot(ts[plot_year].shift(), color='black', alpha=0.5, label='Ground truth')\n", - "plt.plot(fitted_values_sarimax_exog[plot_year], color='red', label='SARIMAX Exogenous')\n", - "plt.plot(fitted_values_sarimax[plot_year], color='orange', label='SARIMAX Endogenous')\n", - "plt.legend()\n", - "mse_endog = mean_squared_error(fitted_values_sarimax[plot_year][1:], ts[plot_year].shift()[1:])\n", - "mse_exog = mean_squared_error(fitted_values_sarimax_exog[plot_year][1:], ts[plot_year].shift()[1:])\n", - "plt.title(f'MSE: SARIMAX Endogenous {mse_endog:.2f}, SARIMAX Exogeneous: {mse_exog:.2f}')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that we have a much more regular and meanigful structure aligned with weekly cycles for the model with exogenous features." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "xcejA8dp52td" - }, - "source": [ - "---\n", - "## Step 9: Checking the Residual\n", - "\n", - "Finally, we check the residuals for SARIMAX model with exogenous features." - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 998 - }, - "colab_type": "code", - "id": "8JPhvLDZ6DZc", - "outputId": "804fcfd7-0a1d-4be9-cf6f-cd695b8d429f" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NormaltestResult(statistic=23.43101366273943, pvalue=8.166200344628717e-06)\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "resid = plot_residuals(sarimax_exog_model.resid)" - ] - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "ARIMA_SARIMA.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/demand-forecasting/demand-deepar.ipynb b/demand-forecasting/demand-multivariate-deepar.ipynb similarity index 99% rename from demand-forecasting/demand-deepar.ipynb rename to demand-forecasting/demand-multivariate-deepar.ipynb index 5151171..dc04d66 100644 --- a/demand-forecasting/demand-deepar.ipynb +++ b/demand-forecasting/demand-multivariate-deepar.ipynb @@ -7,9 +7,18 @@ "source": [ "# Demand Forecasting Using DeepAR \n", "\n", - "In this notebook, we develop a prototype of the demand forecasting solution using DeepAR. \n", + "This notebook demonstrates ho to create a demand forecasting solution using DeepAR. \n", "\n", - "We use the DeepAR implementation provided by GluonTS library [1]. GluonTS provides a number of forecasting models under a unified interface.\n", + "### Use Case\n", + "We assume multiple related entities such as SKUs or products in a retail environment. For each entity, we have one *metric* time series such as revenue or sales volume and, optionally, *covariate* time series such as price history. Our goal is to create a metric forecast for each entity based on the historical values of the metrics and covariate, as well as known future value of the covariates.\n", + "\n", + "### Prototype: Approach and Data\n", + "We use the DeepAR implementation provided by GluonTS library [1]. GluonTS provides a number of forecasting models under a unified interface. \n", + "\n", + "We use a small dataset that mimics daily sales series for a retail chain. The dataset consists of 500 sales time series for 10 stores and 50 items (SKUs). Each series spans 5 years. This dataset is available in the `tensor-house-data` repository.\n", + "\n", + "### Usage and Productization\n", + "The dataset used for the prototyping purposes can be easily replaced with the actual dataset. The libs used in the prototype provide are sufficiently scalable for production applications.\n", "\n", "### References\n", "[1] https://github.com/awslabs/gluonts" @@ -30,23 +39,19 @@ } ], "source": [ - "import pathlib\n", "import numpy as np\n", "import pandas as pd\n", "from tabulate import tabulate\n", - "import datetime\n", "\n", "from gluonts.dataset.split import split\n", "\n", - "from gluonts.dataset.util import to_pandas\n", "from gluonts.dataset.pandas import PandasDataset\n", "from gluonts.mx import DeepAREstimator, Trainer\n", "from gluonts.evaluation import make_evaluation_predictions, Evaluator\n", "\n", "from matplotlib import pylab as plt\n", "import matplotlib.dates as mdates\n", - "plt.style.use('seaborn-white')\n", - "import seaborn as sns\n", + "plt.style.use('seaborn-v0_8-white')\n", "pd.options.mode.chained_assignment = None\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "\n", @@ -88,9 +93,7 @@ "id": "b4b87d9e-0807-49b3-8ebe-39adb27bc8d8", "metadata": {}, "source": [ - "# Data Loading\n", - "\n", - "We use a small dataset that mimics daily sales series for a retail chain. The dataset consists of 500 sales time series for 10 stores and 50 items (SKUs). Each series spans 5 years." + "# Data Loading" ] }, { diff --git a/demand-forecasting/demand-regression-elasticity.ipynb b/demand-forecasting/demand-regression-elasticity.ipynb deleted file mode 100644 index 7650610..0000000 --- a/demand-forecasting/demand-regression-elasticity.ipynb +++ /dev/null @@ -1,709 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "alone-blink", - "metadata": {}, - "source": [ - "# Demand Forecasting and Price Elastictity Analysis Using Time Series Regression \n", - "This notebook is a tutorial on demand forecasting and price elasticity analysis using time series regression (regression models trained on a sliding window). We use a real-world dataset and focus on proper data preparation and pre-filtering.\n", - "\n", - "### Data\n", - "We use a dataset created based on statistics from the `Olist E-Commerce` dataset (see `datasets.md` for details). The files are available in the `tensor-house-data` repository under `pricing/ecommerce-orders` folder." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "continuing-laugh", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Python 3.10.2\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "from matplotlib import pylab as plt\n", - "plt.style.use('seaborn-white')\n", - "import seaborn as sns\n", - "pd.options.mode.chained_assignment = None\n", - "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", - "\n", - "from tabulate import tabulate\n", - "import datetime\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "import lightgbm\n", - "\n", - "import platform\n", - "print(f'Python {platform.python_version()}')" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "id": "interesting-summit", - "metadata": {}, - "outputs": [], - "source": [ - "#\n", - "# Helper functions\n", - "#\n", - "def print_df(df, rows = 10, print_df_mode='psql'):\n", - " if print_df_mode == 'psql':\n", - " print(tabulate(df.head(rows), headers='keys', tablefmt='psql'))\n", - " else:\n", - " display(df.head(rows))\n", - " print(f'{len(df)} rows x {len(df.columns)} columns')" - ] - }, - { - "cell_type": "markdown", - "id": "burning-motorcycle", - "metadata": {}, - "source": [ - "# Data Loading" - ] - }, - { - "cell_type": "code", - "execution_count": 288, - "id": "coastal-macedonia", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+------------+------------+--------+--------+\n", - "| | date | order_id | year | week |\n", - "|----+------------+------------+--------+--------|\n", - "| 0 | 2017-10-02 | 0 | 2017 | 40 |\n", - "| 1 | 2018-07-24 | 1 | 2018 | 30 |\n", - "| 2 | 2018-08-08 | 2 | 2018 | 32 |\n", - "| 3 | 2017-11-18 | 3 | 2017 | 46 |\n", - "| 4 | 2018-02-13 | 4 | 2018 | 7 |\n", - "| 5 | 2017-07-09 | 5 | 2017 | 27 |\n", - "| 6 | 2017-04-11 | 6 | 2017 | 15 |\n", - "| 7 | 2017-05-16 | 7 | 2017 | 20 |\n", - "| 8 | 2017-01-23 | 8 | 2017 | 4 |\n", - "| 9 | 2017-07-29 | 9 | 2017 | 30 |\n", - "+----+------------+------------+--------+--------+\n", - "99441 rows x 4 columns\n", - "+----+---------+--------------+------------+\n", - "| | price | product_id | order_id |\n", - "|----+---------+--------------+------------|\n", - "| 0 | 58.9 | 0 | 85267 |\n", - "| 1 | 55.9 | 0 | 64197 |\n", - "| 2 | 64.9 | 0 | 10214 |\n", - "| 3 | 58.9 | 0 | 59155 |\n", - "| 4 | 58.9 | 0 | 41473 |\n", - "| 5 | 55.9 | 0 | 32750 |\n", - "| 6 | 64.9 | 0 | 41422 |\n", - "| 7 | 58.9 | 0 | 65305 |\n", - "| 8 | 58.9 | 563 | 65305 |\n", - "| 9 | 55.9 | 0 | 23720 |\n", - "+----+---------+--------------+------------+\n", - "112650 rows x 3 columns\n", - "+----+-----------------+--------------+---------------+\n", - "| | category_name | product_id | category_id |\n", - "|----+-----------------+--------------+---------------|\n", - "| 0 | perfumery | 30587 | 0 |\n", - "| 1 | perfumery | 1544 | 0 |\n", - "| 2 | perfumery | 8819 | 0 |\n", - "| 3 | perfumery | 11783 | 0 |\n", - "| 4 | perfumery | 13296 | 0 |\n", - "| 5 | perfumery | 11969 | 0 |\n", - "| 6 | perfumery | 558 | 0 |\n", - "| 7 | perfumery | 32244 | 0 |\n", - "| 8 | perfumery | 4209 | 0 |\n", - "| 9 | perfumery | 13046 | 0 |\n", - "+----+-----------------+--------------+---------------+\n", - "32951 rows x 3 columns\n" - ] - } - ], - "source": [ - "data_path = '../../tensor-house-data/pricing/ecommerce-orders'\n", - "orders = pd.read_csv(f'{data_path}/ecommerce-sales-orders.csv.zip', compression='zip', parse_dates=['date'])\n", - "orders['year'] = orders['date'].dt.year.astype(np.int32)\n", - "orders['week'] = orders['date'].dt.isocalendar().week.astype(np.int32)\n", - "orders['date'] = orders['date'].dt.date\n", - "\n", - "order_items = pd.read_csv(f'{data_path}/ecommerce-sales-order-items.csv.zip', compression='zip', parse_dates=[])\n", - "\n", - "items = pd.read_csv(f'{data_path}/ecommerce-sales-products.csv.zip', compression='zip')\n", - "\n", - "print_df(orders)\n", - "print_df(order_items)\n", - "print_df(items)" - ] - }, - { - "cell_type": "markdown", - "id": "persistent-argentina", - "metadata": {}, - "source": [ - "# Data Cleansing and Pre-Filtering\n", - "\n", - "In this section, we filter out inactive items and items with irregular demand patterns. More specialized forecasting techniques should be used for irregular patterns." - ] - }, - { - "cell_type": "code", - "execution_count": 345, - "id": "enabling-indiana", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+--------------+------------+---------+--------+--------+---------------+\n", - "| | product_id | date | price | year | week | sales_units |\n", - "|----+--------------+------------+---------+--------+--------+---------------|\n", - "| 0 | 0 | 2017-06-05 | 55.9 | 2017 | 23 | 1 |\n", - "| 1 | 0 | 2017-06-28 | 55.9 | 2017 | 26 | 1 |\n", - "| 2 | 0 | 2017-07-27 | 55.9 | 2017 | 30 | 1 |\n", - "| 3 | 0 | 2017-08-01 | 58.9 | 2017 | 31 | 1 |\n", - "| 4 | 0 | 2017-08-05 | 58.9 | 2017 | 31 | 1 |\n", - "| 5 | 0 | 2017-08-10 | 58.9 | 2017 | 32 | 1 |\n", - "| 6 | 0 | 2017-09-13 | 58.9 | 2017 | 37 | 1 |\n", - "| 7 | 0 | 2018-03-18 | 64.9 | 2018 | 11 | 1 |\n", - "| 8 | 0 | 2018-05-18 | 64.9 | 2018 | 20 | 1 |\n", - "| 9 | 1 | 2017-04-26 | 239.9 | 2017 | 17 | 1 |\n", - "+----+--------------+------------+---------+--------+--------+---------------+\n", - "94591 rows x 6 columns\n", - "Unique products: 32951\n" - ] - } - ], - "source": [ - "#\n", - "# Create a plain demand history layout\n", - "#\n", - "df = order_items.merge(orders, on='order_id', how='inner')\n", - "df['sales_units'] = 1\n", - "df.drop(columns=['order_id'], inplace=True)\n", - "df = df.groupby(['product_id', 'date']).agg({'price': 'max', \n", - " 'year': 'max', \n", - " 'week': 'max', \n", - " 'sales_units': 'sum'}).reset_index()\n", - "\n", - "print_df(df)\n", - "print('Unique products:', len(df['product_id'].unique()))" - ] - }, - { - "cell_type": "code", - "execution_count": 372, - "id": "pleased-christopher", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#\n", - "# Visualize an example price and sales history for one of the products\n", - "#\n", - "fig, ax1 = plt.subplots(1, figsize=(12, 4))\n", - "df_example_prod = df.query('product_id == 125')\n", - "\n", - "ax1.set_xlabel('Date')\n", - "ax1.set_ylabel('Sales units')\n", - "ax1.stem(df_example_prod['date'], df_example_prod['sales_units'], linefmt='C0', markerfmt='none', basefmt='C0', label='Sales')\n", - "plt.grid(True)\n", - "\n", - "ax2 = ax1.twinx()\n", - "ax2.set_ylabel('Price')\n", - "ax2.step(df_example_prod['date'], df_example_prod['price'], color='C1', where='post', linewidth=2, label='Price')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 298, - "id": "banned-school", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+--------------+------------+---------+--------+--------+---------------+\n", - "| | product_id | date | price | year | week | sales_units |\n", - "|----+--------------+------------+---------+--------+--------+---------------|\n", - "| 0 | 4 | 2017-02-04 | 199.9 | 2017 | 5 | 1 |\n", - "| 1 | 4 | 2017-04-25 | 199.9 | 2017 | 17 | 1 |\n", - "| 2 | 4 | 2017-05-04 | 199.9 | 2017 | 18 | 1 |\n", - "| 3 | 4 | 2017-05-18 | 199.9 | 2017 | 20 | 1 |\n", - "| 4 | 4 | 2017-05-20 | 199.9 | 2017 | 20 | 1 |\n", - "| 5 | 4 | 2017-07-04 | 199.9 | 2017 | 27 | 1 |\n", - "| 6 | 4 | 2017-08-22 | 199.9 | 2017 | 34 | 1 |\n", - "| 7 | 4 | 2017-12-19 | 199.9 | 2017 | 51 | 1 |\n", - "| 8 | 4 | 2018-01-17 | 199.9 | 2018 | 3 | 1 |\n", - "| 9 | 4 | 2018-02-14 | 209.9 | 2018 | 7 | 1 |\n", - "+----+--------------+------------+---------+--------+--------+---------------+\n", - "31179 rows x 6 columns\n", - "Unique products: 1193\n" - ] - } - ], - "source": [ - "#\n", - "# Filter 1: active products that have, at minimum, ten weeks with at least 1 unit sold\n", - "#\n", - "df_week_counts = df.groupby(['product_id', 'year', 'week']).size().reset_index()\n", - "df_active_products = df_week_counts.groupby(['product_id']).size().reset_index(name='active_weeks').query('active_weeks >= 10')\n", - "df_active = df.merge(df_active_products['product_id'], on='product_id', how='inner')\n", - "\n", - "print_df(df_active)\n", - "print('Unique products:', len(df_active['product_id'].unique()))" - ] - }, - { - "cell_type": "code", - "execution_count": 299, - "id": "limited-heaven", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+------------+------------+-------------+--------------+---------------+-----------+----------+\n", - "| product_id | date_min | date_max | n_demands | demand_std | demand_mean | cv2 | adi |\n", - "|--------------+------------+------------+-------------+--------------+---------------+-----------+----------|\n", - "| 4 | 2017-02-04 | 2018-03-10 | 12 | 0 | 1 | 0 | 33.25 |\n", - "| 10 | 2017-07-16 | 2018-06-29 | 48 | 0.460785 | 1.14583 | 0.161716 | 7.25 |\n", - "| 12 | 2017-02-28 | 2018-08-19 | 268 | 1.24732 | 1.8209 | 0.469233 | 2.00373 |\n", - "| 13 | 2017-07-18 | 2018-08-25 | 178 | 2.18398 | 2.17978 | 1.00386 | 2.26404 |\n", - "| 16 | 2018-03-18 | 2018-06-22 | 18 | 0.323381 | 1.11111 | 0.0847059 | 5.33333 |\n", - "| 18 | 2017-06-07 | 2018-08-27 | 18 | 0.514496 | 1.16667 | 0.194478 | 24.7778 |\n", - "| 19 | 2017-10-10 | 2018-06-18 | 33 | 0.46466 | 1.18182 | 0.154586 | 7.60606 |\n", - "| 20 | 2017-11-21 | 2018-07-20 | 27 | 0.26688 | 1.07407 | 0.0617397 | 8.92593 |\n", - "| 22 | 2017-02-27 | 2018-08-23 | 22 | 0.213201 | 1.04545 | 0.0415879 | 24.6364 |\n", - "| 23 | 2017-05-10 | 2017-10-13 | 18 | 0 | 1 | 0 | 8.66667 |\n", - "+--------------+------------+------------+-------------+--------------+---------------+-----------+----------+\n", - "1193 rows x 7 columns\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+--------------+------------+---------+--------+--------+---------------+\n", - "| | product_id | date | price | year | week | sales_units |\n", - "|----+--------------+------------+---------+--------+--------+---------------|\n", - "| 0 | 4 | 2017-02-04 | 199.9 | 2017 | 5 | 1 |\n", - "| 1 | 4 | 2017-04-25 | 199.9 | 2017 | 17 | 1 |\n", - "| 2 | 4 | 2017-05-04 | 199.9 | 2017 | 18 | 1 |\n", - "| 3 | 4 | 2017-05-18 | 199.9 | 2017 | 20 | 1 |\n", - "| 4 | 4 | 2017-05-20 | 199.9 | 2017 | 20 | 1 |\n", - "| 5 | 4 | 2017-07-04 | 199.9 | 2017 | 27 | 1 |\n", - "| 6 | 4 | 2017-08-22 | 199.9 | 2017 | 34 | 1 |\n", - "| 7 | 4 | 2017-12-19 | 199.9 | 2017 | 51 | 1 |\n", - "| 8 | 4 | 2018-01-17 | 199.9 | 2018 | 3 | 1 |\n", - "| 9 | 4 | 2018-02-14 | 209.9 | 2018 | 7 | 1 |\n", - "+----+--------------+------------+---------+--------+--------+---------------+\n", - "28181 rows x 6 columns\n", - "Unique products: 1132\n" - ] - } - ], - "source": [ - "#\n", - "# Filter 2: Demand type, daily\n", - "#\n", - "def get_demand_metrics(df, date_column):\n", - " df_dmetrics = df.groupby('product_id').agg(\n", - " date_min=(date_column, 'min'),\n", - " date_max=(date_column, 'max'),\n", - " n_demands=(date_column, 'nunique'),\n", - " demand_std=('sales_units', 'std'), \n", - " demand_mean=('sales_units', 'mean'))\n", - "\n", - " df_dmetrics['cv2'] = np.power(df_dmetrics['demand_std'] / df_dmetrics['demand_mean'], 2.0)\n", - " time_delta = df_dmetrics['date_max'] - df_dmetrics['date_min']\n", - " if pd.api.types.is_numeric_dtype(time_delta):\n", - " df_dmetrics['adi'] = time_delta / df_dmetrics['n_demands']\n", - " else:\n", - " df_dmetrics['adi'] = time_delta.dt.days / df_dmetrics['n_demands']\n", - " \n", - " return df_dmetrics\n", - "\n", - "def plot_demand_type(df_demand_metrics):\n", - " fig, ax = plt.subplots(1, figsize=(10, 10))\n", - " ax.scatter(df_demand_metrics['cv2'], df_demand_metrics['adi'], alpha = 0.5)\n", - " ax.axhline(1.32, linestyle='--', color='k')\n", - " ax.axvline(0.49, linestyle='--', color='k')\n", - " ax.set_xlim([-0.1, 1.5])\n", - " ax.set_xlabel('CV2')\n", - " ax.set_ylabel('ADI')\n", - " plt.show()\n", - " \n", - "df_dmetrics = get_demand_metrics(df_active, 'date')\n", - "print_df(df_dmetrics)\n", - "plot_demand_type(df_dmetrics)\n", - "\n", - "non_lumpy_products = df_dmetrics.query('adi < 1.39 or cv2 < 0.49').index\n", - "df_active_nonlumpy = df_active[df_active['product_id'].isin(non_lumpy_products)]\n", - "print_df(df_active_nonlumpy)\n", - "print('Unique products:', len(df_active_nonlumpy['product_id'].unique()))" - ] - }, - { - "cell_type": "code", - "execution_count": 419, - "id": "unknown-bread", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+--------------+---------------------+---------------+---------+\n", - "| | product_id | date | sales_units | price |\n", - "|----+--------------+---------------------+---------------+---------|\n", - "| 0 | 4 | 2017-01-30 00:00:00 | 1 | 199.9 |\n", - "| 1 | 4 | 2017-04-24 00:00:00 | 1 | 199.9 |\n", - "| 2 | 4 | 2017-05-01 00:00:00 | 1 | 199.9 |\n", - "| 3 | 4 | 2017-05-15 00:00:00 | 2 | 199.9 |\n", - "| 4 | 4 | 2017-07-03 00:00:00 | 1 | 199.9 |\n", - "| 5 | 4 | 2017-08-21 00:00:00 | 1 | 199.9 |\n", - "| 6 | 4 | 2017-12-18 00:00:00 | 1 | 199.9 |\n", - "| 7 | 4 | 2018-01-15 00:00:00 | 1 | 199.9 |\n", - "| 8 | 4 | 2018-02-12 00:00:00 | 2 | 209.9 |\n", - "| 9 | 4 | 2018-03-05 00:00:00 | 1 | 209.9 |\n", - "+----+--------------+---------------------+---------------+---------+\n", - "20288 rows x 4 columns\n" - ] - }, - { - "data": { - "image/png": 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Kt2Z+DrIyTggh6k8CrBVsNa5uWg0r3FbCc1iN7x0hhGgmMkUomspq2PttNTwHIYQQSyMZLNFUVsPeb8v5HO64446aP6YQQoilkwBLNJWe1iCJnFXuzQQrb4Xbcj6HT3/60zV/TCGEEEsnU4SiqayGFW6r4TkIIYRYGslgrWDTrVQDmnb12nyshhVu9XgOM61KfNe73gXAM888U6vhCyGEqAEJsFao6Vaq/fH+E6iKwsa2UNOuXpuP1bDCrZbPYbZVibncyqlNE0KIK4lMEa5Q061UG8sUGEnnZfXaKiOrEoUQYuWRDNYKNd1KtYLt4uFNuW2lrcBbrZbSeHQ1rKwUQogrjQRYK9R0K9V8+uUJyZW2Am81Wmrj0dlWJf5ohuOt5Do8IYRYDWSKcIWabqVaW9hHR8Qvq9eazFKn+GZblfjud7+bd7/73eWfLQVziZw1JZjrHUzU6+kJIYSYhmSwmsBiMg7TrVT72L6dnB5O8/jBfuJJk65ogPv3bpLsRYMtdYpvtlWJux56aMrPVgZzQPn/+4/G5X0ghBDLSAKsBlvI9NF0gdhH79ox5d+f6x3m2u4oe7a0kTJtnusdZmtnRC6uDVSLxqPzXZUo9VpCCNEcZIqwweY7fTSfqR9Zbdac6tl49Pbbb+f2228v/72nNUjKtKf8jNThCSHE8pMMVpXlLhCeb8ZhPlM/Kyl7cSUVYi9n89R9u7t47IUzQPG1T5k2iZzFvbdsqPmxhBBCzEwCrApLXe21GPOdPppP8LRS9vFrxHlutOVqnroaOuELIcRqIAFWhUYUCM834zCf4GmlZC+kELu+VkMnfCGEWOkkwKowMJHD0OD7p5MkTYtowGBrZ4iBCXvuOy/SfDMO8wmemi17MdM04FzZuKVMH15JU49CCCGalwRYFfyawsHTY7QEdFr8OqblcOj0OHu3ttX1uPPJOMw3eGqW7MVs04CzZeOWMn14JU49vu9972v0EIQQQkxDAqwKHqBU3aZM3t4MmiV4mo/ZpgFny8YtZfrwSpx6/O3f/u1GD0EIIcQ0pE1DhYLjccuWNfgNjXTewW9o3LJlDQWnWUKslWNgIkdLYGr8XpoGLGXjYkGDwYRJLGiUs0yz3W8px1ytstks2Wy20cMQQghRRTJYFUpTV3u3tpdvq57KEvMzV1H+TNm4payEXCmrKGvp537u5wB4/vnnGzsQIYQQU0gGq0I9G0JeaRZ7LpfyGsjrJ4QQollIBqvCru4Yd+7qXDF7+TXzirnpivJvuaqV/UfjfO3FszOOdykrIZttFaUQQogrlwRYFVbSXn4rYcVc5TTgQsa7lGL+lbQQQAghxOolU4QVVtJefitprLDyxiuEEEIshWSwKqykvfxW0lhh5Y13pfiN3/iNRg9BCCHENCTAqrCSVqGtpLHCyhhvM9e0zUQCLCGEaE4yRVhhJa1CW0ljheYfb6lGLJGzptSI9Q4mGj20WY2MjDAyMtLoYQghhKgiGawKK2kV2nxXPDZLVqbZz+1K7QL/3ve+F5A+WEII0WwkwKqyUlahzWfFY7OtNGzmcys1YkIIIWpJpghXqPmsypOVe/PX0xokZdpTbmu2GjEhhBArhwRYK9R89t27EvfmW6xmrxETQgixskiAtULNJ+MiWZn5m20DaiGEEGKhpAZrhdq3u4vHXjgDFLNSKdMmkbO495YNC/oZ8YZmrhGbyYc//OFGD0EIIcQ0JMBqAk8fGbhsNeA91/fMep/5rMpr9pV7YunuvffeRg9BCCHENCTAarCnjwzw+WdOEPbrrI34SOYsPv/MCYB5BVlzBUsrMSsj5u/8+fMAbNy4scEjEUIIUUlqsBrs8YP9hP16caWfqhILGoT9Oo8f7G/00MQKcN9993Hfffc1ehhCCCGqSIDVYPGkSYtfm3Jbi18jnjQbNCIhhBBCLJUEWA3WFQ2QyjtTbkvlHbqigRnuIYQQQohmJwFWg92/dxOZfHF1n+u6JHIWmbzN/Xs3NXpoQgghhFgkKXKvstx7991zfQ8XxrM8frCf8+NZYkFjXqsIp9Ms+w4221iEEEKI5SYBVoXl2ruvMvjwaQrxZJ53Xruu3KvqtUsZegcTCzpmM+072ExjWe3+43/8j40eghBCiGnIFGGF5di7rxR8JHIW3bEAxy4mOTOSwXKcJR2zmfYdbKaxrHbvec97eM973tPoYQghhKgiAVaF5di7rzr4sByPiF/j1FBmScdspn0Hm2ksq92JEyc4ceJEo4chhBCiigRYFZZj777q4CMS0FGApGkt6ZjNtO9gM41ltfvQhz7Ehz70oUYPQwghRBUJsCrs291FImcVV/R5XvnP+3Z31ewY1cHH9s4w6byDT1OXdMzlGPtKHIsQQgjRCFLkXmFXd4w7d3Veti9gLQuzqzdg9ukam9pDrI8FGEyYi94vsJn2HWzkWBq9erHRxxdCCNEcJMCq0DuY4LneYa7tjrJnSxsp0+a53mG2dkZqdpGcLvj42L6dNXn8Ztp3sBFjafTqxUYfXwghRPOQAKtCZQE6UP7//qPxml4gmykQWk2W6/Vr1uMLIYRoHhJgVRiYyNEdm7pFjax+Wzka/fo14vif+tSn6vbYQgghFk8CrAo9rUESOauceQBZ/baSNPr1a8Tx77zzzro9thBCiMWTAKtCdQF6yizuEXjvLRsaPLKpqgupd3SF6YtnrvjC6ka/fo04/quvvgrADTfcULdjCCGEWDgJsCosxyrC6Sxk5Vl1IfXZkTTffPkCN25sZXNH+IourG70SspGHP/BBx8E4Pnnn6/bMYQQQiycBFgVlmMV4XTHXMjKs+pC6kvJPGG/zqVUni2dkSu+sLrRCwgafXwhhBDNQQKsCo1YBbbQYw5M5DA0+P7pJEnTYjiVZ22Lj3RF81IpzBdCCCEaSwKsCo1YBbbQY/o1hYOnx2gJ6LT4dcbSBS6MmWxqD5V/Rgrz60uaiQohhJiLbJVToRF76C30mB6gVPy9NWTg4pG3HdmWZhmUpnQTOWvKlG7vYKLRQxNCCNFEJINVYblWgfUOJnji4DleOT+BWXAAuH5DjE3t4TmPWXA8btmyhtMjWdKmTSzkY0tHiP4xc0lb7Yj5abZmop/97GeX/ZhCCCHmJgFWheVYRdg7mOCP95+gfzRLxK9hBHQGEzn+uW+YoG+cjW2hWY9Z6rW0d2t7+bZEzmLnuhgfvWtHzcbZSM08BdfoZqbV3vrWtzbkuEIsRDP/TgtRLzJFWKFyFeHPv2k913ZHea53uKbTP/uPxhnLFIgEdAI+HdcD2wFdVdm4JjjnMfft7ipPA67GKcFmn4JrxDTybF566SVeeumlhhxbiPlo9t9pIepFAqwKldM/qqKU/7z/aLxmxxiYyFGwXfx68dSPZQv4dAUPj3TemfOYpV5LsaDBYMIkFjRWVc+r5XgNlqLZAtxPfvKTfPKTn2zIsa9UvYMJHn22j4eeOsyjz/ZJoDCHZv+dFqJeZIqwwnJM//S0BjkZT5G3XQKGRsF2URXQVYVIQJ/XMVdzr6Vmm4Kr1uhmpqKxFtq3TjT/77QQ9SIBVoXl2Etu3+4ujlyYoH80C56HCuQKLh0RH9s7w3U55krS6P0E52M1B7hids22yGElWAm/00LUQ92mCEdHR/mZn/kZXn/9dc6dO8f73/9+PvCBD/Dwww/jum69DrskyzH9s6s7xsf27WTP1jYKrkckoNMR8fFTPTHaI/6GTzk1WrNNwQlRaWAiR0tg6vdSycbMTn6nxZWqLhksy7L4zGc+QyBQTAt/7nOf48EHH2TPnj185jOf4cCBA9x11131OPSSLNf0z67uGJ/9pevLf3/6yACPH+zn8EBiQSsXV+PKnNUyBbcaXxsh2ZjFWC2/00IsVF0CrD/6oz/iV3/1V3nssccAOHbsGLfeeisAt912G9/73veaMsCC5Z/+Wez+h6VaEMdxuZQ0ebV/gu8cvcRH7tjGPdf3LNv462GlT8EtZ53Ol770pZo+npjdcvXKW21W+u+0EItR8ynCb37zm7S1tfHTP/3T5ds8z0NRiv3Hw+EwqVSq1oddsRa7wmb/0TiO49I3lCZvu7SFDVDgy//0el1WNcnKqflbzlVTN9xwAzfccEPNH1dMb7Wv4hVC1E7NM1h/+7d/i6IoHDx4kN7eXn7v936PsbGx8r9nMhmi0WitD7tiLXaFzcBEjktJE7+uEjA0AKIBndFMoeYFt7JyamGWc9XUc889B8Cdd95Z88cW05NsjBBiPmoeYP3FX/xF+c/33Xcf/+W//Be+8IUvcOjQIfbs2cMLL7zAW97yllofdsVabE1HT2uQV/snipmrSXnbpT3sq/mFfKkrp2aqR1qtdUrLWafzh3/4h4AEWEII0WyWpdHo7/3e7/HlL3+Ze++9F8uyuPvuu5fjsE1numm2+aywmel+uqqQNG08z8O0HPK2S3csUPML+VJWTs3UxfnpIwOrtruzrJoSQghR1z5YTzzxRPnPTz75ZD0P1fRmm2abbYXNbPf7xZu6eeyFswyMFwOgHWvDJE2bkZTJQ08drllWaCkZmZmyX48f7Ofa7uiq7Cckq6aEEEJIo9FlMts020fv2jHjxbfyfiNpk1NDGUbSeR566gjrogHevr2dwYTJaKbA2bEca1v8GLpGW0SvWa3UUlZOzVSPFE+a7NnSdtntq6WfkNTpCCHElU32Ilwmi51mK91vJG3y43MTmJZDW8jg4niOMyMZIgGdvds6ePf164kFDfK2W/PVa0tZOTXT5shd0UBTbZoshBBC1JJksJbJUorZEzmLU0OZ8orB8UwB03EZy+T57olhfnZnJx2RAHnbQUGZcv9aZYUWm5GZKft1/95NPNc7fNnt0k9oYb761a82eghCCCGmIRmsZbLYwud9u7s4N5rhxKUUA+M5TsZTXBjPEtRVfLpKruDw43MTjKRN/LqGT5/6kjY6KzRT9uue63ukn1AN7Ny5k507dzZ6GEIIIapIBmuZLKXwWVUUfLpCwXYpOC6aqrAmZDCatfBrCj5N4ehAko6Ivxy8NVNWaKbsl9QpLd23v/1tAN7znvc0eCRCCCEqSYBVpZ69mRYTUOw/GmdjW4h1MT8/PjdBPGliaArpvIOGRyrvMHYpha4q/NxPdXHbjrUNW722WvtaNbMvfvGLgARYQgjRbCTAqtCMHctLq/BUxeDNm1v57olhsnkby3EBhZCho/g8PE/hye+fZ8OaEB+9a8eyj7MZz50QQgjRKFKDVWE595Cbr8pVeB2RAD+7s5O2sB+AoKGiqQqup9DdGiDs13n8YH9DxtmM504IIYRoFMlgVVjOPeTmO51WvQrP0DS2dIQZSpm4nodfU1gb9RPy6biuSzxp1nys83HsYoJkziKdd4gEdLZ3hmmP+FdNXyshhBBiISTAqlDPPeQqAyqfphBP5tnYFppzOm3a4vi7d/Dwt46TrB5r3qErGqg+dN31Dia4MF4MpKIBnbzl8HL/BDvWRtjSGVn28QghhBCNJlOEFeq1h1z1fnw/OjvOj8+N80LfED84M4blOLNOp+3qjvHRu3bwr99+FQBfe/Es7SGDiWyhOFbXZShlcnEih+J55f0Kl8v+o3F2dhUDqbzt4p9sFdEXT8v+e3X2xBNPTNmSSgghRHOQDFaFXd0x7tzVyeMH+4knTbqiAe7fu2nJRdqV9UnDKZN4ykRTFEzLxbQcvts7hOV6ZC2Hg6dHuX/vJu65vmfKY1QXkaf8OhvSefKWy8CESd52uXFjjOs3rln2AvOBiRyb2sNEAjqnhjIkTYtoQCcWMqTAvc42btzY6CEIIYSYhgRYFXoHEzzXO8y13VH2bGkjZdo81zvM1s7IkgKFytquU8MZArqGh0fBccnkLYbTBVQV2kI+kjmLzz9zAmBKkDXdXoa7e1rLf6+c2lzujZNLU6sdkQAdkcBl4xH189d//dcA3HvvvQ0eiRBCiEoyRVihXivhKlcCpk2bjoiPbMEhV7A5O5rF9TxcF9ojfmJBY9rVgLPtZbjYfQ5rpV5Tq2Juf/Znf8af/dmfNXoYQixa72CCR5/t46GnDi97eYMQ9SQBVoV6BSqVAUjEr5HJ23ieR8DQcL3iz6jqG3sItvi1y1YDzrRpck9rcNZ/Ww5L2QxaCHHlqq5PLZU3SJAlVgOZIqxQr1WElSsBo0GD14czrI0G6Iz4OXYxgeV4hH0aY9kCYb8+7WrAmTZNLm2DM9u/LYe5utRLl3chiuR34Q3TlT6Ubr9Sz4lYPSSDVaGeU12llYD/+/5buGlzK50RP6m8TXc0gKGpKArkCw6JnEUmb3P/3k2X3X+mLFGzZ5DkW6oQRfK7MFWjyxuEqCfJYFWo1yrCatd2x6Zkyk7Gk/z43ASm7RANGnzkHdsuW0VYGt9MY2nmjZPlW6oQRfK7MFU9ew8K0WgSYFWo1yrCatXTfWujQd66XW+qrFMtLWeH/CvN3/zN3zR6CGIB5HdhqrlKH4RYySTAqrD/aBzXdekdTE72cjJYF/XX/NvltN3Zb9mw5GP0DiZ48uA5XjmfwMPjxo2t3Ld3c03Hvpj6EfmWWj8dHR2NHoJYAPldmKpen4VCNAMJsCocH0zQP5olYGi0+HVMy+G1SymyllPzYy1mSu/pIwOXTV+WphJ7BxM88p0+zoxkiPg1FBQOnR5jMGHysX07a/KBVd3sdL4NTeVbav18/etfB+A3fuM3GjoOMT/yu3C5Zi5vEGIppMi9QiJnoygKAUOb8v9Ezp77znX29JEBPv/MCZI5i7WRNxqSPn1kAChm30bSeVoCOkGfTsCnEwnojGUKS+7jVbLYPmHNXoS/kn39618vB1mi+cnvghBXDslgVYgGdJJZC9Ny8OsqedsFr3h7I1ROx730+gg+Vakoji3Gxo8f7Oee63sYmMiRtx2igTemHvy6Ssq0a1bfsZT6EfmWKkSR/C4IcWWQAKvCdetjhAyNS6k8adMmEtDZ3BZiS2dk2cdy2d6DOQufrhLJ24T9xZdNxePEpSQPPXWY/rEsrlvcbDlgaEDxzz5drVl9h19TeKFvmILjEg0YbF8bxtC0K7Z+RAghhJiJTBFW2Le7C01TubY7yh271nJtdxRNUxuy5Uv1dFxL0MBxYTxbACCTt7kwYeLXVbpjAda1+EmaFiPpPLmCjVmwSZs2bWFfTcbfO5jgYsIkbdr4VIVcwebg62OcH8vKljhCCCFEFclgVViuFS3zWYlXPR13w4YY/3JyhHTew3VdBhMmrutx8+Y1qIpSzrKdGclQnNn02LO1rWarCPcfjbO5PUx3LMCp4Qxp06YloNMV9ct0hxBCCFFFAqwq9a6PmO9KvOrl3Fd3RckWHPqG0gylCygK/PTV7VzdFS3fZ3NHGJ+h8civvKnm4y4FfKpi0NlSDPxcz2MwYc5xT1FP//AP/9DoIQghhJiGTBEus/muxJtu2541YT9fu/9m/vyDN7G1M8LJoSwHT48ynCoGOfXsp9PoDaXF9EKhEKFQqNHDEEIIUUUCrGU23723ZlrODcWNnbujfjQVkjmLl89NcGY4XbN9E6dTz30axeJ95Stf4Stf+UqjhyGEEKKKTBEus4V0cp5uuvLRZ/vKWa9IQOfUUIaRdJ5LqTy///PXln9mIZ3W50M6Ljenb3zjGwD89m//doNHIoQQopIEWFUWsxXMQpQ6OZ8dTtE3lCFl2vh0lQduu2pe968sfu+IBOiIBBhK5Th8Psl/+f+OcWo4Q8in0h0LYtkOj72QrVkjw5nq0xZzzup5nhf62PV+zVczOXdCiNVqqZ9vMkVYoVSAnshZUwrQewcTNXnsR5/t42svnmU4meOH58ZJ520ifo1oQOfJ758vd2WfTakX1T8ev8T3T49yMp7k0OlxbMfl1HAGx/XIFhwSOYsT8TSu69ask/t0nj4ywEf/+jB/f+Qi/aMZzo6k5zxn9T7PC3nseo5ltZNzJ4RYrWrx+SYBVoXFbgUzl+oX6uRQBk1R2dQWYlN7mLXRAGG/zuMH++d8nOpeVC+9PkbBdjF0FdfzCPlUdFUlnbfx6yqDCbNmndynG8+XD7wOQHvYR9525xXU1es8L+ax6zmW1U7OnRBitarF55sEWBXmW4C+UNUvlGk7BAyFscmmoQAtfo14cvaWB6VeVHu2tuH36dhu8fZYUMfzIGhoOK6HpirkbRe/rjKaKdRtpd/+o3Fs1yMa0Mt7N84nqKvXeV7MY9dzLKudnDshxGpVi883qcGqsJAC9IWobhoa8euYloNbipCAVN6hKxqY7u6XPU5lL6qDr48wlrFoixhYjsNYxsVxXXy6QtK0MerYiX5gIkdb2JiyPU8pqNu7rWPG+9XrPC/mses5luXw/PPPN+zYK/3cCSHETGrx+SYZrAr7dnfxwok4//O7J/nv/3SS//ndk7xwIr7kAKW6h9SbNsTIFhwyeZtT8RSvD6UZzxa4f++mBT0OQHcsgK4qrGvxoykqLX4NDw9NVcGDj7xjW92Kjntag6yLBsjbLqbl4HnevIK6erZ82Le7i3OjGZ4/McQ/HrvE8yeGODeamfGxpf3E4sm5E0KsVrX4fJMAq8JTP+rn7FgO1wXFA9eFs2M5nvrR7LVRc6l+oXRVJWioBA0N2ytO6W1uC7F1jk2lp3vBVVXlI3dsY0tnhA1tQdbGgty0eQ2/dNMGHv3VN3HP9T1LGvtc49E0lR1rI/h1lbGMNa+gbqYeX7UKBFVFAYrbBVX+vRFjqbdHHnmERx55pCHHXunnTgghZlKLzzfF8zyvjmOctwsXLnDHHXdw4MABNmzY0JAx7H54P4XJ2qWSvO3i01WO/v6+JT125XLP/rEs3VE/V3W8EVCVUpEfvWvHvB+nGZbFN9t4Hn2277K07nzP7Up0++23A42dKhRCiCvRXHGL1GBVMC0Xvzb1NkMt3r5UlT2kHnrq8JSaLJh/8Vy990pcqGYbT3W9G0jhtRBCiOUnAVaFgKEWM1gVE6eWW7x9qaozWJbtTMlgVRbPlX72+GCCRM4mGtC5bn1s1uxQozJJlcf1aQoKkHe8hmWzFlqY2GwZOCGEEKuDBFgV3ndzD//P9/opOE75NgX44FuWVsdU6oPlui6DCZOLEzleG0xyU87ipza0kjJtEjmLe2/ZMOVn+0ezKIrCUCJH/2iW//vKAD+9vZ0P7t1cDgJ6BxN8+bmTfO/0GKoC62OBmndwn+t5xYIGqVyBQ2fGsV2Pq9qDFKzZx1CvwKbUKR+KmavKczvb+CsbydX6vEkQJ4QQVx4pcq/w5s1thHwqpZJoBQj5VN68uW1Jj7v/aBzXLTbhzNsu61uDtIUMfjKQ5LVLSSzbIWiofO3Fszz8reM4jsulZJ6AoaGrChOmzUSuQGtQ5+jFZLmbbO9ggke+08dLp8fQVfBpChcnTA5fSNS9g3vpecWCBicvJXnutSESOQuzYNM/mqVvKI3jTD+GuTrklrreP/TUYR59tm9BnXMXUpi4HI0y693tPBgMEgxKWwQx1VJ+h4QQtSEZrAqPH+xnY1v4sgLpxw/2L2k13sBEjsGEiV9Xy/2i1kYD6BmLtRE/WcslFjRoj+i80j9OMmth2jZrWwLlqTfXg4ChkcrbU4KAkXQeRSn2n1IUBfDIFRwGEyaGrs0yqqUbmMiRyhX44blxXBf0YmcI0nmHXMHmUtLEZ1w+hsrABij/v/SclppVmm9d2HLUa832XGuRxXrmmWeW/BhidVmuzKwQYnaSwaoQT5q0VFW5z6fD+lx6WoOMZgqXrU5sCxu8cj4xJYvSEfGDApbjkbdd8rYLHvh0lbztEg0Y5SBgYCJH3nbKHdwBNFXBcb26dnCvfF6vnk+gKAqlp6agoKowms4zlrGmHcNsHXKXc/uV6fqK1bpRZrN1O5fMxuonWxgJ0Rwkg1WhKxogmbOIBd8IhObTYX0u+3Z38a1XB+i7lMK0HTwgYOjcuCFKKm9PuQBvXxvmR2fHi1vqWA6eBwXXozWkk7dddvdEpwQBJ+Mpwn6PsYyL5TiYloPtFjtA7egKL2q8M9UMPX1kgMcP9hNPmnRFA9xxTQfpvI2qgKIqFBwPz/NQgEyh2FF+uqZssxWiL+cqwIXUay1Wvbud/8Ef/AEAn/70p+f8WclsXBlkJa0QzUEyWBXu37uJ8UyeU0NpXh9Kc2oozXgmP2eH9fkI+TQyhWJwpSkKluXQG0+zpS00JYvSEQlwzboWuluDbGoPsS4WIGCoBH0aN26KYWhauZvsvt1ddET8OC6EDIVMwcFyPIKGxk+tb+G53uEFZyhmqhn66j+f5PPPnCCZs1gb8ZHMWTz5/fOsCRn4NBXHBc8r1q15gKpAe8Q37TFm65BbyiqNpE2+f3qUfzx+iRf6hvFrMzcLXazlaJRZ727nBw4c4MCBA/P6WclsXBmWIzMrhJibZLAqbO2MsLk9zNnRDKblEDA0NreH5+ywPpf9R+PomspVHSGyBYe87aIpCtGATmvYRyJnAW9kUVRV5fd//topKwVLGaW1LQa3XNVa/vu6qB+/pvCDc+OEfBo9rUHetDFGR6QYHC201memmqHHD/YTDVTeXozNbcedrP2CguPieuB5HrdsXsPV66LTHr8U2FRmye69ZUP55x75Th9nRjJE/Bo+VSFt2lxMmPQOJmrepqLefbzmeq7LSTIbV4blyMwKIeYmAVaF/UfjdMcCKIpC0rSIBgzWRf1LLkgu1UqtCfloC09u4+J5pEybguNxzbowjx/sL08l3b9305TjVQYB1dM8KdPG79O5cVMr16yLTtkWZjEXz5kuwomcRU/17X6NobTDx9+1k4e/dRwUCPt13tQTY8e6KK7nzXj8mQKbXd0xuqJ+RtJ5LMcjEtC5rieGT9dmfB2afeqrWZqxyubMV4ZmCuqFuJJJgFXh+GCC/tEsAUOjxa9jWg6vXUqRtZy57zyLntYgJ+Mp8rZbXkVY2oInaxan2qIBg55YgFTe4cnvn2fDmtC0KxdnyjANTORImfaSL54zXYRjQYNU3pm2Pu2e63voi2dqdvEuOB637eicEizOFqzVe6XeaiGZjStHswT1QlzJpAarQiJnoygKAUOb8v9Ezp77zrMo1UqNpPKcGUnTF09xbjSLoSn0j+cI+/ViXYyqEgsahP06jx98Y4PpypVfzx6Pk7enjqcloBOdzDIttdZnppqh+/duIpMvXpBd1yWRs8jk7XJ9Wi1rjRZaQ9JsK/WWU3t7O+3t7fP6WdmcWQghlo9ksCpEA3qxB5Xl4J9si4BXvH0pdnXH+KWb1vPId9Jkc85kAbifWNDHhfEEG9dMDRwqW0NUT3+djKc4dHqcvdsUOiLFKbuUaZe30lnqtMBs0wsb1oSmrCL8yDu2lbNs092vVCv2tRfPLqguaqGZlit56utv//ZvF/TzktkQQojlIQFWhevWxwgZGpdSedKmTSSgs7ktxJYlFrkD9MUz/MzOtZc1Me29lJxx6g0un/66bn2U547H+b+vDGBoKgFdY3N7iN//V9fV7OI50+Pcc33PrA1XZ6sVW0hd1EJrSOYbkMmWNUIIIZaLBFgVihfqLNd2R6dcqGuxpH6m4vFNbSEGxotTWS1+jVTeIZO3+cg7tk17v/FMgUzBxnY8gnqxqei5sSynh9NNFSwstS5qIcHifAKyZi+EX6xPfOITAHzuc59r8EiEEEJUkgCrQj1X38w0jbVnSzuhnQqPH+zn/Hi2vIqwlCmqvt/hgQSGptEa0tiwJgTUZjufWlvulgBzBWSrtRD+4MGDdT+GZP6EEGLhJMCqUq8alZmmsW65qpXneod557Xryre/dilT7vl02f1yNoYGbeE3mniWaraW60I4n+M0W11Us/aAavbgZbVm/oQQot5kFeEymWkFV188M2t37er7tQR1YiEfId8bsXEq79Di16ftwF7rveZm6vRefZx9u7s4P5bl+RNDfOfYIM+fGOL8WLZmHcwXqhm7W8/3XDaSdH8XQojFkQzWMpouO/a1F8/OmVmpvN/TRwb4/DMnSOSsKTVbP7U+uixTYAuZanO94gbUCsqUvzdCM/aAWgnTls2a+RNCiGYnAVaDlKaGjl1McDKeYndPdErbhZ7W4LTTR/dc38OF8exlNVsnh7LL0gtqvhfc/UfjbG4Pc/2G1vJt8926p3cwwZMHz/HK+QQeHjdubOW+vZuXFHQ0Y3frWgQvGzbUN0BstqleIYRYKSTAaoDKupY3bYjxwzPjHHx9jD1b15DNO5yIp4kFdL5z7BI7uyJsag+Xp4/u3NXJa5cyl9VsBQ21Jp3c51K64BZsh1PDGdKmjaEpXLc+OuXnFhs89A4mpuxFqKBw6PQYgwmTj+3bueQgq1kyQ1Cb4OXJJ5+sx9DKmjHztxDNXuMmhFi9pAarSmXX9Eef7atLPUzl1FBXNMierW20BHQOnR7jxKU0O9ZGKE2mnYinGcvkyz//+MH+aWtiFKhZJ/XZ7NvdxbnRDIdOj5Ev2OhqMSiIJ/NTztVCa55K5/23n3yZ758eYSSdZzRTwPEgEtAZyxRWXd1PLbvf18tK7v6+EmrchBCrl2SwKizXiqljFxMkcxbpvEMkoLO9M8xtOzo50DvErVvaiAUNTg1niAZ08rbLqaEMHZEALQGdeNJkz5a2KY/XEtAZTNjLNgU2ksozli2QMBXWRQNcsy7CwITJ737jMO+8dh37dnctKPNROu+O4zKayWM5Lo7rkSsomJbJuqgf12PV1f3UYtrywQcfBOBLX/pSfQZJ82X+5msl1LgJIVYvCbAq1PMDuTRVcXwwwSv9E7T4NdZGA+Qth5f7JyazVl65jioS0MlPbtmTNC2gmAHqigZmnAqs94WwFAjlLJftnWEKjkcyZ3F8MEU0UNwc+/kTQ/zfVwZ4+/Z27tzVSV88M2fwUDrvxweTBA0Nxy0WxFuOS8inMZIusC4WmPfU2UqaFlrqa/bqq6/WbjCrjBToCyEaSQKsCvX6QK7MjCWyFtGgzmi6gKGrrAn5yNsuffE0N21uLQdP2zvDvNw/Qd52p2zkfP/eTTzXO1we23LWxJQCobaIj7zlEDA0LiWKeyb6dZVkziYaMFgT1Dl2MUnOcmfN/pUCob97dYCuFj8j6TydLX7ydo5cwcXywPM8cpZLW9g3r6kz6dskSqRAXwjRSBJgVajHB/LTRwb4b//wGqmcTdBQyRZs/IaGrioksha6phIN6MRCBvft3VyeVmuP+NmxNkJfPE0sVMyqlTJAWzsjl00rATz6bF9dszalALQU/AFYjoPnKYykC7SFDQKGhud5pPNOuV/SdOOoDIS6WvwkTZtEzkZXVTa2hbg4niNrOVgubG4PzbvAXaaFRMlKL9C/Uq2kDLQQs5EAq0KtP5BLPavSpo1fh4mche16qAoEDJ2843LTplYMTSMWNC6rydnSGeHDP7vtsg+X6mml5cralALQzpYAN21q5dRwBg8Fn64S9BWzcQB52yUS0GfN/lUGQld3RfjxueK06WimQGeLn44WP9esa0FV1QU9D5kWEiXN2JpDzE4y0GI1kQCrQq0/kB8/2E/Yr+N4HolsAUNTAZes5eLTi9NqRweSbO2MlIO4xdTkLFfWpjIAbY/48ekaLX4d1/MYyxQwLQdFUcjbLtetj3JuJMOlVJ6HnjpMT2uQHV3hck3W8YtJ3rQxChh0RAK8eXMrJ+NpzLEs0aBBLKhzVUdkwd9er7RpoR07djR6CE1tpRboX6kkAy1WEwmwqtTyAzmeNFkb8aGrCiPpPLoKhqqQd8ADQoZGwZm9Tmk+litrM20AenfxAv/kwXP8y6lR1oQMbtgYI23avHJ+gps2tdIdC3B2JM03X77AjRtb2dwR5mQ8xaHT4+zdptARCdARCWBoGnu3dfDRuxYfNFxp00KPPfZYo4cgRM1IBlqsJhJg1VFXNEByMpsSCxhkCw6W6xIwVO6+rguf/sbU4Ex6BxM8cfAcr5yfQEHhxo0xPljV1bweWZuZ6iBmCkD/2y9dP6U7/avnxynYLt97fZTTIxk8D8J+nUupPFs6I1y3Psqh02McHUhy2w7/nG0c5luTIdNCc5MaF9GsrrQMtFjdJMCqo/v3buLzz5wAYG2Lj/4xE5+u8rZt7fh0bc7MSu9ggj/ef4L+0SwRv4YHHDw9xsmhNNvXRig4XnnqrZYrCxdbB1H6tyMXJshbLkGfBh6cHclgWi5BQ2EkrXP12jCdLQFu2bKGwxcSDCbMGQOhxYzlSpoWeuCBB4D5Z7KkxkU0systAy1WNwmw6uie63uAYi1WPGlyVXuIDWuChANTVwXOZP/ROGOZApGATsDQADCtYkuHvO1y245OEjmL53qH591zaj6WUgdRGnPQV9zmxlM8Co6H53lYrkJQUfjxuQnevLmVgKHzzmvXzTolKDUZs+vr61vQz8v5FM1MMtBiNZEAq87uub6nHGgt1MBEjoLtlpuPZgs2FxM58pbDwESOsUwegNPDab7QP8baaJBYUF9yOn0pdRClMXdG/FxK5jEtG00BVwHb9YgGdXyacllxfz3GIi4n51M0uyspAy1WNwmwmlhPa5CT8RR528X1PC5OmFiOi6GpaIrC906NogC6CmMZi4Chk8gWCBkaj72QXfS0z1LqIEpjBuiOBXh9OI3ngaGrrI8FWRP2k8pZoHjzGt9cY1lMPdFM97kSapOkxkUIIZaHbPZcB7XaMHrf7i7awj7Spk08aeJ5xS2gNVWhs8VPruCQLTgkTYeAoRILFht9Xkrmy00+F3vcxW5CXDlmTYEWv45PU1nbEuDWLW3s3drOnq3tvPPadfMKXmYby2I2853pPk8fGbgiNgae6Xzu6ArXfZNzIVaDWn2+i9VPAqwaW8xFfya7umN8bN9O9mxtI2+7qKrCxjUh2sM+NFXBdlzytoNpO3RG/ADlvQuXMu1TqoOIBQ0GEyaxoDHvbFjlmAuuRySg0xYxuL4nRnvEv6Bgba6xVNYTqYpS/vNsgeVM93n8YP+CH6sZ3HDDDdxwww3z/vnpzueduzp5rnd4ynv2ke/08clvHpGLiBAVavn5Lla/GacIv/jFL6IoyrT/9ru/+7t1G9BKV+si4l3dMT77S9fT2RIoT+0Mp0xODWdwAb+u0dniR1OLr1Vx70JjydM+S6mDKI25pHrqbaFFqzONZTH1RDPdJ5402bOlbUGP1Qy+9KUvLfg+1efz0Wf7prxnLcfhzEiGkXS+vJBCVhou3ZUwBb3aySIRsRAzBlhbt25dznGsGgMTOQwNvn86SdK0iAYMtnaGGJiwl/S403VRD/s0VEUh7NPKKws9z+Oq9lDDlzYv9WIyn/svpp5opvt0RQPljbbn+1irRXXQeWooQ8SvYTleOZsHchFZCmmPsTrIIhGxEDNOEf7iL/4iv/iLv8jNN9/Mtm3beOtb31q+TczMrykcOj2OaTm0+HVMy+HQ6XH82vTZwPmabmrnY/t28tDdO9jSGWFDW5Bo0GBTe4irOiIN/eBeahp9vvdfTK3YTPe5f++mRdedNdIHP/hBPvjBDy7pMXpag6TMN74AJE0LBYgE3vj+JReRpVnMdLZoPtW/K3DlfBETCzdjBuvChQs8+OCDGIZBe3s7Fy9eJBgM8uijj7J27drlHOOyWmrmxQOqQyll8valmmmqrHTbV//5JI8f7Oel10d56sfnuX/vJj70M1fX4MgLs5g0+tNHBsr9wizHZcfaCJvaQrPefzE9c2a7z9bOyIrrv3PhwoUlP0Z1c0efppI2ba7reeO5y0VkaSTzsTpII1SxEDMGWJ///Of5+Mc/zs0331y+7Xvf+x7/9b/+V/7H//gfsz6o4zh86lOf4syZM2iaxuc+9zk8z+PjH/84iqJw9dVX8/DDD6OqzVVj3zuY4JHv9DGSzpO3HU7GUxwdSPDQ3TvmfaEtOB63bFnD6ZEsadMmEtDZ1d1CwalFiDWzr/7zSf70wCl8mkbUr5HNO/zpgVMANQ2y5hOALvRi8vSRAT7/zAnCfp21ER99Q2l+fG6ckE/j6q7orPdfTK3YbIFqswdU9VAddO5eH+ViwsSna7ieJxeRGpD2GKuDNEIVCzFjgDU2NjYluAJ429vexv/6X/9rzgf97ne/C8Bf/dVfcejQoXKA9eCDD7Jnzx4+85nPcODAAe66664lDr+2njx4jjMjGVoCOtGAQd52OTOS4cmD5/hvFUXbsyl9kO7d2l6+rfqDtR4eP9iPT9MwNIV03sF2PVzP43//y9maBVjzrSNZ6MXk8YP9hP16+ecjfp1M3uHVC4lygCUXo/qqDi6XujBBTCWZj9XjSv0iJhZuxgBL16f/J9d153zQO++8k9tvvx2Aixcv0tHRwfPPP8+tt94KwG233cb3vve9pguwXjmfIOLXytvSBAwNz/N45fz8l+A26oM0kbMITAZXqlLslYXrMZ616B1M1OQDYb5Tfws9B/GkydqIr/z3NSEfppUjNVkPJRej5TfXRURWxC2MZD6EuPLMGGBNTEzw4osvTrnN8zwSifkFG7qu83u/93s8++yz/Pf//t/57ne/W277EA6HSaVSSxh2fXh4KFUVVMrk7fPVqA/SWNBgNJ1HVxXUyfPseuDTlZqt/prv1N9Cz0FXNEAyZxELFqeMw36dFr9OwfBm3QhawN69e5f9mLIibnEk8yHElWXGAOu6667j6aefnnLb+Pg4p0+fnveD/9Ef/REPPfQQ73vf+8jn8+XbM5kM0Wh0EcOtrxs3tnLo9BgoCn5dJW+7pPMOe7a2zX3nCsv1QVrKIhy7mEDxPPK2h4WHX1dwAdeFmzfFalZIu5Cpv4Wcg/v3buLzz5wAoMWvkco7OB7855+7ZtH7OF4pPve5z035+3JklqQXkBBCzG3GAKvyg/vIkSM8+eST/OQnP+G9733vnA/6d3/3d8TjcT70oQ8RDAZRFIXdu3dz6NAh9uzZwwsvvMBb3vKW2jyDGrpv72ZODaU5N5rFtB0Cusbm9hD37d286MeczwWvtPqvFLzMZ/Vf72CCP95/goHxHPGkia6pGCo4Hpi2R9BQuWVLK9u7ojWr/6rX9Oc91/fw43NjfONHA5iWS8BQed/Ni98k+0q1XJklWREnhBBzmzHAKhQKPP300/zlX/4lhmGQTqc5cOAAgUBgpruUvfOd7+QTn/gEv/Zrv4Zt23zyk59k27ZtfPrTn+ZP/uRP2Lp1K3fffXdNn0itZPI26bxFwfGwHZdMfvENQme74EHxG/+B45c4EU8TMNR5r/7rHUzw0FNH6B/N4Hgefk1FV4s1Y4qisL41SDSgs70rWtPapXpNfz59ZIBnjw+zYU2onMF69vgwb948wD3X96yoep/lHusv//IvA/C3f/u3y5ZZkhVxQggxtxkDrHe84x28+93v5gtf+AJXXXUV/+bf/Jt5BVcAoVCIP/3TP73s9ieffHLxI10GX37uJOfGsgQNnWhAwXI8zo1l+fJzJ/nKfTfP/QBVZrrgPXnwHFnLJRY0ODuWRVHAdj0cD8J+DfLFlXXTBViloG1gPEfQp5HM2Ziei66pBH3a5FY5OvFUnr1Bo2a1S9WBw79++1U1u2hXryIs1WI9frCfrZ2RFVPv04japNHR0fKflyuzJCvihBBibjM2ovr1X/91XnrpJb74xS/yz//8z3heffs4NYMfnBvHr6v4DRVVVfAbKn5d5Qfnxhf1eAMTOVoCU2PYloDOK+cT5cArb7sYk4XpuYIDQNBQSOSsaR+zFLTpmgIexf8DpuWAB4amcu36GL9wQw8fvWv+/btm8/SRAT76V4d5+sgg/aMZzgyna7rBaTxp0uLXptzW4teIJ80V1QG70WNdri7TS9kMXAghrhQzZrAeeOABHnjgAX7wgx/w1FNPcfToUb7whS/wr/7Vv2LHjh3LOcZlYznuZVvaaArknblbU0ynciplJG1yaqi4gW4iZ2FaxX3v/LqK5RSDLNstBrE5yyMWNKadbiplKbpjAc6OZLAdj4LtUphsF79+TXDJ2YTK4/o0hYOvj+I3NNrCxYCwbyjNjrWRJU89lY6TyducMW3WxQKE/cW3ZCrv0BUNrKh6n0aPdTkzS7IiTgghZjdnK/Vbb72VL3zhCzz77LOsW7eOj33sY8sxrobYuCaEaXnYjofnge14mJbHxjWhRT1ead+7syNpfnR2nETOwlBV1oQMfnhmnOGUyZt6YrguFGwXFcjkHQqOw77r1k67H59fU0iZNhvXBHE9UJRiEKgAtuexrSO8pGxC9T6Axy4mGU7l0VVQFIWAoeHXVU6PpHn2eJyHnjrMo8/2LTibVXmcmze3YtoO/aNZUmaBRM4ik7e5f++mFbX3V6PHKpklIYRoHjNmsKpFo1Huu+8+7rvvvnqOp6E+fPtW/uvf9+JMFrgrikLQr/Hh27cu6vFKF7yHv3Ucx4W2iMH2zjCKAgdfH+PYxSS37ejEtGyOX0rjohDya3x47xayBQ/Xsy6r3yrYDomcxcCEyfqYn6TpYNoOG9eEaA8bjGQtvvbi2UUXWFfXjVmOR8inMZwqEPYXb3Ncl7OjObZ1hhdda1R5nFgwhqoo/PjcBAMTJjvXRfnIO7Zxz/U9bJ0MxKD5630WkkGqVTH8HXfcMeXvklkSQojmMO8A60pwz/U9XBjPXtYyYSntAnZ1x9jUFmLPlrZyA1CAPVvXcPh8ksGEydt3dPGHv3T9lAvjQ08dnna6aTBh88BtW/jdbxxG1zQ2dwTY3hlmPFPgB2fHKdgueB4Fy+GxF7ILzmBUT3NFAjqWYxBP5jEtB7+ucilRbGh63fpoudYIFrZa7djFBMmcRTrvEAnobO8M875bNjKYMHnkV9405fytlA7Y8x1rLYvhP/3pT9fyKQghhKgRCbAq9A4meO1Shndeu66cgXjtUmbJW81Mt6zdr+vcdW0XH71r+nq2ntYgZ4bTXErly5tGr2vxs6Uzwq7uGO+8dh2JnEXBdjhyIcHJoTQALX51SXVS1WPd3hnmUCrPumgAv64ymilQcF32bmmjs+WNQGwhtUa9gwkujBd/NhrQyVsOL/dPsGNthC2dkct+fr5ZmYVkherVTmE+Y5VGnUIIsfrNWYN1JanXKrBSLVZicm+90p/37e6a8T47usK8cn6CZM4i7FNJ5ixeOT/Bjq5w+THPjWY4dHqMoZQ5uUekh+0qOK5XzDQlzQUXWFePNZO3cVwXyy12tX/Lljbe/VPddLdOrUubrtaodzDBo8/2XVantf9onJ1dxUAqb7v49eLbsC+envWczKa6dqyUFZquNmwhP1sPM60uXUwx/Lve9S7e9a531WpoQgghakQCrAq1vPBVWkzxcV88w02bWokFDdIFh1jQ4KZNrfTFM+XHXB8LEAnoxSDF0Ij4dfy6wni2gF9XGctYCy6wrhzra5eSnLiU5voNrbz7+vXcuqWNrOXytu3tcwaMswUxAxM5NrWHefPmVgKGRipvEw3obGwPLjqDs5DgeDW1U8jlcuRyzbeiUgghrnQyRVihnh2qF1p8XApCrup4Y8rM9bwpwV7e8bhtRyeBMxoT2QIj6QKeV8wKJU0bXVUWlREqjfXRZ/voaQ1dNpXVF8/MWWs02zRY6Tx3RAJ0RIrTjNXnfaEW0iLhSmqnIIQQojEkwKqwb3cXj3ynj1fSefK2g1/X6Ij4uffu+vb9qq4H2tEVpn8syyv943RE/GxfG6YjEuDcSIZLqTz/9v/9IYmczVAyh6GpeB4Mp/PgQaJg43qQylncctWaJY1rtkCkFISVxl5aubijK0xfPMPfvTpAV4uf7WuLAeKp4QypnAUK/Luf3cZzvcMAmJZN72CK8azFT29vX3S920KC457WIGdH0lxK5oknc1iOh6oodLcGZzz+Umu2qu9/565O+uKZcq+xkKEuafVnM1hJWxpVW8ljF0I0J5kirOJOdqxXUKb8vV6qp9LOjqT5/DMnCOoKhqqSyFn86Ow4h/vHeOX8BCFDpX80SzJnkbfcyc2e87T4NbIFG8eFiKGyqS3IxUSeR76z8B5VJXNNZVWP/cxwcexnR9J0tfhJmjYvnRrhpddHyVsOhqbg01Se6x3mzl2dFGyHl14fA+Bt29swdG3RtVALqXPb0RXm5f4J4okcKdMmk3eYyBYIGeq0x19qzdZ093+ud5h9u7v412+/ipzlYuhaQ+rBaqXRdW1LsZLHLoRoXhJgVdh/NM7m9jC371zLO69bx+0717K5PVzX2pzqeqBLyTxhv07O9rhpcyvRoIHjQt9wsSYrZ7kEDI1Y0MD1ihs8h3waoxkLn64RDei0hHy0RQK0BHRG0vlFj3+uoOWysaeKY7+UzHP1ZBF7Ku+QLRSDtILjsbsnSixo0BfP0NkS4B3XrOX2nWtZ2xJcUi3UQurc+uIZbtzYSsH1cD0I+TW6Y0Fyk/tDVh9/qTVbs91/qY/97ne/m3e/+93z+tl6anRd21Ks5LELIZqXTBFWaERtTvUxk6ZFi18jbdp0tgTobAngeh7fOnyRTe1h+obStExuJ+N4HooCm9tDnIinMFQVQ1PI28Wtffy6StK0Fjz+yumSkKFSsB0GE/ZltVbVY0+bNi1+jaRZrK968+ZWvnMsjmk5BAyN3T1ROiKBKbVktTzf861zG5jIsbkjzKnhDBtaNRRFwfO84rmf5vhLfV/Mdf+lPPZDDz00r5+rt0bXtS3FSh67EKJ5SYBVoZ5F7vM9ZjRgkMhZRKvG0BUNkDJtogGjHLBoioKnwETWwnE98paNokBkMgArtkDQFjT+6iaYpQLs6bJB1WOPBHSSFX/viATKx37L1vYpz6d0+3Kf78pxRyZ7cAUMjbztEg0Y0x5/se+LUqB67GKCk/FUOcCsvn8jzkGtNeJ3p9JSaqgaPXYhxOokU4QVSr2lnj8xxD8eu8TzJ4Y4N5pZdG+m+R6zchpuXdRPJm+zrsVfnpY7N5qhI2TwT68NMZEpMJEt7tcXNFQU4OJEjraQUdww2vHIFRzG0iYp06Yj4l/Q+BcyXVI9dsdxOD2c5siFCb7xo34Onx+nLeyjI+Ln7Eiag6+P8PdHLvL906Ps6Aovqj/YdGbqtzXXOV/X4idvuZObbzusi/qnPf5ixllZ1/OmDTHSps3B18cYSuWm3H+p5+D222/n9ttvn9fPLtVs57lWr+Vix7WUGqpGjl0IsXpJgFWltJ2Nhzfl7/VSXTt0VUeEj79rJ1s6IwwmTAq2g6oorI0Feeu2NgI+jUzBYTSdx7RdHM+jPeIjEvDRFQsQ9msUHIcLEybXdEV46O4dC24PMd9eYJVj/+HZMU4OZWgPG6wJGWQLxe7sb9m6hlu3tPLiqVF6B1PkCg7rWnz8zY8HePLgOVKmxfHBJD88O8bxwSQp02L/0fiiC8jPjqT56F8f5t88/sMZg63SuLd0RtjQFiQaNNjUHuKqjsi0mbrF9DGrDFS7okH2bG2jJaBz+Hxyyv1XygbNcwUxjXweS62hWimvgRBiZZEpwgr7j8bZ2BZid88bH6yJnLXsW5hs7YyU9z989Nk+fLpWvmhoqkLKtGkJ6Ny2o5NnfnIJTYWr2oOcHsmyuT2MT1MYz9r4fQt/eRc6XVIKEt731YOsby0WqmfyNopSIJ23+dq/nCXk0+hs8Re3xbFdzo5msV0YyxS4bUcn/aMZXu6f4MaNrWzuCC9ob77Ki+tI2uREvLhlUHIyCzHT4yy0L9li+phV1vV0tgS4bYefwYR52fZIK2GD5vls71P5PKrbd9Sz7UEtaqhWwmsghFhZJINVoV6d3GczV2agekynhjJE/Fq5d1NbxIeiKLx6IYFfVwkYGgXHoy3iW9RKqNmmS0pTRP/2//0h7/vqwSlZonjSpMWvkcnbDCZMbMclZKhM5CxGMwU0BRRFIWBo5CyXguNQcNwpKycvpfILzkBUnp9TQxn8uko0oJPOOw1dDVbLbu3NYCG/G8vd9mC1nWshxOogAVaFntYg/aMZvn96lH88fonvnx6lfzRT1w/quaY3qi8eSdNCoVhQDsXNmPFgIltgKGnSF09xYTxHR9hYVHA403QJwGMvnOHsSLrch+vCWI7D/WN89K8PM5EtcGYky1DKRFdB11QKDmiqQtCnMZIulI/heB65QrF4/h+PX+L14TSa4pGueJ7zHXvl+UmaFn69uNl16fw0ajXYaqvrWUgQs9xtD1bbuRZCrA4yRVhhR1eYb758gbBfp8WvkchZXJzI8c7ravtBXbni6djFBG/aEJsyJVcZFFRvq+LTVNKmzXWT05idLQG6oj7OjWXIWg5hn07Yr3F6JIuhqVO22pmv6aZLHn22j1jQoHcwScDQCBjF7Xl+cjFFZ4uf9rDBUKqAabm0BjVsFyzHpac1iAIMpfOYloNfV7EdF9Ny6Y7ptPh1xtIF+sdMrup4YwPp+WYgppwfv05yMgi4bn10QY9TbamdvUuB6mzbCdXC+973vpo+3kwWsr3Pcrc9WK5zLYQQCyEBVoVSA8pLqTxp0yYaNNixNkJfPMM9NTpGdRuEk/EUPzwzzp6tCp0tly/hr7547F4f5WLCxKdruJ5HyrSJJwvsuWoNl1LFTZ6L/a9sTsTT/Nbt22oy7tJFs9inS58cZzFjUJySU/jp7VFeODlM0nToaNHZs2UNa8I+Dr4+RldLoLwBtetBW9hH0KcBxXqeTMHGtJzyc5rv3nyV5ycWMkjmbHZ0RWiP+MuZjIXu8Vf9GlXXcs03+FqOup7f/u3fruvjlywkiGlE2wOpoRJCNBsJsCoMTOQIBzSUVHEVoQKEA1pNv3lXFwvv7oly8PUxjl1MctsOPynT5txohvWxAA89dbh8Aa8sjK7sr5Q0bZKmRTSos6U9xGjWKgaHAZ1o0Fj0Rac6iPBpymV9uHKWS3Cyh1QkoLNjXZRYyOCl18d4xzVry5mOLR1huqJ+Co7H3m1Bjl1M0BHxcXokS9q0aQ372NIRon88x2DCXHAGYrri6qVkMmYr6AZmDb6WWzabBSAUCs3xk0s33yBGNrMWQggJsKbwawoHT4/REihOXZmWw6HT4+zd2lazY1RPn3REAuzZuobD55MMJkx8moKqKBi6RltEn/YCXvp//1iWDWtC4HmTgZbNTZta6WwJXJZBWIjpMjjxZB7X8wgaKifjKWzXw3JcgpM1T6UpuYCh8/bt7cSCxhtBTlWriEef7SORs9hb0Xw0kbO4pjt22Qq7hapFJmO2Ka75rKZbTj/3cz8HwPPPP7/sx56JTNkJIYQEWFN4QHXXK2Xy9lqZbvrEr+vcdW0xS1XZlgFmvoBXXuiv7orw43MTmAWb508ME/Lp6KrCR+5Y3PTgtEFEW4ihZI7Tw1nCfh3H9XBcl3TB4eou35QpubmyOc2e4fBpCi/0DWM5HpGAzvbOML7Jjviyrcr8yJSdEOJKJwFWhYLj0RX18ZOBJKbtEtBVfqonSsGpXYi1b3cXj3ynj1fSefK2g1/X6Ij4uffuYuZmtgv4TMXxHZEAWztCHDozTsF22LAmSHcswHO9w2ztjCz4QjfTGH5wJsdbtrVPCQ7PjqQZTObnnNqrnrq7c1cnffFM02U4ii0n8qRMm4hfI1+wOXR6jE3tIT62byf7j8ZX/LYqSy3gF0KIlaRRn3kSYFXImhZHBpIEdI2IX8dyPI4MJGkN+mp6HNcrBmzKZL6s9He4PMM1kjY5OpAkkStwdCDBzq4Im9rDlxXHj2QsOlv8xIJGed+/xTZJnalI2cO7rBfSpvYwhq7xyK+8acbHm27K8bne4cuKxpejKeVcSs1m18X8nBrKkDSLexaujwXKY2rm7Ntc5irgF0KI1aSRn3kSYFXoH8+hoqCpCoqioKmgotA/Xtsi983tYa7f0Fq+rTIQqpw+y9s2h06PF4vt/TqOCyfiaSIB/bLi+LF0AU2F7WvD5cdd7NTVTFN4N25sJWXaC87eNFvRePW3mR1d4XI2rZQZ7IoGyxszu57HYMIEVn59UbPVkAkhRD018jNPAqwKqbxNR8RgKF3AcjwMTWFtxEcqb89953mabvotb9s8e3zssumzZ48XC+6vWx/l1fMJooHiir1TQxnesrV9SnF8W8RHd9RfDgpg8VNXMwURsLjsTek5D6dMTg1nSE9Ov0Ur3vD1fvNXrry8MJ4rZwLPDKf55ssXuGlT67SZQbj8PDZTfdFv/MZvLOjna11DJtONQohm1si6WQmwKrT4dfpHs4R9Opqq4LgeI2mLTe21WQLfO5igfyzLK/3jdET85WzTodPjtAT0y6bPSm8MVVGIBDLkJxt1Jk0LKBbH37gxRkdLgIlsobwP36b28JKnrmYKIhaTvelpDXJmOE3fUBq/rhLxa+VVj4oC16yLTvn5Wr/5K1PEyVzx3JUygZdSk9v0JPNc1RGZtm1GM08BLjTAqmWPKpluFEI0u0b05SuRAKvCpjVBzo5mcFwPVQHH9XDx2LRm6S9E6WK0rsXPUCLHqaE0vYNJdFUhZGhct7WtvK3IWDrPw986Ttq0ORlPcd36KNs7w7zcP0HedokGiu0bzo9lcT0PQ9fY1R0lZGicuJQmazlc2x2ry9TVYrI3+3Z38eEnL5A2HeCN7XPetCHG4GRBeT3f/JUp4nTeKW86fWqomE1r8WvloLW6bUazTwGOjIwA0NHRMa+fr+UKTpluFEI0u0auWpcAq0IoYPD27e38ZCBJOm8T8evcfFUrocDi+klVKl2MCrYDk/VdjguZgl2eKgMYTpn0xdNYrsutW9Zw6PQ4h06PccuWNZNd5dPEQsWLWiHqn9LSYUtnhLZIsdB9qf2kai1vTwatXrEZhgKE/Fo5WIT6vfkrU8SRgD4lE9gSKGa1Zmqb0eze+973AvPvg1XLGjJpWSGEaHaNrJuVAKtCMZWos3PdGyd+KQ07K5UuRofOJIkFDbqiATzP4/RIhoChcWo4Q2dLgFPDGVCgI+JnbUuQvdsUjg4kOXwhwTuvXceHf3Zb+Y3x0FOHaY9MfQlrcYGrdV3N/qNx1rb4AQgYxe1xBidy/H+vXsTQVDauCbFpTZB03qjLm78yRVydCVzX4mdwoliTtdBtelaqWtWQNTL1LoQQ89WoulkJsCrUM5VYuhiVCrwB8rZLdzRAwXEZSxdwPe+y1YAdkQC37fAzmDAvy6jU4wJXi7qa6gDt2MUEu7pbePV8ojjGXIHBhImHx1XtIWzX4ycXk3z8XTu55/qeRY99JpWva3vEPyUTGAno/NT6KH1DaU4OZbhxY0xqiOZpPr8vUgQvhLhSSYBVoZ6pxNLFyNAU8lZxmjBvu7x5cytp0y4361zIasAdXWG+8J0TJHI2mqKwJmywYU2xIeZizVVXM90Fs/TvAxM5/JrCxYTJ5vZwOUC7MJ4jZGhsaQ9xeCDBpYSJAkQDOi2BN3qMPX6wn3uu76n5Rbn6dd3SGeHDP1vscv/YC2dYGwuyraulHCAst9naRjRzUDLX74sUwQshrmQSYFWpVyqxdDF64uA5/unEEK7rEfJpHB1I0hHx8/s/f205gHnshTMkctasWbTewQTffPkituNhqAoFx2U4XWBNaGlNUefqJF99wfzj/SdQFYWNbSG6YwFe6BsmbdqTqx+LgdrOrgiHz0+gqSqdYR8jqTzF7bQhk7cJ+3Va/BrxpFm3i/J0r+ujz/Y1vEi7+vmeHSm2jbhxYyubO8JNH5TM9vsiRfBCiCuZBFjLaFd3jPv2bmYwYTKWKVCwXWBqJ/fKrMCxiwmSpk0sqJebcpYuTPuPxhlJ52mP+Mt1TablkLfdBV3AqrMnfk2ZcVXfdBfMsUwBgHUxPz84k+TsaAa/rvKTgQTvuKYYqG1qD3NkIEEkoFNwXHy6iq4q+HWNsWyBsF8nlXfoigaW9aLcDEXa1c/3UnKybUQqz5bOyJzP/8Mf/vCyjXWhmuH8CiFEo0iAtczm6uQObwRR/WNZNqwJ0TK50q6UyQB49nicC+MZIn6DtrCPsF/Hr6ukTHveF7Dq7MmZ4TRHBibI2x5rW/zs6m4hYBSPfctVrfyP774OHrRMFot3tgQo2C6mZfPjcxP4dZWwT8e0HPrHsoykTToiAVKmTdDQuW1HJ6qicDKe5MVTo9iui+0Un38mb/ORd2zjuydGlu2i3AxF2tVBSNK0aPFrpM03mtvO9vzvvffeuo9xsZrh/AohRKNIgFWl3kW5c3U1L6nMbIykTU4NZRhJ5/nYU0dwPY9zoxlyBZdswSGZs7iqI4ymKvh0dd4XsMpjDKdM+obSBAyd8OQs40uvj/H27e3cuauT53qH8WkqnueRtxxe7p/gpk2t+HSV0YxDNOgjYGi0hX1cGM+hqyon42kMTePcaAZNgX/4yWC5werbt7fz43MTmLZDNGjwkXds457re+iLZ5btotzI/igl1UFINGCQyFlT3g+Vz7/6/fmmNRZXd0XZuHHjso15vprh/AohRKOojR5AM6msf6qs/+kdTNTsGD2tQc6NZIqtAiyn3NX8wnhuynEGJnK0BHRG0mYxELEc2kIGp0cyvBZPgQeGpuC4kC449I8Wg7W2sK9ceD6X0jEATg0Xp/aiAR0XuH3nWt5xzVo6WwL0xTPEgga7e6IUnOJ0pl9TOHYxSVvYh6oo4Hl4noemKrSGDNZF/cRTeQq2g6oobOkIY6gqiZzFj86OY2gqb93ewV898Ba+8aG95dWD+3Z3kchZJHIWrueV/zzf57QQpenYWNBgMGESCxrLXutU/XzXRf1k8jbrWvyXPf/p3p+//uv388v3vn/ZxrsQzXB+hRCiUSSDVWH/0ThjaZNDZ0bJ5B3Cfo2rO8M1rf/Zt7uLj/7VJVDAr6vkJ+uwdnZFphynpzXI2ZE0Pzw3Tq7gEPJpRPw6edtBVxVUVSGoqzh5G9uFZN7hbdsj/Ps7r573WCuzJ6VMWrE/VDF7Ujk1VSpaf/PmVk4NZUjkCqiKysf27eSJg+c4djFJOu8QCei8dX10SgPU0p8jAZ1TwxnG0gUGk/lyYX+lejeFmy5D2ciGotXP96qOCO+8rmvKKsLS85+uKF/XFMYyy7/ycb7q2X9GWkAIIZqZBFgVvv/6CL2DKXy6SshQKVgur/QnMC0XanQR3tUdY2N7kETWIpW3iQaKmaG2sH9Knc2OrjDffPkCadMm7FPJWy4p08TzimnHguOhuh5+XcPwXBwXAr6FvZyVUzilTBrA7p7i3oCVU1OlQKwjEqAjEij/vVS4X6rlqp4K+tqLZ8s1Rp0tATpbAriex2DCnPFiWK+LcrO2DZju+d4zzc9NVzSuqQp526nj6JpTs76WQghRIlOEFc5P5PDwMG2HiZyFaTt4eJyvcYH1td0xrl0f453XruMtW9vLheCVdUYvnRolYKhYjst41kZVoSvqx6+r2K6H47ooAHjYTnFq7siFCR7+1vF5T2lWTuGUan5KHc2fPzHEP702xHDKZEdXeNZpu9mmgnpag6QqCrahcYXOlTVnpX0fY0GjvEKz2ZXO5XDK5ODpUZ49HieRtYpTtFeYlf5aCiFWP8lgVbBsl2zeQZkMOy0HPPeN7V1qZd/uLj79d0c5P5bDtB0CusbGtiB/8Au7geK38385NUprUGdrR5jzY1kSOQvTclAUUBQFz/VwPQ/XBdeDtS1+2kIGY+nCgr7JV2ZPegcTPHnwHP9yapQ1IYO3bmvDp2s81zvMnbs66YtnOD6YIJGziQamto6YKeu0b3cXj3ynj1fSefK2g1/X6Ij4ueWm9Tz6bN+yTu+s9LYB+3Z38cf7T9A/miXi19DV4obkBduldzBxRWVuVvprKYRY/SSDVUVRQQE8r/h/pQ5n6PRwmgvjORzXQ1OKF8kL4zlOD6eB4rfzNSEDRSnWWqEoqIpCwS5OCbb4NTRNwfWKU0Qb1gRZFwtScDzaIr5Ff5Pf1R2joyXAO65Zy+0719IVDRILGriuy+MH+zl2McH5sRzdUT+7uqPzWgRwejjN60Mp+kezjKQL5AoOiVyBb758sa6LCabTTNm0xdjVHWN9LFDsJ+Z6BH06d937m9z+3t+84jI3K/21FEKsfpLBqmBoCgoKuqagKsXMkO14GFptp2AeP9hPa8g3pRVBImeVt4oZmMiV9+4bz+QJ6CoBQyWTd4gGdAI+nXUKmJZLPGkS9mvlJqPXrY8u6Zt8dWZgJG3y2qUUjksx6gROxNNEAnp5O5+ZFgH0Dib48j+9TsCnszYaIG+75G2XRM7Ccjx29xTvs1wdvldD24C845X7iQGwdR+u511xmZvV8FoKIVY3CbAqtIb8aIrC+GQAYGgKHWEfLcGlbT9TLZ40WRt54zEzeZtEtsD58SyPPtuHT1Pw6Ro3bWrlH48XMxMaCkGfSizkKzYUzdvs6IpwKZnj1FCGjhY/b5oMWF7oG8ZyPB59tm/BU2/VfZlODWVQFIW2SHGlYTSgk7fd4jEjgVmDuf1H41iOS3vYh6Io5anWgfE8mjo1aF2O6Z16r1BcDtWvz9D506RMm21XL34RRiNW4y31mKvhtRSNIytQxXKQAKvCjRtjPN83TNinF6fvVAV38vZaKP1SZ/I2Z0yb7tYAngeDCRPH9YhNNpmMJ/O4nsfm9jBbO8Ll1X0F2ym3dtAUhTOjWXpagwwmTKIBg97BJLYLPl1lz9Y1i1pZVZ0ZGEnnMVSV7Z1hTg1nyFvFMSTNYmuAlGnj15Rp66kGJnK0h33kbbccXPl1FccrTnVWWq7pnXq2DVgO1a/P/3n009iOx7MHDizq8RqxGq9Wx1zpr6VoDFmBKpaLBFgV3rq9nQOvDeG4Hq7ngquiKMXbF6PyW5JPU4gn82xsC/HmTa187/VRzo5k8evFZqGu53HDxlgxM9EWwrKd4sqokEEyV8pWmeVgy9AU/LoKqFzVHibk17mUMPHpCj+zs6M8fQcLm3qrzgwEDA3Ldnn1fAJFKWbbAoZGdHL7nvNjWVzPw9C1yz6selqDWLbDiXixtqwYmBX3VuyI+Ofc0Fpcrvr10VWVtS3Goi8M0+39OJ7J8/C3jrOpLVSXb/fLud+kZCpENdmEXCwXCbAq9MUz3HpVG5dS+WLjzYDOuhY/ffHMtH2JZlP9LemFvmFSps26mJ9rumOoisLL/ROMZQt0RvzcsDHG1V3F/lMtAZ3BhD2le/mlVJ7SpNq6Fh9HL6ZwPA/X9Yo/nzTJWTaeN7UqfzFTb6XMQO9ggke+08eZkQwBo1j0nzUtxrMFkjkdFAVDKXaSjyfzxRWOFGvDHv7Wce64poMT8TTpvEUi56GrCmG/wX+6eydbOyMyvVNhIYFAZebmR/9zaVm/2Wru9mxpq8u3++VaAdjMmQoJ/BpHVqCK5SIBVoWBiRwhvwapN24L+bVF/eKVviUVbIdDZ5KcHc3i1xQOn09wx64AO9ZF2d7VwnO9cfZsab9s7z2/ppQvDu1hH0PJPONZi01tAc6OZnE8DzwP23WJJ/MYKhRsj7zt8NSPLnDrljW8eXP7kqbe9h+Ns7EtxLqYn1NDGfpH0yTyDj6tuHIxZKj84Ow4PTE/Pl1jYMIED9a3+rk4keXJ759na0eIaEBnLGOhq0p5z8HKYwxM5Ka0fKi35bq4zfc4jQwEZqu5K/WXgtp+u1+uTaDnk6loVP1ZswZ+VwLZhFwsF2nTUMGnKfzwzHh5j8C85fDDM+P4FrGKcGAih2nZ5T0Hwz4N1/PoH8sykjaB4i/1jRtbp23i6UE5QHv1fLF9QWtQpy+eRlNV9m5tQ1VVXA/AI2sXV/ipFFc+Hjo9xuHz40vax6+0V2FHJMC2zjAFB1r8Gr7JOrCfDCQxVIWkWWzM6p+cthxNW7gehP06Odtj77YO7rm+m7dsa6cvngGWZ9/H6SzXcRdynEY2zazeC3EknQcPtneGyz9T62/3y7XfZOVemyWVz6VR70FpktpYy7nfqbiySQarggKMZwucG8vguKCpEA0YLKZJQ09rkOdPDOHXVQKGRlvYx4WJHD5N5WQ8jaFpJHIWD9y2hdPDaR4/2E88adIVDXD/3k1898QI7RGd7742xlgmj+uBT1PJFhy6owFGMhaxoE62YGO5xbEHDRXbcbFcsD340blx/uiXf2rR34orv+mdGs4Ua61UBWPyOblecaWlaTuojkJgsoDdtFw6/D5a/Brpil5FlRe3+dZB9A4meOLgOV45P4GCwo0bY3xw7+aa1hxNd9ylWshxljJl8alPfWrJYw0aKofOjKKgEDI0tnSE6Wx5Yzy1/na/XCsA58pUNKoWR6aoGktWoDan1ThtLgFWhSMDCSayFopSDK48DyayFkcGFv6Ndt/uLv7vKwO0BnU8r7gisTWgEwnoxFN59gaNclH3c73DXNsdZc+WNlKmzXO9wwQNlXMjGc6PZ/FrKj6tmDVyXI+c5WC5EPLplLodKIDtuDgeaJMbSSuTj721M7KoN2rlirVUzsLQis1Ou2LFFhNBQyOdt9ncHmIsUyBbcPBpKpvbQoT8xSL46AwXt/lcZHoHE1M6l3vAwdNjnBxKs31thILjzesXsfIX99jFBG/aEJty0a3HxW0hF9GlTFnceeedix5j5VTVnbu6SJk250YzZApO3RcgLMcKwLl6ZTUq0JEpqsaTFajNZbVOm8sUYYUzIxl0TSHk0wgaGiGfhq4pnBnJLPixdnXH+Ont7SiKQmpy5d3bru7g5qva+YUbetjRFebhbx3nVx/7Pi+dGmEomZsyXaAAffE0ulpsLe8U5wJZ2+JnKFXAchzS+TeyQy5QcMHxQFHA0FVaFjn10DuY4NFn+/jai2eLm17bDijFb/hrQsVpDc/z8BsqeLClPcxPX91BW8hH2K+ze0OUdVE/mbzNuhY/8WSuvLfhSMqkdzAxr07c+4/GGcsUiEw2Vw36dBzX5fCFCf7hJ5foH81wdiQ967RO9TSQT1P54ZlxhlPmjMdditK5O34xyQt9w/M6zlKmLF599VVeffXVRY11uqmqze1huqL+afeVXGlm2yMTGtcNXqaohJhqtU6bSwargu24aGqxZYICeBQzWbbjLurxPrh3czkqr/wG3R3z8flnThD26+iKgu26vHhqFICru6LlVYQb24NoanET6qCu0h0rNkLN2y5+XcP1HLpjQc6PZck73pRjW47HDRtiC/5GXv1NojTmf/ez23iudxjHcbmUNBnLWPg1jd95x1ayhWIn8Z1dEfrHc7z0+hhd0QA3bYryvddHGM9a+HWVGzfGMHSNx144w527OnmudxiYuRP3wESOgu2W62iyBZt4Mo/neeha8TyciKfZ2RWZcVqnehpod0+Ug6+Pcexiktt2+GuaoSll3MYyBXKWzcUJi9FUnrfv6CBg6DMeZylTFg8++CAAzz///ILHO1MGZzBh89G7Ft+4tJnMlqloVDd4maISYqrVOm0uAVaFtoif5OQUYWmqTUEhGjbmvvM0Zvogffhbxwn7dWJBg6Rp4TgeCh6HLyS4uita/hZd/C/Em2yHU8MZ0qaNpiq845q1FByP7liAH5wZI+zXyeRtzo5mirVakz2pru4q7he4kG/kM9Wl9MUz5efiMzT2bps6NVcKzG6+qo2WgM5Pzo/zbO8wPk2lPezDceEnAyliQR9ro8EpjzfTRaanNcjJeKrcqHQsU8D1PHRNLde2QbFRq6FPvyF39S9uRyTAnq1rOHw+yWDCrOnF7YmD54rTmQGdzogfn6YST+X5/ulR/tUNG2Y9TiOmLK70qapGBjoyRSXEG1brZ5EEWBXu37uJPz1wCp+qETEUcpZHwXG4f++mRT/mdB+klVvltIV8nB/PUrAdEiY8f2KIjoife+8uZhBK2aRSfVYiZ3Hf3s3sPxonkbNImhYtfp2A4UdVFEYzBTa0Bsg7bnnqYSHfyGf7JjHTRaF3MMHD3zrOWLpAW8TH9s4wJ4cz+DSNvOMS8inl/RxfvZDgl29qmfXxSvbt7uLIhQn6R7PgeWTydrE+TlFYEyqeP7+uMpopsHdbx7SPMd0vrl/XuevarppnaV45P0HEr5UDv9aQj4CuUnC9pswIyX5+EujMZjUWHYvmtFo/iyTAqvChn7maeNLkGz8aYDjtEjBUfvWWDXzoZ65e9GNO9yHVFQ2QzFnEgpMlcF5xY2l9smLdndxUeaZv2ADDKZMXT41iWja27RLy66iqwq1XreFiwkRVVGKThfRL2YsQZv8mUcpcjabztIUM8pbDy/0TxSJpv0be9nDc4pSeX1fI5O15fzPZ1R3jY/t28uXnTvKDc+PkLBe/rhL26WhqsQ4sadoYmjpj/cpy/uIqKHhVt3mTtzfCXBfIRmRwGnnRloBh/lZr0bFoTqt12lwCrAq9gwnGsw7vffPG8sV4PGvRO5hY1As904fUHdd08OT3zwOQyBZQFAW/rvH27e3lab1STVH1N+zKx3zrtjYOvj7K2dEsAUNjU1sQQ1PZ2hlZ9AfhQgOS0pRiR8SPaTnl7I0C5CyPsF/DdgFcLMfDr6uXPd5cFz6/T+fd168nb9scOj1OwXKwXZdMxik2L71j26xTb8v1i3vjxhgHT49Nvp7FVZ/pvMPerW01P9Zc5nuBnG8GpxbBSSMv2hIwLIxsJyOW22rMJkuAVaHWHyozPV624PHxd+3k8YP9nB/PEgsYl22VM11xX2kqbjSdpyPipz1sEPTpbGgLkrdcTNulbyjNR94xc8Axl4UGJKUpxe1rw/z43ARQbNga8mmk8jZrQgGChko8VcC0XW7f2jHlojbXhW/qOTTYu03h6ECSguNyz/Xd87rQL9cv7gf3buZSMs9IOk/StPDrxZ5SH9y7+bKfrVU25bOf/ey0t9fyvVyr4KSRF20JGBZmtRYdC7GcJMCqUOsPldke76N37eCe63t49Nm+eU3JlS5yY+kCbSED03I4dCZNR8RHZ8RPOu9w17XF5d+L3Ttxugt+6favvXh22kCgNKXYEQnw5s2tnBrKMJLOs7kjwh3XdHDgtRHiSZNtayPcv3fTlG1yYO4L33RF6rft8DOYMJuurmlXd4yH7t5RboxqOR7rov7Lfq5WAUvvYIJDmQ4GJnIcerZvymtTy/dyrYKTRl60JWBYmNVadCzEcpIAq0KtP1Tm83izTclVBj39Y1nWtfhpi/jIT07FuZ5Hyiz22IpMtjJYzEVjpgt+qZXCbIFA5fgd18O0HCzH4+rOMLftWDtn/dpcF76V+EGfs1z2bGkvv57V52yxAUvl+8GvKcVau6E+Qj6NhP/6Kcep5XmrVXCymDHVKtO3Et9HjbRai46FWE7SaLRCrRsAzufxZmqGCExpkDmaztMXT9MeMsjbbrHeSVdJ523ytlveO24xF42Zmrw9frB/zuZvpfEXbIeXXh8D4G3b28r9ruba122uZo+NaspYahj60FOHefTZvnnvTzefhnlz7ZE303gq3w9HLybpH83y3BN/yjNf/9Jlx6nleatVQ86FjqmWewVKc8+FmatJqxBibpLBqlDrguj5Pt50NUKPPts3JcvREfGTyFmMZi1u2tRa3hvQclwyeZtTQ2nSps2lpEm24PB3rw6U9zWsnparVp2hGE6ZnBpKc2wwCZ7H9rWR8t50MwUCp4Yz+DQVv6GhUAwsxjN5Hv7WcaIBnaRpEwvqXNsdm5KFmO6b8rnRDOtjAR566jA9rUHu3NVJXzwz79dkqVmPuabwZnv8+WR7FpNNqc56FRyXiF8jV3AwJlejVh6nlu/lWmUzFjqmWtZN1ep8XEkrEVdj0bEQy0kCrCq1/lBZ7ONVX6i3rw3z4skR4gmTVM7Cdl1QFPZsaSNbcBjNFDgZT5E0bVRVwa8pWJbD5585ATBrkFV5wR9OmbzcPwFQDoxe7p/gpk2tdLYELgsEZmrT0BE26L2UIme5BA2NFr9GIqsRMjQeeyFbDlaqL3w+TUFVFAxdoy1S7H7+zZcv0jVNLVPlGKqnzja3hxdc31R6nH88fgmfprK7J4qqGFMu7MCswddSp4VnUv1+iAYMcgW7vIXSdMep1Xt5uuDklqtaZ63Nm+2x5jumWtdNLfV8yEpEIcRCyBRhk6qelvE8cFwwdAUPj2TOxlAVetYE2butg51dERKmjecVV/E5HoxkCjiOy+MH+2c9VuX0yamhdPn2Gze2lv98aig97bRKZZuGguMVa8Ncjx/3T+C4oFDcdiiVd3A9j0vJ/LTTjB+9aweP/Mqb6GwJsLEtVJ5isxyHMyMZjl1MTjtNNNPUWcF2FrSnVeXj4IHnefz43AQj6eJegqUL+1xTgEuZFp7tIl39fti+Nkw676Ao4FH/Ka/K12jf7i6e6x2uydTdbBq1V+BMVut+aUKI+pAMVhOZKRPTEtA5djGJT1f5mZ0ddEQCPHs8jq7CqaEMHZEAhy8k8Lzi3omqojDZs5SkaRFPmrMetzJDEU/l6Wrxc3VXhI5IgDVhHyfjaeKpPFfbDkFDnZK1mK5NQ8q0sCb3b7QdF0Vx8OsqmbyDrlmzZiGqsxanhjJE/BqW45UvavDGNNFMU2enhjNzTmtWqnyclmAxE+fXlfL5LV3Y58qqLGVaeDbVWS9DK7aAeN2vU7DdRTWVXazlannQbIXWshJRCLEQEmA1icrpB0ODoxeTxFMmQ6k83bEAluOxZ+saOiLFD/hIQCdfsEmaFgDpvF0OqkpUBfKOR1c0UH24y1Re8BM5C8tx+P7pUZKmhU9Tua67haxVvJC3T07dPfbCGUKGSsq0p7RpSJjWZCZNRVMVHLe4zY3leGxsC82ahaieYkuaFj5VKa+ShKkXtZmmztIVmY/5ZD0qH2d7Z5iX+yfwawqJXGHKlkOlLYpmmwKsR+3KtIHb3Tv4yA3/C4Abbli+lhXLFWg0W3dnWYkohFgICbCaRCkrYDkOr/Qn8OsqXRE/KAotAYMbN/qnbGi8vTPModNjRAI6rucR0DUKerFFgu16aIqC5XgoHgvaS3Hf7i4e+U4fZ0aKmSOfqpA2bY5fTHL9htbLshYF2ylOqwFtYT+7ujVODaVpDSjkHQ/N88i5Dq4HBdtlXdQ/axaiOmvh01TSps11PW9cVCsvatUXve1rwxx8fYyWyfMy36xH5eN0tgS4aVMrxy4mp91yqFFZlWkDt+4b6n7cassZaDRToXWzZdSEEM1NAqwqjVgl1DuY4B+PXwKvmLEJ+TQChoHneaTzDq7r8uqFFCnTJqir6JqCabskcnmGUibHB5N4nlfeBDlbsMnbDoqi8MG9G+dcRVhpV3eMrqifkXQey/GIBHSu64lx6MwYl5ImWzojxVWGwxlSOQsU+IUbuvn24UucH89iaCq2Y2O7Kp4HrueC56Gpxe7uV3VEpj2nlec9ZKgMJXL84EyOnGXjuR4XJ3KcGkozmilgaCofecc2YOaps65osRnpfLMelwV2ujbtlkOlrMqTB89xoHcMD29KrVo99Q4myk1MFRRu3Bhjq3WGze1h7rzzzst+tl7v4/kGGqttxV2zZdSEEM1N8Tyven/ahrhw4QJ33HEHBw4cYMOGxnwjrJymq7xw1HOVUOmYp4fTeJ7H+fEcqqLQHQugqQqu51GwXRwXtq8N8f3T4ziuRyyoM5wycdziRU5TFZI5C5+hEg342NAWmleLhuk89NRhumMBVOWNOceDr48wlrG4dcua4vSZruJ5HqblksgVMDSN9rBBtmBzdjSHpkLEr+N4xZqw3etbuGFT27Td16vPe/9ohpf7J7hxYyubO8L85Pw4L59PlFdvrYsG0DR1Xm0TFvpazOdxGvU++eP9J+gfzRLxa3hAOu/Q+7//IxvbgvzgpReXdXxznatGnCMhhFhOc8UtksGq0Ij9ykrH3N0T5cfnJvBpKrbrMpzKsybsQ1cVFEWhLWIwnrXZ3B4C4PXhNIqqYKgKtusR8utEUdBUhV+5eeOStpGZbgqoOxYgmbM5djGJXysGXoXJzZttFzwcAr4gI5kCIZ+GabtoqsrW9hBJ0yaeLMy4wq36vF9K5gn7dS6l8mzpjJCzPda3BokGDfZubQeYdUPsxZrv4zTqfTKWKRAJ6G9sqK0oWI7LWMZa9vHNda5k7z8hxJVOAqwKjVglVDqmqhi8eXMrR84nODuawdXgho0xfnh2HENV2d4Z5pXzE7T4iy9Z3nbRFNC0YoAFYGgKWcuZ93grsxA+TUGhWBRfvYIxZdqoqspH7tjG//zuaVzPJRb0sbsnysv9EyhQ7seUt11CPg0UcDyPVN4mGtCJhYzLMhylYx+/mORNG6PAG4XtLX6tXKhe/XdY/OtSi2xXo94nBdud0gHer6u4nkfedmYc30jaLC48yBVQFXXZpulkxZ0Q4konAVaFRqwS8msKL/QNU3BcogGD6zfG2NoZZjCZx3ahPeJnXYufzpYA0UBxk2dgMnPk4rge+uTyQcspFrvPZ7yVUzi6CodOj+EBe7auwdA1VEWhYDv0DmaLzUsVePxgP9mCRSzoY/vaMB2R4piGknm0yTH4dZW85RLQNa7qCPOWre2XndPqho0n4ykOnR5n7zal/JiJnEV08j7Vf4fFvS61ahS5kPdJLffSOxlPkbfdcgYrb7uoioK/YvFD5fgsx+HH54rTuX5NBUVZtsaYsuJOCHGlkwCrwnKtEipddI8PJjh5KVUMpMLF9gIHXx9jS0eY3//5a8v1RZ/+u6McOjNGplBsdRDza/zU+iiHLyTIWy6upjCcyuO4Hq0hneOT++jNdjGvnMI5Ppgst0E4PZzlLVvboS2EZTu0BAzCPo3XLqVQFAVQGE3lOfj6GHu2rmFd1M/ZkTSGpmEWbEKGSiJXLNRPmxZ/f+TilKL06mMDXLc+yqHTYxwdSHLbDj/ron4uTuTYsTaC63mX/b30utxyVSuPPttX7hvmUZy2nCmQefLgOU4Pp8vB7Pa14XKjyKX0pJqtyLtWnb/37e7iyIUJ+kez4HnlGixDU2kLG5f9bKmuzzc5nZt3PG7aFMOna8syTScr7mbWTMX/zTQWIVYb6eReYTk2OC1ddM8Mpzk2kGQ8ZzGazvFaPEXvpRTxZA6zYJeP+ULfEL2DSSZyFrbjYiiQsVxcD3paA3gUL56FyZYMmqIwOJHj6SODfPSvDvP0kYFpx1G54XDatItZDl0t99VqCei8MllYfimZJ2Bo5aCoNeyjJaBz+HySqzoifOY913Lbjg4Kroeh69ywIUbIp5G3PdrDPnasjfBc73C50/exiwl+eGaUvzh0jr84dI4jFxJsXxum4LgMJkyu6ojw8XftZEtnZNq/x4IGd+7qLHcTNzQ4eHqMQ6fH0FWm7SzeO5jgX06N4nkeLX4d0ypmd/K2veBpq/m+T2rZ+XtXd4yP7dvJnq1tFFwP24W9W9v42v/6Kk/8P1+bdnwFx8VyPPyGVt7qaD6bSi9mk+vpxiubBV+ulhtYr6axCLEaSQarSr377uw/GsdxXPqG0uQsBzwP0y5uKVPKRLxyIcHTRwbY2hnhsRfOYmgasaCKM3lhbfFrjKTzDKcLRIMGQUNlPFfAsj3SBQcllWdze5ikafPlf3qdrZ2Ry55T5RROJKCTn5x6jAaKY0iZNh4eLQGdpGmhKnB+PE/eKrZ/uHPXWmyXcjF95WrFR5/tY3vV9FCpKB3gVDzFWNYiYKjgwYXxHBNZi9t2dPDZX7q+fJ97qs5d5d8rN8P+/ulkOVg8PZItF8JXZmr2H42zJlQcj6Io5Wm24xdT3L5z7cJeROb3PqnHXnqV52eun33ntesWNE1X6732mqmHVbNopuL/ZhqLEKuRZLCW2cBEjktJE7+uEvJpZAsuqgKKMlm4rqqEDI3HD/az/2icgu0Q8qkoioKuqehqcTuYC5MX6ZBPQ1UVFBRQis08Ha8YREQDOpbjTpsxqdwzb2tHiLRpkzJttnaGyrffuLGVlGmjKQoXx00cp9jPSlMUfnhmvDz9NN1zrCzGhql7+fmNYo2XQvE5aapCOm8z/aPNfB5Lx0iaVjkDVyqErw5kBiZy7OpuIW+7mJaD53ngeYxn67d/33Lspfftb3+bb3/729P+23z2Rawke+3V32y/G1fyWIRYjWoeYFmWxX/6T/+JD3zgA7z3ve/lwIEDnDt3jve///184AMf4OGHH8Z13VofdsXoaQ0ylikGBG1hH85kGzJVodyFvSvqI540OXYxgYfHaMYimbMo2A6aqpApOIBC2KfhuB6WUyx2d1yw3Tde1Lzt0h72TfuBWTmFY7uwZ2sbe7e2YTmUp3Pu27u5WCxtu7ieVz5GNKjjwYwB0WyBxcBEsc/XhjUBdE2h4Lj4dZU1IZ28M/+WbJXHiAYM8rZL3nbLtWTVgUxPa5CAoXPTplb8hkY674Ci8Pbt7XX7tj5dgHNuNMNIylzyFFzJF7/4Rb74xS9O+28LnaaTC279NdMG1s00FiFWo5pPEX7rW9+itbWVL3zhC4yPj/OLv/iLXHPNNTz44IPs2bOHz3zmMxw4cIC77rqr1odeEfbt7uI7Ry+RNIvtC/yaSt52iz2tNIX1rcV9B6N+nQvjufIqvawDmbyDS3FD5xa/Xsx6WQ45y52yD+F41sIZStESMHjThtiMH5jzmcJ54LYt/O43DtMW8VGwXQxNoS3sZ2tnaMaAaN/uLv54/wnGMgUKtotvMpj82L6d7D8a52Q8BcCGNcWeXqblYBYc+seyPPTU4XkV21YWUW/tDHHo9DgKsKu7ZcregdU/Hwsa7NnSVi66vm/v5lmf/1JUd/72aQqqomDoGm0V+zkuZgquVJz8+nAav67RO5iY9jEWMk0nK//qr5mK/5tpLEKsRjXPYO3bt4//8B/+Q/nvmqZx7Ngxbr31VgBuu+02XnrppVofdsXY1R3jI3cUV9SNZgqsj/nxGyoBXWNjWxDLKW6MvGFNkJ1dEfy6hs8ovkylvF9rQGdbR4iJnIXjeKh42JPBjqaAonhkCza245LOO0uaAtvVHePGja1EAwaxoI+10SDbOsP4dX3WC2+pC7yHh1lwODOS4Yv/2MdwyixP5ZkFm1zBZjSdZ8K0WNfin3exbWV2xnKKBd97trZhu0ybqWlU0fWu7hgfvWsHj/zKm+hsCbCxLbTkKbjK4mTfZLuOWhQnL3RKUSxcMxX/N9NYhFiNap7BCofDAKTTaf79v//3PPjgg/zRH/3R5BL/4r+nUqlaH3ZFuef6HrZ2RsqZjZ2mRf94rtiU06+ze32U45dSdLX40VSFFr+B51kogE/X2NAWQtM1btm8hh+cHcdnaGhaccVeS8BgLFMgU7Bpj/jpivrn/MCcbqk2FGtyjl1M8PpQsbVBe9hHvmBz6PQYm9pDfGzfzmnvP5Iy2dgWYndPjJG0yY/PTRBQNZI5iw1rQoT9Oh1hH2fGsigUC86DCpwcThNP5WdsnzDdOBfSsb6y4L1UD1Z5ey1NN9bKovfq/RwXsjy+slZKQUFXlUW1m6gme+0tj2Yq/m+msSyEtJcQK0FdVhEODg7yO7/zO3zgAx/gPe95D1/4whfK/5bJZIhGo/U47Ioy3Qdb5Squ0UyBpGkzlMqzqS2I43moChjaG8XcWzdECftTtAZ9TOQKRPw6YX9xX8KNRohbt7QxmDBnHcd0K8f+eP8JVEVhY1uIZM7C84pZtUzeQdcU1oQM1scC5T5d1ff/l1OjvG17G2BwaijzRgF63iEWNNjcXgygvnLfzfQOJvjQEy/TGixuAVNqn3DjphgDE2/Uhzx9ZIAv/9PrWJOBnmU7PPZCdkHfuGu9Sm6hxwkaKinTpmA75f0cDa24FdJCxlHPLukr9YIrrhzL9XssxFLVPMAaGRnhN3/zN/nMZz7D3r17Abj22ms5dOgQe/bs4YUXXuAtb3lLrQ+7KlRmJravjfByf3FvwqFkHk0p9rta2+Ir1mwp8MMz44QNjfFsnnTeIWXadLX4Cfl1dvdE51U/M91S7bFMAYDdPTGGU3lSeQddVfHpCp0tAfKWSzyVn/H+a0IGxy+mWLszOLnNjT6lAL0yGJhP+4TewQRfPvA6KBSzaLbLiXianV2RBWVtZlqW/sTBc3S2BGr2bXim41i2QyJncXo4PWU/xzdvjmFo828AWlkr9YGP/TEgtVIrkWRhFkfaS4iVouY1WH/+539OMpnkK1/5Cvfddx/33XcfDz74IF/+8pe59957sSyLu+++u9aHXXGma+hYuYqrsyXATZta6Yr5SeVtbMcjX7C5lDDLK/tMy0FVFSJ+HQWPvO0yMJGjPaRjaNq86memWzlWsN3y/nZ5x0Wh2EZiPFtcBXd2LM2Pzo7x6LN9HB9MXHb/Xd0tjGctzo6kmcgWeO1SigvjOdpDb/TYKgUD82mfsP9oHNv1iAb0chDm11UGE+aCsjbTPVfTsnnx1GhNmy3OtBov73g8cNsWLMcj7xS3vHnz5lY6InM3AK1UWSsV61yH2tIhtVIrjDT5XDxZ7SpWippnsD71qU/xqU996rLbn3zyyVofqi6W41vlXFNIpW9knS0BtnVEyJg2sZCPpGmRzTvkLAfLcSk4LknTwnY9Qj6diB+Sps1PLqa4qiMyr5T5dCvHfPobcXdAV8mYVnmlYs5ycF0PW/E4M5zm/GiOkKFxVUfkjfsYOtd1t3DiUhpdVTE0lxa/xpmRLIamomlqeaVS6fg3bWrl1HCGtGljaFPbJwxM5GgLG1P24fPrKqOZAnu3dcz7vPsm9320HI9IQGd7Z5jewRRrQrX9Njzbarxd3THuurZrUav1Kt+bIUOlYDt895mnaQv5+MS/+//Jt/cVRLIwiyerXcVKIZ3cKyzX3P5cU0jwxrLpvniaN21snRLAnB1J8+KpUWy32J8KioGPoSr4dAXPg5PDmXmNZbql2m1hH6qikMhZdET8jKYLKEpxrz9dVfD7VAxN5VIqz46uCCfiadaE/VOWereFfXTFgsSCBifjSQ5fSDA6kSOZt/jPP3dN+XzOp31CT2uQguXQN5QGmNzSx8bQ1HlnbXoHE8STeVKmTcSvlYv10wWbd1zTCSyt8Hyuc1q5/H0xy+Or35ul+wwd+hZpn86u//bggscpZlfPL1v1rKNb7aS9xJVpJU6pSyf3CsvVybo6xT2cMjl+McGLr4+WMxODCRPLdig4DifiKb5/epSRdLFgfTBhEjQ08CBXcLEcl7zlkso7aIpKxK8xms7Pa8phuqXaH9u3k4fu3kEsaBANGngKbGoLEvFrhP0aiqLQEfGRNm3CAY285XDozCgHeoewbIcHbttC3iluszOcMjk9kqUj4ueadRGChjZlX8Lyvnm2w3O9cX5wZoyQMfVtuW93F5qmsmNtBL+uMpaxwIOPvGPbguqvNraF2LutDc+Dc2NZLkxkmcgWePnsBCfjSV7unyBvORiagk9TlzRlEzTUy85Jaay7umPcuauT44NJvnX4IscHk9y5q7P879NNH8/03hzLWIsa30pQq30RF3vsek7h1arJZyPPUaNIe4krz0qdUpcMVoXl+lZZmeI+GU9y6Mw4luMS9msMjGe5lCzQGjaYyFhoqoJfU8ur6968uZXRTIFYUMdxXdJ5G9d9o0dWyrTJFRxs18N13XlNOcy0cqx02ye/eYRjF5OMZy0UFLpjxfYRrudx6PQ40aDBbTs6y98kK5/jqeHiKsLSCsGOiH/algI5y2XH2ginhtL8w9FL/P1PLvG2rW185M6rp7QP8Bkae7ct/NtL6bUdyzik8jYKCrGAjmm5DCRyXEyUXnuVguOxtSPI6eE0v/uNw7zz2nVTjjfbN6nKTNOdu7qmnJOS3sEEz/UOc213tJy1e653mK2dxSzldFnUdN7imnVTV9+2BPRyrdxqU6ts8mK/9dZ7Cq8WWZgreTWdrHa9sqzUKXUJsCos19x+6cN1PJPn0JkxHLfYfsFQVV4+n6A94uPcaIFY0IdleyRsi1jIh+M4PHd8iEzexnY9DK2432ApyCpRVDAtl1fPT5C1FnYBnu6C9Lbt7bx8boKgoZEt2KRNi4Ch43jFAvjr1kfLWRUovulLz3EsXWBNSGciW2AkXShus+N5xEJvnOP9R+O4rsvhCwkSWQufrmC7Hi+dHiP/nT4eunvHkj9QywHfUIZcwZmsM/NoCRqEfBrnx3KMZgpsD/vpaQ1weiRb3GvRY8qFC6YPgEoXtfl8EMz2M6W/V//bwERuSn0eFN+bfl1b9DlpZrX4QF1KAFLvL1u16Dm2Ui86QizUSp1SlwCrwnLN7Zc+XB/+1nEKtkckoNEe9jOeLeDTVPKWS7bgsHGNjl9XcdziHoXxVAHPm5x6S+fxPAXDpxU3esZDAVSVcgPKTN4hkbMvO34piDo+mCCRK27Zc936GDu6wjzXOzxtT6yd6yIMJkwGEzlSeYeuaIBk3uZNm2N0trzxxi+96Suf4+BElmyh2L+qNWSQNG2SObu8vcvARI7BhFkOfHRNQVM9cpbLSDpfkwtG6bUdSeexHRdNU3Bc6GzxEfJpjGUKtIZ8vGVrO98/PYp/stC/JajPKwAqjXE+HwRz/cx0/xYN6JfV5xVr3QxWo1p8oC4lAFmOL1tL/dKwUi86QizUSl3YIAFWhVJtzOMH+4knTbqiAe7fu6ku3wZ3dcfY1BYCzyuvjruUNDE0hZzlEJ7sHVVq0BkJ6KxvLfaV6oz4cTyPlGmRs11UVUH3PDRNQVOLnb1t16PguESrljOXvtW7rkv/aBZFUUhmLUKGxneOXWLH2sgMPbHWlgvtK9/opYt+qUB8LF2gLeIrB0+///PX8ttPvoyCy2gmTyJXIOTT+ameWPlC19Ma5JX+cRzXK69gdFyPoKGRt52aNdAsBXxjmQL65FRn2K9jWg5tYR+aqk62PygU94h0PK5bX5yWmysAKv3bXB8EvYMJ+seyvNI/TkfEz/a1YToigSk/M939r1sfY9/urssyHv/5jr9b8rlpRrX4QF1KALISCqlX6kVHiIVaCb+P05EAq8JstTH1CLKqV8f5NJVswUFTFW7YEOP0SJa8XQySxtIFNLXYNsGvq///9v48Sq76vPPHX3erW3v13motrZUWEjIYMAF5IdiAIXHinHjDk5hxzskM2cYzdsw4ib+JPXFix8FM8HxJnBMmPjE/+M3E2PHM4AU5CIfBxgLHLMJCQo3UQq2l96X2unW37x+3qlRVXVVd3V296vM6x8eoq+rez/3Urc/z3Od5Pu+Hnogfy3Zx8QqqJ1N5fLKM36eQt10USaI3qnPV5spxP3rkLEMTKS7MZlEkiZ6ojixJjCYNTNthNJFjZ/elHYt5y8E7yyUMy+LJ49NsbvNzfibLpoiP0UQeJK8RdV9Ur0ipZUwbWQbHlQAJ13UJ+ZWSobvzQC/ff3UUAMv2RFQtB6IBBV1VWmYwig7ffYdOMjyVQZFgOpVjImUS8Clcuy1M3rKRJRkkiev6L0Xn5nOAiq81WgiKzu2miE4i4+lY/fSNGa7cFEGWL0lX1Pv8eqo7WeqOn1YsqAtxQE6MxHn0yFleOhfHxeXabW3ctq+bwbH0mm0btF6NjkCwUNZrGy/hYJWx0jUN3gKZYaAnzGgihyxJOI7Lm7fF2N0TQVNkTo6liAY0kCT6ojqjCYPZTJ6UYWHaXuFVrpAetFy34KBIGLZDwCcz0Bsqne/ESJwfnpqiLaCCC3nb5tR4Cl2VURWZ3og+Z1dauSYWwGQqx/NDM0T8Kvv6opiWzfNvzCBJXguda7bG2NEVJp41OXRsjIlkDlwwbZeAT6Ej6EORpQql9n19MT72rt186fsnmUqZaDK4wEjcoDvsEvRJPPDk4IKNdS2jeffB7Xzqzr08cuQsPz49yUzGYlNE57odbeiql4b7vXfu4vCJCXyqguO6cwxX0agZlsXxi0lmMiZv39NZitrVWwgeeHKwdH+F/Wop4jeSMPjT9+4vXdNCFpKvfe1rAPzGb/zGvPOxUrSi+LoVC+p8Dkh5qvzUWIq85dAZ9iEh8fzQNCPxHJ+6c++aXcTXq9ERCBbDenrALCIcrDJWuqZh7u64LgZ6Q6Wn5h1dYX77lt0VPf8Cmszx2SyKLONTZXyKRDxncWBLlNlMnnMzOVzXpb/QbLk8AlfelgbJJVMQD81bXu1TPGuhynBmIsVoIsd02sSybXqinpGM+FWOXUiUCtunUgZjyTyaIhPyKXSFdYYmM7QFfXSGdV69GGdwLEXUrzCdccmbDhdns3SGfRiWW6FhVWyA/f8efp1nh6ZQJIkdHX66IjqPPneOa7e1sb0r1LSxPjES5/7vD3JmMk1YV+YYzS+872oeeHJwToQDYHAs3dBw3XPzTh49cpZnT03THtR46+4OfKpSMa5aYyu/v7ojfrojfhzXZSSeq3j/QhaStehgtepBZakLaiMHpNwJjGdMkjkLy3VpdyGkqyBJTKfza75gfD0aHYHgckE4WGWsRk1DrQXyPXXeV6whagv6sF23UCfk0Bvxk7dcEjkbSQJZ8hThw361osddsS3Ny+fiOA5eWxpJwnKgLeDDclw2t+kMjqcwbQe/KqPICmenM2TzNpva/ORthxt2ttMd8XOkUAwe1lWypl1SWT81kcanKiRyVsmh0zWVmUyeTN4mkbW4dV/PnOve1xdjYFO0JFAK8NzQFCFdZTRpsLM73LSxPnRsjMmUQcSvlsZVbTQbOdSNDNe+vhhdET/vurJnjnPWaFyXS83MWiq+rvc9ljuBScPCxcWnSMxk8oR0b3NJMmeJgnGBQLBohINVxlqoaWhUu1IsjL9xZwey5DULfvL4GBIOQ5NpTNuhmNGbyZr8+NQUN+3u4MKst5OwvC3NPx8fI6DJWA7oPpn2kI9d3UGOnktw065O8pbNi8OzuC64jssbU2kuxnP4NZkTI0lkSSJVUEUPFwryc6aNT5GYTuULjoRKV3eQl4bj6KrMlrYAOdNmIpVnNp3nF//bDytSd7WcHq9ZtEKqTJSxGWN9YTaLYdlE/ZecmWqjuRSHZzFOxHLeX2tJ5biVjuRyXVf59xf1a0ynvB26huWl3Q3LwVe4ZwUCgWAxCCX3MlZbIbgZtdpqBeiwX2Uskcd2HGzHJWN6qT/T9lJPL7wxW1GAHc+a+FSFXV0h+tqCbOsI8p6r+7hpVye6quLiyUAcPR9nPJHj7HSGRC5PzrSxHZfZTJ6h8RTfPnqR8USWiaSBLEvcuLMdv6YwnTHpCPu45+ad7O+Loasq129vw68pJA0Lw/S0s14bS6HK4JO91N19h05yYiQ+5/qifo1kYRdlkWaM9Za2ALqqlAwmzDWa5U2THdct/fedB3rnVchejBL3ct1fmby1plSOG83rQpjv97AUFfPy729PT4igTyn128zlLVKFllGigbZAIFgsIoJVxWrWNDRTu1IdBdkU0Tl6bgbLdrErN/uRsxyGZzKlQvfympRowNOj2tsbpiOkl4zgtdvaODuZ5vxMFtO2USTI2+C6IOGSt12ifgVFlsjmbfLpPNf1t7G7J0JPISJT7jQU61x+rrAr00v5eSm7qXQew3JQJInzM5kKgdLS9UV1Ls5mGegJ1yw4r8edB3o5diHOmck0ruttAkgZNv2dwQqjWWxpIyFx7bZYU2Kitb6H6t2CjaKQrb6/ptPmmhKcbFXx9XyCrEsppC///jpCOldvjfHKec9ByzsuN+7qKEVVBQKBYDEIB6uK5UpJlB9XV7zGyXnbrThHo7TTiZE4jxw5y0vnvH55QZ/KppifqzbH6AnrnJ/NlT4jlX0+oMoMjqXZVXVdn3z3AMAcIwjwiX88iiZLGKYnXOq6oCkSKcNCU2UkSWJHZ4iUYbOnO8Ro0mAknptTRPzIkbO8NDxNyrCJ+lUO7upka3uAVy/MMpu1cF1QFdBkmbGEzasX43zi9oEK47yjK8y7r+pd8Hb5fX0x7r1joGIXYbnRbNTSphlHt54TAQs3/Eu55773ve/xR996paK3Jay+4GQrHMlGv4elFtJXf3/lG0rWMmspFSwQCBojHKwylqu3V/lxNQWODE0jATfsbK84R73aFZ8ilbSbwrqCpqukDBvXhYHeEJYLssScCJaqSMSCGscL4pa1rusTtw/MGe+2zgCKDIkJE8mV8KkyrutFyCKqt3vRsBzCfpXtXSF8msL9H7ym4nqL4435NaJ+jZRhM5owvBqtjAW4aLKE60LG9ArqE4WUTbOF//Oxry/G5993dc3XGhnoZuurao2zXIqh+ri17qGl3nPBYJAdvR0bsni+US1XKwrp19sOvMu596BAsB4RDlYZy6WDVX7c54YSpWjD0GSGg7s6S++pl3YKajLT6Tzhsh1xkiQxmTJ4+MgwPRGdvGkzmzVxCk6WLEFEV4kFfMSzFlvagk1f1/6+GIFC/dK5mSyO4yDhKcQ7DoR9XlH7VZujNQ35oWNjdcfrOC6KDLbtNaiWKOxmBGKB5bkdaz31NzLQK1n8Pl8abL5oxVe+8hVm4lmSu24tnavVmzNWK2rSKA176NjYhnQqGyF6DwoE6wvhYJWxXNvLy4/r7YpTyeQthiayJAv/jgW1OemxYtrprwoim6ZlY7sFpwTPMZEkid6wD8P2CnRlCa/Png0BzdOmkiQWlEIa6A3xrRfPE9JV9nQHOT+TI5Wz8GkSVsEZevO2GD5VqWnIL8xmyVtO6Zxpw2I6nSed9yJUfVE/sxmTjGnjAlG/SsCnsn+BRqIZw1/vqT+gyTWbJxePs9jdfs20yikf8/GROFduilYcI+JXefVi/ahj+TU+9thjAPzt//x3Fce9YUcbh46N8dUfvbEkp2g1oybz1XKt9o7flWYtyV8IBIL5EQ5WGculU1R+3KhfYzaTZyxhoKsyEV2d0/y43HCdGIlzbiqLZTvkLMdTRXdcVFkqFG9LjKdMeiM+ZrMWiZyF40BQV7hlbzcfObh9wU/7g2NprutvYzRhMJHMeSrvUR0kr9fhVDrPmYk0N+3uqlkPtaUtwNFzM5ydypCzbPKWg0/xWvxIkuTt5tM89Xi7EHJTZBa0Y6tZw1/vqd+07JrNk4vXs9gi7WZa5ZSP+dxUlqCmlPo8gvfdJHIWW9ubjzqW3zetdIpWO2pSL413OaqYXy46agLBRkE4WGXceaCX+78/yEspA8Oy0VUvAnTXHXPrlBZ63KLR3dUd5DtH4+QtB8eVOTuVntP8uJxDx8YY6A1zMZ4F12uCXPx/RZbwK14868JsDsd1sW1QZIm37erkI2W7oBay4+3CbJb+zhA7usI8NzSFIhtMp00c1+GKnjCJnEU8Z9WNigz0hvjHf7XI5m0sx8FxXTKFBtZv3hbjlfMJUjmTgKZgOQ5IEj0R/5zjNOKRQk9F03YJ+1X2dIeIBbQ5c1jvqX8kbjU00Iutz2mmVU7esnn+TIJUzsJ2HY6ej9Me0iu+m1hAXXTheiudorUcNVlvNVRLZS3o9AkuP8TGisUjHKwqnEIKTCrsxSv+eymUG93jIxkc1yXoU1AUmVrNj8u5MJtle1eIjguzpHIS0xkTWfacKL+mgOti2S45qzhuL8L107PT3P/9Qe69Y2DBO96CZemzRM4kbdhIQMCnIEkSUb/KVIM2IoNjaW7a2cHpiTSvj6eQgKiu0hnycUVvlLNTGdKGRVfEX3KOfKrStANwYiTOj05N0R5QCesKhumJor55W4yUUalN1eipf7kMdKNWOaoML5+LFxTwFQwTRnMGpmUzErdK381Saoxa6RSJqMna4XKM2glWF7GxYmkIB6uMQ8fG2N4Z4uqtbaW/FZsWL/VmKhrdB54cZDxhAJQKwHOmXdH8uJyigeuNBogFbHTNwDC9FJttuyQNE8vxxDuLtVkSMJk2GRxLlMbe7I636ZTBy2NJkoU2NzKQzlsokkRH0Ad4gp2dIV9dg10eAQvqKoZpo6sykymD54amGJ7OEPFrXNsfoyvsOQJjiSzPn5lq6impvKeiJEmleTwxMncO19JT/5a2AE+fHEdX5Yr2PZuifroi/jk7Oh965gwzaU8CYyrt9Xz82Lt2N3WeNyZTjCYMEjmTqF9jU1SvSEM2y1qav6WwGk/hSz1nvc8LwyZYKVa7RGC9I5Tcy7gwm22pnlAtpeliP8BiaxnXdcF1mcnUVrouqmJviurkTBtNlshbDroi49e8r8+yC0Xvhf/JBU9rLGHw6sX66tbV1zuRzDE4liJn2rx1dwcA0xmvTikW0Aj6FHKmTTzjtcI5fjExr8r5nu4QhuUwkTKYzZglJXmfIvHC2VkmUzkmkjn+9cwMPkVuSon8wmyW/Zsr59CtM4errc5fzp0HepnJmKXx5kwbw3LYvzlSUwLitn3dnBxNMZ026Qz5GOgJc/jERMW8PP300zz99NMVnx3oDfHi8CzxrEnY521EeHF4tiQ4uxDW0vwtlmY6JKz0OedToV+NMQsE1bTaJl5uiAhWGa3uoVYv/aapCtf1t3FqIk0qZ6EpEm/f0zlvMW/GtIlnLcK6ynTWBBeCPgXTdnEKIliq7KU3Xcn7d1FbqpnrPTWRBgm6wjq90QC9Ue/18XiWoakMU+k8ftXrXyjbLtdtj86rct4Z1hnoCfPsaa9pczSgsbMzyJmpDLm8xb+8NkE27+0m3LspjCxJmLbN0ESK33/sKO/ev2nOk39x3Ndvb+PUeJpEzsSnyLyjwRy20iFYbGRiX1+Md+zp5NjFBEnDIurXOLAlSipnMZIwuPcbRyuONziW5qbdnRX3YzMR1cGxNNdua2M0aZDKWUQDGgM9YQbH0ovWE1tPDlU1q/EUvlQVehE5EKwFRInA0hAOVhmtTIfUWyDzhd1rsYDGjYX2MfGsyd0Ht9c9Vr0dYhG/yvBUmsMnxnAcl2K5mOO6yJLXBqaRtlTxeqdTBqOJHCdGkvhUiV1dwdJ7In6VlKHxwF3XcOjYGP98fJTOsI8DW6Kl9F7xeuupnO/sDpMxbfb1RUtNqgF+8sYMectG1xQ6ghpDkxnA0wfzKRK4nkNx36GTbI75MQrK9wO9IQ6fmKhowRPPmnykwRy2iqXWJHzk4PY539+Lw7Ncu61tzvGaqaW6//77Abj33ntLfyvW7e3svpQSdFy37lPnRi9iXY1C/aWq0K/lzQWCy4eNUiKwWogUYRmtTIfUC63mbXdR5zgxEufT33qFu7/6E54+Oc4Lb0wznTbY0RXmhu3tqIqMUmhro8gSIV3l2v72htpSxTTU4HiKqXSesF8hGvAcnYmk13qnvCD8E7cPcNXmGDcPdFc4V/VUzj9x+wD3f/Ca0ueSOYvJVI7nhqb417MzSMCOzhC7usMEfCq6KvPy+XhJziFS2HE3PJXh2MVEyQE5fGKC2/Z1r0raqtw4ypJU+u9iZGI+qu+xkYTBtdva2NkdnnO8ZhpKf+c73+E73/lOxXsW0oj6ckhFLaYx93Kes5m0y2qMWSCoZiOUCKwmIoJVxWLTIdVRAJ8i1RWyXOg5ylvP2I6LKsO5mSwpw+Ktezp507Z2sqZDPGdh2l4Bel/MjyzL82pLDY6luWmXl4aaTOV44ewsAKfGUzWFRBcbMi5KYJyZTBPWFWzHxXVckobFto4AQ5MmuiKRypl0h3wYtsvmmJ+nBydIZkwuxl2SOZOuiJ9NEZ3BsfScovCViMS0ukXLvd84Wvd4v/n2HYt6elzIU+flkIpajafwparQi8iBYK2w3ksEVhMRwWoBtaIAYwmDs1Np4lkTx3WJZ70C71oOz3wFr+WtZ4I+BVmS0FWZeCbP0ycneOJno7iSxK9e20dnWGcsaTCSMLhtX/e8P4zyp+musJ/rt7cR9auMJY2aTyvFovtmrqucfX0xeqOe1pPleJIPPVE/sYDGVNrkuv42kCR8qgKSVKrTSmZN8rYD4BXJZ/IMjqXmFO8vtai4WVodWWh0vMU+PS7kc5dDEetqPIU3OmczvyERORAI1j8igtUCakYBOoKYlk0soDXUrGmmpqe89Ux70MfwdAbDsshbkMrb9MUkgqrEo8+d47r+tlJt1+ETE+zqDjdclKsjUl1hP5qicDCg1WwEvRgtnmJk6QevjSNLEn5Npj3oI21YBFyZeDaPT42yqzvMPTfv5PCJCYYmUuiKhOO6uHhG37JdLs5mkSSJhGGWlO/rfgc0X1TcLK2OLMx3vIU+PX73lQs8fGSYsUSO3qifjx7s5z1Xb6n7/suliHU1nsKXqkIvIgcCwfpGOFgtoJFaeC0npZxmUjRb2gK8PpbEsLxIjuO65C1PksFxXUzbZSpjEtJVRhNeXVazqZ7FOAzFhb/oODXqd1d0IG3bwbRdbMeTVtAKBWNZ00FVZGIBrXTO4Kkp3pjKoMogSxIBTcKyXbKmje24hHUFRZIqnKSlFhU3S6vFHpd6vEDgkiP03Vcu8MUnThLSVXrCPhJZky8+cRKgrpMlUlFLYyk7SoXzJBBsbISD1QKWEgVopqbnzgO9vHJ+ltfHUkymchiWF9VRJc9ZSOZMptN5gj5PzHNPT4iusL+pVM9iI1KPHDnrqakHNfZvjsyJChUNz5PHx9AUCdtx6Qz5mErnS/MTDWjgwn/90NWlzxQjTXt7vZY8E0mDsK4wlc5jOy4+VSbi1zAdl5+dj/PZx4/zp+/d31Bcs3qOJ1M5Xh6e5fxsliePj3HttlhFW6H5aGQcm21AXf2e+RzxejzxxBOlY37+e68V2u94vSqL9+PDR4brOlhCHXzxCJVrgUDQCOFgtYClRAGacc729cX4wPVb+NKhk5i2i4QnJirLnuxDOu/guiBJEFDhhbOzXL+9DU1R5jh59VJI5TIQjaJSRaMyNJGivSAB8dzpaUK6Sta0+ezjx/nowf6SjILjOmTzLmens+iqhK56CubpvMXW9gCxoFYzzXdFb5gXzs6iqxLjSQPLdpAliYiuMJMx6Y3qtAVUplIGDz1zhis3eeKaIV0lonvF+Rdns7z7Kq+upTjHk6kcz56aYjqVJ+CTUWU4MjTNaMIotRWaj3pOVDMGdzmMcvGYyaxFWPcU/kfiOfpifiK6wlgi1/DzIpqyOC6HDQICgWDxiCL3FrCUgtRmi8YHx9LccmUv7SEfXREfEb+KaUPScCj0f8ayHUzHxbZtjl1IzDlOMYWUyJoVKaTvvnIBaK5Q/LOPH+eV87NcmM1iuy5OQUF9ImnQEdSYTuV58AensW2HWEBDk2XGk3lkCSzHLQiJuvS3B9m/Ocb+gmPywJOD/O+XL3D8YpzJVI6usJ9dXUFypgMu6JqCpsrMZr0WPh0hnbzt0hXWiQU0nnptkmu3tRENaKTzDtGAxrXb2hgcS1fM8etjKVI5C1mRCOteT8WZTJ5jF7yo3Hw0mqN6Eg6PHjlbKrD/7OPHcRxn0TIP1fzZn/0Zv/+HnyEW0IgGvHtCVSRUWWI6kydp2PRGF9ZIezVp1WaEleBy2CAgEAgWj4hgtYjFRgGaTdEU01y9UT/DU2nytkN1G+qIrqKqMjMZC1VV5jh5Dx8ZJqSrZU/ccunv77l6S1OF4tOpPB1BjZl0ntfHU4DX+zBrSuQnHG+XowWjiRw7u8Ol3oh+VSaT92qocF0MyyGeNblhR1spotMb0UnkLJ59fZJIwVmVJIldPWGu2RrjxeFZRuJewX+xzcyBLVEifpWxRI4bd3bUFNcsn+NzM9lCb0W4GLfRJHCAtGHxnVdGeNuezoZF4Y3mqFa617Asnj01zbuu7KEv5ufl4VniGW9HaFFLbClG+amnnuL0RIrbfv13uWZrjB+dmgJAUyCVs1EKu0sfeHKwqTqhpUhdtKL33npKua3GBoGNLgorEGwkhIO1BmjGOSsu5tdsjXFmIoVhVbpXMjCbs9jREUCWFd69f9OcY44lcvSEfaV/Z/IW8UyeczMZHnhykFcvxtnXF634THWheEfYx2w6j1VQjrdst+DoeY6TVShmz1sOB3d3Ybsum9v9TCQN/IBPk4kEVBRFKjk9RYdlT0+YH5+aZDpjkjFtLNsBJNKGxWwmj1row5jN23SFda7f3kZX2F9ohu2vqztWnGOA7786imk5ZPIWtuNgOF57IVWW8SkyD/7gNOBFDGsZsUY1c7UM7vGLSdqDlxyyjkLk8NR4uuRgLdUo66pCMmdxRa/33R09HyeRtYgEVD5y0zZeG0035bQsxcFphXO0FlJuC3FgVnqDwHpzQAWCyx2RIlwnFNNcqZyFJHlRoXK8HYUwPJPFsu2aulS9UT9JwwY85+ribI6s6RDza8SzJudnspydTFd8pmj8X70Y99J3yRznZjJIQERXKqJokuQS8atoisRMxuTMRIqIrmI70BHSec+b+vjg9dv4+YGekgNYnmbpjvgJ+zX8moxhOQR1lZ6Ijq7K/Pj0FBNJA0UCSZKYyeQrUqofPdjfMNVaTG+mDRPTccjbLk5h8LYDPlVmU0wnlTN58Aen66ZJG+lW1Ur3zmRM9vVFAK+ZdsawGJnNcnI0yVgi27SOWCM6QlrpOLt7Ity+fxO37e/lqx99C5m827Ty/FJU6peqcA+rn3JbqKr9QkoDWpH6bMUcCwSClUM4WOuE4mI+mjTwqQqyBD7FK3YHSo6O40JPnZqbjx7sJ214T9mTSQPb8WqortkaK+3cGxxLzXFSBnpDnJ/JkshZdIV1L5Jke06KT5XQFNBVCUlSCs6KQntQYzRpEAt6OwUHesJ0hvU5DkW1w+K4sCnq58pNUd65txtZlphI5EgX0ou6ptIT8ZEybJ4fmi4ZtfdcvYXb9nVzfCTB40cvcnwkURJaLRrO6VSeTVE/m6J+FNk7Fy5oisy2jiCKLOO4YNr1a6Qa1czVMrhv39OJX1OZSOZ4cXgWRZboiej4VIkfn54mb9lLjkAEfWpdQ9/Iaak2+q9ejDft4FR/9vhI85+tx2q3h1mMA1PdEqqec9WKdkSr7YAKBIKFIVKE64h9fTH6O4Ls7g7yv1+6WGjq7KXqXDwnJ+rX2L85VjOtUqwtevjIMOdmMsT8GtdsjTGwyUst9XeGyJhzxVEPHRtjb2+Yo+fjzBTSg47r4jgQ1FTiOc/ZkLFxdIXOkI+2oEZ/R5D7P3jNnLRLeY1ZdZpFK7QYetPWWElZ/psvpFAkCb0gUBrSVbJ5C8uhJG9wYiTO4RMT7O+LzhFaLU9vGqZNW9DHdhfOzWTQVaWkjm9YDoos0Rny0qiTqRynxtPEs3lkSa5woupdT3W698RInPu/P8ixC3EMyy6d7/b9vWiKQiygLcm56uzsrHneIvXqhHRFmpNuOj+TJagpFXVstRycWqmqc1PeZ3d0Nf5sI1Zbk2u5Giy3KvV5uYjCCgQbBeFgrTOKi+z1/W385I0ZbMcLQ6qKJ4Fww472hkbhPVdv4T1Xb+GBJwdrLtb7C0/k5Xz1R28Q1JVSWtKnyqRzFiYuLpdSbS6UaqX29UUq6p/qGZJqh+WqzVHGEgaaouC4LpqioGsKvWEfHWUNpiXALUtQNlN8vqfbk3LwXleZzSrkTBdZBl2V2dEZ5ORoir6Yv9SXUVdldEWGKmHThRhGx3XJ2w6KJJXmCVpjvP/pn/6p4ev1nJaAJs+Zr729YU6OpugI6w0dnFpzPdAb5uRYivZQ4882YrU1uZbLgWmV47baDqhAIFgYwsGq4u/+7+s8fGS4tNB+9GA/v/XzVyzrORfS3qS4yO7pjRLSVX50ahLD8ups3rKjnSt6o8SzZlPNl5tdrLe0BXj65DjRgFZKP54aTzKbMbEc8Cme0jp4abe0YZHIWXPqiuoVENeK+hTfpysS3SEfo4k8iZxNV9iHqsikDJsbd3WUPtPIiPkUiWcGJzBtT4DTclzShs2OrggfPdhfUdD+7qt6OXxigmMXEvgUzyEybJfr+mP4VKXpqEO10OqWtgCKLOHXFHKmzanxNJuiFiMJg3u/cbQ0H0BLd4lVOy26IhHQZJ49PUVvROeK3nCp2L5eBLPejtZytnc199lmxrtaBdvL5cC0ynFbbQdUIBAsDOFglfF3//d1/ttTp/ApClFdIWPY/LenTgG01MkqdyDSOZOXzs3SFvQ11d6kfJFNGT5+5c1bODWewrAchibTXJjN0RXWueuOxsrgC1ms7zzQy/966QJ+VWIi6RXGZ/I2flXCwUtLOq5LppC2UxSZzTF/TYHSYlrpjckUn/j6KFvbA1y1OVbTkZjN5Dk/k2VbR7DkFJ2bydIb1WkPaUhQck58hdRitRHzKRJjCYNkziJciMKlDJv+ziCfunMv+/pivKfqend1h/n9x46CC5GAyuaYn1MTaZJZEyTmdXrKr9VxHXBlUjnTU4LFc0gvzGa4OJvl2m1tpTTbZ//Pq4wncqiKQkdII2/aPPRMpmGN1h/90R8B8Bd/8RcNv+tqIdSiJEZRlLYr7K8bwaymnsNw1eb5P9uI5ZYgmO/4xd/EI0fOcvjEFBIS125b+vlb6bgJUViBYP0gHKwyHj4yjE9RCOme2nhIBwzv761ysKodjccGJ8jkbbojErIsz9GmqkX5IntiJM59h05iWHmkQhLPcasVsmqzkJYv/e1+jl1MemrxWtFRsQAXRZZQJQlZUgGJ7Z1BDLtyDOVppclUjpNjnoZWolAkft+hk2yO+RlPGZybyjLQGyaRNQEYTRhctTnKVNpkMmWgqwqxgA9NVegIq8SzJmMJA8d12d4ZqjBiQc0rYN8U0zk1niaRMwn71TkOYPW8vHv/JuJZk7xl8+KwlyrUFAmpKlVYi/JrjQV85EybWNCH5bjomsJ0Ko/jwlv620r1TqZtMziWQpEldnf7MSyHwfEUmyI+Pvv4cfo7gjWdgiNHjtT9fqu/w4lkrkISo5gufX0shaYoTRv95Yj0LLcEwUKOnzUdbtzZWbq2pY5DRJ4EgssT4WCVEc+aRAvOVZGAJhEvGPpWUF2/krMc/JpU6CXofR3NtDcpP972zhBXb20r/S2eNZekHVR02i7OZplK57FsF9OyCfs1NsX86KrMTCZPzrQxbU/0U1Uk8rZLm1+hL+afk/4oTyudGk97tU2ql+rLWzbDUxmm03l0VQYJBsdT5C1P78qwHKbSJjft6sRxXZ46Mc62jmBlvVVHENOam6L66o/eoCOsIktaKRXmuF4rmUYUnYihiRR6IVWYt12u3x5DU+qnCk+MxHny+BiO6xAL+OgMaQxNmvgUCcdx2d/npXBThsn2rlDpc6fG04CLJHlOXDGV+LOLCdqDOjfu7FiyLtWPTk3x1t0dxAIa3RE/1/W3cWo8xVjS4GBAa9roL4fDsNwaWM0ef7nGcblEnoQQqkBwCeFglRELaGQM24tcFciabkUqZKlU16+EdIV8QZW8yELamyzHzqdHjpz1WsoYXorNp0qk8y7JbJ6eqE7KsGkP6ezqCnHsYoKUYeFYsKXNz56eMLIsz6m/Kk8rJXImEV3FsBzCfpVTE2nCulKQfnCI+r3XEjkTw3LQVZlEznNykzmLrGlx/GKcpGER9Wvs6QnREdIZiVtzUlSLrX8pOhGffOyVkrN0YEuUrrC/pBBfTdGp0RQJXJmcaTM0abKrK8iF2RxI3r1U3JlZPq5EzsSnyqUopDdOE8tx6Qj7SrIB0Jyxr+UotAc1Towk6Y16194d8eNTFQ4GtAWn9lrtMCzXDr6FHn+5x7GRWWoUUjhngo2G0MEq46MH+8nbNmnDxnEc0oZN3rb56MH+lp2jWuvnmi0xcpbXb89xvPYxacNq+pzLoR300rlZ8rbtpcVUGU3x0mOW62ku3b6/l4O7OulrC/KB67fxj/fcxEffuoN9m2Ps6ArXXFDL9aMiukoiZ2FYDnu6Q6RyFi4Q9WtE/VrJqdIVueBoWUR0LxV4bjqD67ilv+VMmxfOzjI8la55zc32eqzFvr4Yt+/v5aZdXdy0q3Ne5fWiU3PV5mgpRerVW+XY1R3mrz50SSupelw+RcanKAQ0zzFzXZeUYaPKMnu6L0W6mjX2tTST9m+OMJNZ3FwsN8utgdXs8Vdbi2s9sxQh1FZphQkEawkRwSqjWGdVvovwdw7ubGmBe3X9Sm8swJWbIhimw3gqT2/Uz8fetbthP7zyXYeaLJExLGRZwnFBkSVCPpWP3bp70WPM5W3iWRNZklFl8Gues2PbNpMpr9YpmbM4O5UmoMn8j+fOMJO1AIn2oEbQJ81xsMrTSrGgRiJrMdDriY9qisRk0qAjTEEI1SKiK/QUREEHx1LECu1m8lGdkE9hsFDYr6ueE/bK+TghXa3YkVeMshTPe3wkTjxrEfWrPHLkLBLeDsFGT8u16o2OX4yTydv875cvVOz6LEY/ZEnz0m+lwnh3jtNZnWY7sDnKxXiOqF9lJJ5jKp1HU2QObI7QHbkUUak29lu31q57qhW501WVd+zpXPJOv3IWsgO2Ea2u66qOhgz0hjh8YmLe468VKYSViOa0+hxLif6thTZJAkGrkVy3yYroZeb8+fPceuutPPXUU3WNxkZhKQvbd1+5wBefOElIV5Ell/PTOQzLq4FSZBlVlrh6a4z2kL6owtwTI3F+99EXuTCbRZZAliVsBzRZoiPkY1NbgP6OID5F4tR4itfHEsxm7YIuFSgSKKrM79+2p6FjWm8nZURXmEznmUrl2bcpwk27uyrm595vHKUv5mcqZXBqIk0qZyFLLhOpPL9woK/CKJZff3n6Imda/OuZGVzgxl3t6Ko65/31xprJmbxwbpb2wliThk3asPjDX9jL4Fh6jlNT/HczKbh6TkEsoNW9rkbHKl7vQj/bLOX3YvVcLMbJapXBr3ftt+3rrttjcjnGsVhW4rtbjnPU0tZr9v4v/q5l6VKKvFgref8Hr1nUeASC5WY+v0VEsFaBpdSvPHxkmJCuEgtonJvJEPApmI5TOG6UnGmTNR12FELzCz3PoWNjXL01Vigsz2M7rtf7UJLZ3RMuSRt4rVUSpAwbWfIiZ56vLuHaDg/+4DSvj2fqGqjyOXjgyUGyps3geIqReJaQrnJdfxvXbGuvW1PVHfGXIjtPnxxnU9Tf8Om3/An5+EiCcCF9NjSR4aZdnXPeX2+sH/q7I7QHfWXnurTr80/fu39J0Y9a98Wu7vCiZANWYuda+b0IlXOxGAerVXVd9aIhg2PpeQ39ajtXsDLRnOU4x1Kif0KlXrAREQ7WOmMskaMn7LVyyVsOPkXGdV2sQhyyWBC+2MLcC7NZ+jtDmLbDT9+YIZ6zwHWJBtSSc1V8n2HZ2C5ILliO17KnqK/umE7Tha7HR+KMxHN0h3W2tgUwLIeReA5NnVt/UWsRn8mYvHV3R8X7qq+/PH2RKmhiAaXi+Wbnq3z+S+cq7PpcLqemkWzAxz/+cQC+/OUvz/nccu9cazQXq8liU1XLLRXRLI3G3yoHcDmK+Zu9/2tdw1pJzQoErUQ4WOuM3qifRNYkFpDxqTK27W3tLygJYFgOUb+26Ke/LW0B3phMMTSZoa8twA5VJpGzKOtKU3rf62NJJMAG5LJ2OcX/eurEOGG/yqaI3vDJOJ61StIEAH5NwbAc4tnKYuPiwpwyTC7MZon6Va7aHOPtezrxqZXyGtXXX3xCzls2s9k8I3EbnyLTHdFrvr8e5fNfOlfZrs9WOzXzRRpefvnlRR97oca6+P5iLdtsJk86Z7Ep5ieke0vJQnbALheLjYYsd+So2fmuN35fjf6Ri3UAlytiNN/938iJFVphgo2GcLDWESdG4nQFNY5diBPUFKJ+hcmCExL1a8SzJq7rsqMzuKCnv/KF36dIvHI+jq4ppQJygN5opeDlQG+IYxd0FAlsF5yqY+qqTFhXMEybVy7E+dmFeIVhgUstYcYTWUAqaWMZhV2V0bJdcOUL85WboqUn3OKxHnrmDNMpg9FEjum0iSpLFYX+dx7o5b5DJxmeyhDSZDKGTSZvk8qZvDGZQpblpubrowf7S0r75XVHH3vX4jcVNKIVkYZahh1YkLEuzr/jOAxPZZAkiZBPYSadZ3jKYWuHH8eVlnUummWx0ZDllGhYSHSs3viDNfpHwuIcwNWKGDVyYos7bAWCjYJwsNYAzezEKi7QPbEAN1/RyUvDcUYSBroq0+7X0FUFTZbY1BZgR1e46dRB9cKfzFlkTBtZchmaNACI+VXOTmdRZKkkeHn4xATvu24zQ5MpLkxnyJd5WD4FAj4VSZJwXJepVJ6gT0GVvXqpx356Dl2VuHpLG9u7QsQCPoYnU4wlcp7auSqztyfEVZtrC0BOpnKcGk8zmTL47OPH+dP37ue2fd08+IPTmLZDZ8hHX8zP4RMT7OoOl56qN8f8TKfz5G2Hre0qkgTZvMNIwuBP37u/qfl6z9VbOD+T4eEjw5ybyZT6VZZ/XydG4jx4+HV+cnYG03bY1h7kd27ZVbcuqVFkY6mRhvLvtzj//+ulC8T8Kru6Q00b6+L8nxhJ4NcU/AUHPOjzjPOF2Rx7N0Xn3QG7Eiw2VbucdUALiY7VG39RNLecxTqAK1GjV+u+FjpjgssJ4WCtMuU7sRr1IqxsvxKjM6xz5PQ0Eb/KzQPdi94FVGvhj/pVJlJ5tncE0VWZs1MZsnmvf1+54OXgWJqDuzp5HomwX0VXZV4bTZLJWziOi+u6jCcMFAlUReLlc3F0Vca2HVKWp9Ye9ns70BJ5G1WW6AppZE2XE2Mp3n1gU2mcxYV5MpXjhbNe65qOoMZ0Ks9Dz5whqMnctKtzzg6mcgNm2C43D3TX3KnU7JydGInz2miad+/fVHryf200zYmReKnf32f/z6scH0kUtLwkhqcyfO47J0rfaXXEcCxhsK0jWDOysdRIw6NHzjI0kSKezZMsNMtuC6icm8mStz2h16K+VyNDV5z/okgseFFK01b40A19q7bbq9kG4s2wnFGdhToWtcbfagdwOWv06kXsAppcs2eoKGYXbESE0OgqU74Ty+tFqBHSVR4+MlzxvmrhyFPjnvq5absLFvVrdFwAnypjlSnL523H20lY9p6icSjKMxQJFCIbqiyRNCxs16U7quPiGWS/pmAXlEF0VebURJqhqQxhn4osSZgOaIqET5b57z98gweeHOTESLwkAFlss+PXFPK2p3IeC2i8dC6OYVk8NzTFPx8f5bmhKQzLqjBgrRCRPHRsDNt2OD6S4KkT4xwfSWDbTmneDx0b4+xUBr/qRXk0VSHgU7Btl4ePDM8RVHz1YoIzk2lM2675PRYjDbGAxkjc6yVY7kQPDAwwMFB7Z9yJkTg/PDWF67rkLRcJmEzlcVyvf6QkSYUWPfPPRXHuikKwQEmJfzkM5ImROA88Oci93zhaugdqvaeV4pTzzfVSaMW9txTR3JWmnuioBE1fQzP3gECwlhERrBaz0MLhZndiVT+9JnImPlkqyQ3A4kLttZ6KDdNle2cQv6aQyJkEfQohn4JVJplWNA4XZrPcuKudoYkMiZxJd0Qn4FNQZInb9vXyzOAEqZyFrnj1VQCq7P2/rsqkchZpw8anSoT9PjpCPi7O5tBUibztlIzmbfu6OXxigsmUQUdQI1doL3TV5iiGZXFxNsPwVJqQrtIV8RosPz80w8Fdl3YXtiJC8erFOOens+japRqzwbEUGdMGPIc1Z9kEtUtF94osYdkOY4lcyfDkLZvnzyR4YyqDrkocPRfn1n21I0mNIg0PPfRQ3bEeOjZGe9D7XvO2g0/1NM0mknk2Rf1YtlshHNtoLopztymq89poslQnt71jYfV+zdBsvdJyFKUvV1SnFffeemoaXS9iNxK3mt5puBZ2dAoES0E4WC1kMYvCfLvSitx5oJf7vz/ISykDw7KZTufxKQo3b7l03MVEEmot/KossacnzI6uMAATyRzPD00DLkdOT5ZUxovFzGcmUngKWBJBXaUzpJG1vNRbUaF8Op3HMG2QJII+BRdI5DxVdb8qk8nbbIr5mE7nUQvipiFdqUhH3nPzTj77+HGmU3k6wj6u2hxFkuC50zPIgKrI2I7LyGyOrrA+J7rWCgOVyFkgMWfHY6IQndjSFsCvepFFXZbIWw7pvIVlu+g+hVcvxukK+0rp0qBPxrQchmcyTCRzdEf8LYsIXZjNsq8vwsvn4iiShOV4Uays6XDNthjJrMVo0mAknpt3LsrnLmPaJUX8nd3N1/s1S7OO03qq5ynO32I0zaqPsx4cjEbpzGauQSi7CzYCwsFqIYtZFBayK80pRJAkJNqDPmYzeVI5i87w/BGIetRyOj52624On5jw+gb6VXyqQntIYyqVZzpt0hnysSnqFZFfuSnES+dmS2reiazJSJWa94mROI8cOcuPTk3RHtS4aXcHGcPm5FiKaMBrK/PSuVlM2yWbt5AlibztcuWmMM8NTRHP5pElr4F0UcyzqED9zOAEEhANasjARCqPYXlNo9+2u5O87c653qUs0LGASjyTJ2fapR2PrusSC3g/pTsP9HLk9CTHRxKYtkO20FfQp8oMdIc4P5NleMoTiPVrCp0hnQszWXyyzKnxFD5VWdD3eM899wC1I1lFI3ddfxtHz8c5P5NFkyW2tQfQFAVFcZoq7q+Oyv7+Mu/2atZxWo/ilI00zTYSS43YrSfnWSCoh3CwWshiFoWiE1K+i7DWTqxDx8bY3hni6q1tpb8dHZ7mp8MzHL0Qpzfq59Yruzh0bIyv/uiNBYkQ1nM6ysfUE9E5sKWN8USWl8/HOTmWRFdlfnZ+luv62xhNGCRynrHb2xtmcCzNe8qO/4X3XV1hqHd0hfntW3aXzvt3//d1Hj4yTNKw8SkSV/SEmUybpabPSFLJGN22r7s0trRh8ZbtbZyfyXF+NkvQpxDWVXKWw6nxNDfu0ue9/oWwvy9GUFNK1xv1a+zoDJaiffv6Yvzpr1zFg4df518Gvd53bUEfN+xo54reKLHJFE+fnGB7ZxC3UAsVC2qEfQpjSYODAa1pccZ9fTFePnac6bQ5pwcjXDJysYDGu67s4exkmsGxFJvbA8TqnKea1UjVNOs4rZTUQKvEPS+nqMxSo8Xr0XkWCKoRDlYLWeyi8J6rt8y7tb3aeZtI5hhN5AloCr/4pj6Gp9I8+tw5rt3mSR8sxRCeGIlz+MQE+/ui3Lizg2TO4gevjbMtm+dnF5JoikzIp5AzHc5MZbiiJ1RqNwNepK2WU1nPkSvfmVfsE/jGVJbusA9UGcN2ua4/hk9VePTIWTKmw/6+KLu6gvzLaxP86NQ0WqHOSVdUHNf1FO6pLMxvBZ5Rz7CvL1ph1MuLdPf1xfjK3W+p2V+tvzNERziOJHmbAKJ+jQNbomiKUrdnWz0n57Z93VyczaEqUk3np9rI7ewO8zvv3L2g+2E1nIJmHafq69MViYAmL/gBoxGtdDA3SlSmWYdzKdFioewu2AiIXYQtZDl3+VTvQjo1kQYJusI6siQxmjAI6SqjSWNJuwqh9g6g9qC3U09TZPyajCRJ3m4/ReKF4dmKzy9mZ17xfL3RADcWCtNnsia6pnBdfxvdET8Rv8pL5+KlIvGXC/+tSpDOWygKmJbXi7E7onPjrnaMqhThUml2p9mJkTjD0xme+NkoR4ammEh6mxaSOYuDuzrZ1R3mxp2d/NzODjRFaXif1NuR9fCRYVRFQpXlut/5vr4Yn7h9gPs/eM2ihBxr7TJdbqdgIbv5itf3m2/fQcZ08KlKS3YUFqk394v5XbViJ+Fqs5SdmwvZFbicOzoFgpVCRLBayHLu8ql+optO5VFk2NMTAijoEymkyhbwhRjC8qfSVy/GuWZrjLxlc2oiTSpnIeGSMx3COriui+24WA5siuiMp/Kleq3FPGlWP9l3R/wM9IaZTpscLIuMJXMWLi4Rv8rzZxIluQZNlRiaSOO6EgG/yi17u+kKe4t/T0Srdcol0Ww7kL6oTjyTJ5E1efHsLAO9YRRF5p6bdwI0fZ+Uz09RZDWezTMSz+E4LqbrcGRoqtRjMRpo3TWvVqqmUbSzVvRkuSJt9aJOxwvOwkLShhshKrPYeV5MJHC9FPQLBPUQDlaLWa5Fodp56wj76IvqdIX9TCRzJLIm56YzADz+8gW6o342RXR2dnu1QY3C+t995QIPPnWadN7CdlySOe9YMb9KV8SPhMtowlN1j2dM/IU6p+6ID8tx2dHlLbi1nIVigftL52aRkNjRGaAt6CNvu6VxVBvxiWSOeNZkIpnj6ZPj7OuL4NdU4lmTa7e1kcxZFQ2bVVlmd3eYZM4kkbN48ewsPlWmI+TjU3funTOX1UKfEjCeMko7467aHFtSeqncCIX9akl1fjRZqRjfbJ1VcX5M2+bHp6bI5G0My8a0HfKxflRFwjBtwrpCImcxkTT49LdeqZjjjZCqaWSklyv9VsvBHJ5Kc24qy5a22uKw9VhPMgv1WOw8X071ZwJBEeFgrVP2dIcYSxicmUgxOJbCdV1Sho0MnM1nuDib5ZSucMeB3jmG6Y3JFJ/4+ihb2wP0RHSOnJ4CCdKGt4NPliXSOYu85eDXZKYyXrPnnoiPqVQe1/Xa51iOS7pqx2A5J0bipf5/YV0ha9o8MzhJW9DH26/onKNxBZRqsFzgrbs7uBg3+PHpad6+p7MU+XnomTNoBacCScKwHHZ1BXnlfL5Qe+WlBctrn8rHVN465pnBSeJZT3wzoKmE/SpBTeGhZzKLTkmUG6GusJ+usH9exfhGzkPRyTl+Ic50QSJDkWW6/BrmLf+OkH6pb6Rh2uRth1cvJrh5oHvJRelrySloZKSXK9JWy8E8OZZioDe8KGdhvUdlFjvPG6X+TCBYCMLBWifU6hnouK6nAu44ZPM2SkFt3XHBdryU3nePjnDFpmjJME2mcpwcSwGQyJpMJA0mkgYBn4KmyKiKhGJDTpHBdbkYN4j6VXqifgKagiLLmLbDhfil3nO7usMV6ZKB3hCDY2n++fgo06k8bUENv0/lYjyH7bpMpHI88/oktwx0EwtoJY2rQ8fGeP7MFGG/yoEtUbrCfgY2UVrQi4apqCdUlH24tj/G8YtJdFXh5gGvfuvURJqzU5lSr8LiZx8ptI4xbZeJZI5c3sZyPX0oRZaYzZgMTaZ5y46ORT9dL8YIzdcE956bd3L3V3+CLEvomkx70EdIV5nNmORMu1QwbzsuEQmSOZOfnJn2BGkVmUePnOXz77t63nusVW1nloNGRvo3375jWSJttRzMre0BtneFao5jo7PYiKbYFSi4HBEO1jqhlgHe3ulFsX7xTX38/Q+H0FQJTfZ2z9mOS8Cn8JOzMwT9WskwFVvN6KpMyvDUx4M+L7XUEfIU5RVZKmlLGZbD9s4QkiSRM222tgf5uZ0dpd5z1Y7fmYkU33rxPNf1t4HrKYhPJA1sxyv6VwvHzuZtXhye5c3bYqQMq2TEj4/EiWdMXhyeJerX2NMToiOkz1E2r5Z9yNsON+xsB+DFYa9XYXtQZSpllCI4gOeUBVTCusLQhOekSoAsS6iKhOtKjCZySzKYizFC8z3h7+uL0R3R8ckSft+ln+3F/3Mfjgu/df/fAvDPx0fJWw7xrEXEbxPRVXKmzQ9PTZX6JdZiPShnzydeuVyRtmoH84EnBy9bZ2Gx87yWUs3rlVbJhQhWDuFgrRPqGWAXtxDNAqWQEXNdF1WWUCQwbKfCMBWb9Rb7yAGYtsZszsSwHHRVJm95wpg+RUGiMhV3YEu0wphUO36jycJuxoRBJKAxnc5jOy6jiRyaIpf64AV9XlrrxEiSW/b2AN4Ccm4qCxJE/Z5j8MLZWfb2XlKVL6fc8BWNXrHJsl9TyJk2XWG9tOtrMpkjZ1oM50wCPgUXF1kG23ZRpcKG2oL8+1Kb6C7UCDXzhH/ttjZPUV+SSilBMzGJJEmXRGEVmbPxHN1hX0ltXpIk2oNaw4jcoWNjOI7DiZFESd9rU1RflRqZeoZkPiO9UpG29aa/1WoWM89rKdW8HlkPD0CCuQgHa51QzwBfu62NeNZEVyRShoMk2UgSBDWFnOnS3xmsNAi6WmrrctXmKADPJw36ol7aMWVYaIrMtdtiyLJMQJU5NpLEr8r4FInnhqYr2uRUO36pnOUpuudMdnYGeW3EJpu3sRyXiC4X6roU2gIarusym7VK8gSHjo0x0BtmcDxVcvYMy+HkWIrfvmWusn05xWucTuVpD6qlXoUHtkRLu75OjqZoC2hMpfMYpqfA7ngt9VBlMEwHy3HpjvjmGMxqY1dMg9YzfsX/Ln6mvHlzo/FDbaN9YiSOBKTy3ncU1BWifo2Az9tsUNxkcGBzlNFEjqCm4LquV5dlObx5W6wUDatluI+PxBmeyuC6kDIsRuM5Xh9LMpY0Gs77Uqg1DqChIVkLRnolxrERDepaSTWvB6p/GxPJnNgksA4RDtY6oZ4BvufmnQxNpPjJ0CSpvJfykwDDcgjpCr9zy64KgxALaiSyFgO9YTrDOsmcRX9nkM0xf8VOup6I18vPsF2u6ovw2mgSx5Ur2uTs6g7PcfzCfpVEIRU4NJmhN6ozlTSI5yxylsumqJ9Y0IftuqiSxDv2dJYWiAuzWbZ3hbyddwV5iKhfJVpWf1WP4jV+9vHjTKUMusJ6qY7L0yOz8Ksys1kvomY7Dqosk7cdYgGNaEAjY9goisQNOzq4++D2ip2Q1ZsEvvXi+Yairgs1kI2Mdvmx3nVlN8cvJpnJmFy1OcpIR4CgT60QKHW/9QqvXkyQMmzCfpWrNkfxqZ6Qab1xjc7mSOZMZjImrgtqYXfl62OphqnFxVJvHAFNbmhI1oqRXu5xiF13ly+1fhs/OjXFW3d3VDxgXy51f+sZ4WCtExoZ4EPHxrj9qj5OjSV4+Xwcw3JQFIn9fdHS7r5yg1D9dPSpO/eWDPmhY2O8ejHOi8Neai6oK7w4PEvasNjRFeKK3nDJaTl0bGyO47cpojMymyWoKeiajKSqKDGZG3cFGRxLEfar3DzQXXIQP3Jwe+kai85ad8RPd8SLilVH7cqpFQGp7lVYFHuVXJe8ZZO3vfSnVx/mEvCp3HFVb0NJgzlp0DJR153d4ZrGbzEGsp7RrjyWRs/eS05t0Df3J3z3we0Vc1AeDas3rum0wWQqjyRRaLbtaZ0FffKyGPV643j+zBS37asUXL0cDclG3XW3VtOea4lav432oMaJkSS90UslA5dL3d96RjhY64h6BvjCbBZVhsm0ye7usJdaM22GZ3I1ow+1jlP+1JTImhiWzdODE1i2Z2gDmsxE0uCFs7Ncv72tVHhe7fjt7A5zx4Fe/vpfTmPaLpGAF0HpjviJBTWOno8zEs/VTKvUitKdm86Qj+pzeu3Vesq779BJNsf8JHMmF2azxAIq+/ti3LCjjc9/7zVSOQufKuG6XlpQkSU2xfx8YZ7dddXGrpaoq2FZPHl8umQ4jo/EuXJTtOI4izWQjYztwYMH57y/kTP+1R+9UfNYhu2iKRKSBI4rocqgKTKyLLfUqBcN7P9++QK9EZ09PeGSMx3xq0hIJHPWkgvIv/vKhYpemh892D9vO6q1xEbcdbcR057LQa3f+/7NEZ49Nb0kQWfByiMcrDVMs097W9oCPH1yvFTcDUAThc3llD81TaYM4hmTvOUgS6DIkM7buICuypwaT7OvTykt9rUctsGx9BwD4ddU3r1/UymdVWydUX591b3lHNfFpyp0htWKBbn6KS9v2QxPZZhO5ysiZAO9IQ6fmECRPKfBdSVcoDPkQ5Jgc5u/Yp51RWI6neeN6QwSEtdui6ErlUY/6teIZ82SYvpkKsfzQzNE/GrJcJyb8qJ4O7rCTCRznJpIM53K0xH2LTjlVsvYnp1MM5o06L/uw2xpC8w5Zj1nvJ7h1mRIu17Bv0+V0BSvHZIiSy0z6uUGtjeie6Kww7OlVkheTWGMeNYEFl9A/t1XLvDFJ04S0lV6wj4SWZMvPnESYN04WRtx151IezZHrd+orqq8Y09nXUFnwdpE9CJcoyyk59edB3oLtTMuruuWCrz3b440HX0o7zlnWE5JpNNxvUiG5Xi7FccTOS7OZubtsTjQG+K5oSm+88pFjpye5I3JVMVnqq/vzESKT/zjUf7qyUEAfvPtO+iK+NneGarZB666R96piXRBydzTf3r+zBRDEyn+9ukh74m5LUB3xI9f83YypvIWV26K0BPWS+PQFHh6cIIfnprEsmxUGY4MTfP6eIpz05lSj8lNUZ20YbEpouO4LscuJJDwNg3IkkTesrFdh6cHJ/nezy7y49NTJLImigx9UX3BPfKqe1yemUjx0rlZ+qL6gvvB1eqXeXYqja6ptAVUFFkibzlk8ha6KhHWtZb00oRKA3tF76VdoafGU6UxfeTg9iX3oHv4yDAhXfXuG9mr6QrpKg8fGW7JdawExSjkRurFtxp9Ldcj9XrafuTg9iX1FRWsPCKCtUZZyNPevr4Y79jTybGLiZLg5IEtUTRFaboXX/lTk6ZI5ExwcXEdyOStUlptOmMS0GRu29dd8wd+YiTOo0fO8sNTU/hVGb8qM502SWQtPnbr7po1ShPJHIPjKZC8VjxFhyGZM9nXFy1FgIo9ETOmTUBTeX0sWUo/pnIWpmWTyFpEy/SfzkymObAlyp7uEC8Om3SFdXyKxHTGRC5ohhXH8dxQAst2UQrNs3XNQpGkQs/HcOnpcUdXmHdf1VvaRVjU4OqOeG2LXhyeJagptAdUElmLtGGxsyvE1dvaKurXml0gq1N+o0mD6/rb2NEV5h8+9zEA3vef/6ppJfHq9OHmmJ+oX+XkWIqwXyNt2KTzFobl8rF37W7ZQl6tcH/99jZeH0sxljQ4GNAqnsiXcs6xRI6esI+0YTGTyWNYDj5FYjaTb8l1rBQrUdC/kjVRGzHtuRysld2ygqUjHKw1ykKLXD/SoLC5GcpTEj0RP7g5LMchbdg4ridjoKkyPlUhpCn8+NTUnHRLMSo1NJGiLaAiFbSzfm5nOz5VYXAszXtqXN+piUvip0nDS8VNpwyOjyQ4OZokk7fpCGn4FJlzM1lkSeLKXWFOjqV5fmiaG3a2oykSF2fz9Eb1Cv2nsK6WtLau628rpeo6wzr33LyTr/7oDTrD3s8gkTNJ5UyypoMLZE0bRYZkLs/2zlCFuOm/nJxkS1uA33z7Dg4dGyultYrXAtAbC5DMWfRGdQI+la7wpVqjhT61lxvbe79xtDR3mcRszWM2MpzVhvvebxylvzNU6puoKiZb2wPEgtqSU2rl4xiezmBadknTrCvsR1MUDga0il2QSyWiqwyOpciZ3q7QoKaQyXv6a8uxI7IW66GYe6VrolYi7bke5r0Z1spuWcHSECnCNcqWNs84l9PoaW+pKYXyz8eCGn5N5eev6CakK/gKxc5hXWVrW4DOsI+Xzs1NRxWjUnnb07rya56Y6KmJ9BwHwKdIPDM4wZPHxxiaSGHZnl5T1F+IaI2lUAr9EW3HZTptMhLPIUsSvVGd6YzFwd0dhP0qR8/HuWpzFL/Pi5iVp0mv7Y8xU4iKdYZ19vdFedPWWKl9Tvk8K5JE1nJwioN0wbQhb3l9BOulbQd6Q6UwfjJrlvSn9vR4TouE57w18z02w3z3xkLSy+XH6wr7uWlXJ+/ev4n9m2PsX+ICXz2OTRGdF4dneWMyVZH6aFUKsnjOoE8hk7dLorGJnIVpO7xpS7SkR7acLHT+V4vyKHJ1Cn45WO6053qZd8Hlg4hgrVEW87S3UHHLWp+vlnL4v69PEA2o9Eb9JUmAXN4qNVQupxiVivo1cqZdcrBSOWuOAzCWMEjmLMK6giLBueksHWEfB7ZEeX08DRJsbgt6/QJNh2zBYdrVFSToU0nkTLrCfm4e0BmJ5/jC+67m0wX9p8mUgWE5aIrE0EQGnyLx/JmpUtF6+aJePs/g4hQuS5YoNHb02uhk8haHjo1h2w7HRxKkchbhgixFeS9FJC9ydv32GF1hP64Lzw9NE/arOK7bkqf28jG7uKU2RMVjLrSYeLkiC9Xj2NntRa5GEgaaqixL6uPQsTH2b45xcTbLbCaP6bhoikxfzM+btrbNiRy2MuJRPNY/Hx/Fp8gc2BJFlrR553+1WA0piOWMzDR732+UKJdg7SMcrDXKYvLwrQz5FxfCiWSO54emkSWpFJlJGTY37uqYs1BlcibPjCVJ5jxhz46QRlBT0BSJs1NpNsf83PuNowxPZ+iL6hzc3cGp8TQBn4Jhu+iKTEdIZzo1U6h78hrq5kwbXZUZmkyjyHIp0gWVkZu37enkyOkpJpIGQZ+CIslcTGWJ+TVu2NmOrqqlVF6teU4aNroiYbsutgO4nqOlqTIBTeXVi3HOT2fRNZmwrmCYNoNjKTKmXSo6LTormqKUdkAWhVzryVMslPIx5y0HXVUqvuPFGM6gJvOTM9O4uFy7ra0lkYVa49jeFcKnKdz/wWuWdOz5zrm5PUhn2EsXu65L0rDmRA5b+XspPxau166qKGnSFfavyWLujVYT1cx9L6QiBCuJcLDWMAt92luObdB3H9zOSDzHdDpPMmfhU2X6O4O8bU/nnCbPL5ybRZMlOkI+VFliPJVHV2Wu29ZG3nbRVIWOsMrLw7PEM3nesqOdm3Z1AjCWyJY0sjrCPoKaJwcxnsx5hesBld6IzlQqT8qwaAuqPH1ynK6wzl13DHBiJM4/PPsGI/Espu2SNW0koK/NT0dIZ2giUzrXI0fO0h3xVzzBfuL2ASaTOb79ygjJnIVS0IFyXJe85bCjM8Bk2gSJUo2XX1MwLKfUeqj4nVU7xkUh11ZSvDdSH/6V0r+LNGM4T4zEeeTIWY4MTTGdzrMp6ufa/jb82lwndLGshgEvntPb1DALeM6OT5GJZ01u2NFWkgYpOvqt+L2U//YiAQ3DtNFViVPjabrC/jXpuGw0KYhm7jchFSFYSUQN1gZiObZB7+uL8ak793LL3h6u2hLjlr09fOrOvQyOpSvqN0aTBu1BH21BHwGfiqLI9IR1esI6Z6ezTKYM8paNLEl0hH1Ikmd8ihQ1su7/4DV89GA/pyc8Ha2ukI+oX2UqmUeWPS2rnohOQPOu03G9nN7/e/j1QjsfvL6JqoTtQiJroqtyqQYqZ1r86NTUnDqN775ygYvxXKFRtidPkTMdXBfagxptQR+xgFqq7yr//1hAnTNnK7Wd+gP/7j8Svuku7v3GUR54cpATI/G627zLJTLuO3SS54emSRveTsmxhMHzQ9PkLbtldTi1xnFuOsNEMlcx3lZSPKdPVXjzNm/eZ7MWBzZHuW1fN4dPTJS+++lUntdGk0ymcqXPL0UMtvjb29MdwrAccF3i2fyy1Jq1go0mBTHffQ9CKmI9UdRJXK61YiVYtgjW0aNHuf/++3nkkUc4e/Ysf/iHf4gkSVxxxRV89rOfRZaFb9dqlitiUCuSVq0IXmzynMrb3LSrk8lUjp++MUPWdFAVwJVLopJ7ukO8eHaWyZRRsy5pcCzNtdvaGE0apHIW3VE/b9oSYzRpcP32yn5cRcmDfz07g1+VvbIpF1RJQpZsUoZdkVI8MZKkPTj3CfbhI8Ps74tyZjJVkCmwcRwXvybTHdH5wWvjyLKEbTvYrotlu6iK15uxO6zXnbt69R6tqANplO5olF4+dGyM6XSesF8lnjPxawq245LJW5yaSHPjzo6WGJzqaF4j4dhWGfXyc6YMi1v29pTm9v/51isMTaTI206hUbaMabulKBPU/73M932V//a6I36u62/j1YsJZMnT4Vqr2+w30m61ZsoqNlpadKOyUVK5y+Jg/ff//t95/PHHCQS8m/Yv/uIv+PjHP86NN97IZz7zGZ566iluv/325Tj1Zc1KhvzrNXku/vvUeBpJkugIa0gU66gkTk2kObirk4HeMKNJo2Zd0oXZLCG/QmbSYjyZYzwJmZzJdMbkxp0dFeMoPn2atotPAVWRSeZMHJdSwfrZqQw37WonnvWaGb9tz9xjjCVy3Lizg95ooFSgn8qZnJ/NMpPxohASkLcctIKkREdQw7RdxhLGnO3/5Xpg7UGNfX2R0iJRjKQsdfE4dGyM79z3MVRZ4p4v/H1FuqNR5OzCbJa85RDxq/hUGdv2JAwMy5mzIWGplBvwB54cRCs0nYblS8/U2qzxV08O8vzQNL0RH+0hnZxpk8yaIEmYtjPH0S9vtRPRVYI+hf2bY3W/r+rfnk9V2NUdXncGYb0zn8O40dKiG5WNkspdFgerv7+fBx98kE996lMAvPrqq/zcz/0cADfffDPPPvuscLAWwXxP0a0SqCvW57x0bra08+4jB7dXHKdek+e9vWEc12UyZaDJMnu6Q8xm8jx/JoXtOKiKzKaIjqLIJamEanRF4unBCTKG7fUOBM5OZ1FkGJ5Kl3SU4NLTZ397gKHJFJYDsuQ1KwZvI2AsoHJ8JEVHSOcdezrRVKXifMmcRVRXeWZwgkTOE0XtCvuYyeSRgMlUnoCmENLVQqrTQVNkUnmbd+7tRlOUih9+tR4YwMvn4lzX30YsoJWiZbUWj+L/NxPZujCbxbEMPNeP0ncxX/RpS1uA18eSGJZDR9DHSDyH5XhOlqZILTE4te7V5dq11ihKWHwKjmdMfIrMRNpE11RCugpBH5m8RXtIr3D0hyZSFa12zkxmyFk2XWEfsUC05mK/2uKQYmdcc6z29yRojo3S7HxZHKw77riD8+fPl/7tui5SofVKKBQimUwux2k3NPVCprft6y4pipcXbC/lPPcdOsnwVIawruDitYsZTRjce8dAXYNSbPJcHEtnWGdTREeSYGgyU3JY8pbL4HiqQiG82jjMpPOk8zaq7PXCsx0XRZGI6Aonx1K0h/Q5T58DvSE+9c2fAQ6m7YlISEDEJxPxa7xlh5davPNAL/d/f5CXUgaGZaOrCpbtMJ3Jk8rZBH0yQU1mLOG9HvR5/R1DuoJUkGBwXRfTdshbnmJW9Q+/XA8soqule7+YfitGy8qJ+L1disPTmaYjW1vaAtiOiypfcrCaiT7deaCXV87Plr7jjqDGRCqPpspctTnK3VXO9EKpd68GNLnUQ7Fc5qIo39DKc1X3q0waFr0xnQszudIuU1wXw3LnOPqfffx4qdUOAJLXg/Po+ThX9HoNvGst9quVbtso6ZSVYiOlRTcqGyWVuyK7CMvrrdLpNNFodCVOu6GoFTKdThk8+IPT7O0NMxLP8dzQJP/w7BkifpVYwFcz8tTMeYr1OeWK6JMpY054ttZCVVRqLy76xy4k8CkSkuRJMFzX31ZSdd9VJ412bCRJUJMBibztoKsyXWEN23U9hfEaDU/39cX4//34LEOTaSbTeVQJQj4ZXVMZnslwYEuU8zMZJpM5Xr0Yx3UhoMnYjsvF2Sw9ET8dHT4mUgYJw6Yn4sOnKuRMm2zexna8NJJpew2wHddrqfPC2Vn29oYromrFpy9Fkjg7lcF2XTRFIqApBWV3f0XzaPAWj0TOYmt7sOmw+EBviETWwnVdjpyeZFPUT9KwSnIY9SIZxY0LxSilpiq8502bFnyv1KNeeH88keVnFxKEdJWIrpDImozMZrljCcXfjVIJ5U/BRW22LW1+xpIGKcNGUyTevqdzzjUXW+0U8akylmWTMi7tFl3qYt/KiNNGSacIBEU2Sip3RRys/fv38/zzz3PjjTfyzDPPcNNNN63EaTcUtUKmo4kcKcPk5FgKx3FJZC2yeRvDsgn5lJqRp2bOU6zPSRsW05k8edPBxeX4AnZxFCNcv//YUXAhElBLfQMd1zvW8HSmZhqtPahxbipfkcrL2w5Bn8pVm2N1I3Q37e4iZzlepAkJVZGwbJeAKvPC2RkUWWYiadAT0UttfBRZKmlr9UT9hAuGWFdlogGN8zNZsq7n/Bimp/JeCEjRFfZhu3ByLMVv37K7NI4tbQHemEyRNiyvD54qYVoO2bzD2ak0Hz3Yz+ETE0Dl4hELqBU7nCZTuVKvPqC0G+rQsTGOj8Q5N5XFp0g4rsRUOs944dqKchiNIhn7+mJ84X1XN/19QvNOQb3w/k/OZLmuv43RhEEi5z2d7u0NV7RQWiiNUgnFp2DTtskYFmenM/gUmd6Yzg07OohnTe4+uH3OMXuj/kI9ofdg2BH0MTyVIeBTWiIW2+qI00ZJpwgERTZKKndFHKw/+IM/4E/+5E/4q7/6K3bt2sUdd9yxEqfdUGxpC3BmIlWRXhmJ57AdF12VmUgZ2I6Dpko4DqTzNl1hvWbkab7zvD6WZDZjMpXOo8oSsgyOI3FuKrugXm77+mK8e/+mmqHeeNZiS1uwZhptU1TnxEgC8p4MguN6jaZ7IzoDvaG657vzQC//66ULxPwa0xkTy3EBl86Qj9GEwTv3djM4nqo434XZLCGfQta0S8fRCw2qD+7u4oYdbfzNvwwhS57oqCJLuI5LT1jHRSLqV4gGtDn1aZ/4+ii6prC1XWEiaZB3XHojOptjft5z9RZ2dYfnLB7FnoaxgMbrYwmePzODaTuEdZU3JlPcd2gWWZLY1hEknvE0uWJX3sTWtgC/dPVmnj45jmE5C45kNOM4LcQpqBfed3Hp7wxVRPsc112SI9AolVBMB5+ZTBPWFTZFdcZTeSZTefKWXdeh+ejBfr74xEkAIrqC5bgEdIXrt7W1RCy21RGnjZJOEQjK2Qip3GVzsLZu3cpjjz0GwM6dO3n00UeX61SXBQO9Ib714vmK9Eo8axLQvB1tecvBcSUkvEJyw3JK+k8LMWDF+pyXpmdRJXBdyNsu7UGNgd7wgo1AvVBv1O9Fa2q11ZlNewKlsiSRzFlIktds2qfKHD4xwa7ucM0x7OuL8Y49nRy7mMAqqM77VbnQaNkz7qMJo3Q+y3ZI520UwHZdZtJ52oIaiZyFKkvceaCXQ8fGeOfebkYTBqcnUiiSRFtQIxb0cXBX5xzDVhzH1vYAiaxJyrDZ3hVmT3eIzrBXTF18T61reOiZM8ykDZ4bmsZxPbHTUKH2zHVd/JrCgS0xkoZF1K9y5e2/hl5I5RqWjVRW8F6c80bff7OO00Kcgnrf+bXb2mqmRpfiCJSfy7Asjl9MMpMxefseT1S2N+o9ZJi2S1tI5y07OvAVdjLWu4+LDa6Luwh7o34+9q7dS258XaTVEaeNkk4RCDYaQsl9nTA4lp6TXgn5ZI6PJHltNOnVCDmupzSueE6XUWijshADVqzP+d1HX/TSg7aDrkiEdJWQX1mwEagX6i1Ga/b0hHjh7Kz35kKt0oWZHH0xP+m85wipipdiS+c9EcxHj5ylq0qJvWgsP3Jwe8lhKDc2QU0mmbNK58vmbcaTBj7ZK1qPBjQmUwYZ0yKsa3zsVq8I/6s/eqMUdSl+1qdIJAsObj1DdtXm2BznK541G34Xxbn67OPHMW2XiF+lI+QjpKvkTJsLs1m6CrVB0bJUZqqgJK9X7Y6E+R2YWo7TTNrgs48fp78juKgdgPW+c6CmI1Curt4o9Vgv0nbPzTt59MhZnj01TXtQ4627PSfqoWfOkDJMbh7oRpYuOZ7NRM3ec/WWljlU1bQ64rRR0ikCwUZDOFjrhAuz2Yr0SlHIM+pXsRwXx/VEMDXNE3MM+byC6p1doQUrSO/ri/HW3Z0cGZom4ldLztrzQzMc3NUx/wFqHK9etCYW0Li2P+ZFHrIWb9/TSSJnEtAUpgtb6wGQwLIcfvrGFGcmM+zpCVdoSxUjLvMZ9+L5njoxjuU49EZ0JGA2Z+EC7QEf933w6tJ4y41hV9jP9dvbOHYhAZLbUEBysVGFfX0x+juChR1uTmmjga7KWLZbcqKKzt4Pv+zpYP3c/Y/QFdZLCtbNnrPacZpM5QoOO9y4s6M0v0UHtVmnoN53Xv3d3LCjrSlNsPkibV0RP++6smdONPHCbHbOuIs7Gas3AqyU1MFyRJw2QjpFINhoCAdrnVD91FsU8tzeFeaKnhCnxtNcmM2QM20ifg1VUbhhR+NdhI0MSlHmoByp8PdWUOkIVSpuf/pbr/D80DSKBJbtFa1n8zaSJDEaNwj5PCejXFuqWpOosXG36AzrXNcR4I2prCcaGvbEJ2ezVsVnqo2hpjQnILmUqMKWtgB502ZwPAVQSPVatAVUusI68axJR0hnb2+Yn+DVhcUCGnfd4RX/L+Sc9e6rjrDXAqn497xll3oULsUpqP5uHnhysKnU43wpyguzWVQZjo8kSjWKu7qCRP1qxbjPTqZ56ZzXUaBa7qQV4q/NzoGIOAkEGx/hYK0Tqg19uZBnV9hPV9iP43YwEs9x/wevmfd480UE8rbLDTvbGZrMlAzWvr4IebtVLlZ9R6jYYPribJaReA5NkT2jH/SK17d1BEqRnYW0dqlWFX/65Di6KlfIUbQH5zprizWGtRTFv/qjN+aNjnjfdYaBnjCjiRzTaRNVlvjPd+6tKI4vpi2DPrViZ+VSauTK76siEb/KSNxaFqeg2dTjfO/zKRLPD00T9quEdQXDtPnR61PEglrp87GASjxrcV1/WykSXN0qaaWkDkTESSDY+AgHa51QbeiLQp7dkUtGZyF1HPNFBIqRjYO7OkufqVXQvRwU68CKcgTxrMXwVLoko6AUhDWL9UeLqV+580Av//ivw+C62C4okkRAk7lpd2fJaBedouIYon51UXUyC92WX/5d+zSFg7srHbLyz/yfzzf3E64Xrax3XwEcGZoilbPQFImrNkeXxSloth5pvvdVR1dzps1sJk/Qp7CvL1qKuAH0d1buRC1vlVT9dyF1IBAIFotwsNYR1RGRh545s6B6m3Lmiwis9s6kWqmkoqZRdVF8+bgWUkejSjCdtTx5C0VGlTUyhs3O7jDffeUCD/7gNCnDJGPYxIIaiYxCUFN46JnMglJHi9mW30pnZj4Hr/q+uu/QSV69mCCsK6iy58jU6rfYCpq9z+Z7n2G73LirnaGJDImcSdKw6Iv5URW5ItVZqyarkfirkDoQCASLRThY65Sl1nHMFxFY6TqR+RyjoqbRZMrAMC2m0zayJPGuK3tKrV2qHYkzEyk+8Y+jbOsMsL8vVnHMR4+cBUnCryr4VBUXSORsfnYhzh0HennwqdMggeN4qUOvP6HMaNJgf190Tu/BRmNf6rb8Rsf/0Ic+NO/nF+Lg7euLsTnmZzrt7SCN+jXetDU2p99iq2j2PpvvfcX7+aZCxPWfj4/ikyV036UlzpMFUTk3naloldQV1uuKvwqpA4Fg5dkovTWFg7WOWUqUo5nIwUrViTSbQnNcLwnk11SiAR8dIV9F37xyR2IimfOKxCWIZ8w5x3zpXJzOkI/2IJ4cheWgyjCTMfnrfznNWDLHljZ/qVWP7bgkcyaKLFc4R804dQvZll+9sAz0hhoWX//u7/7uvPO7UAfPsN1FSRsslmbvs0bvq76ffYrMVCpPm+s5W1G/xqaoTm9E52JBi6yoGea4rrdxoYb462I2iAgEgsWzFntrLvb3LhysDcJCb4C1tJOpmQjLoWNjbO8McfXWttLn4lmz4j3ljsSpiTS66umBJQ1rzjFdXCQK+l661xbo/EzBgXBBUyTOz+TwqYVm07JE1rTZWnBGi85RM05dcYcaNI6O1FpYHnzqNHs3hevOTSaTASAYDNad34XqLq1HZfC597Of0XgWy/GEeeNZk4uzWQ5sjta9jz5xe3MtpdaiARCsXYQzvjDWWm/NRr/3yDyfFQ7WBmCxC/5a2cnUTISlmfeUOwapnOXtJrO8NFf1+6/d1sbzQ9MgSeiqzHgyh+O69HcEkQqaW5m8TdYEvyojSTKKLLEpolc4R804dYNj6aac2UPHxrBtp0JqIJ23GInnKtrLlF/HL/7iLwLw9NNP153fhdbTrXb93WKp3iWqynKptVQ0oDHQE+b1iRR7eiuXxYUWs7faAAgDvHERzvjCWWu9NRv93j+4r/6DLQgHa0OwXB7/Si38zURMmnlPuWMQ1hUSBYXzA1uipffrisQDTw6Wejdm8zZ5y8G0vHZA/R0Bjl9M4EgSflUilXewbBtVcRjojbCzO1wxD806dc1INrx6Mc756Sy6JpekBjJ5m4vxyoWlmWhS9Xd3275uBsfSTUUra0U3b9jR1pTMRPG8r16Mk8hZxALqnPq3leDCbJbtXSF2dl9yTMcSWSaSBk/8bJSOsI893SG6I/4FR+daaQCEAd7YrGY0Zr067mstgt749y4crA1Pqxb88h+krkhcjOfY3hla9oW/mYhJszVjRccgGvB6Cu7tDdMR8qJO56YzOK6LpipcuSlKUPN6/G1pDxAJaPRFdUYTBrGgD8txuRg3kQBdk4n6VUzb5dWL8YrzNePUlS8MjQxqImd5rY4Kulx+TSGiKyQNu+5u0UzeYjptVqiSA3POcfjExIK+u1o7VptVW7dth/PT2UKqNL+onZdLpXqRnkjm+NczM3QGfSBBImvy4tlZBnrDKIq8oOhcKw3AWkuHzMd6NdqrxWpFY9az477WIuhL+b3LyzkwwcqwpS1AMlepQL7QBb9c9qEv5ufYxQTDUxnyll3a5l5UTG81RccoFtAYieeIBbQ5C0Ez7ym+7xO3D/D3H72BB+66hh1d4dL7e6M62ztDxAKeSvmOrjA37erkqs0x/vS9+5FlmcmUgWXbTKQMVNkTHvWrMlNpk1zeKjXZfuiZM3z3lQscOjZGyjA5PpIoKd+XO3XxrFnRqqjcoFbPayyg4rouOdMu/b+uKVzRE6p53SdG4lyczWE5TsUi+siRsxXnMG2boYkUv//YUR54cpATI3EWQqMx13rfaNJA12RiAQ2/pnhOaxP3zomROA88Oci931jcOMu580Bvaf4d1+XViwlc4C0723nLjnZiAQ3TcRhNGgs2OtXHrvU9N8uF2SwRf+Vz7lrV36peI4r321K+p41OK9bmxdDsb3Yt0uxav1Is5fcuIlgbgFZ4/NVP0nnbIawrnJpIl8RMl3Phb6YebKHK6NXHvPcbR+kM1zZmxR/1Zx8/zutjSSQkIn4FXVOYzeRRZYm87ZIyvIbT0ymDB39wmpt2dXLlpktClv92nlRcoyfa/X0xggWHJJEzifo1dnQG2dEVrlBqL17/Zx8/Ttqw0BSZ6bRBV9g77vNnprhtn/fjn0zlSg2qcWn4JFsvOrFQtfViqhSKbX7Mee+dVj9xV6c5zYJOVnGOvM4HLiPx3IKP38oNImstHdKI9RZtW26aieatVjRmrdUxLZS1Uh8MjX/v588nG35WOFgbgFYs+NU/yKhfI5u3SJU9fdVrklvOSqQQFmuMm9H++tP37ue3HnkRreCQWLaDZbuEdaW0ixBgNJHDtJ05xmZwLD3HGWp2DMUWOfv6ohWLcfWTUvH6p1N59rztPViOywtnZ7l+exsdIR0JqSSaeWrcK7wHiATUukax0ZwuVG097FcxTBu/dqkebT6nYTmMd3XRe1HJvdE1LObYS2GtpUMasd6Nditpdg1ard3a68lxXw8s9vcuHKwNwlIX/Oof5J6eEEdOTxPxqziuW7dJbvmCshJ5/2LkZjqVryhUnkkbfPbx4/R3BCscu3KHz6dIjCUM6Ag2rON6+55OXjg7w2gih19ViPhVLMdrqlzs0TedNukM+SrG1oyxaWRQ6y3G4DkIxb9NJL2weUfYR+jnfgG/ppAzbU6Np9nXp3DttljJmYhn8+iKjGG7XLU5WnecjRychaqtb4roDI6lMCwH13XZ0Rmc12lYbuO9Vh2ZtSSXMh/CaF9ioeK9K/19rtX7/XJDOFgCYO4PUlMUdnaF6I3qjMRzjCaNmk1yq7WqljOFUHTgplIGHUENw7R5cXiWXV1BTk+ksR24cWfHHP2posOXzFk4rotp2YzErbrG7O6D28maDlduijASzzESzxLPWFyzNUpn2KutUmVpjkPQjLGZz6BWL8a1nNYfnZrirbs72NMd4rnjb5BwXXJKiJThLaIfe9fuUlNoWZJBkriuP1ZK9dYaZyMHp1knYF9fjNv2dfPwkWFms3lkWaK/w0txzhfJXG7jvZYdmbWUDmmEMNqXWOvRvLV8v19OCAdLANT5Qd5xSXjx3m8cbYlW1VIoOnBdYZ1cIQUFcPR8nIhfoyOsVfSde/jIMPv7ohUOX7HIvVEar3wuNFXh4O4uBnpDFbVVH7t1N4dPTCyqF+RCDGotp7U9qHFiJMkte3s4+f//UxI5i12/cR8Rv6f1dPjEBPd0e3VbRaPoUxUc1607zmbSp/ON+cRInMMnJtjfF+XGnR0VKc75PrsSxnu9ODJrFWG0L7Eeonnifl99hIO1BlgrW58b/SBbpVXVDPMVW+/pCZUaPvsUr09gRNdK6TvwjPRYIseNOzsqjl3L4at3vvIU47+cnGRLW4DffPuO0hztWkBrlcVSy2ndvznCs6emC82vXTRFpi8W4Lr+Nroj/gqF+2aN4nwOTjP36EIimLWOJ4x3Y9bCOiGMtoeI5gmaQThYq8x60StplVbVfDRTbN0V9nP99jZOjaeZTBlEAioDveFSCgw8x6436i8Ve5f/vVldKpirJ1X+3ayEsanltOqqyjv2dBILaORtB58il5wrmOtENrtDs56D0+w92mwEs9HxGkUWL2fWyzpxuSCieYJmEA7WKrNetj43s6C0YtFptti6I6Szr8/rMVestapO1330YP+8PQAbna/475X8buo1e66+hqJh/ZuwjuU4c5zLxaQq6jlizd6jzUYw18s9v5YQc7b2ENE8wXwIB2uVWevFkuUsVKtqMSy22Lpeum6+NN5887+S302tKMXhExMN29x0hDQuzuYWVQvWLM3eo81GMNfTPb9WEHMmEKw/hIO1yqyHYsmVZLHF1gv9e7PnW8nvpl6UopG21if/08e4MJNBCmjLlqpo9h5tNoIp7vmFI+ZMIFh/CAdrlRHFkpXUm48bdrRVaEG1qsB3vvlfye9mMVGKu+66a1nGUs5C7tFmIpjinl84Ys4EgvWH6EW4yhSf+tdK36XVptZ8lNdYtboHWqP5X+nvZjF9y86dO8e5c+eWZTxFWj0P4p5fOGLOBIL1h4hgrQFEsWQl1fPxwJODy1rg22j+V/K7WUyU4u677wbg6aefXtaxtXoexD2/cMScCQTrCxHBEqx5LsxmifhrN2neSIgohUAgEGwcRARLsOa5nAp8RZRCIBAINgYigiVY89x5oJd41iSeNXFct/Tfdx7oXe2hCQQCgUBQE+FgCdY8InUmEAgEgvWGSBEK1gUidVabT37yk6s9BIFAIBDUQDhYAsE65pd/+ZdXewgCgUAgqIFIEQoE65iTJ09y8uTJ1R6GQCAQCKoQESyBYB3zW7/1W8Dy62AJBAKBYGGICJZAIBAIBAJBixEOlkAgEAgEAkGLEQ6WQCAQCAQCQYsRDpZAIBAIBAJBixFF7gLBOuaP//iPV3sIAoFAIKiBcLAEgnXMbbfdttpDEAgEAkENRIpQIFjHvPzyy7z88surPQyBQCAQVCEiWALBOubjH/84IHSwBAKBYK0hIlgCgUAgEAgELUY4WAKBQCAQCAQtRjhYAoFAIBAIBC1GOFgCgUAgEAgELUYUuQsE65gvfOELqz0EgUAgENRAOFgCwTrmrW9962oPQSAQCAQ1EClCgWAd8+Mf/5gf//jHqz0MgUAgEFQhIlgCwTrm05/+NCB0sAQCgWCtISJYAoFAIBAIBC1GOFgCgUAgEAgELUY4WAKBQCAQCAQtRjhYAoFAIBAIBC1GFLkLBOuYL3/5y6s9BIFAIBDUQDhYAsE65s1vfvNqD0EgEAgENRApQoFgHXP48GEOHz682sMQCAQCQRUigiUQrGP+/M//HIDbbrttlUciEAgEgnJEBEsgEAgEAoGgxQgHSyAQCAQCgaDFCAdLIBAIBAKBoMUIB0sgEAgEAoGgxYgid4FgHfN3f/d3qz0EgUAgENRAOFgCwTpm7969qz0EgUAgENRApAgFgnXMt7/9bb797W+v9jAEAoFAUIWIYAkE65j/+l//KwC//Mu/vMojEQgEAkE5IoIlEAgEAoFA0GKEgyUQCAQCgUDQYoSDJRAIBAKBQNBi1lwN1oc//GFU9dKwPvShD/G7v/u7ZDIZfvEXf3HO+3/jN36D3/iN32BycpIPfOADc17/nd/5He666y7OnTvH3XffPef1T37yk/zyL/8yJ0+e5Ld+67fmvP7Hf/zH3Hbbbbz88st8/OMfn/P6F77wBd761rfy4x//mE9/+tNzXv/yl7/Mm9/8Zg4fPlzqG1fO3/3d37F3716+/e1vl+ppynnkkUfYtm0bX//61/nbv/3bOa9/85vfpKuri6997Wt87Wtfm/P69773PYLBIF/5yld47LHH5rz+9NNPA3D//ffzne98p+K1QCDAE088AcCf/dmf8dRTT1W83tnZyT/90z8B8Ed/9EccOXKk4vWtW7fy6KOPAvDxj3+cl19+ueL1gYEBHnroIQDuueceBgcHK15/85vfzJe//GUAPvKRj3D+/PmK1w8ePMhf/MVfAPD+97+fqampitdvvfVW/uRP/gSAX/iFXyCbzVa8/ku/9Evce++9ANxyyy1Usx7uPYBEIlFz/OLeE/eeWPfEvSfuvUpaee/9/d///ZzXyxERLIFgHfPII4+UFlOBQCAQrB0k13Xd1R4EwPnz57n11lt56qmn2Lp162oPRyAQCAQCgaAu8/ktIoIlEKxjvv71r/P1r399tYchEAgEgirWXA2WQCBonmKNwF133bXKIxEIBAJBOSKCJRAIBAKBQNBihIMlEAgEAoFA0GKEgyUQCAQCgUDQYoSDJRAIBAKBQNBiVqzI3XEc/st/+S+cPHkSn8/Hn//5n7N9+/aVOr1AsCH55je/udpDEAgEAkENViyCdfjwYfL5PF//+tf55Cc/yRe/+MWVOrVAsGHp6uqiq6trtYchEAgEgipWzMF64YUXeMc73gF4rQCOHTu2UqcWCDYs9VqFCAQCgWB1WTEHK5VKEQ6HS/9WFAXLslbq9ALBhkQ4WAKBQLA2WTEHKxwOk06nS/92HKeiqbNAIBAIBALBRmHFHKzrrruOZ555BoCXX36ZgYGBlTq1QCAQCAQCwYqyYiGk22+/nWeffZYPf/jDuK7LF77whZU6tUAgEAgEAsGKsmIOlizLfO5zn1up0wkEAoFAIBCsGqIISiBYx3zve99b7SEIBAKBoAbCwRII1jHBYHC1hyAQCASCGohWOQLBOuYrX/kKX/nKV1Z7GAKBQCCoQjhYAsE65rHHHuOxxx5b7WEIBAKBoArhYAkEAoFAIBC0GOFgCQQCgUAgELQY4WAJBAKBQCAQtJg1s4vQtm0ARkdHV3kkAsH6odjP8/z586s8EoFAILi8KPorRf+lmjXjYE1MTADw67/+66s8EoFg/XHrrbeu9hAEAoHgsmRiYoLt27fP+bvkuq67CuOZQy6X49ixY3R3d6MoymoPRyAQCAQCgaAutm0zMTHBgQMH8Pv9c15fMw6WQCAQCAQCwUZBFLkLBAKBQCAQtJjL2sFyHIfPfOYz3HXXXdx9992cPXu24vUf/OAHvP/97+euu+66rMQc55uX73znO3zwgx/kwx/+MJ/5zGdwHGeVRrqyzDcvRf7kT/6E+++/f4VHtzrMNyevvPIKv/Zrv8a/+Tf/hv/4H/8jhmGs0khXlvnm5fHHH+dXf/VXef/738//+B//Y5VGuXocPXqUu+++e87fL9c1F+rPyeW63hapNy9F1vR6617GfP/733f/4A/+wHVd133ppZfc3/7t3y69ls/n3dtuu82dnZ11DcNw3/e+97nj4+OrNdQVpdG8ZLNZ99Zbb3UzmYzruq77iU98wj18+PCqjHOlaTQvRf7n//yf7oc+9CH3S1/60koPb1VoNCeO47jvfe973TfeeMN1Xdd97LHH3NOnT6/KOFea+e6Vt73tbe7MzIxrGEZpnblceOihh9xf+qVfcj/4wQ9W/P1yXnPrzcnlvN66bv15KbLW19vLOoL1wgsv8I53vAOAN7/5zRw7dqz02unTp+nv7ycWi+Hz+bj++uv56U9/ulpDXVEazYvP5+Mf//EfCQQCgCcToOv6qoxzpWk0LwAvvfQSR48e5a677lqN4a0KjebkzJkztLW18fDDD/ORj3yE2dlZdu3atVpDXVHmu1f27t1LMpkkn8/jui6SJK3GMFeF/v5+HnzwwTl/v5zX3Hpzcjmvt1B/XmB9rLeXtYOVSqUIh8OlfyuKUtIVSqVSRCKR0muhUIhUKrXiY1wNGs2LLMt0dXUB8Mgjj5DJZHjb2962KuNcaRrNy/j4OH/913/NZz7zmdUa3qrQaE5mZmZ46aWX+LVf+zX+4R/+geeee44jR46s1lBXlEbzAnDFFVfw/ve/n/e85z3ccsstRKPR1RjmqnDHHXegqnMVgi7nNbfenFzO6y3Un5f1st6uGR2s1SAcDpNOp0v/dhyn9GVWv5ZOpyt+/BuZRvNS/PeXvvQlzpw5w4MPPnjZPH03mpdDhw4xMzPDPffcw8TEBLlcjl27dvG+971vtYa7IjSak7a2NrZv386ePXsAeMc73sGxY8c4ePDgqox1JWk0L6+99hpPP/00Tz31FMFgkP/8n/8zTzzxBL/wC7+wWsNdE1zOa24jLtf1thHrZb29rCNY1113Hc888wwAL7/8MgMDA6XXdu/ezdmzZ5mdnSWfz/PTn/6Ua6+9drWGuqI0mheAz3zmMxiGwVe+8pVS6PpyoNG8/Nt/+2/51re+xSOPPMI999zDL/3SL625H/ty0GhOtm3bRjqdLhV4//SnP+WKK65YlXGuNI3mJRKJ4Pf70XUdRVHo6OggkUis1lDXDJfzmtuIy3W9bcR6WW8v6wjW7bffzrPPPsuHP/xhXNflC1/4At/+9rfJZDLcdddd/OEf/iG/+Zu/ieu6vP/976e3t3e1h7wiNJqXAwcO8M1vfpO3vOUtfPSjHwW8m/32229f5VEvP/PdL5cj883J5z//eT75yU/iui7XXnstt9xyy2oPeUWYb17uuusufu3Xfg1N0+jv7+dXf/VXV3vIq4ZYc+ci1tvarLf1VgiNCgQCgUAgELSYyzpFKBAIBAKBQLAcCAdLIBAIBAKBoMUIB0sgEAgEAoGgxQgHsvEMlwAAAn5JREFUSyAQCAQCgaDFCAdLIBAIBAKBoMVc1jINAoFgY/D666/zpS99iWw2SyaT4ed//uc5d+4cN954Ix/4wAdK7/va177GzMwMd911F5/+9KexbRvXdfnc5z532bTxEQgEK4OQaRAIBOuaRCLBr//6r/Pggw+yY8cObNvmP/2n/8T+/fs5cuQIjzzySOm9v/Irv8Lf/M3f8OCDD3L77bdz22238cMf/pCvf/3r/PVf//UqXoVAINhoiAiWQCBY1zz11FPceOON7NixA/D6/v3lX/4lmqbx3e9+lwsXLrBlyxZeeeUVurq62Lp1K3/wB39QasNi2/Zl1UBXIBCsDKIGSyAQrGvGx8fZtm1bxd9CoRA+n48PfOADPP744wB861vf4sMf/jAAHR0daJrG0NAQf/mXf8nv/d7vrfi4BQLBxkY4WAKBYF2zefNmRkdHK/527tw5/vVf/5Vf+ZVf4YknnsAwDH7yk5/wzne+s/Se5557jt/7vd/jvvvuE/VXAoGg5QgHSyAQrGve+c538sMf/pDh4WEATNPki1/8IoODg3R0dLB7926+8pWvcPvtt6OqXlXEc889x+c//3n+/u//nje96U2rOXyBQLBBEUXuAoFg3XPs2DHuu+8+XNclnU7zzne+k//wH/4DkiRx5MgR/v2///ccOnSIrVu3AvDe976XfD5Pd3c3ADt37uRzn/vcal6CQCDYYAgHSyAQCAQCgaDFiBShQCAQCAQCQYsRDpZAIBAIBAJBixEOlkAgEAgEAkGLEQ6WQCAQCAQCQYsRDpZAIBAIBAJBixEOlkAgEAgEAkGLEQ6WQCAQCAQCQYsRDpZAIBAIBAJBi/n/APyBi2ydVi7qAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+--------------+---------------------+---------------+---------+\n", - "| | product_id | date | sales_units | price |\n", - "|----+--------------+---------------------+---------------+---------|\n", - "| 0 | 4 | 2017-01-30 00:00:00 | 1 | 199.9 |\n", - "| 1 | 4 | 2017-04-24 00:00:00 | 1 | 199.9 |\n", - "| 2 | 4 | 2017-05-01 00:00:00 | 1 | 199.9 |\n", - "| 3 | 4 | 2017-05-15 00:00:00 | 2 | 199.9 |\n", - "| 4 | 4 | 2017-07-03 00:00:00 | 1 | 199.9 |\n", - "| 5 | 4 | 2017-08-21 00:00:00 | 1 | 199.9 |\n", - "| 6 | 4 | 2017-12-18 00:00:00 | 1 | 199.9 |\n", - "| 7 | 4 | 2018-01-15 00:00:00 | 1 | 199.9 |\n", - "| 8 | 4 | 2018-02-12 00:00:00 | 2 | 209.9 |\n", - "| 9 | 4 | 2018-03-05 00:00:00 | 1 | 209.9 |\n", - "+----+--------------+---------------------+---------------+---------+\n", - "15476 rows x 4 columns\n", - "Unique products: 970\n" - ] - } - ], - "source": [ - "#\n", - "# For the sake of illustration, we also examine how the demand patters \n", - "# are distributed for weekly aggregates \n", - "#\n", - "df_weekly = df_active.copy()\n", - "\n", - "# Date is the week start date\n", - "df_weekly['date'] = pd.to_datetime(df_weekly['date']).dt.to_period('W').dt.start_time\n", - "df_weekly = df_weekly.groupby(['product_id', 'date']).agg({'sales_units': 'sum', 'price': 'mean'}).reset_index()\n", - "\n", - "print_df(df_weekly)\n", - "\n", - "df_dmetrics = get_demand_metrics(df_weekly, 'date')\n", - "plot_demand_type(df_dmetrics)\n", - "\n", - "non_lumpy_products_weekly = df_dmetrics.query('adi < 1.39 or cv2 < 0.49').index\n", - "df_active_nonlumpy_weekly = df_weekly[df_weekly['product_id'].isin(non_lumpy_products_weekly)]\n", - "print_df(df_active_nonlumpy_weekly)\n", - "print('Unique products:', len(df_active_nonlumpy_weekly['product_id'].unique()))" - ] - }, - { - "cell_type": "code", - "execution_count": 658, - "id": "normal-dining", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----+--------------+---------------------+---------------+---------+-----------------+---------------+\n", - "| | product_id | date | sales_units | price | category_name | category_id |\n", - "|----+--------------+---------------------+---------------+---------+-----------------+---------------|\n", - "| 0 | 109 | 2017-06-05 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", - "| 1 | 109 | 2017-06-19 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", - "| 2 | 109 | 2017-06-26 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", - "| 3 | 109 | 2017-07-03 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", - "| 4 | 109 | 2017-07-10 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", - "| 5 | 109 | 2017-07-24 00:00:00 | 1 | 116.9 | health_beauty | 13 |\n", - "| 6 | 109 | 2017-08-07 00:00:00 | 2 | 116.9 | health_beauty | 13 |\n", - "| 7 | 109 | 2017-08-14 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", - "| 8 | 109 | 2017-08-21 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", - "| 9 | 109 | 2017-08-28 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", - "+----+--------------+---------------------+---------------+---------+-----------------+---------------+\n", - "1719 rows x 6 columns\n", - "Unique products: 73\n" - ] - } - ], - "source": [ - "#\n", - "# Filter 3: \n", - "# - Products that changed their price at least 6 times\n", - "# - Products that had sales for at least 15 weeks\n", - "#\n", - "df_active_variable_products = df_active_nonlumpy_weekly.groupby('product_id').agg(n_prices = ('price', 'nunique'), n_weeks = ('date', 'nunique')).query('n_prices >= 6 & n_weeks >= 15')\n", - "df_active_variable = df_active_nonlumpy_weekly[df_active_nonlumpy_weekly['product_id'].isin(df_active_variable_products.index)]\n", - "\n", - "df_active_variable = df_active_variable.merge(items, on='product_id', how='left')\n", - "\n", - "print_df(df_active_variable, rows=10)\n", - "print('Unique products:', len(df_active_variable['product_id'].unique()))" - ] - }, - { - "cell_type": "markdown", - "id": "supreme-season", - "metadata": {}, - "source": [ - "# Demand Forecasting and Elasticity Analysis\n", - "\n", - "In this section, we fit a LightGBM model and use it to build an elasticity profle for one of the products." - ] - }, - { - "cell_type": "code", - "execution_count": 951, - "id": "varying-disposition", - "metadata": {}, - "outputs": [], - "source": [ - "# \n", - "# Features\n", - "#\n", - "df_tmp = df_active_variable.groupby(['product_id'])['sales_units'].shift(1).rolling(1).mean().reset_index()\n", - "df_lags = df_active_variable.join(df_tmp.rename(columns={'sales_units':'sales_lag'}).drop(columns=['index']))\n", - "\n", - "X = df_lags[['product_id', 'category_id', 'date', 'price', 'sales_lag']]\n", - "y = df_lags[['sales_units']]\n", - "\n", - "X['year'] = pd.to_datetime(X['date']).dt.year\n", - "X['month'] = pd.to_datetime(X['date']).dt.month\n", - "X['week'] = pd.to_datetime(X['date']).dt.isocalendar().week.astype(np.int32)\n", - "X['price_log'] = np.log(X['price'])\n", - "X.drop(columns=['date', 'price'], inplace=True)\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "code", - "execution_count": 970, - "id": "national-diversity", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ikatsov/anaconda/envs/py310/lib/python3.10/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n", - " _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n", - "/Users/ikatsov/anaconda/envs/py310/lib/python3.10/site-packages/lightgbm/engine.py:260: UserWarning: 'evals_result' argument is deprecated and will be removed in a future release of LightGBM. Pass 'record_evaluation()' callback via 'callbacks' argument instead.\n", - " _log_warning(\"'evals_result' argument is deprecated and will be removed in a future release of LightGBM. \"\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "params = {\n", - " 'boosting_type': 'gbdt',\n", - " 'objective': 'mse',\n", - " 'metric': ['mse', 'mape'],\n", - " 'num_leaves': 12,\n", - " 'learning_rate': 0.05,\n", - " 'verbosity': -1\n", - "}\n", - " \n", - "ds_train = lightgbm.Dataset(X_train, y_train)\n", - "ds_test = lightgbm.Dataset(X_test, y_test)\n", - " \n", - "evals_result = {}\n", - "model = lightgbm.train(\n", - " params = params,\n", - " train_set = ds_train, \n", - " valid_sets = [ds_train, ds_test],\n", - " num_boost_round = 200,\n", - " evals_result = evals_result,\n", - " verbose_eval = False,\n", - ")\n", - "\n", - "fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", - "lightgbm.plot_metric(evals_result, metric='mape', ax=ax[0])\n", - "lightgbm.plot_importance(model, ax=ax[1])\n", - "plt.tight_layout()\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 969, - "id": "e7e85d7d-4189-4c7b-bd77-4f90f91eec60", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "product_id = 216\n", - "\n", - "#\n", - "# Visuaize the in-sample demand forecast\n", - "#\n", - "X_validate = X.query('product_id == @product_id')\n", - "sales_units_hat = model.predict(X_validate)\n", - "sales_units = df_active_variable.query('product_id == @product_id')\n", - "\n", - "forecast = X_validate.copy()\n", - "forecast['sales_units_hat'] = sales_units_hat\n", - "forecast['sales_units'] = sales_units['sales_units']\n", - "forecast['price'] = sales_units['price']\n", - "forecast['date'] = sales_units['date']\n", - "\n", - "fig, ax = plt.subplots(1, figsize=(10, 4))\n", - "ax.stem(forecast['date'], forecast['sales_units'], linefmt='C0', markerfmt='none', basefmt='C0', label='Observed')\n", - "ax.stem(forecast['date'], forecast['sales_units_hat'], linefmt='C1', markerfmt='none', basefmt='C1', label='Forecast')\n", - "ax.legend()\n", - "ax.set_xlabel('Date')\n", - "ax.set_ylabel('Sales units')\n", - "ax.grid(True)\n", - "\n", - "#\n", - "# Visualizing the price elasticty function\n", - "#\n", - "fig, ax = plt.subplots(1, figsize=(8, 8))\n", - "\n", - "item_log_prices = X.query('product_id == @product_id')['price_log']\n", - "price_logs = np.linspace(item_log_prices.min(), np.ceil(item_log_prices.max()), 20)\n", - "market_responses = []\n", - "for x in np.array(X.query('product_id == @product_id')):\n", - " X_validate = []\n", - " for price_log in price_logs:\n", - " X_validate.append(x.copy())\n", - " X_validate[-1][-1] = price_log\n", - " \n", - " X_validate = np.array(X_validate)\n", - "\n", - " sales_units_hat = model.predict(X_validate)\n", - " market_responses.append(sales_units_hat)\n", - "\n", - " ax.plot(np.exp(price_logs), sales_units_hat, color='C1', linewidth=2, alpha=0.2)\n", - " \n", - "ax.plot(np.exp(price_logs), np.mean(market_responses, axis=0), color='k', linewidth=3, alpha=0.8)\n", - " \n", - "ax.grid(True)\n", - "ax.set_xlabel('Price')\n", - "ax.set_ylabel('Sales units')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "05c19c1d-d841-4f61-ab86-f82fed1427f0", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "py310", - "language": "python", - "name": "py310" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/demand-forecasting/demand-types-classification.ipynb b/demand-forecasting/demand-types-classification.ipynb new file mode 100644 index 0000000..2a7aa5f --- /dev/null +++ b/demand-forecasting/demand-types-classification.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "alone-blink", + "metadata": {}, + "source": [ + "# Demand Types Classification\n", + "This notebook demonstrates how to analyze and categorize demand patterns. It also shows how build and analyze market response models for certain demand type. \n", + "\n", + "### Use Case\n", + "We assume that we have historical sales data for multiple entities such as SKUs or products. Each entity is represented by one *metric* time series such as revenue or sales volume and, optionally, *covariate* time series such as price history. Our goal is to categorize the entities based on their demand patterns (e.g. smooth, intermittent, erratic, lumpy) and build appropriate demand models for each pattern. \n", + "\n", + "### Prototype: Approach and Data\n", + "We use the so-called SBC demand categorization approach [1]. We demonstrate how the demand series can be categorized, and then show how to engineer features and fit a regression model for one of the demand types.\n", + "\n", + "We use a dataset created based on statistics from the `Olist E-Commerce` dataset (see `datasets.md` for details). The files are available in the `tensor-house-data` repository under `pricing/ecommerce-orders` folder. \n", + "\n", + "### Usage and Productization\n", + "The prototype provides a complete pipeline with data loading, pre-filtering, pattern detection, post-filtering, and model fitting steps. This pipeline can be used to analyze demand types in real data and perform filtering for different downstream models.\n", + "\n", + "### References\n", + "[1] Syntetos, A. A., Boylan, J. E., & Croston, J. D. (2005). On the categorization of demand patterns. Journal of the Operational Research Society, 56(5), 495–503. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "continuing-laugh", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:24:16.297439Z", + "start_time": "2023-12-25T14:24:15.958457Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python 3.10.12\n" + ] + } + ], + "source": [ + "#\n", + "# Imports and settings\n", + "#\n", + "import numpy as np\n", + "import pandas as pd\n", + "from matplotlib import pylab as plt\n", + "plt.style.use('seaborn-v0_8-white')\n", + "pd.options.mode.chained_assignment = None\n", + "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", + "\n", + "from tabulate import tabulate\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "import lightgbm\n", + "\n", + "import platform\n", + "print(f'Python {platform.python_version()}')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "interesting-summit", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:24:18.767782Z", + "start_time": "2023-12-25T14:24:18.750285Z" + } + }, + "outputs": [], + "source": [ + "#\n", + "# Helper functions\n", + "#\n", + "def print_df(df, rows = 10, print_df_mode='psql'):\n", + " if print_df_mode == 'psql':\n", + " print(tabulate(df.head(rows), headers='keys', tablefmt='psql'))\n", + " else:\n", + " display(df.head(rows))\n", + " print(f'{len(df)} rows x {len(df.columns)} columns')" + ] + }, + { + "cell_type": "markdown", + "id": "burning-motorcycle", + "metadata": {}, + "source": [ + "---\n", + "# Step 1: Data Loading" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "coastal-macedonia", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:34:01.400755Z", + "start_time": "2023-12-25T14:34:01.155477Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+---------------------+------------+--------+--------+\n", + "| | date | order_id | year | week |\n", + "|----+---------------------+------------+--------+--------|\n", + "| 0 | 2017-10-02 00:00:00 | 0 | 2017 | 40 |\n", + "| 1 | 2018-07-24 00:00:00 | 1 | 2018 | 30 |\n", + "| 2 | 2018-08-08 00:00:00 | 2 | 2018 | 32 |\n", + "| 3 | 2017-11-18 00:00:00 | 3 | 2017 | 46 |\n", + "| 4 | 2018-02-13 00:00:00 | 4 | 2018 | 7 |\n", + "| 5 | 2017-07-09 00:00:00 | 5 | 2017 | 27 |\n", + "| 6 | 2017-04-11 00:00:00 | 6 | 2017 | 15 |\n", + "| 7 | 2017-05-16 00:00:00 | 7 | 2017 | 20 |\n", + "| 8 | 2017-01-23 00:00:00 | 8 | 2017 | 4 |\n", + "| 9 | 2017-07-29 00:00:00 | 9 | 2017 | 30 |\n", + "+----+---------------------+------------+--------+--------+\n", + "99441 rows x 4 columns\n", + "+----+---------+--------------+------------+\n", + "| | price | product_id | order_id |\n", + "|----+---------+--------------+------------|\n", + "| 0 | 58.9 | 0 | 85267 |\n", + "| 1 | 55.9 | 0 | 64197 |\n", + "| 2 | 64.9 | 0 | 10214 |\n", + "| 3 | 58.9 | 0 | 59155 |\n", + "| 4 | 58.9 | 0 | 41473 |\n", + "| 5 | 55.9 | 0 | 32750 |\n", + "| 6 | 64.9 | 0 | 41422 |\n", + "| 7 | 58.9 | 0 | 65305 |\n", + "| 8 | 58.9 | 563 | 65305 |\n", + "| 9 | 55.9 | 0 | 23720 |\n", + "+----+---------+--------------+------------+\n", + "112650 rows x 3 columns\n", + "+----+-----------------+--------------+---------------+\n", + "| | category_name | product_id | category_id |\n", + "|----+-----------------+--------------+---------------|\n", + "| 0 | perfumery | 30587 | 0 |\n", + "| 1 | perfumery | 1544 | 0 |\n", + "| 2 | perfumery | 8819 | 0 |\n", + "| 3 | perfumery | 11783 | 0 |\n", + "| 4 | perfumery | 13296 | 0 |\n", + "| 5 | perfumery | 11969 | 0 |\n", + "| 6 | perfumery | 558 | 0 |\n", + "| 7 | perfumery | 32244 | 0 |\n", + "| 8 | perfumery | 4209 | 0 |\n", + "| 9 | perfumery | 13046 | 0 |\n", + "+----+-----------------+--------------+---------------+\n", + "32951 rows x 3 columns\n" + ] + } + ], + "source": [ + "data_path = '../../tensor-house-data/pricing/ecommerce-orders'\n", + "orders = pd.read_csv(f'{data_path}/ecommerce-sales-orders.csv.zip', compression='zip', parse_dates=['date'])\n", + "orders['year'] = orders['date'].dt.year.astype(np.int32)\n", + "orders['week'] = orders['date'].dt.isocalendar().week.astype(np.int32)\n", + "orders['date'] = pd.to_datetime(orders['date'].dt.date, format='%Y-%m-%d')\n", + "\n", + "order_items = pd.read_csv(f'{data_path}/ecommerce-sales-order-items.csv.zip', compression='zip', parse_dates=[])\n", + "\n", + "items = pd.read_csv(f'{data_path}/ecommerce-sales-products.csv.zip', compression='zip')\n", + "\n", + "print_df(orders)\n", + "print_df(order_items)\n", + "print_df(items)" + ] + }, + { + "cell_type": "markdown", + "id": "persistent-argentina", + "metadata": {}, + "source": [ + "---\n", + "# Step 2: Demand Patterns Analysis, Data Cleansing and Pre-Filtering\n", + "\n", + "In this section, we filter out inactive items and items with irregular demand patterns. More specialized forecasting techniques should be used for irregular patterns." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "enabling-indiana", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:36:59.512692Z", + "start_time": "2023-12-25T14:36:59.440463Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+--------------+---------------------+---------+--------+--------+---------------+\n", + "| | product_id | date | price | year | week | sales_units |\n", + "|----+--------------+---------------------+---------+--------+--------+---------------|\n", + "| 0 | 0 | 2017-06-05 00:00:00 | 55.9 | 2017 | 23 | 1 |\n", + "| 1 | 0 | 2017-06-28 00:00:00 | 55.9 | 2017 | 26 | 1 |\n", + "| 2 | 0 | 2017-07-27 00:00:00 | 55.9 | 2017 | 30 | 1 |\n", + "| 3 | 0 | 2017-08-01 00:00:00 | 58.9 | 2017 | 31 | 1 |\n", + "| 4 | 0 | 2017-08-05 00:00:00 | 58.9 | 2017 | 31 | 1 |\n", + "| 5 | 0 | 2017-08-10 00:00:00 | 58.9 | 2017 | 32 | 1 |\n", + "| 6 | 0 | 2017-09-13 00:00:00 | 58.9 | 2017 | 37 | 1 |\n", + "| 7 | 0 | 2018-03-18 00:00:00 | 64.9 | 2018 | 11 | 1 |\n", + "| 8 | 0 | 2018-05-18 00:00:00 | 64.9 | 2018 | 20 | 1 |\n", + "| 9 | 1 | 2017-04-26 00:00:00 | 239.9 | 2017 | 17 | 1 |\n", + "+----+--------------+---------------------+---------+--------+--------+---------------+\n", + "94591 rows x 6 columns\n", + "Unique products: 32951\n" + ] + } + ], + "source": [ + "#\n", + "# Create a plain demand history layout\n", + "#\n", + "df = order_items.merge(orders, on='order_id', how='inner')\n", + "df['sales_units'] = 1\n", + "df.drop(columns=['order_id'], inplace=True)\n", + "df = df.groupby(['product_id', 'date']).agg({'price': 'max', \n", + " 'year': 'max', \n", + " 'week': 'max', \n", + " 'sales_units': 'sum'}).reset_index()\n", + "\n", + "print_df(df)\n", + "print('Unique products:', len(df['product_id'].unique()))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "pleased-christopher", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:37:01.198637Z", + "start_time": "2023-12-25T14:37:00.809521Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "# Visualize an example price and sales history for one of the products\n", + "#\n", + "fig, ax1 = plt.subplots(1, figsize=(12, 4))\n", + "df_example_prod = df.query('product_id == 125')\n", + "\n", + "ax1.set_xlabel('Date')\n", + "ax1.set_ylabel('Sales units')\n", + "ax1.stem(df_example_prod['date'], df_example_prod['sales_units'], linefmt='C0', markerfmt='none', basefmt='C0', label='Sales')\n", + "plt.grid(True)\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax2.set_ylabel('Price')\n", + "ax2.step(df_example_prod['date'], df_example_prod['price'], color='C1', where='post', linewidth=2, label='Price')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "banned-school", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:37:04.929936Z", + "start_time": "2023-12-25T14:37:04.882339Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+--------------+---------------------+---------+--------+--------+---------------+\n", + "| | product_id | date | price | year | week | sales_units |\n", + "|----+--------------+---------------------+---------+--------+--------+---------------|\n", + "| 0 | 4 | 2017-02-04 00:00:00 | 199.9 | 2017 | 5 | 1 |\n", + "| 1 | 4 | 2017-04-25 00:00:00 | 199.9 | 2017 | 17 | 1 |\n", + "| 2 | 4 | 2017-05-04 00:00:00 | 199.9 | 2017 | 18 | 1 |\n", + "| 3 | 4 | 2017-05-18 00:00:00 | 199.9 | 2017 | 20 | 1 |\n", + "| 4 | 4 | 2017-05-20 00:00:00 | 199.9 | 2017 | 20 | 1 |\n", + "| 5 | 4 | 2017-07-04 00:00:00 | 199.9 | 2017 | 27 | 1 |\n", + "| 6 | 4 | 2017-08-22 00:00:00 | 199.9 | 2017 | 34 | 1 |\n", + "| 7 | 4 | 2017-12-19 00:00:00 | 199.9 | 2017 | 51 | 1 |\n", + "| 8 | 4 | 2018-01-17 00:00:00 | 199.9 | 2018 | 3 | 1 |\n", + "| 9 | 4 | 2018-02-14 00:00:00 | 209.9 | 2018 | 7 | 1 |\n", + "+----+--------------+---------------------+---------+--------+--------+---------------+\n", + "31179 rows x 6 columns\n", + "Unique products: 1193\n" + ] + } + ], + "source": [ + "#\n", + "# Filter 1: active products that have, at minimum, ten weeks with at least 1 unit sold\n", + "#\n", + "df_week_counts = df.groupby(['product_id', 'year', 'week']).size().reset_index()\n", + "df_active_products = df_week_counts.groupby(['product_id']).size().reset_index(name='active_weeks').query('active_weeks >= 10')\n", + "df_active = df.merge(df_active_products['product_id'], on='product_id', how='inner')\n", + "\n", + "print_df(df_active)\n", + "print('Unique products:', len(df_active['product_id'].unique()))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "limited-heaven", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:47:25.744499Z", + "start_time": "2023-12-25T14:47:25.456232Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+---------------------+---------------------+-------------+--------------+---------------+-----------+----------+--------------+\n", + "| product_id | date_min | date_max | n_demands | demand_std | demand_mean | cv2 | adi | type |\n", + "|--------------+---------------------+---------------------+-------------+--------------+---------------+-----------+----------+--------------|\n", + "| 4 | 2017-02-04 00:00:00 | 2018-03-10 00:00:00 | 12 | 0 | 1 | 0 | 33.25 | intermittent |\n", + "| 10 | 2017-07-16 00:00:00 | 2018-06-29 00:00:00 | 48 | 0.460785 | 1.14583 | 0.161716 | 7.25 | intermittent |\n", + "| 12 | 2017-02-28 00:00:00 | 2018-08-19 00:00:00 | 268 | 1.24732 | 1.8209 | 0.469233 | 2.00373 | intermittent |\n", + "| 13 | 2017-07-18 00:00:00 | 2018-08-25 00:00:00 | 178 | 2.18398 | 2.17978 | 1.00386 | 2.26404 | lumpy |\n", + "| 16 | 2018-03-18 00:00:00 | 2018-06-22 00:00:00 | 18 | 0.323381 | 1.11111 | 0.0847059 | 5.33333 | intermittent |\n", + "| 18 | 2017-06-07 00:00:00 | 2018-08-27 00:00:00 | 18 | 0.514496 | 1.16667 | 0.194478 | 24.7778 | intermittent |\n", + "| 19 | 2017-10-10 00:00:00 | 2018-06-18 00:00:00 | 33 | 0.46466 | 1.18182 | 0.154586 | 7.60606 | intermittent |\n", + "| 20 | 2017-11-21 00:00:00 | 2018-07-20 00:00:00 | 27 | 0.26688 | 1.07407 | 0.0617397 | 8.92593 | intermittent |\n", + "| 22 | 2017-02-27 00:00:00 | 2018-08-23 00:00:00 | 22 | 0.213201 | 1.04545 | 0.0415879 | 24.6364 | intermittent |\n", + "| 23 | 2017-05-10 00:00:00 | 2017-10-13 00:00:00 | 18 | 0 | 1 | 0 | 8.66667 | intermittent |\n", + "+--------------+---------------------+---------------------+-------------+--------------+---------------+-----------+----------+--------------+\n", + "1193 rows x 8 columns\n" + ] + }, + { + "data": { + "text/plain": "
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lDRoWERHZZgqEZNtowye7heM4fPCDH1y+vVGmaahFtoiIyDZTICTbShs+2Q1c1+VDH/pQ1ssQERGRDdAZIRERERER2XOUERIRWackSXj66acBuPfeezFNvackIiKy0ygQEhFZp2azyYkTJwCo1WoUi8WMVyQiIiLrpUBIukaSpGqkICIiIiLbQoGQdIWzU9Xl1tp+FOPZFkeHSzx0Qq21RURERGTzKRCSzJ2dqvLI4xeYqweM9noU3DyNIOL0eIXxSlODJUVERERk0+mEr2QqSVIePT3JXD3g+EiJsudgmQZlz+H4SIm5esBjT06SJGnWSxURERGRXUSBkGTq8kKTc9M1Rns9DGP1eSDDMBjt9Tg7VePyQjOjFYqIiIjIbqRASDJVDyL8KKbgrl2lmXctWlFMPYi2eWUiIiIispvpjJBkqujaeLZFI4goe8519zeDmJxtUbxBoCSSBcdx+Pmf//nl2yIiIrLzaHcpmRrry3N0uMTp8QqlnL2qPC5NUyYqPifHehnry2e4SpHVXNfl137t17JehoiIiGyASuMkU6Zp8NCJfQwUXc5M1aj6IVGSUPVDzkzVGCi6PHjfPs0TEhEREZFNpYyQZO7YSJmHHzi8PEdoctEnZ1ucHOvlwfs0R0i6T5IkXLx4EYBDhw5hmnpPSUREZKdRICRd4dhImSOvL3F5oUk9iCi6NmN9eWWCpCs1m03uueceAGq1GsViMeMViYiIyHopEJKuYZoGBwcKWS9DRERERPYA1XOIiIiIiMieo0BIRERERET2HAVCIiIiIiKy5ygQEhERERGRPUeBkIiIiIiI7DnqGic3lSSpWlqLXMO2bd71rnct3xYREZGdR6/gckNnp6rLQ079KMazLY4Ol3johIacyt6Wy+X47d/+7ayXISIiIhugQChj3ZpxOTtV5ZHHLzBXDxjt9Si4eRpBxOnxCuOVJg8/cFjBkIiIiIjsWAqEMtStGZckSXn09CRz9YDjIyUMox2YlT2HUs7mzFSNx56c5MhQqSuCNpHtlqYpMzMzAAwNDS3/GxEREZGdQ4FQRro543J5ocm56Rqjvd51GzzDMBjt9Tg7VePyQpODA4VM1titujXDJ5ur0WgwMjICQK1Wo1gsZrwiERERWS8FQhno9oxLPYjwo5iCm1/z/rxrMbnoUw+ibV5Zd+vWDJ+IiIiIXE/tszOwnoxLFoqujWdbNG4Q6DSDmJxtUXQVR3d0Mnynxyv0FRyODJXoKzicHq/wyOMXODtVzXqJIiIiIrKCAqEMXM24rB1I5F2LVhRnlnEZ68tzdLjERMUnTdNV96VpykTF59hIibG+tTNGe821Gb6y52CZBmXP4fhIibl6wGNPTpIk6a2fTERERES2hQKhDHR7xsU0DR46sY+BosuZqRpVPyRKEqp+yJmpGgNFlwfv26ezL0u6PcMnIiIiItdTIJSBlRmXJElYbIbM1FosNkOSJOmKjMuxkTIPP3CYEwd6WWiEXJips9AIOTnWq9bZ1+j2DJ+IiIiIXE+HPDLQybg8fWWRR5+cJE5TIAUMLMPgBfvLXZFxOTZS5sjrS9vWBW2ndlxbmeEre85192ed4RMRERGR62lnljWDdgyEcfX3XcQ0jW1pkb2TO651MnynxyuUcvaq8rjOmaqTY706U7WL2LbNz/zMzyzfFhERkZ1Hr+AZ6Byuj5OUh168j1orJogTXMuklLM4O13fUwNLu3mm0u3oZPjGK03OTLXPCuVdi2YQM1HxdaZqF8rlcnz84x/PehkiIiKyAQqEMrDycL1pmvTkVx/V2ksDS7t9ptLt6pyp6mS1Jhd9crbFybFeHrzvzrJaO7VUUERERGQnUCCUAQ0svWo9Hde6PSjczDNVO7lUcC9I05RGowFAoVC47ntXREREup8CoQysPFxfytlU/Wi5NK7s2XvqcP1uCwo340zVTi8V3AsajQalUgmAWq1GsVjMeEUiIiKyXrt/p92FOofrv3x+lihJmG+ERHGCbZn0Fxxs0+S1Rwf3xOF6dVxbbbeUCoqIiIh0O80RyoBpGrxotMzEos+56RpRnODaJlGccG66xsSizwv3l/fERnflTKU0TVfd1+m4lvVMpe2k4awiIiIi20OBUAaSJOWZiSq9eZucZTJVbfHcbIOpaoucbdKbt/nOlSpJkt76yXa4Tse1gaLLmakaVT8kShKqfsiZqdqe67im4awiIiIi22Nv1Bt1mcsLTb5xaZ6aH+E6Fnd5DoYJaQKtOKHmR5y6OL8jGgSs11qd0Lai49pOpVJBERERke2h3VQGqq2Qi3MN4jhlsOSuKoEqpSmztYBLcw2qrTDDVW6+W3VC26yOazuZhrOKiIiIbA8FQhmo+RHNIKbs2WueA8k5JlU/oubvnvKn2+2EttsyYOul4awiIiIi20OBUAZKOZu8Y9EK4zXf9W+FMQXXopTbHV8edUJbH5UKdj/LsviJn/iJ5dsiIiKy8+yOnfYOU/YcDg0WeH6+wVw9oOTZOJZJuHQ+yLZMDg4U1jwjshPtpqGp20Wlgt3N8zz+23/7b1kvQ0RERDZAgVAGxvryvPxgP60oIYoS5psh9VaEZZoMl3PYlsn9h/p3zTmQ3TY0dbtsxnDWrbZW8wsFayIiIrITKBDKwMpzILO1gLsGClimQZykVP2IwdLuOgeiTmi7062aX4iIiIh0M80RykjnHMjJsd6lACgkTlJeclfvcuOA3UJDU3efTvOL0+MV+goOR4ZK9BUcTo9XeOTxC5ydqma9xC1Vr9cxDAPDMKjX61kvR0RERO6A3oLP0F45B6JOaLuLml+IiIjIbqCMkGyLTgbsxIFeFhohF2bqLDRCTo7tvgzYbree5hciIiIi3UoZoQzttTMWeyUDttup+YWIiIjsBgqEMnK7A0Z3m53QCU1uTs0vREREZDdQaVwGVp6xODZcJE1hvhGQpnBsuMhcPeCxJydJkvTWTyayzdT8QkRERHYDvWWbgc4Zi7xj8rXnFphvBERxgm2Z9BdcRntzGjAqXUvNL0RERGQ3UCCUgXoQMVNrMVsPaIUxJc/B8WzCOGW66rPohwwWXZ2xkK7VaX7ROeM2ueiTsy1OjvXy4H2784zbSpZl8cM//MPLt0VERGTnUSCUgbxjMVMLqLci9vXkljtv5WwDt+gyudgiTduPE+lWe7n5hed5fOYzn8l6GSIiIrIBCoQy0N4mphjc6AxQ+77dv52UnU7NL0RERGSnUiCUgUYYM1TKMWvAXD2g5Nk4lkkYJ9T8iJJnM1jM0QjjrJcqIiIiIrIrKRDKQNG1GSrlGCq5XKm0mGu0y+Qs02Skx2N/Tw4wMms/nCTpcrlTwbFIgWYY76nSJ5GbqdfrjIyMADA1NUWxWMx4RSIiIrJeCoQy0Gk/fHq8wivu7qPWigniBNcyKeUszk7XOTnWm0n74ZVDXmdqLWZqLcBgqOQyVMrt6oGvIuvRaDSyXoKIiIhsgOYIZaDTfnig6HJ2uo5hQF/BwTDg7HQ9s/bDnSGvp8crQMpsvUWjFVFvRczWAyDl9HiFRx6/wNmp6rauTURERERkMykQykin/fCJA70sNEIuzNRZaIScHOvl4QcOb3vG5dohr1cqLVphwkiPx76eHK0w5spiSwNfZddIkpRLcw2eubLIpbmGvp9FRET2GJXGZaib2g93hryO9nrUWjFzjXYTh05r75JnM1cPqLViRnu9TR/4uvJcks4iyVZbWQLqRzGebansU0REZI9RIJSxbmk/XA8i/Cim4OaZbwRESYJjXf32cCyTWisiiBP6Cg6Ti/6mDXzVplS2U6cEdK4eMNrrUXDzNIKI0+MVxivNTDKyIiIisv1UGidAu5OdZ1s0ggjXMrHNdjvvjjBOsE0T1zJpBjE529qUrnYrzyX1FRyODJXoKzg6iyRbYmUJ6PGREmXPwTINyp7D8ZGSyj5FRET2EAVCAlztZDdR8SnlLAYKLjU/Ik1T0jSl5kcMFF1KOYuJis+xkdKGu9ppUyrbbWUJaKfss8MwjFVlnzdjmiave93reN3rXodp6seoiIjITqTSOAGudrIbrzQ5O11nf2+Oih8wuegDBiXPZn9PblO72q1nU9oN5YOy860sAV1L3rVuq+wzn8/zV3/1V1uwQhEREdkueitTlq3sZAcGg8UcxZxNMWczWHQBY1O72l3dlK4dj+ddi1YUb9pZJJGVJaBr2cyyTxEREeluerWXVa7tZFdwLFKgGcab3s1t5aa07DnX3a9NqWzEWp0IVw4zLuXsVZnINE2ZqPiZDTMWERGR7aUdpiy7duP4gpHylraw1qZUtsrNOhF2SkDPTLXLMvOuRTOImaj4t132Wa/XOXz4MAAXLlygWCxuw2clIiIim0mBkADZtLBeeS5pI5tSkZVupz32ww8cXv5+n1z0ydkWJ8d6efC+2/9+n5mZ2eLPRERERLaSAqGMdcMg0SznqnTOJW10UyoC13ci7GQZy55DKWdzZqrGY09O8nOvO8r/2SXDjEVERCQbCoQydHaqyudOX+Hblys0goiCa3NyrJcfPLF/2wKA2904Hhkqbdkm8dpzSdqUyp1abydCdSMUERHZuxQIZeTsVJXf+IszfPdKlThNgRQweHa6zjNXqvzLHzi+LcFQt7SwNk1Dm1LZsM1qjy0iIiK7n9pnZyBJUv7wKxd54tICcZJQ9mwGijnKnk2cJDxxaYE//MrFbRkkqhbWspuoPbaIiIjcLgVCGXh+vsGXz89iGTBYypGzLUzDIGdbDJZymAZ85fwsz883tnwt2jjKbtLpRDhR8UnT1W8kdDoRHhspqROhiIiIKBDKwvmZOpVGSE/BWbMcrbfgsNAMOT9T3/K1aOMou0mnE+FA0eXMVI2qHxIlCVU/5MxUbdM6EZqmyStf+Upe+cpXYpr6MSoiIrIT6W3+jKQGGNxoM7Z9TQLUwlp2m+3oRJjP5/nqV7+6CasVERGRrCgQysA9Q0X68i4LjZB9PeZ1g0QrjZDevMs9Q9szpFEtrGW3USdCERERuRUFQhk42F/gNfcM8PmnJ5mtB5Q9G8cyCeOEqh+RpCmvPTLAwf7t66KmjaPsNupEKCIiIjejQCgDpmnwv7zmEFO1Ft+drFL1rzYqsEyDlx7s4598z6FtD0K0cRS5PY1Ggxe/+MUAPPXUUxQK+ncjIiKy0ygQysixkTL/8geO87lvLw1UDSMKjs1L7urloW0cqCoi65emKc8999zybREREdl5FAhl6NhImXe9QeVoIiIiIiLbTYFQxlSOJiIiIiKy/TQAQ0RERERE9hxlhOSmkiRV6Z6IiIiI7DoKhDIWRQmnLs0zWw8YLLrcf7Af2+6ORN3ZqerybCE/ivFsi6PDJR46odlCIiIiIrKzKRDK0BeenuTjj1/gwmydME5wLJPDg0Xe8cBh3nTvvkzXdnaqyiOPX2CuHjDa61Fw8zSCiNPjFcYrTR5+4LCCIdmzDMNYbp+9ciCyiIiI7BwKhDLyhacn+cifP0PVDxksuuRdi2YQ892pKh/582cAMguGkiTl0dOTzNUDjo+Uljd6Zc+hlLM5M1XjsScnOTJUUpncHVC54c5XKBR48skns16GiIiIbIACoQxEUcLHH79A1Q851J/HNNulcGXPpOhaXJxv8h//7gKvOz6cSZnc5YUm56ZrjPZ6173bbRgGo70eZ6dqXF5oquPdOqncUERERKQ7dMdhlD3m1KV5LszWGSy6y0FQh2maDBZdnp2pc+rSfCbrqwcRfhRTcNeOk/OuRSuKqQfRNq9sZ+uUG54er9BXcDgyVKKv4HB6vMIjj1/g7FQ16yWKiIiI7BkKhDIwWw8I44S8a615f961COOE2XqwzStrK7o2nm3RuEGg0wxicrZF8QaBklzv2nLDsudgmQZlz+H4SIm5esBjT06SJGnWS5Xb0Gg0uO+++7jvvvtoNBpZL0dERETugHayGRgsujiWSTOIKXvXx6LNIMax2pmhLIz15Tk6XOL0eIVSzl5VHpemKRMVn5NjvYz15TNZ3050J+WGOkvUvdI05amnnlq+LSIiIjuPAqEM3H+wn8ODRb47VaXoWqvK45KknQl64b4y9x/sz2R9pmnw0Il9jFeanJlqb947zRwmKj4DRZcH79unTfk6XC03XDt4zLsWk4v+crmhzhKJiIiIbC2VxmXAtk3e8cBhyp7DxfkmVT8kShKqfsjF+SY9nsPPfO/hzOYJJUlKzrZ43QuHOdifZ74ecGGmzkIj5ORYr1pn34H1lBvqLJGIiIjI1lNGKCOd1tidOUJz9QDHMnnhvjI/873ZzRG6NhORs0yGyx6vPNzPvaM9Ks+6Q7dbbjja4/G7f31erctFREREtpgCoQy96d59fN/RIR575gpXKi329+Z48EX7cW/QRGGrdTIRs7UWZc+mx3OIk4SLc3XqQcSR4aI233fodssNJxZ9tS4XERER2QYKhDK01jmQ52aamZwD6XQ1uzjbIEoSLsw2iOIE2zLpLzjUW7EyERt0bKTMww8cXv6aTy765GyLk2O9PHhf+2v+zJXFdZ0lEhEREZE7o0AoI53sy1w9YLTXo+DmaQQRp8crjFea234O5/JCk29cmmeq6hMnKSXPwfFswjhlutrCMg1OXZxXJmKDjo2UOfL60g27wa08S1T2nOv+vFqXdwfDMLj77ruXb4uIiMjOo91UBlbOlDk2XKTWiplvBLiWybHhImen69uefam2Qi7ONYjjlMGSu7y5y9kGbtFlthZwaa5BtRVuy3p2M9M0bhhMqnX5zlAoFLhw4ULWyxAREZENUCCUgc5Mmbxj8rXnFphvBCvK0FxGe3Pbfg6k5kdLc43sNc+m5ByTqh9R81WStZXUulxERERke3RN++x3vvOd/Kt/9a+Wf//UU0/x9re/nZe+9KW87W1v4/Tp0xmubnPVg4iZWovvTNaYrvp4jkV/0cVzLKarPt+ZrDFTa23rOZBSzibvWLTC+LoBkWma0gpjCq5FKafYeat1zhKdONDLQiNU63IRERGRLdAVu9rPfOYzfOlLX+Itb3kLAI1Gg3e+85386I/+KL/yK7/CH/3RH/HP/tk/4/Of/zyFws4/n5J3LGZqAfVWxL6e3HVlaJOLLdK0/bjtUvYcDg0WeH6+wVw9oOTZOJZJGCfU/AjbMjk4UFjz3IpsvludJZJsNZtNvv/7vx+Av/7rvyafV6miiIjITpN5ILSwsMCv/uqvcvLkyeWPffaznyWXy/G+970PwzD4wAc+wF//9V/zuc99jre+9a0ZrnZztLeyKQbpDR7Rvm87t7xjfXlefrCfVpQQRQnzzZB6K8IyTYbLOWzL5P5D/Tqbso1udpZIspUkCV/72teWb4uIiMjOk3kg9G//7b/lx3/8x5mamlr+2BNPPMErXvGK5UyJYRjcf//9fPOb39wVgVAjjBkq5Zg1YLYekLNNDMNol6BFCSXPZrCYoxHG27amlWdTZmsBdw0UsEyDOEmp+hGDJZ1NEREREZHdI9MzQn//93/P1772Nd71rnet+vj09DQjIyOrPjY4OMiVK1e2c3lbpujaDJVyHOjNE0YJz883uTBT5/n5JmGUcKA3z1Apt+ktkpMk5dJcg2euLHJprkGSrM5Idc6mnBzrXQqAQuIk5SV36WyKiIiIiOwumWWEWq0WH/zgB/m//+//G8/zVt3XbDZxXXfVx1zXJQiC7Vzilhnry9NXcPjqhTkcy+Cu/vxyRsgPY565UuV/evG+TS1DW2t469Hh0nXDW3U2RURERET2gswCoY997GOcOHGC7/u+77vuvlwud13QEwTBdQHTjraUjDEMA9c2lxsTtKIENvl80HqHt27G2ZQkSRVMiYiIiEjXyiwQ+sxnPsPMzAwvf/nLAZYDn0cffZQ3v/nNzMzMrHr8zMzMdeVyO9XlhSYLzZBXHe5nouIztdgiTBIc02SkJ8dor8d8I9yUOUIrh7ceHyktn7sqew6lnM2ZqdqmD2+93eyTiIiIiEhWMguE/vN//s9E0dU5OR/96EcB+Pmf/3m++tWv8v/+v/8vaZoul4ydOnWKn/u5n8tquZuqHkT4UUxf3oG0nRzq/EcKnmNRaYabMkeoM7x1tNdbc1DqaK+3qcNb15t9EtmphoaGsl6CiIiIbEBmgdDY2Niq3xeLRQDuvvtuBgcH+fVf/3V++Zd/mZ/6qZ/ij//4j2k2m/zQD/1QFkvddEXXJogSTl2cJ4pTevJXZ/ZM11rMNQIODhQ2pVlCJ+gquGufN8q7FpOL/qYEXVlkn0SyUCwWmZ6eznoZIiIisgGZdo27kVKpxO/+7u/y9a9/nbe+9a088cQT/N7v/d6uGKYKMNrj0QoT5hsh/QWHnG1hGgY526K/4LDQDAmihNGejZ+JKro2nm3RuEGg0wxicra1KUHXerJPIiIiIiJZynyOUMev/MqvrPr9S17yEj71qU9ltJqtNbHok3NM+vIO842Qknc1I1TzI/oKLq5tMrHob7hcbawvz9HhEqfHK5Ry9qoAJU1Txhea3D1YpOqHXJprbKipwXZmn0RERERENqJrAqG9pB5EuLbJK+4e4NmZOvONgForwjZNRno87h4ssLhJZ4RWDko9M9XO1uRdi2YQc2ayxqIfEiUpH/vi2Q03NViZfSp7znX3b2b2SSRLK0t1//zP/5x8fvNa3YuIiMj20I40A52AwXNMXnl3HxMVn0YYU3AsRns96kFMK0w2LWDoDErtdHKbXPRpRQmLfkhP3uHQQIGCa2+4qcGtsk8TFZ+TY72bOh9JJAtJkvClL31p+baIiIjsPAqEMtAJGL787CxRlDDfDImSBNs0uTzfxLZNXntkcFMDhpWDUqutkE+fuoxtmrxg39WmBqWczb5yjrPTNT7xtUu878EXYdu3f4zsZtmniYrPQNHlwfv2qVGCiIiIiGROgVAGTNPgRaNlPvXNy1T9kMGiS2/eoRnEnJ+t0+M5vHB/edMDhs6g1EtzDWZqAQf6rjY1mKu3ODdVZ64R0AwjnpttQGrwk6+6a12ZobWyTznb4uRYLw/epzlCIiIiItIdFAhlIElSnpmoMtrjMVxymW+EVJohtmlyZKiIbZp850qVN7xwZEuyJ9c2NZirt/jmpQWaQUzJsynmcszWAp6aqPDI49G6y+RWZp/qQUTRtTfUhEFEREREZLMpEMpAp8308X0lSjmbqh8RxAmuZVL2bGqtaFOHnF5rZVODUs7m3FSdZhAzUHQxDINWFOM5FseGS0xWW3c0+6eTfRIRERER6UZdOUdot7uakWk3FOjJOwyVcvTkHQzDIO9atKJ4y9pMd84oTVR8Fpshc42AktdeS5qm1PyIgaJLT97R7B8RERER2ZUUCGVgO4ecrqXT1GCg6HJ2ukYzjLDMdiZorh6Qd22ODpe2JChLkpRLcw2eubLIpbkGSZJuyvOKbLdCobBrhjyLiIjsRSqNy0A3tJnuNDX4xFcv8dxsg9lagOdYjPR4S+eUDGZqLYKoXbK3GUHZ2anqchMFP4o3PLdI5GaSJN2yc2rFYpF6vb4pzyUiIiLZUCCUgW5pM31spMz7HnoRYPDURIVjwyWiJOH8dLt7XBjHNIOEo8MlmuHGMkJnp6o88vgF5uoBo70eBTe/4blFIjeioFtERERuRaVxGelkZE4c6GWhEXJhps5CI+TkWO+2BgW2bfKTr7qLuweLnJup89UL80wuNjENIDUo5x0A/uPfPcfZqeodXSNJUh49PclcPeD4SImy52CZBmXP4fhIibl6wGNPTqpMTjZFJ+g+PV6hr+BwZKhEX8Hh9HiFRx6/cMffxyIiIrK7KCOUoW5pM31spMzPvPYwv/RnT1H1IwquRZLCvl6Po8Ml+gsOZ6Zqd9Q9Dq52yRvt9VaVAQIYhrGqIYM6zclGXBt0d77fyp5DKWdv6Pt4Jd/3edvb3gbAJz/5STzP25T1i4iIyPZRIJSxbmkznXcthkou+3sHcW1ruZV3ZyO5kWDl2rlFa117ctHfsi55sndsV9AdxzGf/exnl2+LiIjIzqPSOAHawUorTtjXk1/VyrtjI93jsu6SJ3vHytb0a9nq1vQiIiKycygQyli3tJO+UbCSpimLzZDL802iOCXvWOt+7pVzi9J09efX6ZJ3bKS0pV3ystAtX9u9REG3iIiI3C7tBjLUTZ2t1mrpPVcPODtVY77eYr4ZMlR0+f+eGOcHT+xf1/q6pUveduqmr+1Ott4W2N3Qml5ERER2BgVCGem2dtLXBit5x+Q7kzVqfoRBylDJ5YX7yjw5vshExV/3+jpd8jrBweSiT862ODnWy4P37a7goNu+tjvVnQSTezHoFhERkTujQCgD29XZar06wcrnvn2Fz56+wly9RW/eYbCU4+hwkYFijjRN73h93dIlbyt169d2p9lIMLmXgm4RERG5cwqEMtDN7aSPjZT5sZeZfHu8wgv3legruKu6x210fd3SJW+rdPPXdqfYjGByLwTdIiIisjEKhDLQ7e2kG2GMZRqM9Rew1tg4Zr2+btbtX9udYLOCya0MuovF4nWNP0RERGRnUde4DHR7Z6tuX18309/dxqkFtoiIiGwHBUIZ6PZ20t2+vm6mv7uNUzApIiIi20GBUAY6na0Gii7fnawyvtBgcrHJ+EKD705WM+9stXJ9Z6ZqVP2QKEmo+iFnpmqZr6+b6e9u43ZCMOn7Pm9/+9t5+9vfju/7ma1DRERE7pwCoYwcGynzxheNUG/FfPn8HH/1nWm+fH6OehDzxheNZN7ZqtN568SBXhYaIRdm6iw0Qk6O9ar98y3o725jdkIwGccxf/Inf8Kf/MmfEMdxZusQERGRO6fakoycnaryl89MUczZvPbIIKZpkCQpi37EXz4zxd2Dhcw3zOq8def0d7cxaoEtIiIiW02BUAZWtgd+wb7Sqs5Y+zcwp2cr7PZ211tJf3cbo2BSREREtpICoQysbA8MsNgMCeIE1zIpe7ZmzYgsUTApIiIiW0WBUAY67YH90OKp8Tmmqi3COMGxTEbKOe4ZLqo9sIiIiIjIFlIglIGiaxNECX93bobFZsjKvlgLjYAri+2uWGoPLCIiIiKyNdQ1LgOjPR7z9YDJRZ8khZxtkndMcrZJksLkos9CI2C0x8t6qSIiIiIiu5ICoQxcrjRZaIbYpgGkSxkhY+nXFMs0mG+EXK40M1yliNxIoVCgVqtRq9UoFHSGSUREZCdS7VUGnp2p0wxjDvTlqfkR9SAmSVNMw6CYsynmbOqtiGdn6tw9WMx6uSJyDcMwKBb1b1NERGQnU0YoI0bazgUZBnSaARt0bqc3/HMiIiIiIrJxCoQycGSoiOeYjC/41IMYyzTI2QaWaVAPYsYXfPK2yZEhveMs0o1arRbveMc7eMc73kGr1cp6OSIiInIHVBqXgQO9efoKLs8vNAmjGMMwaWeBDNI0AcOgt+hyoDef9VJFZA1RFPEf/+N/BOC3f/u3yeVyGa9IRERE1ksZoQxMLPq4toljmSQYpGm7YUKapiQYuJaJa5lMLPpZL1VEREREZFdSRigDVT9kthbQn3dIgEYrJk5TLMOgmLMwgLl6QNUPs16qiIiIiMiupEAoA7VWRDOMKecdSrn2cNVOIOTaJrVWRNWPqLWirJcqIiIiIrIrKRDKQMmzybsWrTChlIOcYy3fl6YprTCh4FqUvO748iRJyuWFJvUgoujajPXlMU3j1n9QREREupJe20UUCGWinHM4NFDg0lyDuXpAybNxLJMwTqj5EbZtcrA/TznnbNo17/QH3tmpKo+enuTcdA0/ivFsi6PDJR46sY9jI+VNW5+IiIhsD722i7QpEMrAWF+elx/spxUmREnCfCOk1oqwTZPhcg7bNLn/UD9jfZvTNe5Of+CdnaryyOMXmKsHjPZ6FNw8jSDi9HiF8UqThx84rB+YIiIiO4he20WuUiCUAdM0eOjEPsYrTWZrLe7qz2OZBnGSUvUjBks5Hrxv36akqO/0B16SpDx6epK5esDxkRKG0V5L2WufazozVeOxJyc5MlRSKl32nEKhwNTU1PJtEZGdQK/tIqupfXZGjo2UefiBw5w40MtiM+LyQpPFZsTJsd5Nezfm2h94Zc/BMg3KnsPxkRJz9YDHnpwkSdLr/uzlhSbnpmuM9nrLPyg7DMNgtNfj7FSNywvNDa9TZKcxDIPh4WGGh4ev+/chItKt9NouspoCoawZS/8t3b4+JLlzG/mBVw8i/Cim4K6dNMy7Fq0oph6os52IiMhOoNd2kdUUCGWkU7J2+vIivZ7DWF+BXs/h9OVFHnn8Amenqhu+xkZ+4BVdG8+2aNzgh2EziMnZFsUbPLfIbtZqtXj3u9/Nu9/9blqtVtbLERG5LXptF1lNgVAGOiVrF+caVBoB37pc4WvPzfGtyxUqjYCLc40blqytx0Z+4I315Tk6XGKi4pOmq9eRpikTFZ9jI6VNa+ggspNEUcTv/M7v8Du/8ztEkd45FZGdQa/tIqspEMrA5YUm37g0z3TVZ6rqYxiQsy0MA6aqPlOLPqcuzm+4RncjP/A6DR0Gii5npmpU/ZAoSaj6IWemagwU3U1r6CAiIiJbT6/tIqsp95mBqh9ycbZBM4hIgYVmRJKmmIZB3jEJooRLcw2qfrih66zsTndmqn1WKO9aNIOY8QWfnGNybF+JywvNNecKdRo6dFpvTy765GyLk2O9PHjf7c8a0NA2ERGR7rBZr+0iu4ECoQzUWhGLfkgrSgDI2SamYZCkUA9iAMIkpdbaeMnNWj/wWlGyNMPI5NPfuMzn7Cs3nCt0bKTMkdeX7jiQ0dA2ERGR7rLR13aR3UKBUAYKOYswTgmihB7PXv7BYxng2SaLfoRlGBRy1qZcb+UPvKcnFvnMtyewzZgDfXkKrn3dXKEjQ9f/cDw4sP5ZKRraJiIi0p1M07ij13aR3USBUAYarRjHMogTAz9KcG0TyzCI03Zw5FgmtmXQaMWbdk3TNBjry/On3xwniBJesK+85iC1P/rKRfoK7e519TCi6NicHOvlB0/uX1fQoqFt3U3liiIiIrLXKRDKQCln0+M5OKZBkqbUg2T5jFDRbZfJFXI2pdzmfnluNVco75h87vQVHNvEWrEpfna2zjOTVf7lDxy/7WBoPTOM9I7U9lK5ooiIiIi6xmWi7DkcGixg2yaNMCFKEuIkJUoSGmGCZZkcHChQ9pxNve7KuUJpmrLYDJmptVhshiRJwtmpGnONgDhJKXsOA0WXsucQJylPXFrgj75y8bZbemtoW3danl81XqGv4HBkqNTOAI5XNm1+1V6Qz+d59tlnefbZZ8nn1WZWRERkJ1JGKANjfXkO9Rf45qUF/DAmihPSFAwD4iTFMg3uHihseh//zlyh8YUGE5UW842AKE6wLRPPNnlutoFpGAwUHHJ2O0bO2QZu0WVyscXfn5/j0nyDuweLt32tRhCtGdDtlqFtO6nETOWKm8c0TQ4fPpz1MkRERGQDdvYudAebbwY0wxiD9kbUNA2SJMUPY5phzHxjY62z1zLWl6cv7/D5pydxbZOy5+B4NmGccqXSpNqKGCg4uLZJK4yJ0xTLMHBtk96Cw2ytxbMz9dsKhDozjE6PVyjl7FXlcZ0ZRifHenf00LadVmKmckURERGRqxQIZeD5+QbfuVKl13MwDWiG7dI40zAYKLokacp3rizy/HyDQ7cRdKxLZ/+bpkC69IHO7Xbb7omKTzNMVs02cmyTMEqYqbZIkvSWGYObzTCaqPg7fmjbTuyId7Vcce3gM+9aTC76Kle8DUEQ8IEPfACAX/7lX8Z13YxXJCIiIuulQCgD52fqVBohQ2UXz7YIomRV9sWPYmZrAedn6psaCF1eaLLQCHnV4X6uVFrMNQLqrQjLNBntzVP1Y+qt9pDXgmNhGgatKGG2HhDGCa5l8tiTV5hcbN1W1mO3Dm3bqSVme6VccTuEYchHP/pRAD70oQ8pEBIREdmBtOPJSGqAsZSeaUUJYZLgmCaubXI1bbO5OhmBI0Ml7uovUPUjgqUAp+iajFd8mtWYJE5Infaso0YQEywNfu3JOxzo89aV9diNQ9t2aonZXihXFBEREbldCoQycM9Qkb68y0SlSaMV0YpS0jTFMAxydrt19lDJ456hzS2LuzYj0JO/mhVYbIa4lkneMbEtk2DprFKUpDi2Sc4yybsWhmFyfKS0rqzHbhvatlNLzHZ7uaKIiIjIeqh9dgYO9hc40Jtjth5QDxKiJCVKIUraM4Vm6wFjfTkO9m9u8NDJCExUfNJ0dRvsVhQTxAnHRkrcO9pDOe+05xm5NkNFl4MDBSzTIIiT67Iee83KgHIt3Vxi1ilXPHGgl4VGyIWZOguNkJNjvV15rklERERkq3TfTm0PSJKU8YpPknRaFLSly/fD5Yp/W00J1mNlRuC7kzXKno1lGsRJyuSiT8Fpdz27q7/AyFyDUxfn6c+7eI5JECfYiYlrtWPnbs16bIedXmK2G8sVRURERNZLgVAGvnZxjguz9Zs+5sJMna9dnOM1R4Y29drHRsq88UUjfPzxCzw5XiGMEwwD9vfkOL6/TCNonwcaKLgUXRtzKWdY8yNGejzKXvtbppuzHlttN5SY7bZyRREREZH1UmlcBr4zsUgzSEgB07jaGsFY+n0KNIOE70wsbvq1z05V+ctnpijmLF48WmaknMOxTMYXfJ58vsKzMzW+cWkBSOnLO8zXA2brAXnX5uhwu0NaJ+txbKTUtVmPraYSMxEREZGdbe+9nd8FJqv+chlcmrYDoFXjfWgHQ5NVf1Ovu7Lt81DJ5YnnKzSDmIGii20aTFcD/ChhsRlyab6Ja5uYhoFlGhwfKdKTt6n64Y7Jemw1lZjtXfl8ntOnTy/fFtkuSZLqZ46IyCZRIJSBobJ33cc6o01v9biN6LR93t/j8Z0r1eUgqHPGpb/o4Acxvfl29ufHX3aAuXrANy8ucH6mzoWZ+q6YA7SZVGK2N5mmyX333Zf1MmSPOTtVXZ7L5kcxnt0+13k7c91EROR6CoQyMFRyMQ1I0nYAtJwdWvEY02g/bjN12j4XE4vJqo9jGgRRgmubGIaBY5nU0oiBYo7paouy5/DiA71879EhvQMpIpKhs1NVHnn8AnP1gNFej4KbpxFE65rrJiIiqykQysDRwTJF16Laim/4mJJrcXRwc1/Uiq5NECV87cI8U4s+tmVgGiZ5x2Kg6GCaBrZpUvZs5urBckc4ZT1EVguCgA9/+MMA/MIv/AKuu7lvWoistLKs+fhIaTmLX/YcSjl7XXPdRETkKjVLyEA5b9NXcLG4ej5o5X8W0FtwKec3N05thhHT1RbTtRaWaeBaFrZlUA8iJipN5urB8nmhvdoRTuR2hGHIL/7iL/KLv/iLhGGY9XJkl+uUNY/2eqva9QN7fq6biMhGKBDKQEr7nbzegoNtXi2PSwHbhN6CQ9lzSG/+NOuSJCmff3KKHs9hf4+HaRr4YYwJuJZJI0hoRQn3DBa4stja0x3hRES6SaesuXCDN6fyrkUrivfkXDcRkY3QW/4ZaIYxBdckSlJSwDKWuscttc6OkpSCa9IMb1w6dztWdhdabIacnapyfF+JME6xLxtcmGmw6Ee4tknJs3Etk+cXmtzVX9jzHeFERLpF0bXxbItGEFH2nOvu38tz3URENkI/NTOQdyzmGyFBnJCmK1pmL/0aRAnzjZC8Y93xNa7tLtQKEy7NNXjl4X6Gyx7ff3yYewabnJupUfMjIG1nhIaK/K+vuVuHbkVEusRYX56jwyVOj1co5exV5XGduW4nx3qVxRcRWScFQhlIk5S5ekAYJ9im0c4EpenSsFIIk4T5ekCa3Flx3FrdhSYXmzw9EXHq4jyvOjzAQDHHocECBwfyVP2I+UZAM4h5+IF7uHuwuMmfsYiI3CnTNHjoxD7GK03OTLXPCuVdi2YQa66biMgG6IxQBs7P1gmiGAMI45QgTgkT2r/GKQYGrSjm/Gx93c99bXehsudgmQajvXnuHiww3wg5O1UjXUo/GYZB2bNpRQkvPdjHwX51hxMR6TbHRso8/MBhThzoZaERcmGmzkIj5ORYr1pni4jcIWWEMjBbC4iWsj0pV0vioDNUNSVK2o9brxt1FzIMg2MjZebqAc/NNhjry5N3reVs0FhfXu8obgFNgReRzXJspMyR15f0M0VEZJMoEMrAQNEhSSBK2oNTrRWvYUna/rix9Lj1utpd6Ppa8YGiy/139/P352Y5dXGeVpRACn0Fh6PDpQ18RhuzW4MFTYHfvTzP4x/+4R+Wb4tsF811ExHZPAqEMlBwbDrJmvbsIKN9IwWDTsla+3HrdavuQq2lTnQjZY/RXm+5dG6i4vPI4xeuK7HY6iBltwYLmgK/u1mWxate9aqslyEiIiIboEAoA80oxrEMkjQlSSFJUzpDgzqzhBzLoBmtv332zboLJUnC6fFFXMvkVYf7Mc2rR8TK3vXTybc6SNmtwYKmwIuIiIh0PwVCGTANg0LOxrYSgighSVKSNMU0DEzTwLVNcraJaax/k3yz7kLnpmuEUcLLD/WtCoLg+unkrSje0iBlNwcL65kCrxKXnSkIAn7zN38TgH/xL/4FrutmvKLus1tLXkVEZPdQIJSBe4aKDJc8FhoBRTdl0Y+IkxTLNOj1bFIM+gou9wzdWRvrTnehTjZnctEnZ1scGSqRpnCgb+3Nd961mFz0qfohX3xmekuDlN0cLNzsnBZc/XvWFPidKwxD3ve+9wHwrne9S4HQNXZryauIiOwuCoQycLC/wGvuGeBPvzVOzQ+J4pQ0bZ8LiuKEkufw2iMDG2plvVZ3oTRN+Y2/OHPL6eS1VrRmkJKmKVU/ImebPHFpgUvzjTueObSbgwVNgZe9bLeWvIqIyO6jnVgGTNPgnuEizSAmjFNMAwzTgLQ9R8gPYg4PFTdcRnJtd6EkSW9rOnnJs68LUubqAWenasw32oNg/TDmkcef5X99zd13tKnZzcGCpsDLXrWbS15FRGT30UDVDERRwmNPTuJYJnl7aXLQ0lyhvG1iWyaff2qSKEo29bqd80MDRZczUzWqfkiUJFT9kDNTteXp5OWcsxykQDsI+ualBaarPp5jUcxZeI7FszN1Hnn8AmenquteSydYmKj4y8NdOzrBwrGR0o4MFm7371kbQdlt1lPyKiIikjUFQhk4dWmeM1NVIMW2LUqeQznvUPIcbNsEUr47WeXUpflNv/btTCdfGaQkScLZqRrNIGKg6OJaBo1WzL4ej5eM9TJXD3jsyUmSJL31xVfY7cGCpsDLXnS15HXtTG7etWhF8Y4seRURkd1n59Ud7QLT1RY1P2rPDDIMoiRZPiNkL5XI1ZKU6WprS65/q+nkKzvPfetyhamqTylnE8QJNT8i71ocHS5imuaGmhrcqKnDybFeHrxv5x+q1hR42Wt2c8mriIjsPno1ykBKSpSkpGmKYYBlGhgmpCmE8dWPp6wvy7Iet5pO3glS/svfX+TsZA2DFNuyGOnxODpcZKCYAzbe1GC3BwuaAi97ic7HiYjITqJAKAOHBgsYRjvo8WyA9nBVAwPLSPHjlJxtcGgw2w30sZEy//s/OszEYpOCY9FXcCl7qzc3m/EOr4IF2Wk8z+OLX/zi8m1pu9kcs4mKv+NLXkVEZHdRIJQBP0gouhZRktKMUkjjq3caYBkGBdfCDza3WcKduKu/wEvG+jg9XrkuCNI7vLJXWZbF61//+qyX0ZV2e8mriIjsHgqEMlDK2ZRyDrVWRNI+EkQKGLBUKgelpXazWdM7vCKyXru95FVERHaH7Hfae1ApZ2NZBrZlkrPBNJcOCBkGSZIQp+1zQ90QCMHeeIc3SVJt2uS2hWHI7/3e7wHwzne+E8e5vjHAXqeSVxER6XbdsdPeY1IgZ1v0eA4G4EdJOyNkGBQ8hzRt3791rRLWbze/w3t2qroc5PlRjGdbHB0u8dCJ3RHkyeYLgoD3vOc9ALzjHe9QICQiIrIDKRDKQDOMGSq5GAb4QUzetUhpN0tIU/Bci8GiSzOMb/1k22g3vsN7dqrKI49fYK4eMNrrUXDzNIKI0+MVxitNzfwRERER2aUUCGWg6NoMlXK4tsF3rtSoNEPiJMUyDXrzDvf0FujxXM3a2GJJkvLo6Unm6gHHR0rLjSDKS+ezzkzVeOzJSY4MlXZF5ktERERErjKzXsBeNNaXpy/v8J0rNRzLYKw/z+GhImP9eRyrHRz1Fxx1YttilxeanJtuN4BY2Q0P2mWKK4fFioiIiMjuopRDVoyrv+RsE8cyCeOEYKkcbivOB6khwGr1IMKPYgru2gHnRofFioiIiEj3UiCUgcsLTRYaIa863M/Egs9ktUWUJNimyb4ej9Fej4VGyOWF5qadyVFDgOsVXRvPtmgEEWXv+sPumzEsVkRERES6k0rjMtDJRHiODcZScihdThKRcyxaUbxpmYhOQ4DT4xX6Cg5Hhkr0FRxOj1d45PELnJ2qbsp1dpqxvjxHh0tMVHzSdHUOrjMs9thISSWKIiIiIruQ3urOQNG1CaKErz83R5yklPMOjmUQxinT1RZz9YCDA4VNyUTcqCFAKWezr5zj7HSN//a153nvgy/ENI09VTqnYbFyp3K5HH/2Z3+2fFtERER2HgVCGRjt8WiFCQvNkIN9HlGS4ocJlmHQl7e5tOCzL0oY7fE2fK21GgLM1lo8OV5hutoijBPOTdWYrfn05F0WGuGeKp3bC8NiZfPZts2P/MiPZL0MERER2QAFQhmYWPTJOSYF1+L8TGNVYwQD6Mk7uLbJxKK/4TNC1zYEeHamxuNnZqi2ouVysBT47Okr9HgO33t0kCNDpT01S2c3D4sVERERkbUpEMpAPYgIonYGCAPSBIzOSFUTbNMgiJJNOSO0siFAEMU8fnaGih9hGWDbJkmS0opSWmFClYjzM3Xu6i/suVk6u3FY7F60XZ0RwzDkD/7gDwD46Z/+aRzn+mYbIiIi0t0UCGUg71jM1ALCOOXoUJEwTonTFMswcCyDqWrATC0g71gbvlanIcC3L1e4stCguhQEOZYBhkGUplhmu2tGlCQ8P9dksRnSW3Cvm6WjQEG62XZ2RgyCgIcffhiAt7/97QqEREREdiB1jctA+/3pFIMUwzDIORYF1ybnWEvneJbu24RrdRoC5GyTi/NNkjTFNCBOIYiS5fXYdvtboRnGzDfD5T+fdze3g53IVlBnRNlrkiTl0lyDZ64scmmuQZJsxfQ5EZHdTRmhDDTCmKFSjlkD5uoBJc9eHqha8yNKns1gMUdjabjqRh0bKfNDL9nPl5+dIU5YesFMMUywDIMUSNN2y+g0TVdNc9UsHel2N+qMuNfKO2Xv0Fw4EZHNod1tBoquzVApx1DJZaLiM7XUvc2xTPaVPfb35gBj04KPs1NVTl2YJ47aEU4C2AY4poFhGrTClFaUYKRQzFn0F9plPp1ZOifHejVLR7rWWp0RO1TeKbtNJ/s5Vw8Y7fUouPk91dxGRGQzqTQuA51zO9O1gDRJCaOEIEoIo4QkSZiuBZs2yLPzovncbAPHMbGWBrjGKYRJO/vjWAZJ2g6Q9pdzFHIWVT/kzFRNs3Sk613tjLj2Gwcq75Td4trsZ9lzsEyDsudwfKTEXD3gsScnVSYnInKbFAhlwDQNXjRa5rnZBt+eWGS+EVBvRcw3Ar49scjF2QYv3F/ecPCx8kVztNfDcyxKORvbNNrnhBLwo4QoSbFNKLgWA6Ucz802WGiEnBzr1buL0vVWdkZci8o7ZbdYT/ZTRERuTTuDDCRJyuNnZmgEEXGSEsRpp3k2tmVQDyL+7uwMb3jhyIaCoZUvmq2ldt13DeSZrgYs+iFhnJCmUMzZ3D1YoC/v8r//o3vY3+tplo7sGJ0M6+nxCqWcvWqDqPJO2U2unQt3rbxrMbnoK/spInKbFAhl4NJ8gy+dmaYVxuQsAydn0+4VB2EU44cxf/Xdaf7p9za4e7B4x9dZ+aKZphG2ZWJbFncPFmhFCY0gpt6KeNXhfgaKLpVmxNHhks5RyI7S6Yw4XmlyZqod+Oddi2YQM1Hxt6S8M5fL8YlPfGL5tsh2WJn9LHvXt2xX9lNEZH300zID56drTC36mAYUcw4rKxxcy6Tuh0wt+pyfrm0oEFr9omnTX3CZrrY3hp5jYRhgmQb9BZcri61Nedd8uwZaiqx0bKTMww8cXu6kNbnok7MtTo718uB9m99Jy7Zt3v72t2/qc4rcirKfIiKbS4FQBmZrAVGSUnAtICWKU1LaTQws08C2TRpBzGwt2NB1Vr5oHh8pcWykRK0VMVcPKOZsan5IX8Hl2dk6pZzNybt6N3Q9tXSVLB0bKXPk9SUF4rJrZZH9FBHZzRQIZWCw7GKbBq2w3S0uiNvzewzDwLUM0gRs02Cw7G7oOmu9aJ4Y6+G7V6pMVHxSUmiENMP2WaFPnbrMty5V7ihwUUtX6QamaWxLaWcURXzqU58C4C1veQu2rR+lsj22O/spIrKb6dU7A+2p9+0ZQnGaYix3Ok0J4vaQ09GSx5Gh0oavde2LZiuKOTRQ4MhwkcnFFoYBR4aKFHPOHQcuGmgpe02r1eInf/InAajVagqEZFsp+ykisjn06p2Bsd485ZzN5bQ9x2flGaE0hYSUHs9mrHdz6ryvfdEsOBZ/+s1xaq14UwIXDbQUEdle25X9FBHZzTRHKAPjlSatOCFnm+RsA8u8+l/ONsjZJn6UMF7ZvFkQnRfNF+3vwTAMzs/UN20WhQZaioiIiMhOo0AoA+dn6vhBzKGBPINFl5xt4VgmOdtisOhycCCPH8acn6lvyfU3O3DRQEsRERER2WkUCGUkNQAMDMPAXsoG2aaxlKHZ2jrvomuTs0wmF5vM1FosNkPSdPmg0roDl053uomKv+p54GpL12MjJbV0FREREZGuobfoM3DPUJG8bXF5wcdeCoBsA9LUoNaKWWhG7CvnuGfozmcI3UwziJmpBZybrlFwLWzLpL/gcmykRH/BWfcsCrV0FREREZGdRoFQBsZ68/QVHJ5faBBGXDcUDwP6i86mNUtY6exUlf/49xcA8BwTP4zJGzC56DNXb1H2bEZ6PF6yzplCaukqIiIiIjuJAqEMTCz6uLaJY5m0ogRzKfghhQTIWe37Jhb9TesKlCQpl+Yb/JcvP8eZySqmASnQCGMW/QhIiRMo5izyjsV/P3WZJ9Y5U+h2WromSaqWr7Ljua7LI488snxbREREdh4FQhmo+iGztYD+gkOSQqMVE6cplmFQzFkYBszVA6p+uCnXOztV5dHTkzxxaZ6vX5zHD2Mcy2R/j8fRoRJz9RZXFlukpORsi3uGStiWcUczhW7W0rWzjnPTNfwoxrMtjg6X7miAq0iWHMfhHe94R9bLEBERkQ1QIJSBWiuiGcbLc3uqrYgoTrAtk3LOptaKqPoRtdbG202fnaryyOMXuDjbYKbWoupHxElKEKdcmm8y1getKMW1TdIkoRFERElCf9Hb1GGonXXM1QNGez0Kbv6OB7iKiIiIiGyUAqEMlDybvGtR9SMqjRA/SkjSFNMwWLRDTNOg4FqUvI19eZIk5dHTk1ycbTDfCJa6w4FjG1iGSRAlXJpvtOcZORZxYhBECUGUAJs3DLWzjrl6sCkDXEWyFkURjz76KAAPPfQQtq0fpSIiIjuNXr0zUM45DBZdnl5cJIxT8q6FZ5mEScpCM8S2DO7qz1POORu6zuWFJmenqjSCCD+M6SvYzDYCSMEwUhy7HfgkaYrnmERJimMZuPbVrup512Jy0d/QMNTLC03OTddua4CrJqXLTtBqtXjzm98MQK1WUyAkIiKyA2mOUAZGezxs08QyDfryNnGcUg9i4jilL29jmwaOZTLa423oOvUgYr4ZUGtFlDwHx7LI2e0zSNHSuB8jpX39VoxlGPTkHXK2tfwcGx2GmiQp56ZrTNV8oji9bs4QrH+Aq4iIiIjIRmUaCD333HP8H//H/8HLX/5yXv/61/Pv//2/X77v0qVLvOMd7+BlL3sZP/zDP8zf/u3fZrjSzTWx6JNzTHo8h0YYEyXtACFKUhphTI/n4NrtrnEbUXRtLKPdma6T6SnnbBzLxDEN4gQw2lkZ0zAoOCajvXnKSyV5aZoyvtBkuJyj6odcmmuQJNcHMjdydqrK//NX5/ijf7jIs1N1Hj83w1cvzDNXD1Y9bqPBloiIiIjIemW280yShHe+852cPHmST33qUzz33HP8X//X/8W+fft485vfzLvf/W5e8IIX8MlPfpK/+Iu/4D3veQ+f/exnOXDgQFZL3jT1ICKIEizTAAwMI6XdPxsMDCyzXbK20QzJWF+eo8Mlnp5YJIwSco7FQNEhiGOCMMY1DZycQ840SA0DDIP9PTniNKXZijgzWWPRD4mSlI998ey6urytbI5woDdPpRFypdJkqupTa0W87GAfA0WXNE3XPcBVRERERGSjMguEZmZmuPfee/nQhz5EqVTi8OHDvPa1r+XrX/86Q0NDXLp0iT/+4z+mUChw9OhR/v7v/55PfvKT/PN//s+zWvKmyTsWM7WARhBTcEzqwdVmCXnHpBHEzNQC8o516ye7CdM0+IlXjvGVZ2eZWPTZ35NbCoZcppbaZRspFD2XEwd6cGyTKE64MFOnFSUs+iE9eYdDAwUKrn3DLm/XzgYa7fGua45wfF+JehDRaEUsNkO+O1nlxaNlriy2GCi6PHjfvq5qlKB5RyIiIiK7W2aB0MjICL/xG78BtEuwTp06xVe/+lU++MEP8sQTT/DiF7+YQuHqwflXvOIVfPOb38xmsZvMAFphxKIfYpsGtmUuzVM1qAftUrmCY7IZ2+4X7Ovh//em4/zWF84wXW3h2gaubXHPUJFWlBDGCUPlHK04wTBguOxx/919nHpuHts0ecG+m3d5Oz9Tu2420FDJ5fxMnUMDheU/O1DM8bKDfZybqjNZ9Xl+vkFf3uEld/Xy0oN9REnKpblGVwQcmnckIiIisvt1xaGMN77xjYyPj/OGN7yBhx56iA9/+MOMjIyseszg4CBXrlzJaIWbqxZExCkkaUqjFZMCneI4A7BtkyhtP24zvOnefRzsL/AnX7/EuekaSQqmATO1gP6ix/GR0nLG59J8g8mqT70VrQpkOlZ2efu7czP8+ekr180GempikYtzDUbKHuUV/R4Gijn6D7ssNEKena3zuhcOM1cP+O+nLndNwKF5RyIiIiJ7Q1cEQr/1W7/FzMwMH/rQh/jIRz5Cs9nEdd1Vj3FdlyAIbvAMO0vNb7ezTlMIkuvvt1Lww5iav3ld1F6wv8y/+qF7ubzQpNoK+fSpyzhWc1XGp+haFByLJ8cr1IOI48OlNZ8r71pcqfj8xVNTa84GOjZc4vx0ne9MLjJUGloVTBmGgW0Z5GyTr5yfI4iTrgk4NO9IbpfrunzsYx9bvi0iIiI7T1cEQidPngTaszl+/ud/nre97W00m81VjwmCAM/bWDvpblFwLWp+TDNcIwoCmmGCbcYU3I2dEbqWaRocHChwaa7BdLVFj2czWw9wLZOZWotvXlqg0gwJlkrm/vs3LvM9Rwa4Z2h1QNQMYuI0ZaLSZKw/f13WqCfvsL8nx6W5Bs/11hko5Sh7NoZhLHeia0UJtpncsvRuOwMOzTuS2+U4Du9+97uzXoaIiIhsQKbNEr75zW/yAz/wA8sfO3bsGGEYMjw8zPnz5697/LXlcjvVoh/Sim6e7fGXzhBthihKOHVpntl6wGDRZbYW8OT4IoZBu0NcEC+3tC7mbPKOyXwjYK4R8DdnZgCWg6FOl7fRXo/JRZ/CGi2v5xshcQq1VsTfnpuhr+AyVHIZ68vTDNvd66Ik5UBfdwUc9SDCj2IK7trd6zZjuKyIiIiIdIfMAqHnn3+e97znPXzpS19i3759AJw+fZqBgQFe8YpX8Pu///v4vr+cBfr617/OK17xiqyWu6kuzTaI1k4GLYuS9uM4urFrfeHpST7++AUuzNYJ4/ZF46Q9s2i016PktMvcgijBtQzaHb0NCq6NYUCjFfGV83N4jkmaGlT9iMGSy5vu3cenTl2mEUSUPWf5enP1gG9eWmCxGTJYdBks5aj6Ec/NNphabPHGF43wPUcG+fQ3L68ZREF2AUfRtfFs67rPqWOr5x2pU93OEccxf/M3fwPA933f92FZm5u9FRERka2XWSB08uRJ7rvvPn7hF36B97///Vy+fJlf+7Vf4+d+7ud49atfzejoKO9///t517vexRe/+EW+9a1v8ZGPfCSr5W6qK1WfW40lTZcetxFfeHqSj/z5M1T9dlCSdywuzTVYbIaYpsF8IyD1nHYQZJukaXuzb1smJc+h4Fo8HzWYqbX4i6emKOZsDg8Wefsr7+KBo0N861KF0+MVSrmrZW9np2o0WhFpmjBQzPHSu/owDAiihMsLTQaKOV64v5xpwHEjnblLKz+njq2ed6ROdTuL7/u84Q1vAKBWq1EsFjNekYiIiKyXmdWFLcvid37nd8jn8/zP//P/zAc+8AH+t//tf+Of/tN/unzf9PQ0b33rW/nTP/1Tfvu3f3tXDFMFcK3b+2u/3cetJYoSPv74Bap+yKH+PGXPIU5S4hR68+3gY9GPmK23iJOUNG2HZn6YYBrtc0wLjQDHNHAsk3tHy7zmyADFnMVfPjPF+ZkaD53Yx0DR5cxUjaofMt8IeH6+wWytxaIfM98I+Mqzc3z3Sg3LNDg6XOLcdA0DODpcYqLiL1+3oxNwHBspbfuAVdM0rvucoiSh6oecmapt2byjTqe60+MV+goOR4ZK9BUcTo9XeOTxC5ydqm7q9UREREQk42YJ+/btW+68dK27776b//Jf/ss2r2h79BWuz4Js5HFrOXVpnguzdQaLLqbZDqjiNCVJ03a2JWdTb0W04nZwFEcpppFiGlDK2TRaMWGc4lgWKQmjvXkO9BVI03S5mcHPve4oDz9weDmT8dxsndlai5xjsq8nR9lzCOOEqapPtRVycqyXVhTTCGMeOrGP8UqTM1Pt5gR516IZxExU/EwHrB4bKa/6nCYXfXK2xcmxXh68b/OzMzulU53K9kRERGS36YqucXvN7Y5K3chI1dl6QBgn5Fd0nrMMA9MwiNMU0pQwTijnLAqu2e7iZkCCQaXZbtLgWu0Br4Mll9He9lmta5sZHBspc+T1JZ6fb/Cbf3GGS/MNDvTmyTnt6+ZsC7doMlcP+M5klUP9BYquzcGBwrYGHOvR+Zy2Y+O/EzrVqWxPREREdiMFQhlIb3M/fbuPW8tg0cWxTJpBTNlrZ4Rc2yTvWNRbIf5St4bBYo6+AlycaxDGCa5tEMUJQZwQWhY5x+JlB/uXs0pwfTMD0zQwDIMkTTnYX6DSDHFtc3ljbxgGxZzFxILPK+7uXy55286AY706rca3Wrd3qtOAWREREdmtMjsjtKel3DLXYyw97k7df7Cfw4NFZusBSdIOegzDYKDYHv7oRwmOZWIYYFsGfQUHz7UwDYMogThpl8j9o2ND3DO0+iD4Ws0M6kFEK0544f4e8q7NXD2gFcUkaUoriqn5MbZl8MrDA6sCnU7A8aL9PRwcKHRFELSdVnaqW0tWjSPg+rK9sudgmQZlz+H4SIm5esBjT06SJBv4RhURERHJiAKhDJiGgXGL/b5htB93p2zb5B0PHKbsOVycby4f/G//l2LQbkzw3FyT5+ebuLbJG14wxA+d2M/rXjDMaJ/H0eEChwdXZ0Vu1Mygs6H3HJOXHexjuOzhhwnzjQA/TOgrOrxgX5l79/fc8ee0G3U61XVb4whYX9meiIiIyE6j0rgMDBVdrKVSMoPViZ/O7y3DYGgpe3On3nRvez5TZ45QZ2iq57QzP715B8+xsC2DVpTw3FyTlx3soyfvEKcpxaXD+rfTzGBl6+njIyVedbifqh8RxAmOaXBl0ecld/Vt+4a+2w/5dzrVdWPjiG4v28uS4zj86q/+6vJtERER2XkUCGWg4NnkHJMkiIGlQCgFjKslcznHpOBt/Mvzpnv38brjw5y6NM90rcVnnpjgO1cWqTQjZhsBOcuk4Nr0Fx2aQczZqRq9eZf7D/XzAy8e4bEnJ/n25QqNIKbgWrxkrG/NQ/JrbegLOQsjgImKz2Apt+0b+p1yyH+7O9XdrqwHzHYz13V573vfm/UyREREZAP23g6mC/TkHYZKOSYXW7TCmJSlOGgpNZRzTIZKOXrym/NOs22bvPqeQf72zDRPTyySpilDZZfZWkAQt+fktKKInrzDc7MNXnWPx4P3tbNJncWl7f9dV761Ujdt6HfaIf9ubByR5YBZERERka2mQCgD5ZzDaK/HVLUFBnRii5SrZ4NGez3Kuc0ruUmSlL94aopGGHOwP49lmriWxVy9RTOMaQQJKRGDRZcfeckowHIgMdafp+DaNIKIJycWmVj0bxhIdMOGfjNm81xbUjfa4zGxVAa2VZ/TdnWqu13dXLaXtTiOOXXqFAD3338/lmXd4k+IiIhIt1EglIHRHo8gSoiT9vmZa88IRUlCGCeM9nibds3LC00mKk1KOZsoActsn/E44OQJooRmGNMMY+4eLPCifWX+vycm7jiQyHpDv9HZPNeW1AVRQitMyDkmrm12bYndVuimLF838X2fV7/61QDUajWKxeIt/oSIiIh0GwVCGRivNFlohjiWiWXQntGTpmAYJElCnMJ8I2S80uTQ4OZssOpBhGnCcCnHTK2FW3QxjPb8n9xSw4RKM+RAX54Uun7I581s5JD/tSV1fmhy6uI8842QvrzDK+4ewHPMri2x2wrdkOUT2Uzd3kRFRES2hwKhDJyfqeMHMUMll7l6QM2PSEkxMMi7JkMlFz+MOT9T37RAqOja5B2bfJ9FPYiZqweUPBvHMgnjhPl6SN6xedO9+2iG8ZqBRJqmVP2IZhgx32hRbYWbsrbNdqeH/K8tqQN4ZqJKFKcc6s8z3wi5MFvnlXf3c3ykdFsldrtF1lk+kc2yU5qoiIjI1lMglJEwSajVE4IoJSVtnxMyUoIoZb4eknPufMTTWu92jvZ4DBZdTl2aZ6jkMF9vBwS1NMI2DHKOyfcdG+KBo0NcXmheF0jM1QPOTtWW5gLFxEnKp09dxn2Vubx56JZ3We/0kP+1JXWLzZC5RjtgNE2TktceFFv1240luj0zJiKr7bQmKiIisrUUCGXg7sECYZxSbUUkKw8Ipe3zQUGcYJkOdw+uf3O91rudfXmH+WbAt56vMLHQJE6h4Frs68lxd3+BKEkZ68vzT77nEKZpXBdIzDdCvnlpgWYQUcrZhFHMYE+Oi3NNHnn8Ag8/cBiga95lvdND/teW1AVxewCtY7X/mTiWSa3Vno0Ee3uOjshOsxlNVEREZHdRIJQBI4UgSlYFQSsHqyZpexNu3LhT9ZrWerdzfKHBZ09fodoK6c07HBzIU2lGVP2I52YbVJsRP3hiP//kew4tBywrA4nvTlaZrrZotCJKnkWtFVHI2bx4tIf+gsuZqRp/+JWL+GHMfCO87l3WywsNfvjkKEPl3LZmie7kkP+1JXWuZWKb7dLBnG0Rxgm2aeJa7WzdXp6jI7LTbLSJioiI7D7awWXg3EyNIGpnFVa+HHdup0ArTDg3U+PwcOm2nnOtdzs7ZWBBHJMmKSbQm3fpzbu0wpi5RohlGvQXXI4Mrb5OJ5D4xFef58nxRSwTWpHJSI/H0eEiA8UcAPt7cnz5/CzD5Rwvvatv1busQZTwDxfmeOLSAocGi+Sd7c0SrfeQ/7WZsLJnM1Bwmar6OAWDmh8x0uNR9mzN0RHZYTbSREVERHYnBUIZODtVJ05TXKvdLC5Jl5vGYRrtX6Mk5exUnTfde3vPuda7nVU/YmqxRZJAIWfTDGOqrQjbNLAMg4GiS60V8e3LlTXfBT02UuYfv/wA352qsr/HI+9YlL3VZ27iBCrNkBfsK6/6+Fw94InnK7TChNgyGC7lsC1j22vx13PIf62SusNDBWbrLS7ON+kruNw9WKDWivb8HJ29znEcPvjBDy7flu53p01URERk99JP/Ax4jrmU/TFwbeO6QCiMUwxSvHU0TFjr3c4gbs8jWhrVSj2ImVhoYhgGpmHg2SamadAIoxu+C1r2HAYKLgXXWnPzsOiHpEDPivvSNOXsVI1mEDFcdqk0Q+I0pd9zu74W/9qSulYUc3CgwMjSHKHFZkgrTPb8HJ29znVdPvShD2W9DFmHO22iIiIiu5cCoQy8aH8Zz7FoRTF+mK46K9TJCOUdixftv/1N9lrvdrqWiWOZJGlK1Q9JUrCt9hmXOE2ptSKSNCVJCjd8F/RWm4f5RkBf3sVaEbNV/Yj5RkDJc4iSFGvFuZpOLf6ZySpfe26OnrzTdXM81iqpG+3xmFgqm+m29YrIrd1pExUREdm9FAhl4BWHBrh7sMBTE9Xr7otTIIVDg0VecWjgtp9zrYCl7NkMl13GK03CKKWYs3AtE8MAi3ZQkqQppgGjPd6az3urzcNdfQWODpWYWPQpew6GYbS7rcUJds5ioXH1XE1HM4x5amKR3/3SOXKO1ZVzPNYqqdMB6u62ne3bkyTh6aefBuDee+9tD0WWrncnTVRERGT3uq1A6I1vfON1XXZu5Atf+MKGFrQXmKZBT95e1SluJQPozdvr2sTdKGDpzbukafv+lHZ7bgMDP4pJUxgu58g5FhOL/g03+rfaPAA88viF5euaRvvzmqm2KOcdjg4Xl79/5uoBp56bp+pHDBZzjPR4NIL2OaXvTlb5kZeOcu/+HmVcZF22e0hms9nkxIkTANRqNYrFzRl8LFtvvU1URERk97qtQOif//N/vtXr2FMuztY5N1XHtsDAIIrTpVM8YFsGKSnnpmtcnK3fdtc4WDtgiZKE/b0eOdtkth7QCGIAPMfirv489472sNgMb9kp6Vabh5XX9cOInG0RGQYvvat3ucNc++xQlYVmyJGhIvuXGjuEcUKlEfDcXINnrizy4tEejo2UuypDJN1LQzJlvdbTREVERHav2wqE3vKWt2z1OvaUrz03T60V0eM5uJZBGKdLJWoGjmUQxClVP+Jrz82vKxCC6wOWxWbIH33lIn0FhzSF+UYIBvTnHXryDrVWRCtMbqtT0s02D9ded7ra4s+/fYXZeoBrW+Rdi6lFn+dmG/QXHI4ttfieq7eWhrXG9BUc4iTNpLuc7EwakikiIiJ3al1nhKanp/nSl77EuXPnqNfrFItFXvjCF/K6172O/v7+rVrjrtMpS7NMA8MwscwUkxQDA8MwsMyENG0/7k6sDFiSJOWrz85zerzC8ZESvQV3+XGb3Slp5XVftB9Ge71V2Sk/TCh7Nvcf6megmCNNU85N1WkGMQNFlxSYb7QDp+O9eW1i5ZY0JFNERETu1G0HQh/72Mf43d/9XWzb5q677qJcLlOr1fiDP/gDTNPkXe96F+985zu3cq27xrGREjnbpN6KIY2I0nS5fbZttNvG5WyTYyPrywatJctOSTfKTnmOBbS7y801AkpLs4mCKMZe6jC31ZvYWx2s386D93LnNCRTRERE7tRtBUL/6T/9J37/93+fD37wg/zYj/0Yrns1qxAEAX/6p3/KRz7yEUZGRvjH//gfb9Vad41XHhpgrD/PM1eq7QBoxX0BKYYBLxot88p1dI27mSw7Jd0oO1XK2e3uckmCY9mkaUrNX91hbqs2sbc6WL/dB+/lzmlIpoiIiNyp29od/Nf/+l95//vfz0/8xE9cd5/ruvzET/wEvu/zh3/4hwqEboNpGhzo9dqBENd3jjOAsV5vQxmIazMaR4ZK/J9L2ZlqK6TmR5RyNjnbIknSbcl2XJudKuVsTMOg3ooIooS8a3N0+Oo5j63YxN7qYP0bXzTCXz4zpYP3O4SGZIqIiMiduq0d5qVLl3jNa15z08d8//d/P7/5m7+5KYva7S7NN3h2toFjGrTi6xtoO6bB+ZkGl+Yb3D24/ra8N8toAHzx6elNzXasp4xsZXbq7FR7jtJCI+TuwQLHRsoMFNvZxq3YxN7qYP13J6t8/O8uUHRtXrBPB+93gqxKPx3H4ed//ueXb4uIiMjOc1uBUBAEFAo3P6NRKBSo1Wqbsqjd7vxMjSsVnyRNyVntDVqnfTZAkqZcqficn6mtOxC6Wcbj6SuLAMRJuinZjiRJefzcDJ9/apILM3WSNKWYszk51ssPnth/w+daeXbo6YlFPvPtCVphjGMZREmyZZvYWx2sL3s2T44v8tojgzp4v4NkUfrpui6/9mu/tunPKyIiItvntgIhwzBue6Cq3Np0tUVrqXMcRjug6ARCpmmQpNCKYqarrXU9780yHkXX4tGnJiGFB1+8j3oQtzu0WSbHhoucna6vK9txdqrKH375Io8+dYVKMwTamaySZ/PsdJ1nrlT5lz9w/Iab0M7ZoYMDBY4MF7dlE3uzg/VpmuKHCY0gphnGpGl63fe8Dt53Lw3JFBERkfW6rUAoTVP+zb/5N+RyuRs+xvf9TVvUbmekkKYQp5CsKI1Laf8+Baylx63HzTIetVZMnKQEUczfnZ+lEcRESYJtmgwUXPb35m4723F2qsrv/+2zPH52lkozxDYMbNskjpPlga1PXFrgD79ykX/9Iy++5WZ0uzaxNzpYP1dvcXayxnNzdWqtkK8/N89MrcWxkdLyMFjQwftut51DMpMk4eLFiwAcOnQI0zS35boiIiKyeTZtoKrneXzv937vhhe0FwyUXAwDSK+WxC39drlxgmG0H7ceN8t4BHFCECUsNELAYLDk4lg2YZwwVfWp+AEDBZdz07WbBiOdrNPz8+2gxTIMCjkbw4DUMpeyKWCZ8JXzszw/3+DQbZT3bccmdq2D9XP1Fl8+P8tMLcAPYwzDoNIMeebKIjO1gNccGVieeaSD99LRbDa55557AKjVahSL6z/LJyIiItm6rUDoIx/5yA3vC4KAxx57jE996lN8+ctf3rSF7WZ511oOfuCaAGjFr3nXWtfz3qyVsGO2u7PFacpA0SVnt587Z1u4RZPn5xtML7b4o69cxLKMGzZR6GSdPMfED2MKrkUn+WQY4Fom9SCmL+8wUw84N127rUBoO1x7sH5/T45vXaowUfFJUyi4Nv0Fh/lGiB/GTFSafOv5Be4/1M+VxdamnlnSnCIRERGRbN1xjc/Xv/51Pv3pT/O5z32OWq3G0aNH+YVf+IXNXNuu5YcJjmWSpAnXNo1LAWspoPDDZF3Pe6tWwkGcYJsGUZzQAly7Pbi0GcQs+jEG0JO32ddz4yYKnayTuxRIGSumIIVxu9FBK0oI4pgkgT97YoKDA4WuaTm98mD9E8/P8+xMjTSFvoLDYDFH3rUouDZz9RZzjZDz0w329eR52cG+TTuzpDlFIiIiItlbVyB0+fJlPv3pT/M//sf/4NKlS/T09FCr1fj1X/91fviHf3ir1rjrmIaB51i0ohsHOjnHwlxng4qbtRL+9ngFUkgwuDDbwLFMiq5FKWczXWthGNDn2QRxyly9RRAl9OVtnp9v8OjpKxx5fbuJQifrZBopnmPhRwlF0yRKUmqtiDhO200fMMg5JtM1n0cev9BV83c6Z5I+eep5vnFpgcFijh7vauCYdy0OOHlKnsNcvcX/9OJ9vO3+uzYlY3OrOUbd9PckIiIispvdViD0yU9+kk9/+tN87WtfY2RkhDe+8Y08+OCDvOpVr+KlL30pL3jBC7Z6nbvK4YECcZJelw3qiNN2i+vDd3BmZq1Wwq0ooRkmFHI25Vw7eGkEMQvNkEU/wrYM+vI2zSDhH56dpdGKidMU1zIp5mymqwEvOdjH9x0fXs46ffvyAmO9HudmGlT9iChJiZMEAwPDbHcZPDRY4KV39a27I912ME2D4XIO1zRx7eu7IhqGgWsbOJbJcDm3aeVwN5tjpDlFIiIiItvntgKhD3zgA9x9993823/7b/mxH/uxrV7TrheT0orb2SADWLnnTZYaKARxQsw628YtWdmFrdoK+fSpy9iGQZ/nMF1rcaDXI4xToiRlttaiEcTM1gLiNCX129c3gTBKiJOUZhDzR/9wkdFej2MjZR46sY+nryyy4EftttNRTJS0PxfbTCnYFiNlj5NjfZim2bXzd44MFektOCw2Qrwe67pSwkojpC/vcGRoc8443WqOUbf+PYmIiIjsRrfV8/XDH/4wd911F+9///t57Wtfy/vf/36+8IUv0Gqtb86NtJ16boE0TbGX/vbj9Op/AI7ZHqp66rmFO75GpwtbOecwUws40J/n6EgRyzS4stiiFSd4jknBtai1ovZ5pLTT8MDAtkwMAxphu812vRXx2JOTJMnV4CxnmQwUXQqOicnS2Sbb5PBggdccGWSg2O56l3ctWlHcdfN37upvrzNOYbbWnu2UpCmtKGa21iJJ4XuODHJX/+YEJVe7+q39/kPn76nqh1yaa/DMlUUuzTVW/Z2LiIiIyOa4rYzQW9/6Vt761rcyNzfHn//5n/PZz36W97znPXieR5IkfOUrX+Huu+/GcZxbP5ngL7WYNoHUbM8U6jCMpVbaaftxG9XZfPuhxbMzDYK4HdRUmiGOZeBaRrtBg9nOSlgmy2eTDNMkimKCOGG41J4z1D4zNEmcpDx03z5qrZjZeotvXlzAc0xaUbLcfa2jW+fvmKbB//I9h5iqtvjulSpVP6LT0NwyTV56oMz/8j2HNq1M7WZd/YDlRhOf/sY4M7WWGil0Mdu2ede73rV8W0RERHaedb2CDwwM8NM//dP89E//NFeuXOHP/uzP+OxnP8sv/dIv8e/+3b/jx3/8x3n/+9+/VWvdNY4NlzCAKAXPMYmTdgbIXApE/DDBNtuP26iiaxNECV9/bo44SenNuwwWXRqtmGorIowTLBM821ruUpcaSy29U7AtkzSF6WoL0zQ4N11bLu8yTZOevEnZs5mpBkxVffoKLvONkMVmiGEYtKKYywtNXn14oCvn7xwbKfMvf+A4nzt9hW9frtAI2i3BXzLWt+nBx626+p2ZqrHYDLFNgwN9eTVS6GK5XI7f/u3fznoZIiIisgF3/Fbm/v37+dmf/Vl+9md/lgsXLiwHRQqEbm1/n0chZ1NphtSDlZ3j2qkh02gHMPv7vA1fa7THoxUmLDRDDvXnCeOUVpTi2ib7cznOTNUxMOjxbJphi1YEBikYYJkGJhAlKU9fWSRnW/zZExPM1FocWBHUGIbB0ZEi1VZIzQ9phgmnLs5TD2JqrYiC085qnJ+pXbeR74Z5OsdGyrxr6UzVVq7jZl39xhd8FpshPZ7DC/aV1UhBREREZIttSk3H4cOHec973sN73vOezXi6Xa8VJQwWHSrN8IaPGSg6N22vfbsmFn1yjknesTg3XV8KtdrlXwZQypkEkcF8I8AyDEyrfdYnAYKo/WhnKWM03JNjuuZzaa7JUMnl4MDVJgIDxRwvO9jH15+b58piiyBO6M073DNU5ECvx0Tl+jba3TRPp3Omaqut1dUvZ1scGswTJQmHBgpqpLADpGnKzMwMAENDQ9d9zURERKT7qbg9AznbpNKMsU0D0pQo6YQmtBsoGAaLfkzOvq1eFjdVDyKCqD1ItX34iKUrtX/J2RaWGRHEKa5tESUJSZoSxytCJtOgJ+/w4tFe+vI2VxZbnL68uJQ1ubrGvrxDGKeM9OR4zZEBPNumvDSfp1P61clqnJ+p7dl5Oiu7+nUyUNVWyMf+8uxNGylMLvpd13Bir2o0GoyMjABQq9UoFjens6CIiMhu0g2VPzejQCgDU4s+ragd6JRyFn6YEqcplmHgOQa1VkwrjJla9LlnaGPnhAqOxUytRRQnHBsuEUTJ8rVc2+TyfIM0haFSjmYQAwatKCVqV8fhmJB3bY6PlJa7wJ040MM3Li7wrcsVjg6Xlsu7zk3XiOKElx/qY6S8+jzQyqzGpaWGC3t5ns61GahLc41bNlLoxoYTIiIiImvppsqfG9l4ykHWba4R4lomlmkw34xohjFBlNAMY+abEZbZHuQ517hx6dztaud1DFLaWZmVH/fDmFackpLy8oN93NWfb7fNJm0HQRb05l3KOYtC7uoGfLQvz8GBAvcMFVlohFyYqbPQCDkyVOLgQIEDfWuXbnXaQz87U7/teTp7RaeRwkTFX/V1gnYZ1kTF59hIqSsbToiIiIisdHaqyiOPX+D0eIW+gsORoRJ9BYfT4xUeefwCZ6eqWS8RUEYoE4NFF9syaMUpV2emLhXHpRAnKZ5jMLiUgdmIZhgzVHIJooRzM3WSBOIkIYiTpa5wBnGS8tTEIqZh0OM59BccZmsBjmUQJgmRn9JoRVDKtZ8ziBkq5Xj4gXswDWM53ZmmKb/xF2dumdUAlubprL2p34tlYDdrpDBR8Rkoujx4375dmyETERGR3SFJ0h1T+aNAKAMvG+sjZ1vMNwIGCg5JapCSYmBgGilzjZBBx+JlY30bvlbRtXFtkyhpH0RqDwxNltt1m4Btm1yptLAtg7sHCuRdiyBKqbdCDMA04cqiv1zKNVHxOTnWy8H+wqpv4CRJb9oeuvPnjgwVVQa2hhs1Ujg51suD93VPGllERETkRi4vNG+78ifrBlB7a6fZJSZrLQ70eSw0Axb9eKlMrp0JCuIEz7EZ7fWYrLU2/A3SaZ/dDGPuGczz3Hz7fFK7JjKlGabkHBPDgChOma63uMvJU/IsFv12ad5gwWG2HjC+0GS61qKYs3nJXb1rXu+lB3t5cqLCE88vcGSoSCFnX5fVuKu/cFsBU7eWgW3lwb+1Gil028FCERERkRupB9GOqfxRIJSBehDRX3R56V19PHFpgWorJE3BWJof9NK7eil79qZ8g3TaZ/cXHCYWW+1Bp6RYZntQqmG1N/amYZB3LRqtmJlaC8+xOTJchBQaQcR01efL52PyrsX+3hz//dRlnrhUWT7wtvJAXM2PmKm1mK4GDJVchkq567IaO7UMbDsO/m1XK28RERGRzVZ07R1T+ZP9CvagomsTRAmTiz6DRYehcm75vjRpf9y1C5vyDVIPIlzb5OUH+/nid6aIk7TdShtwbBPPNgmihDBOsA3wPIu7BgrsL3uM9nrMN0K+8uwsfpgAETnbIIxSIF1udf3GF43wl89MLbfCPtCXp96KOD9To5izecv9YzxwdGhVYLMTy8A6B//2YstvWc22bX7mZ35m+baIiIi0dRpA7YTKH72CZ6BTrrbQDDnUv3oWT5IkXJxvsi9KGO3x7vganfKtKxWfOE6J4oSCa1HM2TiWsRwMRUmKYUDOsZhrhORsi+dnm8xUA85O16g1Q65UW7i2xZGhAnEKM7UW9SDipXf1MlNr8fG/u0DRtTk+UqTWiplvBLiWyUvGejk7Xefbz1d44OjQdWvcSWVgO+ngn2y9XC7Hxz/+8ayXISIi0nV2UgMoBUIZWFmuNt8IKXk2jmUSxgk1P6Iv7+DaJhMrGhSsx8ryrWYYc2m+Qb0VEScJZc+m6ke0wpg4bZ8LMk0wMIhS8AzoyduAwYWZBn4Y41jtg222ZWEDbtFkrh5wfqbBgV6PJ8cXue9AD19/boG5RkCUJNimyUDBZX9vbtWBuLXO1+yEMrCddPBvp+n2YWsiIiKyPjul8keBUAY65Wr3H+rn2ek6k9XWcvCwryfHPUNFKs3wjs4IXVu+dcDNk3dMvnxujgU/oidnEUQJUZJikmIZkGISxAkWMFL2COIUP2wHTo5lYBoGpZy1fA3DMCh5NnP1gMGiSzOIOTNVxcBYCupswjhhqupT8QMGiznqQbQjBmvdyE46+LeT7NTviTRNaTQaABQKheuCYxERkb1uJ1T+KBDKQOcQmR/GYIABkC79SnvQ6Z0cIrtR+dbBgSJ5x+LPT19hrhFimQa2ZWBgYBsGrTjBMQ08x2KkJ8cL95eZrrY4PV4hb1uMV3zqQUyPd7WEz7FM6q0IP4wI4gQ/TBjryy9f07VMijmbqarfPg+10OSxp6d27PmanXTwb6fYyWeuGo0GpVIJgFqtRrFYzHhFIiIi3afbG0CZt36IbLaxvjx9eYevXphnqtqinHfY1+tRzjtMVVt89cI8/QVn3YfIOuVb+3tyVJc6ty02Q9I0Zajs8crD/VimQdmzuWewwLGRIoMld/ljo30eU9UW842QvGuRty1c28Q2DWp+RJouT38ljBNMw6DSDPFsE3vFOadmEDG+4HNprsFCI2Sy4vPvvniWi3MNjo+UKHvO0jUdjo+UmKsHPPbkJEmSrvVpdYXOwb+Jir/q7wGuHvw7NlLqioN/O8G1QftO/J4QERGRnU1vX2elk/5J2x3Y2h9Il37f/sh61YN28DO+0GShGRLFCbZl0l9wOTZSYqDoUnRt9vV4hHGKHyaYZjtz0zk7tNgMORUnFB2LRhCz6If05h1c22KuHlDybGzTYL4ekLMthkoeSQrNMGGuHmCbBrP1FkHUTnEVczamAc/NNhgsue0hssWrXfJ2yvmanXTwbyfQmSsRERHJmgKhDFxeaLLQCHnV4X6uVFrMNQLqrQjLNNnXm2d/T46FRrjuTeB0tcWluQZJCv1FF8ezCeOU6apPrRVxoDdH3rV40f4ypZxDsFQS941LCzw7U4c0bQdOeRfTbAdWFT9iqGjx4tES4xWfmVp7rXnH4h8dH+KNLxrhv5+6DLSzImemajSDBM8xyTs2Jc/CDxPSNCWMEs5N1+kvuKs2vzvlfM1mHPxTY4A2nbkSERGRrCkQykBnE3hkqMRYX4GJxSbNoD2sdLQnT0LKhZn6ujaBSZLyxKUFHMskThJcy8AwDHK2gVt0ma0HnJ+JuHuwwGIzWn2WZSn9FKeQMw2iJIEYXMui7MFQyQUMBosufXmXA3153nTvCN+71BL7iUsVTo9XeMFIicnFFoNFl7xj4VgG842QgaJLoxVhmgZz9YCqH9GTv3rOZjPP16w30Fjv4zdy8G+nNgbYCjpzJSIiIlnTLiMDnU3g+EJjOSPU6Ro3Pu+zvze37k3g5YUm56frnBjr4cxUbbmMrdOWO1o60/Pqewb4wtNTfPtyBdc2MQ2YX2qgECcpjSDmudkGlmnQl3c4caBMOefwT77nED15Z82Nf6dk7NxMnThN6PdyxEm6dNbI5sWjPZybrjO16GMYKUGcLP/ZzvmaEwd6SdKUZ64s3nGmZL2Bxp0GJndy8G8nNwbYCjtp2JqIiIjsTgqEMjDWl6ev4PD5pyZxLYNy3lluOT252OTSfIP/6cX71rUJXJllKrg2T00sMl8PSAHPNhntyxPFCc9cqdKTd9oNEFoR1VZEoxVhmAZ9nk1/KYdpGCRpShC2z78ExZSevMOL9vesee1OydgnvnqJ52YbzNaCpQ50HkeH22eTDMNgrt6i6sdL7buT5fM1lmkwW2vxm39x5o4zJesNNLYzMNEw1uvpzJWIiIhkTYFQVtKrv7SihDBOSdJ0uUnCerd/12aZGq2IhBQTg0LOZn9Pju9O1qm3Il5+sA+Aqh8xV2/xpe9O04rajRXKK96dT3M2k4s+pFBwrJtcvR0Mve+hFwEGT01UODZcoifvLD9Xf8FhpOwx0gNRnHBhpk7OthjtbXeqm1j07zggWW+g0Xn8bC1gf0+OVpSQJOHyOp+fb/Do6Sscef36ApMbldn9/9n78+C60vS8E/x931nvih3gTibJXCpryazKrF1SabUWW25vo2ipx1EaT0zZrc0dirAiLIUj7FDIDlsOud1hSWONx6Uay5a6LdkKt1SqVkkqlaValJVVlQtz506CAC+Au597z/p988e5FwRAAARIgBckv18EM0Hg3HM3gHif87zv85pggM15UJatbYZlWfytv/W3Vj82GAwGg8Hw4GGE0AiYH6S6PXmozFuLXZa7fTKlV9vRnjxUprHLsITNXKZKwSHJFK1ezF80+xQ9m9PTt4RCteCgyQMSMqXpJ7lb4zkWWmuiJCPJ8lY2pe+cY2fbkh/64DE+/aWUm50IKcW6q/wnpop88mMnKTg2QZxSdCz+20s3WGiF9+SU7FZozDf7fPNag0YQc3kloBen9OIMgKJr4ViSpc4i7zs+zrc+PrOj13+7NrtUaRMMsAUPwrK1zfB9n//8n//zvt6HCdYwGAwGg2F/MUJoBAxjrleCGNeWHBsvICRoBVGmWGjl8dO7LowHWiVVmn6coWydCwMhUECmNEU3v3qttaYTpix1IlxLonUep91PMlKlVtPhhMjDE379S1f4v3/0xB2v0u/mKv+1eo+Ly8E9OyW7TSB7Y6HN24sdHEvg2JJ+nJFkCjT00RRKHvUg4jdfuMrhMf+Oz/lObXbf/55DJhhgGw76srVRYII1DAaDwWDYfx7NymvEFBxrVWjMlB2CWJGkeVjCRMFmqZugdX7cTplv9rna6FHxbWqdXGQB+I7FsYkCZ2dKvL7QYakT4TmSC7WAei+mn2R0oxRLChxLEsQp7X6K0pqyb1P1HTKlubTS5dNfunzHVjWlNJ5t8R1PzfDBxyYo+zYVz9n0avZeRSjvJoFMKc2LlxukSjNRdFgJYlKlKbkWIOgng91Jvk0QpXd0pHbSlvfytSanZ0q8dqNtggEMd8QEaxgMBoPBcH8wQmgEDCZw6MUpb9+M6CcKjUYgKDgSz5GUPWtXc0JrXY6j4z5a57NHYZKRZorJkkvRtTi/1CVOM8JEDUSKTRSnNPr54tSyayMQTBYdXFtSD2LGii5Hxvw7zs5sdxV7s+P3KkJ5Nwlk880+S518Hmm5G9FPMjxbrt7GtQSdMOXwWIHT06VNHam1LUvtfsL5WmdbV+vCUsBf/8DR1T1LJhjgwScIAsrlMgDdbpdSqbQn5zXBGgaDwWAw3D+MEBoBvSRDCGj2ElK1dvZG04ky+olitiroJdmOzrfW5ZgsuXgDJ6ng5kKgHsS8XetybNznxiCu+1DVX43Wdh2LYqaJM02tE3F0wkdIwc12RJQpFDFfu9xAw5azM3dzFXuvIpR3k0AWxClRpnjyUJX25TphN8aSAqkFmdbEqUYKwZHxAkUvd9eCOF0VP28stnnxUp2lTv7aREnGtUaf509OUvFvf2xDV2um4j2wwQCG+4cJ1jAYDAaD4f5hhNAI8G3JjWZItiYlbi2p1iw0+/i23NH51rocrX6Cu8bhEEJQ8iwWmiFPPDkNQlB0LYI4I4hTbCk5NlFkuuzyzs0ul1cCWv28VS7KFJ4tGSu4OJYgThU32+FtszN3exV7LyOUdzqbNHShfEfyniNjNHoxcapJRIYUAt+V+I7FTNlbdaSWOxF//HqNb15r8PbNDmmmOTzm8+ShCqlr88ZCh69fqfOhx6aYLLnrHtdaV+v4ZPGBDAYw3D/2ql3UYDAYDAbDnTFCaAQstEK6UYrSYOVZBqtoDZmGbpSy0Ao5NV2+4/nWuhyvzrduW6baDTNsS/D4XJVWv85HTlfpxRlxpnAGRXiiNE8eqlAPIs5Ml2iFKVIkTA12AEH+OMcKzm2zM9cbPV6Zb1J0LDphSsW31wmx7a5i72WE8p0SyJTSaK2p+g4Xlrq890iVx2fL3GiGVHwLS0q6Ucpc1afsWZxfyoMcPvvqAvUgphHEOFIyUbRo9RNenW/xzLFxTk4WubgScL7W4YOnJm/Fj2/iaj3swQAm6eze2Kt2UYPBYDAYDHfG/DYdAe/UOiilV2eA1paJevD3TGneqXX46JnpO55vrcvxzLExXrvRptGL0Wh822K85DBRdHnXoQp/+maNNxbbeQudbfH2zS71XkyqFFpplIblICJJNRXfWVfUd8OU2aq/bnYmSjN+4ytXOXe9he9KHMtisuhyZrbEZMkD7nwVey8jlLcSGmvnl5a7EdfqvTzSe7JA2bfphCmQUvbznUvnlwImiy5oaPQSDlV9Lq/0qBQcPFvi2Rb1IObicsCZuTL1XsyVlR7HJgrMVv1Hcv7HJJ3dO3vVLmowGAwGg+HOGCE0AvqxQgOOJUBrMn1LAFkCLCkGEdhqR+cbFk9fvbhCqhT9OAUNctAGV3Asxnybf/Mn73Buvk2YZlhCIISgWrCZq/rY0mKpE1P0bJq9hF6ccXRCorQYuEopBdfizExpdXbmjYU2X3x7ieuNHr5rDQo3qHVC2mHC43Nliq5NnCpcS257FXs/nZKN80tHxgtMl13Ozbe5UAuYKrtobSPQTJU8QPDeo2O899gY//Ub8xwe84lSRZopHD9/DkIIyr5NPYh5cq7CcycnePFKg3qQv3aP2vyPSTrbG/ayXdRgMBgMBsP2GCE0As7MlrClIFMaIQbrfzRoAQrQSmNLwZnZnSVRSSl46nCF//rSPJ0wb2ebqrj044wbrRApBBeWApTWTJddWmFKp5+QZHlx7zsWlhBUCw7PHBvj7ZsdLq8EdMOUvsywpGS26nNmJnd5OmGCa0levNygHsS87+gYcapZ6uSFWsG1mG/2udkOqfo2/URxZqZMP7n/cw1bzS8dnyxxdLzAK/MtHpsu8cmPncISeUDF0JF6u9ZZndfQOsW2JEmm8ez8HI4lCaKUePAavvtwlR/+8AmqBeeRagszSWd7y162ixoMBoPBYNgaI4RGwBOzFSaLLjc7EXp9aBxK587QbMnliR0WPEpp3lzII5xnSi6NfkK7n2BJyanJAm/eDMiU4qm5CqnKHahumOJY+fLVm+2QZ46Oc3auwmTJ5d2WoBvlsz5nZsp4trU69zNszzk+WWCpnQc0SCk5O1umG6UstkOCKCNNFZkQJEpTKeSzDp/58pX77gxsl8IlpeTMTJlmL8GW8jZHav28hs1E0WWpE+IO5qaSTGFJiSPFasvS8ycnH7li/1FMOrMsix/4gR9Y/Xiv2ct2UYPBYDAYDJtjhNAIODJWYLLsstiJNv26BiZKHkfGdjYHMCxEH58tU/byeZc4y9vR2v2E1xY6gOZ6s0+S6dwJUnkinGtLtIYj4/5q4lnRs5kue5R9m0Yv4fCYRaY1/UGAw2TJ5flTk/zuN+cpDtrdJksuzxwb44tvLxGlGc6gvW+i6PK+Y+NMFJ11zsDwce93kXcvKVxr5zUeny2vir16EFPybLphwnjJZbEdMVV+dFuWHsWkM9/3+f3f//19vY+HPVjDYDAYDIZRY4TQCLjR6tMJUyR5K9xGJNANE260+pyYunN73NpCVAxa3Ibc7IRkSpNmCkjxbIljSWwpSTONFBqEoJ/eeiT9OGO67PE3PnCUl6+1Nm3P8WyLz9mL69KtHEtSdC3KfhGlNEmmef/xccaKucAaOgNfurDMK4Pz7vdQ/b2kcG02r/Geo1XeXuyw0AqxLTEQeo92y5JJOjMYDAaDwfAgYiqTEXB+qUs9iIG8DW5td9zQT1gJYs4vdXckhLYrRAu2RZIpMgUyU6RZfm9q0JOXKo0UUBgsYV2bTPWxM9N87Mz0ps6NUvq2dKt4MHNUtC2aYcZMxaPi3/oWK7gW52tdfvOFq2jNfRmqv9cUro3zGlGacWKyyPOnJnnu5ATvOlx95FuWTNKZwWAwGAyGBxEjhEbASiciTLI8KU7kDtAQTb5LKEwyVrZondvIdoVokqWogdkjAcsSaA0q06SZRgtwBfTjlBvN3Kna2Oa1sT1nuCvm8bkyb9c6vH2zw5HxAp0wod5LWGyHWFJiW4IXrzQ5O1tmsuTSi1KWuzFCwDPHxu/LUP12KVw3mn08x+LsbD6LsZWgMfMa2/MoJp0FQcDs7CwAtVqNUmlnwSYGg8FgMBgODkYIjYBM5/t6IBc9epNjlM6P2wlbFaK9KOXl6x0sC4SQpDpPY5CDiO5EaYTO3aEXLtUpuDanpkr8354/tqUrs3FXTJwqokTxxkKb+UafNNM4UnJ0soBjWSx18uWxzxwb41qjh0Bzerp8X4fqN0vhilKVR2Irze++NM/nzi1u255n5jW251FMOuv1eqN+CAaDwWAwGO4BI4RGgCUFgs3ng4bIwXE7ZbNCNMkUQmgmSx6OJWgFMVGmSQf6yhIgJcyUPT5wchLfkXTClD95s8bJqeJtxetWu2LmG32u1COmKx4fODnO+VpAmGQ4lmS86LDUiXnhcp0zMyWmyh4lb/Nvu/0cql/r6ryx2Ob3X17Alooj4z5F1zY7b/YA45wZDAaDwWB4kDBCaARMlFyswZzNVlhSMDFIcdspG4v9/+vcInGqSFJFECmqBYcZx0IKaPZTkoGjUy24VHwbz7Y4VPU5vxTc1qK23a6Yw2OaV+dblDyLE5MlKr7DhVpAvReTKYVtCRwp+EtPH+LP3lke2VC9lIKj4wX+20s3iDPFE3Nm581eY5yzR5th26wRwgaDwWB4EDBCaARUPBvHyuOlN5NCAnAsQWUL52Q7pBREacYX31piuRtRcG0qPix3E1r9lF6iGPNt4jQPNlDkO4NeuFTHtiQTRZfDY95tLWrb7YpJlMa1Jd0wpROmTJY8Jk65qzHelhAsdyOePFThRjMc6VD9o7jzxmC4H2xsm93PNEiDwWAwGPYCI4RGQMmzcW2LKFX5QtW19XieZo1rW1u2kG3HWufmfUfHSFJNrRMyVXJZaPXphindMCFVIAX4tqDs2ZQ8i1TBUiekHSZMldx1LWrb7YpxrXwfUZRmxFne8Lc2xrsTJviORcV3Rj5U/yjuvDEY9put2mZNu6nBYDAYDjLyzocY9ppenOE7kqJn4doSSwqsQYCBa+e7eHxH0ouzXZ97reMhpeTMbAkhBIvtECkEZc/CGugMpSFKFTdafRZbEUppJksu3TBPdxtGasP6iO6NVHybimcTpxpng4gZOj1nZ8scHS+szjK958gYzV7C5eWAZi/hvUfH7kuxtN3zALPzxvDwoZTmWr3Hm4ttrtV727bk3u3517bNVnwHSwoqvsPjs2XqQcwfvnZzz+/XYDAYDIZ7xVR7I6Ds2VR9B9AEOiNNcmdIoHFsScmzGCvkMyu7ZaPjMVF0KXkWthQIAWGcEa3RV1pDEKWkmaafpBwZKwAagc4DHQY9/50wYbrscbUe8MRc3tamtaYTpkRphhAwU/FYbEdIKbZ1ekY5VG923hj2Aikln/jEJ1Y/Pqjcj3Y1025qMBgMhgcVI4RGQMV3mCq73Gj1iZJhK1n+tXDw98em3U0DBe7ExuWqnTClH2fMVX36cT7DIwBLglJ5cp1SoOKMKM3oxRlHxn2myh5vLnb4P19eWBeVvdSJCKKMmYrLfLPPcjemG6UUHYv3nxhnvOjS7CUstkIyrTk85vNd75rj9HR53eMc5VD9M8fHeG2hxcvXm5yeLlH07Id6541h7ykUCvzpn/7pqB/GttyvdjXTbmowGAyGBxUjhEbA4apPnCriVOW7gga7hAQghCZKFUmmOFz1d33ujY7HUjdiqRuBzguWONNY8pbwEgyWuJK7Q2mW7wVKMsXvv7pAnKrVIiqIUtr9hKuNHm/XOgjyeafHpkscGfPpJwo/yfjw6UneuNFhodXnZjvkv35jnleutUY+NL326nje/hex1ImZLrtMl72HeufNg4pJIbs7tkt53Ot0xI0XXzZi2k0NBoPBcFAxv5lGwHyrT60TofRgX5A1lCOCTOXLVm+2I+ZbfU5O7W5j/drlqt+82mS+2SdO8+S2NMvb3YYfK1idF7IHH3iWpJdk3GiGVH2bJw9VEUJQDyIu1AKavZjlbgTAmekiZ2YrHJ8orrbKffNak9dutBkr2EyVvNV5gVEPTW+8On5kPBd2F5e7lDybv/6Bo3z8zLQpsg8QJoXs7rmf7Wqm3dRgMBgMDyoHt7n9IebicpdmL8a1BFIK4kwTZxBnGikFriVo9mIuLnfv6vxnZyt88mMnAQaLTQVJlu/zsSWrIggg06wKMq01qYKyaxOlGdWCsyqCXrrWpNYJsSyJIyW2ELT6KedrXRq9ePW+V7oRF5e6XG/0efVGixcu13lrscNUyRnZ0PTaq+NnZ0pozepjft/RMbSGV6+37niOzQbO93sQ/VFlKFzP3WgxXnQ4PV1mvOhw7kaLT3/pMudrnZE+viAImJmZYWZmhiAIRvpYNuNWu9rWy4ujNNuTdrXhxZfJkss7tS6dMCFVik6Y8E6ta9pNDQaDwXBgMY7QCFjpxMSZIss06Ya6Oc40SmksS7DSiTc/wQ4oODbTZZfDY9P0kozXb7S40eyTKjbdXRSlGiFgumzz7iNVvnmtiSUlWmsu1AL6ccZkyaWfZKttdRXfoR9nXFgKmCi6XK33uLoSkChNnGmqjoUGbrb7dKKEx2fLIxmaHl4dLziSr19pUu/FpEphS8lk0eXQJnuT1rKVM/HU4QpvLnSMY7HH3M+2rntheXl5ZPd9J+53u9owDXL4c3KzHeLZlmk3NRgMBsOBxgihETBRcsjUehE0bI4D8s8rzURp92EJQ4I4JcoURyeKWDI/+7VGf1MRxOC+PUfy7U/MkChwLEmmFJ0wpd6LKft5y4u12vYisKWg7NvUg5ir9R5fvbhCECsEcLPVZ7kr8WyLimeRZAk3WiGTRfe+D00HcT4PtBJERImi7Ns4lk2SKWqdkFYYM1XyNn1cWw2cf/XSCv/1pXkOV30enyubvSl7iEkhu3dG0a42yjRIg8FgMBjuBiOERoDvWGzsoNooUJTOj7tb1l4RLns2N5ohthRIIVBKkwwewLBEsaVgsuDi2hb1dsSpqRKdMMWxJKlSOFb+reJYIg91kPnHCEE9iPnmteatFrnBTiS0Jk4z2lrjWJL5Rp+xgnPfh6aLjsVyN6IXpcxWbxXXnm3hliQ32yHo/Li1bOVMlD2bNM1bf2bK7mqhedAciwcVk0J276ydFbyfy4tHmQZpMBgMBsNuMTNCI2C+2d+8P20tenDcXTK8IrzQCmn3ExpBjGtLqr6NZwscKZACpMidIN/J9wydX+oyVXb50Y+fYqrsMd/sozVEaR6v3eglTJU9pkoejV5CEKYEUUo/TvNZI5FHc9uWxJZikEanSTNFoxdzqOrd96HpoeTTbFX0icHmpPVs5Ux0wpRGP2Gq5NLoJXTCWwX5RsfCsHvM0tu9YdTLiw0Gg8FgOOiYSmIEhEm2Ex1EmGR3OGpr1l4RPr/UJc4yLJGf17EtPAc8WxJnmiRVxJkiVZqnj1T5oeePc3a2wsmpIp87t8hSZ4FaO2K84DBb9Tkzk+8EOl/L52OSVOH5DhIoeBapygMZLCmQIp8XsmWeivfM8Yn77pL0k4zpsosQUA/iQWucJMkU3TCl7NtMDeaf1rKVM5G/VoqxgkOrnxBnat3XjWNxb5gUsr3DtKsZDAaDwbA1RgiNgIpv70gIVfx7e3uGV4T/j69d48pKD6Uz4iSj5OYtYL1YkSmF0rlX8tzJCX7mLz2FbcvV2//Yt5d59vg4/+mFqwRRum4B6VjB4ekjVTr9lMNjPl86nw+P+56kH+diQalBTLeUTJY8njp0/69Cl1yb6bLHdNlloRXR6OVLYG0pma36HKp6gLjNYdhq4Ny1JLaU9OMMW0pca72xutaxMHtwds+o2roeVky7msFgMBgMm2OE0AhIErUuHGEzxOC4u2VYgKdK8yMfPoHW8PUrDeq9iFonIssG8c9ak6l8l9FSJ+LiSpcn5qqr55FS8C2Pz3BozOdz5xZ5db5FL84ouhbvOzrOM8fH+C/fmMeWgvGSS7ufECW5QBBCkAnIlGKq7HFmprxpgtV+s9ZheP7kON0oI84UriUpexbnl4JNHYatnImKbzNRcLi4EnB6urROsK51LPpxxq/+6QWTKncXHPQUMiklzz///OrHBoPBYDAYHjyMEBoBUaaRIt/hsxVS5MfdDZvFPY8XHQ6N+Vxv9IjWCCylQQxmhc7Nt/iHv/Mq/+xvvI8nNnNudP5H5/9Ba81sNRc4r863OFTx6YQJYaKIs1vtf64U+LbgAycm9q2daTvnZX2bYMDhMZ/xYh79fX4p2NJh2M6ZsG1J1XewpaQbpbc5Fk8eqvCZr9yeNmdS5XbOQW7rKhQKfO1rXxv1wzAYDAaDwXAPGCE0As7MlPb0uLVsFff8Tq3LfKNHPYjXCTABuLag4tqEqeLtm13+zRfe4ae+6/HVQn3tOY9OFCg4FrVOyFcvrfDOUpcffN9hbrT6XG0EtPspqdLrHK9EaS4u9+kn2b4UsVvt+VnrvNytw7DV7T56eoonD93aI7T2fN/99Cyff6124PfgPAiYti6DwWAwGAz7hRFCo0CAJQSZ3trxsYRgy5CzLdgq7jnJFI0gYqkbkWmwBudVOr8LpSBIFL4jiZOMG83+aqEOrDtno5fwxkIelZ1miotLAfUg5n/68An+/J3lQUrc8DnksdyWFCRK859fvMZffu9hnjpcvf3B3yVbCb/NnJedOgwb3aXT02X+5y1u9x1Pzt72ebMHx2AwGAwGg+HgY4TQCGj1UzxHkkSbp8cJwHckrf7uUsc2K8C11lyoBfQThSXyiGhL5iLIylf9oHVe/EeJQgjBZMlbF/88PGejl/DStSb9OKXsOzi+jWunXKh1+Y2vXCFKUyqeTao0jiWQUiDJhVCcZrT6CZ/5yiV+4a+9b0+ckK2E33bOy1qHYbN2uovL3Tu6S2vZzLEwe3Aefnq9Hk8//TQAr7/+OsWiEbQGg8FgMDxoGCE0AiaKTr5zR+ZuzFoxJMg/n+n8uN2wWQHeCVPqvRjPlmitkdy6Tylyh0KjEUIQpRlV32Gu6lEP4tVCPUwzCo7PGwu5CJosuauio+TZxGnGcjeiHaZ4tqTgWtgbhI5jSQQZF2vBnjkh9+K8bDpHVXCodSMype9prmertLkho96DY5Ls7h2tNVeuXFn92GAwGAwGw4OHEUIjYLbiodHogSujyF0ZIfINt0oDaGYr3q7Ou1kBPtx549kWIHBsQZrmkdZoEFKjNKSDXTgzFQ9binWFum/nM0GNXkzZd9aJjiRT2JbFoarHpZUecaooOLd/WyUq3yskpNgzJ+RunZfN2umCKOHPLyzTjzM+8cT06ut3N3M9B3kPzk7mqQwGg8FgMBgeBUzu6wi4Wu/jWBKtc+dHMHBnyP+uNdiW5Gq9v6vzDgvwhVa4epV6uPNGDfYFFVwb28odoQxI1VB4QcGxeNfhCovtiLOzZY6OF9adM80UjrW+qO+GuUP01KEKRdciyfSqqBqilKYfZ1R8m0MVb8+ckLXCbzM2c142ttNVfAdLCkAgyYXpxeXeuqv8G92lOzFMm5ssubxT69IJE1Kl6IQJ79S6I9uDMxSA5260GC86nJ4uM150OHejxae/dJnztc59fTwGg8FgMBgMo8QIoRGgtEYpcC2xKn6yNaLItQRK5cfths0K8IJrUXIt6kGCIwVxkmFbEs++9eaLwZ/ZikejlyAFvPfY2Op533d8DNsStMOEIExRWhOlGfUgpuBanJkpEWeaJ+fKFF2bVpjvElJKE6WKdpji2pLD4wWeOFTdMydkM+E3ZOi8DAXdkK3a6XLnTFMtOtSDmE64Xlz5jqTRizh3o8W1eg+ltn9vhmlz7zkyRrOXcHk5oNlLeO/RsZFEZ28lACu+w+OzZepBzB++dvOOz8tgMBgMBoPhYcG0xo2Akmuh0STZoEVtDQpIMo1ja0qutetzb4x7jtKQiZJLJ0xYaKVEmRo4UAJLamwhkIM5oUYvwbMjdAX+6zfm+cKbNdDQ7CdkmUZrwbVGj/GiQ8lzmK36nJkpMVHMhde3PTHLD7z3CL/yp+dp9RMEGZYUjBVsDo8XeOpQdU+dkO32/Az3+Wy8v63a6VxLYlsSgSBT+cLVIfUg5vUbLWqdiP/9a9f4fPHmjtrJDtIeHJNkZzAYDAaDwbAeI4RGQMmzc1dozefW7t1R5G5Qybu7t2djAb7Uifj3f36JhVZIwZGkmSYbbFJ1bclsxSNKFIlSvPtIlbmxAjeaPT7/+k0APnhqgmeOTzBd9vjqpTpJpjk5VeTMTJkwyda1e52drfChxyb59S9f4o2FDlpr5qo+zx6f2Jc5lN3uB9oqyKDi20wUXW40+/iOxLVyv6wexHzzaoOlbsSxiQLvPlyln2Q7DlA4KHtw9jPJzoQvGAwGg8FgeBAxQmgEtMOEJF3vBW1sSEpSRTtMdn3utUVp0bHwbMkfv3GTTpgwW/EoeQ6KXAhJ8lS5JFN4jkVBSFzHQgpYbEW4lgAhWGxHHJsocmKqRMmzeeFynev1HpYQ+M7tosO2BMfGizSChCBJc8dpH5O1duO8bAwyYPAaxJliruJxvdEb7EHSJFnG6zdaLHUjZsouTx+uYluSiiUfuMWo+5Vk96iGLwghVuOzNzpsBoPBYDAYHgyMEBoB843+6jJTuD0+G/IAg/nG7sIS1halS92QxWZEmGb04pSSa9FLFI4tGSu4+f1qTT/JWGhFTBQdfMfCkWI1crtSyAvm4cxMteAwVfb4+JkpbjRDfuiDxzkzU14nOtYmsh2dKFB0bXpxymsLbRba4b7Nx+zUeVnbTvfNa016UUonSonSjCTVVHybp49UafVTLq8E1Dq5E/T04SqTpVspfg9aO9l+JNntZpntw0axWOS1114b9cMwGAwGg8FwDxghNAJ68a1Fqht9Es2tNrlenO34nGuL0jRTvLXQoRunKAWpUqA1qYIbzXCw00dws92n2U+IUk3UjvBtyTevNTk+WSRVCsfKvz26UbpuZqbo2diW4NCYv04A3M2C01FwdrbCdz41y//2x++w1IlwbYlvW0yXbYqOTcGx+IH3HqYTpfzvX7vGuwdO0EYO0mLUO7Wn3c081Z3u7yC+16ZNz2AwGAwGw04xQmgE5AtJWXWFNjpCw2WnkyV3R+dbW5ROFh3+6I0aQZxR8RyU1jR7Cd0oo+haxJnm6koPhKCfZKiBvrFEXixfWg7yoAOR7wgCsOWtmRnYuo3qQRnIV0rz5kKHw2M+7z8+TqI0riWp+PnzeafW5ZXrLf7K+w4zWXTpJxmVTYTQqBejDtlpe9pu56m24yC+149qm57BYDAYDIa7wwihEXBqsoQjBZnSmzpCAI4UnJos7eh8w6L0UNXn5etNgjil7FnYlkBrcB1JnCoypfEdSS9KSYcbVTV4dr5AtexZ9OKMdphQcmzavRghJXNVf1UkbNdGtZ8D+XvJ8PU6Ml7YdF5mWMRrOLCLUYfstj1tr5Lsdvte77dTc7/b9Hq9Hh/84AcB+NrXvkaxeLBbIw0Gg8FgMNyOEUIjoJ9m+I5NmG4dhuA7Nv10Z61xw6K0rGwaQYwlBZbMHQwhBMVBUpwC4lShAccSSCnxbEnVd2j2E4Iow7EkiVKkSpEqsC04VPXItKYfpdu2Ue3XQP5es9Mivp9ke9pOttfcbXvaXiTZ7ea93m+nZhRtelprXn/99dWPDQaDwWAwPHiYhaojoOhZq+1vG8syMfj88LidMCxK22Gcz/LofEHosD6TUuI7FiXPJs006aAnr+ha2FLSDlMypYkzRRCnRElGpjQfPj3F97xrDhA7Wgh6NwtOR8HaIn4z1hbxB20x6lp20562G5TSXKv3eHOxveXy2J2+1/0k5dNfusy5Gy3Giw6np8uMFx3O3Wjx6S9d5nyts/snvoH9eh0MBoPBYDA83BhHaAR0w5RMKSwpVpebDmMSlM7b5VKl6IY7ayE7Ol5gvOjwhTdrtPsJcZoLGs+WeHYuuiqezUTRJs0Unu2gNUSpQqNxbYln28RpRi/JgNwx+OnveYJjE8UdtzTt9UD+Vtxrm9VuE9QO0mLUtexHK+JO3ZudvNff/a45Pv/a/js1D0pLJpgwB4PBYDAYDhJGCI2AfpwhAM8SCCFIlUZrgRDgWRKtNWJw3E64uNyl1olyp4e8mM8UBLGiFyt8RzJWsKl1Y46OF3j/8XF+79VFolRR9W0yDZ0o3yeUZnnr3HI3ohdnu26j2suB/M3YizaruxFsB2Ux6lr2uhXxbuaNtnuvPdu6L4EKD0pLpglzuIURhAaDwWA4CBghNAKEEBRcizRTKJ0X2UrfapWTQmBbckeLGofzEZnSPHt8nC9fWKGfZKvtdUrny1lr7YjjEwX+p4+cJFOaz71+E5Hm0dhJpvL2JyGQMl+S2oszfvVPL/CT33V210Xa2dkKp76txDeuNVgJYqZKLh84PoFt31sn5l4OxO+3YLsf7OVuoLuds9nOLXtzsX1fnJr92JG01zzKO5c2YgShwWAwGA4KRgiNgNPTJabLHgutkF6ckmR6dX+QYwlKns1M2eP09J1T424lxnm8udhlrGAzVrBo9gbn1bnYqhYcSr7DVy+ssBxEKK0puRbNfkqaaaQU2FJQLTjMlD3CJGUliO6qdWltodNPMpTWfHZsge961xwfPzN9V1d+92Mg/iC0vN3LlfG9bEW8lzjsrdyy++XU3K+WzLvloO5cGgVGEBoMBoPhIGGE0Ag4NlHkyFiBtxa7ZIM2uGH5E2earJ/y3MkCxybu3C4UxCn9JAUNV+sBcapW54xsKXBsexCRLVlshZyZKfHYVJkbzZAwTnGkYLrsU/ZsfFviORZxprCVxeGxwq5bl9YWOgVH0ghilroRL19r8sW3lviOJ2f5kY+c2HWxs197a0bZ8rYXV8b3ytnajzmb++nU3G+HTwjByZMnVz/ejoO4c2kUGEFoMBgMhoOGEUIjQCnNjVaf4Rah23cJ5V9XSt+xIFjqRFxZ6bMSRKx0IwA8x6LoWEgp6McpUaqxZO40ubbFeNFhruJztR6s3vdYwUEIgdaabpgyW/WZqXhcWQm2LH43uhmHq/5qoTNVcnj5eot+nFHxbSaKDkudmD+/sEyYZvydb3lsV8XpgzQQvxP2us3vXp2t/XBv7rdTcz8dvmKxyOXLl3d07MP2vXu3GEFoMBgMhoOGEUIj4OtX61xZ6SHyFOt1QkgAQsPV5R5fv1rnw6entzzP+VqHP3h1kSRT9MIUAdiWJMs0gc4ouxYgUCojThWerYiSPIDhzGyJlSCi3ovphClhkgcjdMOUgmtxZqZEmGxd/G7mZkyXPS4udzk+UeStxQ79OGOy5K4WPRMlhzDOmG/2d33l90EZiN8J+3FlfK2zdTftdvvl3txvp+ZRCLV4UDGC0GAwGAwHjYf7N+8B5c2BSEDAxl2MGtACenHGm4udLYXQsJhu9GLefaRCrd1Hijx+2xaCVCnaYR6NDdDsJ8SZ4htXG8w3+5ydrfDBxybpRSlL3ZhGL6bkOcxWfc7MlJgourxT625a/G7lZry+0OLqSo+Sa1HvxZT99QW1Y0m6OmWi6O76yu+DMBC/U/bzyvjdttvtp3tzEGaxRsnD9L17LxhBaDAYDIaDhvmNMwL6cYaCVStIwqo1pMiT3obHbcXaYjpKFWNFFy/JaPVTYqUHp1OkCtJ8xypKa+pBQrOfsNyN+cjpKZ4/NcnXLjeYq3o8Nl1mpuIRJhnv1LqbFr/buRlnZ8pcXAp452aXNFM4/vpvryRT2FJS8W3qQbyrK78HfSB+N+zXlfF7bbfbT/fmIDo1m7FTN63f7/Nt3/ZtAPz3//7fKRS2FjEP0/fuvWAE4aOFiUg3GAwPAkYIjYDx4q2roasiaPB/ORBDG4/byNpiWuuUomszWXSZLGY0+glhnBLEGVGiEIAl8yuyQgqiJONmO+TV600Ojfn8pXfPMVl0ubgccGUl2Lb43c7NqBYcDo/5XGv0KXsWSabwbAtg3eyRLcVdXfl9GCKvYX+ujO9Vu92j7N7sxk1TSvHiiy+ufnwn9uJ790EvLI0gfHQwEekGg+FBwQihESClQIrc+VGwblZo2CknBdsWBOuL6VwE1TohE0UHz5asBJIg6uPaAlvKfJ+Q0rgy32HUDVMuLHU5OVXiRz58gtPTOyt+N7oZWms6YUqcKVxL8vhcmaVORKY0jSBmpuKRKj2YPbI5PV1isR3d9ZXfh6FQ348r43vZbveguDd7yf2Idb6X792HpbB8WC5mGLbGRKQbDIYHCSOERsBMxaPgWIRJRqbXC6B8oSr4jsVMxdvyHGuL6cdny5yZLbHUDbmwFKC0pj84t6U0jiOZrngEYe4SqcFgktbw4dOTq7+UdlL8rhVgSaY5X+vS6MWkmcK2JCXX4uhEHv394uU61xt9Sp7NdNnj6LjPShDf85XfB71Q348r42YQ/e65n7HOd/O9+7AVlg/DxQzD5piIdIPB8KBhhNAIOD1d5tCYz0IzJFMKRe4ECCGQgCUlh8Z8Tk+XtzzHxmK64Ei0zl2mOFMIMei4G7oDmlufY/i1zc+9XQvOUIB99eIKjV5MmGSUfQfHt0lSxfVmn0NVn//ntzzG//DsEf7o9RoLrT7WoAfQXPnN2esr42YQ/e45yLHOD2th+aBfzDBszkH+WTIYDIbNGGlVdPPmTX7hF36Br371q3iexw/8wA/w0z/903iex7Vr1/hH/+gf8dJLL3HkyBF+9md/lm/5lm8Z5cPdM45PFPnE4zN89twicZqRZRqFRiKwLIFrW3z7EzMcv8NC1WEx/blXF/nsuUW6UcpcxaXkO4wVHF6+1iTNFOlA2Li2xHMkAuhGKSD46sUVPvTYLVdosxac0zMlnjk+zkzFo+TafNfTM/zh64ssdSMOVT0cS5Bkim6UMlN2qRYc/uTNGn/vE2f42Jlpc+V3C/byyrgZRL97DrKbZgpLw4PEQf5ZMhgMhs0YmRDSWvNTP/VTVKtV/uN//I+0Wi1+9md/FiklP/MzP8OP//iP88QTT/A7v/M7/NEf/RE/8RM/wWc/+1mOHDkyqoe8Z0gp+JGPnKDWjXhroU0Qp3kbm4CSZ/PkoSo//OETOyqIz85W+KvPSl690eLJuTLjRZfKIK2tEcRcWOoSJ3lKXdGVaCBKFUIITk8XiRLFf37xOv/Ds0dYCWL+4NVFGr1bLTg3mj3+20s3+J2vX+f4ZJHpssd02aXoWhwbLxDEGb04xpJyNXrbseS64uwgF2ijHkDfqyvjZhA9527ez4PsppnC0vAgcZB/lgwGg2EzRvav0cWLF3nppZf40pe+xPR0vivnp37qp/jn//yf823f9m1cu3aN3/qt36JYLHLmzBm+8pWv8Du/8zv85E/+5Kge8p5ydrbCX3//UT49ECtpppCWZK7q89fff3RXrVG9JMOSgqMTRaw1Rd97jo6x1I242Q7RGsJUY8u8bW6u6nNiqsR8o8/rC23eXGyz1MlnfT702AQV36EeRLxT6+btexriVDFWsHl9oc18s8/Hz0zjO9ZqUEJlsDcoVeqOxdmoBQg8PAPoQzZrt3MtyfHJAs+fmsSzLZTSD60Yutv3827dtOG/W/uJKSwNDxLGmTYYDA8aI/vtOTMzw7/7d//utmKi2+3y8ssv8/TTT1Ms3rpS/txzz/HSSy/d50e5f5yvdfiTN2uUfYdvfXwGKQVKadphyp+8WePkVHHHxfhmxVI9iLi4FKweo3X+n7LncHyiwHTF49Jyj16UYsl85uB6o0+WKV6+3uKZY4KLSwH9OGOq7BFnimY/AcTqvqC3ax0+fmb6tpadOxVnB0GAPGwD6EPWttu9sdDmxcsNltohv/vNeT5nLz7QQm877uX9vBs3rVQqsbS0tO/PyxSWhgcJ40wbDIYHDTmqO65Wq3zrt37r6t+VUvzGb/wGH/nIR1haWmJ2dnbd8VNTUywuLt7vh7kvrB2AfmKuzOHxAnNVn8PjBZ6YK1MPYv7wtZuo4WbVOzAslhZaIVpr6kHES9ea1DohVT8XSeNFh/GiQ9G1eGymxFInph+nlH0L37aIkox+nOHYknY/4fWFNvUgojxweRxLkipFnKnVfUELzZB2P1n3WIbF2dnZ8qbF2bBgPXejxXjR4fR0mfGiw7kbLT79pcucr3X25DXejo0D6BXfwZKCiu/w+OzuX/+DhpSCKM344ttLXGv0mCi5I3md7xd78X4O3bT3HBmj2Uu4vBzQ7CW89+jYSEXxsLCcLLm8U+vSCRNSpeiEyZZLjw2GUXJQf5YMBoNhMw5MP8Uv/uIv8vrrr/Pbv/3b/Pqv/zqu6677uuu6xHE8oke3t6wdgAZo95N17WW7HYBeexXu7ZtdljohvSil7Dt0w4SSb+PZkrmKR6OX8MZChyBKcSzJzXa+8+dmO6QTpdABW0oaQULZt6kUcocpyRS2lLiWRAjBk4cqLHUjzi91eWKusu1Vv2EbXCdM+N1v3mClG/HEXGVkCVgP+wD6w5o0thV79X4e1Fhns3vH8KBxUH+WDAaDYSMHQgj94i/+Ip/5zGf4V//qX/HEE0/geR7NZnPdMXEc4/v+aB7gHjMcgA4TyZsLHeq9mFTlQmOy6HJqukiUZrsagB4WS//H165xbr6JBrJ+wmTJ5ekjBS6v9Gj0Elxbstjq040ykkyRZBqtNZYAx5IopcmUIsgUqVZUCzZV36EbpsxW/dUgBt+xeGKuwunpMsuDOaTNirO1bXD1XsyFWpfZisdMxWeydEvs3k8B8rAPoD/sQm8je/l+7jS8ot/v8/3f//0A/MEf/AGFwv62ppnC0vCgYSLSDQbDg8DIhdDP//zP85u/+Zv84i/+It/7vd8LwNzcHOfPn1933PLy8m3tcg8qJdcmThXfuNogzTRl38axbJJMUeuErAQRxyeLux6APjtb4QOnJvj8GzdRgy2tvShluRvz2HSJpU7EQqvPShCDBssSWAK0EEgBGo2QAqnyFrc00yw0Q5KypujZnJnJ3YVh+9sHTkzwqW89zcKgyNxYnG2c23BtyeXlLs1ewkvXmjx7fHydGLpfAmQ4UxVE+f1sDHt40AfQH3aht5FRBAoopfjiF7+4+vH9wBSWBoPBYDDsLSOt9P7Nv/k3/NZv/Ra/9Eu/xPd93/etfv6ZZ57h137t1wjDcNUF+vrXv85zzz03qoe6pxyu+kSJotFLOD7ukyoIkwxLCMYLNteaIXOp4nB1dw7Y+VqHP3hlkShRjBcdSp5NkmmWOiHdKOV9R6t0wpiKZzNRdLne7KO0xrYklhSkmUYKUFJg58qIOFNkWvP4bIlqwaYTJuva32xbrivOlNJcq/c2bYPTGnzHxrMFQZRyYanLRHFi1bW4XwLk6HiB8aLDn7+zjBCQab3qxp2eKbISJA/0APqjljRmAgUMBoPBYDDcDSOrhC5cuMCv/Mqv8KlPfYrnnntuXQLThz70IQ4fPsw//If/kB/7sR/jC1/4Aq+88gr/7J/9s1E93D1loR3iOZKCY3FhuUeSKbTWq6EEY0UH15YstMMdXwEezoVEqeLkZJGlbkTZA8+WuCWXehDzxkKblW7M7JhPkmbEqSLTkCmFFLlDlCioeDbTZY9ekjFetHnuxASdMOPycrDtbMKd2uAqvs1k0aXWCSl5NvUgphOmVAvOfS1YLy53qXUi+kmGFIKxogNo5ps9rjV6PHN8/IEeQH/UhIFJqto9ByG+3mAwGAyGUTMyIfTHf/zHZFnGr/7qr/Krv/qr67721ltv8Su/8iv83M/9HH/jb/wNTp48yS//8i8/FMtUIW9dilNFlCo6YUq6Js3KlirfzZOqXbUuDedCjoz7zFRcunFKPYgHbXcS15Zca/RBQLef0erfCp5QgNKgUo0tBRXfxrIErhIcHSvyd77lNFKIbYumnbbBnZkt0YkSumFCpqGfpAjBfStYh4IxU5pPPDHDhaWAxmBGq+BYKGCu4nF6urxvj2G/eRSFgQkU2DkHIb7eYDAYDIaDwMiE0Kc+9Sk+9alPbfn1kydP8hu/8Rv38RHdPwqOxaXlLkudCK01vi0RIt/1k2SKpU6ELQUFx9rxOdfOhVhS8OzxcS7UAuq9mCBKEUJQ9m16cUa9F2NLge9I+rFiKMMUkChNo5ewEsR4tsXRcZ/jE8Vti+bNUsq2aoObLHk8e3yc12+0qXXykIWJonffCta1QQIV32Gy5NIJ09U5Icif/4MeJPAoCgMTKHBnHtb9WQaDwWAw3A0Px5DAA0aWKlaCBKU0RVeua12ypaQXK+pBTJbufAh741zIZMlj4tStIj9OFc1ezNevNFBKUfDy9rtMJcSpYnhPmrxVLm/TE9S6MReXu5ydrWzZTrNZStl2bXATRZeZis9zpyb4a+8/SsVz7lvBujFIQAhBtXBrjiZViloneiiCBB5FYWACBbbmUYtVNxgMBoPhThghNAK+ca1JphSOJUhUHlAgyEWI0hrHEqRK8Y1rTU7P7ezq7GZzIcMiX2vNO7UuYwUHS+bR1/0kw7Ykvi1IssGdD7Ck5MxMiXcfqbISJPkySq35/Gu1TdtpUqVvSykTQmzbBjdVdvmh54/f96vPexUk8KDMWBhhsH8Uiw/W6/qoxaobDAaDwXAnjBAaAWGaIRB4jqCfKKJM5UJEMGiJk0RpLi52yk7mQt59pMpXLqzgeIJ6N6Ed566U0mBLcG2JVvDBUxMcnyiSKE3Zs/j6lTpv3ewQp2rTdprvf8+hTcXFqNvgNmMvggTMjIWhVCoRBMGoH8aueNRi1Q0Gg8FguBNGCI2As7NlbEvQSxSSPNlt1RFSml6i8GzJ2dndDezfaS7EtST/3z+7yM1OhGNJqraTL0+NMwSQZJqCLan3YuabIWmmkFKw0o05OVXgW87ObNpO8/K1JqdnSrx2o32buBhVG9xWjs29BgmYGYuDz4Pi1t1vHrVYdYPBYDAY7oT5jTcCPnBsgqrvsNgOBwWaXtuZRqY0Vd/hA8cmdn3u09Nl/sozkkvLweDvJY4Nwg7SVDFedLnRCrGFwnJtpJSIRKGVQmlItabdS6kUHBzfptmL6cUpzV5Co5esW4A6bKe5sBTw1z9wlIVWuKm4uN9tcHdybO42SGC3MxamIL//GLduax61WHWDwWAwGO6EEUIj4GY34uRUkWYvJkwUek0HnAB8R3JyqsjNbrSjXv1hwf3GQpsXLzdY6oREmbqtCFxoh0yUXGYrHs1eQj/O0FoBGkXelgeCsmfh2RKtNWGiKDgSgbhtASrcaqeZqXgHIqVsp47N3QQJ7GbGIkqzR7Yg328BuNX576dbF4Yhf/Nv/k0Afud3fmd18fNB5lGMVTcYDAaDYTuMEBoBQZziWJLpisfNVp84Wx0RwrFguuLhWHJHvfrDK+DfvNbg7cUOqdIcHvN58lAV35HrisBUaeKBKxTEWS6EAM+2kEIQpxmWhFRDlGZ0w5Sia2FbAs+Rq8lvFd9ek0aX4VqSkmtzfLI40pSy/U7F2umMxRsLbb749tIj2T63347MVuf/nqfn+Pzr9y8RLcsyPvvZz65+/KDwKMaqGwwGg8GwFUYIjYCCY7HcjemGKVrfCmzT5LuEumHKcje+4x6h4RXwlW5MI4hxLMFkyaXVT3h1vsWzx8d5fLa8WgS+52iVa/UeSsOx8QJKa+JM0Y8VSmuavTy0IYhSfMditupzerrExaWAm+0+QgiWuhFvLnbyJaSZohdnnJkt04/zYnCUKWX77djsZMbCtSQvXm48khHF++3IbHf+t292COKUE5NFk4h2Bx7FWHWDwWAwGDZDjvoBPIoIoB5ENHoJ8YZVQbGCRi+hHkRsV5asdT8OVT2COKNScPAci4miQ7sf88r1Ju1+wqGqxzs3O/zZO8s4llxNiCu4NmMFl7mqx7B2PDlV4qNnpnjP0Sqnpoo4luT0bAnbkrT6CS9fa3Ct3iPNFEopqoVcS3/mK5c5X+vsy+u1U245Npvr+4JrEaUZbyy0+fSXLnPuRovxosPp6TLjRYdzN1p8+kubPw+lNFrns1sXlrootf6NG85YzFQ9ljrhjsTYw8Tw+3GlGzFX8YhSRRCllD2bx2fL1IM4j2FX+s4n2+b8Q4FZ8R0sKaj4Do/PllkJIq7Ve1tePBi+9yYRLWd4weKpQ1WOT26/MNlgMBgMhocV4wiNgFYvoR7EbFUSaqARxLR6CUxtfsxa9yNKFalSOJZNL0pZ6kYEUUqtE7HSjfJWOylohwnvOVrlnVqXehBT9m0cS5JkCrTGkhIEXF4KaPQTUqWwpWSikBedcabphBGWFFhSMl5weM9chVNTpQPhdOyXY7O2HWu5mxfcC62Q9xypcni8cGvGouhyaqrEGwttKn6+v2mjGHpYI4rnm32+ea1BI4i5vJILZduSTBRdzs6W79mRubPbV+DKSo9aJ+TI+O3nN4loBoPBYDAYNmKqghHw4tU6Sbb9lfE407x4tc57j49v+vW18ypap9hSstyNqLUj4lSRqTwAodYOWQlibEtyarLIuw6PUfJsLtQC6r2YIEqxpOTIRJFKmNDuJyx1IqaKLr5t0Y9T3rgZkmb5otfjk8XVfUNRpri03GOs4B6I1qOdpGIdnyyw1N6ZY3N8snhbO9aR8QLTZZdz822+ebXJcjdmuuxxeMwHDV98a4kLSwE3miFzFZ8zsyUmS97qfTysBfkbi23evtnBkXI1cTDJNEudkG6U8p6j1XtyZO40nzVT8Si4FgutkMNjBZOIZjAYDAaD4Y48XNXYA8JyN9rSDRqiB8dtxXr3w8azBJeW+mQalNYgBn2PQpBkCq3hWqPPfCPg+GSJJw4JGr0EtMa2JEmWsdKNmK14JFmeyhUm+dxPNli6agnBWMHJnSOgrDX1IObCUpdnj4/dl9ajjYlhh6s+CwOHpeTafM/T26diPX9qkt/95vy27XNDx2ar8IXjkyWOjhd4Zb7FY9MlvvOpWT53bpFGL+HIuE+rn7DQCrnZ7tOJEp49Ps5kyXtoC3KlNC9eqpNmmolinjgI4NkCt+RSD2LevtnhxETxrgXgndy+MMk4MVmkNHD1TCKawWAwGAyGO2GE0AgouduHIOzkuLXux9mZErHSZFqjFCDyOSQpBUKAHERiR6nihUsNFlohzX5KL07pxRl6cLtMaxwpiTNFybWYKrkIBIvtPskgGKEexMxUbkUFO7bkRqOHawmkELT7CUrpfSk4NyaGxakiShSeI3FtuRp48J1PzfLmQmfTVCzPtvicvbijpZLbtWNJKTkzU6YRxPz5Oys0esmqWHp8rkIQZ/TilHY/4Z1al3cdEiy2o4eyIJ9v9lnqRBwey0WgZ1urr5cQgpJns9AMef7k5DoBuJuY7Z24fR84McF3Pz3L51+rmUQ0g8FgMBgMd8QIoRHg2zsTQtsdt3YnyCvzLTphimtLwjh3fxAgBbi2hWsJlM4DEhq9hDDJ8B1JO0xIlUZrgWtLPFuy0MpdpZNTRYquTS9OEUJQ8W1WgmS1FSxMFPUgohOl9KL8qnvFd/i3X7zA10409nxfzsYWtTCx+PqVOs1+wkTR4QMnJvAdazWh7JMfO8lfdY7cVmQrpXe8VPLtWueOcdmXlhPaYcrJqVtpZZMll2ePj3O+1qXWCblW7zFWcHjm2PhDWZAHcUqUKZ48VOHV+dZt82fdMMG2BM+dnNh07monqX073YFzdrbC2ZnKvieilUoltL674AeDwWAwGAwHAyOERkCyw+SsOx033AnyG1+5ypsLbdAgZb4XyLMljiWxBgVgEKUIAUJAmCnqvWS1Pc+VGinlQBTlblKjl1BwLCyROz2pgoKTL1m93ugRpZokU0RJRqY0Bd+i4Fpcb/SJ05U7xiXvxg3Y2KIG8MZCg0xpTkwUaPQSLq/0eP7kxGpc+B+9XuPvfeLMbefczVLJnYQvSAGZVre12k2WXD54aoJGL+bySsAPf+gE3/b4zEPlBA0Zvk6+Y/Hs8fHb5s/GSy4TRZd3Ha4Ct4vaguOz1In4ysVl3r7Z4ce/4yxPHLr9+2anO3BGGeFuMBgMBoPhwcEIoRHgOxIJqG2OkYPj7sTZ2Qp/51tOcaPV4+JSwEIrpORaOPat2yaZIlWaTCviNJc/ayVWrCDppXg2aARFx6IbpkTFDM+x8G1Js58wXrARAlKVL1xN0vy8Zd/i5FSJgmNRD2JSpVjpRlumyO3WDdjYotbuJzR6MWXfQUpJ2bdXl71WC84dgxt2WlDvpB3rzGyZpXa0qVgSQuBYkpmyz5mZh29v0JC1r9Pjs2WeP+WuLtx1ZN4S+L5jucu2UdQ2ejFvLnSo92KSLOPiUsDP/97r/KMffBdPzFVvuy+zA8dgMBgMBsNeYYTQCPjA8UkcWxKlW0shx5Z84Pjkjs53bKLIM8cm6MWKTpjSjVLKQmBJyBR0wjzAIEy2dpg0EKYg0XRUigAW2vmCVssSeI6FRmBJQcHK/7/SjSl5kpOTpVVHpOzbNHoJxyYKm4qRu1m6uTExLM4UaaZw/Pw+HUsSRHnhDTuLqN5JQb0T9+hvfeA4n3/95o5a7R5WNnudip6FiGGhFTJVvuWyXav3VkVtoxfz0rUm/Tij7NtUfJvATrmw1OWXv3CBn/zOs1u2yY3a8QnDkL/9t/82AP/hP/wHfN+/wy0MBoPBYDAcNIwQGgHVosNE0eZmO98lJMlb1rTOXSIBTBQdqsXb27E2Y20h2k9Sriz3Vlvh8sQ3jRQ7u2JuDYIWNNANM+I04tR0kWeOFXnrZicPTOhGKJ2HMwiRzx0JAQU3nwvpRimWFPTidJ0YWesGnJ0p0Y0yGr0Y15KcnSlxfinY1EXa2KLmWnKQdKfx7DwVz5IS18pdsJ1GVO+koN6JeyQlO2q1e5jZqcs2FLUFx+fNhQ79OGOy5K4KyJJnE6fbO4p7xW7aMzeSZRm//du/DcCv//qv78vjMxgMBoPBsL8YITQCBDBZ8ohTTTdKSbI8nloAnpWnbOWJbTtnbSH6jUKdi8sBvTgjShS2hLJnc7nev+N5FOBIgWNLDlc8wkwjRd5e9/hsmXoQEyUZJdeiHaVIIQjilDjLOFT1kVJgS0mm9G1iZNjiVnAkL15p0ujF6xZvHh7zNnWRNraoVXybiaLLUifEKTp0w5TZqk/Ft/fFhbmTe7RTEfCwsxOXbShqlzoR9V4eqrDWRUsG3w/7vZdqt+2ZBoPBYDAYHj6MEBoBvSRjuuwRpwqlFKFUaKURUuBbkomSy1TZozfY47NTbhWiR+iECReXu/yXr88zVXZp9GKu1Pt33F+U6fybwhaSej/FtQRLnZjnT06RZvmi1rOzZWqdiIJt0UsyCo6knyhWghjfsZiteHTClPcdG18nRoI4ZbkbsTIQU2V//eLNdpgwVXJva2nbrPXq1HSRehBxtdFnvOBwaqpIN0r3zYW5k3tkZldy7vQ6DUXtVy4uk2QZFf/WP0Fa61VRO1PxuLLS25e9VHfTnmkwGAwGg+HhwwihEVBybVxb0oszwkyTZRoNiEwTounHGa4t72r55NpCVEqB71rMVQsUHQvHFqthCVshgENVn4liLp5sSzBV8vjImUl+7+UFjowXmKn4dKOMJFPIVNCLM4QQqztkbCmZKnu3iZGCY7HczdPE5qreqhPg2QKn6LDQigjjlGYvvm0X0UbXJUozjk8WmU0Vni1p9RPCRI3UhTkIsysHnaGofftmh4tLAYGdUvLsQcx2SsG1OTNTJkzUjtobd8tWS3IrvkN5sIx1v1vyDAaDwWAwHAyMEBoBh6s+jSBmJYgR6LwY07f+vxLENHsxh6u7H8BeO/fQ7id4lqQXp4wVXY6O+Vxa2bo9TpAn1Y0XHDzHYq7q56EDg3mjYWCBJcXqnpzFdp9WLyEZBBXMVlw+emZqUzGSl5UascGX6scp9SCm3ouxhODf/9klvn65eVub0mauy+Gqz8IgGOFRdWEeNM7OVvjx7zjLz//e61xY6hKneTvcbDVP15soOrxT6+5LyMR2S3KFEPvekmcwGAwGg+HgYITQCJhv9al1QpTSaK1xbIklJJnWJKkCATfbEfOtPienSjs+78a5B8+SLHdjlrsx7z8xzsfOTHOzM08v3jytzpaCasHBtSVRkpGqvBVO69zNWRtYMNyT0wkrRGlGsxcTJoq/9+1neP7k5KZiZNgSuCJYXbqZZpqFVp8wUfi2RcmzKXr2lm1Km7kupmB98HjiUIV/9IPv4pe/cIGVbsThsbwdLkwU79S6+xYysTGBcCM7SRw0GAwGg8HwcGCE0Ai4uNSl2UvwbIEQefpZrBRSCAquhdaaZi/m4lJ3x0JoqyWVwcBtCaIEIQTjBZc4DRkmd1uDiDhpCTxbUnQsbjRDgjgbDK4LbEvS7CW37dQRIhdOWueR2c+fmtxSBEHeEjhd9pguuyy2IupBRK0bEaeKiaKDZ0uUzgXZ8W1S5AwPB0/MVfnJ7zy7Kt6vrPT2PWRiJ0ty96Mlz2AwGAwGw8HD/LYfASvdmFTl0c+ZurXcdPh/2xJEqWalG9/xXEpprjV6/MZXr3C90eN9R8do9BJeutqg1olIlaafZCx1QgqORdm3OVr1aIUZUaawZS6AZis+Cs1iKyLJFK4tGS86+HYehPAHry7yV589ctcx0UP3q+o7XFrp8oETYyx2Ir5+uYEUECYZtU6EY0tenW9xoxlyaIsUOcPDw/0OmdjJktydtOQVi0W63e7qxwaDwWAwGB48jBAaAVMVN4+djrLVuGkhBFrny0JVonFti6mKu+15hq1wr1xv8up8E0dKrqz0WOlGhKnKFxMhUDoPYxgvukyXPeabfTKVW0L5ElKBawt8x6YfZ1R8B1sKHEvQ6CWcnCoSpYq3Fjt88mMn+fxrtV3FRK9t2VvuRlyr91hohRyfKJAqRRBlRKnCdywOj/nYlqDWCWmFMVMlb8/alO5lb8xe3H6/zvWgcz9DJnayJHcnLXlCCEqlnbetGgwGg8FgOHgYITQCHpsq4dqSMMlAaRKtyP0ggdb5TiHPljy2TVvc2la4VCnCRNHJUrpRli9pFeBaEo0mGeiIpU7EcjfClpKCa1OWgjBVBGHCmze7uJZkrurhO5JUaRq9hIJrcXa2jGNJzte6/OAzR/ifv/3Mjov4jS17R8YLTJddzs23eetml3o3RgiYKLpMljwKrgWAW5LcbIegoehY9/ya3+vemL3cO2N22IwWs/fJYDAYDAYDGCE0EoQQTBbd1WWqG5vjHEswUXRvS7UasjYCeKrk8rXLDeJMkWZq9UxKQ5Qq1p4izjQCqJYEri2BwYyQgCRRRIlCZRn1wKZacDg8VuDMTInJkkeq1K6HyLeKKj4+WeLoeIEXLtcJopSCnS/QlFJufKU2yZjbPfe6N2Yv985sda5X51u8dbPNR05PcWS8wGPTJY5PFB9Jl+h+uGX32pIXRRF/9+/+XQD+7b/9t3iet6ePz2AwGAwGw/5jhNAI6CcZQmgytXmJnymNEPlsz2YMI4APVT3eXOySZhm+LVmJ1h+vGXTHbfhcnIHr5IPh7TAhU7mDpDVIKXEsiWtJTk/nIghuDZEvdyL++PXaHd0MpTQvXqnzjasNJku3D6VLKTk8VuDSckDJc6h1YnxH4tl5m2AQpZR9m6mSu+XrsBPudW/MXu6d2epcSaZYaPW4uBTwp2/WKPk2E0WPjzw2yY985MQj5VDcT7fsXlry0jTlM5/5DAC//Mu/bISQwWAwGAwPIEYIjQDHEtxoRbeJlCFaw0IrwrE2L6yHEcBlZdPoxTi2JM629k0GwXCrxKkiSjI6YUqmwJLgWoJ+ookyhafypa4XlwMmS/mc0kIr5PCYz2dfXaDRS7Z1RobF7Deu1nntRpuxgsP1RsjZ2fLq+QCqg9SuTCuCOGUlyAWP71gcmyhweroEiHtK8LrXvTF7uXdm7bkA2v2EpW7EufkWK90IyIvz8YJLEKV8/o2b1LoR/8t3P/5IiKHNkg9rnZCvXFzm7VqHH/+OMzwxVx31wzQYDAaDwfCQYITQCHj9RpsoybZs+dLkKWqv32hzZub2AngYAdwOE9JM0Y8zBGBLSDZZESQH5xx+KVWKbgyp0ggBri3ROr+9b0t6cYYQsNQJWWiFdKOUyaILGhq9ZFtnRCn4zFcuD9r2PMYKDpYULHXy8zx7fHxVDHXChDjVtHXK0TEfDUSpJkxSklSx1In56Jmpe1qqea97Y/Zy78zwXGEieXOhk8eHdyK6UYoUgopnkek8NXCu6rESxLx9s8P/dW6R09/+cEeIb3TLGr2ENxaaNHoxaaa4uBTw80HMP/rLT/PEoYdfFBoMBoPBYNh/Ng5lGO4DC62QLbriVlE6P24zhhHA9SAmThWdKMGx5JYO0topJMjFUpwqBLnwkUKQZpqCa3FiskTFz9PjGr2EehDx3qNjfN97D9HsJ9s6I+/c7PDbX7+2WsweGvOZKnmre4L6ccqFpW4eCKFU7hYVHeYqLkGcJ+hVCzbjRYflIKYdJnz307P3JADW7o3ZjDvtjbnX2288V5wqvnG1Qa0TImWe6Jc7dppOnKE0WIMdTRXfJlOaV663mG/2d/ycH0TWumWNXsJL15osdUJ8x2Ki5DJedLhQ6/LLXzjP+Vpn1A/XYDAYDAbDQ4ARQiPAltwxAEAPjtsMKQVPHa7Q7MUsBxHdKKPVj4nSzc+qyGeAnDWCQun883GmCJMMKWGi6CClYKbsUnQtjo4X+H9922n+3ifOMFPxBs7I5gV/wbVo9uN1bWRCCM7Mlii4Fo1egmtLlrsRC60+r8y3SDLNcyfG+cDJSWYrPmGiaPby53FsosBMxaPg3JtpORSNC60QvaEXcbg35uxseUvX6V5vv5bDVZ8oUTR6CRPF3ClTGoQAWwgypVFKrwpax8q/AXpJumcR4geVoVtWcCzO17r045TJkos3EOolz6boSlaCaOA83muEhsFgMBgMhkcd0xo3AjxnZ/pzq+PO1zr8yZs1xgouR8YKXFnpkap8V9DwFhs75DR5y5UlIck0w5GidHCgFLASxNQ6Ub53SOczPF+71MiPV5os0wRRQrVw+36jfpwhhSTTep1Ymix5PHt8nAu1gOUgot1PqAcJj02X0BqOjBexpGDilEsnTIkzhWtJCq7FlZXgngXAve6N2e3tt0s8W2iHeI5kvODkwtCSqyEVKRpbCoQUJJnGk3mIAkDRse9pTmq3jGLH0dB5q3VCGr2Ysu+scx6TTGFbFofHCmbJrsFgMBgMhj3BCKERsNSJ7/q4tbMU7z8xzrN6jD84t8DllR5S5E6PJQWC3GlA58JH6dwREkKidYrK1rtS2SAgQZCLKNcSTJVd/s+Xb/BfvnGdYxNFVoKISysBHzo1yVT5VkrWWmek1g7pxSkV/1ZS3GTJY+KUy0IrpB5E/N1PnGau6vOv/+id1WOFEFQLt27TCZPbWs7utkC/170xO739nRLPgjjFtSXPnZzk0nJAI4iQQqwK2JJroTRkWqO1phOmWFLwvmNj9zQntRtGteNo6Lx95eIyaaZw/Fvvu9aabpgyW/WZqXh7IpANBoPBYDAYjBAaAWG8SaLBDo/bmGImhOCpw2PcbEcIBMNVPBNFh1Y/JUrz3UBSgG1Jgjgj0+Ba+azQsMNo6BBJAQXHouBKLi33KHl5cZ5kiifnyrx4pckX317ig6cmODxeWOeM/M3njvL512qcu9Gi7Nnrruhrral1Qh6bLjFX9Tk6lhe+Wx270Ap579FbAuBeC/R73Rtzp9vvZNfQ0PXwHckHT03QCVOWuiHn5tusdCOiVGENHKF2P3fmnjk+zve+59B9CUrYy31Ju2XovL1d63Ch1gXAcyyU1sRJRtGzOTNTIkx2PpO1nxSLRWq12urHBoPBYDAYHjyMEBoBnrOzonaz4zZLMZspe0xXPMI4I0oVUarQCJ48VFkdtrdknkQXD5asas1tgQ2SPNr72IRPu5/SiVIOjfkIAc1+wrsOV/nEE9O8cKnBm4tdwiTDd+x1zogUgvlmn5evN5koulR9h3Y/5uXrLeI0d53+18+/zdnZCk8drnC9EfAXl1YoujbjBYexgs3NTryu5WyvCvR72Ruz3e13umvoU996elX8PT5bplpwqBYcJoour1xvcnEpQClNux8zXvT46OlJfvjD92eP0F7uS7pbzs5W+MH3Healq03mm32kAEvmrYSPTZeYKLq8U+uuE8ijQgjBzMzMSB+DwWAwGAyGe8MIoRFwZLyI5PY5nrXIwXEbWZtiNmw/q/g2h6sFbnZCxouSfpzyrkMVJkou9W6cz/xkecuVIE8l2zj4bwuQEjxbAoIoU4Nhfo1vW3SjfH5nuuzz8bNT3GiF/NAHT3Bmpnybs+LbkqVOzDu1LmGcEcRZPgdUcGj1EzKlWe7GvHC5zlIn5HqjvyrQyp7Dtz0+tSpu7meBfretdzvdNbTQDjedN3IsyeGxIqemynz49CRHxgs8Nl3i+ETxvkVm7+W+pLvlfK3DF95a4sRkEUvmyYYF1yJT8NZih0aQcGKquO1Ml8FgMBgMBsNOMUJoBHzosUnGig7NXgKsn9UZlnfjRYcPPTZ5222HsxRrW8qG6WztMGahFeLZkgvLAfFihzDO7yNVedvbsMYdzg8N79O2BEpptBZEqSJJFY4tsYTIB9WlxB2kmBU9G1sKDo35q0WxUpovX1jmP71wlSBK+dCpcepBwp+9s4zWGt+WTJQcbMui1U9Y7uY7dKQUnBgvYFm5gGuFKS9fb3NlpcfZ2cp9K9DvpfVuN7uGnjpU3XTe6H3HdjavtF/s5b6ku2Hj7Nup6SIXagH1XozWGZ0wY64Kn/zYyQOxXDaKIn76p38agF/6pV/C87w73MJgMBgMBsNBwwihEXByssR3PDHD759bIN4k8tq1Bd/x5AwnJ0u3fW1jitmhqkeq8sF6hglkCuI0n6Uo+z79pE9vsKMG8mCEtVjkmihRINKMehDRHyx8TZUiTBSzVZ/KYIC9H2e4lqTdT3hzsc1yJ+KbVxv8wblFVoKYiYJDlCja/ZRUKcYLDonSNPspR8ZsJooO5260STJF1bbxHAvPsSh5NpMlxdVGn898+TKfeHzmvhTo99p6t5lLt5aNu4buNG80ytS2nT6HvWaj4B0GbAyTBONUkWbqnuPU94o0TfmVX/kVAP7Fv/gXRggZDAaDwfAAcjCqikcMKQV/+ZkjfOVS3hqm1Nqv5SlrP/C+I1sWv8MUs//01at89VKdVj9Ga0iUouI7vP/4OCXfxrUkUZoRxopOGNMIEhJ1uwOVAWmqVwMVhBbYMneCrtb7zFV9zszkbWlaa9652QUBv/kXV1kJYq7We2SZIsnUYPeLxUKrTz2IB7HdEiHz+aA4VURZXtRKIcgGKWm3nr9kquRyaTngG9caHB4r7GuBvhetd5u5dEM2C37In+fm80ajTm3bzXPYSzYTvGuTBFOluLxs0uIMBoPBYDDsHWah6ghQSvPmQocj4z6HKh6eLbEtgWdLDlU9joz7vLXYuePSyDBVzFRcPnRqko+cnqTq5WLgwnKAHBSRnm1hW5Ky5+DY8lZrHPmbP+yQE8BYwaHgWti2oFJwcCxJohS2BRXfohMmfPNqk4V2CMB40aXZj2kGMStBzHKQcKMVstyNcS1JqjTp4Gq+UppUKVKdf25V+4h8ZmktBdciyRQrQbynC003Yzetd1sxdOkmS/kwfydMSJWiEya8U+vecVfRkKEzde5Gi/Giw+npMuNFh3M3Wnz6S5c5X+vc1XPcCXv1HO6WtY7UZuy3I2UwGAwGg+HRwwihETDf7PPNaw1WujG9ROHaEt+RuLakFytWujHfuNrYsvgeuhiNXswzx8Y5MVWi4NoIKZipuPTjlAtLXbTWg3Y2zbVGn16c20GS9fNCtoCJos2hqs/HTk9yYrJI2bWp+g6+bXGjEfLi5TqNIAYBh8d83n98nGY/5upKD00uXoTIY7a7UUK9lyBFvsOo2Y9p9mJ6UcZyJyJT+X0rrSnYFq69/tuwH2c4Vu4M7XeBfsuJ2LzALrgWUZrd0YkYunTvOTJGs5dweTmg2Ut479GxHaXabXSmKr6DJQUV3+Hx2TL1IOYPX7t5R3F8L9zrc7gX9lvwGgwGw0FHKc21eo83F9tcq/f29d97g8GQYy6vjoBOmHC+1mWlG2FLge9aWEKQDXamrHSj1eM2YzMXw7UktsxdmLJvUw9iOmFKkimWOjGZ0mjAtSWWhDTTZJlGDARRquBqvcdSN6LoWkyWPBxLECWKG60+nmPzrU/M8GdvLzFRcgG4uBSQZJpqwUYgcC1FnCnKnqQfZ4SJQmlW3R8p9EAQpQy9qKmys86JUSp3gp6cq/CB4xNAXqB/8qOn+O2vX+PCUhelYbzg7Hgh6nbs5WzMvewqOgipbXDv+5bulo2zb8NEvbV7qkxanMFgeFgZVVu0wfCoY4TQCOiECfUgBqDg2mRKk2qFQFBwbTphQiOItxRCm81TVHybyaJLrRMyXnRIlSJKM95Y6BAlGc4wr1tr1MCRQYIcLBWyhCbKFEGUR2yrgkbaEinJnRkBL19rUu/FeI5FO0zohAmuLVEabAlFV5L083CFJNOrS1qHKA1RqomzjLJnU3ItloMEjVgteleCmKrv8MmPncIeOEXnax0+//pNljoRmdZYQjJT8fnup2fv+RfEXs/G3O2uorsJhdivUIV73bd0twwdqY2JensheA0Gg+GgMspl1gbDo44RQiMgiDPQuUPT7sd5gIHWCCFywTIIJQjibNPbb+Zi3IrQTlho9pFSstyJuNHsEaYZglutcFIIFHp1n5AQgjBVaKDkWqRKU+/FHHF8umHKbNVnsujy5fMrdKOEKysBAkGrn+BakjhVWI6FlJKim88kdcJbBbsjWRUYarDLqOrb/Ph3nuWzryxyeSWgHsQ4luTJuQqf/Ngpvutdc8DtvyCOThTpxSnXGj0+8+Ur9/wL4qA4Ebt1ph7Wq4ejcqQMBoNhFByEZdYGw6OMEUIjQAqBbUm6UUqq9JoYN00iwJaCsmfnbs0mbOdiWBLaYYoAvna5vhqrXfJy5ynONHGm8jkd8ruWQpMNkuuGwqjdz2d8xgoO02WXt2sd2lHCVNElShWuLVjqqoFDI+jFKRooezaOFKywJoDBkflS18FjDKOUVj/hUNXn0z/6Qb5xrcFKEDNVcvnA8YlVJ+h+/YI4CE7Ebpyph/3q4agcqd1QKBS4dOnS6scGg8FwNxyUtmiD4VHFCKERcHKqmO/oyXSuFjbU8Omgp+zk1Ob/6G3mYoRJxtevNGj2E46MF3lyrszrC22CKEVaAqXBdywSlaIGEdpDYTKcx9TASi/NgxQAz5acmipyYSl3bEquxROHKlxYCujFKWXPpt1PcFwbBCgFlrzlLnk2FAchCnLNk8wci16csdKNsW3Jhx6b2vR53s9fEKN2InbqTAHm6uEBQErJqVOnRv0wDAbDA86ol1kbDI86RgiNgGF5OhjPAW5FWA8/v/a4zVjrYpyvdXhtoU03TDk9XeLsbAVb5ruAJsserX5CpjRJpjY9p2eL/OsDV0gN9Fk9iPnyhZVVgVPybK6sBEyWHBxLoJSmG6UEccqZmRKnZ8pIITi/1GG5E+FI67b70jrfWWRLwVTF3fZ1ut+/IEbtROzEmbpW75mrhwaDwfCQMOpl1gbDo475yRoBl1d6+R4fwWqggBj2qQ0+Pzzu1HR5y/MMXYwXr9T5t1+8yGTJ4fBYASEEy92IVGmmyx5JpujHGVJIMqWxxC0XqOTm24TiLGOYp8DgoWQD20gMPtNPUt662cUSUC3YVD2Xdx2usNSJmK34ZEpj25KPnp6i1Uto9BJ6cYrn3ErFi5KMDM1c1ef0mue22eD/o/gL4k7OlLl6eDCI45if+7mfA+AXfuEXcN3tRb3BYDBsxqiXWRsMjzoPTwX5AKG0Jsk0tpVLj0SxKoIcCbYlSTKN2rBPZTOkHCxOdSRz1VwE6YHgSJUm05pDVZ/FdohnScJEIPP8bEAghaAXZ/l+oTUCaS2rLXQKpFAkSrASJDR7KbIJs1WPv/LMEZ4+UqXk2hyu+mQZfPbcInGWEa0+QYGUgrJj8+1PzHB8Incsthr8/56n5x7JXxDbOVOPojg8iCRJwr/8l/8SgH/8j/+xEUIGg+GuOCiBPQbDo4qplkZAybXQaKJEsVF3pAoypbA8Qcm9vbVs8/PZeJak1g7pJRk3mn2CKKXdT1juRpS9fDnqU4crvLnQATSL7YiCY5GpPOZailtu0JDhP7sayBS4NsRZ7ihJoOhZdKOMVi/la5fqvO/Y2GoB/z9+6ASXVwLO1zqkCuQgqtuzJU8eqvLDHz6BlOKOg//f+dTsffkFsV9R1HuNuXpoMBgMDxcHIbDHYHhUMUJoBJQ8G631qvAY5iXotX+0puTt7O3pJynL3Zg3F9tEqRrc1mGq7LLSjWn0YlLfoeo7FFyLy8sBUaJIMoXaMBc0fDx5mlz+92wQbBdnGq3BsfNZnyjVFF2bsm9xo9VfHdK/uNzl86/fREqB51gkYYolJMcminzszBTf+55DnJ2t7CgV7q3FDp/82Ek+/1qN87UOl5ZjpJCcnS3zN587uie/ILaLoj49fbCinPfj6uFBE4EH7fEYDAbDfjPqwB6D4VHFCKER0AlT4jT3gtYKoLV/jzO9bhfPVpyvdfjMl6+gdS5SMqXxHUmUpCRZhudIbOmAEPzFpTq9OI/s1uTu09p/Yte6U8O9Q0OhtHaeadg+V3QtpsseUZoxUXQ5X+vy5QvL/MG5RepBzInJIk/OVah1QhZaIVNlj+9Zc3Vrp6lwP/jMEb7n6Tla/Zh2mJBpTa0d8vnXaqDzZax3+4tjO0fqjcU2sxWPZi85ULt69vLq4UHbR3TQHo/BYDDcL0Yd2GMwPIoYITQCrtZ7aHS+PJVcWAxT46S45Qhdrff46Jmtz7PWUTk7W2a+1R/MF+UKJ0oVJc/mO5+aIUoy/uJivt3Ht/PZpFRpNhtD0oAt1z+uofgZSoxqweHEZJE4U6RKUvUdlrsRf/R67TaH58h4kcNjBd6pdfmj12ucnakgpdjx4P8bi22++NYS9SDm5FSJomvTi1O+emmFP3x9kZmKh2vLXRfN2zlScar44ttLFByLj5+d5oh3sHb13OvVQ6U0X7qwzG++cJUgSjk9XR75c3zY9yMZDAaDwWA4WBghNALiVCFFHlSg0dhDG0gMW9QESmvidOPUznrWOipRqrCE4NiET5rlIQmZ0iilcS2JQNPsJxRcC8eW+K5FpvLh+jTLiNfclWAQ671G/Ay/PKyzldL0k4xenDFecGj143xBbNbj2GRxR9HOOxn8dy3Ji5fqt4mVJFM0goilboxtCT7y2BT9JNtV0Tx8/Q5VvdylyxSuJSl7FheWAqQQq1HmlhQPza6e87UOn3t1kc+eW6QeRIwVHJJUc2a2xGTJG8lzNNvVDQaDwWB4eDmobe9GCI2AJ+bK+I5FmiksKVdb1QTgWvlOH8+2eGJu6+hsWB+lrHWKbUlSBZ6ThyworWn2YuJMsdTJ47RLrk2zn+BJiWPlS1MzZRNECUGs8ByB1uBZkjjTpEohEOiBJWRJQdW3SbLcsfJti0wp5pt9Sq6FlOC7NlGai4qKf2ugf2O083Dw/9X5JoeqmmQg2ip+/m250Ao5MVmk1g7Xtc9prblQCwgTxaGqTxDlgqxa2F3RHMQpy92IG80+zX5CkmZo8kCHTpQwWXTpJxlxdkslHpRdPXfbQjZ0Xa43ekRpxlzVRwiodUI6UcKzx8eZLHn3/Tma7eoGg8FgMDycHOS2dyOERsBzJyZ5fLbM6wttJHkowtAUSpKUFDg7V+a5E5Pbnme9o2IzUXRZ6oS4JRchBMlAaDlSUA9ibCnwHIkM850+9sDxsC1B0bWJs4SS61DxLJ46UuXtxQ6OJRFAs5+QKUWcavppvpg1SRS+baG1YLrsMV50ePlai5vtGuMFh6KXP6azs2UmS+5t0c5SCp46XOEPX1/klestXFvi2pKKZ1N0bU5MFXnu5AS/+9I8xTVx0J0wpd6LKfs2jiUJ4nRVrOymaF7qRFyr91A6F2lhqujFGWGSre5eqhYcXEuuu92od/XcbQvZWtfl6HiB+UYf15ZIIXBLknoQc2EpYKLo3vfn+KDtRyoUCpw7d271Y4PBYDAYDLdz0Nve5Z0PMew1ti35se84y0zFJ0OQpIoky0hSRYZgtuLzY99+Ftve/u0ZOioLrRCAs7NlCq5NPYgJk4xOP6HkWSy0QsYKNiXPpt6NsQT5nqFMk2SKJFWEmaLo2ri2wLUtPEsiRO4upUozU/H53ncf5jufmuXsTBnHkiDyAvXoRIHTMyWavQRbQpopMqXwbMlSJ+Sla01WuhELrZCzs+XVaOfztQ5/8maNasHh8JiPZ0viNE8/a4cJ3/nULO86XF0Ve0PyuSSFM5iHsqVcJ1YKrkWUZtsWzUppXr7WxLEkSilWuhG9OMOzJRXPQgDtfkovykXRWka5q2djC1nFd1bb9h6fLVMPYv7wtZuoTRZCrXVdPNta3VcFuYAs+/n3TidM7/tzXCvqN+Og7UeSUvLud7+bd7/73Uhp/hk1GAwGg2Ej91Kz3C8ORlXxCPJd75oD4NNfusSFpS5JqnFswdmZCj/68VOrX9+OzaKU33M0d3IWWiG2JXAtyXIQ0ewNCtwky+deNHRIsSRoBALBdNnl/SfGmav6zDf79GNFmsWMF11OT5eYLLlMlT3GCg6NXkzJs3n+5ASHx3y+fqVJmGQcmyxyo9mnFaZUi4rxosNSJ+aFy3WePzmxGu289ofj/cfHAVbndBwpWGxHvLXY4ROPz9y2N8e1JLbMRVMQZcxW/dV2OthZ0Tzf7HNxKeDdRyp8+WKdXpxR8qx8bktIpBSkmcaScHE5YHLgso16V8+9tJCtdV2k4DYH0bEkQZQSpRmNXnJfn6PZj2QwGAwGw8PFg9D2boTQCPmud83xrWem+cM3F1lsRRwa8/hLTx3C3eEiVbg9SjlKM05MFnn+1CRHxn2++NYS1xt9pBAcmygw3+jRHSQjSCDNAKGxRB67/dfef5TvemqO//5Ojev1PgutPnGa0eonXKn3ePpIFaU0Uap4bLrEkfHCulY1z7Y4POaz0AwHQQwK2xLYUvDBU5OkSg/a0fRtPxzVwq3AhHzZapeFdrjp3pySa3G92Wem7HFmprxufmgnRfNQFEyXPIquhSBvJUyzDCEE4wWHIM7QwM12SKMX41hy5Ju+76WFbGM4xdnZMt0opR7k753SGqXzf7iOTRTv63N80Larx3HMP/2n/xSAn/3Zn8V13RE/IoPBYDAYDhYPQtu7EUIjZJje9ep8iyBJKTk2l5d6fN97D+2qX3KzKOXDVZ//9xcvcL3ZX01CyzT4jk2UxqRqTRKcBs+VdMKE/99XrrDQ7PM735jnRqtPEGW0+gpLxtxs9bm60uPQuEfRsTgyEDG3WtXybydLSsaKDmdmyhQ9G6UUb93s8nuvLPCHry+iFPhOLioOj20+B7X2h+OpQ9V1Yi9MQnzXYrzg4DsSS0AjyHcMNXoxx8bvXMQPRUE7TG5L27MGoqoVJowVHJY6EZdXAmbK/sg3fe8kaW+tG7Y2paXoWJyeLvHaQpuyZzNZcnn2+Djna10aQUSznzBVcvnQqamRDDA+SNvVkyThn/yTfwLAP/gH/8AIIYPBYDAYNrDbmmUUGCE0Is7XOvyvf/QOb9/skK3pjby0EvDmzQ7/y3c/vqvCb+MitqsrAS9crtPuJ2RK0+zHpJmmF2dsbMW0ZL5cNUwUr1xr8tLVJgCOlYcrZAqSVJFqcuHQho+dmaafKLTWq61qSabIMs18K3egLi51UUCnnyIEPDZVpBEkLHUjWv2EfpzRjVKeOznJZGl9Ibnxh2Mo9r58YZk/er1GpjSyAjdaIb//6sIg9EEyXnA5M7192h7casV64fIKthTr0va01oOhvgJPzJa50Qr5nqfnmKl4nJ4ucWxiZ/btfkRF7qaFbLOUlvFi3p87dF2qBZunDpW5uCw4PVvmRz50go+dmR6Z82K2qxsMBoPB8HDwILS9GyE0ApTS/KevXuXla03swe6gDI2FQAl4+VqT3/yLq/zcX376rgrA87UOv/GVq7x6vUk7zO1Gz5a5qBm0Pw2RgC0laaZI0ltLVC0JjsqDAxzLIVWaMFG4dr7/yLYFE67LO7UucxUP35HMN/r0kwwpBEfGfcqexfVGn06UUPYcLiwFQL4bZqLocP5ml6v1HlII3n9iYlUMbfXDcXG5yx+cW8xTzyYKhIniZjtEAyXX4n3HxpkquSy0Qz79pcvbJpFIKfiep+d4a7HN5eWAbpQxV/XItKYbphRci9PTRS4sB6Dhy+eXiTK1q5jq/YiK3GkL2cXl7qYpLQutEEsKDld9mr1k1XX58GNTB8Z1MdvVDQaDwWB48HkQ2t6NEBoB1xo9vnqpTjdKCaKUJLu1R8ixBCXP5isX61xr9Dg5VdrVuYcxhW8ttAmSW+5PmCqiVN3mBgGr4ihbu0BVgRKaIFaUvXyQ/lYkN9S7MT/68cf4wps1vnpxheVOHsigNEwUHGwp6A0cn5JrkShFPYg5M1NaTdk6NO6z0Oyz2A55faHFhx+bJEzUpj8cSmk+9+oi1xs9jo4XUErnjpMeOE29hOVuzKmpEhXfueMuofO1Dp9//Sa9JAMhaPQimv2YiaLD0YkiR8Z8rtT7LLZCDlV9JkouRdfeUeTjfkdF3qmF7PR0mV/90wvbLiedKnt88uOn6CeZcV02cFCXvhkMBoPB8KBx0NvejRAaAZeWA+YbPTpRuk6YaMiXmPYTlNJcWg52JYSGSWxXV3q5KBkom2ENt5kIUoP7XIscfF4KjdKaMM6wfYElBKHS2FKiNPSTfOfOTMXj6LjPK9dbxElGL824shJQLTh4tmSq7FFrR/mepEzjDdKGK75Dr5gX4rV2xBsLbSaK3qY/HF+6sMxnzy0SpRnzjT5a5zM802UPKeW66OdhHPdWSSRrhcqJySJPzlU4X+vw5mKHTINrSbTO35BDVZ/3nxjfVExsJrQ2RkXu9Ha7ZbsWsmv13h1TWi4sdZFC8NSh6l0/hoeRg7z07WHCiE2DwWB4dDjIbe9GCI2AJMvohOlqWMHabwNNLlg6YUqSZbs673yzz/lah5UgotaNQYAeOD3Dha0bGd732q8N7zVVYFuaRLE6x5QpTcV3GPNtXrxUp9FLOD5RzAMf4gxbioGQ0BQcSdmz19xDvsj11uuQ7y56/tQE1xt9fuiDx3nPkbHbfjjO1zr85gtXqQcRc1Uf186DHfpxxko3wrXytr8gurVYdaskkq2EylOHx3hirsIr8y1OT5f5vvfM8VsvXGNiEC297jXbJvLxfkZFbtVC9iCktBxEDvrSt4cFIzYNBoPh0eOgtr2bTYAj4Fq9z9oVnXrNnyFqcNxuCOKU680e883cMbGlxLcFlthcBK29740IIFMQp5pM5YtXu1GePDZecpgbK7DUiSg4kpevtwbLVCWuLfGdfNnqcjdGSkGY3BJ01pqY626YMllysaVgoujyniNjHJ8sbuqwBFHKWMFBCJBC4NtWvoA1y4MN4jTDWrNYdaskku2EipSSMzPlPMghUUQDobYZWy1tvSVCdne7veRBW056EHgQlr49DAzF5rkbLcaLDqeny4wXHc7daPHpL13mfK0z6odoMBgMhkcII4RGwEoQ7elxQwqOxUo3IUk1JVfiWgIQSJELm50YkIL8m8K1BWIQ5JBkml6cUnAsjk8VOTFR4uRUkaVuyMXlgF6cMltxKXs2SaaRQlB0LBKlUSoPMkhVPodkSYjSjHoQrwYSLLYjzs6WN00NGQqX09Nlpkoe3TDNk+psmYsNrenHKc1ewmTJpeLbq2ELm51zp0IFuCsxcRBEyDClZaEVovX6wn271+ZRZjdOHoDv+7zwwgu88MIL+L4/iof8wGHEpsFgMBgOGkYIjYCdFsG7LZYFA8dFaDQC37UQIm+Ns8R6ISQFDIybdbf3HYk1EFBrxdNYweHZ4+M8c2wcz5Z88a0l3r7Z5XytSxBlRKlisuTiWJJ+kpEojS0F/SSl5DscHS9Sdi3mmyGdMGW64vH4bJmVINk2NWQoXEqezZnZEgXXyh2gTA2ioKEbpwjg1FSRbpTyTq275Tl3KlQemy7dlZg4CCJkmNIyWcpT/TphQqoUnTDZ9rV5lNmtk2dZFh/84Af54Ac/iGXtfAHyo8xuxabBYDAYDPuN6Y0ZAUfGd3YFeafHDeklGYfGPVr9mG6UUvYsfMciThWZvtUClwumvGD2JYSpxrHAlhaZyncDFV2LzJarQujxuQrf8+45Xr7WpNFLODLuc6Pp806tSzeMSbKMI+MFDlV96oPlnK4lSDPNe46M8cMfOsHNTsgfv3Ezj3AWucy6U2rIWuEyWfJ49vg4F2oB9V5MphQlz8ayJEcnirT6CWGitj3nTjPtj08U7yry8aBERR70lJaDxoOw9O1Bx8yuGQwGg+GgYX6rjwDLkkixeYrbECny43ZDybWZKfv4xy1eud4iGDglcKs1zpJQ8W3STIMQaK3xhebwmM9yJyJKNY4lkVJQcmzKvgUapJD83isLlFybJ+bKNHoJqc7nh9JME6aKJFMcGSvgORZHPZtjE0VsS/D/+PgpTkyVeOJQhY+fmWa+me8W6oYpZc/Gsy2U0puKg43CZbLkMXHKpROmeYJcs8/zJyf5q88e2VEU9G6Eyt2KiYMiQvY6peVhTvra7dK3OI751//6XwPw9//+38d13U3Pa7iFEZsGg8FgOGiY3zgjQJBHNCeZIttEDFmCfG/PLs+7tpj77nfN8sZih3o3Is4i4lThWFD2HWZKLvVeTJIqwkzjWpIoUaRKUfEdZioeJdfCsQSNXsJs1We24vIXlxp89PQUjV7CS9eaxEnGWMGhEyZkStONcmFydrbMu49UWQkS3nt0jGMTt1JCpBREacYX3ljaUWrUVsJFCGj0Eo5NFPn+9x7aVcz4boTK3YqJgxIVuVcpLQ970tdunbwkSfiZn/kZAH7sx37MCKEdcL82jD/Mgt1gMBgMe4sRQiPgsckyJc8miBIKUhCmCp0bNPi2JFWasmfz2GR5V+ddW8zVg5j3HR3jRqtPo5+QqXyZapwqloMYgUALgWsLbClIlUZKyWzVY6zgkGSKRi+h4NqcmSmTZBlJphACzte69OOUomvTjdL8gQsQOt87FCWK5W7CVNnlu981t64o6ccZn/nK7iKK98Nh2YlQ2VhQPTFb2VVBdVCjIneDUpovXVjmN1+4ShClnJ4uc8R7OGOlD4qT97ByP9pGH3bBbjAYDIa9xQihEVAtOjwxV+bV+RZRonLnZxBmEKUa35E8PlemWry9feROnJ2t8MmPnuL/82cX+e/vLLEyWDJqCYFtAWjCNEOpPGXuycMVLCn46Okpfu/lGwRJRj/OEMB40eHMTImJosNCK8WWglo7ZLHVRwpYbIekSlPxLPpJRpzmkdtX6j3efWyM73xqls+/fqso8SzJUjciShWPz5bROm8B3Mmy0Xt1WLa6SryVUDEFVf4afO7VRT57bpF6EOUCOdWcmS0xWfL2dEHsQeGgOHkPK/spNs0eKIPBYDDsFiOERsDR8QLvOlzljYUOfZ2tmxWSQmNJybsOV++qReR8rcNvvXCVr11aoROlZEpjCYFnC1IFUZJvV9VKkyrN6zfaHBnzczfKtVhohyidC4dOlNKJUhbbIVGSYVmSczfaBFG+DFYAZc/GsXIXq+JbTBZdat2IOMn44zdu0uglq0XJOzfbvHytiRBwsx1SdG0mi+5qYX2nZaN367DsVtTcqaD65MdOUnDsh7pQHr4G1xs9ojRjrpp/j9Q6IZ0o4dnj4zt6zx5EHgYn7yCzH2Jzq0XJO7nIYjAYDIZHFyOERkQziEkyhWfLfB5IgNaQZHnoQKsX7/qc52sd/v2fX+LFKw00giPjPtfrITEZvSQXRJnSCAGuLQdzPSlX6n1+5U8vIoSmH+c7dEquhdbQ7CXUgxit4dhkAUtAMBBYEuhGKY6VL1GdrXhIKRjzbV6/0eHIhM8zx8YRQlAPIi4uByitscgfh2/LdYV1teDseWrUbq8S36mg+ubVJj//e28wXXKJMvVQOkVrX4Oj4wXmG31cWyKFwC1J6kHMhaWAiaJrkr4Md8Vei83dRHMbkWswGAyGIWaP0Ai41ujx5s0uYwWHyZKLbeVFpm1JJksuYwWHNxa7XGv0dnzOYfF6vdEnzRQFVxKnGtDYlkRrSJVeXQykNWRKk+l8wWmaZWil8R0LW0rCVKNULsrQ+U6gMd/ho6enqBYclNJoclcJYK7q4zsW3TClUnAI4pSJoosYJNNdqAXEqcJ3LFzHIkwUAJMll36ccWEpoBele5oadTcLHLcrqBq9hFon5EKti2NJTk+XGS86nLvR4tNfusz5WmdPHveoWfsaeLaFbUmSQaqHEIKyb1MftFyapC/DQWC3e6AMBoPBYAAjhEbCpeWAZj9mpuJxZLzA8YkCRyfy/x8ZLzBdyXcBXVoOdnzO+Wafb15rsNyJqHUiFlshN9sR/UEanGuJfI+QZiB+biXWZRqSTNNLFLYUTJYcfFvi2hYTRYdMwWTRpdFLcG2Lj5yeouhauLZFxbOxZe7w1IOYgmsxVfJAQHUQkdsJU+q9mPGiQ8GxSJUmU4pM69XCeqWbO0Z7uWz0bhY4blVQaa05X+uSZpqiK3FseUdR9aCy9jWo+DYTRZdumKwuiHUsSaYUUZrdlwWxBsOd2OmiZCPYDQaDwbAWI4RGhNCg2apo3n0x/cZCm7cXO3SjBMeSeLaFa+duTJLl97U2lGEjSud/wiQjTDLiTNHqJyx3I/pJRr0X0erF1HsxxycKnJkt49oSjSZKFf04Y7bq88yxMVKlKLkWrX5Mu5/kjpNSuLbFZMlbbdHLsjxlTmlo9RPKnr2ny0bv5irxVgVVJ0xp9GI8R2JbFu6aHU9biaoHlbWvgRCCs7NlCm7uAkVpRpTmc23zzf59WxB70PB9ny984Qt84QtfwPd3t/jYsPcMo7kXWuGqYB8yjOY2gt1gMBgMGzGXx0bA6ekSY0WH5U6MQBPECqU1UghKrkQDE0WX09M7242jlObFyw1SpZkpuygdE8QZBUdS8mySfjIQQ3lL3NqSVbBediWZptG7JQLUwEFq9FIsmfKNKw2W2hEnJoukmabZiym78OyJccYLDueXAtr9BKU0X71UZ7zgYFuSfpThWikl11r9o7Sm0cvnjyZLHv/jh07s6ZzN3Sxw3GrXSZwp0kyhtWZurEDFX/+j8zDNyty+xNbl2ePjnK91aQQRzX7CVMnlQ6emHqrZqN1gWRbf/u3fPuqHYRhwP6K5DQaDwfDwYYTQCDg2UeTJQxU+d26RJM138wwVSTcEx5Z85PT0ukWk2zHf7LPUCTk85tPqJ0wUXeIsb4tzrDwxrp/ckjuaW2Joo/e0ccHr8O/D2ySZ4uYg4OCx6SJv3VQ4UhAlimthn3Y/oeo7nJ4u8o2rTW40+qRak2aKlV5E0bWZKnl8+LFJHEsSpfkS1g+dmuTjZ6Z3/Vpux90scNyqoIrTjF6cUS3YnJkp3dZq9zC13mz2GlQLNk8dKnNxWXB6tsyPfOgEHzszbQpLw4HB7IEyGAwGw2558Ku2BxShQZH/0WrN5wWDaOqdt8cFcUqUKZ48VOXV+Rb9OGWy5NDuJ3SjjEzlIsYSgxY4bhdCd7o3Qd4C1o8zZioe7X7CW4tdnj85wQ+87zCTJZff/eYNbCmYLnucu9GiHsSEg7AFDWSZJkzyxayZ1rgiDyA4NlHke99zaM+L6ru9SrxZQeVakjOz+YLbiaK77vitRNWDzFZF5YcfmzJFJZAkCb/2a78GwKc+9SkcZ/c7vwx7j9kDZTAYDIbdYITQCLjW6PHy9RaWECDzdjU1WC4qBFhC8NK1FtcaPU5O3bk9btgC5jtytYVpsd2nH2copfFsC8+BNFNkSpEOhJfkltOz0QnaDAGkStHsxQghSJXm+ccm+diZaeabfZa7EUXX4qVrTW60+kghmC65JFm+xFVrOD7u044yvnGlwdOHq/t+tfZurxJvVlD144zPfOXyI9N6Y4rKrYnjmJ/4iZ8A4Ed/9EeNEDpAmD1QBoPBYNgpRgiNgAtLXWqdECHAsS2STCMHCWrOIN1tqRNyYam7IyG0tgXs8dkyZ2ZK1IOY8mD3TZSkFF2by/UeAknJk6RZHpWttKYfp/SS9UpIkjtHQzR53HbZs7GkJFWKIEr4/VdusNAMefxQmX6S0ggSOmEKOl/QKqXAk/nzakcpnmvzsWPjNHr/f/b+PEiy7DrvBH/3vs332CMjcq1cakUVCksBBaAAiSAgkhLBaYkSOU22bEhozGQjUuyRTNJ0tyRa9xjHRmZqsx5JI0pNWXdTNJNIiS02e9gUSGIRCJLYCqhi7VlVuVRukbH77v7We+/8cd09IyIjMiMzIzMys97PDIaojAiP5+7h4ee753zfSfip54/y3LHJu15Y325Bv11B9X4bvcmLypycnJycnJyHlVwI7QPr3YRE2QE1ge0EDWfVMmXHyDIM693dLVXdOAL27nKH1U5MpjSTZY9erCgXPI5NlWlFKa0wQxsbgZwqjetIHEciB0lgcH2YAlghlBloRSlRpnGkwJGCMNW8eGGdd5bbtMOM1U6MI+3OItcMwhkG436elHSjzHZSUoda0burIkhrs+fdjLvZJbkb15uTk7OZ/HWWk5OTkzMkF0L7wGTZGyw01ciBb8eOqJnRfw/3+eyW4QjYb37vCm9ebeNIiDPJbK3AyZkyrpSUAw/fkbSijKLn0IszkkyjtGHj+hvDDbxDBoqeoBMpDPDGQota4OIMOlnr3QRXQphqkkzjOZKiJ0m1oRw4CGGjqO92sMDZlc6ocxNlioLrcHKmsicpZ3ejS3I3rzcnJ8eSv85ycnJycjaSC6F9oDJYQpoogzKbuy5Dr04gBZXg1p6eU7NV/uKHD/LuSocD1QClDb4rcaWkEjhMlnyW2yFjBZenD49T9h0urPV4faF1XYz2jghohQohoOhJYqVZ6ydorcmU7f4EnsQfdJySwd6ZSuBSDTzARmY/f3xqT4MFNp7yrnZifu/1JRr9hPmxAiW/SD/JeONqi6utkC++8Mh9VfScXenwq9+8QL33YFxvTs6DSP46y8nJycnZSi6E9oGK7+HcZBTDkZKKf+sG7GrBw5WCsytdunFGlCqEEEyUPCbKHpkxhInCk4KxoseF9R5xpvAdQaIN5gZqSABag+tCxXcJU4VSGiHsmFyqDK4UKGXwHHv/NHb0z5WCMM0IPIdD48U9DRbYeMobphkX10Mypfn48YnR/qDqwC91ZqXLl99c5sR05b4Yh9Ha8AdvLFPvJTw6WxnFct+v15uT8yCSv85ycnJycrYjF0L7QDdJMcbGWQObxtKG/2aMoZukt3zbYaJY7cRcafTxHEmUKpJMs9AIkQJ816HoO7x5tYXvSJr9lKLnoo3BNYZ+oq/rDA2jt13HhiSUPIdunJENZ/owZApcCb4jAfu101WfMFGEiaIVpggpeP7EFD97k5PXW5nh33rKW1Eu7y53UUrz6pUWHzoimCwH9n4IwfxYgbMrXRaa4Q3H2+6Vj2ChGXJu1abQbd1NdCvXm5OTszP56ywnJycnZztyIbQP9BKFFOA5giQzm4SHMeC7Ains190KWhu+/OYSymiiVNMKUzB23G60RFVoPn5wnMzAaie2/iRjiFI96NxsjtK2wQpWQGEg01ZsZdqMQh60HnR+sN2fyUpAN85whCTwIFEGxxhmKgFppvnKmytIIbYVQ7cyw7/dKe9aN0YA09WAZj/l3GqPiZI/Kn6KvsNyO6KXZDs+jvfSR9BLMqJMUfK3HxPczfXm3HuCIOB3f/d3Rx9DbsK/n8lfZzk5OTk525ELoX1ACoEQ1iM0FChDj47BCofAFUhxa0XUN8+t8aXXF7nSDIlSu7dnqGkcYUVWpjSLrYQPH61x+mrbJsdJOdphJBAIY0aje1obip5LnNkUuqSrR50gY8AMv2/w37HSVAIHR8KxqRKX6yHKM0yUPD5ydALXETvO5N/qDP92p7y+IwedK6gUXOq9hE6UUSvaEbkwUTcMarjXPoLhDqh+ko3G+DZys+vN2R9c1+VHf/RHR/+dm/Dvb/LXWU5OTk7Odsj9voD3I0cni6Raj/w4BttRGYoWbezi0qOTuw8TOLvS4TdevMRKNybJFI6AwBMgQErwXUnJlwjgaqvPW1c7OJJB58mKm0QZjDEjAaa0wXUEviuZKPscHC/iOxJt7PWqwbVqc20pa6oMy+0YpaHZT9HGirrxkk82uM+nBnuOvvzmMlmmuVzv89Zii9/83mXWu7a7Uy1YH1W14PHobGX09XrDHOG1U95rxUu14DJR8ulGqfUraT2IKredr8VWxKnZCvO1Apfrfd5eanO53kdrc12HaTfXcKcMd0AttiLMFoPWxuvdy2CJnL1lKJ7fuNpivORxYrrCeMnjjastfvWbFzi70tnvS3zfk7/OcnJycnK2Iz/+2gdWOrHtqGAFhOTax6PYamO/7sTMzU+ThwV8L84IXEFLg+dajSsGb/pKG4QUCGFPPy81+hhjo6A9DErbzk5mBj8cKPmSY1NlHj1Q5cc+eJDffe0qbyy0RxHfDK55uHhVYO9AJ7K7ipTSKGOT8Uw/4cX36riOZKLkMz8W8PKlBv/4D95hrRtT78ecW+kxWw2YqfojXw/sPMO/3SmvEIJTsxW6ccZqJ8F1BI4QdKKUxVbEZNnn8bkqv/JH50fhClrD/FiRZ4+McXalc099BBt3QJ1Zsd2tou8QJmp0vXsZLJGzN6Rpyr/9t/8WrQ3dw5/ITfj3OfnrLCcnJydnO3IhtA+s9+yiVMnmTtDw/+WWr7sZwxGxE9MVVtoxS62YwZAbcqCylDYofU0UNfspriMouJLJcsB6LyFMrCgw2E7RyZkKP/L0PD/0gQOcmK7w3fPr1IouJd+hE2Y0+qn9WqyIcqXdJeQ6AqUN9V5CueBS8BzGij6eY5PlVjsRqx07jx+liscOVPFdyYW1Ps1+wiuXm3zoyPgmMbTdDP/wlPeNqy0qgTsqQifLPs8eHuPFC3U8QDGSWwAArwNJREFUaX1DBc/hmUNjPD5X5T+9vUK9l1D0JI1eymo35pUrTb58egnfkXzq5DTVwvWP893yEQx3QA1Hq5bbEYFrr/eHPpCPVt2PJEnCF7/4RQD+5r/+FvOTtV2L59xLtD/kr7OcnJycnK3kQmgfMMaQaTPqpGxFA5k2141w7MRwROxgUOTxuSrn13okmcF3rB8p1dcCGTxH2DE2bciUIZPWSzNTDehEGXGW0YsVqdL85Y8e4r/4+CO4ruRyvc9qJ2K2WqAVpsxUAxKlB9dp75MyhtlqwMePT9GLM759fh3PkczVrnVYAlfglTzOrPRQWnNyuky1YBfMFjyHgivpxtl1IQfbzfDf6JR3vZfw3LEJ/sIz80xXA8q+y3ytwK/80XnqvYSpss+rV1qEg27SRMljsRWx3o156WKdjx+fYrLsb3qc76aP4NRslRM/UMkL5AeQreOZG9kqnnMv0d1ht+Iyf53l5OTk5GwkF0L7wJHx0qg7A9cWqsK1rpDShiPjNx6/Gr75L7UilDb04oyjkyWOT5V4b71nRcqG23SlPaUuepJ+bAszRwoa/ZTimIPnSDqRoRcrEPCNd9foRpoffvoA59d6vLXUIclsGt16N0YZQzVwQQjiVGMwfPjYBMemyqwP0tu2s9MkypAoWwReGyWy3p7VTkQ5cDaFHAxn+J85NHbdDP+tnPJervc5t9plrhbw9lKXMMmYLF8TWzOVgCi1IursSoePPTI5+txO17CXp/tSijy69wFktyb8fKHn3eFWxWX+OsvJycnJGZILoX1g6M+5EcbYr3v26MS2n9+6RPRyPeS91R4fPz7Bx45PooxhpROTZdr6g7CCy5eCasFFCoEZCKVenNHsJ6z3UqJU4TmC8ZLHdDngjastTi+16ccZ3ShjvORRCUosdSIavYRWmFIOXCoFh4LnMFuxM2XdOKPoO1QHoqZScPEcSao09V6CIwTlwLXdKmPoRBlTFd8KoDBDYwhThRDcdIZ/t6e8w85ZRbs0+gmVgrdpnMlzJeXABQznVrtUCy4HagVcKVhqx9ddQ366nwNwfLrMmUa0aTwTNovnjd3I3Eu0d+TiMicnJyfnTsiF0D5Q7yXWU7NhB88QiU15M8Z+3XZsffM/6Bcpeg7fu9DgG++u8bFHJnju2CSvXWlyqd7HkYLJksfB8QKHJspMl33eWe6w0AzJlKYdpiy3Y7QxjBddHEdycLzE3FiBA8bwB28uY4CjE0XWegmTZZ/jkyVcIWiFKYErKXkOB8aKVAsuxhga/YSZSsBjc1WWWzH1fkIvznCkZKYaAAbflfRjxfnVBo1+QjYIV4gzhTaw3I6YKPm7muHfzSnvMFyhHaVkSuMVNv/6p0rjSEHgOjR6IX96qYnvSsaKPp88MclPPX90dA13WoDlPpH9Z6+eg88/Ncv6K6s3NOEvtqN8oeces90eMcjFZU5OTk7O7smF0D5Q8l1cx4YZKKPtjh+upa7JQcLBdr6Dnd78j0yWKfkuL16o8+qVFkrbzosdwTOEqUZrmCh5jJV8Ts1W6caKdpgwVvRACEq+gzZQ8h1OzpQRQtCJMpSxXZta0WO9n7DcjmzHqBIQZ5pWmFEOXB6ZKtGNMxZb0aa42o8eG6cbKxKl8R1J2Xf48lvLxJnm3eU2caapFDy8gkuaaRZjxWTF5//8sSN84ODYnomE4TW9eGEdV9rghsC9NvpW7ybESqO19To9e2TcCtJ+Qphek6t3WoDlnaT9Zy+fg5OzVb74QvmG45lvL7XzhZ57zHZ7xIbk4jInJycnZzfkQmgfeO6RCWoFn0Y/RmO7QkOkAKM1k+WA5x65fizuRm/+U5WAD8xX+da5dZS2/p2JssdaN6UVZpxb7dKKMp4+VGOmUuCDh2p872IDVwp6iUIKwUw14ORMeZTYFitFP0npx5oka6ONoZ9o2lFGNXCpFT0cIUYhClGqRwUgYPeorPaYHyswXvIIE8W5tR6PzlU4u9xlrZcwVwsGiXKabpwxU/WZKAecX+3xQ0/N7dlp7jBcYaHZZ7FlR/tmqj6ZNnTClHgg1FwpODBW5PBECSFsp2mjuLmTAiwf5dl/7sZzcLPxzHyh595zbY9YLi5zcnJycm6P/F13Hzg2WebUTInvvBez1SqkjR2LOzlT4thk+brvvdGbvzGGq62IXqwYL3kcHJj6x4uCfqLox4or9T7tMGWi5OE4kkdnK3z+yQP87mtXmSoHzG0o7uu9mD+91GS1k6C09f0IAb4jEELSE4on5qvMlH1++hPHqBW96wrA7YIMnj5YY368yHonwXMEUarpJwpHSmZrBU7OlPEceVdOc0/NVvlrnz5OwXX4+jsrXGmElAOXatEjUQZHQClwRx0xuF7c3G4Blo/y7D979RwEQcBv/uZvjj6GG49n7hT1DjsHceTcmFxc5uTk5OTcKfk7xD6gtaEV3fiUshUqtDbXFWM3evPvRBlLrQgEVIseUaqp92K6sSJMrO/GwOB7XZxBitwHDtW42ox442qLucFtWRHU4PJ6j2zQsVKDCLpMGzyp0MbwxpUWP/6RQzx3bHJXQQarnZhXLzf5j69d5cJ6j1rRFqAHx4vMVAKqBVskZlrftdPcU7NV/uEXnuKzT87ytdPLLLYienHGajvm0FSJR2crm3YYwWZxs/U5GIY9DEf/wGxbgOWjPPvPXj0HruvyEz/xE7v+uflCz71nL8Rl7tXLycnJeX+TC6F94KVLdS6t90ex2Ru7QsN0t0v1Hi9dqvP8ielN33ujN/84U3TjDN+RSAFL7YhUaVKlkAJcT5AqW/CdnK3wgfkaZ1a6/IfvL3B0qkiYKl690uT4VJkzy10WWxHdZPttR6mGTNtwg26U3vD+Dk/Kz650+L3Xl1ho9glch5Lv4ApBO0xJlbnp3qC9RErBZx6d4YWT06Pi+DdevMTBsSK14o1Plzc+B0mmObfaG4U9uFKggc+cmr6uAHsYR3ketEJyP5+DfKHn3nKn4jL36uXk5OTk5EJoH3hnuUOYKjTXhM8oLAGbIhcmineWO9cJoRu9+S80Q4q+C8aw3ktIlcaTgsiA60gAHKGRQtDspzT6KZfqfb51bp2i56AxYATvrfaIUkUnvlYMDq9xIwZbCL90qck3z63xmUdn7PVvUxwD/Pp3L/H9C3WEsHuS2lFGU6ccHC8QJtbDNFGyvqh7NSo0FGmHxou8udDmjautUVdqdD+3nC4Pn4PTS22+8e4qUti4cd8VtPspysByJ+b8WndTQfWwjfI8iIXkXj0HWZbx27/92wD8pb/0l3Dd3T1n+ULPveV2xWXu1cu5Vzxoh0U5Oe83HoyK6yEjTJQdMxsgADFQGqOFqsZ+3XZs9+bvO5LHD1QZL/q8dLFON0wpBx4GgzH29jNtEIM9Qo1ewp+cXWO9F5Mpw1wtoOjbf++niiTTm7ahbr2+IcZAM0z5jRcvMT9mdwhtVxxPV32+/vYKxhjGyz6eI3EdwdVmxKV6yEzVZ60bs9gK6cZq02nuvXgjudXT5RPTFWarAUXPQQg7buhIycGJEiemS6z30uu8Jg+TT+RBLST36jmI45if/MmfBKDb7e5aCEG+0HOvuVVxmXv1cu4VD+JhUU7O+41cCO0DteK1h90wEBkAgk2LVjd+3VY2vvmfXmzz/QsNVjsRjX5CojRRpjGkFDwHAyTKjrhVfJepis9iMyIzBjGIyy75LoHnMDdWYKkd0Y0yMj1IsTObNNEmhICq79CLM379u5eIUkWjn24qjl9faHF+rUs7yjg+XcKRtjtVK3iYMVhqRdS7CYHnUO+lfPTYxOg0dzdvJHsllG7ldHmhGdLsp7xwynbshv6gYTfJd53rvCYPi0/kQS4kH5bnIGcztyIuc69ezr3gQT0sysl5v5ELoX3AERLJtUWqZhuRIQdfdyOkFMSZ4hvvro7+2B6aKFH0JH98dp1MaUKjMMZ2hWoFl5lagNaQZBohQApB0XfxXfuzhBBMlDwavYRY2evYKtA2ojWk2vp7vnN+nZlqwLOHxzcVx3M1w8uX6hhjyJTBkbbbVe8lhKntesWZplrw+MIH5/nPPnQIKcWu3khg+w7U7Z647fZ0eeg1ORgUcbYpmnfymjwMPpEHvZB8GJ6DnNvnYfTq5dxfPMiHRTk57zdyIbQPTFcDir4kSvUoyW2IwHZhCp5kuhrsdBPAzn9sH5+r0QpTzq72qAYuCFjrJkSZZqkVoQ0oY9BKUw48JkrepoLWdx3Gih5xpsm0QZprom0rnmNdTm9cbdEOUx47UL2uOE6UxpWQpIbVbsxEyWOlYz1MvivxHEkaWmH2vQt1njk8xonpyk3fSHbqQN3pidtuTpd34zXxHUk7THl7qb1JUD3oPpGHoZB80J+DnNvnYfPq5dx/POiHRTk57yfyv/T7wMmZCnO1IovtiCxTGBj5eIQA13GYqxU4OVO54e1cafR5baFJyXPoRNloLEsIwaMHaiy3Y5bbMRMll/mxgFaYDRLaNEqDM/ANNXopAmzQApAqTeA5nJwpc6UR0kvU9eYgrGhzHEEvzmiFCYAVXhuo9xLeXurQiRSp0mSh/TdHCqqBa4MhUo3vOnz4yASNvvXWfOGD8oZvJHO1YMcO1F6euO00dnczr8mZ5S4I+I3vXiJW+rpO1YPsE7lXheTd9oY9yM9Bzu3zMHn1cu5PHobDopyc9wu5ENoHjkyU+LOPzfClNxaJM0mqNMYY6y1xJL4r+YHHZzgysXORdnalw7/59iXeuNKi4Es8x2Gy5HNytsxkOWCi5FEreKx2YzzXQRsoeQ5KGaSEKMlIB9tbe3FKohQHqgFSCNb7KZ4j+NFnDvLYXJV/9rUznF3pEmXX1JAjwHclxkCYWj8RBs6vdZms2E5WvZfwyuUm/SSzqXTGMFnyWGpHKG3oC4XrCBwhODpV4uhUiW6ccXaly/m13g3fSDJtWO8mHKgVNolAuP0Tt62Fd5govvLWzmN3O3lNzix3WWxHzI8VmCj7lHx3x07Vg5gotJtC8umDY2hjruuG7ZbcZJxzt8h9Yjl3m7zrmJPz4JC/CvcBKQU//YmjnFvr8vqVFtoYjDYMLUGPz1X5qeeP3nD/xa9+8wJXGn0KvjMoRmGlE9GJUz50ZBxXSrpJxmw14CNHJ/BdyenFDlLAVCWgHaUsNCP0IDChF2WcT675iSbLPvV+yomZCv/7z32a3/7TK/yP3zjHSjchyRQCRgtfpRD4jiDJNK9eafHIVJmpSsDZlS5hkjFZ8kiVRgiBwRC4ApC4rqDsOdSKHs8cGkMIMTopA3Z8I6n3Yr53oUEzTHh7sc2l9T6ztYBTs1Umyz5w6yduWwvvJNOsdmJqRY9HZys7jt1tl96HgPmxAh8+cuNO1fm17gNZ7N+skHSkYL0b80+/eua27lduMs652+Q+sZy7Sd51zMl5cMiF0D5SLXhMVXzizHqFpIDAldueIA3Z6Av64KExksyw2rGnmJNln3ov4dxqj2OTRbpxxsGxAr4rSTJNmGRUi3ZpabXgMVlSFDyH5U5MnBh0pqkFLkenShwcL/Lucof/79fO8vOfPcUnTk7z1bdXiLMWzdAQZxpn8LfddySeK/EcQaoN3zq3zpPzVa62QnxHUO+njBU9jh+xo3atMMMYQ5rB9GSBDxysMVm2XaThSdnx6fK2byT1Xsy3z61ztRlhDHTjlDDVNMKEtW7CJ05MMVn2b+nEbWvhXfQKfOf8+qBzpUlVyY7ybSNmtnpN2mHKb3z3EhNl/4az4d86t8bvvbG0qdjvxSkvXljnzcUWP/3xo3zq5PR9eyq9UyE5P1ZgpROPOmK3KmIeFJOx7/v86q/+6ujjnAeP3CeWc7fIu445OQ8OuRDaB4bFntKGH37qAEvtmH6qKHkOc7WAc2v9HYu9jSZMKSWnZit044x6L6FScCkFthPSjVOSTLPWTXjxQp1MGdphysFxQeDacbyi7/L8IxO8ttBisRUhMDwxP0aUKi6s90mV4vxqj1/63bf4B194gvmxAi9dbOBJQaHoIcUw3EEQZZpa0SPJFM0w5cULdTpRhu9IJko+xw/WOD5d4dhkGYCVtu0cPDFXHYmgjSdlRyZK172RFDyHly42WGiGuI6k5LsobfBdSZwpltsRry80+cyp6V2fuG1XeLfDlF6imK8V6MYZ51Z7TJT8kf9q69jdRq/J20ttYqUp7SDAir7DUiviq2+tbPqZ9V7C2ZUujV5MI0y5uNbjzz8zz488PXffnk5vLSRLnsPvvHKVxVZ02yLmQTEZe57Hz/7sz+7bz8/ZG3KfWM7dIu865uQ8GORCaB8YFntFT/LSpRaNfkKmNK4jWWj6zI8FOxZ7W02Yk2WfDx0Zt0V03yaxdaIUR0K14KKUwXckxmjizJ5GHRwXhIlitmaLzTDVtouSKq42Q5Q2VAou1YJLz804t9rlX/7heT55coqvvLlMPc6ouhJXSpQxRJnGG3ibunGGKwVPHKjy3nqfQagc51d7jBU9JssBHzhYoxdndKLMBihove1J2dY3knqvx5VGSOBKjkyUEAKW2hGJ0gSuJEo0l9b7vFpocWSytKsTt+0K70RpMqXxCi4V4VLvJXSijFrRdupuNHa3m9lwZQyLrZBDE8WRCHrlcpMwyagUPGZdQSvM+Po7K5xZ6fLznz3JYwdqt/OrdtfZWEhervc5v9a7IxGTm4w38yB6yHJycix51zEn5/4nF0L7QC/JWOvGrPcS4lRRKXh4BZdU2TG3dpQyVfZ3XWhPln0+9sgE7TBloRny9lKbwJEUPZeL632aoQ0/kELQjTOu1PscnihxcqZMqg2Z0mhjUNqQCcPUhrGucuCSZJr1bsx6J+GTJ6b4g7eWSDJNKgxSCMqBy3jR5WozQiCoBC5L7ZhOmJJoQ9GVdKMM1xH8mUdnmCj5zNYKzFYhU4YLa70dT8qGbyRXGn3+f68s8NqVJrNVn6LvDNLjCtR7KWGqMMIQpprZWmHXPpLtCm/fkbiOJFUGz5H04my0kBZubHTdzWz4/FiB5XZEyXcxxlzzUpV9olRT76W0wxStDZfrfS7X+/ytzz3Gpx+9f0flYG9EzINiMs6yjD/4gz8A4Id/+Idx3b2/njwwIifnwSfvOubk3N/kQmgfKHoOa92EXpxxoBaMiuXAFfhln+V2jDH267ayU6Hd6KecXelwbrVLN1K0Qis8JsoeSarpJYpMWy9SnBnmxwsArLRDGv2EgucghY203li8p4NO1fxYgXOrXf7ihw9yZtWe6k+WvNH3NfoJahD6sNAM0RsWD6WZxnMF7612OVArIIXg6GSJn/nkIxR956YnZcNQgW+fq9NPFEvtmG6smSh7ZMpQ8CQFTyKERzvM+NFndj9Otl3hXS24TJQ8rjYjAlegzXBf0s2NrruZDf/ckwf47ZcX6CcZxkCjn1ApeESpZqkdEWcKsH6rKNW8dbXN3//t1/mhDxzgp58/et8WwXshYh4Uk3Ecx3zhC18AoNvt7rkQygMjcnJycnJy7j65ENoHBiU1AoMxhiTTKGNwhBgU3PZz2539b1doh6ni5YsNmmFK0ZPEqcIIO1bTixUHagEzQpBpzXo3oZ8qzix37DhWnJEo+3VCGLQxTJUDir6DMYZulDFbKzBTDbi43me2VuC//Nyj/LOvnWG1E5MouwOoHLisdmL6qVVAcrATCYMVX6khU4qzy11+/COHd3WqrbXhW+fW+PUXL9GLM+bHfCqBS5wpGr14lC7H4PF0pGCmWuDETfYvbWS7wrvRTwgTRTNMiFJFyXc5vdjm0HhxNEZ4o7G7m82Gn5iu8NrlFm9cbTFR8uxYZOCw1IlJlUZrgzaQZJqi5yCFQRnDn5xZI0o1f+3T92cRvBciJjcZPziBETkPB/n4ZU5OzvuZXAjtA/1UMV0JuJopzq32Nu0qFcBk2WOqEtBP1bbfv7HQPrvS4a3FNp0o48R0mWrB5Tvn63YfkSMJU0Wjn3JwrEAgHMJU0Y4yAtfBICh4Dp4ULLdjokzT6CckmWaqHJBpG6hwcqZClOrRaf7nnjzAkYkS/+Gly5xb7aINRKkiHoyPuUMRBGisKDIGHGl9Il94dp5jU+UbPkZnVzr8/htLfOn1RdZ7CRNFz15Xxedyo080SNpzBkl7mYZEGZr9lK+/s8znnpjb1Rv61sK76EneWe7QjbJRh8N3JRfX+6y0Yz77xOyuujI3mw0f/swrjT4G6MWKXqJQgzFFR0qKnkQZcKTDRMlDacNCc+cgjdtlrwqhvRIx73eT8YMSGJHz4JOPX+bk5LzfyYXQPlD2XXxXojQgQCvbiZFC4DgCpe2y0huNEA0L7e9frPMr3zjHVDlgbqzAWjfGlYJM6ZEY6kUZLT+l4Erq3QSMTVrLtGGi5JMqgxBwuRGSZpo+CkPMo7M2Hnq86PLaQovj02W0MWhteGyuyn/9559koRnSiVP+xdfPMlR0QjAq4CS2u8GgQ5VqTS/JuFzvbyq8gVExvtqJ+b3Xl1ho9okzzYFagBSS1U4MgNJ215HECqxM2+6Z7wjiTPHPv3aOVy42efRAbVdv6MPCeyi86r2E8aLHwXGfA7UCxoDB0OwnTJV9TkzvruN0o9nw0c98fYnVzhLL7ZBUacq+Q5xpCp4DCJJMUQ5cSr5LK0yYKPl7WgTvdSG0VyLm/WwyzgMjcu4F+fhlTk5OTi6E9oX5WoE41bSjjIIrCY3GaFs4F1xJO8pIMs18rXDD25FSUCt6BJ4zSoALXIexkkc7TOnGGUprEmVIm7bTkClDrejRjTOEgEv1kCTTIGxIQGxsAlvJdzg5U6YXp3z3/DqpsuLjn371zKZC+chkicv1PqudGEcKGIx1yQ19roEOQgho9lP+5z9+j26cIYWg6DmMlzww0AxT+olNqUsyzYmZMgIIXOtD8sv+yH9kNaJAKYPnCIwB15E40oqhVJlbekM/NVvlx56VvH6lxWMHqghsIt3bS51Rol/Zd3j5UoPvX6xTK3p3XJyfmq3yc5+t8OzRcf7nPznPW1fblH2XRKVoY3c1eY5gsuSRaY0jJbWCx3ovppdkd9zJuVuF0F6JmPeryfhBCYzIeXDJxy9zcnJyLPk76T6w2I7ItI1ojlJD0XcoeDalrBXa+OlUaRbb0U0LwZLn2JGpRp/xkk8lcJirFYkSRZikJEojAFcKHClpKyuyVjoxSaYwRuBI603yBl0igyFKFacXO9R7Ca4jeOxAmYlygNKa1xeamwrlXpIhhMB3BJkQpINQhiESK4YyBQvNiGaYUglcZioBWcHlexfqADw+V2Gtk7DYilDaUO+nuAJcRzA2WATrOgJtDGMFDxCkmR51t4qe9TW1M40R8OhM5Zbe0MNU4TiCku/y+kJrFGc9TPRbacecXenSS95lsuzvyRiJlILPPDrDgVrAL/0fp3lnuU2qNMZIKgV3FEhR7yXM1go40grW01fb/LvvXmaxFSIlFD33lq7lbhdC71cRsxc8KIEROQ8u+fhlTk5OjiUXQvtAJ0pZ7ybUCi4GCFNNlGqkEEyUPAQMdtekN7ydsysdfv/1JS7XQ+q9mLGix1Q5YLrqc37VvqEVPYei51jPUZKRZIY4zUiU9de4ri2u4syQDhLYip49bX5kqmzH9SRcrIecW+3hOpKJkkcvVqNCuey7zNUKXCr6NPrJYDTP2J6QgaHTSQC1wOXgRIFMG1a7Me+t9fAdayp6faGNJ60wqwQOYaKJMs1CI8QbLFAtuA5C2NhtIeyYUKqsGBLC+oQcKSh5zi2/oZd9l8CRvLPUpp9kVHwHpTUYgdKGfpoRZ5pulPHRoxOEqdqzMZLHDtT4xS88xT//T2d49UoTpeFANUAZQ72XUPQdTkyXOLvao59k/NOvvkuY6ZGgLI47t3QteSF0/5IHRuTcbfLxy5ycnBxLLoT2gW6cEaaKatGevm9MjRsuJe1EGd145zehjWNNT8xVeGcZulHGQrPPajdCCIMrrTgo+A4GODhWpBdn9JNBh8ZAltrWzTDJTgrDWNEDAYvtkHaUDhasbuyMRBjgj97VPPfIBB85MsGjs1UuN/p0opR+okfjcBvjHiQQuCCFIHAlJoDldoQIXMDQizOODJLZQFDwHURqRc9CI+ToZInAlXiOpJ9k1Aoe1YLLWjfBEQKtDWGimKr4zI/ZscJbeUM/NF5kplrgT86t4QhBs29H1ASQKU2qDeMll1RpljvW+3KgGrDUjvdkjOSxuSr/5ecf5de/c4mvv7PCQjOkHLjMVAMOjhW4WA9ZbEWkme3yHZko0o8VC00bgf7csQnqvWRX15IXQneG7/v883/+z0cf7zXv98CInLtLPn6Zk5OTY7kv/solScKP//iP84u/+Is8//zzAFy+fJlf/MVf5JVXXuHgwYP8/b//9/n0pz+9z1e6N1QKLkXfIU41Zd9s+pwxhjjVlHyHSmH7p2e7saZy4HF2pUujF7PajUkyzZPzNQ6NlygFDr4jafQS3lhsb3ubw6sIU9sZmqq4LDRDXCGZqlxbsKq1JkoVjTBlsRXx//nKu7xwapon52ssNEMWmxGJ0mhlyDbfNRRwoR7RjhSHJkqYQeR1lKpRqpzj2LS0XqIouBIhBDNVn06c0Y5S+olN3OvF2YaAcUOYKpJME3iSDx0ZR0pp788tvKFLKTg0UaAfK4wxlAKXgiuJBnuYXGk9WKvdmJcuNHAcgSuH3iG9J92TU7NV/uEXnuKzT87ytdPLLLYiHGE9UBgYL7p0IuvvWmrFhKlCaU2zn/DHieKjx8Z31cnZq0Lo/Rq963keP//zP39Xf8b7OTAi5+6Sj1/m5OTkWPZdCMVxzN/5O3+HM2fOjP7NGMPP//zP89hjj/Fbv/VbfPWrX+Vv/s2/yZe+9CUOHjy4j1e7N1QDj6OTJc6tdDm31hssH7U9FClhrOBxZLJMNbi+QIXtx5omyz4fe2SCzqAr9PqVFscmSxycsMWwMYaXLzXQevv9REMM0Iky5msBSaYpl669SYaJ4kqjb4tvpVEGLq73We9e5e2lDi+cmuJ7F9aRIhh1tbSxtymxUdoGaIQpme4xP1bAETbcQBsbg+0ImCwHJCqinyoEgnLgoI1hsuzz5HyB//zjR4lTza996wIX1nukyqC0Zrzk8diBKlPlAGOsCruVN3StDQuNiJLv4EhBquxCU20MniNxJKwMQiGKvt2dlCorQla7MacX2yPxcScCYegbeuHk9Og22mHKb3z3EuDz0qUGYaLItE3/C1yXRGnq/YQ3rraZHyvetJOzF4XQbhLn3q9Caa/IvVY5d4N8/DInJyfHsq9C6OzZs/ydv/N3RkXrkO985ztcvnyZf/fv/h2lUomTJ0/y7W9/m9/6rd/iF37hF/bpaveOQ+NFjk6WeGOhhTHDnTuDNxxjTftHJ0s7FqE7jTUJYVPkin6Fi+t9FtsR8+NFhBB0oox6LyHJ1HWdmo04QJIposxQ8V3iVFEJ7K/JcieiF2f2IoXAk4JqwSVTmu9fqHN2uUOzlyCloZ9kqEHE9dblqsZAN8lY79rAhjDRCGFF0lo3ZqpS4EA1YKEZIqWgG1tB9ZFjE/zkc0dGRfYPPDbDy5cb/OE7K/zBG8v0k4wL6z0WWxHVwKUUuByZKPLBw2O8u9K5aSG+0AxZ7UQcnSzZQAffQWNH81Y60chjNVMNRuIhcB1MAVY7MS9dbPD5Jw9wfq27J5HUG4vgt5faxEozVfbpJ4o005QDd7SvyXcESku6Uca6E1PynJve9p0UQrtJnAMe2h0lSin++I//GIDPfOYzOM6NH++cnPuNfPwyJycnZ5+F0Isvvsjzzz/P3/7bf5sPfehDo39/9dVXeeqppyiVrp2EfvSjH+WVV1659xd5tzAMAgAcAs/GQ2tjiFMb/Xyjc7ibjTVFqebIZImy746K3KW2DVRI9U0vC9cR+K5gvFRgvRdT7yV4jqQdphhjkFIiB4tMC55DBDT6IWvdGM+xI2nJwBw0bHYJMxBEg5+jNTT6KVLaJDiwoqmXaKJmSNl3ODhe5NRshbVuzAcOjvH3fuhxXFeOrtV1JZNln1aYcXDcFuLd2AYaLEYR1YLLdMXnf3t5YVeFeC/JiJXm8bkary+06CUZlYJL4EpkV5BkBilsstqwg2KM9TbNjxdYaUd889wav//G0p5HUg+f82iHJbtq8PhKITAIbqB1R9xuIbSbxLlf/+4lO0LZTx/KHSVRFPHZz34WgG63S7l84wXBOTn3I/n4Zc7dJJ8IyHkQ2Fch9NM//dPb/vvq6iqzs7Ob/m1qaoqlpaV7cVl3nYVmSDNM+dgjEyy2Yhr9hFgpXCmZGysyVwto9NMdfR7bjTUZY+hEGXFmzfMff2SKP/fUAb7y1jJnVzq8s9QZCaybFcnlwGWs6NvUuDVBlmkuN+2+IXcQtS2EIPAc1roxa92YJLMpcVJotqvVDbZYdwZiKDP2fxVXcniiBBiWWhFJpkZpd4/OlokyzbGpMj/x3OFNIgg2F+QfPjoO2LG+RGl6UcZLlxq8udDmhVPTHAxuXogPxUZh4DM6u9Kl0U/ItF1O60jrCfKkFa2psglyRd/lsQNVWv2Er52+O5HUw+f82+fXKHoSge0c+q5EAlGqcIRgrOQxXfEJdxBMW7mdQuhmiXNztYDvnF9nphrw7OHxfEdJTs59TD5+mXM32Otl3Tk5d4t99whtRxiG1yUx+b5PkiT7dEV7y3C07cR0hcMTpVHx7juSasFFGcOFtd6OPo+tY01FT3K1GbHajenFmd0pMx0jJfyNHzjJ9y/WaYYJzX5KK0wxZtCp2YEk0zgSPv/ULOkbmvVugutI1rsxwSC+WgBppgmVHkVZGwNK31hoGa6NyZU8yadOTPPEvP2jeLnR5/xqj2YvIdWafqJ59sj4jt2J7QryWtHDGMP51R5SiNHomCPFTQvxjQLz0dnKyHOVKE2UKL7x7gq+K9HGDGLCJbO1AidnKniOoK6tJ+nQYBxxI3caST18zt9d7nB+tUet6BIlNsQh1RpPSo5OlTgxXQbELaU97bYQGp7uvXG1Rb2fjJL5tqI0tMLULqbNo7lzcnJy3lfcrWXdOTl3g/tSCAVBQLPZ3PRvSZJQKGxfeD1obBxtK/uOjZxOFSXPGezPuXli13Cs6de/e4mvv71CmCrKgd39c3C8wGI74le/eYEvvvAItaKHNuC7AikECDMIaLgeO9lmgwI+cXyKubECf/DGMq9eaeANFr2OF10yDYnSuI7EGNt9cG5yuC8HAkhKgScNHzhY44n5a8Xy0ckyRyZKNPsp7633+Knnj/JnHp3ZsWuwk1eqE2U0+gnjJc/6etS1O3ujQnw730wpcBAJrHcTDk2UqAYup2YrpNqMhCvAmZUuB8eLLLUjSjs8b3caSX1qtsrPf/YUv/S7b3FutUvJdyh4Nl3wxHSZwxNFzq727kra08bTvXo/5txKj06Y8uR8Dc+Rm4R8O0oxQG2bsU3Io7lzcnJyHlbu9rLunJy95r4UQgcOHODs2bOb/m1tbe26cbkHlWHn4T+9s8xKK6IVZShto6THCi6zYwU+98SBmxazJ6YrTJZ8jk7ZYIXAdagWro3KDf/gPHWwyrmVDvVuYrs2O7RsBBB4DrNVH9+VLLaj0ejUlUaf/+HL7/LdC3VcR9BLMnxXkGR61AFyBotUnUHwgTabb5sNnaiJks+RydK2HQPXEcxUAk7O3PgP5U5eqURpMqXxXYEjJb6zeaTuRoX4Tr6ZDx4e4yeeO8x/enuF5U48ChfoxtkoXOBzT87yv728cFd3czw2V+UXf+xJfvnr51jv2uuYqQZEqebsau+upD1tPd2bHyvQCTMurPe5XO9TLrijiO+y75BqQ8GVhEnGeMm77jnezeOQz5bn5Oye/PWSc7+QL+vOedC4L4XQs88+y7/6V/+KKIpGXaCXXnqJj370o/t8ZXuDlIJa0eXMcpc4U5R8l5IviTPDSjemHWX8xQ8duukb2UIz5Pxaj5MzlW0L70rg8PtvLvLrL15kqRVvmxY3jLUWgDsYkfrwkXFaYToSClIKjk6V+ZufO0X21TO8fqVJqux3ZeqaEDLGjASQADzHdpbACqPh19UKLkcmS6x2Ew5PbBZDt7LDYqcIaN+RuFLQ7qccnCiNujZDblaI38g3c2yqtGO4wInpCq9ebt313RyPHajxCz94anQdF9f7dy3taafTvUMTRc6v9ejGGak2FF1JO84IE4UQUPRcvnFmjZPTZU4dqDBZDoDdPQ75bHlOzu7JXy859xP5su6cB437Ugh9/OMfZ35+nv/mv/lv+Lmf+zm+/vWv89prr/GP/tE/2u9L2xOyTPPlN5fxHEk1cIgyQ5wZpBBMl32izPCVt5b5qY8dvS4gYCM7/cGp9xLOrnS52upzpR5ijE2Ck8pc5w0ygCdtgt3B8SKfe3yWfqqIUn2dUDg1W+Vvff5R/v2Ll/nd166SaU2mBIEjBrHYm0WPHoQzSHFtbM53Jc8dG6cbaxZbEdDk0dnKbe2w2CkCGuz9VAZOTN+e0NrJN3OzcIHbjaS+0Ynudp+7V2lP253uGWNY6yRUA9sJaoUpobQC2HUEjrD7sOJM8e5Kl3o/4aPHJih4zk0fh3y2PCdn9+Svl5z7jb1a1p2Tc6+4L38THcfhX/yLf8E/+Af/gB//8R/n2LFj/PIv//JDsUwV4OXLDS6s9zhQs/tokkyjjMERAt+VdOOM99Z6vHy5wcePT+14O9v9wan3El653KSfZHRCu8vHk1aMeK4cLUIddXGw3RtHCpQxvHSxgetKPnlialuhcGq2yn/1I08Ahi+/tUzJtzHaV1sR/eT6pLJhWtywS+QLwbsrPaoFj4IrMcbQ6CUst/VtdTV2GmX7zKlpljsx670U33X2dFngjcIFbieS+kYnunDjXTx3e7RgO7HdiTLq/YTJsk+mIlxHUHQl2WA0TmODNAqegyOhE6W8dLHBU/O1Gz4OD9Jsued5/ON//I9HH+fk3GsepNdLzvuHvVjWnZNzL7lvhNA777yz6b+PHTvGv/k3/2afrubust5LSJWm6DujGOqNFH2Hei9hvXfjlLytf3AAzq50CQchDAsNhQR810FgyAwEnsQYiJVmmCFQ8F0OT9g/SufXe9QKHo/PVXd883RdyZ99fJYvvbFEL84QQJyqTZ6grQwFV5JqVjoxy+0YRwrCxOfHP3KYpw7WbrursVN3ZONi03u5LPBWujU3OtE9vdQGQGmzb6e924ntRGkyrdFG0k81niPRCIq+REqBMJDCaCTx5EyZODP81PNHee7Y5A0X2j4os+W+7/P3/t7f29dryHl/8yC9XnLeP9zpsu6cnHvNfSOE3k9MlX08RxImimrh+tG3MFF4jmSq7G/z3dfY+genEjis92J8V9plpQKkBIMdu3MwaGMLVBFn9BMbk10ruCRK4wjBwbECAsGL79X5s4/O7Dia108UStvRt1QbsoGoGn71xhG8jbuLUm1QiaLoSbSB5U7MV95a4oOHx657s74VA/B2XZr9XBa4m0jqG53oln2HP3hzGQT88FMHkFKOPncvT3u3O92zHixJlGakSlMOHBu5Prh+ZYwV+K6knypqRY9OlFEreje81ny2PCdn9+Svl5z7ldtd1p2Tsx/kQmgf+MiRCR6ZKvPuSoey74yKXACtNeu9hMcPVPnIkYmb3tbGPzgvX2rQDlPGih4z1YBM6UH3ySAc0MbGZmeZJlUaAZR8l48fm6AZZVxtRbTCFK0NX3p9kVaY8oNPzvLkXO06z8r3LzSQQnB0ssxCMyQaLPfEQJRpXOy+oHTLXiFH2n1DqTIgDK4U1HvJdUX9bg3ANxNLNxIk+520dKMT3W6sUMbOMHZjRa147XfkXp727nS6V/YdLtZjPEdQDVyaOrPjndgkwfJANLlSorTZ1Uz4XsyW36vnVCnFyy+/DMBHPvIRHMe5yXfk5OwtuRcj535mPw8ic3Juhfwv5D7gupKffeER/tHvvc3Fep9awcN3JUmmaUcpY0Wfn/nUIzcMStjI8A/O9y/W+R+/cY5MGZr9hCi1XRs1EB7DPz9pmI06NqnS/NHZNeLMoI3BcySeY8XM195e5lvn1njsQJUPH5kYiZCFZshqJ2JuLGC5HROlyu4nglH7RwvwxMZekO0SGc0oQCFVtlM1V91c1O/WAHwnaUn3Q9LSjU507e4jO1C4cQ/SkHt52rv1dC/OIibKPpk2NMOUTBsCV9CL1ciLNlF06cUZM9WATpTxwcPju04BfH2hyVzNXLer6X5Km4uiiI9//OMAdLtdyuXynt5+Ts7NyL0YOfc7u13WnZOzn+RCaJ/43JMHuNoM+Z/++D2uNsNRWMJsrcD/5ZPH+NyTB27p9qQUjJc8Wv2U04sdwI4nbezGmC3/DxCmmjDVSAG1goMjBc0wxRiYqQQIBI1+wusLzZEIybRhvZegFLTDjDC1IQmZNnhSMFRc2lxvGhomysWZwXGwI3tSEmeKXpLt2gCsNfzat7cXSwvNkD//zBwz1WDbBLZvnVvj11+8RC/OODFd5mCwP0lLNzrRtbuPxIaPN3OvT3u3O90L04x/993LfP2dFZLM2NRAIagWXPqJxnXtCN1UJdh1CuAT81W+/NYSr11p4bsS35VUA5eS73J0qpSnzeXkDMi9GDk5OTl3Ti6E9omzKx3eXurw5FyVDxyqYbRBSIFWhreXOpxd6ey6cNPa8M1Bcb/UipASXOkQZ2rUfTFmswAaMuzZaAOdSBG4Bq0NUliRM1MJ6EUZT8/XuFDv82+/c4mnD9W4VO9jDMxWfRZaGqU0mYZE2e/VN1jcCsNrsctTldGjon43BuAzyx2a/WRbsZRkihffq/PK5SbHpooUPXdTAtvvv7HEl15fZL2XMFH0SDLDqdkKk2X/nict3ehEtxI41nMj7McbuRunvbsZKdvudO8ffuEpPvvkLF87vcyZlS6rnZgwUZR8yZGJIh85OrHrmfCzKx3+09sr1IoerhR044w4UyxGtrP0g0/MPvBpcw86+z1OmrOZ3IuRk5OTc2fkQmgf2FS4HajQjRWJ0viOpBI4nF3t7bpwO7vS4fdfX+JLbyyx0omIU0XBlSAE/cTgSIExBs8VJJlNjnMlOEIQb1EqykA/tWNY2th0u06U4rkS/V4dpQ1nljr88ZlVOlFGyZNM1YpEqaYTZzgCeoMQhWFK3HY4A6EEjDpOnzgxzXytwJ+cW2O1G1EJXMzAdL+Rou/w3lpCO0o5NlXe9Pl6L+bVKy3izPprZioFXEdsSmDrRClxpjlQC5BCstqJ6MYZHzoyzmTZv6dJSzc70X1szhYxZ1d7d/W0905GyqQUfObRGV44Oc1CM6QTpXTjjErBpRp4uy6UN74mPnxkHLAx3YnSeFKw1I55Z6nDZx+fve728vSse8P9ME6acz25FyMnJyfn9smF0D4wLNyKnuT7FxustGNSZWOIZ2vBrgu34TjQlUafOM2oBC5RakWVFHakqug7dhQtURjsCJvrSCQgBt2brZ0biU2b08aOuyWx4kqjz5GJEp4riDNN4Em6iWKpFVEt2tS5OFV4jkAKCIQgzfR1kdrDt2Yp7P+U1kyUAh6fq/Irf3Se1640Obfa42oz4kC1wMnZMpPlYPT9YaKQQqKMobRhLMwYw7mVHmGimKkGNMMUZQwTBX9TAttHj46z0AwJXAcpBH7Zp95LOLfaZaI0cc+Tlm52ogvc1dPe3Y6U3UkoxZAb3cZ2YqZWvDYuKKXY8TWRp2fdffLRw/ub3IuRk5OTc3vkQmgf6CUZa92Yq82Qej9Baxga4xthwmon5uB48YaF28YT9Erg0ujbtLd4EGM89GuUhcCREHFtl89wVE4IrHDRhnSDH99OZA2/yP6b0oZWmBK4EkcIDtQCVjrxyPTjSEi0QSkrfowxI7Gz034hz7H+keMzZX7r5SvWXF/xmS4H1HsJS+2QTpwOujXBaCTs1GyFlXa0yVszXPJZKbhk2uBKOfLWbExgS5X9XKrsOJ4QgkrBpd5L6EQZQnDPk5ZudqJ7t057b8WP9ZW37qwTcLNuwp2ImTw96+6Sjx7m5OTk5Dys5JXBPlD0HBaaISvtCEfahaqOEChjiFPFUjvCDL5uJzZ2ld682iFRmoLrUDCGJNMYQCk9Kp4dOejAAEYbDAJX2jCFLdNEaDMIOhj8u+tYYdOOUo5Pl1HK7g2aLPtEiWKy4rPaTXCEwHElcaoxArINAmj4I4Z+pKmyz+NzFeq9lN99dZFmP8EMAh48RxAmGplAlCrOrHR5cs6OR02Wff7yRw/xlTdXNnlrhks+XenQ7KfM1gqjtLGNCWy+K5ks+ax0IvyyHPw8OfKjNPopTx+sYYzh7aX2XRkz2akzstOJ7t067d3NSNnLlxq8s2R/v263E7CbbsJuxUzJc7hc72967PL0rLtLPnqYk5OTk/OwkguhfcBoQ3sQO1wtXCvcXCFwfIdGP6UTpZidWinYrlKYZjR6KZlSjBc9eomi4DkoY0UQQJpp2jq16VsFl26kSJTBc6DgSfqx2iRYYEOowiBgQSsrZBwJj0yVqPcyVjsRY0WPVpiy2IpIlKEaOESZwhmEPgwR2HE7M0hmEAKqBYdL9RBHCjKl0cagtG0vCSQTZZuA14kyzq92GSt6PHt4fDQSJoXY5K2xXTBY7STUih4nZ66dXG9MYAtch5OzZTpxartpBXfQwbIFX7Xgsd5L+CdfPbNnPoiNwme1E/Pq5SbnV3v77rO4WRem4Eku1/vMVAM+cnTitjoBu+0m/PXPnLipmJkfK/A7r1zl/Nr1j929Ts/yPI//9r/9b0cfP8zko4c5OTk5OQ8ruRDaBy7U+wgBRU8Sphp/MG6mBt2cYSfoQr3PIzOVbW+j7LtoDavdmGrRp6wNiYpIlf3+yBiUMWggcCTT5YCJsselep/WIB47TNS2SXLbMfw633E4NVtgrRtzdqVDL1bowWhcOzL4rkSba2EJw7hsDYiBCHIELLdjxko+zxyq8Z3zdbQxlAP76ximilQZTs6UWW5HSCH4zz92hD/72DWj/FZvTZQqO7YnDc8eHmOy7I+ufWsCmxAup2YqnF/r0Q5TenHGVKXAyekyK91kVHTvhQ9i40jYWjfmcr2P50iePlTjxHRl0+3/zCcfoeg798zwfLMuzGonpp8oDo4Vb7sTsNtuwmI7uqGYcaRgpRPf8Lm5l+lZvu/z3/13/92e3ub9yn6MHubpdDk5OTk594JcCO0TriOZKPn0YkWYKhKjkUJQDlxKvkMvvvHp6qHxIvNjRV650mSi5OG4DnO1AvVebPf6CEG14FEruPz1P3OCTz86Qy/JeHuxwx++vcw33l2jO/gZzjaBCTux1Io4GTjEqaKfXOsmGQ3aaJTWI7/RsGxxBHiuwBjrXVLajt09NV+l5FtPj+/K0Yie5wi6UUbbd/BdhyhVlAP3ukJoq7dmrROPorE9R5BpQyfKaPRtOp8Qglcut+gnGZ04I0kV/VQxUfL5q588Sr2bsNiO98wHsXEkbK4WcLUZ2lhxrTmz0qUcuEyWAyqBy59ebvJLv/sW0xWfeDDmeLc7RbsZKSv5DjPVYNvv300n4Fa6CU/M1bYVM08fHGO9G7PYjm743Pzf/uxJ/kaenrXn3OvRwzydLicnJyfnXpELoX3g+HSZ8aJPL86YHwtIlRktVPUcwUonYazoc3x65231Ugo+/9Qs33h3hbVOzHjZJ/AkUxWfZj9lsiw5MV2m5Lv8mcdmCRPF//7yAudWu3TjDN8VVHBwpMSVgkaYkt5ADUmsoFnqRKx2Y1a7MZ4jcRwzCnvIFNeN2YEdOyt5Lq4jCBOFNoai53BovGR9PQPR4htDpg1hoohSxUJDo4yh4Dms9+IdH4dRN2IO5sYK/Pp3LvGd9+q0wgQMjJfsqNzx6TL/4aUrrHZifNd6s6aqASXf5bvn6/TijKOTpT3xQWwdCetEGc0wZaLs4ztikFTXY6Lk0+gnrLQjOlHG3NgUhyYq9ySR62bx3VOVgILnEKaK6m0udb3VbsJ2wRHaGP7pV8/s2qNyL3wqWmtOnz4NwJNPPomU1z8+Dwv3cnFnnk6Xk5OTk3MvyYXQPnBkosQnjk/yldPL1Psp1YItFlOlqfdTtDF88sQkRyZuXNB96uQ0n31ilj8+s0a7n5IZgyclh8aLnJgps9ZNmK0V+NrpZf799y7T7CcIKehFKb3YjsVJqW3nxpjRKNtWJOA6Am2g2UtJlCZwJQeqBVa7MXGmiVIbSDC8jU23JSDKFIGReI7t/IyXAhwJjnSoFTyaYUorzFDaikKl7YicEDa44Z999Sy+4/C5Jw/c9PGNMs1M1efxAxWqBQ9HCq42I1662KBa8PjwkXFSbfAdOQpUePlSg9VOzOMHti+ybtUHsXUkLFGaTGm8gSdsmFTXjlLOrfTIlKY06IA5UtyyD+d2uyA3iu/+/FOz14VSDNltJ+B2uglbwyHeXmrfdx6VMAx5+umnAeh2u5TLOx9aPAzci8WdeTpdTk5OTs69JhdC+4CUgp/+xFFWujHvLnfoRNcKOEcKnj0yzk89f/Smb/ZSCl44Nc1LFxsstlJcCa4URJni9FKHTBmaYcq/e7FNlGmqgYPKQBsxSm8TxibAGQaBBhtuXwCBa7/Wk4JKwWOi5LPaiZgfL1D0XHpJNkplG9W4ZrMQkkCmDCXfjscdnijykSPjNgWu5NnY7yQj0ba7ZLAJdwXPwRFQChzqvYR/9rUzHJks8tiB2raPx7CQavQTnj08DlxbylkOJKudGNcR1IredZ2F+bECF9f7rHZi5rcp7G/VB7F1JMx3JK4jSZUhcG1SXS/OaPRT6v2EwHPQhlHkN9y4EzUUP6cX23z/QoPVTnTbI3U3iu/eGkqxtRPw+admb7pf6E67CXk8tmW/fTN3e3Fnnk6Xk5OTk3Ovebgrh/uYU7NV/tbnH+X3XlvkexcadJOUiu/x8eMT/Mgz87sqYt9dbvM7r17FEYKZqk8/zohSzYW1PkIIHpkq0Y0yMq2pBla0KANjBQdtJP1Ej1YFDUMNNnZ0HGkLEGMMytiT96cO1vjWuQQpbPT0ZDmglyjCwbJWM1A/QoAnBEXfAWNIlEZgRdAvfO5Rjk2V+CdfPcMfnVlDaYPvOiQDz5LAjuE5UlDwJLNVWxitdmJ+66UF/qsfqW5bfA0LqblagcuNPudXe3QHu4GUNvTijPWu3Re0cVknwEw1oOQ7XG2FzG0pxG7HB7G1eK8W3JGI9Ms+qdI4g3GqVCkwggNj1yK/h2zX7Rh6KP70coN3lzpk2jA/VuDxuRoFT97WGNFOEd036gQ8PlflK2+u3NTLcafdhDwe+/7xzdzNxZ15Ol1OTk5Ozr0mF0L7jJCCYuBghLGiYetSnx14d6nDL/3uac6tdnGloJ/YpaH+oINjwwwywlTjOhIpbdEogDjVlDyHONNk2nZstnaDwAqSTNmdREHg8NT8GP+nDx3k9GKHZj/lQE1iBglx2mzuAB0aLzBe8kkyTTfOyLThs0/M8sVPHeexuSpaG2arAQVX2v1JmRiJMBuaZx+HA7UCxYFPxHflDU+Eh4tqz652uLTeJ1X2e0q+Q8GVZFqz1o1Z7UbXCaEo1RyZLFH23T3xQWxXvJ+ardCNM9Z7CZnSzI8X8Qc7k6pbIr+HbO12DD0U692ExiAUYrLs0wpTXl9o8aEj4zw6W9nTMaLtOgFhovi1b+/ey3En3YR76VG5H7kbvpn97i5tR975y8nJycm51+TvKPvExuLm0HiRku/STzLevNpmsRXdsLg5u9Lhl79+1i5U9SXtYdCBgDSzqWRSwOVGSNl3cKUY7OgROBJSbSgOfCitfgpY2aGxnRjrywGl7SfKvsvnnzjAz332JCemK3zj+CpfOb08iuLOtuwMKviSasHjg4fHcaXg7GqXDxwc4+/90OO4ru2CLDRDLtX7VIv2GgLXwXMVUtsYbUfaTpQUgji1yXpS2Pu204nwWifmUr1Ps5dggFrR7gjqJ2oQS+7SiTMWGiEnpq+JjmFX4SNHJ/j8kwf48ltLvL7Qop8oSr7DBw+N3/LJ+3bFe63o8uhsmTeuttFa4DuSTBlODiLSJ0qbi7+t3Y6NHooDNZ8zKx28wSjdRMmj0U85t9rluWMTez5GtLEToLXhX/7huVv2ctxJN+FeeFTuR+6Gb+Z+6S5tJe/85eTk5OTca3IhtA9sLG5OzZTpxopGP8F3JKdmypxd7e1Y3Ay/d70XU/QkUWq7OnYHj6EbK5LMMF50aUUZcaZt8ldiR9cYLA9NlUFgCDwbGCCAdpThSNuZcaUdazs2WeavPHeY/+zZQyMR89OfOMrZ1S7ffa9OpjSOBFdCpod7ggStMOP0UpuZSsCxqTI/8dzh0fcDnF5q8+5yB09KqkWPibJnwyJ6iU0pC1wSZVhq2d1IsdIEjiRwI9Y6McxtPtUueg5/eqkBQGYMJd9BCoEU4Hj2lNlg9wgttSIWWxGzteC6rsLwMbLLZM3g8drttqXN7FS8/2fPHuTZI+NMVwPbXUkzfu1bF2/a7bhc71vx60leudxipR3hOgIpJEXPoTLwUnWijFJw98aI9svLcbc9Kvcje/1Y38+pbO/3zl9OTk5Ozr0nF0L7wLC4KXqSly42qfcTGyMtJZMln7mxYMfiZvi9B8eKLLYi+onasINH4LuSKFXEylBwJQiBEOC7klhpEmV9Qd1YozR4jmS+VsBzJU8fHOOHPzDH2dUO3zy7TitMCVzJn5xZY6kVj06MT0xXOFAr4DuCwHHQ2DAERxq0NoSpHix3VTx3bJKfeO7wpuJKa8P336uTKcNEySEYCKS5sQK92Iq3tknR2tiukBSUPAfPkSgDX3p9kTjTnL7a5vWFFr00QxrBajca7FJKSJRBCDPakWT7YYJnDo+x2Iyo92L6SbapqwDwv/zJBRaafSZLPgdqBRwpeHOxzWL7xl26ndht8b6bbsdw9G+9F9ONMlxH2nAFYT8XZxlF37V+rIS7Nka0n16Ou+lRuR/Zy8f6QUhle792/nJycnJy9odcCO0DGwvaONVUCi6e45IqzUonohUlTJWDbYubYWF0fKpMJXBZakUUvGudFk/aYjFKFRMlD1dKfE+SpJpUKVrpwMujIXDt3qGlTky14PGZx2bop4r/8NLCtV07rkMnyljrJaMT48B1qPdipso+QgrWuwmeAyXfRlWHqd0DZICPHJ24rnhZaIY2nW2sMBBbDkIISr7L4ckSl+t9wlTbRayOvX5fSmpFj1MzFd5e6vDtc+sYA8qYwcicoRGmTCeKasFFGUOaGVJjbFz1YNxuvOgzUfT5qeePUit6I2EC8P/6j2/x/Qt1hLDX6ErJRMnjQC3g4nqP3/z+Zf4fP/TEps7WbthN8b4bwVTyHNa6Mf0440CtgNLRqBtW9OwSXoPCFdzRGNHN/CO5lwM8z+Pv/t2/O/r4brGXj/WDksr2fuz85eTk5OTsDw9vpXIfs7Ggna1dK0oC18EvS5bbERj7dVsZFkZhqjgxU+bieo9+rCj4Do4QpIPwA891AIHnSp6ar3Gl0afRT3AdgSdtfHOt4FIOPA6XPFxH8PtvLPLK5SaNfsrBsQDfdeglipVOTDFKMcbw5TeX+YHHZ+hEGZ0ooxvb3T+OI9BxRsmXFD056ObY/Tx/7qnN4yy9JCNWmsfnqrx2pcVyO6Lg2c5QyXMYK7gkWcJYyRvtWLLpc3anzKWBUHKlIPBsV8SRAqNhvZdQLbiUPIdqxR34ngQGQ5xqGv2E549P8dyxyU3X9CdnVvn62ysYYxgv+3iOpBOlvLPU4fRim5LvcHG9D0bwkx87zInpvS/UbiaY7ICeGGxrgsmyT6I0YarwHIERVsS8t97jyGT5tsaIduMfyb0c4Ps+//1//9/f9Z+zl4/1g5TK9n7r/OXk5OTk7A+5ENoHtha012M/t50zZWNhdGqmzCNTZS41+mRKE2uD0obpasAHD43x7koXTwoyZSh6Lr4jKfsOgefgSkml4HJipkzZd3lrscXvv7FEnGnKvstyJ4HBjiFtDI2+TX8LXMn8WIGVTkyYKes1EnY0Ls0U8aB41sDhWsBKO7ruhHko5qJU4TqCXqKo9xIAAs+hVnCZNPCZUzMUA4d+nHFmpUOUarTWRJkeJNUZssFy12ywyyhT9pTcxoUrKgUXVwpWOymBZ5fNbhUIWhu++tYK/VRxZKKIIyVhklHvJTYVb/BEOBLeWmzxT74aMlsNaPZTuyjWkcxUA547PsmTczXmawUWBwXlXp5mh6liauClWmxFVAouMxWf9V5CL84QQuC6ghMzFf7qJ47d8hjRbv0juZfj3rGXj3XeycvJycnJydlM/o63D4SpYrriIwTUe8lgNE6SKk03yqgUXKbKPmGqrvvejYXR2dUeJ2bKJErT6icYBOXA5emDNaJM89yxCf7CM/P0E8Wvv3gRxxHM1gqAIM4Ua92YRi9BSoHWmkwZPMd6ipq9BCMEtcCh6NmOSzvKeGuxQ8VfsXkCw8hsY0MSDDYwoZsoPAcchC3St5wwz9cKOBL+6Mw6viOYqfgoDZk2ZEoRJopa0WOs5FIteLy32iNKNRMljzMrXfQGhZgog44yxooeykCiNFGqma4U0Maw2o3pxRlFz+Uzp6b5qeePbjuqt9gKqQSujRMXhnrPJvEVfTtm109s6tx0OeClSw2KnsMLp6YpZJJ3ljp89706v//mEofGi7hS2k6VK/c0kWu1E7PeS4lSRS/OaIUpriMYK3gcHC+ORiG/+MJxjk2Vb+m2b+QfKfsOry20+DffucgXXzjOkYnS+97LobXm0qVLABw9ehQpb21c8lbYq8c67+Tl5OTk5ORsJhdC+0DZd5muBExXfBZbMY1+QjfOcKVktlZgrhYAYseT2a2F0XQlGHxGDASWGBVJJ6Yr/Ms/PIcx9ueudBKiNCPKNErZwARHCmpFFwS40oYqAEgMSabxXTt+lgw6Pm8utih7Do60qWxgAwk2UnIdmmFCJ85GKW9guw6//8YSL19s0uzbcbsVEeNKgSOE3avkOYwXPRZbEcZAvW/F4nAUb4gciS9DN84o+Q7GCCuUhGGy5DNW8pgfK/C5Jw/wwsnpbU/Oe0mGlDBTCVjrxpR9O3o4DKGQBlKtKQcOy50IOQigaIYJZ1e6hIlipupT76WcWekiBUyUfD56bPK2F5xu5exKh997fcmm9Ak4MVOmHys6cYbvSp6cq1LvpzxzaIwjE7c+UrSTf6Teizm30mO5E3FmpctiM+KDh6/Fib9fvRxhGHL8+HEAut0u5fKtCc9bZS8e67yTl5OTk5OTs5lcCO0DG09mnzs2biOvlcZ3JJXA4exq76Yns1sLo4IrWWpHNPopU2WfjxyZwHXlKHJ5suTx9pKiHaaDJagCR9olo5k2dKMMBjuEktReCxjSwbgdGLSByZJPO0qpBHB4osjVZkg3VgisMBnVUNLemOdKXr3c5FMnpzm/1uVXv3mBK40+iVIUXLtMNNU2zltiizWBINOGwHM4u9olTDNKvs9aN0FbjWaHCodtKGPItBVtmdbMjxX5v3/uUcZK/q4KxrLvUvRciuPWE1Xv24WnvuOQaUOUKjwpmasVuNQIGS959OKM86s9wkQxWfYBSFVMlCpOTJfoJ5oL6z2eOzZxxwtOh92aRj/h48cnePVKi2Y/pVJwORAErHYSvnexwXPHJm67kN3OP1LvxbxyuUmYKMqB9asVfec6YZd7Oe4Ne+Gb2c9O3v24xDUnJycn5/1NLoT2ga3jbfNjBcZLHmGiOLva2/XJ7LAwOrvS4T++trTJ4P699xr88NMHyLQhTBWNXoIvBVIIEm3wHDsOIxhES0tB4EjSTIMxJErZkIHBzqE401QClyfna3z3vXWiVDNVCZgfg/fWehjs7iEBI1ESuA5PH6xxbrXH5UZ/NHo1P1bg1ctNMm2jsR1tZ+t8x8Zk9xLFhbUef+nDh7jaDLm43me5bUWG5wBCkCoz2IU0GM9Thq5S+I7guUcm+dgjU7susjYK02cPj/HWYptWmNJP1ahTdXSqxHQ14PxaD98VgwjyzO5gGix9TTJtQxsQVAruaKdPreiNErkuN/pIIbYtBncqFDd2a6oFjw8dEZxb6VHvJyitRwEYf+GZ+dsuZLf6R4wxnFu5JvQSpfEcyUTJp1q4P6KWc26P/ejk3a9LXHNycnJy3t/kQmif2KuT2ZsZ3H/k6bmRV6ZS9GjHCjGImx52V6RgFE+93I5QGhA2mhqgn2aMFXyePzHJVNmnVvBoRynpYGyu4DmYQVcmVQYpGXiVxpgfL3Bhrcf51S6vLTTJlOHlSw26cTby+rhSICVoY8Vdybdi6J3lNv/PLzwNCL53YR1XCjKlaYYZmbL+qeFE3mAHKr7r8ENP3VpXZKMwXe8lfPBQDa0Ny+0Iz5XUCh7PHBrHlQJXCtr9lPGSTzfO8BzrDVHGds5cxwonz5F044xkMGZY9B3OrnT51W++RzvMrisGgR0LxUybTd2ayXLAxCM+ncjeviMEa92Y6Wqw/R3cBVv9I50oG40kAnQjm3A4FH73S9Ryzu1xL1PZ7uclrjk5OTk5729yIbSP3OnJ7G4WJL52ucVcLeDVy00C10cKKAUO2lgx1I6zQVfF+mwcKXCkIM00RoAUgorv8fETkzwyVebMSpfPPDrNy5eaLLYjJgfR2xKBVIaCC0Xf5dhkibGiy0IjpNlP+d1XF/nTSw3CRFkRZmzYgpQDEZHZVDZtDJmxO46WWxHL3Zif/NhhljsRy+2YoudgQusTkoN20NCn7kjBsakS7y53+cEnzC2Joa3CtFb0aIUpnit57ECFWtGlH2dorB/qkekSby91SZXtfEnstXuug+9KEmUX5PoDobTYDLlc7yMEnJypbCoGTy+1Aft8bFco/vmn565L+xJCUCvajztRSsG7s7Svrf6RwJWkyvqk6r2Eou9ycuba79j9FLWcc//yICxxzcnJycl5/5ILoX3mTk5md7Mg8dxql08/Os0fvbtGq5+gtCHOrMBRBiq+i9KaMNVooOBJJko29lobw0TZx5GChUafNLPjcP/FJ47x6Udn+GdfO8NqJ0ZrQ6w01YKH70oC16EZpfzhu6u0Bp6kKw2b/CaFIPAlcWZ/njFW0OjBctQo1fiuQ6XoYbAjZE/M1fj5z57kl7oJ7yx3MEYPOjEGV0rrKxLwyFSJjxyd4Mxyh+9frG9amGqT8W7sUdgqTFfaEX/87hrn13o0+i3Giz6fOTXNcicmSg1l36HZTzAFaIYp/kAQGWM2dVC01rxxtY3nSD54aGyUMDZMZPuDN5dBwA8/dWDT54aF4quXm5yYKfPm1faepn1tfTxOTFdGYvC1hSZRqgG7vPXkTIXJso8xhk6U0egnZNpsu+sqJ2fIg7LENScnJyfn/UkuhPaZOzEQ73ZB4hNzVT58ZJw/fHeVOFX0tEEK27mZqxXoRimpsoJFConBUC24RKmmFaZ2j1AvYaoc8CNPz3FiumJN8hMl/sNLl3ltocWl9T4AniNY78ZW6AzGxQJXEqeaONP4jsBzHAoDLxBsjuEueZLAc5iu+IwPhAzAYwdq/OIXnuL//Xunef1Kk5lKgOdKkszGZVcLLh88PEGUad5abPMr3zhH4DmjEbMn5qu8vdi5qUdho+/q9Stt1roxyhgcIZipBvyVjx5BSjvG9qeXNVdbISudGM+R+K6gG2WcXuowUwk4NlWiG2ecW+2SZpoPHx2/Lma5E9nnUBtYbEUcHC+OCsZrYrbHX/rIIRZb0Z6lfd3Is/E3fuAkVxp9/pc/ucB7692ReBsmyK33YlphymQ54HdeucqPPDO3r6NNuQn//uVBWuKak5OTk/P+IxdC+8idGoh3uyCx3ktItKHkO7gSYmXQ2qCNYbEVUi14FH2HqbLPwfEii60IGQgO1Fz6qWK9E9OJM1693OB//EPF195a4fNPzfKpk9P813/+SRaaIacX23z5jSW+cnqZKFMUPYfAcwmTDIEgzuzCU2UEUaYpeJIoVSgDnhR4jo3i9lyHWtGl5Ls8eqC6qcvx2FyV/+unj/OPvvQ2cabIUoUrJYcmrL8F4OWLDdphSmGmQrXgobTm2+fW+O1XFpgfK/DobOWmHoWtnoZDEyX6ScblRsivffsCX3zhEf7GD5zkW+fW+Fd/dJ7LjT4CK1w8x6Gf2OCEhUbIdCXgxHQFY+Dg+OYT73ov4bUrzcHiVnjpYoOFZsSp2cooiW5YKM5Ugz1L+9qtZ+OvfvIov/rNC5xd7VH0JO8sd2y6IILpSsBjByq8udhmsR3tm89jv0z4ruvycz/3c6OPc7YnX+Kak5OTk3M/k7/77BN7YSDezYLEpw+O8cqlJkobfuDxGc6v9llsh7TDlCTTGAOuIxgvFXj8QJXldozShqmyT5Rqmv2UbJAY1k8Ub1xtcXalw1dPL/PcIxP85Y8e5oWT0xwaL/K9C3UCTzI3VqDoOWTGsNCwoqcXK4QQOIKB/8RQ8GxXAwxSWG/SeMmj6LvUCi7PHB677j6/cHKav/D0HN+7WOfQeJHAdagODP0vvrfOciem4EpOL7WRwoYb9JKMfqKYqfijx2knj8JOnoZK4HKgGnB2tctvfv8yf/fzj/Pq5RblwOULz8xvikAv+5LXr7Y5Pl3miy8cRwD/5KtnNhWD9V7CK5ebtMN0sD8Jip7DaieiG2d86Mg4k2V/U6F4ZLJ0x2lft+LZGPqmfv+NJb70+iL1XsJ40WOyEmwaldsvn8d+mvCDIOCXf/mX78ptP0zkS1zfX+Td2ZycnAeNXAjtA3tlIN7NgsQPHhnjt19eGEUvT5YDOlGVOLNdi1RpwkRxbLrMu8sd1nvxKCms3ksIE5tMlmkbVU2qyTyJ0ilfPb3MK5eb/ODjs/zgk7OcX+1R8l1qRQ8pBKQKKeyC04JnAwSUhqmyh+fYpaW9QQT1Wi8hcCRKGXqxouNl/PbLC7x2ubXpdF9KwY88M8diOxoUwA7KGM4ud3jtSotUG+JUEKWasu9Q8CTNforr2D1Lwzhr2N6jsJ2nYTgSVu8nhGnGxfU+nTBltZtwdLKElJJacfPI28mZCs1+ihTiumIQGCxizZit+nSiFASbHvezKx0em61wbq3HUwdrzNcKo/t/J16KW/VsnJqt8mPPSl6/0uKxA9VRfPbW8b177fPITfgPBvkS1/cPeUR6Tk7Og0guhPaBvTQQ3yyGe2v0su2GuBDZj4u+Q6o0Hzs+yUIzpBWmBJ4VKY0wJko0BpvI5ghIMrtTyJUSKSBTmj85t2a7TFGKFIMUs0F6WtFz7MJXT+IKgRCCbqwZLzlkSnNgrMBMOWB+vESmNELAieky5cDb8XR/630+u9Ll7HKHTBkCT1INXDTQTxVhes2H1A5T4kwB10Z0tnoUtnoaNi4VrRRcykHAejfh7aUO672E2WqBauH656XgSRr9mDeutgD4c09dKwYrgcN6L8Z3pV2AWwkGP8vGVUspeGfJ+pkKnvVT/cofnd+TgmLj/RsGHww7WdWCu61nI0wVjiM4PFHC2aZg3Q+fx25fQzvtbbrTk2tjDGtrawBMT09fdw0519jPJa4594Y8Ij0nJ+dBJRdC+8BeG4hvFMN9ud7fNKNvuw1dm/qlrMgJXIei5/BTHz/KhbU+jV5Co5/Qj+3nBcAg1nq4OFUbQ5JBKXCRwEIj5GozRBlIlCZwJCXfpRQ4JErRizIMcHi8gCMFV5shniM5XvJ45vA4692YxXa069P94X2+3OgPdvMkdOIM15EoYxAIip7d5WMXr2oyBXGqNz12Wz0KZd8lcCTLbXt9by926McZU5XALk7NFAXP4cR0heX2Ou8st5muTAOMREU/zrhY77HaSfj337vMV0rLnJyp8INPzPL2YoeXL1kf01jRY7ZW4ORMGYBzKz0W2yFrnZhUGU7MlPnQkQkKntyzgmLo2bja7LPUiqn3EzJthe1kyWduLLjOs3E/+jx28xraaW/TboMzbkS/32d2dhaAbrdLuVzes/v2MLIfS1xz7g15dzYnJ+dBJhdC+8DGwnK4vHLjqfztFJbbjUwNAxFqRZdzq10Ojxd5baFNOPi5yhGsdRO0MXzptUW++MJxHp8t89W3V0gHImnIRv2QKjP4nCHNbOBBmCriTA8CGRwSpelEKXFmf1Y/UThSEGYKpWwq3Ww1YKYSMFZyeW2hycGx4i11yKQUSCFohxmT5YB3lruEaYorJUJci+VOlCbObKLdmdUOpcAd+Vu2ehTCRLHWTTi32sVzBI1+SilwKKfW6zSMxT44XmB+rMBiM+JSvc9yOx6Ix4x2lJJpw7HJEh+YrxGmaiRkfuZTx/jY8Ql+5RvnmCoHzG3oaIwf8/nmOUWU2rCJjz8yyVjJhibsVUFxaLzIeMnjK28t4zuCatHDc1xSpVluh1xu9PlzTx3Y5Nm4H30eNxNnO+1t+s759VsKznjQuJ89GvdyiWvOvSOPSM/JyXmQyYXQPjAsLL/z3jpppljtJqSDQIKZio/nOnzyxNQdFZYb57XXujGX1nu8sdAmcCUTJY/ldkQnzuxeH9fjpYsNokzx5mKbTBtcIciEQQ2jrTegB/8ggHo3QTqSauAwUfLxXUkvzsiUIDOadqQIE8WhiRLjJQ/PkRwcK+JIwbvLHb7x7hpff3cVrQytmZRHD1SYLAebft7WMbONxV0vyVjrxiy2IpvcBihtRZwaiDchwJV2vG+9k/DypQaPH6gQpnqTR+HsSodf+/YFEFArunSjDIMhSjQLzZCy7zBW8jk5U0FKyeNzVa62Qr59fp2C6zBWdGkoTZJpHClIlKEd2ZjpoZD56lsr/PXPnOAjRyd542qLuQ33sxtn9OIM33GYGyuOvEz2PuxhQTF8QreOcwm7oXZr2Xw/+jxuJM522ttUCVwybQX6boIzHjRyj0bOfpBHpOfk5Ownd3oAmAuhfUBKwRPzVf799y9T78U2NUwYjBEstyOmygE/+6lHbrsY2zqvfXC8SNGTfOvcOlFqOxYA1YLLVDnAdQSNXsLXTq/gOoJjUyWa/ZSoE297+8M62kZxa6QxzFUDImV3B7WilDi1YkQKKLiSY5MlHEfy6GyFRj8Z+W5mqj6Nfko3zVhs9uklw8S0a76Zt662WOnEm8bMhsVd0XNY6yZ0o3QggkBvuV5hYLziU3RteMJ6N+ZtAz/6zBw//LTdgbNxvOPDR8Zp9BPevNqmHWVoo1EZlAOHZw+PjaKtA9eO/2lt8F1JO0oJE0Wt5DNTsYlv51Z7TJT8TUJmsR1tKywa/YRWmDI9SGXberq6FwXFQjOkGaZ87JEJFlu2i9WNM1wpOVArMFcLaPTT68TW/ebzuJE422lvk10EmzJVtr9zNwvOeJDY+povegVWOhHfPr/Guysdfv6zJ3nsQG2/LzPnIeR+HJ3Nycl5f3CjA8Ddkv9l2ge0Nnzz7BpJpvCcYaEmEAIcrA/lm2fX+Ozjs7cshnaa156uFpitBqx1Y0DwyFSJwHNGn68VPRZbEYGRVAIXV9qxOczWftCGn2Wg4EiSTLHWS1Bak2lwHRuSYAZjaVGmeeVKi0+fmgKsFyZMFJNlKxAmSoJ+ojBC0I+zkXho9FP+9FKD1W7M4YnidWNmX3zhEXxHEqcZrTAl1QYESLNFDAko+S4fPjKOwb4xC+DHnj3I0Snr7dg63jFZDnjhpPX+rHZiKoGLNoYoVax1YzwpOL/WJXAdPv7IBEIIljsRby20ma76OFLiSEG9l4wK7o1C5om52nXCItOGybLdzzMUWxvZi4JieHp7YrrC4YnSdWOZyhgurPW2FVv3m89jJ3G2096mRGkypRkreTY+Xm2WzA/qyfXW13yjn3J6sTnyAZ5f7fFLvYRf/NGneGwu7wzl7C334+hsTk7Ow8/NQlpSZfCcm9cnuRDaB640+nzn/DoFV3JkokiqDMoYHGEXi650Yr57fp0rjf6oUN8tO81r+46EwfCYlDa9bePnh+Nc2hjq3ZiVboLSO4sgsBpJaUOqoNlP7Jid51DxrwksTwnaoaYbZyw0I2oFj3rfpqMNv8Z3JSXfIXAdkkyz3I5o9BLeWmyz2o2Zqfg8NV/DdSRVR24aY/ozj0+TaUOm7Qyf7wgybdB683V2o5TTi22UsTuLAN5e6owe3+3GO6QUfOBgjVcuN2n2bBhDlFoR1U8VRd+hFniUfIcw1XhSIqUgVQZHgufYMcFhwb1VyGwVFiXP4Xdeucqbi22MMXeloNh6ertx/A4gjLMbiq37zeexnTgzxly3twnsa8B1JGGicKQcvCau8aCeXG98zTf66aDbmlEpeHgFF9/NOLfS5Ze/fpZf+NypfEwuZ0+5H0dnc3JyHm52E9ISphmec32XeisP1jv+Q8L5tR6tfspU1UdKSbC5HmOs5LHeTTi/1rtlIbTTvHa14FIpuFxthbhGEKYK35UIITDGEKU26CBOFYudmDSzxbt1jWxm+HZmAIPBdextaAOp0mRa4jli0BEyVIoeYaJYaoXMjRXItMZzrv3qpUpT8l2enKtxtdXnSiPk7eUOKx3bCXpqvsZEyR+d4vuOZK4WcHaly9GpIkmm8V2JMaCNQQqQGKS015pq6CcKKQW1wKMXZzT7Kf/x9UVOzJQ5NVvdcbxjshxwfLrMt5oRcaYJU4XSZhDHnbHSjllqh1QKHo4QtKOUZj/h0HgRxxGjgnsnIbNVWAx3JN2tguJhPL3d+hhqbba9j9WCy0TJ4/xajxPT5dEiXnhw7ztce80XvQKnF60IGnZbAcqBS5Ip1nvxA+2Byrl/ud9GZ3Nych5udhPSkqrBIflNyIXQPmEEiOts6UNuv0jZqaBv9BMSpUmVIck0i82IbmSXmWbapriVfMnF9b69vm1CEoZXNhRHEjBGELh2ganWBi3syTo+o7bkbDXgajOkG2egDa6UpJnGGEOYKjqRYm4s4PBEgfGSy3jR59OPTvO1t1f4wHyNdpTy/QuNTVHP40XPCjmEFUGRoVbw0AMx1E/UoFulEdjujCvtI55kmmNTJeJUjQrDnQSCMYbVdowjBY9MlUmUIlOGiZJPqjRnVrrUeylKw8HxItOO5Goz5GK9TyVwBkLWcGaluyshc7cLivfD6e2N7qMrJdWCh+vYaPXt7jvA5Xr/huN/ruvyMz/zM6OPYf8S24av+ZVORKOfUCl4m94YUqVxHYf5seID64HKuf+530Znc3JyHl52E9KCMZgb2DuG5EJoHzg+XWa86NPsp8xWxXWjca1+yljR5/j0re8m2a6gHy4FjQexzKnWSAnNMKWXZDwyXebpg2O8s9TBdx08B+pKX6eEhiJoOHXmSKgUHMaKPlebIbExIx8N2JPomWqAIwXlwMUYQSNMkcD5tS5xpsmUHQELU4U2a9QKHp88OcWffWyGP73UZHFQzPYTReBKAtcZnN6HSCGIM83hiZKNrk4UBd/Bk5KCZwZBB/Y6pYBMG+q9hKLvcmq2iueITYXhdsXzSjvmYr3PeMkncCWp0hyo2SCHtW6C70qSQadorRdzeLzIfC3gciOiE2UopWn201sSMne7oHgQT29vVWTsdB8/eXKKx+eu7RHaet8B/uUfnrtp8loQBPzrf/2vR/99LxPbtj4W87UCJ2cqfPv8GpnSeFs6XcPI95lqwMX17f1fOTl7wf02OpuTk/NwspuQFrZYQHYiF0L7wJGJEp84PsmX3ljk7Grvus8HruTzT85yZOLW31C2nobP1QLOLHdphymuI5kbK2CM7ZQEnkOUZEhhi/qZWoDBkGaaVpiBsONuUtjoaWPMpn1C1aLHwbEiBc8hShTLnQilQUrbUUqVptFLEEDRd3nh1DRgeHupTS9R1tPjSoqeFRjvLneYqRb42Rce4fBEiRMzZX7nlauEiV3G2uynaDOIdxZQDTyuNkI+cXySK82QTpiSZpoU2xqtBi6tMEUKu29Ia8NMNWCuVkQbQ6oMUZqNCsPtiucoVVQLLo/PVXl3uTPyNsWpIkwVJd/BEQLXEfRjxdVmSKIMgWu9WJ7jMFMt8PmnZm+pIL7bBcVuxdb9sJfmdkXGje7jZx+fve7fz691+dVvXmC9G1MtuNQKHkprXl9o3nDH0M0Mm3u5m2inx+KJ+SrvrnQ4v9rDdzPKgd0N1Y1s1+vkTJkofTA9UDk5OTk5ORvZzZi/5wjcXdQr+TviPiCl4IVHp/nq2yt042wQnz0IHzCGasHjU6emb7vg3FjQv7bQ5HKjT8FzODA4OQY4u9Kl0U+QUrLaSXjukUn+zKMz/G8vL6C0YbWbEKaKbBCJrbTdKQR2JM73BPNjRYqDoqpccBFdgcYgjL2PWhvWezZE4emJEs+fnOT759cp+S5y4E3KBn4b3xW42oqctxc7fPbxWZ49Ms5vvHiJVpjiCEHgSVwkUaYx2iAEvHKlyc9+6hHeWeny6uUmxkApcJACOmFKlDpMVjw+dGQCTwqW2hGnl9pkg4Wxgeuw2ol5Yu7aY7exeG6HKb/x3UsAm7xNatD9crEG/IPjAeu91Ha/HBgrFuglitlawOVGn1/71sX7blnnzcTW/bCX5k5Fxk73cTtf0R+8scyl9T6Z1lxY75MpjevYvVu9WG3y1xhj6Pf7aG34/deXbmjY3Ctfzs0eix/74Dz1wTLgJFO4jsNsrcDJmTITJZ8zK91b8kDdDyI4JycnJydnK7sZ8y96u5M4uRDaB7Q2vL3Y4dhUiYNjAaudhFTb1LHZqo/rOryz1Lmt+Owhw4L+j86s8j/9yXlOTFUYL13zDnzskQk6UUaYZiy3I/7ihw/xxIEar15u8eKFdWoFl1rRoxuldOMMgUEbTeAYKoFHojTDVEJjDP1Y4UlBpswgpS1DSnCl7YysdWJ+47uXeHepQ5xpZmsBtYJHkunRWCBAJ854baHJQjNkquLjOhLPkXa0TVnxUw2s6b2fKC7X+0xWfP7W5x/l179zie+8V6cVJgCMlXzmxoqUfJfxoserV1qjNC03cFjrxGRC8HuvLzE/VhgV1BuLZK0N33uvwYsX1nGEsJ0013aBBBBlimrgIRAkmabsW8GZDBbkTpR8qoUHb1nnbgTIiem76wfYTSrMXj2mC82QP73cYKUTobQZJa6lyrDasR6xly81RmOU/X6fSsUeKvzNf/0t5idrOxo298KXs5vH4t3lLv/gR5/kX/7hOdZ7MfNjRWaqAVGqdu1RG3I/iOCcB5tcSOfk5NxNbjbm/51/vru/N7kQ2geGaRePzlaoBO51u1y6cbYnxZOUgpMzFWYrBVxn86ykEIJa0UMImCgFVANvpLAXmn0WWxHdMMUYjR7EZNs2o42ILrku3UQhBp2fdpgMYqMF87WAgu8SJtlonC1RmtrAxB1nivVujO/IUUcJbMgBsQ066CUZ3ShDa8NcLSBwnZFgGqbdKWPoRPbrPn58in/4hae43Ojz3podNzwxXSbKFP/6mxd48UKdONXMVH0ybWj2M6pFj2cPj7HeS3YsqK89JiGLTRvrPVMNrH1KgNEwXnLtKCEwXrKzqkNfRnUwSrfXyzrvZpGxm6L71797icmSz/m13l0rlHeTCrNXj2knTrlU76OUYapyLXEtcAV+2We9m3C53qcTp9d9rzVsbv+ndK92E+32sfixZw/yC587NXpjuLjeu2X/170c9ct5OMmFdE5Ozr1gLzzVuRDaBzamXQwFyUb2crHjrcYln5qt8tc+fZwoUXzl9AqJsm9iE2WPouew3InpJ4qPPTJBnBka/YRenBFlGjBMlX3mB7cVJgrPlRit6ScZQkDBcwgThyQz1PspBzcsdU2VBgQl3/oYtDYUPbtbqLolCcsYQzzw6FQC+2sspeDIRAkpBL0kQwjBqZkqf+GZeV653EQ5wo7ZSTkaGZosB/iuc8OC2j4mj1DwJF9/e4UrjZBy4HJkokQrTFntJhQ9h6In0QaW2xG+63CgWrjhc3q7YuZuFxk3K7qLg8fh6FSJkzOVu1Yo7yYVZq9eJ90oI0zUSLhuRAzGMoeieys3M2zuhS/nVh6LJ+Zqt/3GcC+7cDkPJ7mQzsnJuZfcqac6F0L7wG7SLvbK1Lyxy/PqleZoVMuVgqV2vO24zInpCidmKzzRDIlTRS+xS0RdR3JypsxyO+ZqK+JTJyZRpsx7az2W2yGBKyl6NqBAAGGa4bsSpe3YmCdtlHajn6C1oRMmdAou1YGQ6QxEygcPjXNovMhCE45OlbjS6FPv2SWsniNHJnDXkRyZLFEJXC7X+5xeavP99+qsdmKiTKE1zI8VeWyuwtHJErPVAsqYUedtWOTtpqA+NVvlH/7oU/zAY7P8zqsLXG2G+K5kphIQZxqN4cxyhyuN0AZLAKeX2iy1I07NVvAcsek5vV0xcy+KjBsV3cYYrjYjwlRxaLy4qaN5oBqw1I72rFC+l6+TSuBS9Owere0ODLaK7o0cny5zphHd1b1Mt/pY3O4bw73swuU8fORCOicn50EjF0L7wH4stSx4NhTg7HIXBIwVfT55YpKfev7odYXzQjPk/GqPZw6NbTu6d6XR5+2lDoutGNcRpJlCCBtisNAMQdikOWOgVnDJDFYIeA6ztYAzyx3C1IYwXKn3KfsOUtrlo88erPLDT1thdmi8yIePTNiY7UzTCFN6cYYjJTPVANeRHJ0s8TuvXOWVK03eXe6QKcN4ycMb7Il55UqTr74tCVxJyXc4Mnl9JPluC+rza11eX2ihtMH3JI6QHJ8u88KjUyw0Qv7nZkQ7TDk8XsRz5cBfEtGJUiZKPp88OcWh8eJti5l7VWTcqOjuRBmr3Zhy4BImiu9daNDoJ6NggbLvbPLS3AnztQLTFZ+3FtucmqkMRjmv7Xfay9dJteDtSnRvJ0I+/9Qs66+s3tW9TPfqb8a97MLlPHzkQjonJ+dBIxdC+8C9XGq5seh+/vgUShs6UUq9nxBuzMLewNbRvWrhmhjqRBlzY0WiVPOTHztCojS/+icXRitgxSBqO9MGpQzNMKUSuNRKPmGqeG+tRzlw0UAvzqxfJ8woeA4/+MQ0P/fZk5tCC4aP03o34fBkCUeKwX3IcB3BSifmajOk0UvwpKTowZVGCMDB8QJHJoqsdmKa/ZTvXWhQ8l2mKsHovu62iNwqXg5NlLja7PONM6t85a0lEIJ+opAC6r2EyYqP50jKgcPSYCHr55+aBbhtMXOviowbFd1xpujFGQeqBc6sdIlStSlYoNlPWe3GnF5q39E1DDtm59d6XKr3Ob/aY36swONzVQqes+evk92I7o8cndj2d+TkbJUvvlC+q3uZ7tXfjHvZhct5+MiFdE5OzoNG/m62T9yLpZY7dRAmyj5HJks7Ft0bi6FUac6t9Kj3EzKtcaU99Z8o24Wv/8erV1nrxhQ9OwJnsItLJaAEaG2vY64asNSKCBPFgVqA1xM8MlXiyGQJYaARppycKXNiunLDx6mfZKPHab0bs9iOmKsVuLDep1JwWe/Go51H3VhRK3hMlH2ESEhSw4sX6rxwcorSoKOxmyJyu8ex3ks4s9JDabuTKVaG2UpAN8mIU00rTHEHXa7DE0UmSjbK8U7EzJ0UGbfiR7pR0b3QDCm4dilvkmkmy5uDBUzBYbWj+P6FOp9/4vYK842iczjS+M5Sm8VWxGo35rEDVT5ydGJPl7/eTHRPVW78O3K3l+AOf8bd/puxH93qnIeHXEjn5OQ8aOR/jfaRu1083W7RPSyGvvPeOo1eTJRqOyokXbpxyoX1Hv1E8d5gVEwbw4GxAvVeQprZRa0CRv6iRGk812GpHeG7kkY/pRR4PH1onMmyD8BUlHJutbetANjucdLG8E+/eob5sYI9xVcaz4FerJAShJSESWa9Sa6N4D45U2axFXK1GeEOPDu7KSK3Po7GGM6udAmTjKmyT0sKWs0Q1xHM1Qqs9xLGih5PzFcJHIei73BxvTcSKLcrZm63yLgdP9JORffHH5lithLwzXPrzFaD6wrlXqyYHy+w2o5vqzO1neisFmC6Mk07TDm72uXkTIW//pkTuK68pdu+GTuJ7g8evv53xHEc/spf+Sujj+HuL8EdXuPd/JtxL7vVOQ8fuZDOycl50MiF0D5zN4un2+0gSCn4c08d4MtvLbHaTZirFciUYanVpxfbNLa1bsw/+9rZwXcYqgUf35HUeylhquyyUUdSCQTlwCVOFe0wpeQ7VAseJ6bLTJS8m17Lxmva+Di9vdQe3TdjMpQxXG1FdJMMOfh6+xgoygIcKTk0XiRwJT/5sSPMjRV2XURufRw7UUajn1AZJNkFrkQAidIUfZdqwaWfKALHoVb06ETpJoFyuyemt1Nk3Em4wk5F91dPL/Pd9+p0ohQEm7w0Rd/h8QNVWmF6W+MvO4l3IQRjJZ/HDlRZ7dhO4N143exWaBQKBf7X//V/Hf33vdyZcrcF173oPOU8nORCOicn50EjF0IPMXcyplD0HeuNkIJ6P2G9m6CNoVJwmS4HNuig0UcKgefYRaNF3+XgIO5aGesRijPFyZkKz5+Y4t9+9yKZNnTjlNNLHZbbMSdnbYT1rY5MbB3f68eKfqyQQuBIG9SgtGG9FxOn7mDUyYZGnJypDFLpQt5d6dy0cN36OCZq0IEq2GsVAgLPIUw0tYLBcyS92HqqthMot3tieqtFxl6EK2xXdD85X+OxuSqNXkIvUSMvzTCS3HMkUapva/zlfvAY3KrQeBh3ptyLUb+ch5NcSL+/yRfp5jxo5ELoIeZOxhR6iY2+fv74JN8+XydThsmSZ8fehEAbQ5xmpNqOo3lhynRFDnauOBhjWE8SHEdyaMImpbmORGnNRMkuNV3pRHTidLDUNL2lkYnhfXt9oUkrTAk8SVk7dBOFUgawgiRONZ7UHJ8usdSOeebQGGGa8S//8NyuCletDcYYqoHLm1dbnJguk2QGbcyo09ONFYcnimTKUO8lo4WvSaY5s9K9TqDcyYnpboqM4RvRudUury00OThW3JS2Ngy+qAQuZ5Y7tzzCNgwWeH2hxTO1gFRfiyQHOLPSve3xlwfNY/Aw70y5F6N+OQ8nuZB+f/IwHgrlPPzcH9VEzl3hTsYUhgXpajcmTBVTlYBggycjVRrPdTk1WeKNqy2iVLPcjvj/t3fn0XVV58H/v2e45866mmV5HoTBBmMMZmhCAoEkDIUCTUIh/AqrmXiTZnhXmmElaQOrKSuBJGu1Df0jQyHpL7SrZJGQCZpAIEkDAYMhNjYYPE+SravhSnc88/vHkS6SLcm6sqQrXT2ftZxgaUve5xzpnP2c/exnp2IhQGGgYOP5PhuX1qOgkCk6XLSykW1HBsgUbBIRnfpYiHTWZMv+fi5c2VhRysTwsb3RneXgkQHqYyHqIiGODRTJFB1AIawoxMIaIU3hSH+RpQ0xzlyU5AfPHpzUwHX4pv7y4X72dOdIZ022HxkgpCrYQwGSpiokwiHOXlxHKmqw+/gg+3ryRA2NgaLNxqX1Jz0ETveN6USDjJEPou5cif3deQYKNme0BUUoRha+UIeCo9e6KqvwNvLn6njWLP9c5UzntNNf5ssag3w+TyIRnNMPfvd/Wb+8RfZMEWIECaQXllp+KSRqmwRCNW6qg+7hAekf9/WMSgODYECaKzlBKlRrgqLt0hg3eON4lt6cBby5T9HlZ7Xyk5eO0p6KkIyE2Lg0xatdg/TnLXxAVxV0TeXqDYsqvkl2tCb58w3tvNY5GFRv8z2aE2Fa6yK4no/j+qBAyXZZ1Rzn/Ret4IlXJ5cqtq8nx4PPHOBQX4F0toSmQFM8xPFBk4L7ZhARUoNUvL3pHItTUXpzFoamkgiHyJVsMgUTb4wq5af7xnSsQcaJD6K4oXGot8DBvgLHBkuENAXfZ2iPHJ286ZAp2PzylS5Wt8QrOv8zlf4y02sMZiJtY1EqPKPlzIUQYi6TjXTFfCaB0AIwlUH3yBmXfek8hu4QD+ujFsWvaYlTsl2aE2E+9c4zUIB9PXkAVjXHWdYQ443ubHnNR1/eYm86T9508Hy/vEdRMhKiJRkety8TWddex9mL6whpKiFdHZWiNVzUoGi5/M1bV6Eqyimr6O0+nuWFA708/spxDvcVsG03SAuMhzncX8DQFUAlamhoioKuKcQMneMDJkf7S6RiOnXREI7r0TlQ5EBvgS0H+vnklWdw5bq2k87xdA2QT3wQ9RdsdnfnKFguRcvFclx0TaWjJUFYD1IXLcdjRVMM03an9JCaqfSXmQqyZiptIzZOmp7smSKEWAhkI10xn0kgtEBMZdDd0Zrkb9+xhq/kLPamc0ODaa28KL4hZpTXgyxriKGqCsub4qO+x3CKXWemwO7uPEXLIREJURcNYbs+/XmLgaJDOmty1qLKj2tJfZSO1iQ7Ogc4I5UYdRNORnSODZbYuKz+pKDsRL7v05Oz2HYkw6G+Al0DwQxK3nJJRnQO9xfoy1sE397HKfm0p6KENIVzFqd4rWuQ41kTQw3WBiUiQUBkOS7HBkv86292s6wxytq2usoPchKOZors6c6SDOvs68mz+3gWx/NpToTpHixhOh6243E0U6A1GcXxguIWHa1JQpoy5YdUpT9Xk52Rme4gaybTNvKmja3YWK5XDsQVRZlz65mEEGImzIUiN0JMlTyhxYTWttXxD9et59+e3kNv3qQ9FaUlGaZku2MWAjjRkvooq5vj/Gx7J67n0zRiA05DA10NSltvPzzAW9c0VzzQrSSVaryF+H15k1eODLCvJ4/leBRMB9N2SUZD5E2HXMlBUxWUoVLRnucPBXEmyWgIx/NxfB/X8yg5Pu0jUqUiIZ1FdQrprMkjW4/y+auTM5Ia8FrXIDs7BwGfnqH9nOoiIeIJjaaEQcF2cF0o2h49eZMzWhN0tCZpjBs4njfqITVTVX8qnZGZrhmzmU7beG5fH6FwEccLSsY3xAzWtMTpzVtzYj1TNUkFKSFq33wrciPESPJTKU5p7aIkn7iyozyIPdibn3SqkqoqnLe8nkdeOhKkY7neqH1nYmGdM1oT7E1Pfdp8sqlUYy3E78ubvHyon6OZUrD5qqpgOsFGsEXbxfFAAcK6iu/7eJ6PooCuKTiuT8Fy8fEpmA6u55dnA0YydBVDV2csNWBPd5ZfvtJFznSIGcFmtuGQRsF2sQeDYDCia3gaNMcNUBTObEuSigWb2Y58SM1U+tgbx7LlYHpxKsqqpjhF252VhbQznbZRtF1c1aUuFkJBoTNT5Eh/gY3L6hf0nilSQUqIhWG+FLkRYiwSCIlJOZ1UpeZkmGWNMSzHI1O0yZVsPD9YH7S6Oc6iVISDvYXTmjafTP9OnD1aVBdm9/Ec/XkL0w4CGkVViYZUPB8KpktQiBtKjoeqgOt5aGqwd5JHEBjpgOkEHx/rjZftehi6iud7Yx7j6bw1dxyPh184Qk+2RFtdmHTWxPMhqiugqRRtl1zJQVUUVBUaEwaZoo3t+cDoh1TRdiZdUa8Sbxwf5Cu/eI296RxRQ6UnZ9EYM1jTGueM1sSML6SdibQNb+j8AVza0cSRLPQVLFzPJRJS8X1oTYZZ3Zw47f7PR1JBSoiFQzbSFfOZBEJi0qaaqhQ3dJoTYVLREP15k9eP58iWHDIFi1e7XA71FWiIG5OeNh8vcJhM/0bOHm0/muFwfwFFUfFhqNqbjqKAofkUFDeIggj+T1XA8cB1fVwvKJ3t+S4vHsqQjITImQ6W6xJRT66wl4qFqI+OPkbP83l2bw9PvtpN10ARVYVoSJ/0W/M93VkefuEwj+84Vk7dK9kepu2iqQqGpqCpCpmiTXMiTEhTSWdNdE1FVSBbsssPqXeua+OJndOfPranO8u/PR3s2VQfC5ULbgzvIXXesvoZW0g7/HNybKCE6/nkTYe66PSkbRzLWqzadCm6ptBcF2dRk1Hen8nQVMAnU7AX5OJgqSAlxMIjG+mK+UoCITFtxgtQhqfNn9p1nCP9wec1VUFXFUzHoydn4ng+Rcs95b8xHek2q5sTXLdRJRXT6c1bNEZD/HGfNbRZbBC8OG4ww+O5PgpBIDQ8CaAM/U9IVVBUBU1TWNoQ5fhgiWODJovqFAxdDWbACjYhXUEBOloT5dSAPd1Z/vP5Qzy9q5uC7ZII67QkwkTrtUm9NR9ONTvUV8DzfVrjYVwfHNenaLsUTAdHV1FVhbCucs6SFPVRnS37+9E1ld6cSSSklx9SYV2b1vQxz/M50l/gh388xJH+AjFDIx7WURWFsK5hxNVyFcHzltVjOtO7kHbkz0nRdjjcV2R/Os9FqxpoSkTK7aaatuGqOlf/3T+zujmBNjSYHxlkOZ5Hd9ZckIuDpYKUEAuTbKQr5iMJhMRpO3FmQ1F8fF+hPRXlnetbecuaZs5clOCBZ/aTM22SYT1YJ+T5ZEsOhq6iawpPvnacjtYglWi8zUJPN91m5AC5r2ByfKBErmijKgqO52P4wWyP7fnoKuU9gDRVIWZouJ5PWFdxPJ9oSKO9PspbVjeyt6fA2Yvr2JvOk86aQ7MzLr4PihLMIvXmLfb15AB44A8HePFAH77vs6whSsF0OZop0l+w2Lyigb68Ne5b85GpZrqmkC05eF6RlmSE9lQwyC9aQYpWdGjNUDSk0Zu3uXBlI1dvWERLMjzq3O46NnhS+pjv++VZDlWBku1MamA/fI63H82w48gAmqZQsILy3amhYEFRFBIRnb68RTprTutC2hN/ThYbUaIhjRcO9PO7N3q4cGUD7fXR00rbkMXB45MKUkIsXLKRrphvFt5TWkzaZNaunDizYWgqw6P/Px3J8Ls3urn8zBZyZpCu1RANYXvBmhpFUaiPhcpv1Hcfz/Ls3h62HR44acbnynWt/PiloxzszdPRkigvyKwk3ebEAXJ7KkK26HCwrxCs/UEhZwabsLqej+/76FrwvRSCzUijhgaAbXu0JEOcvTiFpmm0pyJkCjZ/9+61/PxPnTy7txdFUUhFdVrrIixORegaKPHAH/YTCWkczRRQFIgYGscGzGDBveeRKVj8r+VywYr6Md+an5RqZujYjsdgycHxirSnojQlDAaKNvXRYAPYZETHcb0JUxROHNj35S32dOfoL1g4rocPhHXtlGXOR57jWEgjYqjEDZ1cyaEzUySkKsTCwW0npKnkSjZdA0XesqZ5WhbSjpeWtawxTszQ2XKgj9ePZSnZHpHQ1NM2ZHHw+CRIFEIIMV/Ik0iMaTIpaHu6s6NmNpoTBscGTEq2SySksSgVJl9y+O3raUzHQ9cUlqRi2K6H6/toylAKmeuRLTkczRT5zy2H8H1Gzfg8t6+Xn2/vJFOwiIQ0enIWDTGDjtYEjfGg8lkirLH1YD8vHuxj84rGk4Kh8QbI6xenMB2PfekcluWhaQq24+H4oAJ1UR1DC9YQ5UwH2/XLAdE5i1Plf3/4LXdzMsyK5jjdOZMl9VHCulauJOf7PtuOZOjJmpzRlmB/T56i5QYzUbpKWNexXI++gsWOzkHaU9FRb82Hj6E3Z45KNWtJhnG8oIJdOleiPRXB9yFmaFy4qpE/39DOuva6CVMURg7sLcdj25GB8p5PelijJ2viKAqPv3KM9lRkzMDhxHOcLTmENK2cHnmwr8DRgSLLGmIYukredChYHk2J8LQtpJ0oLaspEeata5rozJS4+cJlrGlJTDlto1gs8NnrNuJ4Hrff/wTL2xpkcfAQCRKFEELMFxIIiZNMJgVtdXOCX+04Xp7ZqI8Z9OQsPN+nLqJTcjwGCg5NiRADBZui7aIpQQW1cEgb9e+FNBXLsejJeUQNjY1L68uDJ9v16S9YpLPBgvcl9VFcH9LZEjnTYVVznHTWpDdvMli0+fbv9vLC8v6T1gyNN0BujBusbglymk3HRvUhElJx/WBgbzkejfEwZy+u45UjA2gqmI7P4voIyxrfHMgNv+XOlRz2pfOsaUmc9DZcURQaYgZ7judQCNLFbMcjPlSgAcDQFFxPJVdy6NVMYiPO1chj6MlZ2K5PWFeIGjrtqQjprEnedOkeLKEoKucsqed9m5dOarZjuOrP0UyBLQf6MG2PlqSB4/lkCg7JaIiNS1P0TpCyd+I5TkZ0GmMG3dkgMGhPhenOWvTmLDQVLMfjjLYkf3t5x7QtpD1VWlYsrKNrCotSkdNO3ygWCwCsb6/jSM6e1OLghbCvjlSQEkIIMV9IICRGmWzFp2s3KGw/mkFTFUqOS1gPSjUbQwv0jaG/+34IFIgbGnnLpb9g0VY3OhixHI+C5VIXMVjdHC/PngwWbbYdyZAt2bQkDDqHUsiSkRBG3ODYQInn95dIhHXCerD+pCkeHnPN0HgDZN/3SWdNGmIGEV2lLhrCcX1s12OgZON6PiFNYXEqyuG+AkcyRVoSYTpak+VjGPmWOxHWJxyIJyM6PsG/6bge3lAK3vD3cv2gOp2qKPgo+CO+dvgYVjXFaYiVSGdLGEMb1EYNnSUNGulsicZ4mAtXNfDZd5+JrquTvvYdrUmu3dDOnw5ncDWFgaKNpqq01kVY0xKnMR7G0LVxF7qfeI4VRWFNa5ysaXNsoITpetiOh6W5+E4wQ3P7n61g7aLpqyZUjbSsD799NRlbPWVws5D21ZlLFaQWQvAphBBiaiQQEqNMpuLTS4f62dudKy+EzxRs8iU3mO3Rgx8pTQHb9zEdj7CuUR/TKPUV0TWF3rxFWFdRFAXP8+jL2zTEDFqTYeLhN9endA+WOJ4tDW3AGlR0y5YcEkNrTCzPo2A6tCXDFCyX1roIbXURYiWbPekcD794mM+9+yx0XR13gJwtOfQXLCIhFUM3uGR1IwoKlht874N9edJZi9eODdIQD2ZI6iIhQpqC43knveUO69qEA/FcycF24dWuQUwnCIT6izZxQ8PQVEq2i6YopGIhmhMGRfvNSnrDx1C0XTpaE+RMh768RSISFJ8oWEHq3vKmGDdvXlZREDSsORlmRWOMqKFhOsEMXXvdmwPHiRa6j3WOG+NhVjXHeX5fHznTAXwShk5DwiBm6Dz9epqVzfFpGxhXIy1rMouDF+K+OnOhgtRMBZ8SXAkhRG2QQEiMcqrUopLt8sbxLC3JMBFDIzG0WD9TtPF8n5CmllPLhiunLWmI0ZYMM1CwiRo6fTmT7kEHZ6gedSpq8OfntnOgp0BnpsDu7jxFyyGkByW2DS142+75QfW2vrxFSFexbA8U6C/Y1A8FDlsP9tNXsCjaDgd7C+Ar3HzhUlY3J8YcIFuuFxQD8H3aUlHqIqE3B8+JMO31EV7rGuTmC5dxzuJg09EndnaP+5bb8/wx/x3f9znUW+C5/b2EdZWQrmEOuhghFdPxyZZcNDWYrVjeFGN1cxwYvUHryEH+Ga0JzltWXy5okCs5FKwgQBqZalbpgK0na3KwrzBUzAJ0VaWzv8Sa1mBGaKIZlbGCkOEZt0hIRVE0GmJhLlrVWK4eN917yszFtKyZ2ldnPgzGq1lBaqaCz4U0syeEELVOAiExykSpRb7v8/qxLI7rc057HW9050lnSzQnhtaSFG2yJRt8DcsNgqJkRGd1c4zevM35y+vZk84DkIqG0DSVZFinPhbi2IBJKqLzzL5eXM+nKW5gOR6aGsxqKEBIC6rMRXWNrsFSMHuiKrQmwyxpiJaLDyQiOvFwmN6cxatdAzz4jMPfvHXlmANky3GDtLyozpqW+EmzYCXboyEW5pzFqfKArqMlOe4AdKyBeNF2eb1rkN3dORzPp60uTCoSomS5ZE2HSEjFdn2SEZ1LVjWyrDHGnnT+pJmLsb73puUp0lmTroESTYkwf/uONaxtS05ps9Y93Vkee6ULx/NxXL+8Rmh489NgjZA97ozKWP1L58ygSpvjoqsqUcNl9/FcObCaiT1l5lJaFszMvjoyGJ/YTAWfC3FmTwghapkEQmKUiVKLBos2XQMl2usjpGIGHa0KOdMZqi6mkyvZFB2fvkKwYWo8rLEoFaE3b9MQCxEJabSnXDYtq8f2fIyhQAmCmYFEWMNyPPB9LDeoMmdoCoMlh5ih0RQ3KNke5y2tZ3F9lN/vTtNWF+HPVjfx0qEMRculcWjNjOkEles6WhIcz5r8eudx/s9la04aIBuaypqhvYsaYsaoczFeKtWp3nKPHIi/fLifN45nKdkuIU1lcX2YqBEUVUhEdMKhYG+iYMZEIaSr7Ennx525OHGQbzrBDM1b1jSXB/lT2ax1eODYX7C5aGUj244MkCnYJCJBoJrOmmzZ38+FKxsnnFE58dh3HB2gYLnUx3SaExF0TSkHVuctq6cuGpqRPWXmQlrWsOneV0cG46c2E8HnTAVXQgghRpvNjAcJhMQoE6UW7RnawPPMtjoURaExbnDesnpeOZrhQE8eRVUI6wqJsEZYV/F82Nud54qzWnnHWcE+QIvro2OunWlPRTjYW6A1GUZVFDJFG9fziBgang/hkIoRUsmbLpmiTcl2WVwfpS4aCtbKFIK1MsPpWLmSQ2tdhLpoaGgz1mDQM9YAuWi5/OCPB6Y1laqjNcnKt8e571e7KNkuTTGDnV2DQX8UBSOu0pe3ghmukEZv3mKwaNOXt7lgRcOEMxcTDfJPLGm+rCGK40FPziRvueNWfhseOC6qCzZkXdEUozNTpGA6OL6PrqnomsrVGxZNqhrahy9dxTeesMgULGKGRl0kVK4WOHzse9N5zmxLzNieMjOZlqWqKpdddln5vycynQUcZDA+OTOxqetMBFdCCCFGm+2MBwmExEnGSy1av7iOSEgjEnpz4NcwlKqWigYDXcf1eVtHE6qqYjouRzNFGuNhGuPGKQcmnu+RjOgsb4wDwfodQ1OxXY996TzHs0E6XNFy2bisnvdtTvLUrm72pHMUbYd4OIzpuORKDlEjSAMLKqqNHvSMNUCeiVSqrsESPTmLtW1JfB90TS2XvFYUhURED2a4ltWTN1368iZ3XrZ6zH2QTjTWMQwPksslzeMGmqqiqWDEjaHgI8eS+ihbD/bx4sGG8r+Vtxx6ciadmSKZoo3jeWhKsEZpcUOEhphBb86kJRk+qS9j3bSaE2H29QTpfbuO5YIKd0MFMoaPvTdnsk9TuHhVE+11EQ73Fao+ezNZ0WiU3/72t5NqO50FHGQwPjkzUT1wJoIrIYQQb6pGxoMEQmJMY806tNdF+Pbv940a0GVLDv3FoFhB3nRZlArS5gD8YpD+9syeNMuaooSHKpuNNzCpjxq0JMMc7i+OetsNQcC1/egAq5rj/M1bV7GsIYaqKqxoivHwC4c52FugNxdsuBqUe35zs9XJDHpmIpVq5MBJVYLUu5Elr0NasKmo5XjkTIcLVjROKggaz/AguTFmcDRTJKS9GbAqSlB4Ynd3jmODJQqmwz8/sZu1bUneub4Vz/c53FfA933q4wYhTcd2PQZLNnZvEJBGQvpJ53C8m9arXQMcGprhG6vCnefDQNGmozXBmYuSfPv3+2p2vct0FnCQwfjkzET1wGqUZhdCiIWiWhkPcscW4xpr1mGsQgBF28F2VGLhYBamv2Cz/UiGo5kiJdvFcX2ODZZoGNp0ddPy+nEHJu9c1zZumtrShhj/3yUrWNEUL39tR2uSz111FqDwatcAHS0JkhGdnOnSkzMJqQrHBk3OXXryoGesHNTpfIt+4sDpxIDA8308PwhgljbETrua2fAguTkeRlfVoXLmQTpa0XLozZsULY+IruJ6cCRTYG9Pjt++0U1jLIRHMGtlaMHMTVjXMOIqvTmTHUcHueG8JaPO4UQ3rY6WBPvSeV4/nuWta5pHV7gzHXw/KK399rUtPLWru+bXu0xXAQcZjE/OTFQPrEZpdiGEWCiqlfGwsJ+WomInDuj6CxaeB/V1Ida3pwB4bl8vxwdLQ4NpFV0N9hM6miliDA3Mz2hLjDkwmcqAUddVbr5wKQ8+47C3J0/BdMiaDqbjYjs+Lckw79u8dNSgZzida093lv6ijabAmpYE771g2bRt8NleF6E5ES4HaA2x0JsBQd4kU7RpihtctLJpWmY/hgfJmqrQGDPozpYw4sGsUF/exnJ89KF9n4yQSmPMQNcUugZK7O7O05QwUBVl1MyN7Xo4Hni+z7nLUqPO4UQ3rbpoiPZUhK5MicGiTWPc4MKVDWRLTjll8sIVjaQHzXm53iWfz7Ny5UoADhw4QDwen/gLmJ5ZRxmMT950Vw+ci6XZhRCiVlQr40ECIVGxkQO6bMnm0Zc7OdSXpz6q88KBfnpzJpqqENFVSo5HIhJicSpCb87E9QB8+vMWxwe9MQcmEw0Yx6sk0tGa5IqzWvnX3+wmnTUxdHVorYpOLKTz1K5uVjTFylXVHnzmAIf6ChRMh5zpYNourxwd5LdvpPngpat43wXLTmtAMxxo7evJcai3wL50nvZUhLWLkpy1KMG+HoXVrQnef9Fy3rKmeVoGTyMHyatbYmRNm768haGr5K1gnyfH9dFVhSWpaLl4QSKskylYeL5PPBxsCJsp2uRMB11VWZSKENbVk9YHTXTTUhSFtYuSpHMme9I51rYliRrBprj9BZulDTE2Lq/nJy8dnbfrXXp6eir+mtMt4CCD8cpMd8rrXCvNLoQQtaJaGQ8SCIkpGTmgM3SVB585wPajQTqT54OuKZQcj5Cm0BgLNilNRkNkhwoZ3HrxcuqioXEHJmMNGCeqJLK6OcGurmywt8445bl/vfM4Kxvj/M+OY+w+nqU3b+K4PtGQhu35WI7LwV6Lrz62i11dg9x2yYopb7g4vG5meWOM1mSY149l6Rookc6ZrG1LcvGqpmkfOI0cJPcOzbJ0Zkoc7S9QsFwMXSMcUllUFwyeTdvF9X0U5c01RMPlyRVFKRerAJ+BonPSzedUN61oSGNtW5LVzXF6ctZJg0bH82W9yxTIYLwy0109cC6VZhdCiFpRrYwHCYTEaRsemP3wj4d4rXMQ23VRFY14WKcxFiI6NIAODQ2qi7ZLXTTEWYvqJv1vnKqSyNXnLGJvOjdhee493Tl+vr2Tx17pomughDUUqPXkLDQ1qC5n6EEBg9++nsZ0fD5waWVrVMZaN5OMhGhOhBks2uxJ51jdEucjb1uNrk9cdnkqThwkN8YNDF3F0DXaUmG6B010FTozJYq2i+f74Pt4nk/RclEVBdvzaU4MFbzwfXZ358a8+UzmpnX+8gY+8rbVdA0FNCMHjYf7CmMGUr7vB0U4ChaO5xMbmrkSb5LBeHXNZGl2IYRYiKqV8SCBkJgWHa1JPnDpSvb15NjfkycZ1sv7+gyzXQ9QiBmVTW1OppLIb147TtF2WDzB7MKe7hyPvHyE7qyJP5QGlrfcckDk+xq6qqBrKr7vczRTqHiNytFMkT3dWZJhnd68VZ6VUhSFVMxgbVuSnqxF12BpzIHUdGwiduIgORbS+NmfOnnhYB+uFwQonh/M5KmKQsF0CekqBcvFGZoZczzvlDefyd60dF0d81jHCqT68iZ7u/P05k0GijaN8TA/+1PnuPsXLWQyGBdCCFFLqpHxIIGQmDZLG2JctLKRY4MlTNcjMeJzvu+TLdpoqsq5S+ormtqcTCWRo5ki+IybplUwg31ykhGdRFinP28BQeBh6CquF8xUxUJBMMRQuetK16i81jXIzs5BFAVc30dXg6IEa1rjNMbDE6Z7TecmYicOkq/esIijmSI7jg5SsFxSUR0fKNke4ZBGa9Kga6CEoan0ZE16cib1UeOUN5/TuWmdGEhFQyqvH8+SKzmAQnMizNq2BDu7BukaLNVMBTkhxMyZzR3phRDTb7YzHiQQEtNGVRWu3rCIXcezbDuc4figSSoWAnwGCjaeDxsXJ7nqnMqmNidTSURTFFrrInQNlMZM09rXkwcU1i1KYrs+vTkTx/XwfVBU0FQF23EpKcH3C+sadZEQvXlz0mtU9nRn+eUrXeRMh/pYiLpwCNv16M6WyJo25y2rJ6SpYy72m8omYpU88Dtak1x7bjtb9vdhux5Z0yWkqsTDGslwiMGSg6IouL5P0fGIGxotyTDvXHfqIOx0blrDgdT/7DjGY6900Ze3qI+GaEyEy3tBDafnzdUKckKIuWG2d6QXQsyM2cx4kEBITKuO1iT/951n8J/PHeK5/X305kwA6qMhLl7dxPsvXl7xA2kylUQiIY13rm/l8R3HxkzTSoR1fB8SEYP17XUc7S8yWLLx8fGCjD1cH1RFwVBVmhJhNJVJVygZTt8zbZcVTTHSWZNEmPJePH15iz3dOVJRY9SeRp7nc7i/wA+fO8iR/gLnLkmhqsHaoYnKSE/lgd+SDLN2UYKztRQHe/PkSg6KAqbrYjoeUV1D02BlU5yYoXG4v8gP/nhg0kHYVG9aHa1Jrt+o8sqRAda2JWmIGSTCWnkvKENTWVQXnlMV5FRVZfPmzeX/FkJUVzV2pBdCzH8SCIlp19Ga5O+vW8/h/gL7e/IArG6Os7QhNqW3+ZOtJPKWNc0sSkXGTNPasDTFT146SsFyaEqEuXh1I8/v66W/YGN5HpqiBAUTQiqpWIjVzTGODZqTrlAynL63uD5KSzJCznRH7cdjaCp703nOXqyxYWmw39JwMLP9SIZXOgeC6nWOX06jg7HLSE/1gR83dKIhnfpYiJVNsfKePq91ZVEJ+mo6QRW96Q7CTqVou2iawtKGGANFmxcPZoJiCa6HrqmkovrQOczNiZSXaDTKCy+8UJV/WwgxWrV2pBdCzH8SCIkZoaoKK5rirGg69UaTk/lek60kMl6aFsD2wwPlYGpVc4K6iM7WgxkO9xewHJeorrG8Mcbi+ii9ebuiCiUj0/c0VXlz49SCRV/eIm862I7HYMniJy8d5eld3XRnTVzPJ2poREMa8bA2Ko2uIWaQLTkUbZf+gkW2ZE/qgf+rHccwNqoUbHdUwDAyoDyjNUFdNMRgMQhCkpEQOdOhtS5SLjk+nUHYqQzP+nVmCuzuzlO0HBKREKGIju36HO4rUrBcvvu/+0hFQ5LyIoQoq9aO9EKI+U8CITEvVLIof7zc0hODqVTM4JLVjcSPamRLDs3JMKlICFAqrlByYvpeY9zgwpUNHO4rsqNzANf1SUVDnN1ej6Yq/GF3D0Xb5bK1LYQ0lZCmoioqjXGNvrzFjqMDREIa/QWbou3gefDoy528ba014QM/GlL55SvH2H50YGhT29EBw4nnoGg7lGwX23GJhXXWtMRHfd+RxR1m8q3rkvooq5vj/Gx7J67n0xQ3yt/fdV1ypoPn+5Qsl/OW1lO0XUl5mUcW8gL2uXjsc7FPp6NaO9ILIeY/CYTEvHG6lUTGC6auOKuNd65vJRrSpzwwGC9979hgCc/3iYRU2lJR6mPBprKKEqxH2teT54LlwexPOhvMbumawv6ePKloiPpYCNtRqa8Lcagvz39tKZArOSweI12vL2/x+vEcfXmTM9sSLGmIjTlbM/Ic9BeCWammujDr2+vKKXnDRu7kPJNvXVVV4bzl9Tzy0hF838dyPUKaiuW4QUVAYEl9hLzlUrCCfaiqmfJSKBRYv349AK+++iqxmLxlHs9CXsA+F499LvbpdFVrR3ohxPwndwUxr5xuJZGZKss4VvrecMU41/VIRkPl2RbL9XB9n1QsRF/eIme6dLQmyJkOvXmLnOlgOUFZ67wZzNSsb0/REAux7UiGnpxF3rSpixrlf9/3ffZ058iVnKEAykBTlTFna0aeg6xp8+hLRznUV6QhZow6phN3cn6jOzujb12bk2GWNcawHI9M0SZvOrhecG4X14VJRkJkChaW6wHVTXnxfZ+DBw+W/1uMbSEvYJ+Lxz4X+zQdqrUjvZgdtTaDKeYWCYTEgjNdZRlPvDmvbk6Mmm1J50qULJdlTTHOaE2UZ1sMTUVXVcDH8Tws16M5Eea8ZfXs7Bzg+GApKGXt+rSlIuUy0hAUnUhnTfb15Nm4NFR+4GdLDv15EwWfpkS4vM4Hxg4YRp4D40KVB585cMr1VzP91jVu6DQnwqSiwfe2XI9cyWFn5wDJSFCKXFODwhPDJOVlamZjYLGQFrCfeD7b6yJz7thr+XpUa0d6MfNqcQZTzC0SCAkxBRPdnD96+ZpyGtl/bTnE4lSUuuibgUMyotMYMziaKRANaeWBfWPc4My2BIf6Ciyuj3D+sgbqoqFRbzdj4SBYiA8NXIYf+P0Fi/6iTXPCOGmdD0wcMEx2/dVMv3U9sZiDoihB0Kip2I53UjEHkJSXqZitgcVCWcA+1vlsThjs68mzvDE2Z4691q/HdO9IL7MQ1VerM5hibpHRgxAVmuzNeUl9lJ1HB9nROUAy8mbgoCgKq1tiHO4vECR5BTNDRculc6BEMqzT0ZIgdUKqGgQD/+ZEmL88fwnbDg+UH/iO69McNzizLXnSOp/hr5soYJhMyuBMv3Ud+/urxA2NI5kiLScEeZLyUrnZHFgshAXs453PV7sGOdRXoDUZIRk5+euqcewL4XpMV+qzzEJUXy3PYIq5RQIhISpQ6c15vMChN2+zcVk9rYkwmaJNd9YkrGtctLKRNS0JugZK+L4/4Z5Jb1nTXH7gR0MaP9/Wyc7OwQm/bqKAYTIpg9P91vVU3990XBriBo7nUxcNEdLUctAoKS+Vme2BRa0vYJ/ofHa0JNiXzvP68UGaE80nzcBU49hr/XoMO93UZ5mFmBtqfQZTzB3z+44nxCyr9OZ8qsBhdfPJby/39eQmtWYHGPUAuPqcRXQNlGY8R36mCk5M9P2LlssTr85M8DVSLafDzPbAotYXsE90PuuiIdpTEboyJQaL9qjZ3Wode61fj+kgsxBzx0KYwRRzgwRCYt6qxqB1KjfnUwUOJw46pzrrMtOzNSNNV8GJSr5/R+vMBV9QWTqMoijl8tknDoLnqtkeWNT6AvaJzqeiKJy5KEk6Z7InnWNtW7Lqx17r12M6yCzE3LFQZjBF9clPkJiXqpXDPdWbc6WBw1RnXWZ6tqaaZjL4qjQdJhaLsXPnzhnpy2RM5SVANQYWsxmcz7ZTnc9ISGNtW5LVzQl6cuacOPZavh7TQWYh5g6ZwRSzRQIhMe9UM4d7Nm/OUx34z/RsTa2Zb+kwU30JUK2BRa0G55M5n+cvb+Ajb1tN19DgeS4ce61ej+kgsxBzh8xgitkiv81iXqn2oFVuzrVnPqXDnM5LgGr+7NZicD7Z86nr6pw79lq8HtNBZiHmFpnBFLNBAiExr8yFQavcnGvLVNJhCoUCF154IQAvvPACsdjMDyqn4yWA/OxOLzmftUVedM09MoMpZpoEQmJemSs53HJznv+G19kcGyjhuj5506YuOvbeTSemw/i+z6uvvlr+79kwXS8B5Gd3esn5rC0S3M49MoMpZpIEQmJemUs53HJznr9GrrMp2i6H+wvs781z0cpGmhJvbkg7l9JhpvMlgPzsTi85n7VFglshFg4JhMS8Ijnc4nSduM5msRElGlJ54UA/v3sjzYUrG2ivj865dJi59BJAiFonwa0QC4M8McW8Ijnc4nSMt85mWWOcmKGxZX8/u47lKNkukZA+p9Jh5CWAEEIIMb0kEBLzjuRwi6maaJ1NUyLCWzua6BwocfOFy1nTkphT6TDyEkAIIYSYXhIIiXlJcrjFVJxqnU0srKOrCotSkTmZFiMvAYQQQojpUzOBkO/75PP5MT+naRqRSKT89/HaAaiqSjQanVLbQqEwbgUpRVFGlditpG2xWMTzvHH7EY/Hp9S2VCrhuu60tI3FYuU37KZp4jjjL9iupG00GkVVVQAsy8K27VGfbwxDY1gD/KE/yrhtR4pEImiaVnFb27axLGvctuFwGF3XK27rOA6maY7b1jAMQqFQxW1d16VUKo3bNhQKYRhGxW09z6NYLE5LW13XCYeDAgW+71MoFKal7Vi/94ptojkWmcFBEuE319momkbICJfX2Si2Oe7vvqqqKIrCihUrACbsw0zcI9rjKndc1E6/pZRfAjSGAca/By7ke8RU28o9IrDQ7hHT0VbGEVNrK/eIgNwjKm871u+97/snZX6Mya8BV1xxhb9y5crhkfBJf6699tpR7WOx2LhtL7vsslFtm5ubx227efPmUW1XrFgxbtv169ePart+/fpx265YsWJU282bN4/btrm5eVTbyy67bNy2sVhsVNtrr7123LYn/mi8973vnbBtLpcrt73jjjsmbNvd3V1u+7GPfWzCtvv37y+3/cxnPjNh2x07dpTb3nXXXRO23bJlS7ntfffdN2Hbp59+utz2/vvvn7DtL37xi3LbBx98cMK2Dz/8cLntww8/PGHbBx98sNz2F7/4xYRt77///nLbp59+esK29913X7ntli1bJmx71113ldvu2LFjwraf+cxnym33798/YduPfexj5bbd3d0Ttr3jjjvKbXO53IRt3/ve9476GZ6o7bqLLvO/+atd/v/5/1/0/+2p3XKPGCL3iIDcIwIL+R4h44jgj9wj3vwj94jgz1y9R6xcudK/4oor/FMJwl4hhFjAHM9jd3euvM5GCCGEELVP8f1Z2g1wBl155ZX4vs/Pf/7zMT8vU9pjt5UpbZnSnqtT2tPRdqLf+73dWZ58tZv9PXlMxyVihDhraVN5nY3cIwJyj5B7xEK9R5xOW7lHTK2t3CMCco+ovO1Yv/fXX389iqLwm9/8ZtyvgxoKhIBTHqwQQgzzPH/KxTaKxSJvf/vbAfj9738/aiAjhBBCiOqabGxQM8UShBCiEqezYaLnebz44ovl/xZCCCHE/CNrhIQQQgghhBALjgRCQgghhBBCiAVHAiEhhBBCCCHEgiOBkBBCCCGEEGLBkUBICCGEEEIIseBI1TghhJiC5ubmandBCCGEEKdBAiEhhKhQPB4nnU5XuxtCCCGEOA2SGieEEEIIIYRYcCQQEkIIIYQQQiw4czoQMk2TL37xi2zevJlLL72UBx54oNpdEkIIisUil19+OZdffjnFYrHa3RFCCCHEFMzpNUL33XcfO3bs4Ac/+AGdnZ18/vOfZ/HixVx99dXV7poQYgHzPI/f/e535f8WQgghxPwzZwOhQqHAj370I7773e9y9tlnc/bZZ7N7924eeughCYSEEEIIIYQQp2XOpsbt2rULx3HYtGlT+WMXXHAB27ZtkzewQgghhBBCiNMyZwOhdDpNQ0MDhmGUP9bc3IxpmmQymep1TAghhBBCCDHvzdlAqFgsjgqCgPLfLcuqRpeEEEIIIYQQNWLOBkLhcPikgGf475FIpBpdEkIIIYQQQtSIOVssoa2tjf7+fhzHQdeDbqbTaSKRCHV1dVXunRBioYvFYtXughBCCCFOw5ydEVq3bh26rvOnP/2p/LGtW7eyYcMGVHXOdlsIsQDE43Hy+Tz5fJ54PF7t7gghhBBiCuZsRBGNRrnxxhu5++672b59O08++SQPPPAAt99+e7W7JoQQQgghhJjn5mxqHMAXvvAF7r77bu644w4SiQSf+MQnePe7313tbgkhhBBCCCHmuTkdCEWjUe69917uvffeandFCCHKSqUS73nPewB45JFHpICLEEIIMQ/N6UBICCHmItd1eeyxx8r/LYQQQoj5Z86uERJCCCGEEEKImSKBkBBCCCGEEGLBkUBICCGEEEIIseBIICSEEEIIIYRYcCQQEkIIIYQQQiw4iu/7frU7cbo2bNiA67q0t7dXuytCiAXA9332798PwKpVq1AUpco9EkIIIcSwrq4uNE3jlVdembBdTZTPDofDWJZV7W4IIRYIRVFYvXp1tbshhBBCiDHouo5hGKdsVxMzQkIIIYQQQghRCVkjJIQQQgghhFhwJBASQgghhBBCLDgSCAkhhBBCCCEWHAmEZolpmnzxi19k8+bNXHrppTzwwAPjtn311Vd53/vex8aNG3nPe97Djh07ZrGntauSa/Db3/6WG264gU2bNnH99dfzm9/8ZhZ7WrsquQbDjhw5wqZNm3j++ednoYe1r5Jr8Prrr3Prrbdy7rnncv311/Pcc8/NYk9rVyXX4IknnuCaa65h06ZN3HrrrezcuXMWe1r7LMviuuuum/D+Is/kmTOZ8y/P45k1mWswrBafxxIIzZL77ruPHTt28IMf/IC77rqL+++/n//5n/85qV2hUOAjH/kImzdv5sc//jGbNm3izjvvpFAoVKHXtWWy12DXrl18/OMf5z3veQ+PPvoot9xyC5/61KfYtWtXFXpdWyZ7DUa6++675ed/Gk32GmSzWT7wgQ/Q0dHBz3/+c971rnfx8Y9/nN7e3ir0urZM9hrs3r2bv/u7v+POO+/kpz/9KevWrePOO++kWCxWode1xzRNPv3pT7N79+5x28gzeeZM5vzL83hmTeYajFSLz2MJhGZBoVDgRz/6EV/60pc4++yzede73sWHPvQhHnrooZPaPvbYY4TDYT73uc+xZs0avvSlLxGPx085WBQTq+Qa/OIXv+CSSy7h9ttvZ8WKFdx2221cfPHFPP7441Xoee2o5BoM+9nPfkY+n5/FXta2Sq7BT37yE2KxGHfffTcrVqzgk5/8JCtWrJC34aepkmvwzDPP0NHRwY033sjy5cv59Kc/TTqdZs+ePVXoeW3Zs2cPN998M4cOHZqwnTyTZ8Zkz788j2fOZK/BsFp9HksgNAt27dqF4zhs2rSp/LELLriAbdu24XneqLbbtm3jggsuKG/QqCgK559/Pn/6059ms8s1p5JrcNNNN/GZz3zmpO+RzWZnvJ+1rJJrANDf38/Xv/51/vEf/3E2u1nTKrkGW7Zs4corr0TTtPLHHnnkES677LJZ628tquQa1NfXs2fPHrZu3Yrnefz4xz8mkUiwfPny2e52zdmyZQsXX3wx//3f/z1hO3kmz4zJnn95Hs+cyV4DqO3ncU1sqDrXpdNpGhoaRm3s1NzcjGmaZDIZGhsbR7Xt6OgY9fVNTU2TnrYUY6vkGqxZs2bU1+7evZs//vGP3HLLLbPW31pUyTUA+NrXvsZNN93EGWecMdtdrVmVXIPDhw9z7rnn8g//8A889dRTLFmyhM9//vNccMEF1eh6zajkGlx77bU89dRTvP/970fTNFRV5dvf/japVKoaXa8p73//+yfVTp7JM2Oy51+exzNnstcAavt5LDNCs6BYLJ60u+3w3y3LmlTbE9uJylRyDUbq6+vjE5/4BOeffz5XXnnljPax1lVyDZ599lm2bt3Kxz72sVnr30JQyTUoFAp85zvfoaWlhe9+97tceOGFfPCDH6Srq2vW+luLKrkG/f39pNNpvvzlL/Pwww9zww038IUvfEHWac0ieSbPHfI8ro5afx5LIDQLwuHwSTfN4b9HIpFJtT2xnahMJddgWE9PD3fccQe+7/Ov//qvqKr8upyOyV6DUqnEl7/8Ze666y75uZ9mlfweaJrGunXr+OQnP8n69ev57Gc/y8qVK/npT386a/2tRZVcg2984xusXbuW2267jXPOOYevfOUrRKNRHnnkkVnr70Inz+S5QZ7H1bEQnsfykzQL2tra6O/vx3Gc8sfS6TSRSIS6urqT2vb09Iz6WE9PD62trbPS11pVyTUAOH78OLfddhuWZfEf//EfJ6VticpN9hps376dw4cP88lPfpJNmzaV11J8+MMf5stf/vKs97uWVPJ70NLSwurVq0d9bOXKlTIjdJoquQY7d+7krLPOKv9dVVXOOussOjs7Z62/C508k6tPnsfVsxCexxIIzYJ169ah6/qoxZVbt25lw4YNJ73V2LhxIy+//DK+7wPg+z4vvfQSGzdunM0u15xKrkGhUOBDH/oQqqrywx/+kLa2tlnubW2a7DU499xz+fWvf82jjz5a/gPwT//0T3zqU5+a5V7Xlkp+D8477zxef/31UR/bt28fS5YsmY2u1qxKrkFrayt79+4d9bH9+/ezdOnS2eiqQJ7J1SbP4+paCM9jCYRmQTQa5cYbb+Tuu+9m+/btPPnkkzzwwAPcfvvtQPA2sFQqAXD11VczODjIPffcw549e7jnnnsoFotcc8011TyEea+Sa/Dtb3+bQ4cOce+995Y/l06npUrNaZrsNYhEIqxYsWLUHwjezDY1NVXzEOa9Sn4PbrnlFl5//XW+9a1vcfDgQf7lX/6Fw4cPc8MNN1TzEOa9Sq7BzTffzMMPP8yjjz7KwYMH+cY3vkFnZyc33XRTNQ+h5skzubrkeVx9C+p57ItZUSgU/M997nP+eeed51966aX+gw8+WP7c2rVr/UceeaT8923btvk33nijv2HDBv+9732vv3Pnzir0uPZM9hpcddVV/tq1a0/68/nPf75KPa8dlfwejLR27Vr/ueeem6Ve1rZKrsGLL77o33TTTf4555zj33DDDf6WLVuq0OPaU8k1ePjhh/2rr77aP++88/xbb73V37FjRxV6XNtOvL/IM3l2TXT+5Xk8O071OzBR2/lO8f2h+V4hhBBCCCGEWCAkNU4IIYQQQgix4EggJIQQQgghhFhwJBASQgghhBBCLDgSCAkhhBBCCCEWHAmEhBBCCCGEEAuOBEJCCCGEEEKIBUcCISGEEEIIIcSCI4GQEEKIOW9gYICvfe1rXHHFFWzcuJFrrrmG73//+3iex2c/+1luueWWMb9u69atrFu3ju7ubnzf5zvf+Q5XXHEF559/PnfccQd79uyZ5SMRQggxV+jV7oAQQggxkf7+fv7qr/6K1tZW7rnnHpYuXcorr7zCV77yFQ4fPsx1113HnXfeSXd3N62traO+9vHHH+fiiy+mtbWV//qv/+KBBx7gq1/9KitXruR73/seH/7wh3nssceIRqNVOjohhBDVIjNCQggh5rRvfvObGIbBv//7v/Nnf/ZnLFu2jGuvvZZ77rmHhx56iGXLlpFKpXjiiSdGfZ3v+/zqV7/iuuuuA+AnP/kJH/jAB3jHO97BqlWruPvuu8lkMrz00kvVOCwhhBBVJoGQEEKIOcuyLH75y19y2223EQ6HR33uHe94B9///vdZunQpV1999UmB0NatW8lkMlx11VUAfO5zn+Mv/uIvyp9XFAXf98lmszN/IEIIIeYcCYSEEELMWYcOHaJQKLBhw4aTPqcoCpdccgmGYXDdddfxwgsv0N/fX/78448/zmWXXUYymQRg8+bNLFq0qPz5H/3oRziOwwUXXDDzByKEEGLOkUBICCHEnDU4OAhQDmbGs3nzZlpaWnjqqacA8DyPX/3qV1x//fVjtt+2bRv33nsvH/zgB2lpaZneTgshhJgXJBASQggxZ9XX1wNB1biJKIrCNddcw69//WsAXnzxRYrFIpdffvlJbV9++WU++MEP8va3v51PfepT091lIYQQ84QEQkIIIeas5cuXk0wm2blz55if/+hHP8qzzz4LwPXXX8+zzz5LLpfj8ccf593vfvdJ64qef/55PvCBD3DJJZfwzW9+E1WVx6AQQixU8gQQQggxZ+m6zrXXXstDDz2EZVmjPvfUU0/x1FNPlUtmr1+/nqVLl/L73/+eJ598slwtbtgbb7zBRz/6Ud72trfxz//8z4RCoVk7DiGEEHOP4vu+X+1OCCGEEONJp9O8733vY9myZXziE59g0aJFPP/883z961/nhhtu4Etf+lK57f3338+TTz5JT08Pv/vd79A0rfy5W265hWw2y/e+9z10/c1t9JLJJJFIZFaPSQghRPVJICSEEGLO6+rq4lvf+hZ/+MMfyGQyLF++nFtuuYVbb711VLBz4MABrrrqKv76r/+av//7vy9/PJ1Oc+mll475vb/61a/yl3/5lzN+DEIIIeYWCYSEEEIIIYQQC46sERJCCCGEEEIsOBIICSGEEEIIIRYcCYSEEEIIIYQQC44EQkIIIYQQQogFRwIhIYQQQgghxIIjgZAQQgghhBBiwZFASAghhBBCCLHgSCAkhBBCCCGEWHAkEBJCCCGEEEIsOBIICSGEEEIIIRYcCYSEEEIIIYQQC44EQkIIIYQQQogF5/8BWOI24IWz4C8AAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+--------------+---------------------+---------+--------+--------+---------------+\n", + "| | product_id | date | price | year | week | sales_units |\n", + "|----+--------------+---------------------+---------+--------+--------+---------------|\n", + "| 0 | 4 | 2017-02-04 00:00:00 | 199.9 | 2017 | 5 | 1 |\n", + "| 1 | 4 | 2017-04-25 00:00:00 | 199.9 | 2017 | 17 | 1 |\n", + "| 2 | 4 | 2017-05-04 00:00:00 | 199.9 | 2017 | 18 | 1 |\n", + "| 3 | 4 | 2017-05-18 00:00:00 | 199.9 | 2017 | 20 | 1 |\n", + "| 4 | 4 | 2017-05-20 00:00:00 | 199.9 | 2017 | 20 | 1 |\n", + "| 5 | 4 | 2017-07-04 00:00:00 | 199.9 | 2017 | 27 | 1 |\n", + "| 6 | 4 | 2017-08-22 00:00:00 | 199.9 | 2017 | 34 | 1 |\n", + "| 7 | 4 | 2017-12-19 00:00:00 | 199.9 | 2017 | 51 | 1 |\n", + "| 8 | 4 | 2018-01-17 00:00:00 | 199.9 | 2018 | 3 | 1 |\n", + "| 9 | 4 | 2018-02-14 00:00:00 | 209.9 | 2018 | 7 | 1 |\n", + "+----+--------------+---------------------+---------+--------+--------+---------------+\n", + "28181 rows x 6 columns\n", + "Unique products: 1132\n" + ] + } + ], + "source": [ + "#\n", + "# Filter 2: Demand type, daily\n", + "#\n", + "def get_demand_metrics(df, date_column):\n", + " df_dmetrics = df.groupby('product_id').agg(\n", + " date_min=(date_column, 'min'),\n", + " date_max=(date_column, 'max'),\n", + " n_demands=(date_column, 'nunique'),\n", + " demand_std=('sales_units', 'std'), \n", + " demand_mean=('sales_units', 'mean'))\n", + "\n", + " df_dmetrics['cv2'] = np.power(df_dmetrics['demand_std'] / df_dmetrics['demand_mean'], 2.0)\n", + " time_delta = df_dmetrics['date_max'] - df_dmetrics['date_min']\n", + " if pd.api.types.is_numeric_dtype(time_delta):\n", + " df_dmetrics['adi'] = time_delta / df_dmetrics['n_demands']\n", + " else:\n", + " df_dmetrics['adi'] = time_delta.dt.days / df_dmetrics['n_demands']\n", + " \n", + " conditions = [\n", + " (df_dmetrics['cv2'] <= 0.49) & (df_dmetrics['adi'] <= 1.32),\n", + " (df_dmetrics['cv2'] <= 0.49) & (df_dmetrics['adi'] > 1.32),\n", + " (df_dmetrics['cv2'] > 0.49) & (df_dmetrics['adi'] <= 1.32)\n", + " ]\n", + " choices = ['smooth', 'intermittent', 'erratic']\n", + " df_dmetrics['type'] = np.select(conditions, choices, default='lumpy')\n", + " \n", + " return df_dmetrics\n", + "\n", + "def plot_demand_type(df_demand_metrics):\n", + " fig, ax = plt.subplots(1, figsize=(10, 10))\n", + " ax.scatter(df_demand_metrics['cv2'], df_demand_metrics['adi'], alpha = 0.5)\n", + " ax.axhline(1.32, linestyle='--', color='k')\n", + " ax.axvline(0.49, linestyle='--', color='k')\n", + " ax.set_xlim([-0.1, 1.5])\n", + " ax.set_xlabel('CV2')\n", + " ax.set_ylabel('ADI')\n", + " plt.show()\n", + " \n", + "df_dmetrics = get_demand_metrics(df_active, 'date')\n", + "print_df(df_dmetrics)\n", + "plot_demand_type(df_dmetrics)\n", + "\n", + "non_lumpy_products = df_dmetrics.query(\"type != 'lumpy'\").index\n", + "df_active_nonlumpy = df_active[df_active['product_id'].isin(non_lumpy_products)]\n", + "print_df(df_active_nonlumpy)\n", + "print('Unique products:', len(df_active_nonlumpy['product_id'].unique()))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "unknown-bread", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:47:36.746909Z", + "start_time": "2023-12-25T14:47:36.439448Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+--------------+---------------------+---------------+---------+\n", + "| | product_id | date | sales_units | price |\n", + "|----+--------------+---------------------+---------------+---------|\n", + "| 0 | 4 | 2017-01-30 00:00:00 | 1 | 199.9 |\n", + "| 1 | 4 | 2017-04-24 00:00:00 | 1 | 199.9 |\n", + "| 2 | 4 | 2017-05-01 00:00:00 | 1 | 199.9 |\n", + "| 3 | 4 | 2017-05-15 00:00:00 | 2 | 199.9 |\n", + "| 4 | 4 | 2017-07-03 00:00:00 | 1 | 199.9 |\n", + "| 5 | 4 | 2017-08-21 00:00:00 | 1 | 199.9 |\n", + "| 6 | 4 | 2017-12-18 00:00:00 | 1 | 199.9 |\n", + "| 7 | 4 | 2018-01-15 00:00:00 | 1 | 199.9 |\n", + "| 8 | 4 | 2018-02-12 00:00:00 | 2 | 209.9 |\n", + "| 9 | 4 | 2018-03-05 00:00:00 | 1 | 209.9 |\n", + "+----+--------------+---------------------+---------------+---------+\n", + "20288 rows x 4 columns\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+--------------+---------------------+---------------+---------+\n", + "| | product_id | date | sales_units | price |\n", + "|----+--------------+---------------------+---------------+---------|\n", + "| 0 | 4 | 2017-01-30 00:00:00 | 1 | 199.9 |\n", + "| 1 | 4 | 2017-04-24 00:00:00 | 1 | 199.9 |\n", + "| 2 | 4 | 2017-05-01 00:00:00 | 1 | 199.9 |\n", + "| 3 | 4 | 2017-05-15 00:00:00 | 2 | 199.9 |\n", + "| 4 | 4 | 2017-07-03 00:00:00 | 1 | 199.9 |\n", + "| 5 | 4 | 2017-08-21 00:00:00 | 1 | 199.9 |\n", + "| 6 | 4 | 2017-12-18 00:00:00 | 1 | 199.9 |\n", + "| 7 | 4 | 2018-01-15 00:00:00 | 1 | 199.9 |\n", + "| 8 | 4 | 2018-02-12 00:00:00 | 2 | 209.9 |\n", + "| 9 | 4 | 2018-03-05 00:00:00 | 1 | 209.9 |\n", + "+----+--------------+---------------------+---------------+---------+\n", + "15476 rows x 4 columns\n", + "Unique products: 970\n" + ] + } + ], + "source": [ + "#\n", + "# For the sake of illustration, we also examine how the demand patters \n", + "# are distributed for weekly aggregates \n", + "#\n", + "df_weekly = df_active.copy()\n", + "\n", + "# Date is the week start date\n", + "df_weekly['date'] = pd.to_datetime(df_weekly['date']).dt.to_period('W').dt.start_time\n", + "df_weekly = df_weekly.groupby(['product_id', 'date']).agg({'sales_units': 'sum', 'price': 'mean'}).reset_index()\n", + "\n", + "print_df(df_weekly)\n", + "\n", + "df_dmetrics = get_demand_metrics(df_weekly, 'date')\n", + "plot_demand_type(df_dmetrics)\n", + "\n", + "non_lumpy_products_weekly = df_dmetrics.query(\"type != 'lumpy'\").index\n", + "df_active_nonlumpy_weekly = df_weekly[df_weekly['product_id'].isin(non_lumpy_products_weekly)]\n", + "print_df(df_active_nonlumpy_weekly)\n", + "print('Unique products:', len(df_active_nonlumpy_weekly['product_id'].unique()))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "normal-dining", + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-25T14:28:25.253366Z", + "start_time": "2023-12-25T14:28:25.209910Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+--------------+---------------------+---------------+---------+-----------------+---------------+\n", + "| | product_id | date | sales_units | price | category_name | category_id |\n", + "|----+--------------+---------------------+---------------+---------+-----------------+---------------|\n", + "| 0 | 109 | 2017-06-05 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", + "| 1 | 109 | 2017-06-19 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", + "| 2 | 109 | 2017-06-26 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", + "| 3 | 109 | 2017-07-03 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", + "| 4 | 109 | 2017-07-10 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", + "| 5 | 109 | 2017-07-24 00:00:00 | 1 | 116.9 | health_beauty | 13 |\n", + "| 6 | 109 | 2017-08-07 00:00:00 | 2 | 116.9 | health_beauty | 13 |\n", + "| 7 | 109 | 2017-08-14 00:00:00 | 1 | 119.9 | health_beauty | 13 |\n", + "| 8 | 109 | 2017-08-21 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", + "| 9 | 109 | 2017-08-28 00:00:00 | 2 | 119.9 | health_beauty | 13 |\n", + "+----+--------------+---------------------+---------------+---------+-----------------+---------------+\n", + "1719 rows x 6 columns\n", + "Unique products: 73\n" + ] + } + ], + "source": [ + "#\n", + "# Filter 3: \n", + "# - Products that changed their price at least 6 times\n", + "# - Products that had sales for at least 15 weeks\n", + "#\n", + "df_active_variable_products = df_active_nonlumpy_weekly.groupby('product_id').agg(n_prices = ('price', 'nunique'), n_weeks = ('date', 'nunique')).query('n_prices >= 6 & n_weeks >= 15')\n", + "df_active_variable = df_active_nonlumpy_weekly[df_active_nonlumpy_weekly['product_id'].isin(df_active_variable_products.index)]\n", + "\n", + "df_active_variable = df_active_variable.merge(items, on='product_id', how='left')\n", + "\n", + "print_df(df_active_variable, rows=10)\n", + "print('Unique products:', len(df_active_variable['product_id'].unique()))" + ] + }, + { + "cell_type": "markdown", + "id": "supreme-season", + "metadata": {}, + "source": [ + "---\n", + "# Step 3: Demand Forecasting and Elasticity Analysis\n", + "\n", + "In this section, we fit a LightGBM model and use it to build an elasticity profle for one of the products." + ] + }, + { + "cell_type": "code", + "execution_count": 951, + "id": "varying-disposition", + "metadata": {}, + "outputs": [], + "source": [ + "# \n", + "# Features\n", + "#\n", + "df_tmp = df_active_variable.groupby(['product_id'])['sales_units'].shift(1).rolling(1).mean().reset_index()\n", + "df_lags = df_active_variable.join(df_tmp.rename(columns={'sales_units':'sales_lag'}).drop(columns=['index']))\n", + "\n", + "X = df_lags[['product_id', 'category_id', 'date', 'price', 'sales_lag']]\n", + "y = df_lags[['sales_units']]\n", + "\n", + "X['year'] = pd.to_datetime(X['date']).dt.year\n", + "X['month'] = pd.to_datetime(X['date']).dt.month\n", + "X['week'] = pd.to_datetime(X['date']).dt.isocalendar().week.astype(np.int32)\n", + "X['price_log'] = np.log(X['price'])\n", + "X.drop(columns=['date', 'price'], inplace=True)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 970, + "id": "national-diversity", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ikatsov/anaconda/envs/py310/lib/python3.10/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n", + " _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n", + "/Users/ikatsov/anaconda/envs/py310/lib/python3.10/site-packages/lightgbm/engine.py:260: UserWarning: 'evals_result' argument is deprecated and will be removed in a future release of LightGBM. Pass 'record_evaluation()' callback via 'callbacks' argument instead.\n", + " _log_warning(\"'evals_result' argument is deprecated and will be removed in a future release of LightGBM. \"\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "params = {\n", + " 'boosting_type': 'gbdt',\n", + " 'objective': 'mse',\n", + " 'metric': ['mse', 'mape'],\n", + " 'num_leaves': 12,\n", + " 'learning_rate': 0.05,\n", + " 'verbosity': -1\n", + "}\n", + " \n", + "ds_train = lightgbm.Dataset(X_train, y_train)\n", + "ds_test = lightgbm.Dataset(X_test, y_test)\n", + " \n", + "evals_result = {}\n", + "model = lightgbm.train(\n", + " params = params,\n", + " train_set = ds_train, \n", + " valid_sets = [ds_train, ds_test],\n", + " num_boost_round = 200,\n", + " evals_result = evals_result,\n", + " verbose_eval = False,\n", + ")\n", + "\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", + "lightgbm.plot_metric(evals_result, metric='mape', ax=ax[0])\n", + "lightgbm.plot_importance(model, ax=ax[1])\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 969, + "id": "e7e85d7d-4189-4c7b-bd77-4f90f91eec60", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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brhN0R6q66zFNa056rhIvnNidzRNm8k8pMzlGLpiMnbzmbQPiifn/nFakW1eycg4EAoFgBoSAz0U+Dgy+DGQGAVcI6NhaVwJeTLqBrk3Ve0HTAPJJy02eOlXAZcVKZhuzktlWVu93Nwt6udKAxdsKIDH/n7Wtb3dYTH8TCASzIgR8NnIxYPAFxr09LUDXNtaY1hGGXdNaTfwdlQEm3ggFaWpnttwYk7SC3YubJa2VGM6oZ0ppsO/5AuuMTXNC61ThPhcIBLMjBHwmsqPAwPMUKl8b0HXuqYM+mpVQD3ujl7K0yAvJyWVQTh+gehjjLSQW19UbP8Za9EZgoZ3XivbgEtfiDy4RCAQNhxDw6UgPA4PP0w3q7wRWnLe8LCJfGwW6nGcyVj5xah2zr40DYrJjiyfgWpHi3QjxYdVttfhcAOPJa6J0TCAQzI0Q8KmkBoGB5+imDawAus9f8lq/RUd1UaDLOSAzyuPXtck9pD0RIHWS7uKpmeq1wo4ru0OV9rjNgq5ZrT6xvDaLAoHgtBGdOCaS6AdOPEPxDvYAKy9cfuJtE+plbLucoRu9mJr8uKxUWnzaXcNqTSHBr83YWjQfw/jgEjGrXiAQzAMh4Daxo8DJZ+k2Dq8Cei6cPBd7ueFvZyzW0JnQZncGm4jt6s3FmIBVS7QiPQKSQpFrNoT7XCAQLBAh4KYJjB5iwppWZF/blReKDlgOD+BrBRwuxrmLaYr5RFx+xnqNcsX9Wysmus+brYVrKTthcMky9fgIBIIF02RXwgVimhyfOfgCYGhA63qg+4LFiec2AsGVtHhL6Uo2+lTsTOtau9FtD0Ad1eBXjfHBJS1icIlAIJg3y1fADYOtUYdfppC3baJ4i/hjBX+n5UY3GFqYTsA9EQASY+RaqTbrKBdooTaj+9wwpjR9EQgEgvmxPAXcMCjcI3v5/46zWOctOl9NxukDPCFuanJjFGljSh94Ra1YxbWywseT10LNZ6FOGlwi2tIKBIL5s/wE3NBZJhbdTzHoOhfoPKv54qrVQJLoRpcVWt/TZaMDE5LZxmqTzGZbqPVe+3062JseYX0LBIIFsrxUy9BYJjZ2iO7Y7gs5mq7ZrLpqEuiiBW7O4kZ3BSrJbNMJ/JlQzlcSvJqtO1m5wAx/SW7O2L5AIKgpy0fA9TI80RfZilNxAr2XAK3rlnpV9Y8zwLizJAO5uGWJT2Nl2xakNQO7akzMPm+2jZbd99wTEeEbgUCwYJaHgGsl4NhjcOSjTMpa/Zrm6+RVK2QZCHTTCi8kGa+dbpiIpwU1SWZr1uYtplmp/faIzmsCgWDhLA8B73sCyAzDkJ3A2tfRLSyYP8EVdGEbJUArVER1IsqEGmbbsjxTynn+vmZ0nxdTDDmo7uXdMEggEJw2NRPwsbExXHnllTh8+PCk7z/00EO4+eabccstt+CHP/xhrX79ZPQS4Aoi13kRm5MIFoY7RAGVFM4Kn8uNXq1kNrv22x1uPve5SF4TCARnSE2GmZTLZXzyk5+E2+0+5fuf/exncd9998Hj8eCd73wntm/fjvb29loso8L6HQAA48DB2v6eZkVWAH8XBTUfBwKd7B421XJ0Bxmi0It0sy90GtdUxrPPw2f2OvWGXgYKKQBSc2bWCwSCRaEmFvg999yDW2+9FR0dk+dnHz58GKtWrUIoFILT6cSFF16IXbt21WIJk1HUyZO0BAsn2E0L3Ciz5ex0bnRgghV+hslspRw3ArIDcDaZizlnDS5xi8ElAoHg9Km6qv34xz9GS0sLrrjiCtx7772THstkMggEKrFMn8+HTCYz42sdOnQI6fQ0CVOnSaFQwL59+6r2evXAoh2TocE/EodcjEOPl6F5oyiGp3lvDA3uxDGuLZxl/HoB2Mej5kagFmLQXGFo8f1VOIClY+p75EwegayXUPL3wBguLuHKTp9m+1tqtuMBxDE1CvYxDQ8PL/hnqy7gP/rRjyBJEp588kns27cPd999N7761a+ivb0dfr8f2Wx2/LnZbHaSoE9lw4YN6Onpqdra9u3bh61bt1bt9eqBRT2mUJE19JCA9h6gbRW7tU0l5mOcPNBBd/sCGD+eYQPQg0DrxoZP8pr0HhUzwFiBnoXOsxs2tt9sf0vNdjyAOKZGwT6m2bRwJqou4N/5znfG799xxx341Kc+NR7jXr9+Pfr6+pBIJOD1erFr1y68733vq/YSBLUi2APEjtCFrlsTyKYTcG8rH8uNLVjAATC+rpcocg0u3qcwnrwmBpcIBIIzY1ECwz//+c+Ry+Vwyy234C//8i/xvve9D6Zp4uabb0Zn52lc4AVLgzdCwS4XmITlTDA2PhVXkM1y9CKft9BktmZNXjP0Su6AyD4XCARnSE0F/Nvf/jYAWt42O3bswI4dO2r5awW1QnUBvnagkAYKcZbklfOnzk6XJApUepAW50IFvFmbt+QTbEnr9IuRtQKB4IxZHo1cBNUj2E2BLhfYW3663uhApbtYIQno2rxfXtLydJ8rziZ2nwvrWyAQnDlCwAULw9MCuKy4dzFTcXdPRXVas7vNBXVmU0rWMJRms77LBaCcZSlesx2bQCBYEoSACxaG00sRl60Z4VqeSW3TMbEzm1aaV3e2cQFvtvi3bX17wmJ0rUAgqAqiu4lg4QRWAol+Creh0QqfLtvcHaLQawVgZA8Aia5xxUkLXXGxkYnq4ve0IiRD5/3pstsbFXOCF0K4zwUCQZUQAi5YOL4WWuL5BEu+CsnpBVySgFAPkI1aYl9mZrpeBKYbWJaNQs2cAApdQPJERewVJ0W+QUduyuUMYDgA1dNcGxOBQLCkCAEXLBynn3HcYoa90d0hushV56nP9YQr7nDDYIKafdOKlftWaZpsaIAEiv5UJMUS8gb42Kou9o9XVCjFBIB2YX0LBIKq0gBXwipQTAOlLNT8KJAeWurVVJXaHJPERiMz9emWJGajp06yZ7mh0wr3zzGURpYB2Q043Kc+VkwDhoZiUgLat04v8qYOlHNnfniLQRFWaKELSjkLoEMMLhEIBFVleQh4vA8wypbYNVdpUs2OqZwDWtbO/Li3FXB42aillGXt9lwCPhv5BCDL0D1tMyew6WVLzMun/3sWi2wUKGWAwReg5EcB13lioI5AIKgqy+OKEl4FlLLQPGm6NZuI6h+TCWRGrPrt8sxWuCvIWynLGeHu4OzPn/VXmuPNW3TnLE1fFEfjTO9yh3geY0ehlDOVtrIiBi4QCKrE8hBwdxBwB6F5EkBwxVKvpqrU5Ji0gtXLPDZzL3NZBgIrgMwQUM6ww1ghxe5sC8Vyn0N1w2yWT6QkMdEv2A1DHWEC3ugBbrYCXQvvg26aPEf1gqEtjSdEVkUPeYHAolkul4JqMt9hJP52QHXTCrfd6Kcj4JNapyYW/vP1Sm4MUF0otGwF/J1AdoQbnmIKCK+ePhdgInZuQSHJTY6pL86654E7cQwYXoINheoB2jcLERcIIARcMB0Th5EU04BrhjF37hCfW87R+nYFKToLKfcyzUo7Vk8YTSPgtvgC0F1hILSS5yvRx/MV3Q8EV56aN6CVKPC2aGNC8xtZBVP0lx5TVljjv6i/VGfjoGwU8Hcs7u8WCOoQIeCCU5EkdlvLDNGKnEnAZYXu4OwIS8pMg8LjbZn/75rgPj9lKEojk49bg0sCMBXL1ezyA+1bmL2fGwNSJyrZ++U870/NsncGrBBQqK4GoBTjCtC1yHOZC0mOs00P8fMpkgIFyxzxFyCYHm8rBTyfAILazBdLfwc7qml5yxJPLEzA83F+bbYSq4lzvzFc+b6sAKFeQJJphceO0Fr3d1KoJZkbJnfY8oSIP9FxbI9PMcVJd+HepV6RQLCkiKbMgumZ7zASd6gyNcx2+xrG/H7HRPd5Mw34KFubmYmDSwyDm5V4HzC8m25g26qWJD5fVlgD37LOqsMX4n0KwZUAJCA3yvMsECxjxBVCMDPeVlo7ubGZY46Kg9ZjboxudEMHisn5WdTFFOOaqmfuhC6bUtaagDb3YJQlwxYWVwDIx+FI9wNDRUxas+qmgLdvZdZ/6iTP3egBWpbu0JIsve5xuAFfGzdAyZNA24alXpFAsGQIARfMzMRhJMXMzPO5/Z3A2CEmYGlWLHc+Am6PIp3v5DHTBIZ20yNQx/oNgA1nAgWgkLA6sZmAw8dz6g5N3rC4/BT7xHE2f4kdAbxttDbF5LJT8XfRm1FK8zPUbJPrBIJ5IgRcMDOS1VI1M2wls80g4O4Q+6Nro0AhDTiTdBnPJj6GMSH7fJ7x79GDQPwoM+Tr3UJ1++lZcAVQ9nUBndtmb0KjuoDWDWz+kh6ki7iYBiKrRfOXqSgqexAk+4HUAEM9YqMjWIYIARfMjreVAl5IAEbP9CVitlszH6MFaRq0jmYTWdt97vDOL7s6OQAMv8z77Zvrv6OerIwLiz5Sml8HOUli3b07yFi5lj+z5i/NjLcVyI5Wyspm61cgEDQpQsAFs6O6Kpm/udjM/c4DXVZGtcYYcD4xu4BPat4yC6ZJSyt2hJ2/wquBjrOaW8wcVrOS1MDk5i/BbibGVRNJYpik0RLm7IE6scM8P7MN3xEImpQG+6sVLAnelgnJbDMIuDvEOG4uTiu8mKL4Tie0k9zn4Zl/r2EAiWPcDOTjjAkvly5cknRq85exQzX8fTLLARXHhBnsE+ax16M4uoOVzWVqgOEGgWAZIQRcMDfuMLuAaXlmgU8Xk3X6KMb5uNUTvZ1CPl0TmGKKbnaHb2b3ua4x3l3K8Hf6Oq3Z4k1WLz4XdvOX9CDPQ7UxrRntpsH3V5upNEuaJOxqfpQemYmCvxQbq1APMLKP4RtfO/vPCwTLBCHggrmxO7NlR2iFz5RUFVjBTGpD4xzvfGJ6AR9v3hKe/nW0El2jWoHuXVcAgLl848CyQqGqJbpWmbs+Pra1WLlvaNb/i0DJGmOb6Jv8GhOtdUmpzXvl9E/+3KguCnd2hKV4bRur/zsFgjpFCLhgfnhbeZG0XdnTJbO5w7zA5hO0nAtJAFO6ZRkGLXD7+VOQtAITt4wys7i9LbwwK87lZ30vJopqxcFnsGANY4LAl6C5U3w/9DI3a0a58ngtyY4CjrPo3rcJdFUSKPNx8TkRLBuEgAvmh8PNvtylNC+SvrZTn+MKMGZbSNKN7m09tX68mJzgPndO/vliBs70caB1FTcCLetYOgYwE3s5Wt/1giwDsnu8fl3zdgCRNZXHTXOyBW/UYHJaIcnPX2Z4chtVWQEC3UDyuFVWFhJlZYJlgRBwwfzxtvACmhubXsDtzODkyYrrtZCcLODjzVumWElWm1HJNLgJCK+h2Gt5Wt8L6a8uWHwkie7sWg5ccQWA6D5rzG3X5MQ6bwvLybQ8PUWBOi8zFAiqgNimCuaPncxWzgGl3MzPcfrYKa2YrpSLAVPc5xNKzLKjQPwYABOaKwxE1tKCSltDQPydwvoW0Pp3hwGYtMInYmftA3xMLy/26gSCRUcIuGD+yHLFcranbU3FFbSmaplAMUsr3Bb7QsIasemvuM9Tg6zzBoDACmg+y1WeT9Cakh1MoBMIAG7mAH7+dG3yY3YIxzSYNyEQNDlCwAULw2u5zvPx6aeOyTLgX8G6Ys3KYrZrvic2bzFNZqxnhgBIQGjVZLdnZoL1LeKZAhunl5tE06CrfCr2tLJ8vDZldwJBHSGujIKF4XDTgjb1SjnYVLwRXmgl08pGTzCpqWC5z11BdlbLjVHoW9YCvtbKzxeS1nhNBxPhBIKJ2Bu9bPRUK1x1VSbnJYUVLmhuhIALFo4tqrO50Z1BKw6etcZlDgAwWRqW6GMsXFY5wGNqy9Xx2HeHsL4Fp+L0TbDCo6c+7u/k5q+cZbMZgaBJEVdHwcJxh9moo5ytzL6eiKJWhkvYTUCG9wClPOt1y1lmlrduPKUpjFzO8nFZrbjrBYKp2LHwbPTUkjVZYTUEwI3jdKEegaAJEAIuWDjzSWbztNCNrroBXeeF9sQuCr/qAdo2TZ6JbaHmR3nHJ6xvwSy4/OxLYOqsYpiKt4WT7ozyqRnrAkGTIK6QgtPDrgPPxaa3cNwhXmDLWV5Ec2MATCYWtW6YfjhGMQ1Zy9P6nq7OXCCYiB3rzo5M/xkMrqw8rtW4Q5xAsAQIARecHg4Pu6mZ+uRabxvVyR7VpsFMc18bEFwBeEIzW0R27NvXPn2rVoFgIu4gP4OGBuSmscJdfqviQZSVCZoTIeCC02euZDZfK2Pchk5R3nANXejZkVPdnsUMUErDlGQ+VyCYD3auRWYWK1ySucksZhZ1aQJBrRECLjh9PBFeHEsZoFw49XF3iBPKQqvoNve2AOFVfCx5olJWBoxb5bo7Iqxvwfxxhyqx7uk2kqqT+RSAsMIFTYcQcMHpM1cym8PDi6vTU5k85m2xMohNtk8tFxgXL6YASYbmEpOkBAtkPCN9hA2CpntcdrC3QHYGb5FA0IAIARecGeOd2WZIZgv30gKaOLwk2G21vNTZ0MVuuOFrZwKbQLAQPGFWNuil6eu+ZblSVpYerM2kNIFgCRACLjgznF7LhalNn8zmCnDIxNSSsPAa/lwxCUT3A5Aqrk6BYKHYGemZoemtcG+LlfAmysoEzYMQcMGZM57MtoCuV7LMed95q22qVmQDGIHgdPBErJ4DpZlb/I5PKxvh500gaHCEgAvOnPFktvTCLoyGRle6rEweHyoQLBRJqsTCM8PTW+FOnzXZzhQJbYKmQAi44MyRlUqS2kwlZdORHmI3to6zGftOD0Aupeb+OYFgOjwRtujVCjNb4cFuq6wsyXn1AkEDIwRcUB3GO7ONTW/9TKWct2LmEtC2cbxrliM7WJkfLhAsBEkC/Nakssw0o0YBdgC0LfXkyfl9VgWCOkUIuKA6OH3MBJ4pmW0qdiKRt9W6qHYA3lZIpsnMdNH6UnA6eFssKzwP5BPTP8fXUXnOQjxGAkGdIQRcUD3mm8xWtl2cE+KWABDqhWE35YgfFVOkBAtHmlDNMFO2uSgrEzQJQsAF1cMTASCxKctsyWzj1ncLO2XZSBJKvm5AcTEzPXFMuDgFC8fbWmncUkhO/xxPBHD66TFKDy3u+gSCKiEEXFA9FJVNNYCZrXCtOL31bSOrLC+TFF58UwO1Wq2gWZHlSl34bJUN49PKopB0UVYmaDxE4a2gunjbKNC5MSDQRZfmRDLDAEyW86iu6V/D4QZa1gJjh9keU3VzMIpAMF+8bfyslbPMNncFTn2O00trPTcGNTfSdFnpsn3sTUTdHZPDd2qTqkVECLigurj8FFytQAvatsgBJqbZlnmga47XCQChXiB5HEj209U+3UVYIJgO2Zpqlx6kFT7TZyewAsgnoJRzwNihxV1jjXGm+4Gx5hoMVHfH5A7RY7hECAEXVB9vKxtl5MYmC/i49R2Z2fqeiK+VG4HsCBA7CrRtonUuEMwHXzvLyUppjhJ1+U99juIAwr0wHIOAs7k2iIbDK46p1niWdviSEHBB9fG0MHZdTNHqVp2W9W2V7PjnsL4nEuwG9CKt+dgRirhouSqYD7JiifgQN4/TCTgAeCIoBVYBbRsWd301phQti2NqcsSVcCGU89zRm/VTduLInABiLmZuB1YsaTxmHEWla6mQ4JSyQBetaJjs2LYQK1qSOPhk7CCziuPHgNb1p8bWBYLp8LXzs1dMcWyt07fUKxIIqoYQ8Pmil5lUZZSXeiWTUEqZSqmMUQYia5Z0PeP42ijguTFa5NlRfn+u2Pd0yDIQWQuMHqA7NH4McAWrudrqI2L29YGiWlb4MMvFWtcv9YoEgqohBHw+mCZFwyizdtRuG1oHlKIlILyaiV75OLMi/e1LvSyKl+Ki+zt+FBXr23N6r6c6mSwydpAbg/l0e1tq2rec/vEKqoevA8hGLSs8x+xzgaAJEAI+H5IngFKGzSEia5j4UicYziAbokgSNxmpk7xA1YOr0NsKpAfo+gamr/teCE4v0LrBymSv4wYv5QLLl7JRILxqqVcjUFR+FrNRWuIta5d6RQJBVRACPhfZMSA3CkDiH34difckPBHG+LJRZmy3b1n6ZC9vC8t4YDImXg3Lx+mrj83JbJQLQHQfPSJ2sxDB0uLvZBinkOD7I6oZBE1ATTKedF3Hxz/+cdx66624/fbbcfz48UmPf/Ob38QNN9yAO+64A3fccQeOHDlSi2WcOcUMXdMALal6F47gSqs9ZJnW+FK3IVUclndAXljmeaPjcLPUxTTm7gsvWBwUR6VXf0a0ThU0BzUx0R5++GEAwPe//33s3LkTn/3sZ/HVr351/PE9e/bgnnvuwbZt22rx66uDbokgTCbBeFuWekVzI0l08Uf3M9krPVgZ2rBUhHq5sZDrqPnCYuBr5XuQG13qlQhs/J1MqszHWbExn14EAkEdUxMBv+aaa3DVVVcBAAYGBtDWNjnpa8+ePbj33nsRjUZx1VVX4c4776zFMk4fw6Ab2ijTkmokN6hixenHDjHe5/BObqay2EgS+5ovN9xh5kxoBcjl+ik7XNaoToaa8jH+bYj8BEGDU7MgqaqquPvuu/HAAw/gy1/+8qTHbrjhBtx2223w+/2466678PDDD2P79u2nvMahQ4eQTlev722hUMC+ffvmXnt2EGoxCVNWUQyuoUVbp8x0TEo+C0c+CvPYcZSCa2Aqzml+uv6Y73vUCKj5GNT8GDTT2TTHZNOo75Okl+BKHgNwDIVQYjynpVGPZzbEMTUG9jEND88yeGcGaprldM899+DP//zP8Y53vAO//OUv4fV6YZom3v3udyMQYI3slVdeib17904r4Bs2bEBPT0/V1rNv3z5s3bp19idlR4FkAZBagdaNdV9yMusxxY6wRlx1sYNZPTR5mYN5vUeNgrYeGNmDo0ePYe2mDfWbAHkaNPT7FA/Rje6NAOFeAA1+PDMgjqkxsI/J1sSFUJMr+k9/+lN8/etfBwB4PB5IkgRFoRs1k8ngTW96E7LZLEzTxM6dO+snFl5Ms2QMYOy2zsV7TsKrWYut5SvJeILFQ3Uy+x6otJEVLD12QmVujLkuAkGDUhML/LrrrsPHP/5x3H777dA0DZ/4xCfw29/+FrlcDrfccgs+9rGP4V3vehecTicuu+wyXHnllbVYxsLQShOS1joaI2ltLmSFpW+jBxj3c/rFWM7Fxmvlf+TGmEQlWsAuPQ43cxQKCcbCQ9Xz8gkEi0lNBNzr9eIf//EfZ3z8pptuwk033VSLX316GAa7hRkaW3QudeZ2NXF46E1I9NEKd3ga37PQSLiDMGUHoJdOHa8qWDr8nZVWv8upxFHQVNR/UHQxSB5ntzDFRbdzs1lJ3hbLEjS5UdG1pV7RskJzh3lHuNHrB6eXm3XTsAbtCASNhxDwzAgTWiTZ6rTWpM3pQj3sk66XaI0LFg3dGeLnq5gCtOJSL0dgYw/WyUbpfRMIGozlLeCFFHuHA6wJbebBE3aTF1mlkKRFN6pFQ1YZcwUqU9kES4/TN26Fq8X4Uq9GIFgwTWpuzgOtWLFE/V1s8NDsqE6GCGKH2aXN4QXcdT6Ws1nwtTGRMB+rn7ntAsbCiykohRjHBTcRjnQ/MNYY/R/mS90dk7d1SfNalqeAj3das5LWTmdGdaPiDlJA0oPcwLRtprALaovTxw1TOcfkqWaocmgGXH7AGYBkmvRMNRFKOSuOqdZIkhDwRSfRx9po1U23crMlrc1FoIuTy4opJrW1bVp+52Ap8LYxYTI7KgS8nmhZi5I/znnzTUQpqoljqjVO/5L++uUn4OlhWkCSAkTWLr8hGzbh1cDoK7QIkyfGO1IJaognwpyLchYo5UQ5X70gKzCc/krTnSZBHFPzs6wCcXI5C6QH+J/wquU9E1hRuYGBxIlZYuxl7ZHliuUtppQJBIIzZPkIuFaEI2NlnAdWiIYaAC3AkGV5J/uBcn5p17McsDuz5eOAIaaUCQSC02d5CLihA7EjkEyD7pfllLQ2F75WZlKadmKfEJWa4nBzRK1pCK+HQCA4I5aHgCf7Aa0AQ7HKqASTCfYwQ1oviiYvi4Hdj1640QUCwRmwPAS8lAUkBWV/z/JNWpsNWbay8RX2604vfC6tYAG4w4DsALQCJ+AJBALBabA8BLxtM9BxFkxF1DvPiOoCIpZ3Ij0ghKWWSBLDFoDozCYQCE6b5SHgitq8Pc6riTvEzlQAe8QLaoe3FYBEj4eYSS0QCE6D5SHggvnj6+DXYloktNUS1Wm1sTXFlDKBQHBaCAEXTEZRre5Czddasu6wS8pyY4BpLu1aBAJBwyEEXHAqdqejfGJJl9H0uIOcQa+X6EoXCASCBSAEXHAqtoAX08IyrDW+CVa4QCAQLACR2bUQTJN91OtI1JRikg1BFCcnK1UD1QWoHg58KaZE7+Fa4mnhZLhiiiNuVddSr0ggEDQIQsDni2kCsSN1Fxd2ZAeBhHXRD/VWLLozxR0CMnm6doWA1w5FZV14PsaSstDKpV6RQCBoEISAz5fUAMVbVjlDvE7QXTEKQCHBqWIOD2dPnymeMJAZooCbphg3Wkt8bRTwfIx9+mUR2RIIBHMjBHw+5GJAdgSAxAle1XJVV4GyLwe0rKV4Z6NA/Bgb15xp3bvDQ7e8XmInuzo65qbD6WMr23KOGzExK1wgEMwDsdWfi1KOvdQBINRTv0IWXAk4fBTcRF914vTuML+KDOnaY5eUic5sAoFgnggBnw1dA+JHOTnK21q9+HItkCT2M5dVuvrTQ2f+mnbsWwh47fFE2Iu+nOWmUSAQCOZAuNBnwjTpjtaKzMj2dfJ+HWWgA4CkF4FygUNaVCdFfOwQ49dO75kloDl93BDoRc4Kd3iqtm7BFGSZrvNslFPKnKuWekUCgaDOWR4CXswApQzU3AiQtGYxmwbFeNLXCbf0IJOKJIVDPqJ7l/oopsWVPAZErU2FKwj42oFANweSxPuA9s2nX5okSdwA5MZohQsBry3eNgp4Ps6QiJicJxAIZmF5CHj8GKDlKeAp92ThxjRCXkjRgjUBBLqsuKSVhV1n2dhKYQzIeNm33J2h+1x1W33MdR5768bTz2yeKOCBrmouXTAVhxtwBoBSmomT/valXpFAIKhjloeA6yUgn4BczgDFLEVYkq2vEq1s2cH7WpENTNwhwL8C8IaXevWzortzgL+Dgl1IArl+Jto5/LTCHR4eX9uG0/sFzgDPVTkHaCW66QW1w9dqCfioEHCBQDAry0PAPRFAVqF78rQiJXnCTarcNw0gdpRuaG8bm2pM97w6ojSqA60bGKPORimypTSQHQYg03uQj1Pc2zZaE7AWgCzTNV9I8DWEqNQWd5ibSa3AVrauwFKvSCAQ1CnLQ8Bb1gIAigkH0Ll1+ueYJpO/vBFO42rdUHfu8ukwHD5e5F0BbjwKSYq2K8DktmQRyAxS4PUSG7T42tnCc75udXfIEvCEEPBaI0mseMgMVd5HgUAgmIblIeDzIXkCKGVo/UTWNIR4n4IkUaA94YpF7vQCTg+QPAkMPAe0bWJjltRApTRuriQ3dwiAxPOja2feJEYwO742IDPMzZheBhTHUq9IIBDUIeJKDADZMcYcIdFab4YLpsMDhFcxI93XAUBicl52jHF+xcFYf3aEAu1rn9nakxU+VkxRVHyti3ooyw7FwVBHIckEQpE8KBAIpkEIeDEzudOa4mIceWpZmX2rM8ankUkyhXiq50BRgeAKwHMNMLCLblmHm13bsjHA1GmRF5JWvXu7lTMwxb3uDlkCnhACvhhMDIf4OxvTIyQQCGrK8hDw7ChQSMKZPg5EFWZsGxoblIwdBowyLcxSDtOWlcGcfL+OcI+eALwJZpp7W4FgN79O9SI4XEDnOUDsMBOkXCFa6UbZsvRiVtw8C6RO0hMx0SJ3h7jRKaYBwxADN2qNK8ByQK3A98cTXuoVCQSCOmN5CPjAC0AhDvfYScCdsMQYTBSyO61JKqCdrGSb211mx7PQMfn7dYIEAzBMQMvQ3Zo6yQS1UA+tOKe38mR3kNOu0oO0vNs2UZDVKGOtxRSQHGCpmKwCnWdVflZx0GovZ4Fikla6oLZ424DUCb6vQsAFAsEUloeA+zsA1YWytwwEe2k9ZqL8vuIEWtYxeQ3AKRZ22ZqJXUgChTTroeuonaojNQSMFgGzzM1IOUerTVbZCtUdofXs8mG8GU16iPFv5TEg2MVDLuco4GUrLt6+lcl8EzcAnjAFvCAEfFHwtrCWv5iyNpqn2VFPIBA0JctDwD0RwAQMxxhFrRCnEMkqW1ZKEmBqjH0X4hTqQoJZ11ppqVc/K7JRAjR7+IVkjQF1UaBzMca5HR7AHeB5cAVoiaezFIaUSaGQFT7u8NDiG7X6qbesq/wyd4gWfiElZoQvBvZ7khtjGCi0cqlXJBAI6ojlIeClDAAdkmkyYSs9zBi4w0trtJji9/UigAld2mQV8HhpebrDgKeV9+uoR3Xi8GF0rF/Pmu9iEuPxet2gm7yco8VslCyLPMzM9NWX07qDSa+EPYPa0ICn/xVI9gGjB4Hwmkq8W3Ux3KDl6XpfaFMYwcLxtlHAc2MMf4jcA4FAYDGngD/zzDPI5/MwTROf+cxn8F//63/FjTfeuBhrqx4t64H0IAzjMDB6gNa16qJAA5YwuSjM7jBjyJ4I63HrXKT04cJ4oxpoJZbD5cYoxABd4L42usZLKdaG2y5wh5fNXXKjzCy3h5W0b6D1PXYYWHnR5KxzdwjIWGGFOj83TYHTy/epnOPn1t5oCQSCZc+cAv75z38eX/jCF/DpT38a3/ve9/DRj3608QT88ENAPg5f9CWgJUyh8rYwPuyNULC9rWwZ2sgWjupkFrq/i+1Ts1EAeT4mWQ1d3BF6G7KjAEyrv7mDFnXvJdzIRDYw8S8bBRL90wj4kDUjvHfxj3E54msHEn30FpXrY1a4mhvmZL/FxukXCX0CgcWcAu5yudDa2gpVVdHe3o5Sqb5jwtPiCQPZYRjOMNB1LrDyVbwoNrJYz4YsU3R9rRRm2+oGAIfCxD13mEKejwGJ40B6hN2/ei/hpsbbyr7wqZNA+6ZKMpvTy5/XS/x5p29xj83Q6y6RcFpsr041cIcB+SRDPNlodV7zDFEL8aVZS3YUcJwlhuoIBJiHgPt8PvzJn/wJbrvtNnznO9/BihUrFmNd1aVlPaC6UCiEgPVXNd9ca9OKe0+3IbH7pNvu9exoJflM8gNuP63q6H66zItZoGUVLR3VyTKmzAjQsqbymu5QZVOw2AIeO8phLXWPBHRUSWhkmZ/hUubMX6tKlL1ZJoAuJoUU3/vMMBAW3h+BYE4B/8IXvoChoSFs2LABBw4cwHXXXbcY66ou6UFAL0Nzt1LoipkpHdZMMPlrhu5rE5u6LGU3NtOk5auXrLGnRfhOHgTMA4znd53L+u/pssNnc697wkDn2XTTlrNArI914e4IM9kTfWzLam8QJgp4sHuxjp7vWynNJEOnf/F+70LRCnyPqjm9zemdXNK3xOjuMZZhLiauIBDdxxwPf6ewwgXLnhkFPBqNIpPJ4O6778bnPvc5HD16FIqi4EMf+hDuu+++xVzjmWOJnSM/Coy+stSrmR96mS5TrWgJtiXcUzYQSjnHBDUA6N/JXufBLmYvTzd0ZCb3uifM35kd4WAXT4Td29JJutknJlA5/dwwaAVmvzvcNT0V42SG+dXXwfaw9Yq96SmmxPS2auJw83OZjwsrXCDALAL+4osv4lvf+haOHj2Kv/7rvwYAyLKMyy+/fNEWVzX8HUApA0NJMaN34lzvSbPBp7tJp/6/muhlCqFWtAQxT+E2DHaHc6jsgGajOKz4qhtQ3cgY/cDmbXSBJ08CyeMADCY8eSKndmObyLh7vWi51mVrw3CU/1dc/H25OEXdFnBJojWUj1H8F0PAS1ajmewoUMwB8WO1/52ni6FTYFrW8r6getgeJGGFCwQzC/g111yDa665Bn/4wx9w5ZVXLuaaqk+oF9CLKI8U6fKdzi0+ftPZH3zSY7z/8p79ePjxp1Aua1VamAHJNLlHkCTIlotakiTIigpJcUJSHZAUJ2TVCShOyKoKSZLGb0NDQ1j58iH4PC5cvLYFva1uSFqRopqP8eb0WyVx4Rnc6y42CQmsoNs8PcBGLr5WbgIKCSaztW2s5A+4QxXLPNBZpfMxCxmrdn9oL6AXav/7zhS7Tt5OHhRUB4ebn+NCQljhgmXPjAL+la98BR/+8Ifxs5/9DPfff/+kx774xS/WfGFVZfQVQCvAleoDxhZuQWdzeXz5X7+HH/3qwRosTprG0pcw3vZ0DgqFAtxuywI2DfS0h/Dai8/D5VddiwvPPQtOLc3kp1KG2ePeNmvYyQzu9cgqJifF+wCtDCg6rfJimslskdV8rivItZZzVilaDS2hcoEX7PgxQM/R+7DYCVQLIRfj+Yr3cdMjqC6BLn4ehBUuWObMKOA7duwAANx6662Ltpia4QoAkGCobsAZmN4tPoP7/ImnnsHffu6LGB6JUjjmKazzQhr/p0qvJ+PESBw/uP+3+MH9D8DlC+KSSy7Fay86F689bwNWtAZoXWcmuNeny8iPrGHDm3ySF0qnjyKeOE5vhizz5gpU+sTXMtabHQF0jRnohRTQvqK+hXHsCJOt4n08h2YTzJevJxyeihWeHWHipkCwDJlRwLds2QIAOOuss/DII480Zv23jfUHXhozgbYN8/qRZDKJL37xi/jVr37Fb1gx8yuuuAIXX3xx1ZZmmiZM04RhMDnNMIzx79nfn/r/ic8bHBxEZ2cn+vv7sXPnTuTzecZdTR3FXBqPPvYYHn3sMQDAutW9uPyic3D5q7bg3K0boebGuKHxtU2eJR5eTXFPD9FqV12s+c6NTU5mc4drL+BaiRbt6EFuIiSZg1aUOh7sEVoFyE4gnwDyMcjaEjQ8aXZsK9yelz51fK5AsAyYs4zswx/+MDo6Osbrv6UmH2BhmiYefPBBfO5zn0MsFhv/fjgcxv/4H/8D1157bV2dg3379mHr1q0AgFKphBdeeAGPPfoIHn/4t+jrP8HMdYUuxiN9/TjS149/v++X8LkdePX5W/Hai8/Day86D63tHRRtTwsHnwRXAPGjQNmacCbJTLJLnpwg4CEAEt3zuja9W/5MyY4weS0zzOS+tk28eNuu/HrEFpVEHxA/Bllau9Qraj4mWuGZYWGFC5Ylc15xTdPEF77whcVYy5IzOjqKe+65Bw8//PCk719//fX48z//c0Qi9T1C0+l04pJLLsEll1yC//aRP8OJlx7F408/h8dfOoxdL+6peFEkCdmihgd3vowHn3we0DVs3bAar734fLz2kgtw9vkXQQ6uZPb+2FFawM4gx46m7WQ2N3vHuwIU2GKq+n26dY2DZ+J9TFyTnUB4LTca9Yw7xFBDog9IHIfia1vqFTUnU2PhwgoXLDPmFPDNmzfjxRdfHLfyAApFM2GaJn7xi1/gS1/6EtLpSpev9vZ2fPzjH8frXve6JVzdaeLwoGfrRbhlRTtu+SMJeV8Pdr20D48//jgee+wxDA0N8XmyCsgq9h0bwL7Dx/Ev3/sJwsEA3vvOm3Hb69azfKyUoyUPgzHobLSS/esOUbxrMWgjGwUyg0wIM016BYJdddXQZFoUB9CxGTj5NJAbgyInWB7YbB0AlxqHh5+/QlJY4YJlyZwC/vTTT+Ohhx4a/78kSXjwwVpkYy8Ng4OD+Lu/+zs8+eSTk77/lre8BR/5yEcQCEyIXxaSQGpgabuxTcGVOAIMz7KefBzIx+FJHMcV69fgik03wnzPm3D0+Ak8tvM5PPb083hh9/7x2DpMIBEbw//++jex/YL/DyvcEaCUt8rF2nnsib5Kxzd3CEj2U2QNo3r95Q2drV0LSWahyw7G5hulMUqgC/C2A6kTUHODVr28EPCq4+/iuRVWuGAZMqeATy0haxYMw8B9992Hf/qnf2Lil0V3dzf++q//+tRENa1EV65ZX405JEOzrOMZcEeAQppx7GQfEOyBJAHrejqxrucNeNfNb0A6k8XTz+/GY8+8gD88+SxSyTJMXcPDu/bjttf0AqlBbgRKBVrZuVEKuifCC6bDxxasxVT1JkWlBpkxXypwWprkpCi6q/T6tcYdYvvZZD+cuUF6LgJdS72q5sPpnWCFj7CfgUCwTJhTwO+4445Tkrb+/d//vWYLWgz6+vrwmc98Bi+88ML49yRJwjvf+U586EMfgsczxVIyTZZQmTrrn+vIVVeMyUDHltmf1LoBGDvARiieFrqhJxDoAK5edzGuvhn46U9+iv/vb/4XYJTx8BNP47brLqAop0/Sygms4Fzx1AAFHOAFtJyttGQ9UwwDGN5tZdNbjXSCPbSw6iiBcFYcHiCyDjj5LOT0KEv3WtYKC7EWjFvho8zbEOdYsEyYU8A//elPA2CceM+ePdi/f3/NF1UrdF3Ht771LXz961+fVBa3du1afPKTn8Q555wz/Q9mRjhEQ1bpxq1FtvVpYtplXrOhupi9PXYIKMQAb9jKID+V1119LeS/+1sYpTJe2HMAsUwJLb5WDoTJjQGyVTOfPMGNgeria6UHeBE1zTMX2dhhWviGziYdpQw76Hlb5/zRuiK8EvBGII8NM8xQOHvybHVBdRBWuGCZMqcSrVu3bvz++vXr8aMf/aimC6oVBw4cwMc//nEMDg6Of09RFLznPe/B+973vpkT80o5ihdgTeRS6msWtT1KdC7RdAWAQDeFNt4HtG+eVvhbWlpw/nnn4Llnn4Fp6vj9M3vx1tda88BLaWaF+zt5scxG6Y1wsC87tALF1nUGdc9aCRi2NokOD8vI/B10P9fRxmleeMKsCe/fDyROMAwhBLw2TLLCOxvvsyIQnAZzfsp/8IMfjN+PRqPIZrM1XVC1MU0T3/jaV/Gv//avyGZzcLspWls2rscn7/4oNq1fC+SGgOw0/dENDYgdYQMRu+YZdSTeANzxY8BgEZAUxqd97TNb5IFOCmwxxbakrRunTTrbseNqPPfcc4BRxkNPPIu37riIrvPhPRT/ji1AMQnEj7OlqZ3MlinwInoGAu5OHgICZUD18ryXckD72fVfOjYdTj8QWQ1DVoFMlBvBlnXVS/QTVHB6Gd4qprjpW8wxtwLBEjHnlSQajY7fnE4n/uEf/mHOF9V1HR//+Mdx66234vbbb8fx48cnPf7QQw/h5ptvxi233IIf/vCHp734+fDwww/j3q/9M/RSHpJRhlM2cdcdb8G3vvBxbOry04rMjdE6KiR5AShlrKSvfnYgk2SrRMoWb6mObtZ6TJ3HMrLXyt5OTX9CImvYxaycA1Inpn3K9mtfP96P/ZmXX0Eqm+fxyypQiFs90l1ALloZ1mG75M9keEd2DGp2gOfbEwKKCQ4EaYTSsemQJCDUA90ZoncidZKfL0FtCFgjZrNR9hAQCJqcOS3wu+66a8EvajdC+f73v4+dO3fis5/9LL761a8CAMrlMj772c/ivvvug8fjwTvf+U5s374d7e21sbCcTieTWgwdWzZvxBc+80msXr1qlrGh1tdihhagp5XuZqevNuNEz5BC0gV0b2WdcTbKjYjdWEV1V7qr2VafrFDExw5y4+LwneLW7VzRjbM2b8Leffuh6xoe27Ubb7ziAsags6OMUUdWs/Y2NUBXsdPHUi+9RKt5oYKrlYDofsiGBvhXULyLaaBzW+OUjk2HJ4KytxMwBpk3kI9XL1NfMBlhhQuWGTUJFF1zzTW46qqrAAADAwNoa6t0ojp8+DBWrVqFUIgW24UXXohdu3bhDW94wymvc+jQoUmNVU6H1tZW/Pn/+EsAwMaNG5FzeLFvYA4ryNDgSh6FZOooe9uhZ06e0RpqSaFQwL59+yrfMGQoxTTUYpwlZtgPU5Khu8LQXWEmvQFQink4soMAjqEYXANTnTzT++yztuL5l3ZDMjX85HeP4+x1K6DmVfjio9AKTyG+vgPe+CD00SyyUQ1QHFCzUajFBLTBFDRvx4KOw5E+DlfiEEqmiiMDI3AnDkDWcsgpeRS1QUAaOsMztUQYOhxqGGOjB2FmDiBjPIl8R77uNoIL5ZTPXZ0gaXm4Un0wpT4UQ+vpNZoH9Xo8Z4I4psbAPqbh4eEF/2zNMj1UVcXdd9+NBx54AF/+8pfHv5/JZCY1R/H5fMhkMtO+xoYNG9DTc+YlW3YXuYl9w2dl7DAQ6eVuvnX9Gf/+WjLjMZlmZdhDyT6/BuB20Sp3bWVpXG6M7vD2TbTOLXy334H/+MnPAEPFnsMn0dHWAk+7HzCHAFlBW1cYCG9m+VhvGxDqBgoraZ2rbqBjHufZJjsKRGOApwNHEjLWdQQByQeEtgCrX70488ZryOF0H1odo0AuirYWFVi/CnD5l3pZZ8S8/5aWgjGrO6C/dd5WeF0fz2kijqkxsI9pUtOweTJnDHxkZASHDh3C0aNH8YlPfGJBu5977rkHv/nNb/DXf/3XyOVyAAC/3z8pES6bzZ7WwmtGJso/flll1nmjIkms027bCLRtphsdEmPUY4eAkX0UWsXNISHxY5N+fNWGrVi3mt3WSqUSnnx+H+PcgZWM5w7vobAaOhvEmCaT1ySFj5cL81unVmRsOBcD/J0wVRfdn4bemKVj06C7wsyiN1E5VkHtsBvmiFi4oMmZ0wK/++67ceedd+K73/0urr/+evzd3/0dvv3tb8/6Mz/96U8xPDyMO++8Ex6PB5IkQVFo3a1fvx59fX1IJBLwer3YtWsX3ve+91XnaM6Ucp4XWIDDKKY2hNBKvCjUUStVNTsEJOZhzUkyu5jlYxQQU2NLVMOoZI4XkrTOJRnwtWHH667Akb7vASbw0DN7seO1F7EfeewIEDsEbLoOUPoqmx53iLd8zGod6p5zWUj0M2Yuc31K8QQgpVg6FlzRFOVAuiMAuFYAI/uBbIyfsUgDbw7rHadvQiw8ys+RQNCEzHl11DQNF198Mb72ta/hhhtuwHe/+905X/S6667Dxz/+cdx+++3QNA2f+MQn8Nvf/ha5XA633HIL/vIv/xLve9/7YJombr75ZnR21oGL1DBYIgWTVt/URCPTBKL7WQpURwLuTpwAhudp7dqYoFu9kOKUr3LBSmhzAy0bmNQWWYsdO67Gv3z7e4Ak4dFn96KUTcAZ6OYFMp9gbbM7AmSH2fp0qoDP5frOjrK2vJCgYDs8UAtRQNZYOuZtkileioOd5OxzkzrJcz6fDY7g9PB3VgTc194UG0GBYCpzfqrtrPGLLroITz31FHR97l7gXq8X//iP/zjj4zt27MCOHTsWttJakx4EtDzjwcFp4u7JE4zvmiZFq04wFAfd4AtFdVMgtQIFFGBt9+grQMoP6CVsPHsHVnZ14ORQFNl8Abv2HsVrLn4VO11FDwDDLwHrr6bLO9nPfAFXkBZ8OQvo5ZnbWtquc63IDYHiBIoZKKUU0NrduKVjMxHoYjZ9brTS1U50DKsdLr+wwgVNz5wC/vd///d4/PHH8fa3vx2/+93v8PnPf34x1rW4FKyyE0gsj5raaKOYZn21VmL70MjqJVnmdBTTLqBrIzcWZ9IgRCsBQy9RVMcOALFjkNZL2HH5pfj2fT8HJAUP7dqP11x4Dju6jR0GYkeBDTIvloUkLergioo7vpAEZpqFnTheaZbjCgDOADCyF3I5x/BFI5eOTYc7RC9D7DC9F8kTQsBrzUQr3N8xKUlTIGgG5rzi9/b2wul04mtf+xpaW1vh8/kWY12Lh65RTABaSU7fqY8P76U4OdxsaGJoS3cr5VhLnB4E4kfhSh2l8A7v5sXqdF9XloGubewUpml8/dRJbL/qSp4HScbvn9kNI58EfB2AJ0grMtHH/xtWTB2oTAybqalLJkoXvmnSEwCJSWvZKExFbaypY/PF6WXXOqef5y3ZLxKsao3Lz42hqbNHukDQZMxpgX/yk59ER0cHnnjiCWzbtg133303vvGNbyzG2haH5HHAKPPC6rditrpGF3A5T/EeepECJfUAJ3ctzroMjS5ovcT16CWuc0r83R0dBaQB/mfoBVrHZ2JplAtsYlOIAdFXsO28i9HWEsZoIoNEOo8XDg3iVee3sfd0Nk7PxNY/4nnMRunNcAUBSNaMcH3yesoF9mMHGK4wShTrsUNAMY2yp7Oxpo4thOBK5lfkY9wQCtdu7Ql0AWNpYYULmpI5Bfz48eP427/9Wzz77LPYsWMH7r333sVY1+KQHQNycYqjtw2IH6VoF9MUouQJWrfFJDuyyU5Ox0IVxcXQLSu4bAm2Nq1QjyMr7Hgmq4DigCk72Dc8F2M5WDHLYzltAbR6wadHgOgrkNfvwPbXXIz/+MXvAMWBh3a9gldtXUsxih1lIlshSRHORoH0EGvKnX4rQS1ptaEFLe5kP1/fFeR5BngsmWHA0KF5u2YvHUsNViz9esYVADrOmvw+eEJMqEr2syVt8rgQ8FpjW+ElS8TFTHZBEzGngOu6jliMdauZTAZyIw5iMAxAL0Eq5zhNq5ShFTSyn/cdHtZFF5MUFc0aNZodocvaG+HULXcYcHkBVGkXb8eAp0OWaaGqLuurk4leUzpL5eSjwOq1fJ34MW4I7KEmp7Umjeco0ccNTC6G7Ze/Gv/xiwcAScZDT7+M/37rlZA84UoGeqIfaNtAqzJxnHOv3aFTBTxruc5lB48FJp+X7Lcab3RC09tmzhhO9APHn6yrKoBZ8bZNzsR3BuhdcPi44UqeBFYaYrhJrQl00grPjPDvQljhgiZhTgH/6Ec/ine+852IRqO45ZZb8IlPfGIx1lVdjj8JZEYQ6D8E5MMUi2S/ZQFKFBjFwZvsoHVoC3twJdBzce0sJUkGVE9lJKfq5u+dKXt7CsWUG1hpdSbq2EJXNABE1p5+z+2BlwHHCxTkkX141UUXI+j3IZUvYySext6+KM7eEqZAZYdZE96+CXD5rO5vYzynqRNWXJ4bKKQs13lwJc8/ADj8QPJZej46zoaenaapj67RWh3aTfEO9TDuXq9khnisib7JAi7LQLjXKieLW670EWEV1ho7SVJY4YImY04Bv+SSS/Cb3/wGsVgMkUgEUiPGJqMHgMQxuOMnAbWTFrZpMkM63Au4wuxa5onQfasV6Do3DaDrPKB13eShJ9VyoUuy5ZKvEhNnfieOcyMw02jR2WjfAPS302KJ7oPatQ1XXnYhfv67x+lGf/YAzl7bBQQ6gPQJZq5nRiiqsSP83cEuwOHl1LNiykoismrs9SITi1xBIDtE0XeHgEAXzOKUMsVihkKYHuH7El4F9F5a31aUr5UCnjwBrLxw8mPeVm5u0oNWLf1xISiLgbDCBU3IjAJ+yy23zCjW3//+92u2oJrgCQLyehTKQaB7LXfi7hCw4nwKwkQXZjEDHH+CFnDLOmDFOY31xx7oZAJeIckYddumhbtoWzZYsdoTtKLLeWx/zUX4+QOP0o3+zD7c9dbXQnL6aOUn+vm8nktpWWeH6d1whypjWQ2NbnP/CmB0P3+PJ8IkwWIK6DyHpWOj1tAS02RcPD1IC7yUZvle2+b6fz+8rdxMFdN0k0/EFeRGRz1MN3pqgMfaiBvjRsIVsPIyMsIKFzQNMwr4l770pcVcR23ZeD1QyiLlGsTKdmvkpb/z1EEHhg5E9/HC6m1lElK9i8V0hFcD0VfYmCbZv/C69UAXa5SH9gCZUWDsEF598UXwuJ3Iawb6h8dwZDCB9b1dgDPIuHxqAChnAFfIalYyRFd3erAS5w/10to2NMaB80k+V3VNKB0bYjJfvI+iDfD5oR5uFhplFGd4FfvFJ/sBtFS+r6hsoxrdyw1SIUmrsMEHtjQEgS6GmOzubI34ty0QTGBG02zlypVYuXIlNE3DL37xC/zkJz/BT37yE3z9619fzPVVB5cfCHTCkR+jeDu8QGCamHb8GF2aqhvoPLtxJ0bJChPJJNmKs44t8OdlxtC9EVossSNwOh24/JIL6PqWVTz03CG6wj0RJrOlB2mJh6wudonjVrKa5cK3rdKsVY/ra2dTk2KaA1Ks0jG5lGHL2lKaGwNPC/MDZJUbgEYh1MP3IRuFpOUnP+Zr50ZHdjEWbucDCGqLbYUbGvM7BIIGZ17DTLZv347nnnsOHR0d41PFGgqtBKROwpEdAAoqk68yw4xxmwZdmPk4cPJZClZkHVBIA4X9E55j3WAu9dFMwh07BgwUOAXMzj5XXYx/h3qtbPJ+/n8hrUlbNwKeNiB/kNZ0MYvtr7kIDzz6DCADDz93AB9408W0KD0RJpllhjn9zGkls+XGKGTFFDdMuRg3UKqHF9HMEL0eoZUU6uRJODMngPY1dDUHupkgBzDxzU7sKxfqPxPd4aNHITcGpTBFLNwh5l8k+/m5Sw0w0U9ko9cefycQy3Aj6WsX51zQ0Mwp4G63G3feeSeOHTuGz372s7jtttsWY13VZXgPMHYQan4UQA/dthPRy3xOZoQXVn8boDXYRsVkJzNko1actZ2CXsryeONHGT+e71CHcC/nKScO042eG8XlF54DhyKhDODAsZM4EU2jp9UHOFy0kPMxyz3Zwd+X7Ad6LgLcwUpMG2BDjeh+Wt/+Top3/Ajj5QCFO9BplcVpzCD2tVLkjj1Ka7/eUZz0YuTG4MwNTW5oo7q4uRo9yJK9Yorvkb+OM+ubBXdwSixchC4EjcucV3PTNBGNRpHNZpHL5ZBMztAes54xNMDpRdnbAbSsn5BRLgOQgLGDfF5kDdB7CUV84nPs50ly3e3YC0k30L2V9erZKC26Yoo3e2CJ6mE8PNHHgSPzweFm9v3wHqDEftLeSACvftU5ePS5fYAk4+EXj+GOa86hde+JsEVq8gTL7pL9tLCLGatXeoIud8VF13ryBAU7tIprVlRAcaIYXM2LaiHJ70tW6RUADDxL8ZZkq468TjGsDnqFJODwQtbiPJaJfeGDK3hectbktkS/EPDFQljhgiZhTgG/66678MADD+CP/uiPcPXVV+Omm25ahGVVGZcfcPqQ13UmF00kNURXryvAkrGWtUuzxjPF6QWcq+lqzo0yxqcVmB1uGJaAanRvzzcDt2Wj5QYepTh7WrD9NRfj0V27AUXGw88fpICboICnTlgbiGxldGZ6CHBtqPSi9ncAiaN8nmHQMlVU/p7wKpixA/xe8gSfH1hBizX6CgeoSDKw9sr6tpwyUeDwg5ZHpxWyVqD3YaKAu4LcXKVHJrjRzxeJVYuBO8gQRzkrPB+ChmZOAb/44otx8cUXI5VK4YEHHoDf34CJXe1b6MKNvTL5+6UcMLKHTUQiaxtPvE0TklagAJhWVzN7GIi/k9/PjvJCpbqYNJYdBrpfdWoG/nS0rqsIeD4OaHlceeFmyJIJA8BL+48gmsyj3eu0rGsHW9CmTnCjlBtjbNzbQmtbdlhTxw6yXjyyBvC10Ar3TWifmhqwkg19VjnbSWDwRT4W6qUVXu9u9HKBNf7lIjcduTGGM+xhOU4fNyexw7TASxla4802ha1eCXTx3GeGm2fuvGDZMaPvaM+ePbjppptQLpfx29/+Fq9//etx880346GHHlrM9VUHSTrVTWYYbJ+aG6X12LF1/vHhxcY0OTc7n6BFGz/GNrCDL8KVOmZlz/dxIlnyBJ8rWR3m2jexFjzUSzEsZoC+x4HBl5mdbsySDOYJ8+dkhSKjFxFSirjonC3jT/n9niG60E2TXoxSlq5zxUmRmphl7e/gGqN7mHQX6OZmYoJ4S+WclaMg0XVeSALHn2LSWng1Xfsw6/8W6OLGMBeFrnrplchNqAaQJCbvOXwAZG587Kl4gtpjW+GGdmpOjEDQIMyoWP/7f/9v/P3f/z0cDgf+4R/+Ad/4xjewevVqvP/978eOHTsWc421IdEHJI5xQEnHWfyDng/6LINGqoFWYrxaK9KK0wt0hc/wO02AMW5TpxWXOsmb7aJ1W3XaAWtIyMDzFPnoflrmspWV722d0BVOqtzv2AKceJprKBUAw8D2yy7A0y8fBGQFDz/7Ct7+mrXWgJIQoMeYnJaJ0mUc7+P/7brvE89Q5Fs2Mt9gYma8YcCRGwLQbU2Gk4CjjzKmHFzJ1ytlmCQ3Hw/CUmGHC9JDgCRD0nKskc/FeBy2m9wT4SYrn7Dqwa0a+Hm20RWcIYFOeoIyw4Ap4uCCxmNGATdNE1u2bMHw8DDy+TzOPvtsAGjMYSZTyScoYLoGtG+u1C5PxTStm1VCFj9m9RqvUimZafUI10oU7FmnkDHJa/xmDTdRiwm6rAG+TiFJKxvW6yhOutadfnohDJ0CWkxTyCcKqNNvWSZehh1CK1kW5vJzalspB8gSrrpgI+4xdQAKdr20F8nC9Qg5vRQfWaG7PNUPrLzYGogyBrg0S6jiFPruc08duJIZgqyXmHzn6wCOPMRNhjsMtG/la9qbkXruXOYJs52tvxMoJPgeyWt43icms7mCPJZEHzcmRetxEZNdHNyh8Xa/SjG71KsRCBbMjAJuWK7VRx99FJdddhkAoFQqIZttwA96IQWUMlBzw8CYCxh8gVaqp5WCMHrw1HrvqTXf2TFmZOvF2iYaSYo1WMXJmLHqoJdg0sbJoEWsFSCXMxRtG9UJyCFLENKVyWuQKcSuAIeOFFPW8UncpJSzfG56kMenlynggS5aKrlRoJgAvCG0qwWcu2UjXjrYB8Mw8Mi+Edx4fgetbdXDc5ePsxTP38l1uALc/Dj9PO+Brskhi1KuYrmGVwEndlL4VTew5vLKCNEznXe+GKgurtvfyfNsmtxclbLMSbAFXJa5eRx8CSjmef6TJ4SALyaBLiB2BGo+xs9voyGr1udtwtRCwbJhRgG/7LLLcOutt2JoaAhf/epXcfz4cXzqU5/CG9/4xsVcX3VI9AGGBrUQBwbjzGZWXRy4YZR5mwlJpkU7doQXWE8rf64a2OVQE//45BnfkmkppeSZk+9M0xLwOOOxNk4/0B6isEoSY8uyQgs5N8qNSvQAsOEaimz7VsbcCymuMx/D9ou34qWDxwBIeGjXftz4qhV8LYeHI0ltMWrdwAx4h5W8pZesaWLtk9eZ7AdgQnNHrDnjx7mmNZfztewGMPZo0nrHHeImy98FUz0K5KJ8f7X85GQ2b1ul410hwVJArXh6Q2gEC8cdAhw+SKZubXQbHWlc0NXcCJDtsLx1QtybkRnV4oMf/CCuvvpqtLS0IBKJ4Pjx43jnO9+Ja6+9djHXVx3Cq4FyDoZyEignaAF1bmOC13T13qZOwdOKrBWNH2P2tuLghVefRfAXila0xpqeHs7kSWB0hpniE9HLlkWexbhnoZSl6CZPMDZrH396iEKTOsk+6p3bgP2/ooCbJmDq2H7+Wvzj/2Nb1aeefQE58/XwOn0UWlnhr8gMcWBMqJe9v4spusOD3RR6m8wI3e6Kk2GN4d38fs8lvMCO7OX/Qyvr23U+EVfQynBugaF66eHQ8rTEs6MVAXcHAa+VaV/OVzZcYtjG4tGyFmVfjNUQjYah0SuoFSthOMs7pxZirAKxkeSKkKtu675tvYu8i0ZkVnNv/fpK049Vq1Zh1aoG/IADvEgqDqi5UcDj5pSx7vP5odU1ikc5za+lHIWtEB8f5IGkFXsN9TAZqY66tCmlFJD3zP1EgC5bp5fHV8ryjz8fp9s8M2JlnMu0oJMDtMIjq5kN7okAmUGrXMyDHp+BTWtX4UDfAMrlMh7bP4LrNoboqfC3U3iLaXo/PGEgZiWzdW6bXA+tFSn0AODwwhPbA6zo5PMiq+nWNA2+nmuaWeH1itPHz4yhoexbASjDzCPwtVsDXaxe6YqDIYPoXqBgxcHTg0LAFxPFAd0VmlzK2KgYOv+m9CK0oQy7HOolirqhWZvIPIApDbkk2RJ1ZyUEpDhQtdHJVUIq56wcnzrB4V3SRkB1WjdVZQwDGHkFamEMUNYxQcruBFbM8oJaTFXqcbWS5Tq3EsK8rRS3jrMoRnUUg83rR4He06hft93rmRG6rE2Df7CBLsDdAmQOMdFv4zUs3Wpbz8Ss1CDQsRmI92H7hZtxoG8AAPDwrr247uwr+GGWFV4AcmN0hbsCU6aOhSrrSPTzd6teYOhlSKZBQevaxs1UPgZAooegkZAkWuH5GMruCCDn6NnIJxgGmFjz7e9gYl+5YLVVHeOxL6R3vUAA8G/P6QXgheZpmzyJ0BZ3rVARda3ETblhGzL1Y5xMhyt9HBiro0Rqd4gG4RKxPAR84AWg7wkmsZVXWElDVrtRzWpAorq4+/S2MHmslLPGWxrMyO65aLLbt04oJl1spXompAZ5joopblacPsAoWaGDKAWm6zzg2BPs3b36NcDYEezYtgJf/5EJSBIee2oXSu97I5xOnyU+ft7yY5W+56FVkzPIs2OcOmZKLOcp56A7Q0Dvq611WbO07QEtjYbVjU4xykDXFmu++RDHiebGKgLuDvJ+dpgX1aLlRhcCLqgmtrhP97nSp7ji9WJ1Q4VVwlA9vK7UC+7wkv765SHgB34JxI5Bzel0Azs8FGtPpPLVG6G7ye7pXUpR2ILdVgOR+hPvqhG0RqumTlBow6uYqZ+JMkPf38F6cKePmeimAbj8WNeqYVV3O44PjiKfz+OpA1G8bmUEGDtGUQp00oWuuJlXEOrmOQZ4cbAFOj1Ib4fDi2zHZlrx+Tg9BHbZWCPiCgKSzFaqrZuA/md4frMxHpedzObw0MMQPWhZQVl6RoLdjRPzFzQ2isqbnZtRp5SiGktbBQBm6cTWVChuINSDYmQr0HE2u3+tuRLY/AbgnLcDm67jAI6WdXSnazlah8EVFPTl0N4y0FXZwNi73IKVsa8VGToIrqQbLtEP+NohaXlsf1Xlj+nhp18CfJ0Mm2kl7vRN0F3s65xcOpbsp6gnT1K8ZQczzlU3Qx6pAWtdDVA2NhOyXLEWTIOtaSWpsnGZOJM6sILlfZJMD0YhwQ2MQCAQzMDyEPAL3wNc9D4k170R2Px6YNWrgfaNTKaamICQPME4eCFJwVLdpw4/aVbscjLFyTI5h59xsvixSgvQrm38OnaQU91MEzu2dsDOav/DEzuhqX5alKUUoOtM/HN4eR7t0rF8nOc4NUShAtiVzS4Ry440XtnYTNgutkIC6L6Q93NRxrsLCW6IAH7evG0AJD5mZ6MLBALBDCwPF7ptQQ/tm/k56WEmWmmlSiZmqHdyeYVepjVp6rVd7wJQcyNAKjT3E+eL4mBCi7eFnc/ifbSGAytYErb3p3R5u4KAy4+tK/LoiAQxEk8jlUrjuaOjuCRiNXXJx+h610u0wB0extqSJ4BcgklxTh/QdX5lZKihVeaGN1LZ2EzYLXpLGQ7MCXbzfCaOs4zRTmZz+nmO40esTnlW69VQb+OfA4FAUBOWh4DPRS5GMTGszmQOD60hT7jyHF1jLfSh39VVckdbKgn0VVHAAQqIr91q2jLGxKtCkiLrjXAEZvw4EOiGPHoA21+1AT948HkAwMNPvYhLbrkcGD1iTUmTaIHbpWOpk0AhDYzup7s+sg7orAxHceRHALNl2rIxwzDwi1/8Ao899hhMs0rtbGtEe3s7/vRP/xTBYBCG6qYLvZjiJig1wFvr+koymyQB4R5gwFtpXGNXRkz8HAoEAoGFEPCJU6AUBZAlus4nli0ZBjC0G3jm35jEJdVPTNZZyAMlT6WOUzrTqIhJ66+UpheimARixzitzRMGWjdTwIdeBDZeC8QOY8e2FfjB754FJBkPP/YU/uLdb4TscFdKUlrW0xItpJicNfi8NWylndn9NqUslGIKQOspZWOapuEzn/kMfvnLX57h8S0e8Xgcn/3sZ6E7rI1IIQm0beCGq5hi/D+yiufb5eeGxtfKRDe9UOmNLgRcIBBMw/IW8FIOiB8FYDLequUBSHRblnOVzlhjh4Dnv8OGI94WYOWrlnrl4+TGYvC1WnFixUHL+UxEvFwA9v6MCVbtZ1PIR/cDxdcyvNB9AXDsMZZ9BbsBpx8X9BqIBDyIZ4oYHRvD7qNRnBtayQz0+BGg9yJuguJ9zG6XVZ7HtVdMzkGwE9f8HZPKxgqFAv7yL/8Sjz322Okf1xLwwAMP4P3vfz8Mu41sMcVcgNb1wMnn+HkK9VrDXvzWpsYKPxRzVnvVJOPkjZrIJxAIasbyFXCtSBEyrAYm2SgvmK7g5IljmWHg5PNAdB9d6+feAqy7ckmXPpHE4UNoX7eOyWZGmU1Y7LKw08IEDj9EAXd5gYROF3opR6HpPJvnoRDnc0I9kAt7cOX5G/DTx/YAAB7e+SLOfetlwOgBxrtLebrih3fT2gz1AmuumNybORcDShmYkmKNEiWpVAof/ehH8dJLL41/78Ybb8QVV1xxBsdYW/7jP/4DzzzzDADg3nvvxXve8x5AMVlbW8rSmxHdTzd5+iQ9P3ZntsgqYGQ3N5CmZmWkJxs/mU8gEFSd5SXgpkmrupjmwI5CyrJWTV4wHT7GawFa5OUcYChA3xOAOwKsugS48N11lVSkDRdo0QVWUDBhMjHsTC74kTUU6GKGm5tSjrXdnjBLwSKrONzk5LNA19lA7Ah2nNODnz7yIiCreOixp/CR298AyeGhSA2+SNd5sp/rXPPayfPXDYOJcQA0b/u4tTkyMoK77roLR44cGX/qe9/7XnzoQx+CVEfvwVS6u7vxx3/8xwCABx98ENu3b8fW7m3cJBZTjO9H1rDGPjPMTH07mc3Xxsz1stU33c5GFwIuEAimsDzKyLJjwOhBuBIHOBjj+BNWprNBa9LQeNFc+So2Ceg6l25cSQIO/poi5IkAl//3uhLvSTi9tGwBCuXE6WMLpedixvmzw+zMZhrs1W0nVnVwNjyG9wKBlYA7iIvWtcDnpPCeHBjEwf4o16MVgZO7gNFXmJTW++pTPQR22ZjDy05sAI4ePYo/+ZM/mSTef/EXf4EPf/jDdS3eALBlyxa87nWvG///fffdV2kfW0gy4zy0iudY11lOl7Nqwl1BhkFMOxfBmt1eR4mTAoGgPlgeFnh6EDDKkAyDbl/ZAQRagNaN7Mzma6VF5Inw+XZi2+BuCr7iAC65E/BUOdu72vha2cUrN8b+5u2bTy92uu4q4Nlvsm9390Xs0JY8Tks5N8aNzt6f0f1raEBgBZzZUVxx/kb85zMHAEnGQztfwqYbL6JXoJTlOVx5EevvJ6KXK2VjwW5g9AR2796Nj3zkI0ilUgAAVVXxN3/zN7jummv4WnrpjE7TYnDnn7wLjzzyCADgqaeewsG+QWwMKFb/6SI/S+FedrtLnWDtvZ3MFu612s8mAXTx+fnE8mgoJBAI5s3yEPDWDYBegnZyFPC30fJp20iRlqRKBzKgktiWTwP77mfnsJWvBjZctaSHMG+CPbS+yzkmkZ1Oo/3IKs49z45QoCUZyCeZZCYrVkZ6Cx8f2Ue3eOwIdpy/Gv/51B5AdeGhx3biT99+TSUk0b4FWHnhqb8rNWBNGwsDrgCef/55fOUrX0GhUABMAx6XE1/4m4/j0vNWA0Mv8bkNIOCbIw5cecVr8YdHHwcAfONf/gWf+/iH6Q4vpmhph1exXS9kutA9VjKbv5OPZ0dZvmi70YWACwSCCSwPAXe4gUICaikDoJ2ilo9bM6hdjEECVmLbYQrEK79gVrq7BXjtf1nS5S8IWaY3IfoK3bXpYfYkXyhtG9kxLDPCmvjcGDuwhXt47to2UcCHXgC2vQ3wteOyLSU4ZRMlAEeOHkPfUByrey9l1vmay08du1fKstmLCcAdwq9/8n3c83efgUNVANNAOBjAlz/zFzhr0yq+V1rR6gpn1evXK1oJMMr44K1vHhfwhx56CAfveAc2tip8X1rW8bz427lpjB1huCK4ku52f1slsdJpzxMvNuZQF4FAUBOWh4DnYuNJUoisAWBW3LbhVbQqdY19v3UNGNpL17mkAhe/F/DWuet8KqqLYwRjR6xuZ96Fz9LuvYy5AukBYMV5LHmKHWXpV26M3zv+BOd/qy7A1w5PdhSvOXcDfv/SMUBW8fDTL+M9b34drXU749wwuDEq55mVnosDLj+++9Nf40v3/j8YWhlQJKzoaMP/+ftPYvW6jbTiyzk+199Fr0A9l1WVckCyD5vbZFx15ZX4z9/8BgDwjX//Pj73sT+mKJsm35PwauYXlK1sc9vSDnQDo4dohfvbWUqWjzfuYBeBQFB1loeAW/XFZW8HL5rR/fy+v4suS8Og2OlFiv3hhwBIwKpLgfVXLdmyzwh3iMeXGWKJWfuWyW1h52LdlcCTX2YClb+LgpkeZBc1WeXGx/JsIB2ly1d1YceFm/D75w9a2ehPU8ALSYYrSjnGgGEyzyA9BFNS8H++/1t860e/BmQVpmxg/aat+Kd/+md0dHVZw1OOV3qmFzOA21+FhjU1RJY4cUxx4gN//PZxAX/o4d/jwNtej029rRU3ejEFuFqsOvljTJ70t9MSd/qsfukGjzs7WoPwgcTWwYrD+mrdr/NEQYFAsFwEPNgNANCTwxQDvcSSsUAXLaHEMbooSzmgbydrln0dwKUfWtp1nymBLlp2xRSt57aN878we0P8+WQ/LUZHgGKSPMl2qnoRCPYyu3zoRaDnQsDfhcvPLUKBDt00sHf/KxiKpdHVEqgMRAEYttBL0N1t+Nv/+2vc/8Af2EUOwJazNuEb//pvCAaDdLHHj/H9khRa+hK4gVDreLyr7OQGKhfD5lWbcfHFF+Pll18GAPzL93+Gz/3Fe7mpCa5kApu/nV6J9AC9DMVMZbhJPmGdfzfr/Ceex5ohTRZz+77qrNwXCARLzvIQcKuGVikeAAoFWm+R1RSzxHFeTLUi470DT9Nle94tgDe8tOs+U+wJY6OvcIOSOlmJ98+HrnMo4LGjjH0P72aYoXU9AAlo28ws8+h+uta9EQSDMVy8dQ2eemUAUJz4/fNHcOuNV1OgHR6e2+wICtkUPvHFr+GRXbvHf93rXvc6vPvd76Z4p4etsIfJn/F3WV3zwGOaWEdebxQzbGAzsgdID+Idb33zuIA/9MgTOPDWq7FpgwzIqysbEW8La+8TRzk3Pbya1njiKGPhrRtYsjc1j+BMMU1ukPQSKwL0IkMUepG3GXAl+oGoQoFXXaeKfT2HOASCJmF5CDgAaEWouSEAq1mfrLrYYSw3RhelJAP7f0FLb8W5wKbrl3rF1UFRK01DslGK4Xybgqx+DfDKr2klbnkTE+NiBwFjBwATiFjT2tKDlQQrpx87LjkLT+05BihOPPToE7j1jvdUXlMrITV4GB/7X5/HiweOj7vC3/zmN+N//s//iQP793KTUGQJGXwdzHK3u+N5W+tbvAGGZQKd3HBkhrGxqwfbt2/Hww8/DEgSvvH9n+Pz//Mutql1h4BMnt6OzDDDPekRVhOEVzHzvphl6MHhqtST1xLDmCLqJUvQy+Pfkwydm8IZy9Nr5IJ3BawNpEAgWB4CbppAvA+SabJcydtSSWwzrJapR/5AMfe0sua7mXD6aHkn+3lzeOmSnYueV/O5pTTduaqLXopSFnB6+H9vC78XOwb4WwFPGFdech4++28/h2loeOGFFxCLxdDSwk3DyJGXcNd//zSO9A+OZ1S/5z3vwZ/92Z9BKqbhSh3lxsCOs7tDfP1ylvX7Tj8Fvt6RZG420oNwlIfwgff+CQUcwMNP7MKBw33Y5G3jczJDtFhDPczKT/QBLWt5br0tdKFnovQULYaAyzIgu2f+jJgmCjEZaF03Qegnin2J5X61oJhiXsZCkzIFgiZkeQh4ZhgoZ2HKCq1vO6kKoJs5MwIcf4pidc7bmrPe1tdWqSeOH2UZ2FxuToeDoYaRvcwT8LVTXMYOWMM3/MyWTg/Rvd5yA6DraG3rwHmbevHC4WEYsopHHnkEN910E/oO7sOfffhjGIqOjbuO/9t/+2+47Z3v5GYqM0zLzhng71UcHK5iVxD4O7gBqZU4VBPDGK+Bl4sJbOptw44dO/DQQw8BsoJ7v/NjfOFTG9i0RXZQ9MKrGa5I9jOE0LGFHohEP0v28nF6OqqOxL8DSbLuy3PeV7QJDXXs8MjE59Ri2mtmmOcgGxUCLhBguQh4NgoAKPu6edGJHwNgskwMGrDnpxSLtk3Aljcs4UJrTGgVBVHLcwPTsnbun1lxLgV8ZDenk6UGgKE9wIoLrNfsYRJbso8XbVkCPCHsuOQcvHDgBJu6PPQQNm3ahI/86fuRSCYA2QFFVfGpT30Kb7j2arr3y1kAgOZpo4tUkug5sQXb08KNl2nQCvW21uw0nTGFFFujugKAOwB19DiQGsIHPvABCrgk4/dPPotXDhzE5pZ1VsLbKEUwuJJW+NhBoGUNRX3E6ttfzNTN5sWRHQIS8/DiVBNDY26BLLPWXhXJdILlzfIQ8PAqAIAZO8ZGLaYxngmNI4/wgun0A5d8cGnXWWvsJi+jB5hRnonO7W3ofTXw0n3s1332LcCxR5gMBzDD3RthRn8+SRFSnYDiwlWvvRRf+vYvAEPD008/jeeffQb5TBKABLfPj8997vN4zQXWVC5TZ+JTeDW0ZH8lUz47Sq+BbCVK5WPcgDj8i5SNfZpoZXp1nAHA3QpZOwBkR7Cx95JJVvg3vvsTfOH8VzOmnxu1+sxvoYckcZzvj6+VYZ9SjqGQ1g1VXqzJjZL91d4gjN83p72vueLcVE36vv06NdpkaAX+3WpFni+rukQgWK4sDwF3hwBdgzPdD7SspMtPL1Mg+ndSPLa+mdm/zY7DzQ1N/CiF2OGhK3wmOs9h3XU+ARgFbnRyMTZwaV1H8fGEaBmNHQZWnANAQ/fajdi6thv7+qLQFAe0fAEAEIq04h+//H+wbVXE8oSA709oFRPubLQiy6oAuu4zQ1ZsVQfKmVmSp+oEvQRABxweGKqH68+NVqxwWcHvn9yFV3a/gM2vvp6u53KOFndgBTc2I3vZh8DXBuQOcChP4ExGxc6AZLm+J7rSJZkeqknfr9zXPAl6C6SJrvUaE+9j/oU92tbfVf2sfIGggVgeAm41apGMMqC4LWtBZ9Y5JMZbt9201KtcPDxhoNTBuGr8GIeezNTkRVWBlg2cKHbyOaBlPS3FoZeAtvVWslY768Njh1kPbmiAK4Ttl56Pfcd+bcVtTXR2dOCfv/J1rAmZ1vQtiSIwnRcgcdxynUeYtGQanCvuCVHwPXU8XrOYosu7kALcLTCcfjZ2yQxj49oLK1Y4JNz7re/ii5dcTXd7IUmPQ8dZzDmIHwVKFzMjPXqAGy79DKbMTYvEhEHFMfmrPPulwZ04Bgxrp77WxJh5tSkkeW5lBz9j+Tg9FALBMmV5CHiiz0piU2nllTJA/y66OVV382Wdz4dgNy2+UoaWjR13no6u84GB59mtbsubgOGXK9ZxuUCBGX6Z5U+FNKAogKzg+quvwr/c9xuUDB3rVvfi/3zx79HhLwCawfMeXs02r1MZd52r3HDlB63MYz+/N9VarzccXiAzavWRb4euegFZ43HlxvDBD35wPBb+h6eexf4Xd2HL1i0UqEKS74W3jV6N4T3cYAW7KY5KlXuh225vrQSgWPk/JKsjm/U3I8kVgZcUJoTKKjdW4z9jbYxrkcAGMIySTDKxzzCZ2yIEXLCMqeOrYBUp5wFZhe7wURgKafbxlmTWe0dWLfUKFx9Jqgw9KaWZnBZaOf1z11wGvPj/aLEHOim6xSwTzEI9LB9zWAM3UoNApAco57Byy4X4xv+6EwcGErhu+xXw+aVKQlqod1r3p6SXKjF2fycz0PUS12uXWtWzeAPMA/CEuOEoZ2E4fIDT4LFkR7Fh/TZcffXVePCB3wC6jnv/5V/wpf9zL3+2mAZgAivO5/Ojr9Aib9toeTaqnH1tmlbjFg0wNeu+HZ+QaEgbOiAZFGe9RKO9lKFnRXEyLKO4rQ55rooVX20Sx7nxkyR2pdPyoqRMsKyp8ythlWjfDBRSUIuHAESAw7/jRSrUA5z7jqVe3dKhOCjiY4cozk4f3etTadtAV3Z60Kr37gSKhzlsI2JlsrvDVnleH7OnDQ1w+XD2uRfg7M0pIBjhhinUO2sjGUduCGjp4OuNu85zXJc7XBn7Wu94IoArBORGYKpuwK0AiQTdvoUEPvjBD+LBB38H6MAjTzyF/a+8gi0dfm4wiykK9vEnGetNnuR7o5d4XquNJAGqA8CEMIoxQcwNjYl5RplCb5ThyA0DY4scfy6kgULMyssI83uipEywjFkeAm5o7CYGMJY4doRW3MUfEEMbXH66Z1MnKxbOdA082jayDndkPxBZz9h5epDeDcVBYY4fBVL9FBpZpnUXWgmUI7TQw6tnbyCTHYVcztF6c3jppp/kOu+t2WmoOu4w150ZgmQYgDNEz0V6EAh2Y/36Dbjmmmvxu//8JWDquPer/4wvffZTlocoyQ1A17nAkYeBwRfY2rcmNeCY7Aaf130ThZwf6OxlhzatNKWhS4l5J9XG4QbSJYp2qJcegUJSlJQJli3LQ8DjfYChQYdhTRoDsO46JmEJ2CCllGVpWfyY1eRlinW14gI2u0n0AWsvp8AWksyuDvcyFulwW1OzonS1F9O00EsZCtJsmyWtND41Dv4ONjLRywCs2GsjuM4nIsuW1yAIuXwc8KyjNZ0ZYc/zcgEf+MAH8OADv4Gp6Xjkscew7+ggtraCyW+mCXRtA048zfOZGuAmqk4ojZSArq2L+0uPPmo1c0myEsHTxq/Z6MzhH4GgiVkeNRiSBDh8CAw8SaHydwHnvn2pV1VfhFfR+tbyQPL4qY+vfjUt7fwos4A9YavUKwpAoXi7AnT/pgaZyFTK8Ge8LXN7OpL9gKlDd/qthiVWr22Xz8o6t1znpkmrv95vusZYvysEuZxhj32nn3H83BiQG8X69etxzTXX8LgMHd/4t//L98DUee6cXqD9LD5+Yld13udGxt/Fskctz79ja4Ld+DwDgWCZ0UAmzRnQthE4+hjcyYNAIARc+gG2CRVUkJVKk5d8nLOqJ8aqg90sF0v0AfEjgK+T1mR+DCgm2Fwl0AUkB6zEs23MYC5lZ68zB1jfXEwBsgpD8VhlWGlL8Ca4zosZxuDzsRqdhCricAPdFwBOH0zFAWhWHN8eyRroBgLdeP8H/xS/++1/wjR0PPLIH7D3nX+Es3pC9G64AizLG3yOGempISDYtdRHtnQEOq1pdmP8fJgamwiVs6KkTLAsWR4Cnk8BL3yX99dvZ1Kb4FQcHpaEJY+z5Glqsln7ViB9km0+O85lT/TMEF2+oTAtTllljXchzvruUmZ2AdcmZJ37OqAWjgC6s1K2FFxJ6zV5gvkLw3sYd5XqeFylqQGQ2IDG2wLD4ec5CnYzS7uQ4MYmH6cVvv0qPPDgg4Ch4Rv/7z787798n3VOwWz21g3MRj+xE+i9rLprlaTTyxov57ihWkwkGXBHAIVNcZBPsIdDIitKygTLkuUh4M/8G1BMQXNFgPP+eKlXU994Ikz4K2dPTQ7qPh84+nvmFKy/xiodywFla3a0I8jWqrk4rXN/O+PggVmsRst1DncIKGUgmQbFzROmF0BxcFDK8G4gcYKd30IrxyeZ1SW5MYYRBl8ENr8RhmqV2BkaBahole15WwBfKz7wwTvxu4cegmnoePSJp7D34DU4a+NquuIdHqD3Egr4yH7eaoFkNXSRFYZI7Dpv+6ukTAqDBAcGAfNgbdYyG+kRfu6KGZY/Kk6uV5SUCZYhVRfwcrmMT3ziEzh58iRKpRI+9KEP4eqrrx5//Jvf/Cbuu+++8fGSn/70p7Fu3bpqL2MyI7sBSUZ8w81oFa7z2ZHlSlewQnJyl7RVlwI7nbQgzTLFPpmlJeQJAb4wBSo9AuSiTEIrZRmfnK7lZS5Gd7kdH06dhFTOAs4eADItrv6dwPA+il+gC+jcxn7htagzrhbZEeC577A8Ty+yE5vDsMayRqxktmGgtBYoZbFuyzZc+7rL8Ns/PAGYBu793v34h0/+F1rhDg8t9+7zazRG1aoDH++Bblizv6c+zxZ4irqk5/n+jn9PrX1Fh15ikyC9zPwLuxGRr82qsRclZYLlRdWvgvfffz/C4TA+//nPIx6P4y1vecskAd+zZw/uuecebNu2rdq/emYu/VMAQDnjW7zf2cjYNd1TBdwbYey2dJCleL52WpKZQTbDcXL6FiSTyW35FJu8lDK0nCeil+kWB6yGLUOAobEBp17i4IqB51na5vDwd7Vu4EZg9JVFOhFngAx6ME4+D90ZAtw63b6eNsbHC7I1GnMUcPrw/ve+Bw888iRMU8djTz+PvQeO4KyzfYz7Amw4VEsMvVICNqkszJrxbUxuPl8sHwO61kw5Zgct4lo1cjnxDH9HMQMYJau1apq5G+khq6SsWN/eGYGgilT9r+z1r389rr++crFRlMmxyj179uDee+9FNBrFVVddhTvvXIQ2pr0X8eu+fbX/Xc2AOwRAosWoa5PLt9o3sd579ACw5nIO3SgmK893h3nLjdIi8rfyIjtVwG3XuSvIny+mgcwI1MxJ4PggE5VMna8V6rVK2yQAJi/i9Vy/b+hA6yb2jh/eAz3wGsAF5gtoucps9tRJjkUNrsS6zdtw7RWX4rePPg2oDtz7nR/jHz69jgI6U5/6aiIrgOyx5npPd0zGJFHXPGnmPEwUesO61WrQjOKwvD8mO79lx7gJallHb1A+xg2RKCkTLBOqLuA+H63cTCaDj3zkI/joRz866fEbbrgBt912G/x+P+666y48/PDD2L59+7SvdejQIaTT6aqtrVAoYF+TiXitjsmRHoFSzqI8UoDuCo9/31NuQ2uhBAwdRNx3Dnw5DZKWQeHoHhgOP0wA3pwOR24QOexGPuuA4RhEKZgCTAOSXoKSj8KV7gcMDYbqg6MQhVxMQi6l4MwMIzamQHcGoHnakQ9shq63wxwtwlBcMBWXNRWrfpHLeThTOgJjYzBSeZjt7ThUiMCZSgLDSZQ9bXAno5CLcRQyHpSHM9BdEVz3ukvwi989AqNs4sHHnsFvHnwEa8+ZfP7rhYIUwL6hnPU/GTCd9KAYZchGuSYjRZW8gUA0CpTzMFwhwIyhWPChEANMWYUr1QdTOo5iOLHgz4i4NjQGzXxMw8PDC/7ZmgQSBwcH8Wd/9me47bbbcOONN45/3zRNvPvd70YgwDjVlVdeib17984o4Bs2bEBPT0/V1rVv3z5s3brIzSdqTM2OKdvBbHRXkMM1bDasBU7+FCgkEejsBOQ1TGoLqkDXZl645RgwnEbQJwFdLXS9K+aEVqBJ1nf72mlFZR1AqgSggBG3Hy0bLmbMt/tVjTsucsQHuFJAoh/l7BGsvPROYDRAz0PraiDpZOjB4wTaWoDOs7C1y4MbH30Gv3nsWQAO/OoPO/GPb3zT5PNfJyzJ31IxA6Cfnh1nkONtV7QCXSvYTCjK3vMIddLLsQDEtaExaOZjsnVxIVT96jg6Oor3vve9+Iu/+Au87W1vm/RYJpPBm970JmSzWZimiZ07dy5uLFwwf9whfi2m6RK2cbit0i4ViB1gTBcmu2MpDiZAuQJsQpKPWWNDwe9DYsKbw8u4pcNDl2t6iBnXwW4U2l8FnH0T0HNR44o3wGlikbWAqUEpJZm45vRVYrj+dkD1UIz0IhPWXCG8/7a3MBNfVvD4My9gz8sviCYlNi4/56GrbiY/GiYrHgpJPm6Ldja6dGsUCBaRql8hv/a1ryGVSuErX/kK7rjjDtxxxx24//778YMf/ACBQAAf+9jH8K53vQu33XYbNmzYgCuvvLLaSxBUA0VlUhrMygXSpn0rHx87AvgiFKZynlnlkBnXdVpd2fJJILwGaN/Cbm++Nm4AFBcw+BI7jJVzbJ+68Xpkuy9fsPVUl3hbWArnbWN/9+E9Vmc2K+bv8PAcmgbFOzcKuINYu2olrrviEtiztb/+7ft4HgWkfTPd41qBm8RCkudTKzIOLjv4WLF6oTeBoF6pugv9r/7qr/BXf/VXMz5+00034aabbqr2rxXUAneIiWmFxOSmLr2vBg78yppgFrKS1sb4vNaNFBxPiKKUOsEyMdkBpA6xrKxUAAZ2sVZacTGDfeO1vDjPFd8yTV6gzVoNna4SipONRSKrIfUfYgJbuUDvRC5qbVo6GVZIDTDJL9gDOHz4wO1vwW8ffw6mrOCJXS9i9/PPYNtrrl3qI6oP2jYBym+Z4Gho/ByUctwE+dtFSZlgWVHHxbSCJccTpgAX05NruVecS+snl7BafrKGG7kk0GXNhXYFAFOiizN2mAKVPMEGL/GjvOi6AsCK83hr3zT3egydtdXpEQB17lZWvUDHZsATgeH0cX567Ag3K/Zcem8bz1shxWPLjQHuENb0duP67a/Ffz78OIAy7v23/4svX3ZNfWfeLxaqk56cYpqfP7fVSrVoCbi3TZSUCZYNQsAFM6M4Kr2mi8nKQBFVBYKrgEKGbVX9nVZsN8n4ridiWZV+utaPP8XNQPwY/w/wZ1acS9d5ZPXcazF0YHgvcOwxTqCq50YuhtVK1d8G+DuhuVt5brLDnKrmDlGsfe10qZeL3NioLta6pwfw/ltuwG8f2QlDk/HEM8/j5eeexjkXXrrUR1YftG7mZigXB1xelo6Nl5epoqRMsGyo46ugoC7whCnghQkCDgBd5wCj+4FkH13f7hDFOx+nSMkKY77pASBxDEiA3dYcPgp2oItu9kD33FaSoQMj+yjeWg4Irapv92guTs/FwPPAuqvYic0lM3yQOknXemaIVri/g9ZjdhQIrmB4QHFhzcpOXH/1dvz6P38NGAa+8Y178WUh4CTSa9Wrm9bUu5wVmsnwc+FrtxIox5j01sjJkALBLAgBF8yOO1Rx85pmxY3bewmw5z6WgbmsDmypk7xotm6gZelKA4l+dvbytTN5rWUNAJOv6/RP7vQ2HbZ4H32U4h1ZA2y8fu4JZ0tJegR47v/SSlx/DTux+XyccZ4dYZzWFaQbOLSKSVl6iUKUHeW5yY7g/be9Fb/53e9glDQ88dROvPTSSzj33HOX+uiWHk+Y0/CSVnhHdlK87V7oTi8/W6UMhbwZkiIFgmkQAi6YHdVVGVpSTFXKy1o3coRoIcG2qaqHcfJ8nI+Hejh61NdOy3LVq/l8LWd1UpMZy5wNQwdGXgEO/54jSwNd3BzYLVjrGdUFlPLA4PMo+1YAygi9EqbBBCt3iDXhvjzDCYbO5Cunl0mBAFZ3BvH6178Rv7r/x4Bp4Btf/yr+6Z+/urTHVS9EVtGzkzwJlJLcYE7MPLe73WWjQsAFTYsQcMHcuEMU8EKyIuCqCrSsBYZeAhJHKNhOLy+i+RhLySQZCK8EtryJwqUV+FV1Tu8614qQS2kmIZVytLz7nmQmvL+NCUqJ42zbWe8obqA8BgzvgeZ/NaBmrR7zaWblu8PcyJQyPFfpQYYgTIN5ArIKaAW8/z134D9/dT8MrYwnn3wS1157LaQqJ7PJsgxZlqEoyqSvU7838X4ymURra+u0P6OqatXXaLNp0ybccccdkANdDNEkT7LdbyHFzaPd+tc+v1qBj01t5SsQNAFCwAVz4w5TYArJyW70FedRwJMnGBN3Bq0e34N0l/s7GesdeB7oPIsC5Q6xEYfqAjJRjoEsF7hB0Apwxw8BAwlmqg++yNimvxNo28J6c9VV/73QS1lmQMePAcU0nGY/sHoVz00hCcC0ypyC/L+3nbkBepm19LLDeiyOVZ1hvP666/CrX/0SMDTEY2M1WLC04PNZKBTgdrtrsJbZ+c1vfgOPx4N3vOXN3DDKMiCBDYJKVja6t4XHM7GkTAi4oAkRAi6YG4eboqsVKolCANBzCfDCdyg6Dg8vqNlRxnlVFxBeDcSO0iKP91ku9hgFOTdGkdOLlelXkgy5lAJSRZaLKQ6g62xg7VWMlTs8FfFHHQt4PsFz4gkBehnu+CvAeVdwAIzspLs8n2A8PxelhyHYxWTB3BiFx7S63xWS+PB/+Siee2YnhqKjfA9qBpvHUMwtUZckcLRr/Zzv733ve3jb294G2dvGWHg2ys9VOUcPkN2zwC4pK6ZESZmgKRECLpgf7hCQKVB4bAFvXVtp4pIa4gVSsbKtszEg0EELya7JlR1MPjM0NnBRnYDiAVwh62ddMEZSvBi7g2xFuuUG9lJvJJQOZux724B4H5RinrkCnggAk25eGUB+jJZ3Mc2QgiRThMoFCj0koJRBV+da3P/j/0BiuL/qSzUNHUa5CF0rwjBM6LoOwzSg6wYMw+D3DJ1fTQk6ZBhQcLR/AD29q2FIMnRThiEp0E3AMAzoug6zyo12TNPEPffcg0wmg/7+fjz11FN4zZoO5lekBrgBzI5N7hooSsoETY4QcMH8cIeBzLB1geytfL91o2VhH2OGucPPpiXJPvYzb99qDZ/wU5Rb1tGStq1p+6viAuLH4MyeBMJudtzadD0zjhsNWeYAkmwUUByQ9SRbqbZt4rlSnYx152JM5CskAV8HY+EZK8nN4Was3NSBYgpysBMtwc7ardk0T50BrhUr9/USWLNFWlw61q7tmvwakjJhHriCantJ9l97Bb7zo58Dsorvf//7eM3f/k+Os1U9gGQwy7+YYg6BPRZVlJQJmhgh4IL54fTy4qyXaGE7OTYW3ecBJ3YyDr7yVVar0FEgOQCs8wNt6+n+VpxA5zkUZNU5+bVNExg7DBz9PZRSBghtYmvVRhRvm2A3vQ2eMKRolLkAHVtpZZsmILso4vkEB7qUMoC/i+JdspLZ7HyDqa1sa4Ek0Qsym5t5grCXPVl6GMYFv8jNhpbnrQa84/WX47v/8WOYkoInnngCx8fyWCU7GKooJJnEVkzzZgu4KCkTNDFCwAXzxx1mfDufqAh47yXAM//KMi+oFGfdEqR8AvC0sgwt0E2X+lTGxfsPQCGBsreL4l1rwao1qgsI9QKZEZiKwqz6eB+FPXmCFrZRtFy7PVbyVSu9EaUch8C4AhTWqa1slwrFwZvTB93TyhGeE9G1irVeg3ngK11BXHHJBXjkmZcBxYEf3ncf/vytF1O48wmOF82OWn3RJ3zWREmZoEkRAr4Q8nGWrVTr4qQ4eRG0xbDesRqMoJCsxBMDXbxYpgeB/CiPSXUBRgkYPQisu5IW+3SCbJqcaHb0D7SOgj3IBNY0vnjbRNYAowdhSg6KcHYI6LDG5xoa4/+yZbGWdZ6nQDcQP2Jlp0co5rLCRDe7hK9eUVTe4K3N66su3PLm6/DIzucBxYH7778fH377NfA6vFbdfRFInAA6EpM3PO4wP5eipEzQZIiA0HzRiqxBNsp0FVbjpuUpcpmRpT66+eHyMxFNL1JYbFqsQSRjh3mxdAasOHg/LTZf66lZzKbJDPVjf2AsOLAS2HgtDKuJSVPgDgH+TpiqkwJSyjEWazfG8bXR4k4Pc756KU3RlmRAL/AzZ89inzrSdTni9OGSSy7Bmp4VgKEhl8vhF4+9RKFWXRwgY1vapQlNXSSJ7n5AzAoXNBXCAp8Ppkn3p2lQoEK9c/7IvMhYrTVTJ2mhhVdbFkwd47bGhBaSjC8CQM8FQN8fgPRJoPdiuoeLVjZ5duxU17kt3kd/z8eDK4FN11nuzSa6wEoS0LoepuqlFV1M8/0OdFPAYVoxZ4Nu50KKyWzuMDc1hSStxVKGGycBJH8Hbnnzdbjnq/8OyCp+8OOf4W0XvAey28/Njt0IqDjFYzHeLEeUlAmaB2GBz4f0EGt0FWuUoe0qPNNbaCVLpSSFF5bRV+hGrWfsi2IhUflez0Use8onAIerMinMMDitbCLj4v1IRbw3Xtu8sUl/JzR3m2VJm/S8lHM8R4U4xdzpp2AXM/wcBFcwgbuY4WeumLUS3er8s7EYeCK44dqr4PMwCbCvrw87D45YndcUQCvTys5OaXhjl5QBwgoXNA1CwOeimGEGMUDxlpXqvr4nDLRvsTpxlerfpe4KcMOhFVivDPAYAl0ADCZoqS5a4XqBYm3XBE8S7yiFauO1cw80aWQUFaVAL8+HrFYmtjk81kz0EB/T8oyLFzN0satuq4QsQzG324UudyQJ3rZevPnaK8db6v7gP5/g+YLBEbalHJA8zgZBE/FZn7NcrBKaEAgamDr31y4xhs6BHAC7h9VqhKXqBNo2siFFvbvUJYlWeD5GK9xh1QJ3bOFFM3aU9wspik92pDIlKnGcU8WyUXYe29Dk4m1R9nUBWowtZlUPz2G5QGHORTmRLJ+gsLv83Mj52plDUM5abVUTTHaUqrznliRuLFRXpYa73vG14R03Xofv3/8bmKaJx3e9iP7hC9HrUDkfvDBW6Vkw8fM1saQsF1sWnz1Bc1Nn6lBnJE/wYurwsglELZEkutSdPgqd7VKPrKm/LHVP2BLwpGV5A1h5MXDwt1z7mtdZTTWStJLGjjA56+gfKOjBLmDDdUCgho1J6ghT9QDBdayNtxMYizmW2BWTQHArhSVxnEJeTDMWnhpgZrXbip9rRc5XrymSJeROq1OesyLs9v2lbquqONC7YQtec9F5ePzZPTAlB/7j4Zfx3968jda3aXLzmOw/VaTtkrLcqBBwQcMjBHwm8nGKlCTTEl6si5YnzA1D/Bitr9GDrB32d8z1k4uHM1Bp+2knBK28gG7MYgqAap0va3zm6H5uhNLDFPz11ywb8R6ndRNw8jla3u4IO88V0xTGco7hmdyoJeApirsrwPsla+So6qp+cxvTmNx9zdBYZaAXgdIMP6M44Uz1A3HPBIGfcFuMenVfO25983V4/JkXAcWBn/3+GfzpjRfBq8WskrE8E0+7L5j8tytKygRNhBDw6dBKQMLqOx1cyRjlYlLvLnVZrrh1C0luLhxuNiQZOwSkjtJVbMd2E8cBSBTvDdcw9r3c8Lbw/ERfYUdSWbHcuB3cLEbWcNhJepBT2nwdPF+FBAXeG7IGjVTbhS7ThW57zk3DEvNyRdiNUuV7BuPOjuwgMDbDZ1FSLRGvwabX3wG0bwacPlx66auxamUnjg/FkC0Cv3z8Zbz9ggjHjBaTTBLMRidvfu2SsvSAmFImaHjqQA3qDNOk4Jg6RWqpsqNncqmHVzNOutR4wpMFHAA6zqaAjx4Cei6kByGfBpwSn7N+x/IUb4CC1nE2ED0AFGIUcyVtTdBKUSwja1knnh4CIqstq9tjZaDnKLbp2rQpnX3tqiXyHv59GGUYilVtYNjd1zSu09AqSYu1ID3IjY07BDnQgVtuvA6f//r/A1Q3fvjA03jbRX9kDVPjPHXE+071XnlbmZgqSsoEDY4Q8KlkRlhLKjsolkvNVJf62KH6cKm7QrCnZUEv0xXccwmw734ms225kRdPl5/CtPoyMQ0qsoq5APk4oLj5vmaivF9IAS3rgeg+fi8Xo6XoidBaVF3slV4nlANFeommQy/XpJUq4n1AZhAY2Q+suhTwRPCm63fgn7/1Q+TKBo4OxfDM0TguWWc1wykXuBnSSpP779slZbkxWuGhnuqvVSBYBISAT6SU4w4fqNR71wOzudSXClmm+7GQtKZptQGdZzPTt5RlPa4kAU43sPVG1oefDqbJ6VJlayRnIcH79Y4zCHSeNfkzpLo4kez4UxQPZwCQRitz1v0dbBKUT1gbtRVMnrQzqrvOqQzpWGI0T2LxvSmeMHBgkJUhK84FHB742npx47Wvww9+/iAgO/D9h17CJasupecCoCs9M3xq33ZfO9+DXKz2CaoCQY2oE4WqAwzDKhkz+cddb7Ex26Xu8tMSsVzqkl2LvRS4w9YUqITVFlSltT28Gxg7YMXJk0DqBMdrzoVpQtIK9ILkYxzoUUjS81BMA+WiNSijAWp4ZZVx7q6zJ3+/Yxtwchet6tWXA9lhWuRea2515zYmLubGgEKG59hOZrMHn1STpc4oXwh2v4H0EHMJus8HfG245c3X4wf3/xZQXHj0+Vdw8k1nYWVPxCrXyzMbPbhycnKdw8MNVClNERcIGhAh4Dapk7SEVA+7Y9Ur7hAbv1gudVf6OJDpXRqXuiuIihtdo7XZeQ4FPLoH2PQGCnDs6KkCbpr0eBQSlZK0fAL+/v1APsx4qlbmxC57zrTq5kbB6UFNEqSqRdnKgB568dRse38rxSTex/i3O0QBycasrmw+ilQxzaS2QAff29EDzIXIjVZ/vdOVii12Vvl8ad9KAY8dATrOAlQnVm3YitdcdB6eeG4vTEnGDx8/iI+9vdvyfpiVUaO+1smv5WujgGejqOvPk0AwA0LAAVqQuVEAEpOH6umCNR0TXeo4xs1HIVm9JhySzCzoubLvFbViHRZTzLTuuQh4+QcsGfOvoJjHj1UaldijH7NjQDnN+KRRHs9yduQTgOahkPk6+PpOztWGK0DLSXGgri+4xQw3NckTQPQVSNqU6Vyd51CMY4eAlReywUs+XqlPXnkhH48fA1aez6xqV4DvcbUTriSpMgJ0JmR1gsCz4YtcSnMDpjgXN9QU6GQSWm6MYYbOswBfO25583V4YtdLgKzi/idfwZ++8UJ4PC6et1LWGiU6RcDdIWvGfRFySVu8YxAIqoQQcL1MFxvA5LA6iTHOieVSL/l7aKGWMtV9/UKKlv5cF2d3yBpcEqeAd2xmglshDuTidCPn48BLP7TqjC3LGiYFweFlQpErADiDyDqSwJbz+H2Hmx6RiQlIjYA7yFKnch4YPQBHuR0wzqtsDFvXW/3P4/QquIPc8KSHeD+yjueymLIy+i/hZ7MWmGDHQaZu8zaeRW5aNzC7vFz5MWfmJDBqbRgl2RL2CRa8XKNLi9MLtG0Gjj8BxA4zp8Dpw2Wvvgy93Z3oHxhBOp/Dr5/cjbdeexlDY1qBmx+7I6DNhJIypRirbfZ8rWikEIig6ggBTxznxckVXPrM7tPAcPqBjg28OFWL7Cjjzok+oGXd7BcJd4gboGKaQiArQOs64OSzwPALQHgNL7TlHGOO7g7G8T2tlnD7KWIOD6C6USzvB1rWzvz7TLP6m5Va0LaFHpLkSaglg3kA4VV8zOEGWjcCA8+xrKx9C+P+6UGgdQNDCl3nM/kq+gqTAz0ttRkpKpnjGl35nv1+W18Ng98zzfHHTNPg/03Deg1rrnmtkRS60V1BbnDix4C2DZADHXjHjdfii1//DgAJ339kL95y7WWQjDIgW/3Rs9FT2yFbJWVKOQcMvlD79Vcbe/Ok2je3FW4SpXHLgeUt4JkoLwKyWrm4NiKKgxZbtXAFgOh+npv00OzZxoqj0l+6kOQ6us6lgI8eBC56L5A5B3D5Ks1dVPfpDYUxdGBoN/uH1zuy0xobWoAjfpzn0RWoTMTq2AqM7Kawr3wVNzB273hZoWv4+ONA8qTVnva1DO/UAt2u5S5OaOBiNW/RipWRRxM2cpIk8/+SQoG3rdfxRjM1sGZLOXoxCgla3id3MQwRWQN4Irjx+qvxlW/9EPlsEUeGUti15ygu3raO57Oc5edzupIyfyeAI6jrsMxMmAY3TtNsnlzx40BUruSP2CKvuOqnwkZwRizfd7GcZ+wYYOlOIwxxWCwUqwY+dpgNL5y+2bPy3eHJAt57KfD8tylGpkG3+plimsDIPjazsa2OesVuR+rroGBLJ6xBJm5OnVOdTFTzdVgC3U9BGnyRyW2BLm6eOs+mNT6yl4Jvi3+1scfbwjv944Y+WdT1EnTnWGWC3kTf+ji1EEOD/eRdQeaARPfxM5ceAMKr4O9YhRuvfR1++NNfA7KCHzz4LC7estJKTnVzT5EbPTUcEehCoWUL0L21BmuuMbr1WdOsm17kJkUrQDINer7KuVN/TlIsUXeeasFXe+KioGYsTwE3DF4oYdKFVu3+0s2AO8j62LRVd9u2eeZYtDtES7KY4rkN99BFnh0G+ncCW9545usZPUAhkyQKmzt85q9ZK8p5YOglhhVUFwzVy9GquTHL5buRgtm2ieITPwqsuYICnh2lpZkbA7ovZP/0zDCQsFzwS7HRlBVA9kzKDyn7k0D7Jv7HMKzchgkWfC1K/RQX3eCZYZ4Lu2Rx9CC9Hd5WvOPG6/HDn/0GAPDIS8cwkCyh21sEvFbP+ewoG+LUe6LqfLE3X9MMPCrEJKBtXUXctQLfG61ozaXP8jYVWa3kNNRZjN2RGWAP/nrB21q7KZXzYHkKeHqALifFBQRFF6YZCXQxg3c81rhx+j9o1cmkM7stqCfMRK3sMDDwwpkLePw4BRFg6VD7lrq7sEzC0FkaFj8CKCoM1c3Ofvk4ww3pQVqBkTXAQJBWtpZjjXfyBKe3rdhGI7Z1PX9ueDfQubU+8zRkGZBdtY+7OhM8d4UEcwbCq7j5yccp6qGVWLPpbFx64bnY+fQzMCDhvoeew0dubQWgAzApXNOVlDUjsiXs000ztMMjOq31SRa8oZ2StFgvKCUrYbZeMHQh4ItKIVWp+2yEkrGlJryabutyliGHmRqJuMMU8EKSAt59ITOFxw5XkttOh/QgcGInX6N9M9uNNkISm7+dNcaFFGStCEAG3AGGJOzyO0+E4Zuh3RTtrvMo4JkhQN9CK3zlRcDwPqvs7CgvtlXFHh86sQa8/iwvAPT0+Dp4XjKD/CwGV9I7Ez/KWLavDbf+0fXY+fQuQJLx00dewgdvvBRuf44Z58D0JWXLDcUxszdHL1vWev0peMlXrI8W1zZLKN7AchNwQ7MmY4Hu4Xqbs12PKKo1KesgL3wO7/QJc+4QPRuFJOPVPRfyApEfBZJDQGSBfdB1jXHjIw/yNd1hXrgPPzQ+EauukVVmjitZmLIDgElrR7X6nsf76EmIrGE9c2aYXdvcEQ47iffx3LdsYA/1oZeA4T01EPDpkCoXeMVJ74FqfbW+JxeTS9PBzHZZ2r0bwqu4sbT7mgdX4LWveS1WrujAyYFBpLJ5/PqpfXjLG3u4CVRc9L5NLSkTVJhN3JcYwxWqbsJug7OsBNyRGwIibXRj1qMrsl5x+iz3bj9vdo32ROyabfvi6G8DfJ2Mjfc/BURunv61DSuLtlwASmm44q8AR6OMVZ7cxYYvJgC3Hzj2GOPDerHmh3xGmCbdyZvfBLRvhCn1cySnJgGBFgqN08vcAn8Hm5Okh7m5bN/M85UeYAlfIcGs/uQJ3h89UO3FUtgMzfpa5nsyB+GxGJBZUWkZa08skxVr7GiNGqN4IkBoFZA4xjK9FRfwHMaOMhnQ184pZTfdgC/9870AgB/8/mXcdO3lkMo5/ryWn76kTCBoMJaPgGfHoJQygNRJF0w9ugjrGV8bXdf5ON2VbZtPDT+4Q0DGGjriDgKtmyjgQy8B57zVirPlKy1UC6nKKM1cHEgPIXDyEDAAIHG40unL18EYseKkG1oKL/7xLwTD8h4c+wPgCcBwhizLr1gZWpIdtUZ0eukGTp6kiHe/Chj2MZM4eQJQFFqZrRusKWbVjjNLgMMSYMUSYUmuxEHtmz75/4aSrTRrMXTeULTe23htktC1Esvz/CuYAZ+P8XMU7LH6549SmANduPEN1+Er//ItFAp5HOqP4rk9h3DhZV3WmqXpS8oEggZjeQh4uUAhAWhJij/a0yO0ihnWWoEjQyNrJj/uCTN+a7vRey8Ejj4MJI4Ahx6k5VzMMK6di1fmiZdygKkBsgJnNg8UdJa5+Nq5UbDHp/o6OdAluILznuuV9ADw+7+na/fEczBdm6yxoNZxuyP0ahTTACR2rvOErY52MZ7Xkb20MEM9TLzqPKt2Vu0pSJV4uOrEKb3SZQcSe3djxcZ1E8rLSuyrkDhWaYxU7W5sowfpgYjuY1ldepD19e2bWPWQ6ufGyd+BQOdq3HDlxfjRbx4FYOAHD+zEhRddyDwNT5iboWxUjLgVNDR1fBWsIsl+wDSgO4MifnImyDJLd0ZfqWRU+9oqjzs8tBD1IrPXuy+kKzmXBF78nlWTWqCbdWLSlK+VLnhvO8onjwBtbRTtc95WuxaitcS9Cdj0emD3fwDDu+H2A1i7iVZjOcuNizdCK9yhAVq2koyVGWL3urHDgFm26vA9tMBL05T8nCmmYZV+TSgBs+vY9SIwQ4t0V/oEkPZU3kc78Sm4kh6uQA1ml4d6OcQk0cepbbLCXgORVUCwy5rgFqM17mvDLTfdQAE3DPz+xSMYHBzCimA3P1P5OJ8fWCESWQUNy/IQcNMAVA/K3s65nyuYHYebF9JEH128Ds/kZEB3iBfVQoLWY8fZtMoAJqL5HEzu8nfQNR7qpmUfXAEcfwrFogdYtRZYv52v1aic9WaGDoZegju2F0idT2svdoQuZre1mcwneD9fotehmKEQhlcxpps8yXNjaJM3S7XEMCZb1lOauEAvQTK0SjVAKcMGK3ZfhcwQk/Kqvi6NIQe7rDHQaZWURStDTtIDFHB/B9adfzku2boKT+85AsMA7nvgCfyXtZvp7rc3U8ulpEzQlCwPAW/fTJfu2P6lXklz4G2hNZgbterDN1daM3rCloAnKeAXvhs4sYslPuFeirU65WNn6OwLnuyHKavA6tc2tngD3Oic8zYgNQB15CgT8nxt3LikhypZ0E4r3m2Cx2w3Gwmt5Lk1Nf7fHVq8pCtZBmT3zNPoTBPFmMye97k4s9HdASsUELG6s9WglaqssIf8iZ3sId+yllZ02go1eCOWFZ6ge9zfgVvfcAWe3nsEMA385OHn8MHb3wpXMc33IjHDlDKBoEFYHgIOiKS1ahPqYTzcHnpiz/t2+lhupJco8q3reJsJwwCGXmYdtOJArm0ba6ibge7zgd5LYcSG2QY2vIpJas40UEzSmlRcgJ5lVnohQeu7lOYmKdRjJQ32UXDqJelKkmAqTia7FawpdN7WyfME5pHJvmAyw0BrnnXzpRSQGppcUuZrtzYUI5YbvR2XX7kD3d/6GQaiCaQyefz/7Z15cKR1nf/fz9F3d67OOZPJzCSZexguUUZATn+wHMLCcszgICv+Vi1dC3ct10JULHDXLV22alHKH8vWlouyiui6iKjoKiIsAwIKzn3mmMnVSfq+u5/n98f76XQyB5PMJHm6k8+r6qlJd/r4fvP09Pv53D9/YTtuvLWToSDVUa6aEIQqRII/wumhKEy2UnVr6Mkkl2mpNe2ppmcZBoemjO2nBd96DoreOYid2snZt6PgaWYG+pE3rIYjbeVSq3yag15UnfHkXJr3p8MURKNAkUlHaF1WCEohY8XpDVrdxw4DUtXZP3yNvNBpWMG/39heJsvlU0z4c9Vyuh2s8brJENTWDbj1srOZCKgo+P4vXoGZjQP5RDkkkayC4TiCcAIWjwUuzD66k1/c44foxnR6aRG5a/mlmI6cPAnNNJlVHNoLQGGL1GAnBX0h4alDvP0yBMd+S0/F6H7mAgRarWS2Roq708dkME8tLU3Vydi4p45WebiHQpkatXc/AFDIwT/wvwBamcioaPSizAe5BBvgjB9gaCETZTy75Dr3BmlRpyO0wpvX48Yr34P/9+PfIVM0sK93AH986084t3EVwzpxVk0oRbFlhOpDPrXCmeGu5XAIgCJTzPNLXdWZxZw/wYxo06Toj+5jjDe4ioM9FmiYI932bmuGtZ/DScYPAlCtmmtYLStVWpAOH/9mOUuE6lZgom45lzi+Pnu+j3waCB9mEpvu5rk3i/P3/opmTXOzvBihPfwMZuMsK/M18ULSKPLzlxpFzbL1uPbdq/l808T3nv0f9iDQHBMT3rRsxK6PhyCcNmKBC2dOaehJLk4RD3bzSzU1ZllIk6YHmSYfE9rHCV31nazpXegjDM/ZQgt87AC9Dk5rJGYuyQSwTBTw1NDCdtYAiVHGaP1NtMQdHv7tamysWy7kGQLwNCDnM4ClF8xvCVYyxIYy2Tg9NpF+ZqAXslZJWYjzDdy1gNfqy6+7geAq3HbV+fjR73YCqoHfvLYDw/2H0BLsphs9PU4BD/fO315mC9UaC6o5rVnfzgV7ISwcjwi4cOaU4uGhPbQSYwNlAU9HyjXBpkkRGz9Isa9bTvGuhMSsuaauHei8jPkCw7sZB/fU0GI0TWZ85zP8EvY2sFFOMgSkGq254f1sDFOaYT/fmEXmORTzgO6CM1EADr8wv2swivxMtW5iqMHXyNvjh3gxlAmXS8oyUR7FPOBxo7urC+/qasTrPTEYRhFPP/sLfGLdZmagO/2cnZ22obf7rKNMCLmeGgGSTZa4uxfH/7NFhgi4MDuUhp6MHWAZmcNLd2chTQtJd1GEwr0sO6ptB5rX0t25WFh/E2vDMxFg+E/s7+4KMA5eVIFcmH+PYp7u9GyM2fkdF7L23q5saaNI97Tu5HoDbShmBphANp/k08x8z8YB08tYeM/v2GUx2GWt0yop0z30XGTjdJXXdeD2Szfg9cMvAaaG//rFi/i/HxuF0xcE6lcg7xurrClX06XUhKdgjQU1rIY6hQz0zDj/z01gibvuYvVDSdQ1l4h7lSICLsweLj+T1mJH+cWhu61mGRGWlUWOTMxtRnBV9dd6zxRdB866jc1ZYkeB8R4mtDkDFEbTYGmUWWTyWi7JRK1EiO1CG1bO/5qNIi/K6ton3NHQdCSxG1i7bn7XEtrPz1O0n70dAm2Au4EXOtEBINDEz1oyRM9GIc2/n1EAXAG874Kz0Pbj1zEYyyMSS+AXP/8ZbvjQakBzoLhQplwZhiXoGeSHkmyaVMzxInqSuB+HopaFXHfz5wocK6vmk5VV9ufw2drJTwRcmF38zRSeUp9zRWNnrkKW1lHNElo6C6XWe6a0bQRWvBfY+zNgbB8zoZ1eYNmFFBxvHT0UupMibuSB4R38exnzPL/eMOiezqf4hR7sLjfssYOGlfRcpMOMhQNAw3Jg4A/s9lfXzs9cfJBTyhSNuQOW5a7VLMGtF3bgX36xn8ls//VTXL/lI1Bcfvv2NNuoKqB6AIcHRU+QOQEljCL/Hxaz1mChbPl2qVyxkAZwivJPG3HG+4GxCsqXcddyaqBNiIALs09dBxBK06JMhljaEz3K2GSgzd5ErErgrNtZdjW6nzO+vfWshW89i4LpcFN0nH7mFKTGOGq0YeVE1vScUxLvXIIx1GC3/TOiNd0asRql27x2mdWbfz+t8OTopJKyMGPkZpFWuacOUDXcuHk1vvWrg8gZBew92Iu333gVZ7/3Snv3NV+omhWyOkHYyiha1nnWstgz5YukCsJweOmxqhTm6//jSRABF2YfVaPYjO6jiEf6+GXqa+YXboW55eYdtx8461bg5X+hd2L0AGO2DV2Mh9fngL7X+LOnodyNbewg475zjkn3fi4GKIwfT/RDt1DyKfZtn28auvi5ih6xYtYKx4mO7mV1Q/v5VnvVIbb4TQzzAsQoALoDtY0duPb85fjxa72AWcT3n/rB4hHwd0LV2Itg8lyDCiQXygON3XYvo2IQARfmBoeHFpJp8NBctJ5k8hNZcRFw6LdA/6sUpLplwOAfga4ryzPDU2N00fmaKEij+xiPnktMAKkQR7yqKuu8w4eOe1hgYBAw98/tWk6Eu5afq0yMfxNfE7/Qo73MIk9HJ00pW17Os8il+LPbj9s3L8ePXz0EmCZ+9cLvcO/Q4PzvQxBmARFwYe7wNtAVl4nSWrLbBVtpXPBhYHQPa76HdzIJcOwghSc+xJpww6AguQK0Iuc68S8R4ns6PAx3nCQ72dBcU+v754NClp+lmiV0BceHGJbRnMwliPQB473AkrP4uMklZapGL9DoXqxaWofzulrwZk8YRrGAH37/SVz2f66d370IwiwgAi7MLaX5y8LxBFqB1dcCf3oKGD9MD0XEGlzSuIrJWIkRxm8VK/5bu2zu1hMbtDKPVaB2+TuW+GVTfqBtnl2ZoweYrJYY4cVFJsb4tivAGH3sKJAeY9LdsSVlAGO6Dg/g8OOOS9bgzUMvA2YRP/rxj/Hey66a370IwiwgAi4IdrLxL4Del4Gxw8Dg2xTrSB8b3PhbrKSiPBvfRI9QtOaCUtc8KLywCB9+x4e7IkeA4ezcrOVkmAWrHt3FZi6uAEW7eQPr5r2NtLqjR3ixM7mkLNrH3AtvEIgO4NINbWipc2M4XkB4fByvvPIKzj777Pndzxlgmiby+Tx0XYcqYalFiwi4INiJrgPn3Am89DDFKHIUCCyhJd60hnHdTBxw+K254XNQ4pOJMWsbCsvVjklYOxFKPnHqaXOzTT7Bdq7pMNfsqWe5Yi5Bb0H9Cgp2YoiJd/lUuaRMLc2rbwKcPmipcdx60Wp842c7ALOI5376LD760Y9CmYMES9M0kcvlkEqlkE6nkUwmkU6nkUqlJu6b/O/k451+ZxgGXC4Xuru7sWbNmomju7sbbvdJZrkLC4pZF/B8Po/77rsPR48eRS6Xw8c//nFceWU5y/PXv/41vvnNb0LXddxyyy247bbbZnsJglBddLyHc8J7XwIG36J72N9s9UJvtdqXAvA3MhlwNklHKHS+JlrezunVRBcjhfkPjSRDgDZEV7+3EWhcxzyB+CCrHvwtVmOXCN3s/qZySZk3yIx0fzMteLOImy5ag8ee34mcUcChgwfwjW98A16vF/l8fuIoFApTbr/TfSe7P5PJwJiL+egAstksdu7ciZ07d07cp6oqOjo6EAwGcdFFF2H16tVYs2YN6uvtLXkSZp9ZF/BnnnkGdXV1+NrXvoZwOIw///M/nxDwfD6Pf/iHf8DTTz8Nj8eDLVu24PLLL0dT0yJt6iEIAF27Z29lKVS0nz3l69o5qUx3s5RMc/BndZb/y3rredR2lOe4T4NM3AO0rZ7dtZyK2FG6x3NxIBsFjBwvONJhJvipDqBuCTA4zsfWtFlTyiaVlMGg+Dv6UafpuOb8Tjzz+8NQoOLb3/72/O7nDNE0DcVi8bj7DcNAT08P9uzZgzfeeGPi/qampgkxLx1LliwRF3wVM+sCfs011+Dqq6+euK1p5a45Bw8eREdHB2prmUl7/vnn4/XXX8ef/dmfzfYyBKG6qF8GdF8FvP19YHQX0LSK1mI+yXar+dTc9I3XXUz08jXO6GmGMzAjwZ8VdBet7EyYLWe9fXSbZ6JWRvoS1oSP91ptaEMU+OQIXeruOrrc/c0Twr/lktV49vcHGV83CuBV0+zjdDrg9Xrh9Xjg8bitfz3wej1Tfva43fD5fPC43fyd1zvxs8fDx5Z+djgcGA9Hsf9wP/YeOIS9+/Zh79696O3thWmax60hFAohFArh5ZdfnrjP6/VOEfXVq1ejs7MTTqf0Rq8GZl3AfT42AkgkEvjUpz6Fe++9d+J3iUQCgUBgymMTiZM3gzhw4ADi8dnre5vJZLB79+5Ze71KYKHtaaHtB5j+njSsRL3aDG9kD3I7nkcs6YTh8MGRHkHO24ZcbT0zxGcRU1GBaAhAaEbPs+s8uZJu+KJZaOkQcmkH0lEVrkQMjuQQsrVFmKoLzhTgig8hH88j07AGWuEIsmMF5D1NcMX7oBTTcMdz8MSGUe9pwJfuvASv9CSg+ZuhaSocug5d16DrGhyaDk3X4NA06z4dDl2DZt126Dp0jffrmjrxe730GpoGp0OfYsjMjByPTAzI0NmQPuYRzQCau2tw0Zr3wrzxUqTzQO/ACPYe7EH/4Ah6evvQ29uLfD5/3KtnMhls374d27dvn7hPVVUsW7YMS5cuhcNRWaWfhUIBul4ZqVuKouC8887D5s2bz+h1Sv+XhoeHZ/zcOflLDA4O4hOf+AS2bt2KG264YeJ+v9+PZDI5cTuZTE4R9GPp7u5Ge3v7rK1r9+7dWLdungcwzDELbU8LbT/ADPZkGEBtDvjfR+DLJlCvjACdVwERJ+D0AO0rbG/dWMK285RZCuyMAaM64FCBBh1Y9m7W0WsuegWWNAM9VhvQxgCg1gEBL9C+Hgj72O/bnQSOxgCnH9e1r8a55xhYsv7MvojtQQFgMAyjOSfKAM9a2YQNS3xYufI6AAqKio6+oTHsPdSPfYf6sefAQezdfxDR2IkNpOHh4dMSlLkmk8lUVILe9u3bceWVV2L58tOfZFf6v/ROWngyZl3AR0dH8eEPfxhf/OIXj7sy6erqQm9vLyKRCLxeL15//XXcc889s70EQahOVBVoXg90vA/Y/zPg6O8pTq4A3cCR/srpA20U7OmV7a7h6NDECI90mG50pw9IDDIUoDuZkDd+mDHzlg18XHK0XFLmrgVc9RTzfBKGXm+1Ea2yNr+KYmm4yZyAXJLz5QGo+QQrGBRA05xY2ezHypYNuGbzBgDMjg+NR7H38FHs6zmCvQf7sPfgYRwdHLbaHVfZ38IGnE4namrmeazuJGZdwL/1rW8hFovh0UcfxaOPPgoAuPXWW5FOp3H77bfjc5/7HO655x6YpolbbrkFLS0ts70EQahevI1A16XA8FuM6+79KXDuByngI7t4VAA1A4NAYeepHzjbeINA2zn8O5TqvONDFOxsjDFuV4Aja6NH6XrOJaxRrQPM9ld1xsD9jRxR6syi6Aoy36DaKGW3K2AbXAVM5tOcMBx+wB2wRoxOFXdAgQITzQEdzed045Lz10/MKEgkU9h3qBcDQ6M4PpJuL0PDw2itEM1QVQUXXHS5rdn9sy7g999/P+6///6T/v6KK67AFVdcMdtvKwgLA1UFalqBNdcCb34bCO1me9WadlqYFYKpqGxPOp8YRZaF5VNA3UogOcYLm8QwRd05QKvcFaCl7m9mN7b4EMvM0uPlkrJ8hln9ZhGAChSS1Tmf3jymPM00OYK2mIWSiwPpGKAYgKlQoFWdHopSNUNJ3LNx/t404dcUnLdqKc5b3V5xg4d6evqwYkWH3csoU2uf9Q1IIxdBqDx8TUDTanZjG9lNK/zS+4CVF9u9sgni+m5gvmPgwzs5hnXsINC8lvPUM1GrsUvYauwSZf99RaNVHh/gfPXa9nJjl8a1FHpVp5gDUMwivR/VRDFHwdZdACxXejFvjQPNwnQGAM8kgTHN8qhQo1i22EtmtuoAHI5J4l5p9jdg6m5Ar6CJaaa9I1dFwAWh0lA1iviaazlGNBkC9vwECHyYluViJbiKrvPkCNCykXPlU1ZJme8o8wdKo0TrlgO+IEU5HbYauzTzb1lnTSnz1AOuEJCOwGGM83UrHdOgtZyJcmZ8Cc1hCbCXQ3GcfhQcfo7wVdSyZV7IAsWsVTI3+XUtcc+nKe6KirLCVw5qIcU+AJWCv9nWtxcBF4RKxNdEQWm/AOh7GTiyHWjbZPsXRglX5BAwdHwTkTlHcwNGEhg/ALSs5wVONmZZ3lm6z9NhJnTBya52yRAPf2t5SllNG8XNGs9qAhStWS7TmzXyKY5KzcXLbnPNwSE3MCnA+TQflxoFAHjHBoGeMT5Oc3Koi6sGcPmYwKc5AFXh5o0cW/UWMlZYoTJhXL+CLmKL8zwP4BhEwAWhEtF0Wo/LLuBgkfggsPO/KDoVgH9sFEi+Nf9v7G0CXF5mlzeuBWpamLgWGwS8vcxQT0eA5DgAlVa4p57ilrQmuyUG2eku0Mo4uFGEqWoMV1QSRoGJZ7nE1Ix/3cUkPKcXUPIUb0W1XOnqRNzaUF1WnN/kPPRcckLcAZRj4pqTGfgOPy+AHDW05iuwQ1veHeeFWEWg8PNlIyLgglCplFy+S98FHPw1XaCpmTVcmSv0bARIzXOMNJ8GxvYDKy5mIla0jyIeHeAFTmm4issHRI6wpEzV+YU/ssuywluskjJrVri3gS7prMqLA7sxDQptNm65yBXAEQBc1kx4V4CCW6KYZfa8UaT1PAnVyPI1VI3PUaykQ0UFUKSwm0ZZ3DEphFAS9wrDOzrAsEdFoLCEcel5tq2g8s6QIAhEc1CE6juArsv5ZeuYg3aqp0FKG0DDknkeZjK8i67zSB+T2MYPAZ2X0QpKh5mNHukHAu10N2eiFCJfkHHhfJoxc6ebFvuSc+nRSIygoASBVVeecglzRi7JZLt0eJILW2Gs3hukcB+bEW5YIqzpQDZhXYjE+HMugaIepXibxoldvaYBqE5a6aUkOFMBFEvYT9CO1W6sCnebVzEJZZ4rMY5BBFwQKhlfMxAfBlxjTL7SK6NHdT7lAVpWzO+bOjxAaBcHvgS7ATVHS7phFRAfYWw7Ewbql9MlHB9k/3OHh5PTxg5w1GjTWiA9Rtd702pgeAeciSMU9fmkmC9n0U8WWN1Dt7+7hlZwLmlZyLDc4QmGCbIxwOFmXFt387PhqmH+hO5CMh0E1q1nXDwT5fNKAp+3rG6zABROkEltGnSjV1gZGS8sKiVGr8z+dMAZIgIuCJWM7rRmdGcAmIBeGRZ4UXPN/1pqrbh1YgQI9wNN3cDofqDjQmBkJ0UtMUpLvGYJxSoXpxXqbWBL2nya3ckMZ7mkzOmDVhgF/vjdud+DadLVnU9TtCf6qij0rjg89LwcS7EAFFLW84pWuVjWep6HF3qBFg508QUBzQF3pAcYMSkyuovWvK/JEnur9CxnWe6ZOJCPW5Z8gh3qzCIqrZOLahrHZ9DbSTZi69uLgAtCpeNvoXsVJr/EKwCtmJ3/tRRzFPHYIBDpBeqWUcDySauxyyiQslqstp3DRK/EiJXw5ae4Rfv5GPfKcknZ0vNRDI0DzjnMbi7mGGvOp2hFKjqg67SgHT6K6rHWrmlQsHNJPt8oAIUicyF0J+D2U8gLOWvUah8bsyga4A7Am8gDjnHAU2tdHPiYAFiKbas631dzcqSs3mKJvdVrPF8Zn7XJxJS9WLpmjd3LKOPy2/r2IuCCUOnoLqB2GWdgVwhFp3/+O5dpTs71HtzBv0VyBHB0AKEDQMtaYGwvXcWpcXZd8wateumMJVJBINZPi7OQtSz2ELB8MyIJP9pmWxgK2bKLfHKCme6mR8BTf+JEsWyC9ezZKC3vkutbddCt7vBa+2ng8yP9TNqLH2EooZACijk4shFg8C1rlrzHyjT3UPxL8+UdXmazO3z8t9Rdz2rHWmkudGc6BMQrqYwsyPNgEyLgglAN+IK2l6xMJj+cBRo65/dNMzEr5r2SLvNYH93GqRCgbgRqO5ikFh9mH/SWDXx8atSKD/vpzUiO0TKvaSuXlJVajJ4pOSvenInSDV3C4aZgexpOPNe9kC1feJSs9UyUVrgrANStADTNio3XAzD52HyOfd+DnbzQUx0U+/HDSO76XzQEVCCbpLs9G+XfSvewR7ruA5w5vo5RKLeVLQm+w0puqyBckaPAYAX1rG9cLQIuCIJwStw1gL+NHddCe4B4iCLnb2Z5WfNa1syXhpoUMlZjlwhFUXdRwGMDTHaraSuXlJ0uplnujJaN8X1KKFbpl6eOyXTHZZEbXGdqnLH6ojX3O5+24tqNFFNngCKhu/n4SC/d6CWysamvq6iAuxbZ4EZg1Vpa9KWLikwYyKWtKWwZ7l3VJsXJAwAUinkucfp/lzlCzVdYJ7Yz+ezMAiLggiBUDzVtbN5St4xd2CL9FMfYANC0jhZ5Osx2qmGrsUsmQmHUHHQjexsZV06MUCRjg4Axg4Q8o1ju/paJTc2KVh0MLbhrT1z6BVBQ01bJmFGwyr8SE8JL4XbSWnfXWuVvY1MFVXNZou4qd1CzeqCzZWoaWi5RbtzicAGOZiax5ZOT2rGmKOCljPNCFtA8zBnQ3PM/sOYU5CIGEFhq9zLKtGyw9e1FwAVBqB7cNUxGa1kPjB2mcDeupvs70scSsdgAj2yMouj00bVuNlCQapYCQ29RQAOtQHoMWjb/zu9bKvnKRCl+k9OzdXdZtJ0nGbRRyPH9UmNW85UUxd8o0MIOtLGe211XdsmmxulZKLVOVVTr98F3Tp4yikAhi1wox9ctZMs90FHgc11+XgwVC1xTOkxPRSEDaAkg66jIRi6u5DAQMU79wPlCVXnRaBOVd4YEQRDeidp2oK4DCDTTwoz0lhu7dF9BgUuFWfMd6WUCYMZyqytBiqwrQFFOjgJmPfR0jgltkylkLUs7NnVwCMA4tquGr6NbtcC5FI8pmOUGK8W8VdqWoovc08ALD6e/HBtPR3ghMtkVX3Khu+um195U1QCnF4azhhcokyl1bCtky5PJ3LXlHuiFHC8cMuMsLas0jEJllZFJIxdBEIQZ4K7hfPSWDcCBX7E0rKGLFmNsmBZ5fJj14OkIk94c3nJjF91FF/zIXl4AeIPQs2G+TiE90ckMxUlWuaJSdK1JX1B11uanMidbJTGNcpc0ReHaPazTnhDlQoaiGe0rP6/kQi+5yWcLVeMFzIk8BcUCrfQJiz13/GNsJqkfALq67V4GURQmFdqICLggCNVH3TKgsRs48nsKZOQI0NRFl/OyC4HhHbS4kyH2Sq9ZQhHNJeiqdtXw3zyncJmlrG7Dimc7/ZbYWf3HXf7pTyoziky0yljvp+q0hFW93BpVUei2HjtQjqGXYuCeBnsmbmk6j5OFASqAvC/FTnsCABFwQRCqEXctk5ma1gJ925mwVt8BKEmgkATqV5bHiKZGgdqzKcLxIU7d0h1AzTJa3dE+GM7VFFbNRfF011LEp1sHXciVY+S5BADTatJi1Vp7g6y1zsbYdGVyXbjDx9976iouaUyobETABUGoToKdQOtZwMAfWeOcGKFlPrrfKjXby/h1apyHt5Eu9XwS0OuY7R3tAQwDpmnyYsDhmf7759Nl0Z7StUyh5V7KRC+kLRd5f/khquVC9zRY9daCMHNEwAVBqE7ctXSNN61lx7FIr5XYNsbkorqOckmZrxFoOYtx8eSo1XXMQSs+GeIwk1Ls92SYpjXqM1ZOSiuhKOWkNoeX4h4fBEb3lbPIS2v21FHgFcVKKDtFHP2dcHgrZsCNMP+IgAuCUL0EV9EKH3qLFngmxuEvYweA5nXMTM9YNdv5JAU0E6FQOx1s7BLthyM1CLz91PGvbxp8bD5tZWpPEuNSYptu1UsXcrS2j70I0Bx0kzs8s+8iVzXuoWYpG9r4WxjHFhYFcqYFQahevPWMfTd0AWMHgXAfRTo+ALSsYx10OkxrOBIEgqutmucos7s1y1JP9ZWFd6LUyiq3mlzzXRoAUpqhXczSojeOqSPXXHSN6+5yPfWsl0BZFxfJUVr6uosWub8VqGmDlooBxVUi6AsYObOCIFQ3jWuA1k2MeUf7gcYuupXHe1gfHjtitU+NAjCYnJYOs0xK9QLBbqTz9UDnWcxUP3YKl8ND17gzwIzxyXXdJRSFr+uystbnqwlKNs5udKkQ95SwprGF9iAwFgFwmA1b/K28mPEGp1dLLlQFIuCCIFQ3viAQ7GbDlsQgrXCnDwj3AJ2XM3ktFbGGnPRZjV0iFHTNBRQyMHUvxdnpLTd6KSWhlZLVslbnNEXh70plYe5airtdwti4mhcd2UQ5WS4ZgjJqxf/jQ7yg0a3RpaW56v5mJtGJoFctIuCCIFQ/zWuB1g3Anl5OKWtcBWh5Jq01ruG/cauxS30nXc0TQ06cgJG1Jn1Zs7NzSYp87OjUuLfmmto2tRLGbSpKuTlLoIV/i1wScfMPaF1Sxxr59Bi702UGLUG3hpe4Alb8vBWoaWWCnVA1iIALglD9BFqYZd7/e8a3I/1AU7fV2GUzMPy2NXlshKJc285mK9kE4ArAcNVRuJOjx0/hcvgs0a6ZWZmZXSgK4PKj4GkEWtcBzRu4p1wCiI/yAqc0TCUa5ehV3c2BJ+5adrnzt9CzUWH90NVcgkmJlYIdDXcmUVlnRxAE4XRpXsP2qodeoBu9rgNQUsw+b+ikOCdGgcAoBdzpZ5e2XA20TIrCDgBQyi50dy2zyKsZVbWa09Sw7K7NEvRsgv3io0cs69waaBLpL1voFTYPvGZoCMj8we5lWCj09HRdZtsKRMAFQVgY1LYDS88Djr4BpEN0m9cvZ4Z260YmuaWjVmOXUY7WzESBfAZqvlh2obtqFnZHNFUrX5zULgVazy57I2IDzNhPj1tT1yoLxbBK9SoFmweriIALgrBwaF7LLmz9VnvVmlaKERQmr6XGrcYuTUDLJop8ahxF11Jr6EgCwNFTvYu9mAbdyNkYG9b4m+jyPt0acE3nxYunnp3sinmKdyHD5jUVRPzAAbR2V9AwE3edrUsQARcEYeFQtxxYei4w+AfWgqciQE2L1dhlPRA+TKs7HaHV6aoFMlFoyfHja7krjVySwp1LTE2sy4TpZVBUZpX7mwBfS3kwy0wpTUqrQAreGL0GAgARcEEQFhKKQnd5cBUwvJNWuLeO8e2mtYC/rTwrPNoHBNcyRp6IMnmr0ihk6fbPhmkZOzw8nD7AXc8ks0yYQ1vSYYYGUqMAdiMwOAS4RuhtCLSwnE5KxhYUIuCCICws6juBJecBI7uASA/d6rrL+nkdEOu3GrvEADMPqA5ohRRw8H/sXjkxDSCXoqU9uS2rqlvzyH1Ts8PddRTphi5a4elxIDECxRxk1n1yBBjZyed4g1ZTF6sGvBLK4ITTRgRcEISFhaYD7ecBvS8B44eBsUPMvA73AF1XAd6mSY1d+oGm9SgOjzHz3E7yGasTXJIirmoUbIfP+vcEJWylevVMhLcVlYIeaEOywQEsXcnhLskQLwgSwzyGAGhOWuWlHure+vnbqzAriIALgrDwCHbTCh8/BEQPAU2rGNuND7JzWWLIGn4SBTQNyaWXAGvXzf86CzlazKlx9lUv4fTTQj7VjPBigeIcH+K/mYhV4z0O3/gg4AkDniBL6px+wDDYdjUZYve2+AAPgE1qSvHzQCvgtvmCRjglIuCCICw8dBfQ8R6g5yW6kKN9QNNqJrN1vBcY/pMVCx/hfeaK+VubYVhCG2YmeYnSjHBv0KrBngaazl7nNW28XchZVvYIiqNxWvKpEA+AFwPeRtbF614m7iWt3xeyrAmPHrFe21Vx5XT+I0cAc7/dyygTXA20rLXt7UXABUFYmAS7gSVnA/t+DoweZGxcSVE0G7os4WLSl254Aayf2/XkknRnpyPsuw4AUGhlexrowj/TmLTuZClY3TIk416ge6U1A90acpKNl93oAC8afI1A4zpeNBSzVtx8lD+fZiL7XKEWs8cPm7GTTNjWtxcBFwRhYeLyAysvBXpfBdKjQGwQaLAau7SdA4T2MJEtOQpnvgjk3j0HizApmqnxqQlpTq/lIq+fauXOtO76VILvcLOZTf1y3s6lLHf7CJAIMd4eH+QBMC7ua2LJndM3s7XMA8n8fmD5KruXQRTV9pI2EXBBEBYujd0sK+t5kcJdu8RK+DIYF06PAYlh6IYB7H5mbtei6uUWrXnQkowdOfPXnDzG9FSud6cXCHbyAKx2qsMTbncUMiy5i1VmMxtfaBBwjNi9jDK17cCKi217exFwQRAWLu46oPNS4OjvmbiWHKWIj+4HmtYB4weBXAZKPs2BHnOB5rQGoczB9DKjMDULXXOWBb04jcY0Lj+PYBdvZ2K0xhMjU+PzFUJRj9pfLTAZX5Otby8CLgjCwkVRgJb1QNN6YOBNJqz5GihSzRs43COXRl5rYB/1asMwOG/EMOgOL+YmstDd0R5guFQ7bon6qQazlIaeNK2Zj9XPmKS5255qgQpFBFwQhIWNtxHovpwjRSN9HDuqu4HwITZ2ifTBGR0AhnfYvdKZo+ocg+r0WUNYdMAEYBZgKioT0VJZJs8B3LcrQEF3+k+vd7pQMcjZEwRhYaOqQOsmZp6H9nJGuPtcINILdF0J1C2HGd7NlqVVh8HEN0WjiDu9VrtVPwzNzXarALPecwnGuAsZZuADlvj7y1Z6hZWNCe+MCLggCAsfXxNj4aP7gPBBoHU93cmxAaBpHfKhZLmWupooZIF8mu7zbMIadGICig5XdBwY18oi7QyUBbqY52PzKR7JEQAKH+sKlDvASe/0ikYEXBCEhY/uBNovAPb8jJnfw/uA9rMZE199LTINMaBttd2rnDn5DIU4E7XEOM1/cymo+QTbxcJkcltpCMqE1V1LgTZNxs7zKV4I5JNAwu6NnRj3eA8wkLF7GWX8LcyjsAkRcEEQFgf+FmDlRcBb32P8u2UDoGSA2BEYzhrWZFcbpfbohkEhz1kzzbNRFKIGO7vlU3SbZ6w53zAB1Wm52y2Xe6m8TVGmCrpQ0YiAC4KwOHB62dhl7y85njN8kElsob0AVti9ujNDVcsZ5ABgFJEZM4HWJZagx8ru8nyaRybP8jPTZHKbwws4PdbwlIA1rayyXOgFV4RJiZWCq8bWtxcBFwRh8eBrApZfCOx9FhjZx3ar2Si0QgjAAipPUjUYzgAbjQAcepKLl+PkJUHPWaJeyDJjPW21BnW4Ad1TceNG3ZEjwHAFudBr2oG2s2x7exFwQRAWD546oPNK4NALtMKj/UCwC67YYaB4kd2rmznaNLPGNZ0hglKYoGi507NxS9DjZQs9l2JsvZCbu3WfJkouzl7ylYCiSCMXQRCEeaVuCdD+LuDQb9mRrbYdemYc2PEDu1c2c0q9y/0tPDy103xeafJZA28XspZ1HgcycSCfsHq3z7A3+xxTDOeBmla7l2GhMBnQRkTABUFYXHgagK4rgP5X2AM8HYOpKBUX7z0lpWSzyb3LdQ/gbwR8LVDyyem/lu7i4Qvydj4DFNIzH64yx2RiHqC1QqoFFIWleTYiAi4IwuJCVYGGlUDTWcDAG8D4PiRWfhg461y7VzZzMlGWipXGhRbSQKQfiPQjMDAI6AOAvxnwNQOBVibyTQeHm0eFYbhqy14DQQRcEIRFiK8J6LoMGPojMHYYzsBOAFUo4O5aHk2WVZoaB+IjQHIIpjLCmHa4hwfArGlfI0Xd31qRIi1MHxFwQRAWH5qDQ06Cq4DRvag5+gLQ22n3qmaO5qJF6mlg6ddEXHst4ukmYHkLkLRGhaZGmX2ejQHjh/h8V60l5s2MoetOW7cjzAwRcEEQFif+ZmDFRcDYXrhivcAfnrR7RTPH6QECSyi+Dhd7n3vqAE8D1HySLVF9QTatMQyKeHwISIQ4Cz0b5TG2nzFdd33Z5e5vrrze6KZZWXF5m8vsRMAFQVicODxsr3r4tzBCR4HcDJK+KgITyEaAcC+HlThrKLo1bUCgFb6hQcA1zMYsJVe7ww0E2oD6FRTndIRingqxBtwaRYrQHpv3dmJqBgaB/Nt2L6NM42pbx9CKgAuCsHjxNwFn/QWSO19GbXu33auZOZkIEB9gLbdRoIUdOwqYJrxZE1DDtM59QU4sc7gBh5+Wu+4CB5i4gIZOZuFnrTrrbIyvicpq5EIqaU32Vi6IgAuCsHhx1wI1S5Ft3AS0rbB7NadPNg5EByz3+AhQSAH5cY4NjR6lq9dTx8S1QCtbrpoGcwEcVk/0UvzbHeBRgeQSTqBphd3LsFB4cWQjIuCCICxu6leg4AnZ/mV8WhQybMDiCgDNa3gAQDqK5J7X0VCjWoKeYWOW8QNAaDeHmfibgNplPFSNj9EcgOoAVL2yDN2KxITdjW7mTMDfeustfP3rX8cTTzwx5f5///d/x9NPP42GBtbyffnLX0ZnZxVmfwqCsDBweFDwNNk6FvKMME0OJym1Rc0lAE8tCnVdwMoVfEw6AoSPAIkhZqUbBca8kyNA/3arAUwLULcMCHYx+U3RbU/SOhZT0XiBUREotq9lTgT8X//1X/HMM8/A4/Ec97udO3fiH//xH7Fx48a5eGtBEITFhaKwQYvTC6CFgp5LojCUYKewXMLKTK8DsBEoGsxAjw0C8UEmsBlFCnvsCNDzIqD7mBBXYQLuHxsF0hWUxNaxGVh1pW1vPycC3tHRgUceeQSf/exnj/vdzp078dhjjyEUCuGyyy7DRz/60ZO+zoEDBxCPx2dtXZlMBrt3756116sEFtqeFtp+ANlTNbDQ9gMAGcWP3aE8YDqgFtJQCymo+STUQmmaVw0z17VuKLkIHOkRODIhaLkoFDMGxKKw20V8HMUCxjNjdq/CQkEumkK4cGaem9Jnb3h4eMbPnRMBv/rqq3HkyJET/u66667D1q1b4ff78clPfhK/+c1vcPnll5/wsd3d3Whvb5+1de3evRvr1i2gkYFYeHtaaPsBZE/VwELbD/AOezKK1gQyy92eT039fbHAHvGpCOzOsj6WI0NH0dy61O5llFn+HrQ2dp3RS5TOUyAw88TBeU1iM00TH/rQhyYWeumll2LXrl0nFXBBEARhllG1cl04YM0KT5RFHWmgdimPCiOf8VRWtYDNEYZ5FfBEIoHrr78ezz33HLxeL1599VXccsst87kEQRAEYTKaPilGjvKs8AlXe+VQcMcqq1rAXWfr28+LgP/kJz9BKpXC7bffjk9/+tO466674HQ6sXnzZlx66aXzsQRBEARhOpRmhVcgBW+0eqsF5oA5E/D29nY89dRTAIAbbrhh4v6bbroJN91001y9rSAIgiAsCiorQ0EQBEEQhGkhAi4IgiAIVYgIuCAIgiBUISLggiAIglCFiIALgiAIQhUiAi4IgiAIVYgIuCAIgiBUISLggiAIglCFiIALgiAIQhUiAi4IgiAIVYgIuCAIgiBUISLggiAIglCFiIALgiAIQhUiAi4IgiAIVYgIuCAIgiBUIXM2D/xMKBaLAIChoaFZfd3h4WEEAoFZfU27WWh7Wmj7AWRP1cBC2w8ge6oWSnsq6V1J/6ZDRQp4KBQCANx55502r0QQBEEQ5o9QKITly5dP67GKaZrmHK9nxmQyGezYsQNNTU3QNM3u5QiCIAjCnFIsFhEKhbBx40a43e5pPaciBVwQBEEQhHdGktgEQRAEoQoRARcEQRCEKmRBCvhbb72Fbdu2Tdz+5S9/ib/927+duP3HP/4Rt956K+644w584xvfsGOJM+ZUe3r++edx1VVXYdu2bdi2bRtee+01O5Y5bSbvZ/fu3di6dSu2bduGe+65B6OjowCAp556CjfffDNuu+02/OY3v7FzudNiOnt66KGHcPPNN0+cp3g8bueS35HJ+zlw4AC2bNmCO+64Aw888MBEpmw1n6OT7amazhFw/HcDAPzkJz/B7bffPnG7ms9TiWP3VE3nafJ+du7ciUsuuWRi3c899xyA0zxH5gLjscceM6+//nrz1ltvNU3TNB988EHz6quvNu+9996Jx3zgAx8we3t7TcMwzI985CPmjh077FrutJjOnh5++GHz5z//uV1LnBHH7ufOO+80d+3aZZqmaf7nf/6n+fd///fmyMiIef3115vZbNaMxWITP1cq09mTaZrmHXfcYY6Njdm2zuly7H4+/vGPm6+99pppmqb5d3/3d+bzzz9f9efoRHsyzeo5R6Z5/J5M0zR37dpl3nXXXRP3Vft5Ms3j92Sa1XOejt3PU089Zf7bv/3blMec7jlacBZ4R0cHHnnkkYnb5513Hh544IGJ24lEArlcDh0dHVAUBRdffDFeeeUVG1Y6fU61J4BXdT/84Q+xdetWfPWrX0WhUJjnVU6fY/fz8MMPY926dQCYielyufD222/j3HPPhdPpRCAQQEdHB/bs2WPXkk/JdPZkGAZ6e3vxxS9+EXfccQeefvppu5Z7So7dzyOPPIILLrgAuVwOoVAIwWCw6s/RifZUTecIOH5P4XAYX//613HfffdN3Fft5+lEe6qm83Tsfnbs2IEXXngBd955J+677z4kEonTPkcLTsCvvvpq6Hq5vP3aa6+FoigTtxOJBPx+/8Rtn89X0a4X4NR7AoCLLroIX/jCF/Dd734XqVQK3/ve9+Z7mdPm2P00NzcDAN5880185zvfwd13341EIjGlYYPP50MikZj3tU6X6ewplUrhgx/8IL72ta/h8ccfx5NPPlmxX6TH7kfTNBw9ehTXX389wuEwVq5cWfXn6ER7qqZzBEzdU7FYxOc//3ncd9998Pl8E4+p5vN0sj1V03k69nO3adMmfPazn8V3v/tdLFu2DN/85jdP+xwtOAE/FX6/H8lkcuJ2MplETU2NjSuaHW655RYsW7YMiqLgyiuvxK5du+xe0ox47rnn8KUvfQmPPfYYGhoaTnieqq0D07F78ng8uOuuu+DxeOD3+3HhhRdW7JfOiVi6dCmef/55bNmyBV/96lcXxDk6dk/VfI527tyJ3t5ePPDAA/ibv/kbHDhwAF/5yleq+jydbE/VfJ7e//73Y+PGjRM/79q167TP0aIUcIfDgb6+PpimiZdeegnvete77F7WGWGaJj7wgQ9MtOJ75ZVXsGHDBptXNX3++7//G9/5znfwxBNPYNmyZQB4lfrGG28gm80iHo/j4MGDWL16tc0rnT4n2lNPTw+2bt2KYrGIfD6PN998s2rO08c+9jH09PQAoHWgqmrVn6MT7amaz9GmTZvw05/+FE888QQefvhhdHd34/Of/3xVn6eT7amaz9M999yDt99+G0D5u/p0z1FFtlKda7785S/jM5/5DIrFIi6++GKcffbZdi/pjFAUBQ899BA++clPwu12o6urC7fddpvdy5oWxWIRX/nKV9DW1oa//uu/BgBccMEF+NSnPoVt27Zh69atME0Tn/70p+FyuWxe7fR4pz3dcMMNuO222+BwOHDjjTdi1apVNq92evzVX/0VPve5z8HhcMDj8eChhx5CU1NT1Z4j4MR7am5urtpzdDKq/TydiK6urqo9Tw888AAefPBBOBwONDY24sEHH4Tf7z+tcySd2ARBEAShCll0LnRBEARBWAiIgAuCIAhCFSICLgiCIAhViAi4IAiCIFQhIuCCIAiCUIUsyjIyQVhsvPrqq7j33nvR3d0NAMhms7jhhhumDIx48cUXMTg4OGVghCAIlYsIuCAsEi688EL88z//MwAgl8vhmmuuwY033jjRifB973ufncsTBGGGiIALwiIkkUhAVVXcfffdaG9vRywWw3XXXYfe3l585jOfwaOPPopf/epXKBaLEyM3n3jiCTz77LNQFAXXXnst7rrrLru3IQiLGhFwQVgkbN++Hdu2bYOiKHA4HPjCF76Axx9/HDfccAPe//7340c/+hEAYNeuXXjxxRfxgx/8ALlcDv/0T/+E/fv347nnnsOTTz4JRVFw99134+KLL0ZnZ6fNuxKExYsIuCAsEia70Es8/vjjWLly5ZT7Dh8+jE2bNkHTNHg8Htx///147rnnMDAwgLvvvhsAEI1G0dfXJwIuCDYiWeiCsMg5djRtZ2cndu3aBcMwkM/n8Zd/+Zfo7OxEd3c3/uM//gNPPPEEbr755qoZiCEICxWxwAVBmMK6detwySWXYMuWLTAMA1u2bMHatWuxefNmbNmyBblcDps2bUJLS4vdSxWERY0MMxEEQRCEKkRc6IIgCIJQhYiAC4IgCEIVIgIuCIIgCFWICLggCIIgVCEi4IIgCIJQhYiAC4IgCEIVIgIuCIIgCFXI/weCeOvBd+LgyQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "product_id = 216\n", + "\n", + "#\n", + "# Visualize the in-sample demand forecast\n", + "#\n", + "X_validate = X.query('product_id == @product_id')\n", + "sales_units_hat = model.predict(X_validate)\n", + "sales_units = df_active_variable.query('product_id == @product_id')\n", + "\n", + "forecast = X_validate.copy()\n", + "forecast['sales_units_hat'] = sales_units_hat\n", + "forecast['sales_units'] = sales_units['sales_units']\n", + "forecast['price'] = sales_units['price']\n", + "forecast['date'] = sales_units['date']\n", + "\n", + "fig, ax = plt.subplots(1, figsize=(10, 4))\n", + "ax.stem(forecast['date'], forecast['sales_units'], linefmt='C0', markerfmt='none', basefmt='C0', label='Observed')\n", + "ax.stem(forecast['date'], forecast['sales_units_hat'], linefmt='C1', markerfmt='none', basefmt='C1', label='Forecast')\n", + "ax.legend()\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Sales units')\n", + "ax.grid(True)\n", + "\n", + "#\n", + "# Visualizing the price elasticity function\n", + "#\n", + "fig, ax = plt.subplots(1, figsize=(8, 8))\n", + "\n", + "item_log_prices = X.query('product_id == @product_id')['price_log']\n", + "price_logs = np.linspace(item_log_prices.min(), np.ceil(item_log_prices.max()), 20)\n", + "market_responses = []\n", + "for x in np.array(X.query('product_id == @product_id')):\n", + " X_validate = []\n", + " for price_log in price_logs:\n", + " X_validate.append(x.copy())\n", + " X_validate[-1][-1] = price_log\n", + " \n", + " X_validate = np.array(X_validate)\n", + "\n", + " sales_units_hat = model.predict(X_validate)\n", + " market_responses.append(sales_units_hat)\n", + "\n", + " ax.plot(np.exp(price_logs), sales_units_hat, color='C1', linewidth=2, alpha=0.2)\n", + " \n", + "ax.plot(np.exp(price_logs), np.mean(market_responses, axis=0), color='k', linewidth=3, alpha=0.8)\n", + " \n", + "ax.grid(True)\n", + "ax.set_xlabel('Price')\n", + "ax.set_ylabel('Sales units')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py310", + "language": "python", + "name": "py310" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demand-forecasting/demand-unconstraining.ipynb b/demand-forecasting/demand-unconstraining.ipynb index bbb4375..1892f7f 100644 --- a/demand-forecasting/demand-unconstraining.ipynb +++ b/demand-forecasting/demand-unconstraining.ipynb @@ -7,8 +7,18 @@ "source": [ "# Demand Unconstraining Using Expectation-Maximization (EM)\n", "\n", - "This notebook is a tutorial on using Expectation-Maximization (EM) for demand unconstraining. The concept was first intorduced in [1], and this implementation mainly follows the description in [2].\n", + "This notebook demonstrates how constrained demand data (i.e. data with out-of-stock events) can be fixed using an unconstraining algorithm.\n", "\n", + "### Use Case\n", + "We observe a sales metric (in dollar or units) for an entity such as SKU, product, or store as a time series. For each time step, we also know the maximum possible metric value (capacity) which is constrained by the stock level or other factors. For any given step, the sales metric equal to the capacity can be interpreted as out-of-stock or unrealized demand. Our goal is to \n", + "\n", + "### Prototype: Approach and Data\n", + "We use Expectation-Maximization (EM) to perform demand unconstraining. The concept was first introduced in [1], and this implementation mainly follows the description in [2].\n", + "\n", + "### Usage and Productization\n", + "In many applications such as demand forecasting, its considered a best practice to exclude constrained values from the analysis. Imputation methods like the one provided in this prototype can be evaluated as an alternative on a case-by-case basis. \n", + "\n", + "### References\n", "1. J. Salch, \"Unconstraining passenger demand using the EM algorithm,\" in Proceedings of the INFORMS Conference, Dallas, Tex, USA, 1997. \n", "2. K. Talluri and G. van Ryzin, “Revenue management under a general discrete choice model of consumer behavior,” Management Science, vol. 50, no. 1, pp. 15–33, 2004." ] @@ -28,11 +38,13 @@ } ], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pylab as plt\n", "plt.style.use('seaborn-white')\n", - "import seaborn as sns\n", "pd.options.mode.chained_assignment = None\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "\n", @@ -190,14 +202,6 @@ "ax.legend()\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "double-header", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/demand-forecasting/demand-univariate-arima.ipynb b/demand-forecasting/demand-univariate-arima.ipynb new file mode 100644 index 0000000..09d9405 --- /dev/null +++ b/demand-forecasting/demand-univariate-arima.ipynb @@ -0,0 +1,927 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "o9DGjZD9N3AS" + }, + "source": [ + "# Demand Forecasting Using ARIMA/SARIMAX\n", + "\n", + "This notebook provides a template for creating demand forecasting models using traditional autoregressive models (ARIMA family).\n", + "\n", + "### Use Case\n", + "We assume a single entity (SKU, product, etc.) that is modeled separately from other entities. For this entity, we have one metric (revenue, profit, sales volume, etc.) which we want to predict. We have historical data for this metric which can be used to fit the model. Optionally, we might have covariates (exogenous variables) which are assumed to be known for both past and future time intervals. \n", + "\n", + "### Prototype: Approach and Data\n", + "We implement the standard process for fitting ARIMA and SARIMAX models including initial time series validation, model parameters selection, and fitting and forecasting. The notebook uses the retail sales datasets that is available in the `tensor-house-data` repository.\n", + "\n", + "### Usage and Productization\n", + "The data used for prototyping can be easily replaced by the actual data. Productization will also require to engineer the covariates." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "dBRKm8JGNrlA", + "ExecuteTime": { + "end_time": "2023-12-24T14:09:33.627016Z", + "start_time": "2023-12-24T14:09:33.477896Z" + } + }, + "outputs": [], + "source": [ + "#\n", + "# Imports and settings\n", + "#\n", + "import pandas as pd\n", + "import numpy as np\n", + "from scipy import stats\n", + "from scipy.stats import normaltest\n", + "import seaborn as sns\n", + "from matplotlib import pyplot as plt\n", + "plt.style.use('ggplot')\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from statsmodels.tsa.statespace import sarimax\n", + "from sklearn.metrics import mean_squared_error\n", + "\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "\n", + "def distplot(data, distribution, **kwargs):\n", + " xx = np.linspace(data.min(), data.max(), 100)\n", + " sns.histplot(data, stat='density', kde=False, **kwargs)\n", + " sns.lineplot(x=xx, y=distribution.pdf(xx, *distribution.fit(data)), **kwargs)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "---\n", + "# Step 1: Load and Filter Data" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "8dAmoVIJOC7u", + "outputId": "aa948790-949a-444b-e230-8f995b605c08", + "ExecuteTime": { + "end_time": "2023-12-24T14:09:35.520583Z", + "start_time": "2023-12-24T14:09:34.514156Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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ltuRxPDSOxOWeFJoyz/WboC9lB7EcNCoQRAEAgAWkzAMAABBKrepuI4gKWSHlEkTZYl6lUyDwARsIouqXJE7CAQCiEWXwttR3nu/nc4gy6ZVsZQoVP2mfyUF+Qz04RLlWasdxznpz/Kt0+ytqyjz05UE1Sfqkm88hyjd57eobRHGIqpYgSk4chwqipENUyCS59pl2/dVImaelWQLFuARvPqrhuAJAPRDqEBXFGdDEiLa2NmpvbyeiMEGUS+BULUFUnIs7ojpEEb1z70pxiIq66MB2HI4rLob0JeOgERyiEMtBowJBFAAAMJI+oAQAAABwzORtNpuldDpNExMTBd+7OuNRU+ZVgkqn5APVAQPxAMRDUhyifIP4pb7n/LiaQxQXRMnt43SIMoO89eYQxUVitU6ZNz09XRGRQVTgEAUaldHRUW8dlPQ2l2tiN51Oe0VLrvrMl1bOl44vCplMhsbHx63nkmUy11WqQ1SoIErWT9ypI4obUSmOHfz5DBVE5XI5Gh0dDTp+khgaGqILFy6U9b7x+F1K/9rVb0+6UxwAkrGxsZKe1cnJyaLFExwpiMrlcjQ2NlZ0HDluZmLErFmz8nVYKSnzoo6JmG14m7rSKfNM3T01NVUUG822vB73xRIjPNNStmqEbJfL5ejixYs0MDAQ+Tlx3b8QQVocxOWCFQchbUmNuPoz09PTFUlbDECpFI9AAQDADCYJHUkMogIAAAiFu1k88MADNDw8TH/6p39KCxcuJCK300PIKq5Kd+Z5GTCAW78kof0EQCNQL4KoUsvJY1ZIyjzXxEKoG1Q5DlHlEne/LmSiJU6HKNs5crkc/ehHPyIior/6q79Sf8tqUWlBFByiQC04cuQIPfvss3TrrbfSpz71Ket2SXd0k+1D/j7J+labMLMJonK5nFcQFadD1OOPP07d3d10//3306JFi/Jl0MrFy9HU1BRZEGW7Nt/18r9DnToMUft7u3fvpi1bttCHP/xhuvvuu4P7Aa+//jq9+eab9JnPfIZuvvlm73mSwMmTJ2n9+vVERPSe97yHPv/5z5d0nHIXj7jedSzsBfXEuXPn6IknnqAbbriBvvSlL0Xat7+/v+DvXC5X0O6S9f5zzz1HR44coS9/+cu0evXq/Hc/+clPaHR0lL797W/TvHnzCgRRIXW2dj5THtu28nvzdy6Xox//+Mc0NTVFf/mXf1kkaApNmdfU1ES5XM4piDp16hQ99dRTdMstt9C+ffuIiOiv//qvi9ygNIcoW92uCaLKdYgysYKI6Ld+67foAx/4gPV4ruPLv2vhEFXLOvnQoUP0/PPP0wc/+EH65Cc/WfXzZ7NZ+qd/+ieaNWsW/dmf/RkyAoBEgGXYAADASOIgEgAAgORT65R5RETDw8NEdHng1uAaoA4ZLK+00KUcm2yQHJI+IQdAvVDL98c3WRfHe+6blI4iiConZZ4Z5K83h6iQmFwNQRS/TyMjI2Wdr1wqmZaQCA5RoDb86le/IiKivXv3OrdLukOnrLP439IRUHvXuCAqpG6y1ZHluBNkMhnq7u4mIqIzZ84UnWvZsmVF5+Sp8MwEoHZ9UhBlPis1ZZ75O+pkbNT4vmXLFiIi2r59e9H5XPubCe7Nmzd7z5EUuACjr6+v5OOUO0Hu2j/p9QAAnN27dxMR0YkTJyLvK93QXe34qakpOnLkCBER7dy5s2A741TX2dlZsF9ra2u+zo4iQjX43I80h6JMJpPvHw0MDAQ54mplMOV2pf82da8RQxHpY4JNTU1Fbrq2usWcLzQOhAiieF0btd6NIlKrVD8vKSLVrVu3EtE771wU4ujP9Pf35x02ZZsPgFoBQRQAADCS0mgBAAAAQtDcLDSLa/lvua9tMKDSgqjQgROQbDAQD0A8JMUhqlKCKF/ccaXMc6Vech2zHIeocn+PSjpE2SZIqpEyj29TawFQJdLtlpMyD4A4CH2vku7QKdv5Ltcmrb7hbgIhghJb/VWOQ9TAwED+33Pnzi0614c//GG66667Cs7JXTaM2Ekrc9yCKFNf8XorxOWuXLFO1Ocwic+qDZ97ZijlOA/K/evp/gEgKef5dYld5Pch9b5cIMGFQJVImacJoqSIq9SUeTbxLd/fLKC0lYnfB+kQ5VskEWfKPNs2Ic+O6/7NNIeocs4dR//u4sWLsZQFgDiBIAoAABhJ6GTWelAZAABA/aAJovjkoGsAASnzQCXA7whA6SRFEFWplHlc8KQdo1yHqFDXKDnIb/BNtNSaaqTM44SIpRuRuCbAASiVUKFf0h06XYIoKYDV6hVen/H4EOIQxc9VjkNUb2+venyepsg2cczTDmniSjmRbfYNjW8hKfOiTiDHnc5No55iSDmOgZxyF4+4xqqxMAXUE3EKonwOUQZbTJVt5ubm5kgp88p1a5NxcWJiIlLKPO68aBNE+e63Vn9zYVgpgqhyU+bxY7niWdS0hrUQRCXF/bkWQBAFkggEUQAAwEj6gBIAAIBkkoSUeQabQ5TLCcMW8yo9EZiUwYJGoRJOGSFgIB6AeEjKoGmosCgq5ThEVSJlXqUdouKmGnVtvTlEIWUeaERCn6OkO5zL8TVXyjxfnc63DxFExeUQxSf0tInZ5ubmotRCJnY1NTVZJ9f5/QhxiApxjYrq1KEdu9x0bkmLm+USl2NgnIIopMwDMxXfwgWbIMo2PqY5RJk6O6QedpUnNGUeL/PY2FiklHnatdgEUWNjY+oxtHYEF/NW2iFKixk2QZRLAGc7d6iYNE6SMrdYzlhuHP2ZCxcu5P+N2ASSAgRRAADASPqAUrnA8h+EgmcFGDQHIhAf5b5rvpR5rrgWsnq43AHWXC7nvMYQUVYcpNPphhug1+ArzKvJTLi3INnMlHfcRzn3IUrKvFL7ST6Hj2o5RNm2N/HK1KVJe6ZC3IyrkTIvSf3kSguiok4mQBAF4mAmpszzpYQL6ZPGLYhKp9N04sSJgr8N/H7zejeVShVMKhuxk2uSVrbffRPE8jOZ4kmbQHa1Dyop1iHy9weTTCUcouJOmdfo49igsahWyjzuDMjraP4eS9FPVEGU6+8QQZSsG8fGxvJ/S6GtBv/OxBpbPcXdDl1lMueW57f9biY2hwpjZV0mF79kMplgQVRIKllXfKrU4k+kzLv828bhEFXP7QeQTCCIAgAARlJU3JXg3Llz9KMf/YjeeuutWhcFJJyTJ0/SD3/4Q9q5c2etiwJqzJ49e+gf/uEfqKOjo9ZFaUj2799f9v2N4hAliZp6opS4+NJLL9E//dM/0aVLl9Tvq7GieGxsjH70ox/Rhg0bKnL8JFErQRRWJoNaMj4+Tj/60Y/o6aefrnVRyqacenBiYoL++Z//mTZu3Fh2OWqVMi+KQ1TIRIPtM59DVFtbm3XfKMQtjpF1rW0SoxyiCqJq3WeuhACJX1/UhQEQRIE4KEUQlUTKTZnHJ8Gq7RA1PT1N//qv/0pDQ0NqebijiPm9zp49S//wD/9A27ZtI6LL7XITb3yCKD75HOIGxY/R3t5esI2MnRMTE/SjH/2I1q1bp15ruf0x36TyE088Qf/0T/8U+bhJoFwhk7ZvuS5ckiTFZAB8lPOM+tLB2cQzPKbyd0mKfnh9HpKOzSXIClmkIR2ixsfH88eQ9bqGJqyV98hsw8UptmNwMa9MmWf73cpxiOL753I5evjhh+knP/lJQdvbtYhTE8q4fiPf7xcXSRFExXV9pRxnZGSkQJRY6n14/vnn6Yc//GFBWwyAcoAgCgAAGI28sqanp4ey2Sx1d3fXuigg4WzatImIiLZu3VrjkoBas3nzZiKiWCZXQTEvvvgi5XK5su6vzyHKNUAa4hBV7gD5+fPnKZVKWQdgQspQLocOHaJsNkvHjx+vyPGTRBIcojAQD6qNece5i0O9Us7709/fT5OTk3T+/PmS9o+yqrnUcvpcAeVgp1Ymmd7CVkbts0WLFtFnP/tZ66prE5PiEkTFTYhLVrUFUbXuM1faISrq9UEQBeKgFEFUrd9FDdkPcYkNtfrWtr3tWm3ubqU4Hl+6dKkoxZDWL+ITx8PDw0T0TpqYUIcomXYvNL6ZY5qYZf6W9+rYsWOUzWbpzJkz6rWWO3nrax90dnbWreu0jAfluFwYKukQlbR2CwCScp7RKIIkjm18TIp+mpubrWlOtfNHcSPSyqulzDN/lyqIkgJgc86JiQn1GFr9oTlE2eo+U7e7nJxsZSYqdDbs6+ujkZERGhwcLPpe2zdqyryQflQcJKVtVs67Zss6EIp83kq9D4cPHyaiy4u1AYgDCKIAAICRhM5jpQZRfXmfATBgIB9I8Ez4KecezZo1q+R9fQ5RoQMIlZr01FaM2cpQqRhcbvqgeqJW14qVyaCW1EoIWAnKeX9MPNDiQtRz+8oRhyBKQ6Zz0GKYmfiNKohqbW2l+++/n2666SavQ5SZhEiaQ5Q2kSLhcaCU8oc8B0nqT1baISoqoS6dALgIbc8lXQjhSo3jcgQ08H5CVGfbcvswpjzz58+nm2++uag8mqOIRKZfsoktm5ubC8S+oQ5R0knE7CfLGSWml+telMTnsBxCHElCKFd05nqeG3lhL2g8KukQZetn8Dpaq8d5fe5Km+0T1LhEwNoxTYo4w+joaL58ZowwVFxkYgh35eHntI3HaXVLU1NTUV/JVg5T3tCYaxuTtDk5usYLy02ZVw1BVCPExFJEvDanslLBnASIi9YoG7/44ov04osv5ld4X3PNNfTVr36VbrvtNiK63Jl56KGHaNu2bZRKpejWW2+l+++/nxYvXhx7wQEAoBI0WqOFYxowjXZdAIDKg85HZZk9e3bJ+2oT37bJkVBLcU65cdGcwzY4VY0B9JkkiEqCQxQG4kG1aaR3vJx60NSzqVSKcrlc5Njtcy+odMq8iYkJGhkZIaLLE9Cjo6PqIHZraytNTU0FC6L44L5Brgg3JN0hyjXIb5CiaONOEkpIfZ6kOj/JDlHZbLah6idQPUKf66QLomSdxf+Wk58+EVDUlHlxiXxaWlry9ag2McvdnSTcbcTsr4l6+eRzFEEUj4v8b5m6yPdsxCnWSeJzWA6hDjQ+fC6cUfZ3iaNrHZMB8FFOHeFrB4c4RLnGn3h9XopDlPZuuhYqSIeo8fHx/N9mjDDEIYqLaqMKokp1iGptbaV0Oh3ZIcrWLrAJoqI6RPlEaq5t4yIpKfPiopyFseUcA4BKEKlnvnTpUvr6179O//N//k/6u7/7O7rpppvo//v//j86d+4cERE9+OCDtGvXLvrud79Lf/u3f0uDg4P0gx/8oCIFBwCASpCEwd1KCQ98NqcAAABqQzkOUZrQKHR1tC91EVH5giVuga1R6irbKMwkQV8SBFGNNhECkk8jCQ7iEETJf4fim6yLO2WejEnGHWrx4sX5SQCbIErb3waftDbYHKJMTIoqIqoWISub+XWWMukaNWVerev8Sguiol6fbdINgCiExrWkCyFcdZYROJlr9Tk9hPRbbHGsHAEKF0Rp/SIuZpK0tLQUtM21SVIzAc+FuiHOJPx4UmQlJ6Z9z0a5k7eNNvnLCZmAD6GSojP0w8BMwee4ZHs/bW1jl0NUiCDKJ5j0Caakc+L4+Hg+NpoxwhBBFI8hMlWZz+FJa0dwgZWt7LJ8oXWcrU6VQi75vVaGEIcoV78Ggig75TrewiEKJJVII4d33HEHffCDH6Qrr7ySrrrqKvqDP/gDmj17Nh07dozGx8fplVdeoW9961t000030erVq+k73/kOHT16lDo6OipVfgAAiJVG7khCEAXipNHeDwDKJWoHjdfFpTpE5XI5ddLb1umXn4eIncoVREmHKNcgRjUcospNH5RENKv0apMEQTmYufD6N+nvK5G7jHGkzCMqTRDle4/jSKnncogygqgVK1aokxHm3z5BlO3cWpyWkwAy/VDSUuZFHcgvpT5uFEFUOeUKaUfZzoGUeSAOSnWIivN9NBO1mUym5GdZvj+a45PLkS+qQ5Tt3fWJfDXMPs3NzbE5RHHXdj7xzP9vEzBls8Wp70ysl4IoORnru1Zfne57tlztA9t+tY4dofgEF6HX4XPh9OGaYE+6MBIATiVT5pXqEKUJorR60ecQ5Wuna/WjjCuXLl0iIrcgSpaHxyEpLNLigo0oDlFmDNM4E4c6E9oEUXE5RLlEab7fQxLSrrLFzJBz1GscDCHE1RiAWlDysrdsNkvbt2+nqakpWrNmDZ08eZIymUw+rzYR0dVXX03Lly+njo4OWrNmjXqcVCpVMFjX1NREc+bMyf8bJBPz2+A3Ao2GDPK1eMa1dA5xYBofpaTQADMLPqGuPSuDg4P02GOP0e2330533nlnNYvmBLGpcrgGemcy5cQMvnJr1qxZJd3fdDpt7YDLAQxZRm1ARCuD7MxHKScfGMlkMjQ8PEyPPvooffCDH6S77rqrqByVik+8Tstms5GcP1KpFD300EN05ZVX0uc+97nYyxYH/B62trbW5F1NQvspiSAuVQf+TmcymfzEYBLp6+ujxx9/nO6880760Ic+5Nw26nPDB4VTqVRZz102my3aXwrPbMc/ePAgvfrqq3TffffRNddcU/CdFGrxY1y8eJGIiFatWkWjo6NF5TD1jBEraWUkIvp//+//0R133FHURuWD+3yCWouL5hyyjCHw+pCfMw60iZRSf6fQ88XdNogb7R4fOHCAXnvtNfryl79MV111VeRjam2nN954g/bv30/f+MY3aMGCBZROp+mhhx6iVatWWdsHtb43NhCbkk/omBB/F99++21688036Xd/93dp+fLlZZ0/l8vRU089RadPnyaiyxOfv//7vx/5uCGCqPb2dpqamqJMJlN0rdIhypbulJ9D6wPxSV4iogsXLtDatWvpnnvuoVtuucVZ9tbW1gKHKFkGPoEuMS4bLS0teWFZJpOhhx9+ON9WaWlpKXCZck3A5nK5/HamTiIqFEQ1NTU5+1ch4mC+TSqVokceeYSWLVtG//bf/tuifZuampz9AJewNqlujBx5bfz+nD17ljZu3Eif+tSn6Dd+4zeCj1NKbHDd4yTF5HJBfJpZlLOokKj4eXc5RNnGwfj+XMRq3vWhoaH8GNa8efOc5w9pp8vvZXmGh4eJiArccvkxenp6aN26dXTPPffQ1VdfTUTvxBGiQvEwv0aXkFjGtZaWlqJ5Abm/EWxpY5Jbtmyht99+m775zW8W9KnM9ci/m5qa1HKb49tiv6/dYLs+7TtJNpulX/ziFzR37lz6yle+om7z1FNP0djYGH3jG9+wupDZzvHss8/ShQsX6Jvf/GZVYmHc4wI+XL9DKcTdpy7l/Pz/oH6J/LadPXuWvv/971MqlaLZs2fT3/zN39A111xDp0+fptbW1qLAsGjRIhoaGrIeb/369bR27dr83+9+97vp7//+72nFihVRiwZqwKpVq2pdBABipbu7mxYsWEBERAsXLqQrr7yy6mVYvHhxfqI8zvMvWbKEFixYULPrAvXDwoUL8//WnpVXX32Vmpub6e2336b77ruvmkULArEpPkx92NbWhnpDIZvN5u/RokWLIt2jOOLN2NhY/hicpUuX5o+3YMGC/Cox/rncd/ny5WoZzp8/n99u2bJlkcqZyWRo/vz5RHT5GtPpNDU3N9Pg4GD+OIsWLSr5HobS29ubP8eKFSsiOXIdO3aM0uk0nTt3jlatWpXIDvD4+Hj++pYsWVKTd5WXYcWKFagvBIhLlWVgYKDg+TMLrJLI+vXrqbW1lXbv3q1OLC5evDh/LVHrnAULFuT3Xbp0aeTnjsel+fPnF73HS5cuzX8/d+5c63v+z//8z9Ta2kq//vWvi0RfvIwy9rW1tdGCBQto9erVNDg4SKOjowVxZ+HChbRgwQJasWIFjY6O0oIFCwpiHYe3UVtaWmjBggU0b968/PbLly+nBQsW0OLFi9W4uHLlSurq6iqIm6FkMpmS46aP6enpgmtduXIlLV68uGAbPga3YsUKWrRoUaRzLFq0KD8ZY2uf8GtcuXJlTep8c37+GxrMM/jaa6/Rd7/73ZKObQQG5l04cOAANTU1UUdHB33hC1+g3t5eSqVSdPHixYLzmz43UWn3v5ogNiWXpUuX5t9D1/vFn7dsNkstLS20c+dO+vf//t+Xdf50Ok39/f0F9c309HTkd53X+bK8bW1t1NzcTMuWLSOiy8Ioefx58+blJ6d5nW/+lsg+EHecWLVqVX7C8syZM9Ta2kpDQ0PWaxoeHqYFCxbk46kcS1uwYAFlMpn8cbXymBiwZMkSmpqaouXLl1Nvby9NT0/n6/M5c+bQlVdeSYsXL6bm5mZauXKltY+3cuXK/OQy79/cdttt1NPTk6+veFti3rx5tGzZsvzf2vXOnz8/LySQdeqePXtoenqauru71Zh75ZVXUl9fnzXuybjF783cuXPVe58k+DNLVHh9P/vZz6i1tZVeffVV+sQnPuE8Du8raXHLR1dXl7XPzGOyfE/qFcSnxmXx4sVB8U3D9AUMV1xxRYFQd+7cudTe3k5tbW0FizD4ezs5OVlUX505c4YWLFhAy5Yto5UrV9KCBQvy79m2bduoubmZ9uzZQ1/84hcLzi/bybwvRVTcDjR9HcPSpUvV+NHe3k5XXXUVHTt2rKhPdurUqXz8+sAHPpDv4yxZskSdgzfjfPLeGVauXElXXHFF/npSqRRdccUV+b6Wqa8WLFhQIG5atWoVjYyM0Pz582nFihVFx85kMtTS0lL0G58+fbroHlx55ZXU2dmplq+1tTV/DO3+yePz+Ce3GRkZsdbnknPnztHY2BiNjY2pffJMJpNfzNPa2pq/h0SX467pR2hjnLlcjjo7O4nosuj42muvVctQLjJWR4GP02r9TR/yXbCNN/swxyh1/7hBbKp/IguirrrqKvpf/+t/0fj4OO3YsYP+8R//kf72b/+25AJ8+ctfpi984Qv5v03lcvHixZLzMoPK09TURKtWraKenp66sfcDIISLFy/SyMgIEV12wenu7q56GYaHh/NliPP85toGBgZqcl2gfhgZGXE+gwMDAxV5RssFsSl+zO/c1taWqN86KWQymfw9mjVrVqR7dPLkyfy+/f39Jd3foaGh/DE4vb29+eMNDg7mt7l48WL+cx5riC6vNNNEBBcuXFD3D2Fqaiq/74ULFyibzRbFod7e3vw2Q0NDFXnOeGzv7OwsWsDhgt/j06dPl5zesJLwOnt4eLgm72pPT0/Bb21WDM50EJeqQ19fX8E7boSYSeTEiRP5f2vvKq+zz58/HykNJn8Pz507F/mZ43VlLpcrKh+/z6lUylrXmG3mzJlTtE1/f3/++9mzZxd8b9qX5h6MjIzQhQsXaOnSpUT0TjyanJzMb2f212Kh+c5cVzabLYqNfX19RXHRTDKMjIyUFJ9TqVS+PHH3u7q7uwuu9fz58wWOk+ac/BkaHx+PdA7+DNr6w7wc3d3dVU/XmsvlnO0v852ZxI/K8PBwfqW6eW7MMU0biz+P/Bz8Ge/q6op8/6sBYlPyCR0T4vW2IY56Z3p6On/cd73rXXT69OmC/kUovJ1PVNivMMydO5dGRkaopaWl6PiDg4P5uYGenp7897Iu5OfT+kBEl9sHZoLSlIPHAImJqSMjI/mYoPWlLl68WPDec0y7fGxsjCYmJuj8+fNF9yCTyVB3dzeNjo7SyMgIdXd30/j4uHq8rq6ufF/E1P9/+Id/SG1tbTQyMpKPzfwc2Wy24DmxtT2MM6O8J4cPHy7al5dNnk8+JyZmS86ePZtowaiBt32ILv8GZu7q0qVLedGF793gbbSofWqiwndJxmb+PrS2ttb1uA3iU+PD6+aoz6p8H3t6evLvYC6Xo8HBQSK6LEgZGxvLb8fHmc6fP19QXy1dujRfRw4NDeVjkqkLeXllTJP9BPm9bAfKWGHShWt1pIkJsk9m3ndT15ptZs2aVXAc40xo6htbnOru7s67NvFYJ/tKw8PDBSKziYmJ/LadnZ3qsTs7O4scFGUMPH/+PM2bN4+6urrUY5htmpqaiq6hu7s73080aPfY3D9eD5uy2JwvT5065eyT8zjd19dX4Hw1PDycb7tofUm+b6XGQImKY3UUZH9S9jd9yHvd09MTaRzWUKk+dVQQm5JNa2trsMFSZEFUa2trXgm3evVqOnHiBD333HN09913UzqdprGxsYKHe3h42KkgbGtrs1ra4+FKPnHnqAeg1khby1o/36XYUtow15bNZmt+XSDZ+PJdh+bDrhVJeHcbEdzTYsqJGXyAxpb6zofNVjqTyeSPJ9NFmM9l2iJbbODXGDV+8MUN09PT+bLw4/ByVCo+8XswPT0daTUyH/gYGxtLpNCH38Na1X/8HvPnD1wGcamyyJQ69XKvtXLKdylKP4DHhKmpqcj3wVff2+KJjdmzZ6upDWznMN9xS3weH831mXrY1DWu1ELynFqqBBmPeNqCUuKSls4jLmT6Aa188p5GPX/I/lGfhbiRiydt5y+1fSXTR/FjmDrGlEHeo3LaTdUGsak+cI0J2dru5f6u/B3j6eKiHlf2VWT/g6gw3ZscZ5Ap9rR6ncPLKLfJZDIF1+K7JnMPTNo785mvDJzm5mbK5XL5CeFUKlV0D8w2PJ2TLbWRKW8mk8lPTi5cuDDvBmzuIT+HvEZfnS5/h76+voLvZPo9+TvJesV2Lfz3TDKy/PwZcKXKkvB7VMq7xN9J7V2xfVevID41LuWMJ8v2H3+X+HezZs0qGG/j59LeRfOe8/Sl2rtk9m1tbaV0Ol20jat85picbDZrrSNlf8dg4ur09HRB30kye/ZsGhsby+9vMx6xjR3yMmqp/YxbVCqVsh5bq+dtdapLcJNOp6m1tbWoDFo7X7vHtutz1Ze8PFo7TH4fpS/An81q1XXl9GdLiSuyrVNu2zQpMSEp5QClU/Yyrmw2S6lUilavXk0tLS35/NVEl9WDfX19tGbNmnJPAwAAVSGk415N4iwDn4gGwIVv8g2NPwAuU867YFbhEoUNqGvYBFG2WMb/rQmiNOSkZxT4wEgmkykQ5vLPSz1+KLbzRd1XDqolhWrcQx9JF8qCxqacd7yamAlLIgpyRShn4lmbdI5yPu0+hrzn/HPNddDVDzHnbG5uzk8eS0ErEeXdMcx3vvukTVzyyQ4DF0SZbcsV08SNPLbvdyrlfQjpD9vaFtWCn9PVbym1PnC1fWRbxjUxneT6CCQbLsh31UO2ycty4ccwIqJSjstT1hHp74QRRGlCGilGNITEIG3iU5bD9Y6a7VtaWvL3QJv0bW5uttZD5nc0MS2TyRQdw2xj/s8n5yWmvKZP0tzcTLNnz87vq11XyESm3J7T39+vbkf0Tv3rqjNdgqh6QF4P//2k84mLcuOmqw1W65gMQBTKGSuQdZBNjMRTuxEVthWluJAfhwuieL9Ebi/FtfJ729/au2sTE5lrkOcwcXVqaqogTsk4ZPpLLrGTLJPZhguBzfey7EawlU6nrbFUq+c1URO/Lg2zjSamkrh+A9/vw+HOXtp2vLyumKvty8cVk1pnlzs/6ns3ohKXWQQAkRyifvGLX9AHPvABWr58OU1OTtLrr79Ohw4dou9///s0d+5cuvfee+mhhx6i+fPn09y5c+mnP/0prVmzBoIoAEDdUM7EbyXIZrOROtm+Y/H/AwBAKOh86PA4EfUeSYeoUrBNeNs6/a5JOlvMcw2Q++DXlUql1EF6vk01BFFR7zUvU1IFUdW4hz4giAK1pJx3vJpcvHgx/+8Ql+x6FETxMvgEUbYJvZaWFqdgSQqifLHJnIdPaGiCJ3PNbW1tZQmiymkbRDk2kV8MUa4gynb9te4z8+uqdLo+22S4bB9pIj4IokCp8Oc6k8lYn3OtDojjneSToubZLuW4MhZpMZrHQ83FycDjSyliTekK4joO36a5uVktk+YoIjExgO+vOUTxbV2OIeZz0yeZN29ewfk1pxTX8eS18nOY48j0ftxFkbtaGWwiUkkp7ZRa4HqOosQf7fkrtRwQRIGZiowhWpurqampSBDF0d4/TQikCaLMu6e1+fj3tnNp766tPuAOURxTd3JXZF5ug+mH+VwNtXa/FERprjimP8bH+SRaPa+5NxIVLhwiorwjFHenirIwpLm5uSj+RRFESQcoiUsQ5TtHPQiiyu3PuN5VAGpJJEHU8PAw/eM//iMNDg7S3Llz6frrr6fvf//7dMsttxAR0be+9S1qamqiH/zgB5ROp+nWW2+l+++/vyIFBwCASpCECT0+cM4bDB0dHbRt2zb6xCc+Qa+99hrdeuut9IEPfCD4uKGrqMvlpZdeosHBQfrqV79a8QFqUBngEAUkEETplNOpC+0Ej4+P05NPPknvf//76Y477ij4rhxBlNw3RBBVjkOUsRSXx6m2Q1QjCqJC7uHQ0BD98pe/pDvuuINuuumm2MtQjYH4/fv3065du+grX/kKLVy4sCLnAPVPkgVRvb29+X9HWaVrGBsboyeffJJGR0fpfe97H917770F3/N6vRTnBd97bCtbLpej9evX07x58+hDH/pQ/nO+qOP555+n8fFxZ32lTcDLdElExRMEoYIomeaHiOjQoUN04cIF+trXvuZ1iEqn0/TEE0/QVVddRZ/4xCes5ytHLPTGG2/Q6dOn6Xd/93dV0VzIattyV/RGdYiqRb+g0oPqIaIKObmtiUa0ck5OTtKTTz5Jv/Ebv0F33nlnrOWe6QwMDNCGDRvozjvvpPe97321Lk5Z8Prq8ccfpyuuuII+/elPF21XKYcoPhFsxnQGBgbogQcesLYlJyYmaO3atfSe97wnHwu0lCkSPnGdzWZp69at1NXVRV/84hcLtpNptjVCBVHmO9ckn/mupaUl/35rixBCHKL4BHs5gijpEDVv3rx8Gc2+MrWR5mIny2u7bzxdnvxOlpkf37WPIWmCqOnpaXriiSdo9erVdPfdd+c/dzlERRnv9E0uv/TSSzQ0NET/7t/9O/W4rgl3jM+9w759+2j37t3oLyaYcp5X7dk/evQobd++ne655x4iKqyztXNq7xLvK9jETnxfnurV7L9hwwY6fvx40fbZbJbWrVtHixYtoltvvbXoemx9V5kyz9S3XBDFRWA+hyge12WdferUKXr11VfzsUXOS2n3gjtYRXGIstWp0iGKOzOabVz1sTx+KYKo06dP05YtW+jTn/50JIcoV/2uPe98XLFSiyd4mWxtlJGREVq3bh3ddtttRc9m3A5R+/fvp1//+td033330ZIlSyiXy9HTTz9N7e3t9LnPfc57PMxJgLiIJIj6i7/4C+f37e3tdP/990MEBQCoW5KWMo+XZ+PGjUREtG7dOiIi2rx5cyRBVOikQbns27ePiIjOnDlD7373uyt6LgAAqFd4B9o1gf/6669TX18fvfbaa0WCKJuttK3T7xIGhUwsREU6RGluHiHpL8qlnNVNfN+kCqJCHKKeffZZ6u/vp02bNlVEEFWNgfgjR45Qf38/nTt3jt7//vdX/HygfqgXR5aQwU/X4oyurq586pqDBw8WCaLidIgyE6i2wUe+7ejoKJ06dYqIiN773vfmPzfXOD4+TocOHSKiQtco22Q1n4DX4oWZIPClgJBl1QRRRJfTAb3++ut0ww03EFFh2gl+nZ2dndTd3U3d3d10zz33WF18y1lgs2PHDiK6/Ptq/byQVcdxCqJCntNa9JnLca/0IX8zX8q80H8bLly4QL29vZTJZCCIiplz585Rf38/dXR01L0ginPhwgW6cOGCKojS6pg43gnu2GfqwwMHDhARWduSu3fvpt7eXurt7c0LouRkaIhD1M6dO4mI6NixYwXbRRVEuQSkISnzuCBKc4ji994mjDGfuxyizP3lcc93fWai1gii5OS1dIhyxSKZoo//+9KlSwXbyvslnank/trfBld6pFpg3rOpqakCQVRcDlG+uGnGUbu7u+nqq68u+h4OUWGY/mJnZ2dDxYFGopxxAxlDcrkcdXR0UH9/P504cYKILte3UQVR5v/ccY9/JreXqWRHR0eLxFDmvL29vXT27FkiIrr55puLvvcJosx5zDWZuDo9PV2wmISXs6WlpSAdLb/uWbNmFbkfHT9+nAYGBvKfSYcorV4x5UulUtZriOIQJWMCFyKbbeSzI12lzPUQXf6N+KJMbX95Xc8++yxNTk7S448/Tu9617vUazKEOkTVShDFfxNbf76zs5P6+/vpyJEjsQui5DNx7tw5IrosOluyZAkNDw/n39nPfOYzBe6TGhBEgbiAdQcAADCS5hAVZxlCJw3iIqkTx8APGppAgmdCJ67Vba5OME9TICnHIco34ec7VggyNZ42iVgNN5dyztcogqienp6KlqEaA/GawxgARNWvU0olqtBEIl33JOU6RElCHQh4WfjkqdmfO2OFOETxld2aQ5RZ8WwbHLfB2zJyEnNkZKQgDYYmiOKT9nzSQBKHe1JIfLcdP+Q5c1FvDlFxxxzfZL4tZZ7Bd/8RyypHtRaAVYPQ56MagqhQ0YfmiiBjlRa7+CSYq26JWje53uWQZ0WLSVJoRKQ7cxjMfjymyfhsvuOT8D7n3tHRUSIimjt3bsExzP7yPkdJ58PPLSeo5W8ckjLPdi1Jc4gy5fHFWX5vbcJojXIdnsp9N2YK1R73BtVFizPmtzbvsOYQZesrmudFSxWnpcwzx5EOUbYYIFPeyvo/m30nZZ50hjX9HXnd5jq5M5OM07Nnzy7qy5iycqGV+V6r232uhaZ8UnTEKVcQJWOvPA93ceLXY/aX+/jqXps7vM8hypUSVduXH7tS/YEQ8a5LHF7u/KitD6qNqSatPQAaGwiiAACAkQRBVKU6s9UeIOQrDkBjgQH8mQcEUTrl1Kehgiht1ZPB1nGMOmHg2i6ulHnc0ts3IBU3je4QVY20gz6qMTneSBOdIF7KFYBUi3KFJnJAV14rjwmlDCy6XBBkeWzXwgVRZhsuiHLV+doEvPnMpJwgemcAXq7qtuFziCK6HGt9k9v8fly4cMF6vjjqQ9t+Nrci2zblOkRVQiwdB5U8p+83s6XMM/juDQRRlSO0TqgHfGJHg+sZKweehieKCw4nlUoF1Vmtra35c/AJRnnekLqVT27LieqoKfNMvGpubi5I3SPP5UqZZz7ngijZt5Np9Xj5JOZzmTKP76ulL3LdO9e2sqwmdZO8vigOHIakTYDaJtxdgqgoYySu/ij/23ZM13sNQdQ7zPTrrwfKaf9ofRPzmREbtba2FrnN2NpmmkOUXJShOUTJbULG0oiK61QuHDYCVwNPJ6sJovjx+GIOosuiJymIMueRgihNRMtjfy6XU38z7thrc/zTPreNQ2qCKBl7ZTmMOFg7XoggSv69ZMkS9dja78vnvKKIjomq7xDl20bbtty+nu385tqjjt9gTgLEBQRRAADAaGRBVDUGCHnZIYiqX9DQBCCMcmKGaxURx1WX2hxAfAM+2jmr4RClrdistiAqqnuMbZVYkvDdQ/6cLFu2rOLlqVQ7A4IoYIM/E0mbYOOEiDNdda7PaSPOlHna+WXMkwPsRH6HqJBJWW11Nr82MwAfWidoq7flRDsXRPHJbV5Gfp0XL170ni+kbDZCYrLt+OWIgOW5Q0XV1caXMq+cvozvHvsconz3H+4VlaORBFGhQiftszja0zxdXKggSr53WhyyOUSZfbnbgysm+RyU+PcytRHfrpyUeT4RLdE7sYZPnstJXymIsrlx8HPKlHncDcXnzOWL9fxvWVZZNhmrtePb7nEcTpZx4nOIMtfK72UUsaArboWIrEIn3Ge62BYxNvlUQxAl301be16Wpbm5OV+fagsqzGe2dHQSuYBFCqL49zytuLkGTXTK605zPCnMnTVrVlFKU3OMqA5RPkEUkT0FqtYO0BbgaKIqLfbKfTWHKLONFvt9bXwuSpNpBSW8vK62v7YvL3c1BFE+wZ6vLVlKGW1jEWZM1Sbys5UB81QgLiCIAgAARhI6kpUqQzVWo/Jjaw1T0BjM9EGWmQg6HzpxDea4RDouQZQvpY4cvHBNcoZMvpbjEGVLmcevIekOUUmNa75r4hP3fKAtTqrRfmqkiU4QL+UKQKpFyMCiS2gr95ED+uWmzIsiiLKVa3h4uGh/LohyHY8LouSqXp4GQ05C+OqEEIeoqampAkGUVkZ+Hts1xUXoSnPfAHYp9WVUQVQt6mRfzImSxkjic+bxOUT57h93sAHxUo3xjmpRjvgpjneSOyyE9gPldiYO8TRAWuzjdT7v98j+UUi9Yz7n5zHn195Z173i90BLmcfLH0UQZXOI8qUn4uWWDlF88lpziApJV6v9raXM09yMXO+c7VqSJmC3OUTJyXVbyjxfveOKDfzvEIcoeS44RL0D+ovJJ05BFK8veV/B5RCl1Ydc4OpKmWc+8wl1+Hl9gihTbj5O09bWppaFXyfRO3W0FOZysZIUbWkOUbI+5otTuOMip62tLb+NzdXelTKP9/VSqVTROVwp88z9dy1YLMUhyjYuqz2ztpR5IYtXfOn44iDERd5sUwmHKF/KvJDxcNTjoBJAEAUAAIwkdCTr2SGKHxsOUfULxC9AgmdCxzUwuWfPHlq3bp11UlrW9bZOqmtS2www2AZ8oqwe1VZqPf3007R//37rPj6SmDIvqkOUjGtJFFv47mGlJ+7leW2/47Zt2+iZZ56J/Du//PLLtHnzZnWSy3DgwAF68skn0faYodhW/SaNKJO5RH5BlCtFXiqVoqNHj9ITTzwR7G6nxQGOLW7YBFGZTIamp6dpaGhIPZ/teFrKPHN97e3tBd/ZBum18/hS5mnpj1wOUZUQEvv2CxGpuYR33d3d9Pjjj1NXVxc99dRTtGvXLuf+/Hx9fX30+OOPU2dnZ01dld98801av369WkZDlElqiU904nOI8gkfIYiqHPU4EZ5Op2n9+vW0e/fugs9DhU6hn0WFC0TLSZlHVJj2x+YQZc7BFx/IPlCUGMq/d7lEmHf09ddfp40bN6rvr0yZZ+pQbQJdIgVR6XS6SGRk4k0UhyiTyscIovhxtMntKG0L/n2oIMo1Gezq4z7zzDP0xhtvqN/Hwd69e2nt2rVF17FlyxZ68cUXCz7zOURpwjpNKGHD5Q4d4uThirtJWNibFOoxDnByuRxt2rSJXnvttVoXJZFIMY3NIUoK421tMymk1kRIvM9g3lUZV1wi1lIdovh18mPw2GjqNs0hSrpLmWOY1OOynBwusLLFJC48szlEaWOZ5lymTh0fH6dHHnmkaDue+lAKohYsWJA/byqVoueff562bt1asI10+pL/5tsaQoQ5ExMT9OSTT9LRo0eLrkk7pjxnOp0ueA7KqavOnz9Pjz/+OPX09BR9J8cITTn27duXH6d2uWWW29eT74rBjEvIsWIiosHBQXr88cfp9OnTRefFnASICwiiAACAUcvBXe289SyISqqTBiifmT7IAoDBFTN2795Np0+fpq6uLnVf18rdUMwAgxzUsNX3oStTiS6LaI4fP27dPwS56kcrV7UdosoRROVyucSldyDyC6JGRkac38dByED89u3b6ejRo3Tu3Lng405MTNDevXtpz549+XaFdvw9e/bQ2bNnqbOzM2LJQSNQL4IoWQf7JrKjOETJyU8z0Xju3Ln8AHGU8mnnszkS8O3kitfR0VFrnWAblOZuIXKSg69GNvuEujK4UubJ82uCKH6dU1NT1sH/OCYmQwRztu1cogEjaHrsscfo1KlT9Oqrrxbtb2srrF+/njo7O+nxxx8PWnVcKX71q195V1bzwfdyUuUatFXMtvvsE23U+2RtkqnH1Lr79++nkydP0pYtWwo+DxVEVcohSkth6sOWMq+9vV0Vzhj45LXmECUFsvzf3H2KSHcONNtoDiGZTIZSqRT9+te/po6ODurr6yvahrtUEBF1dnbS2rVr839HcYjKZrNqWiCiQkGTz83BTKbyCXQeN139TJ/4mX+vTd5HbbvYnseuri46evQo7dixo2Jx5OWXX6YzZ87QkSNH8p+lUinavXs37d+/v6CPZKs/5LNmS5nnc7zSnj/t7xA3Tt+ip5k8XicFLvXGwMAAHThwgN566626vQYf5VyXef+4W6zsK/B+hHZOn0OUdBbi9TsXXfFj2cbyMplMQZ0hF29ls9n899IhiqjY5SiTyRS87yaetLS00JIlS/Kfr1ixoqgv43KIkm1l2RfS6vHm5uZ8OaOkzJMi07Nnz9Lg4KB6fJs745w5c/LfnT9/ng4dOkQ7d+6kdDqdP35Iyjz5LIakbtu3bx+dPXu24HtX/S7PKeNqOQsuH330Uers7KQNGzYUfWeLMy+99BKdPn2a3n77bXWRh6HcuUlzTC6KJ7r8Dsi2hCnHyZMnqbOzkw4ePFjyeQHwAUEUAAAwkrCyRptgj6Ms1RgglKp5AED90qgDMHHiEkSZQQHb4ECIIMrXOTYddimI0iapZRl9E91auctxiOIDLXygstoOUVEHHEIH9WuJbxC9GhPXUQTlUVJk8GPZVm7z75IoWAOVp5x3vJb46n3fqlVXijz+d2ib3Fff2QRRNmcDn3uTzSlRc4hyCaJ89XKIQxQ/B18V7YqbIaKlUmNGqIgs6gB2yPthq8/5xHEc1xgX2r3iz0jUuOCLo3Klve17+W/XZyAeNDFM0rH1E3zub4ZKPWNcDKQJorSyaKlIid5J/UOkCxTnz5+f/15ziNIETeb81113Hf3pn/4pfeQjHynYhm+rOWzwsTGeWlrGF7O/dDjQJo81zOfm/+l0uqhOktu4YqeJlZr7Ft9fls8lDHWJa3wOUVqfs5S+ky3dUjnwZ4mLI2xlLcUhiuMT37pig6vtp30eKgSfidRjHOBUY2wkSZTq4snFLjLtlxSx8v1s/zbl4CJgTRAlXW9s4278+lwi01QqpQqizPGlW5WMH+Z4zc3N9OEPf5i+8Y1v0De+8Q268847C/oyvBxSoKLFjLgcolwp80ydyoVs9957b8E9sKUmbG5uzjsk8rp+fHy8IHbzfeS/tb/Nffj0pz9Nv//7v5+/V74Fli4HQHkOeU/iGLvQ+vqutMNEheniff3JUsooxYu8HJOTk+rCLtmGg0MUqAQQRAEAgIVadaC0Qeg4JviqsRqVlx0OUfULGpqAqLCuwDOhY5s0zOVy+cGJEAcJIr2TyetRuZKLyO8QZZu81s6vdZAl5ThE8WOawfxMJlMVZ0bfAIaLehBE+QZOqyH2rtTkuDYQox3fvAtRxFagcSjnHa8mIfW+q050CaS0lHlRKVUQ5Zq8iyKIMmgOUVrKPPN9KYIobfLauA6FOETJMtuuK0qdG7KfL3ZLShnAtgnVbL9XrSfsfMKRqP1o7Z7KCXTuSCD38Qk0632yNslUY7wjbmzvqO85NFTKIUoTqPrOwevYbDYbnDJv3rx5+Tqf933kZJr2njU1NdHChQuLJj75pKlrUjSbzRakltbqfM1tRF63zyHK/F+btJTbuGJnNpstqNP4veXXGcWBKA5BlCt+uYQChtDUvlHgvyt/hm0xiy/c0a7H3GubCLzSgqhSf8OZhm0cpB5phGvQKLWdzOtG7hBlPjMxRxOx8vNo7zCPKVKExDHn4IIo85+GdIjS3IG0lHnSIUr2hwymjjZxaNWqVbRq1aqC65CiLM0hSkuZx/fXro/fZ5uo1ZUyz+xrrum6664rcj2UDlH8Oowgii/YGBsbU0Vz8twGm1hp5cqVdPXVVxc8Z7Z95HF9/WcZK+J4z7U0iD5BVFNTU34bLX6VO75nc4giupz21+W+W4/teVA/QBAFAACMakzMRimDbNiXQzU6hnKFVZInpUAYjdoJB34giPJjixk8PVw5gig+OKy9izaHKFsH0hXjQhyionZIZQzgAyJ8dbOtDHHhm5wM3Vf7OwnUm0NUqQIBg/YbwCFqZlPOO15NQgSWrjrG5RDlEkSFvnOhk5hye1t73ydWsv1u2ups7hTCJ6ZdThpyotbnEGUG1EMFUSFChqgTPT587o7yOKXErJDnNAl9ZoOvfFH70dr1yGdcigJscdZVtlrft0akHifCXcKXUj+LA/NM28Q+2nvFtzOp6IgKHaK0enPevHmqYMjlECWdO2TM0MRMtne2p6en6Lh8m5aWloI0SpIoKfM0QZTZl7txuNIvmfva1NRUMOnP77HLIcoX6/k9MJPcXGxlE5Zp+2t/G/gzNDo6qm5TDlwQxa/fdm9t7Sbzb3Ov4xBEudoTIQIy17G1v2cS9RgHOL42RCNQahuSvxua6xsXwkohr+39k+fXYob2nnPXGy1Nqe27UIcoUwYp6HU5REl4X4aXQQqifA5RWl/LfC9T5slyuFLmSaGMFLLxv6VghjtESUEUd/vi+/BzG2yLjcx1acfQBLyliK5s25cCf3Zsx5XX3tTUVPCMu8aHS6lPzb3UBFFcuEb0zj2RfaR6rcdBsoEgCgAAGEnocGiDCXE6RLlWL8R1DkMlVnqB6uKbZACNS5InlZOCrXPNBzpsq6VCJlZ5HepaoSY7wCGCKN/KJa3cUd99ObDCj+ka7I+bKIPVrn21v5OAT/hQ7uR4CJUavNWeEe3ZNe0kCKJmJrZVv0kjRHAU6iBAVHit5tk3g45SgBqCr74rxSHKVc/b6g3uSKI5RPFBepfoSk6K8UF6beIgLkFUqfVhSF0dEpNcZdbwCaR9z2mt+wU+IXBUQRSfbNGOZ45p+7189x+rniuHy0kyqdjen1BBeKUFUTaHKC3WSkEUFzS5UubNmTMnfw6fQ5SMO1JwJN8vTWDLr4+IqLu7O/9v7b02E7LScYRft00QZcqlXZ9tG9d4XTabVe8rP042m3UKoqLEejPJbSae5eS+FKDJ/bW/tTJV2iGKxwGb+Mh2j8y/tZR5UWKNy0EkqkOUr31WT3Vg3DRSjK11+6oaRLlG/o7yuCDbWs3NzUX1tU8QxUW2pi51LUjkx3f1d+R3cowtnU47HaJ8KfNsQiRzLeY6XIIo2z10xSTTV5Ip86T4JcQhih+TC924IMrsw/t0PkGU5hDli38yJWKoIEqLCzKtorat9nco/LilOkSFCrlKqU9tKfOILt9DTags6++ZUAeC6gNBFACg4di6dSv9+te/LvhsenqannvuOero6HDum4TVGJVyiLJ1oLu6umjjxo106dKlss8hGyu1EEQNDAzQxo0b6eLFi1U/dyPSCAMJoDT4bz+THaJOnTpFzzzzjLqi17Zqhrsr2RyiQjrCfNBc6wyaY4c6REUZDLAJosbGxmjjxo109uzZou8l8pr4gEg2mw12iLp06RJt3LiRurq6Cj7v6uqiJ598ktauXUsXLlywliNOQZSc6Ny0aRMdOHAg0jHjph4coko9b8jkXzqdzh8fKfNmJlEFIBo7duygrVu3VnTgTT67v/rVr2j79u108uRJeuaZZ2hyctIpNAkRRM2fP5+Iip0XNm7cSJ2dnUREtHv3btq8ebN30jJUEGWrV32LMLLZLL344ou0f//+gokILcWRdArhA9SuiWNeTl9bRhNEdXZ20oYNG4qs/fnxbefl55Z0dnbSxo0bCwbxQ/bTnoktW7bQrl271G1C2vG+bXz1cJS+Qi6Xo1dffZXeeuut4H3k/lHLF1Uoa86huQ8Y1q5dS+fPn1e/5+d+/fXXafv27erxMcgfPz6RZpLo6+tzjlmELkqqdLvOJojytbd4O98IWYmK3yXzneYQpaXck++PTDcnnwFNYMu/J7o8fqR9zl2mXGhuJAbpYFVuyjzpvKUdh09ua65Gvlhv/k6n0/n95s6dmz+/dizXO2f7jj9DmlBMYt6Z/v5+9ftLly7Rhg0b8v1F/m7ZHKJsboJaPDb3u9Ip83xtGm0bX3tNksvl6OWXX6Y9e/Y4t6tH6ikOaCRhTqLS2K7x4sWLtGHDBus7bhMtyfvEU61p+ARRso/Bj68JonyLM/j5ZAywOUSZ4/tS5kkXP47N4UkKooiK6y8u9NVikjmfFERpQjTbuKeMYZpDlEyZpwmi+FyWL2Ue/5358cy/pYhH284niJIiWvO3GUc9deqUdd8o8PFaTRDl67fylHm+7W3Pdy6Xoy1btqj9OlfKvPHxcfW9kuPYvjrw4MGDtGnTporVlf39/bRhwwbq6+uryPFBbYAgCgDQUAwMDNDOnTvp9ddfL2iwHD58mA4fPkwbN2507l+uJWQcaB3dOCb4bJ2Oxx57jDo6Ouj1118v+xyyEaIN+FSaQ4cOUUdHBx06dKjq524U+IRR6GAsaDxCVirOBHbv3k1Hjx6l06dPF31XjiAqxIGB16HapK8tZZ7ZzmWT7LNQtqXM27x5M3V0dNCTTz5Z9L1EDqzwY2qrl211ywsvvEAdHR302GOPFXy+Z88eOnv2LJ05c4b27dtnLUecgij+9969e+nAgQO0adOmSMeMmygOUdVwiAydsA4h5FiutGFgZlDOO272f+ONN2jnzp0VFdTL5/nw4cO0bds2Wr9+PR09epTeeOONkgVRNsdAosuDeR0dHfT4448TEdGWLVtoz549Ba4Y2vl8dbQt1hhck7rm+/3799OLL76YP5c2McyvT1sx7RMmafWINnltJmT5JMDg4CAdO3aMNm7c6F1pawipZx9//HHq6Oigbdu2qccLEVsRXU71tHv3bnr11VcjHYfj+519gqMocWVkZIR27dpVcr8zVBCiDbJHPQcXxslnvLe31+oqI/vc27ZtUyfa0Z+Kn9AJlCSwdu1a6ujoUPsXRH6Bu2u7OOBioFCHKCkm0pyMZHlNH8YliOKTpvL9scUM839NYMuvT6L1lcz+tj6dyyFKli9EEKVN8Buk0Ew7DheBmm1KSZlnjtPU1JRvW8i4rr1zvhiiCdRCFlIePHjQOc73y1/+ko4dO0ZPPfUUERENDQ3lv7OJnWztR9fktm2MJEQkqB1fntslhjP4BO2+euHMmTO0d+9e2rx5s3O7eqTeBVGcRm0n2MbQHnnkETp27Bi98MIL6n68r2BzPyLShby2d11bPCEdQn2CKJsoy5zLNa7Kv581a1b+3Ka+8QmizLVoMUi7R83NzbRw4cKiMX8Z0+U95vWgOQa/DzaHKKLihQkuQZTPIYoLmkxc4oJa7hClxX6XWIrfA+kQxZ9TTcCr1e/yHFu2bKGOjg7auXNnwb6lvue8HNrvr/VbeTl5yjxebg3bd93d3bR792567bXXrOe3pczj5ZMpEbV6XLtPL7zwAh04cKBi83/r1q2jY8eO5cdQQGMAQRQAoKHgynAeLHnjwDaQQVSdScMomDLEmTJP/ttgS+tU6jmIanMPTUMtySlT6gnfQEIS3hNQGZJWH9YKU5eEpO4y8PpUizlyUIGfhyPrfjl4ZBNE2SbbXCsO5d+2ckcRC8TlEGVbJRgqhClHLOEa1JeOVbXC1a4hqs67HMUhKkoZfBPxRIXPFVLmzUzKFUTxfaopiJKMjIxEEkRpYkhbSh9DFJcIXx1driCKMzg4SETF6Y/kBIBZ1cxXhrvOz8vJ+4PawDGfLJDfnz9/3unooJ2Xn5tjc6QIqSflOXn9rzkPRU3Do53bVw9HmXQ01+sSsrkIiQnys1IdolyCKNf5fItJ6km0U2/UU8o8nwCkFDc03/5R8AmitHa3nBDUHKIkpg+jTVzaUhPx/5uycScL+b2W8sbWVtDeZZfTiDl3qCDKlWow1CFKOibKc/HfRutnhjpEmf5se3t7QUx2uatox9dcwSQhgihzXbbfzrTfpqeniwQKtklfm6BJi8eauCxK+9MliAqJqa5+fEjc5tRi4Wq1qHfRcRIWaVca2zWa385WH3ChCa/zo6bMc4k6Zdq2TCZTUEYuyuLiTlkG01/RviN6p96fmpoqiDWmnpEOUVKoKglNmdfS0kKLFi2iP/qjP6Jrrrkmf2xZZ9gcoubNm0ff/OY36atf/WpB+Uy5tH6obUxTS5nHP2ttbS1yOeSCKPMdPz53HopDEKW1LYwQ6Wtf+xq9//3vJyI9xkiHKFtWllIdovh7otX5miCKf9bc3OwURIXEJT7uLd9rm/CNiIqcl2WbUqvHXXGtUjHNODnHMV8KkgMEUQCAhsKWXoh3ul1Wh0mwp9XKYJvojdJB0jr+vAG1ZMmSSOUMKU8tBVH1MBBaD0AQNXOBQ9RlXBNXIQ5RWueJ31sTn7Tj21ZTERWmCZOOILYyR1m9axPZRHFacLlO8A65tvLKVTbt+K5yuZyxfLjuIU+xUUu0CXFOqYMsUfAJAEqtQ0KEiHCIAuW843IfmwAzDnxtJjmBZxPgmMFZzc3AJ4ji9YWc5JXlc4ly+d+2e26bBNDo6ekpKJOcwHalzPNNHmqCKFcKJNt3oQ5RvgFk3v9aunRp8H7a55q4ytaftcV1n0OUz5UmSl8gNG7bCHXIsYnOQuCTLQbfRLevzTwTJjiTQL1PhHNKEf9xyl0cxidPXQJSW1n4wocQQZRLdMXH8jSXCL6/+ZwLuqTAVpbVdg0hKfPMpLFtGyny1eojzcnEVb5Qh6impqZIgih5D00fdtasWV5BlOveyvNpk6Mhgij529qYO3eus69gmwC2XYOcvLftE8UhKpcrTCnsSlvkKpP2nfa961iNRr3HgZnWXtDqkGXLlqnb8rjEx480QZSsV23vm9ZX4PvK+ti851w0r4myTP3MU+JxTD3IxwpbW1vzn2uOuPz8Epcgil+DqcdWrFiRH0PUjsnvA6+vmpubadmyZfl0dVJYpNXv8vi2VGoyZR4XSGkp8zShseYQpb1TLhE2P7aMi+Pj45TL5aipqYmuueaavFOWFj/kvbGJq0sdqxsdHS06p+u42rsix5fl9tq/bftLJ0azj/ZMjI+Pq+eW9bdvjDHkOwAkEEQBABoKLoiyrcC5cOFC0LFqFVC1wXBbozdKR1ZrSPT29uY/cw30hJIEQVS9d4CTgE8YmAThIKg8IRNzMwGXIIpjE0RpE5CaIEobKLGtlJHfmRVovjJHWVlqS5kXxWnB1bnXBvRDHTG0z0MtnuN0iKoXQVToQEI5RIkbcIgCcRNlhb4GryNcCyfKJaogSm5vrs3U+VoKGF97XqYudRHqEGW753LCz4UURMmBapk6iTv32K7DNnEu/y3RHKKIilMk+IRY8t8G3hflg+Mhz7Grr2Wu1yYQtK1urWbKvJBJXxe2+CJjUDmCKG1SLIrzh0+gpQ3yg3gIbbMnFV/d4WtfccoVRPFJw1CHKFn3aCnzJCaeuc4hUxMRFcc8OWmpld82PsjRtnE5RJnr8jlESZcJjiYEdi0S0VIJ8uOYOM+v3ZVeW07Wmu/NcaQgShP2RBHrlOoQ5Vr4yOPz0qVLi7axuTrZ+tba9fjSD0YRzmpxSzuma39OSNy2bd9o46aNFAfq9Rp8aM8fX5Ayf/58dT9NqKvV5VJYQ2Sv/2XMkGIqWR/z2MP7KvI94vWF9jtqKThdDlFmO9tYhxanbCnzDFp8MPvZHKJkrJOxWxO/2BZ5yt9IpsxrbW0tun7t/vN7PzY2ZhUk8X+7HKL4NcjYbWLV3LlzrYJrV0pAjVLrYB43tfdAG0uWcc4lZg6ZD7CNx/J4KMeqTdk1MZWr/q6FICqOeVKQPPCrAgAaCptDFA+mrlQY1Zg09KF1DmyN3lIFUebf/F7EkWLO1YCqFvXeAU4CUTrhuM+NCwRRl3HVKbaY4RNE8f20wRCDrPv5fnySweby4RMkafu4yp3L5SJNLLriSjabLRp0cA3++44fmjKvXIcoPkmQhDaDKYurHK4B9LgoZRIvhBBBFByigE0AEgrfhy8WiJsQQZTrfTXPvnHUKMUhiotifO32UIco2/stV1W7MIIo6fYhV0SbiQLXJAQ/Py9nqEOULf2RKaPB9qz56kPe/7K1tUIm64n0+s/Wji/VISpOoW0UNw0N27lcfZeoQlk+6eMSMXB8cdb2TDTaRHStqfdxgCjictd2ROW7g3JHQq2+1Nr4cmLMJtzhhDhEtba2Foma5OSsdJvl5decIELqbykU0ggVRLmOoYm65O/KY2Joyjw+mexyiJIuDubcmiBKTqCa/aMIokp1iDLn1X473nZrbW0t2obHmxBBkzZJrLltRRHky/timzx2talsx4o6DpuUPmwlqPc40Mi/jUFrB/F32BfXuNhTe+9k2jt5Tq3NxvsKPO7JlHkGKbZ1OURpdZZWfzc3Nxc5RPkWiBi0GGRLmSe/1wRRpkwG28Ib2e/U+qG2BTaayyHfnwvbtJR5WlwdHR3NH98liNLEVJoIW7YtuCCKf6/V5/z8uVwudocoPv+pHUNLgSfjnGuBacj4Cu9j2ZwYtWdibGysoCzy99XqcVd9WKn63jeuAuoTCKIAAAV0dXXRli1brAOmSYfnjbUFb9dEh2+A8siRI7Rt27bIHZO9e/fSrl27grbVBmGiOERls1naunUrHT9+vOCYWiOQ3wt+j/bt20dvvfVWUHld5alWB27//v358soODYiOTwiDgfyZQTVS5mWzWXrttdfo1KlTFTl+HJhr96VpsU06Tk5OOgctXYIolzsHnxyWnWs5CaydV+sgc3xCLh87duyg06dPW79/++236c033yQiv0NUiCDKJ76ybZfJZGjLli309NNP08GDB73nNn9LFxnfQMaZM2fotddeq0j6Oi5wiHPiOgpRhLRRyhAy+QdBFODPRLlpuMbGxoIn5l599VV6+umn6cCBA5HLacPVxjLl1Byi+Mpml/sRr9tdA5/y+Nr35m9b/RtFEGXuuXTKMGU05Y6SMs82oUxUmkPUyMhIwd+ZTIYGBwdp8+bNNDw8rJ5XKxvvf9nqTvnbvPXWW7Rv3z5n/WdS6dr6wHGmzCs1rtjidiqVoi1bttC5c+ec+4f81rZ7tG/fPtq5c6e3jJpLQBSHqCgT0UmfsJ2YmKBXXnkl2GG71jTSRLh2DaEpI4miLXY7ffo0vfrqq+rEWIhD1MDAAG3evJkuXbpUsL+ZKCs1ZR6fuJTiRP6eEhW7OPDJW23CMqQuCU2Zx/8vkWIn1zH4xKtNRMSFZtJ1QabMs/12x44do1/96ldF4jE58W5ixuzZswvuodaHdMUEub0miJqamgp2WNLeAy401pwj0+k0pVIpeuWVV+js2bMFZTfYXLTk5LptAnnr1q105MgRb/m1v33P5r59+wr6nj5BlPz+zJkzBe94FCFXvVGP48G8LZn0NsL58+fplVdeKWvOSHu/5DtsOHr0KG3bto36+/vpxRdfJKLCmBBFEGXmSoaGhorOLwU/vn6GFNvK99vUz+l02pkyz2DqF/O5+duU4/Dhw/T666/n63fpoqXV9Zqgid8Xl0MU/39/fz+9/PLLBZ8Z5H3WHABtKfN8DlFcECVdcLW0iOY6zbyg5g5p/i3FUseOHaNXX32ViAp/GymIMiIkc/9dKXmlu2Xcgig+XsHfKTNvqaV6l+V0jaeG1EW8HtCOJX9Tw/T0dMG+clFPVEFUpep7CKIaE/yqAIACHnvsMSK63Mj5xCc+UdvClIDNIYoHZleKG1+wffbZZ4mI6Nprr6Vrr702qEypVCrfeHzve9+bV5JHKUMUh6gDBw7kB3u/973vqduZv3lHwNyjdDpNL730EhERve997/OW11WeanTgcrlcvmO0Zs2auh8ITQJRJjlwnxuXaogoDhw4QG+99Ra99dZb+foqabgG1WwT19KBI51OF3Ss+QC71ok2uFLmuRyibPWgVt6mpqaiCVR5Ddr5zTG0CYCBgQF644038n+3tbUVXcvu3bsLvpfls5WbE+o0YWsPEBF1dnbmy3L27Fl6//vfX/C9La7JtkQ6nXZ2mNeuXUtElwdPbr/9dut2UZGrDmvlEOWrL0qtT2zCbw5S5oE4HaKILreP582b59zn/Pnz+cUOp0+fpptuuilSOTXMClLb9qb+0hyi+EC+qdc1QgRRZn+fIMolGDbfR20nmngmB8CloyCfhLCdQ1v1bShFEKUdf//+/bRnzx6aNWsWffSjH82XSZaBw+OHbVt+T0dHR+m1114jIqIbb7wxX0Y5kJ1KpZyTpLaUeT5hnK8ejvIb2+L2jh07aPfu3bR7925ne9D3W2vbpFIpmpqayvdv3//+9zv7t2Z/7hDlq1d8k9m28iV9wnbLli10+PBhevvttxPbTufU0ziAVk9HEdP59okSC9etW0dERIsXL6YPfOADBce1iWp43fOLX/yiaHI8m80WuC3Y6tR3v/vdROQWDJkycKGLa/KaSBd08QnVkLpECoVWrVpV5BToEzyV4hCllW/BggV5d1qfQ5T5njtrcUwf7corr6Qbb7zROkE8OjpKRERz5swpcJrS+kauek3+rU2YExFdunSJli5dqn7Hy6U92zzdFndDMaRSKdq6dSvt2bNHPSaRP62eljJPXvezzz5L73nPe5zl59sbXC4d2WyWNm/ebN035G/TD12wYAHdfvvtTgF2PcPHNOohDhieeOIJGh0dpc7OTrrnnnvynyexjfDoo48S0eX7+6lPfaqkY2jv1+DgYP4z/kw+88wzRES0ffv2/Ge8PtXERpoII5vN0unTp4uE8VJky49h6jvtd+B9BU2EyRevaM+irAdN/btw4UIiKhbcdHZ2UmdnZ/7zefPmFdwzra73pczzOUTxuG0WfsjzyPss3ZV4zCIqFEtLUa9Mdch/R/M7c0GULwWdyyFKOv5t2LDBeg18PyO2mjNnTsH1a3UqP042my0q76xZs4pc56Ngc4gy85aLFy8u2F4+y/K5DRk7lvC+pebEKNsh7e3t+f6rFNHz82jvZS0EUa62G6hf4BAFAFBxiYaSTEjKPFsOZ7mPNkFsMIMDIdisl21oAT+KIOrMmTPe7bTBBFNOrjKP2jDzdcQrgRxY11Y9gWj4BkjgEDUzkJM7lfituSgzqbjqFNvgr5x01CYJiAo7+SEp87SJRJcgyuX6IFeJyTiplYfHWFuZNczkvQ0zWBD1GSvFIUqW2baqyWCbrHL9Ni54xz8O5LOVVIeoKA5SHJ8zCREcokD5K93lPiHPkRz0C3muo4rMbfUPX3Vs4APdoQ5Rtv6BOb5PYGibdPKtqg6ZGDZlMOWVKSK0SYhrrrmG7rvvvqIB8EoJojKZTFH5+Hlt2H4D23PMfwfTvjD3gX9nHKI4/JhRHaJcYqBS+wK2uC1FBjZCUgnK+5/JZAqcB0LjhOYsM3fuXLrrrrsinV9+Vk/9qEqmEK0EtonNJKLVMT5hna99xSklFvIxLi448jlEaXULdxLSFgz8yZ/8CX31q1/NLzIMEUTxcsl6yvY9nzT1iXj5NvzfZv+vfOUrdN9999ENN9yQ3ybUIcoXc/g2PHbefffd9KUvfYlWr16d/86WMklLmee6r2aC29YnNPXm8uXLvSnzXIsv5HNrW0Diq29cfXI5him3SafTdOLECesxiexxXE6u81hbTp/GJoLSxPDmPJ/5zGfU7ULFlWbspVRRc9Kpp/jKMXVvX19f3YimpVt2FLRrjDJv4kuZJ4U15jyuGCpFtnyMTttPxha5jRE8ZTIZq4sVr59Nv+fjH/84felLX8rHGdlnMs/KokWLio4n4TFFS5knRbQGrd9kO4/LIcqIhqSjZDabpfb29qJr0Byi5Fgpv88+sYo2zikdtrT2i+ZiKMXY5tjaWK75Nz9ONpsteibNvSq1DnYtciIqHmuXsVo+myFjxxI+7q0dSwriW1pa8ovO+LioeUZkGy5UbA2HKBAFCKIAACohg8BJxCaI0lYIabgCbKnpo6IORmmNjigp8/jqKNt22mChub56E0TxMjY1NRU1VEF0fA3fRh1AAYX4JmYrcY4k4qpTbJ0w2bEuVRDlcojiKfPkwIRtwF97dzUxks1FQoqBbZPl8rw+QZRtpbAPTdQbdTtbegSDLX7K3yY01sfdvkqKIMr3LpcaN0ImBPlvMT09nejBY1AZyhVEaRNnUfcJEUVGeU+I7A5RmiCKxxXXBGiIQ5Spk30OUbJcBj7Aq12za3BRCqJM2lk+sEpUOMhtytXW1kY33nhjfl+52lQ7j60MoYIo6WAlz6edm/8Gtja3TchrVibziVmDtgo9JGWe7Tkw99gXV0qdEObPl63dIbE9g66+SzabLUj5Fpr+jjtEmX3mzJlD733ve6372MoY8juD8uFjHElvC2h1UBRxuWs7otJiIW+Pc5GtzyFKg9ePPL2RYfHixXT99dfn//YJZeXEppy8loIoTdAVVRAlJ5DnzJlDN954Y36Sl5/XJ4hyXZ9MFcvj2rx58+iGG24o6C/yPqB2HF/KPHl9PIbyv41AaeXKld6UeVHEObZ+X6ggSvv9+BimVsZUKlWU9paXVbZXtDpdvh8+gYXvc1v/1BXHuRjPFXds9UIp4pN6ohHia6mLiKpNOakWtWfX5ZImCUmZp42PafWwT2RrE0RJoa4sM+9LadfT1NRU0B8yfZc5c+bQDTfc4HUflO4/rhjDhTDadrb+ni8NH1Fxn46LgEys5GOGpj2+cuXKorKY/hcXG7livyu+8bJpY6gLFiwgIr1vpDlESYGO9pwY5Dir+UyWl4vmSkFmJfCRzWaLYo1LmBtSF2lp74jsKfOam5tVQZTZ3iWIklRDEAWHqMYEgigAQMOQy+WsOXRDBVGuiQjeiIsSbPm5ojpEmfJEcYjS3L1sE7oc0wCx2W6GUA0BhcQ2iJ/0QdAkE0UQhfvcuLjENHFRD8+Pa/A8VBAlJ/q0lHnaYI5ttRb/TnOI0gaW5P5ydZOr/LbPQwVR0g5b4kuZZ0NOBNuwTSzLY2gTaLa4VqpDVNyCKPNsycEaTj2nzAuZ/JPts3IGaEF94mrzhyCfmajtde0YpeCLu+Z7IzLV3Ax8Yh5XO99cE0/zoH0v/7ZNAtgEUSETw6YMZvCWO14Q6S5UvonxUIcoLoRxwQeWbfWs9hvaXChswj5ex5nfT058m31cMcwmOrI9uy7Bdql1um0lcqggyjfJq22TzWYjOURpK+P5M6QJ+nxx1tZeTHo7OOnlk9TTZLg2kRelLeX6jCg8FvL9tfTeNlGN7z3i9aMURDU1NRUdM1Sk6hNEybikOb25ng2tzyDLxvs1clJUK3vI9fH/a3GNTwrbUuaZsvCUea54KwVGvE84Pj6eFxCtWLGiIB5oz1YUhyjNfYPIL4hy9clDHKJcx3S1A7XJbZczqO3dC1moJP8t/+bPkS/uaZh9oo5R1wuNME5ZL9dQznPjE0T54vfk5KRXEKU5RLnas1IEpAlUOTyOaYIo7mBlE0TxutC2gNBWh5vUevx42jmICt2xNIcoeQ+1fpPtPDK28Wsy6al5fWPa45ogSqZN11Le8thYjkOUSxDFr8EltradQ3OI0sYZzW9e6rvkcn3WkIIoGc9dcdxWRpvbPncI5c8Id4jSXN5dQqjQMsUJr0eSXB+DaEAQBQBQqUeHqKmpqeDBaF8KCO0Y0oEglCgNe5sKO1TAZXNGsHWQtUabZpUeSmhHPE5Crg1EwzeYXC+rlkB5VON9rodOhUtkaSu/TxDFO9LayiWDyyHKJYiyDRi7BFEhk6a+8mnlJAp3iIq6or+UlHlyO9sAkO/vpDlEmXtcK4co2/m080apS0Im/+RvgbR5Mw/+fJUiTHIJJW3YxEpR9vGVwzbwZ953zVHAt2LW1c6XgiiXKJf/XQlBVHt7e76+nJqayl+rGVzWJo7N9jKuaQKXchyitAkQm7uDvGc2x0j5b5uTknGIMvdBOky4JqKjpszj7RNXbCw1bpfiEGV7h3yTyXyi3feu8udJThZpk2z8mLZ2TL0Kouqtn1eqo3ct8AmitPL7FmdwQmMhrxfk5B2RXRAV4hDF+xq++rfUlHlaujn+f81hwlUHaAJrGbM0QZTPIcp1ffIYfPJaSwloE0RpDlGuWCYnmHndZtKYLl68mGbNmuVMDSU/801aynIvWbKEiC5PlLvqRJugLZvN5mOjrYwydRDflsidKkg6aJmy2OoYn/hK+zvEIUq271x9K59Llet89Uw9iWJt1Ms1lNN+0d4vTUxhO8fAwIA3ZZ42Pua6nzKmaE60HOk+KLcxdW9UhyjtWjRCUuZxoTBvx8oy2ua3SnGI4n9rKfNMe5wLbQ2aIEouzuC/UymCKM0hSv52/Bp4XObH0lIrGrS2g/b8md+8lHcpl8uprs+uY0nhXhRBVMi4tzY2K9uQXBDFkQ5R2ryeq49bqf6UFEKDxgCCKACASj0KoviKZyL3anFbg88VYHkjzjagrGFbBRyCtoJH+57o8gTHU089lf+bNzrk9e/bt4+OHz+uTiBJu+nR0VHavn17wQTKmTNn6O2333aWR/s7hN7eXtq8eTNt3bq16DfVkI22kJV/SaCrq4t27tyZyIFwObhy/Phxeumll+jNN98sGKAz34PGJEQQNTExQdu3b6fh4eFYzhEHU1NTtGPHDtUtrxRcIkufQ5Tp7MmYoa261gZiTd1vYrI2QRolZZ42cKqlzJPlt7Fnzx7q6Ogo+lzeK55aQkMOjB88eFA9ruH48eO0b9++orrINsHhag/I+37+/Hl68803iyZc+HmIitsRJ0+eVOPigQMH6Pjx49ZrKRfzW8l7fOzYMTp48CARVWf1lG9AwjVov2fPHjp16pT3uLbP5G8RRbQO6oNMJkM7duwoSHvFkUISV9tKvuNmH3k+Hz5hHtHlZ/v06dP5v+Vgu++YJ0+epH379hWVS3Nw4hNmrn6cbOdzTPlkyrxcLke7du2is2fPqtvL4/AVr9q9dA1g84lhc51TU1NBDlEy7ZAUNGuTABq+e8hTHJhypdNp2rlzJ3V1dVnbBvv27aNDhw4VHMtWd/L7ptVp2j3UHCsymQwdPXqUDh06FDllni9Fktx+enqaduzYoaZv187V2dlJO3fuLJjg5/T399OOHTsKvrO1G10xJpVKFZQplUrR6Ogovfbaa/TKK69QX1+feiz+HPCBfU0Q5VrR7CpfEvuBnKSXT5K0Pur4+Dht3bqVNm/eXOR+U6pD1MDAAG3fvj0vIrT9RqFtP1+9YHPMCxFE2RyitPorVBCluUTw/8t+m0y319vbS9u2bbOea3BwkLZs2UJbtmwpii2GOARRmkDM/H///v105syZgnOHpMwz+/N46Yq38l7xus20t1asWFF0fvls7dq1qyAdnU+cI8ttUvKNj48XtFEk0tHq4MGD9NJLL9Ebb7xRVMdGdUhzLULi4jTu7BwiiOJx0SWkt/2b/93a2lrw3LjEtb66u1FT5lV64ealS5fo1VdfpVdeeSW2sSZJSBvh+PHjdODAgZLPceHCBXrzzTfL+u3lvqdPn6aXXnqJtm/frh73/Pnz+Tafdo1av8xWvmw263SI0gRRPocomwjVJn6U7oPy2Lx85QiiQlPmaduV6hDlOqb8TN5nTRBl2vG5XK7AIUrGTRnvNEEzX+QSmjJPMzqYP39+/jvZB9FS5tkW2fhS5vE+qW0BUSnvoUyTHiqICnWICpkLIApziJLtnSiCKFecq0Z/ij/fWHTZOBT35AEAoE7h+WeJ3BOg5abMiyKIitLZtJ3fVl5+vD179lBXV1fBsXK5HDU1NRUdd//+/bR///6CVQWaICqbzdLGjRvp/PnzdOzYMfrmN79JREQvvvgiXbp0ia6//npaunSptfyldEJff/31/MTo7Nmz6c4773RuLwcrXOKFJPHYY48R0eWG+Hvf+94al6YQeU+fe+65/DN49dVXe9NCgMbA51RBRLRp0yY6ceIE7d+/n/7sz/4s8jlkBycOMe7rr79Oe/bsoW3bttF3v/vdso/nElnaOmEmXixcuJDGxsasjhDcaUAT6nC3jsnJyYLz8dXBbW1t1NraWtSR5JMZ0rVADorwYxsx6uLFi50D0/v27aN9+/bRX//1XztFuMYu2wYXRI2Pj9MLL7xARER/9Vd/pT4TTz/9tHqcdDqtDvxrcUJOGhieeOIJIrp8z2+99dZgQdQbb7xBRJcHd66++ur8tWzatEmdOIkLzSEql8vRhg0biIjo+uuvr8pggW8A2vb9wMAAbd68mYio6Dki8qdqIir+LTBY0Xhs376dfv3rX1vrdfmMp9Npa0qWRx99lIjeeceJKuMQ1d3dnX+2v/e97+XLRnR5cFATgMhj7N27l4iIVq9eTfPnzw9yiLK5eRj4AgebyEU6RJ06dYpeffXVomPZxLc+1z8zOW77zmBi38TERP5c0iGKT1RIpxA5OByaMs83wN7W1kaTk5MFA8ldXV104sQJWr58Od188835bU3Zenp66KWXXio6lq1u9Ami5IQykV73pVIpeuaZZ4iI6KqrrlKvR6aONfD0SS53RbPPtm3baNeuXfTGG2/kn3nXufbv309EdtH0Aw88QESXr/9jH/sYEbknx7R/E10WOPDP0uk07dq1i9566y0iIhoZGaH77ruvaH8+2cIFh1rd4puIsA3oJ72/Wm/9vKTd2wMHDtDOnTuJ6PJz+NWvfjX/XSmCqFwuR4888gilUim6dOkSffaznw0SZbjgfRSbO5LLIcr2jHBRSrmCKP4umvOZcoekSuXv8a9+9asCobLkzTff9JbNOEsQvROPowqi2traCpycbMfQXCh8DlHm3vjaA/I35L+LEYouX7686PyyHjbPuME1aUlUvOCmvb2dlixZQv39/XThwoX8RLWEtzkmJiZo06ZN6vMn3clcY7BmO5djMG9DtLa25u+B7d3jsXj79u301ltv0RtvvFEwbirP4Rpf49eipXKV/9b+lsduVEFUpfu8b775Zr5tPjk5SZ/73OdiP0dIHHv++ecplUrRDTfc4F14pvHII48Q0eVn6vbbby+pnPK5eeGFF/LjRitWrKAbb7yx4PtXX32Vuru7adWqVQWfu55J2/Vfc8016oJBAxcv8vO4xhVkX4HXeTaHKN5Olsc2dafLIYrX4VEcoubMmWMVxMpzEBXHY/m9bTFZiBjaJRg2db05/vj4OE1NTVFTUxMtW7asaJzRHGvevHl06dIlmjt3bpE4ThOo2nClzJszZw41NzdTNpstGquNyyFKpvuVz7O5V6XUwbLMroUZZpxYPqcyjoXEIVc5tBR4Wso8bWxY9mG163GVqVJtftucMKhv4BAFAGgYjNLc4AqO5TpEhdr6y/18DR3b+UMGf7lNtDyfrXGgNX64K1Mmk6Hz588T0Tv3N5fL5SdTXCuptOsJgd/bkAaHvAa5GjzpDA4O1roIRch7Kt3R6mllMyidkIE1I17kq0KjUImJC2PxH9ez6RJZaqsxeWdXm7QmKuwka51oosL6z3SWeRlM59OkMfjyl7+cnzCUg7taWj65Gph/Z+r7K664gr72ta95B8pcKYDuu+++IktvCR/Q4fXN+Ph4URxwPSe2yR+X+4ttH7My2vYe2EQ3fGDH3Bd+DdUQRMm2QTXqbN85bG0yfh+1dBa+Y8ljEGGwohE5cuQIEYWJDYiKXWM1eL/BVke7kM+hPAYXHsl9NIcZ13lNSmwpWNJcaH1iHpcgSjpEmXdJOpvI7V2CKO2aXA5MUhBFVFiv8jQK5hzS0ci3mlf+W94z3z3k12d+d9N/GR8fV+tD2U+V3/PyEtlT5hkWLlxY9JmWMo/HZ/Nvee9tA+B8IsG1uMiU2/QZXWjPg89lobu7Wy0fJ0q/P5VK5duK2veaQxQXmGtpKX19bjhEVQfX6vZawMdn5MSfVs/4+kXZbDb/7nV2dlq3IyrNIUp7j2yiGlMOW3uYu2JoDgESXypVWa8bwc6yZcsKjinjknSXci30cJ2fs3r1avrUpz5Fd999N/3O7/yO9Zr45/IYfCLclVbPfGa2T6VSVoconqKJyO8QJestXiZzDPOZK2WexDam+Z73vIc++9nP0rve9a6ia1y5ciUR2WOlLO/IyIgzHsj2kg1bv057F/hCJukQ9dnPfjb/b94e5PHLJaR31V183MCWMs92XRJtwW0S6sq4qHR85U61lepvhghjTb+g3EVALkdPH/K54fFOLlYneifWyLkUbazNNQ9yxx130Oc///mi+o7jS5nX2tpKN910ExEVCy/McfmiRe0dkbHFbHPjjTfSF7/4xfwihHQ6rY43SYcoM5Yj0fqMc+fOLfrcJYgyZZTb+RyitL6anHeS93n27Nn01a9+lb72ta/lhS+yvWBiky1l3mc+8xn6nd/5HVq5cmXRWCmvj6MKorigt729PS8mlGOZWnzWxNbaOXhZZdtFPkc8xXxUbBkItGPxsWTpYMhxpVK1lZG/z9qxecpdosv3RHvWS0mZ53JWjAvbuCWobyCIAgA0DDKNRikOUa5OUxwOUb5OmW3wIGTw11zTRz/60fxnUQZnbQ5REt75jzoYEkLUzrkcPPDds6Thm3SpBa53J5vNegdrQWPgGrSzbRMV17NWKraJ5lIpRRBlMJ1P26pTPhBgE0S1tbUVTPwapBDmuuuuo3e/+91qmU2n3uUQxb8zk98rVqyg6667rmjgWiIHtsy1XHnllXTjjTd6fxM+6MDv1djYmDcdGndrCHV/DOnY2uKnz7mRX6sm0I1bEGXuPR9YkAOK1XD1c9lZu77nZdVEF7YJQQ4cohofX1pW+UyETHi6BBRxOERp7zp3iAo5Jv+cl8nlEOVLIeAa7OSuhETvvEu2hSDaqm6iwkla7V76nEAM5jq5iEumzNMcouTgtXZsXgbpsmFLEWXgKQ7k9U1OTqr1nU30Y3sOfYIoTWgs0ycQ6f1QOUHsc4iSiyNkmaLEFe154MfS7jv/faIKjuTxTRn4pLvtPbA5RMky8WOEtIshiKocrnq9FrjGj1wOUSFjP1IAJAl1iOL1u00E4nKIso2L8fNLEaxv4lYiJxWnpqbyInojpAlJmZfL5SKN4/Hzy79vvfVW+vCHP5w/f1SHKB4nZeodjvmOp7KVYiVZTvPcSSGaRIoO+Pl5ukP+neYQJbGNaS5dupRuuukmNeWSSc1nS43My2kTtvEUSGbbUEFUFIcosz2/bzfddFM+Lttims2VU35na19KhyjbsXiZbf+eCQ5RcceAbDZb0HaoxgS8r09d7jWWMy7hcprR3k+zvc0JJtQh6vbbb6f58+c7HaLMu8LrGj4msnr1arruuusKziEXV5h3PZVKqb8DPz6fh7jqqqtozZo1BX09Le6EOkRpccFcv5baTduX14maiMg2dlKKIKqlpYWuv/56uu666/LXZ2ISF0lrZTZ/L1++nN73vvcVuEBpv5NPECWd+Pl1tre35++57OdqLlq250RLmWcTRMln1fRzyxFEyfNr7wM/j8uBOFR8ZJDpIDUTidmzZxc5RGnPuimbbMO5xhhtMTRO4BDVmCRvFhYAkAjinrCrBnI1USmCKFdHkge/SjlE2c7vmiCR5+GNC9/grHaPfIIom626q/xRiCIgk+fkYoQkDIKGkMR3jd93+a7Izm693GcQHdegXVxUohOjpZEpB1c9rNV5/Dr44DWHd5JNh1sOxPLVv7IjTlQsiCIqngyQDlHaAJr8LpfL5YUpV1xxBRH56ylXSkCi4gF7ibYimehyPJL3Tp6rpaUlv79t8scVq2z7yFVKcl9bh5gPTNns0eNEew6kAKoadbZv8NZWhjgEUa6JelD/hLQFS3GIctUDpQiiXPuYd9IniHI5wvLvNLEtF7mG1jO2CUCZMs8niJL3gvdFtIlWVxk1hygjiOKTu9okhFytK0WpoYIol4MV316bGM5ms2p8sLls2epD1wpeIl0QpTlEaf3QUEEUd5CU16k9eyHvqk8QxR2/DPyZKEUQJcve19dndcXhx9JSAcuJMnmMUBc727mTBgRR5SFdljmu9o2t7PxZ1voGnFJS5mn9MpsgylybTWDEPy/XIYqXIZvN5t2h5s+fn3egsE1aShePqIIon8iYb2crO/+/oVSHqOnp6XxMsKVM4m0NV9k1xw3pGKKlBYraZ5f9QvlbNzc35/ucIQ5RNkGUcU6ULiAhZXM5RPGYoLnGyLhge/dcsckliLK171z1na1fpi3sgSAqjIGBgaq4EEbpU5cbo32CEheudqrWDzP3Tr4fmtusSxBl6kKXQ5TWVpOiIFlfyr4EH1/S7jOvL3mdo41/2eKO1udxbWMwqei0OMLh6d54PSL3sT3L2jF9giitfyUdoqTQ1nYsvo18JkJis+wPmvMbMZVNEMWfRZfYmqhYdMW3kc+ZvM98gU1UTJmNy5WrH1KKQ5S28Fcin2u+P89mIF3JbM+6Zr5Qa0GUNucK6h8IogAAKkkUabiYnp52ph5zpSLiuAKsa0DLRZTVN7bz2/bTBFu8weFSifPjm3LmcrmCwYVMJlPUyIwiiCqlkxh1xbFsePpcsZJG0hyi5ESElkYmaYPNoDJUQxBVCZvbOB2istls0SAJp1yHKD6wahN5tLW1qSuPeCfTICcD5Cos7d2VgqihoSGanp6m5uZmWrp0ab6cLmyWzbaJQwlvc0hBlIzX8lytra0FK/g0XLEpqkOUXGEmLZ/lSkRJNRyipNg5zoFTG1EcomyT/uUKouTKeNAY8LQLixcvVreRz4SWrs61j4w/IfHIJ4ji77r5zieIck2iaYIo/n77Jq815HVKByFz3nIconh6BENoyjzpEGVLYSAHp33pDeS/tUnlEIcoObBs4JMFph1hm+S11c+8/SHjVHt7u5puQFvFzutDU1Y5EG1zEeT30Sbalvv40N4t14A8UXRBlK88MrWfq71rngPpliJFdFL06CpfNWJyXCS9fJI4nTPigL8n09PT3skbnyBKezYr7RBlE7D6HKL4tbsmTF2f8e94fWRchIw7E99fxkQ+aZpOp61tRNv5Q9vtvpR5IYIo26Q73356etqaMk+ew5cyTy7+4L+1TRDFY64NW7/Ldi+ampryDlHDw8PWNgfvm5kxSyOkInrHIYqXUUvLpJXN1lfnY2PcrYRP3Mq44OuPulIsyc/5d/L+lTJR3OgOUZWMAbKfWg1BlK8fXEtBlGs8RRMs2t41TRDlmgcx9Z42PmbQxJeyXrDFUM0hSvsdeFziYiv+npp/mzjJ+0KhDlEuQZTPIcrA+5F8O198076X98KW9o6oeHGoHJt07Ss/k33pKA5Rpk8lY6dNEMXbCfK+ykUTrvpctl3ks8r781Exz5QRhZtrlL9PU1OTtd9qW7TLr9OgvQOy/ac5RM2aNavgOWptbbWmh+TiQ/l/X5lC27xRgSCqMUnWLCwAIFamp6dp7969QWkj6pELFy7Q4cOHiejySqJcLkfz5s0rUkjzf8tVBJOTk7R3717rSnKbQ5QM/MePH6euri4iIhoZGaG9e/fmzyFX0E5MTNCePXsKBsu7u7vp6NGjVhW2rbOl2V1qk+ch+6fTaZqcnCy6b7KRyRuLlXaICulkyvL6BhIbgYGBATpw4EBFrtE20cy/dzWUQX1z+PDh/GCP9j4fP36cOjs7YzufrIPigA8slPt8RhX/8U4o73y6BFFyJS7R5Xd8165dRFSYMo+XgXcyDXI7OegwMDBA+/fvVyeQzd9m0nb58uX54/kGS3p6emj//v00NTVFe/fupZGRkYLy+ByieD3jc4iSExktLS3eFbkusYNtAEIOuhjMfTLlMm0O+b3t2JVyiOLlcF1fNQRRvsFb2z0ybTmOa8LQYJ4JMziIwYrakc1maf/+/c5FClHhQhLb+2OeGzMZFpoyz5S3v7+/4DutLunp6aGjR48W7M8xz+r09HRROz9OhyjuisfLyt0wQusZW1zjk6zT09PehSCy3Hx/8x0vs2tVr7Za2vye2qrms2fP0vHjxws+k2k0fA5R8vfw3UNzLdrgNlGhICqXy9HIyIh1RbX5DY4ePUrd3d0F+9kEUfPmzVPjKp+g5Z8ZKuUQpQ1a29DqZ3lvpAOJKcehQ4eop6dHPa4v9nLMMRYsWFCwfU9PDx05cqRgskP2qaULmTxniJAFgqjKkbQ+qqw7XQvLiNwr/OXnlXaI0voqHF9KVdM2M/tHcYiSk2Vc1JLNvpO2yiWI0gQxMqUpx+YkFDreUo5DlCmf1nYy+5ny8XFLzd2Qw90pNOTz5nKI0pxQbNj6TrbUgC0tLTRnzpx8nbx161bavn170f3QHKKuvfbaovNI9ybXwpwQQZShFIcozdGJtyHktcnP+Xcy7rj6XnJxjPycx2JZjn379nlTVcdNLpejAwcO5N3fNDo6OooEzdpxtH9HwcwRyLaJGSOTbYe48V1DlPGpiYkJ2rt3r7WeLmdcIqogyuYQZfpj2jMrr6+trS1fZpdDlHlX5DvD6zXz3o6NjRXco1Iconj5+TllHS1TpfK6ySYS0epwI4LxCaK46EurR3wLaEIW2LhETTJlnnSvl8d3tQ2y2SydPn2aTp06ld/WJ4ji3+dyuYI5M6J3+kPyXeftIp9DlCbM0+61JiY2549aV50+fTo/JsHHALVzcGE0fw7kdRIRnTp1Kn9/bcJmjrxvNoco+czZxH98YY9vLlR+Vw2BKhZdNg7xLaEHACSOQ4cO0ebNm6m/v5/uvffeSPvWg0PUI488QkSXA6wZGFi+fHm+E6U1qGfPnk0TExP5QPbiiy/SsWPH6MCBA/SNb3zD2ZG0OUSNj4/Thg0baO7cufTtb3+bfv7zn9PY2BiNj4/Thz/84SKBzyuvvEJHjhyhY8eO0de+9jUiIvrFL35BRERf+cpXCs7vGxTTOiHt7e3U0tJSkM83RBBlBuzl8VtaWqzX7hNAldIosXXObcjBg5CGU63RVl9H4ZVXXqEzZ87QwoUL87nP48I1kUJ0+X7HMdAAksfZs2fpueeeIyKi733ve0XPgqnrZs2aRd/5zndiiRNR3/cQ+MDD9PS0tcMVQpQVekTFq8NszkW8k6zZLP/85z8vSIegTTZqgii5YlRORGezWXrxxRdpwYIF+bJL9ygjDDArdYmK2wSzZs0qiAWvv/46ERG9/PLLBffEdH59DlFmYJGosM7RBFFyQK9SDlG2lHnm3prfZ86cOQUD9r76Me72FXeHNPBnSV5frRyiOLYJgPHxcZqcnCwY2PENBOdyufwzMX/+fLp06RIEUTVkz549tGXLFiK6HEfigIuVfI6nCxYsoNHR0WBB1P79++nll18u+k47z89//nMiupyqbNWqVUXPpqkz9uzZQ7/61a8KUpppoqUo5HK5AocaXqemUilqb29X3TB82JxxTJqdbDZLqVSqaMCTl0s7jkn1ylfj8jK7BEf8cymI0iaQT548mf/M5hClCaL4v+WERVNTU5BDVCaT8TpE5XI5GhgYKNpm9uzZNDY2RrlcjoaGhuiZZ54p2iadTlN7e3vRAOy8efPUuGqbtOHfE70jHDTYRCQ8RVIlHaLk+5rNZgvaGC0tLXTmzBl6/vnnrcctZVD8iiuuoJGRkfz25h2/9dZbiajwObA5dBh8/U9bjEx6Pyrp5ZNUY3IkClraZ9PG0d4F33PEPzd1rI1Kp8zzOUSZz6VQVf5b+2zWrFkF7X0eM7LZrNpXsfWBuCDKlU63vb3dKhooB82phKhYJEz0Tso3bX+ZHlxOpvNtDa2trUHpfLlgyRyDpxbi5S9HEMXTJPHn15xj1apVNDIyQvv37yeiywKU++67r+g4XBDF49mKFSvo+PHjRZP//B6Yto08Zoggil8DFyCXIoianJy0ujT5BFGas41rXFa7XtvimTfffJO2bdtGbW1t9Jd/+ZdULY4dO0abNm0iIqK/+Zu/Kfp+ZGSENm7cSAsXLqQ//dM/tR4nDsHxCy+8QCdOnKAjR47Q7/3e7+U/N/WOaTtUI0WTFguiuGA9//zzdOrUKTpx4kR+rkFr55WLbKdGEUTx7+TfrgUXLococ12zZs3Ku8zKxSXmPRoaGiroC5rPozhE8XpRLrjgMVLW+6U6RJlYEUUQJeth/r0N7ftly5Y5y8fLIR2iNEEUjwUuh6hcLkfr1q0rKJuJWbb3QDq3y3SzNkEUF1vz/fn/5QIJrQ7nomSXICpKXZLJZArugxHHme/kOUyf3JTBlS61t7eXnnrqKfoP/+E/WOMQx+Xwa0uZx1MVSmTKPOl45Vo4CYcoEAU4RAHQwJgOv6vjz9FWnNUDx48fV22jNUGUGYAy2x87doyI3lkp6hL0SMtzs+3ExATlcjkaHx+nXO6dlHPGMUo2ODo6OojosvhAIleoy0ExOWCvqZU1N5GQwVkiPXeybJRWUhAlG4khnVjZYfSJyJIAb7iV8q6ZTl3oux0Fed9ko0+uPk/CYDOIB7kiT3Z6TF0nB/DKoRJ27fydipLeVCPKgJT5mw+GyMFreSy+ssm2+oS7/vFttJR5cpWadIgyjI6OFg2KyBWjWio+g20Fm7xHcoWdpL29nT75yU/Su9/97vxnvM4ZHx8v6mhrDlG2+2woxV5ZCqLkYIb53uUQVY36UQ4syfPabOnjJop40LZqmaj49/Uda2hoiNLpNLW0tNCSJUus+4DqoLVty0WmH9Mwn5uJsZD2US6Xy7fVDTJVjMbQ0JBaFvMsG5cfnrZP1ic+1zwJb9+2trYWOBCaWKANdPuwOcjx46dSKesksTaxxsvIvyslZZ6JQ2bBhkw1IZHuE1JMbJuQ1wbz4xREaQOo3NHY9ryaexfFIcpVx5vjrVmzhj760Y/SLbfckt+Pl9fgSplXqkOUdr+0voZM4yWdoebMmUP33HNP3hkwygShwUwoye1NezjELcWgucB98pOfzH/vm5xOKknuT2sk7d5qgiiDywGT3/d77rmHVq1aVbSPaxKQKHycwCeIsrkMme9t8UGKYX0OUfwzOVnGhTp8UtPVBzLXP2fOnPy5beJeouhxORRNECbPZ7a55ZZb6J577inoZ5n9pIOVTENDpDt12JyviIpFB7xfKkU4ISnz3vve9xKRvd9lS9Vkjv3Rj36UPvjBD+b7hfwZ5gsfM5lM/rv58+fTH/7hH9I999yTj2m8jC0tLQXvjXy2zHaaKzr/vyk/Fz1JAUSoY7HWVnW55Mv2nc8dTn6njbfYJsVPnz5d9H018DmQm3rG9Q4TxRMDTpw4oZbJ3EeeoqoS+MbDo4yXG7cX83+iwuchLkGUdM4eHx+3Psfa2IQ2VibFEES6kFR738x3n/70p+k3f/M3859rgijbvnx8SZajubmZZs+eXVAvaoIoGVdk+V3OiAa+zbXXXksf/ehHafXq1UXHc8VVOUbp2ocj79Fdd91FX/7ylws+01x2DdIhytYn1Pb1ldHmOMj3kw5NIQ5Rd999N33wgx8sOr+cm5OCKBmjZBn4M2IoRRAln3cuiNLic3t7uzNtn4ZcBE+k1zVa/83gEkQ1NzerbRNtPtC1iERrs8YNPyccohoHCKIAaGBMMAoNDEkYNCqFvr6+gk6ia8WMaWTaOniuoM+DXy6Xywd4vuqbN6SMcl52QM2EnXY+W6fB/F82GjQHK97gsa2ssJ0vqiDKV/6og6ilTNzKVc0+V6wkIAczo6KlY4wLed80hyhOvQ2UAzuyw+sSKkihUSnPMVFhXRzX86yJhkrFN8GmxQwej3wOUVo6Fglf1cPrdHO/bMIlXh/KwRieHlU6RIWsHrMN2EhsduWG6667jj74wQ8WHN/nECV/U+4QpT1D2mBayEof6ejC7xPfJ2rKvLiRv6MsQ7U67j7HC9u75IsxvvdOS/GY5Pjf6FSiXeJLMcQ/N25zoQ5RMnbZ0pzaRCIcs49JqaGtvi/VIYoLUsz5Td0vBVE2Nw/bcTmaIGpqaiqyQ5RxmCJ6p46Vg/ZRBFHaMVyD5rIuiOoQ5RNEcddFrb6RIj4tFnBBlC1WmM9DHaJ4qgEN892sWbPorrvuoiuuuIKI/CnzeHtCI0qdqx1Hcwbg7306nS6K1StXrqQ777yzqA3D/+1bdGImEeT5uQNLqEOU7H82NzfTBz/4wXydBIeo6pA0QZR8d10Ly/hn/L5/6EMfoiuvvLJon6amJuc1hsRBV5l4f8AliLL1tcw7GzrBqdX9/DttQs8mkuWLFOfNmxfUPizHUdhFiEMUd4G688476eqrr1a/85VXc4hyCb1kvcXvs3SI8qXMW716dV4QZet32Sa+zW+3dOlS+uQnP5mfjLaJdnK5d5zt582bR1dccUVBPNDKr52Xly3EIYoLGLgTh0wRz8stn0siva3qqrts8cc1TmHrj5rrtAmwqtF31fAJsELHeKOIhaJi7plpHydBEOUrg8vdz/Z9KZhYt3Dhwrzjj2wLuwRRWn9Ea3vaFgNIzDt59dVX0+23357/nNcLLiENP4a22GDu3LlFQl1tDE3WNzJlHr9uWwzi5bz66qvprrvuytd15abMi+oQ9ZGPfKTAAVk7Lz8+f1f4+KXtHvnaBtp5XX1q6RAl+5OmL8af1bvuukuNz3KsVKuPNYdKl0OUlj7Vh9zWlzJPLq4NGavRnKa0Mrrcg03bcPbs2aoAWnveuahMu55aCKJCxo1B/QFBFAANTFTRRLmuNbWCC6L4ALbmQGAmcW0ThC5Bjy1tD7+/PKe51iHO5XIFqYEuXbpUcEzbRKD5f1SHqKjiICmIymazRQ1MuWLXVh6i6giiZIdQG7xIGuW+a+aZqkSDzOcQZVs9B+of+SzKZ0Fb8WEodTDFtRqyVOIURLns67XPpCDK1Nm2up2ncXAJomRHnF+XtjrabGtziJqamioS0mgrmrTjEkUXRNkG4+VKV6LCOmZsbMzrEMUH+22CKHk+lyDHIOOnJohqbm4u6sz7RHRx15na4JtLEFUNh6gog7dRRbjyswsXLhDR5cnxkBXToLJUYjCKtzttxzfPnFl1HzIRnMlkiuo220pNXi+5BFETExNFbXvzHS+nL42oRKvPTT2sCaJC25a22MTTOHBHQYkZ/HUNvkZ1iNJS5hl8A//SicMliHKtSPbdQ1MOWxuDP7M2MZER42gr4w1xO0QZtMkeDZ7S1zWeUK5DlFbvS0GU3Eb+1prIyPee2VweuPhQPsdau4UfQz5rrvLJfyeReoqnciV5EsouXTPMc63Vm0TFYz9GlCfdXM131RBE2epDnyDKfK69M1EdouSkouaOKvtAmiDKhctJqVS4qNImwNa+0/p2UpgWpyDKPFcuVzxfyjzbOCyRLlJ1xWCtXyfPaQRR3B2DH1OW3yDjgilbKQ5RcmLclzJPCqJCHaJs8SfUOUObNLaJzWoliPIt4Akd462kKFYuNKvGBHy5gii5cIuo9JTHLrhrnzmnTfCniQ9tafTk9Wn1pnYPbKIfn/Mh357XQ/I+GXdSnyDK5xDFnyFbnNIERtrxfIIorXy+/qI8pra9K3UrL9/09LTaJ3QJyGyf8fO4vudl4Y69rpR58hrlc8bjpTy/JjLmfVL+e/NFnVHqKvkszp49u6Cvor0zpThESUIEUSEOUXJhF/9Mto2lQAqCKBAXEEQB0MBoqz9c1KsgKpVKFSjNtQkxKYgqxSHK5lLB7xsXRGkrIGQDxTgbyH3k33JCVl4XP66WMi+0o6MJomQj2LVSP8RW00UpYhtbgykJg6A25Aq3qJgOZy0coiCIalx8DlH8t5d1RdTJXQN/vuJ6nnm5bWkcQvENOGnvrzl/U1NTkEOUb9VyKpUqmggx18U7uOZ4vLwhgii5yjRk9Viou4kcIJZoK7ulQ5Rrdb0pi+0+ExU+D9oAZqhDFB9I0ATIBt8zU6nBWW0whqj4+io1+RqXQ1SIMFprR61cudI5MAqqQyXuvc9Rg3/OV92HTJrIuk06Ehm01f7ahJVMPcu/4/uUI4iSKytNPNCcB33YXD+5Q5RJEahhE/O0trYWiW2ku1PIxKgU34amhpAillIcomzH5v+2TeDZhGZ8UYy5NtfgtE0QNWvWLKtDVMg7aK6dC54MNje0EIeoUgVRPoeoTCZTdA9cThm2to+Eu3RxtHvI23b8vHIf2bbyOXkkPV4lXbDFKXdhViUwdYQR60oBq8QnrOPvRXNzs3qNRiASKoiyLXbzxRTzLoc6REURRMm6n5fB1r9xCaJCYmIlBFEhoh/tO22ikAuV5Tba+cxxQ1LmccGSJhDmZeQT//JcPkFUqCuI1q+z1dNGmCCPozmU8X63PE6IQxQXRPHxVymgsDlEGTSHKNciLHn/XBkRNKRDlPwNyx2bjAPfRDMf4w1xwjTbxokURFUqfkdZXOX7vbRFbHEuSDTn50IT807anm+tr6/V6Zq4Q0uZp2EbH+P1gm1/OX6lua+amK455/HjynaoSxBlwyWwKsUhyrXo0ba//LetfPJvvvhTzttpZdDGGLkTF0e2s7X9uChZjuERFQuiNAG4rG9DBFG2sV7+PPPFQzaRvIZ8ZrjgSIvP8jwhY+7acbTymfdJjp/kcrl825KnliTSHaJszstJE0SVu9gaJAcIogBoYEwwMoHh4sWL1NXVZd2+Up2fwcHBfC7yOOENHzMBwRtLWkfCJ4hyDaTZJmVtDlHmc7n6hh/HOBvw7zldXV0FDlhyQMN8zo8ZJWWeREuZp02kG1wNEu1vw8TEBB0/ftwrvglpFMrBA201V9IopxPKO1uugYNUKkXHjh2L3GiDQ9TMxZZuzaBZ4Bqipv8x2FZ+ptNpOnbsWEmCpqiCqKGhITp58qT6nWvAqb+/n86dO1fw2YkTJ/LuIFyoY6vb+Oq0TCZD58+fL4oLg4ODVocoORgeRRAlHRRk3ekSRIXGFFMe2+pkXl5zDhkzR0dHi8rO8TlE8d9QW4VlGxQwn0sBA19d1tbWZl1pLP/t+szFwMAAnT171vq9JrDgv482YV+J9p5PEGV7l7SJcNt+8rOTJ0/SqVOniIhoxYoVavsPVJc4B6MuXbpEJ0+eDHKIMs+EGaDOZrPe+j+XywU7RPH3yCb+SKfTRfU3/44TVRA1MTFBR44cIaJ36maXQ5RvgNtMVvBrOX78eN5xobm5OV+vDg4OWo9jcz/ig682Jw+bIMkliAp1iLKt5g11p+AD6Nq5+eC+Dx6LFy5cmP/cPGshDlEuITCHr2IPSSHBRWujo6MFfTPepw51iAohZNVxd3d3wdhBOp0u2s/mBsb/HSqIymQyBdfgcoiS55XXJSdKtAmkUIeo3t5e59hNNSgnnmazWTp+/HiwMKdUBgcH6cyZM0Hth0qQyWTo+PHj+Qm1vr4+6urqKpjMNQIIs42tbHJhl6zTZJvu+PHjRccwcXBycpLOnDlDw8PDRHTZ7W/v3r106NAhq+uv9h7ZnDSy2SwNDAzQgQMH1GsxZdUEUdp74XI/koIo36RqJpPJ3+tSBVGlLvaR5Ta4YopNnC2PEVUQ5XOImpiYoGPHjuV/K639oDlE2QRRtvssn2cit0AuxCGK6PL18d+NPw+aQ1R7e3tkhyjpysbjphSq+xyiDKY+uHTpEh06dIj27NljddMhij9lnms8L0o7vr+/P7YYFZoyj8hdt0cRC0XFlMG8e5WKMZpAzYyNTUxMRLpG7hB14sQJGhoaKhIa5nI5OnHiRL4PEAU5H9HW1qYKolxjL7wvwd9nTYxfriBKa99JNIco+Vsb4bEm1I3iEBXyDIUezyWIGh4epsOHDxcdL4pDlO1+uQRRRO/8ptPT0153R58bFMeU3bcPT30tU+ZJQZR2P6QgSgph5firOZcpmyaaIypML8/3tSH76vw4LgfHtra2fFnPnj1Lvb29zvOY42hzfQMDAwXj3+b3NPUMnwM11yMdomS85P+WTq9SKCbLVA13Q5dJBqhfym/hAwASC3eIyuVy9NBDDxER0V/8xV8UWAsbQjsZUfnZz35GuVyOfv/3f5+uvvrq2I7LA5MJ6jalv3SI8lnyaucIcYjq6ekpOqe8r/w4fX19zo7s+fPn6cEHH8z/LRvAckWGUaBHTZnX0tJCmUzGmzKPK72144auzPz5z39Ow8PD9PGPf5zuuOOO/OelOFnIgTvbRFWSKGdlML9HrsmJV155hQ4cOEA33HADfelLXyqpbNo5KuFKBZKBtJN2ieM0UUop2OzaDx06RC+99BLdcccd9PGPfzzSMaOu4vjJT35CRKTGKNfqybVr1xaJdTZt2pT/t8u5iA8Mmzp2bGyMHn300aLyLVu2rEicw3Oyc6QttObMYfaXgzbSIco1AMIndV3wSRATZzi2CV2OdCeJ6hAVKohqampSJ0TlxCpfXeYaWCfSO+ZRY9PPfvYzIiL65je/SStWrCj6XhOwaW2X5ubmgvgYtxOobzWr7Xt5j0KE0blcjnp7e2n9+vVEdPnaVqxYQSdOnCg6F6gucbYRfvaznwWnUubv6ezZs2lycpLGx8fVVBF8H5sgyuWOKesGQyaTKXJ+te0TNWbK2MLLKgVRrlXPhgULFtDY2Fj+/Tt06BC98MIL+e+jOETxd9jc+/b29iLXPzloz8vY3t5elF6JX6PBlmKBl5t/J1fzRnGI0iav5QR/SBuD3yPuZMEdonzCXBnbFi1alP+dZX3Pxc62wWG5+j2dTtODDz5Ik5OT9LGPfYyICid+fSuK5X12EVJHbN68ueBvl0NUFEEUj4NE70xoyQkEvspfPse2Fema0wr/vy0G2u5ZLpejhx9+mIiIvvOd7zjrsqRy6NAh2rRpE82dO5f+4i/+omLnefbZZ+nChQv0h3/4hwWfV0sQ9cYbb9DOnTvpyiuvpK9//ev5sZtvfvOb+W2kQ5RP3GubcONjWJ2dndTZ2Vl0jLlz5+af9bVr19LKlSvpj/7oj2jz5s15AdXU1BTddtttlMvlClLFaO+Ra+LYtMM0XIIo7Xiuul+mzLM5RJk6cXh4ON/WnTNnTpAoTwqirr76ajpz5ox3PxeuvlRoyjwZKw2a84s2Me1yiBobG6MNGzYUlENzmeJl1CZczXY+hyjb/bCd0zZOYJg3b15RXDfPAO//mPfh2muvLUhTx8vmc4gyx3alzNMcojSMIKq/v5+ef/75ou9tgqi4Uua50pNHqTefeuopGh0dpW9/+9tlxyjfPZPXYBNBhAqOS0G2Z6vhSGL+vWvXLnr99ddp1apV9JnPfEbdVoPXE7/85S+pvb2dvvKVrxTsf/z4cdqwYQM1NTXRd7/73UhlNU7mXGhi3gf+rrkconidzt9Xra5x1Zscm+hHE+RINIcoeZ9Ne567/2gLEmSMkuVatGiRtRyyPETFccrltGfOQVQoTgu9h3x/17Y2V0FDW1sbTUxMFKTMC3ULNLS2thY9N5ogirfzuZjXzBPZUuaZtplLrC3bZ7wfwp9ZosI6m/el+HPU3t5e5C7lei4PHDhAL774YtHn/J3jzyE/j/k+tE2TyWTU1OBmXPJP/uRPaOnSpQVpobnY0txPs8CKv8dScMj/LcuvCaQ42tht3PDfLHQeGSQfOEQB0MBwhyiZgkajUoIoE6SOHj0a6zF58OMBV+sgmmszHTVbIHN1JOU+5pi2lUuaiw+fSDXfRVmRIwfs5Yom07CTKZh8v6fZzyeISqVSkVLm2c5rVirKVY2lOETJQeVQEVgt4dcZtaPOnyfXwIFZrWkmiEOR9w0OUTMHOVjgcoiSdUUpDlFygo2fz6x8KWelGpF/spJfU3d3t1pG7biXLl0qEkNJeGoD28Aj7yRrsfm2226jj33sY0UOBTaHKGkLbZsU5CnzpEhIG6iQHeLf+I3foA996EMFglYN26pmg3YOX5pOGYu5S5PWEea/oRYbtRWJRPYUVzyOaw5RUYRBUbAJLfgAIl8BZ5ATUuWUwYVvgjdUEBXqEGWc2IiIPvWpTxWtKAW1Ic57b3N8cz1f3NkoZLW5rNvMc+SKf7Z2Zjqdtq66tLnHlIItZR4foA0RRPFy7du3r+B7LoZxxVGZguG3fuu36CMf+QgtXrw4kkMUf3/553KCLdQhSopkfIIobTDflSrWfBcyMMoHwFtbW+m3f/u36WMf+xgtW7YsX0aXOIJP7H7yk5+ku+++m6655pqCiVkDd+6IMtnDF8VwZyYeU1x91HIdonyk0+mi+sDllCEdMA28zcSdU+Rv4IqrNucn28rxUgVRXKRSywH4ctoL5lmSAoS4Me1n2WeoVlvg0KFDRFTcjzCOgS0tLfm6LGrKPOnOE/IstLS0FCx+7O3tpampqYJ+i7lXg4OD1jFAzeFAYtpiixcvLvpOipaipMxzOUTxes42uWycVY04LKSfKvsBH/7wh+n222+n3/3d3/Xua8PlfOFy9uAiBttkuOYQpQl5XQ5REt4vlcd0OVCYcmoCVf63Le7aHKL4Ai3tnXG5ZPHUWN/4xjfotttuo09/+tORU+bJsnOHKCmAkItS5TWb8vH0uRq2+yfLrsU9OXkvy6M5RPmcuGyMjY1RNpstiFelUgmHqLhjgDleNQVR5nc9duwYEV1egB3lGmUM5y49Zn9TX5YS76Vwv729PV9/2Rx+fSnzXG50oQ5RPkGUK67Jc/F33SAFUbxetI1/aQtWbr/9drrjjjvo937v94KupVSHKMOqVavoxhtvtH7v2t8WR2VdLo/J++WlOkRpn8v2ET8XLzuvE2XKPJ+YS+7P/6+VWwqiZD/C7HvjjTcWjPHy49rQMhrceeeddP3116vtIwMXTIWiLY7m763J0CMdorSxas11mUgXDkrRGB/PNt/LcvJtK4E57vLly2M1+AC1BQ5RADQw3CGKdzB8Vsby33HR398f27FsExU2QZS5njhS5s2aNatgMtnWEbIJpuSkSjmCKLM9d6sgKlzBpV2XxDRAZGc2k8kUWczabNWJ/AIp23kNpThEyUaQa9AkKZTTcPOtlCsXbYLPdn5te9AYaBN00iGK//alCKJkR4s/azZXhNDj8nK6MJ05In1AwPau2sQpnFCHKG0yj+hyrLn33nvz2/H9bA5R5jpMZ9LmEMXt1kNS5klaW1vpYx/7GF24cIHeeust63Y8fmiTs9pglWuQlqh0hyg+IaLF57a2NlXwK+8HX13mE0RpMazUOtPWdpMDLtKxhQuiTLkrIYiqpkMU0TvPwbXXXks333wzEemTAKC6VGpygCPF+kSFghdtQkpuZ44jt7E5RGkp83jdkMlkaGpqigYGBtQym+PF8e75HKJCBFHG5c/sI8vN60tXHObC5tbWVnrPe95TcAwiu0OUbfJbrhqeM2dOvn/iG/iXIhmXIIqjOQnZBvR5GUPaKLxObmlpofe///1ERPl0nzxWS4wQyJT//e9/f8G9amtrK1ooYRMDyevj18HPb/qS/F1yldFcYyilrODVHC1cDlHmfsu2T3t7e/5Zmj17tnXVtpZSJapDlPzeNqBvi1dcJF9L18Nyzl0tVytb379abQFbu888a+3t7UX1tc8hStZZ5nkKcaVramqiefPmFQig+vr61DEE2Z/RxgNNfSgd6fg2v/3bv02PPfaYWh5NROibnJP9Gz55ze+BrOdWrlxJQ0ND+frVTFqHuKLKY7W1tdEnPvEJ734uSnWIsgmifCnzZNsoqiBKE49JsY+coNTOHdUhSiu3IZVKUXt7u/rOaO5Xzc3NBWOuLS0ttHLlynyf2ubsy9sy3P1Jvot8EQ53EyQKc4hqbW2luXPnqu+TLJPBJsi1va9y8YAUo7gWn0SpN6O4Q/rwtadC4qb8Lu4YYJ4R89xVKsZoMWXZsmV5ka0UNLnQ3hu5YDvKOJ78rc2x5HwEUbggin9vRJlm4XipgqhQ5ziNKA5RWn1gG/+SglOzeNLnhu8SRPkWish79NnPftYaXzRC4jZ3SNKeJfNMpFIpq7ujodyUea2trUVuT3ysVRoJyOO6zmMTrJsy8OvTFr/ycYePf/zjeSG5Nn4Xwrx58+iee+4puAe2dybqsbPZbNGzw48hhcdynlUu3tXGfLU+vSy/TxCl9d3ixpzjvvvuoyVLllTkHKD6wCEKgAbGBIRMJlMwkO8bgCGqzMBbnIIom2jDprA21+xLmecS9Mhgb1tNJMvkcoiS+ah9HRqfQ5RUussGme+40vVFChakQ5Rv4DGqIEqWsxRBlJyoSiLlCKL4/a9GDmOfOCHJ9xlEQ4qTfIIo/ncpKfNc4jo5uBIFfhzfxAF389Acmmz1c0ju9ZaWFuvKMj5gYuv4a5Ov5himrnatjOWdbpdDlG1SzzWIbzqy2vk5Nstw7XubQ5RPEMUH+10DbGawhkiP39qgOnej1ARR0uqaH5ufWx4zFL6tbRBKs2fX3qVaO0TZ3qVyBVHahFItJ49nOtUSRNk+04SPtn01QZTNIUq23Yneec7MPnLVNkeKJcp5Rs2+tgl21yC/wQiizD6y/U8UJvrhQhLbJKrZX04K2FLWyeNwp5NQhyi5MCQOQZSW3iGkjcKfMy2uas+hQS6kkXFKlpvXn67nQE7s8t+fu7nw++h6t6P0BUp1iJKx3+UQJQXfBt5mMauWDZpYhK9qlr+hre0ky+dLbWSrC3ibtF77WnzSrZKxwdzD0BSrcWNr/3Ahp7kXPocoKe6Sz1FIndPc3JxP0We4cOFCwf0xz7uZYNeuRTrGuiafXWnZtPa/dixePpdDFH9XZbxYuXIlEVE+laB08XARMjEaFVnn2+Keza1SHsOXMk+W2ZcyT8LrfXlM/rnWLuCiNdukpc0VyuYQReQez3S5D2vjw7IMvGzmmsyzJ8cUZdzUnMo0x2Jtcrq5ubngd+HpdLV95Luo3Wcphrb1tTSHqFLGJnn7L44YFZdDVKhwqhSk2LpSsVmLKfwZ4UJWX5zTyiifzyh1nW0ehs9HyP6J3E+L1dy5yeVGZ0snKrE53fF3yba/FGxodY/pm2huVjYBk3SlChHqEtljgDx+iCCqlDFb1/HlcbVYa8rI3cm0PpVrQU8pDlHaIhmbkYDcx/WZjAm8DLK/z39zPlelxUJffaK5Dcrza4IonjLPhuaUbxM/cqRDlBnzlmPV2nOvjQNrgigXvnHXOLCNmYP6Br8mAA2MzSHKJuCptN2gsdSNA9txbG4bUhAlhUgGl+KYO0Tx72z3U/teri6Q5YjqEGX2lQ07LS1QyHHlYLO2usglMIgqiJIN21Lch2ydqyQPHsflEFUJFbytk6udnwgTz40Efy59naCpqamCZ6MUhyiX8KUch6hSBVFaSo9yBVHc/ld777XUBAYthZDZL6ogSsaOclPmSYcSGz5BFP+sVIeo1tZWZ8o8TShhnm0uFtI6uZrbRi6Xc6bM83Xio9T5fFttgEiKEbQVw5oYodIOUdrxbd/b0kkafIIo2+oyUBsqNRjFn3+X0MnnECUnGWR9w/sJHFfKPPMMDg4OEpFeL8bpECXPY94FLo4MdYjKZDJqqhM+KapNwHORhza4zbeR98l8Z0uZJ+tiPrEf1SHKlsZMIutxzd5fE2OF1DXSIUoeg99DCV/U1NbW5nStMscyz6o2sS3P7RK98f1dZTTf8//b0AbqQ4hLECXFBPz3sN0D+Rxrbjf8/LbtbDHQdj+4u0+9xjR+v+NIqWRDtl/l55XG1u4zbXVtgrhUh6hQQZQUy1y8eFHtZ5mJdZ7C05xfPss21wsid39AE1RpdRO/J7Ju4+10l8PHihUrCv6OIohyTTaWim1BCZG7XW6LiT6HKHm+UhyibAIirb60Cb5si0xtIijtPsn4FCqI0p4Tjs8hSrr/yLJzwZV8RzSHKFkPmfPzmPaud71LLZP8W75LWiyRfV15PM1xUY4BhRD3RLTmxGo7n6tu9y3QKRVeJ5pnRLpLxoV2rfw36+npKShX6LEMcsw8VJijHU9LmacJolxpGaVQhIvxNUGhIYogStYLrpR5WhtZlsP0TfgYlCZ2kf92ja+FXEtUhyiX2NS2jw3XtlqcMIQ6RIUcXyuPrW0iU1dns4Uu79o5td9E9vm0PqV8ZnmfXHuetWfEV4+62ii+d8b3rLkEUVpfUS5kNYIo0+eVDlGaIErr02vzsa46XcahSo5xQhDVWODXBCBh9PX1FQyAlYMJWOl0OsghyiXSGBkZoY6ODurq6rKeb3p6mrq6upyDfENDQ8Hld2HrePBJAK0cfHDIlVrHkMvlqKurqyC9kDmGz32JC9IMcjBXBm1XI0gboJCTurJhZ84dKoiSK8SlIGp6etq60qOnp6dosNN3XtfKZqKwTmycnfFsNktdXV0Vs9s0lCPc4u+y9gxPTEwUrfaMAgRRtaVaz6Dt3PzfLueWycnJgmehlOfAtTrRfJdKpfJxcWJiomAAiOjyyuaOjo6C2MKPo7le5HI56u7upsnJyYIVdppDlKyfu7q6aHp6OkgQZWywDdpAkMvBwSb0mJiYoIMHDxKRezC8s7OzIF0aR1tdLTv52oCC3EdbnayVRV6P9n2pDlHciaujo6OoDaWJBMz956mcbIIoOXDBB1M0h6hUKkVdXV3qO2T2D4Vfu2mP2GKeNnFL9E7McE28mGP7BIh9fX00MjKifqdN9uZyOTp37hwdO3asQHDoGtQOdYjiE40G20QMqB6VEkTx1EsuwV1Uhyj5vIWkzLMJogxXXnll0XmlU1E5z6h5B6XjSBSHKL64Q0sBy++jTShCZBf7mGNwXA5RPJbJ/fiqeHkMW7nMMQYHB2lwcDAWhyjfpIMNm4tWqCBKpndwlZvonWeVTyhLzLl9+2sCaw2XqIc/X6W2bbUFOVJwpA2Yy+vnbZZZs2ZFEkTJ89ocouS9cI1LyM85PGZWw3mvEvBri2t8S8O2SC2uiWrT/pe/w+TkJHV3d1t/W54yzzx7pu1iK9vIyAj19fUVTbiZ5y0kZV5zc3PRdr29vapDlHk/TdzSFtPJZ76pqckpNpSUIojSXBukKEyrv6644oqCv6WLh4sQp4iouNyJ+D1zCaJsrlIhgijeRwotr03crNWX0v3E1g7XXBJtblEG6f6rvTO2lHl8P3k9mmsy7wPZBFGaa4yM7doCHVlvaM+tESQa+LnPnz+fjwcy7nV1dRWJ4jXBNi9DLpdTF8Fq/3bh2qeUOY0oC4pC2yPyORwZGSk5a4VNsBlyv/j4rPlNQxcZm2vg5+fjYb7za9/LMbzQhY1DQ0NFKbbT6TRduHAhPxZnc4jSxvl4GTSHqO7u7qLnyFY3SmxCF+4cF+oQpS2mlynzuJuVrc5ubW0tSuUXQiUdoqKI4VzPiUsQFeoQ5Tq+69qiOET5UuZp90P2M6QQlpdB9pd424XHBa09pL2rfPw7RBClLTwJcYjShEbSCZtjE0QRFWaVMXWB9txr/WopMtX+5oQuhEin00XjqCFoiwNAY1C6Vx4AIHYmJibo4YcfpiVLltAf//Efl308W8o822Cka6DuiSeeyDdy/+AP/oCuuuqqov03btxIp0+fpk9/+tN0yy235M/NuXjxIi1durS0C2LYApm2Mok3Cow9vrYqnO9jOHLkCO3du7egkxrVIYqfR07OR3GIampqKmqMmH1tDlG2wVmJXM3U0tKSb9TzezI+Pq52Vjs7O+nxxx8vKGsul7MO8hricIiSFtB831wuF6mRv2PHDtq+fTu9973vpc997nPB+0WlnJVLPoeoZ555hs6ePRtL2bRzlPIbgXDefPNNeuONN2jNmjX0xS9+sarn5r+lljKPx5GpqamiwbWohKxOHBgYoAcffJCIiK655hrq7OykP/7jP6Zly5bR8PAwPfLII0R0uRP27W9/m5qbm9XJCM6ZM2do3bp1tGDBgoLvfSnzLl26RI899hgtX77cKgrhmBVBpkyaEDLUIYqv+nn22WfzA6OudAkvvvhi/jPXYDh3PjLn4MeR/+Z/++pX12py+ZktHYisc+TfcvXzunXr6Fvf+lb+b96JleIv7p6kXcv09HSRQCybzTodorZu3UpERB/60IcKBgcMUd4V/k68/PLLNDExQR/60IfoYx/7WNH3muDLXANR4W8hy7B792569dVX6frrr6evfvWralnMu9jW1kZ/+Zd/WfS91jY4fvw4bdiwwbltuQ5RSJmXLCo1cT979myamJgoctsz8MljlyBK9nXkNjxlHm9DuhyiZNt81apVdPr06YLPpEMUTwMXFTMILycc+D0IrZszmYwqiHKJaYgu1zemf6Wt9uXnMLgG7fk9lOflgqioDlHHjx+nzs5OWr16tXUfouLfQ5soWbp0KZ07d04towubaIwPsLsW17gm/7XYHkUQ5dvfteKYYxP6/fM//zMREd1///20aNGikusH7tYor8ElOJLXp6XMc40LaOJC87dxWTPIeiGkfPJzDm+T1qsgipdba2PHRaUFUbt376atW7fSJz7xCbr99tvzn//iF7/IO/Zp5zRtdW2C2Fa2HTt20I4dO+jzn/88ERU7VYRcU3NzMy1YsKDgs77/H3tvHiRXdaWJf5lVWXtJVSpVad+FBAgBBsxmjAGzGwOyDbbBbowN3ro7OmKm/5uJmemJmT/mj4mY39jYbU+73aZpL9iAadsYYRsMxmAMxiwyArFpl0q1qKRS7VWZvz8U5+m88865976XWaWSyC9CocrM9+677777zr33nO9+p7c39nlychJDQ0MYGhpCLpeLlJU0QpRM0yVti9wAIhFKiLJSIZEtCiFENTc3o7m5OepvpOJxvAhRLqIwr7+8F76+s9QUQ1LmWesbV32tdqBxkY9ptbW1UZ92EaIkwU/WVXs+1CaVVoiS19q+fXtszpZGIUoSINIoRFE/7ejoSBD56Jy3334bDz/8cKLudL2nnnoKb775Jm677TZ1vUqQbSf9I1nU661x7NChQ5Hv5j/+x/8YVFaI7Q71n7qIVT/5yU8wMDCAL3/5y+oa3QWLEDU1NeVNQ/b//t//w8TEBD796U9jcnISP/7xj3H66afjuuuuC74Hfn1O6spCiJJEJf6OFIt6Cr1isYjvf//7ib6zf//+yPcB6CliZT1kf5QbB6ifP/7444l6uBRl+fcWeYTHOyzbKDcNTExMmMRKvnlEm+vz+tbW1mZSiHL503zEUp+yrDynpaXFJDNmVYjidpHedY0ME0K44tAIUZpvkZOFpMJ4yLgvCVGaYpDWD+h7jRClEcK0d/UXv/gFduzYgTvuuMNJiOK+D1lOfX29dz4j+wUvR7NvUpiBSFfk86Z21uYpdB98HcXbWNo/lwq9FrvS+sqvfvUrvPbaazj//PPxwQ9+MPG7BX69NHOpKmY/qvS2KqqYRaCUciGB1hBYRJwQhSi5o4+rb1i7Kmgh+dJLL0XfycVNpe7Nugc++bV2uIVKUgLAa6+9BuDYPc+ZMyeRMzyNQpQkRMkJi0udIZ/P49RTT8X69eujXXx0bR6cBdKnzLOcMHJCIp2Z1E/eeOONRF2t6/L2shSitIW8Bd/iKg2effZZAMDWrVtTnZcWlUqZp/WXw4cPZ68Ykm3mS19VJURVFi+++CKAo0o3Mw35LslnK1PmlasQ5SJCaH2bgrZkj/lYNDIyoqahOHjwYMIuvPXWWwCOjke8DlqwRrPvMqhggRwtmsqGRtKR0ALEpVIpGkcbGxuxbt26xHnaYs3lqMuSMo8vqq+88kqcffbZqlPaJfFtXcOyMdY95HI5rFy5EkuWLAFwlLijBR6l2gW/1xCFKN5OvI2sej3//PNeQoYPvM+QA/L5559P3BvVRVPKCEmZ9+c//xnAUbKghbfffjtRJw7NWXHo0CH1WNe4HTrGaCnztPuvYmYxXW3PnXnaNTSFKI00LlX/LIUo+p3gUoiShCht44ckRK1fvx4bN26M7FYo8vk8br75ZgBJhSgeTLCcdmvWrMENN9wQWwtp6WJd6daAY/fMCTuyHeTYJp2/vHwX0YmTlXyOf029Z3R0NLpH2S5XXnkl3ve+9yXS1WjBlEsuuQSnnXYaPvaxj1WEEMX7s7W5hivzamogWj2orJCUeQ0NDYly6Xp8/lIsFqMxyHXvltOa5k18Z/7ll19ulkMgIps2J3UpRFkkPRmY4uTBtApRF154IU4//XR8+MMfjl1TBko0oq7LuU/gc9ITleTLbahmZyoFyydTqfGI5jJyjS3JUPKaXCFKEiV4Hz311FNjxE/gmAJI6AaECy+8MPo7l8vhwgsvxKmnnhqNF9KnMzk5Ga0nmpqaEiQQTa2JBy1d9lwilBC1bt06bNy4Eddee626KUMLaGu49NJLsXTpUqxduzZaJ9XV1eGiiy7C0qVLsXHjRnzmM5/B+vXrcccdd2DDhg244YYbTDXcrDjjjDNiz4XfA5V/6aWX4vzzz0d7e3vsuKamJlx88cW4+OKLYzbapxAlA8OyX/mgjRuucVcGtX2EKGttGaIQlZYQxccbq84a5OZXSebiijCSAKspREk7RHXetGkT1q1bh5tuugnLli3Deeedh/Xr18fOIUVogiQnAkdVdICkMqKLGCR98llIt1b5VJ80kJuhfAqvoQpR8r4PHTqEYrEYPB7xPsqvyecSIeMM2azt27dH44m1Rgb0OYJ1z775Afd1EHhMolgsetUygaN9WttouHv37thnTRFR1l/bYMvHRM0eNDQ04LTTTsOKFSui73yEJu07Ph+3xi1NDY7OW7VqFa666qroWG4PNHXSU045BWvXrsXSpUtxwQUXxK4ZSrBoamrChRdeiEsuucS51vIRojSSv6zDddddh1NPPRWf+tSnEmW5xnlqBxfZ2SJEaXZNQhuPtTWfSyFqYmIimre1tbWp5br6DhdckMdSef39/Qn/nOYL1p6b9o5TfQcGBjIpRJ122mlYvnx5glR33nnnxeYQ69atw1lnnRV95v1ZU4ii3/jz5OMfvfsuQtSGDRuwceNGXHfddbG1nPTjusiw0v5a9pjiun/84x/V3y3IWHIVJw+qClFVVDGL4CPYpIGU3+eTV5csv6wLgERqIN8OPz65kQNSpZxh1kCnTfIkE9s14eCTm2KxiLlz58aC311dXYmAjKs9pQNXLiKkQpQrlUBNTQ3a2tpwww034PHHH8e+ffuic6VstSR9+fqUnOTU19dHBD0XIcrqs7W1tQl1KQJf8FoKUXV1dcFpFVyEMmuHy/FGOYQon9qbL+WRD75JZTVl3vSiqalJdTbMBKSjiTsSi8VighAl03mlhYsQpfVtCtKRHZLjiaaIVywW0dfXh66urug7axczpUaVu+SygjtTuAOA19WlEGURPejcm2++Odr5zOFyKmvgZCu6Bv+eX1+eAyBaPL/99tsJ++Da0WZdw7Jh1rhQLBZRX1+PW265Bf/f//f/RYFbCqJzxSs5fnOykEWI0hzMfPHvCpj4drj64Bu7eVm+lHmueobMO30pBjRnhXWvmlO7vr4+YVdcZZCjRdspWiVEnXyg+Tt3SnPw+buLVC/HB0shCjg6DkmFAiBJfJD2VSrH0DlcObWmpgZXX301tmzZ4kxHLvHRj34UCxcuBHDMwUzKWbwNLCf7ddddh/r6+ohgzHfLcrjIusDRdhoaGsL4+Hj03sngrGtXsiSa8HPlcytHIYpA9kLWicYvS32If25oaIjUY9M8M0AnGnN7ZdngsbExJyFKG1epr2pprQjUDqQMwwNaVso82jE+Z84cpyoOgc9lySHOx85zzjkHIyMj+MMf/qDWcfXq1bjuuutwzz33qL/LZ60FQWncp89aakZSO9PmFy6Vgbq6Olx33XUYGhrCb37zm+j9loES7V10OfcJVYWocMjAjPy+XFC5IWts/my5QpQcS+i4lpYWfOQjH8Gjjz4aIz/INF0uf8all16K0047LXqX8vk8mpqa8JGPfASlUin2DhAmJiaiZ9Lc3OzcTCcJTXycBfwqRBohSjs+n8/j6quvBoAovRS/d/rfpRAFAKeffjpOP/30xPcXX3xx7PMNN9wAALj22msBAK+++mqiPuXgmmuuSXwnCVHvf//7zfMvuuiixHd8juJLmcf9lqHQxn65lrM2N/K1lJaaW5blU0qRQWRtnNECtfI8Fzlbgy9lHifdyzWzJHEBdsq8BQsWxNTAP/ShD6G7uxtvvPFG4toE1/OUc1IXgUiSO7Osm6zypX8ohPQhNw1rtjuL/1QSi0KzJxA0QhS9I1ItLbQ8ah9JAuPQ5jO+rBS+sm666Sb85Cc/AZAkRHFMTk6qtsW6T/k+SUVE6gOaEjyBt6O1/li7dm3Cplp9y6UmxNdh1vlaSi+q35VXXhlb53F7o/nQWltbcdNNN0WfOSEjjeLMBz7wAfV7jRRjwUUgJcyZMydSqJRw2U4+p7aua6XMc51r1dM6TxtX6P+enh4Ui0U0NDREz1A+A2tuArgVojo7O/H222+jp6cHp5xySvQ7X0vxd1h7bto7RmvA0dFRpz+Wl0H1XLVqVbRu5de7+OKL8f73vx9bt26Nym9pacEHP/hBHDlyBG+//XYsDsjtHYHqyuOQtbW1GB8fx9TUlHPtyutMcz4iLGkp8tIqRFUSVULUyYvq06yiilkEa+GTBXIgKIcQJVMp+BxafGCW16qUM8xFiNJS5vG6yeAvh8/51NnZmZiwuBYn8jdafNDEQBKifApR/D54fa1cyKGLPjn5lClDCFI+VV7fqh8HP1ZO6qi9pCPCBdfiarYGRSulEKX1vXIngZb90SbywOxt4xMVaeW7Kwn5Lsn3UardlasQJe2GTyGKQOOIHE/krmuyQ5LUK50BDQ0N0SJPkqzK6d90fS2gLoN1GrTALw+cWk4DrbwQhShXyryQXdO+ncpZFaJc5wNxAhe9P7xv8N+t8btQKASnzJOy7q62LZcQ5bPn/FlxgoE2LvK2lnVIS4hyzZ94+SEpmunafN7B4SNEVRWiTl5wG8RTOliBNjrHmq8A8b4xOTmpKkRp75E296KyZEBu7ty5ievKlF++IHeIfecqBjIwZ5UrncfcacnhS5nH1U4sp2eokgQvj+6HgxN/tRQLHJqjHUgG2ySkKoYkbKVRDtHGKk2pgvdna87DCVGuXbZAfAc2lR/SjzhhHLAJUTQ/0gh/Wso8LeWGVG5ykea0lLTaPWj9QDrxCdqOdPpfC05qainWZ3LaS1+Cpphipc/jqBKiwsDbfLr8APROhayx+TW5kiUnKchAE5DsV5bSmAapciptmWWT6J1uaWlJBPw0gi2vi0Vs0RCqEMWhlS8JUeUqOEm41BcqhTTBax98hChKg5gGPkKUT/nRpxBl3b8riO5SiNIIUXKDjWsuoiFUIYrPu+TcyqUQFTKuWRtLtHeJjpc2xeUjJXUiSq1ZSYUoFxHLgpZFwXW9LApRrvawwPuOnF9m2YTDCVEuX1ca/4HPB8f7BdVdEqJ4GSFrdw65kbOuri72DmmERu1efJvNXISYkO81+26drxGirLI1P5+L6OTyr2WBb0yRhFYf0pKSZNkuW87TyU1XyjzNL0S/k/JmZ2enuQ53taG0y/z50Vqqu7s74UuVcxe5BtZU/eh6dI5GiNLGUD6/tPoarSf577TW5r5Svp6R7S99qfy95QpR2jzFRzqTtiINIarS66UqIerkRfVpVlHFLAJfdJVLinIRokLkVrnhp2AyOfg1hxafAGpMeoKVjzgtrAWBthCXAUMXA1sqQUjnaBqFKC3QQo4xCtrKXcEuR5vmmKc6WCnzQghRcpcfcGziIhWuLEKUrLcVtAJ0UgCBB6et8yV88rtZ4FJTqQRcThIffISochWirDb3kRGqqAx4wGum1besQDHf1UOQSi5Z+oHsv/yzyxaSA1+ORTJITalFfYSoxsbGSE3ISguqQaY3kHDtFtWcUxKa8g23yWkIUdb760oj59q5qy1ktWCtzwmj3YNlwywnDu972nPkQSV5r1whSrsnvtuPn8udotOpEOULvsm+oBE5CJwkIft1WkKUz1Htk/fXHNQa8VIey6GlzHPNPao4sSB3CE5OTqpBHsAONoUEVOQxPBjI+yIf/2SQTKaw0QJ0lmqqZT809T95fF1dXfTO83WeluZLns/HFIsQ5XL80T2mIUTxdnIRVeTzTKMQxdWROCyFKA4ZrM9KiNKenUbU0pQfCXSfaQhR/JnQbyHBIhk05ynz6LiJiYmoj2mEKM1O85Q80nFukUD4862rqwsKzGhEWC2FpryerIM23mrvkit4oqVQ8hGiQhSiTtS11kwQouQ4Yf1WDrIqRBHq6+tjNm5ycjIRMPMFRn2BSJe9sghRXCHKWgtoJCbpO/IFWStNiNJSQVcCIYHRcmHZo1Dw/uVT++Bk11DymEYScBGXLJKyFaTUgsDyXFm23PDE4dpsYxGk0ypESZvuSpknU2Py8111Jkg/tUWIku01OjqamJO6NmASIYr8+5UkRIVucOOQ81Df+tm1zrOO05RefeD9Va65rTWJC/l8PqqHq220Z5eWqCTP53abE6K09ZarHAlJiCICMPVReraudpKEPs0euAgxEiGEqJDNIxpBVJZDberKguGrWznw2VFrrWWdE0LYdNVDu3eyqVwhqhIp87TNJtqYRP+T8iQfG+U1tT4l1xkuQlRfX19CnVCuM6wxVr5jpLBGf0toZDiLEMX/pvU6b1PyoXK7xtdSctzSfKl8bHQpRLkIUZoilMv2S7tSaUKU3HRXxcmD6tOs4qTB2NjYtEpxzwRczrH+/n7s3r3bKa3KUUmFKAomr1y5EoDu0NKCj7JM69wssAY6PrhaaheWgsDg4GA0cNNEQE48urq6YuzrgwcPJhYzfBEq1bWo7WnCAfhToBGsCQ9gp8wjJ7vM7S1hKUTJCYkkRFkLNIvlDuhBJUIWhShXf8saFJ1ulZ7QBb3EyMhILMCgEcDKdf5a51uLI9rZzut1smJ0dDSyYaVSCf39/ame39TUFAYGBpzHcNugLXwqhZGREQwPD6NYLEZ1ko4t1/so1ZQqoRDFyw9RiJL2SO5Ao7RC0g5rBFAKuA4NDWFgYCCyJa5F1eLFi83fALdClE8WHLCJHpqCE0eaoDsP9mVNmUfwKUT5CFEusjKg7wLm9QUQe47A0XuitLd8d9Pk5CQOHjwYc8po7akpRPHgdRZClHw+IyMj2L17t2obQlPmyWCT1gf4/ZVKJYyNjUV223ed4eFhLxmXIwshSqZUkmVJuFLmVQlRJz40h5c1f5e791xBCjnOyXWVdOgRZP/v7+9PkPmAeOohjsnJSdWpZtkP2rUvIXd7kt3l47HLyS93y05NTanqST6FKLru+Ph4MCGKk4xk0FVbvxH4vMgXUOe7bzlCCFFyPHJdy2rfmpoalbjkI0RJu0frkNHR0WCnskaIyqIQxd8ROp/mW/l8PvY8CJpClIsQRe+YixBFyo2+e9DGPR6ssAICFsmCI4QQJdUXpUIUwdp4ps0TJiYmnOtlwvj4eOb118TERBQUny7wek+nQhTBIstOTU2Z9zo5OZlIHyWRVSGKINXONEKU7FdpFaI4ZN/T5s+cENXU1JQYX7XNEfyd0+b3PiJuGkKURvCi/30p87JiJghRLnJRCHj/0tqbl8nJrqFtpRGipAoUhwxqp1GIsshRhKwKUdJP6rofDVIhykqZNzo6GtlfSZbia0VZb9ezsALvsu7y2Q8PD0f11NJGyzqQzaO5pnzvCeUSj6TNPHjwoGojpc9rJhSiDh486F0v8nautEKUy8+nxWWs61jfk3+WjzUaIUpuDpEK8OTvtNpcriFo7sbT5h05ciRBnOIYHh6O3iXLtxJCciKEnC83ZljHyvHVIhDx5xmqdFRphSgXmQfQbU8aZcQQwpJrYyalU5N18a2JrXI1tUhNIYrOpXkgHxtDxn3LV8qPnTNnDhoaGlAsFiPilbXOsEi68h3j79bY2FiQQpRG1JV/07vJvyMfqvSV0nGaQlR/f39sAzU/NyRlHgcf++R6aTYoRLk2m1VxYqKyK4gqqjiO+MY3voFisYivfvWrxzXlUDmQk3caoPbs2YMf/vCHAIClS5fik5/8pLcs6dQLUYji33MmMk0cVq5ciZdfftlLiOKTQXktmY4oK6yJP5/YysWDlPGUZXz729+O/pY7GoCjwbrW1tboty1btuD5559P1KGxsRETExM4cuQIHnjgAbWe3FkeGmTUJjTUvq6Ueb/61a9ikzL5THK5XGJyTPWTO9ot9RRZb5mCicO1Y0reR8gC06WwlVWJQwtmVBJZlHXGxsbwve99L/YMKMBGfb4SOZOt+tTV1anvfqlUwkMPPYQ9e/bg7rvvNlUNTgZ885vfjMaZv/zlL3jyySdx3nnn4UMf+lDQ+Q888AB27dqFT3ziE1ixYoV6DF9sDA8PT0tfLJVK+MY3vgEAOPPMM/HKK6/gE5/4RGJ3mBbs5eCEpCwEhKwKUXRdOZ5IhykRog4cOBB7T2Rd6+vrI5v56quv4q233sLatWtx0003me9DU1OTmhaJg66n7dTUlAvltXi7S5Ir/05CC25bu1G1MdMVBJH14fApRFEd+L3ysUfbccf7geVA5gttWsxT3/jzn/+MJ554Irou1efpp5/G008/jdWrV0dla314fHxcdTBzZ45rcexSoqS/77vvPhw+fBi5XA533nlnTHksTco8wK0QxQP8pVIJ//Iv/4IjR47gy1/+std5IFXWQnfuhhCi6B55KmEOqww5XwCqKfOONyrphJJlNTc3J1QACZJo5CJEyfdcBiS4I573RT53ff311/H6669Hn7l9JaWNXC6XCNRrgUzLfnBVJA5pi+vr6zE6Ohpb50kyj/Y9H1PKIURNTExE7STHAG3cyOfzmJqaStTRFRjlNp63qVY/3y7jUEd/VkJUoVBQnb8akZkH02RfbWxsxOHDhzE2NuZMO6CNsTxNkNW/+PcdHR3mMVQ+BaqamprUsVizuZyoIzfQWEFdXjbZ9traWvVdloEOLfApg/u8z5C/iL7TCFFaG7r6gkshygoea3MPud6ybOt3v/tdHDlyBHfffbeq3OXCz372M/T29uLWW2/1zmezYrYoRP3kJz/B7t278alPfQpLliyJHXPfffehr68Pn/nMZ7BgwQL1GpLQ54L2PGmuSPNarj5q2SwfYYrDRYIF9DUA+aoAXSFK2xzBg5YaSUaOe4QQVQrX75YiSxZCUeg1tc+VvkaW8q01OYG/D/Pnz4/+rq2tDdpopQU+XSQuSYiyNiZo/clHDOCp6YD0ClHWZ19QUyrVS3Ii1WtkZASvvvpq7Bq8PqRsailAapB+atmOclwhDA0NRce6/A4SMmWetlnNes8ski+fU3Kb+eabb+Lf//3fsXHjRlx99dWxsmTf1OyIj0hs/UY+IF6XzZs34/Dhw7jyyitx1llnmWXJ8R1I2qO0a05OsOUxHw5eV8vfTrCu/+CDD2Lv3r1ehSi5oZZf54UXXsBTTz2F8847D2eeeaZ6HS1lHnB0zjoyMoKBgQE8/PDD6rmEp59+Ovq7EoQo7VjXJg1XuaEKUbzdXDbGR2BKC80PwsG/86kKAtOjEMXXJ9oGEde58hgOuaaV9bfmT1Ihis9dXOpF0i7LZ9nZ2Yldu3ZFqfkk0SuLQhT/2zW28TI0QhQ/lmeDIZDfgftK+b3JfvHb3/424afl74KLEOXa4KNtbEhj7y07qfnaQ8AJUVWcXKgqRFVx0oAMFRE/TkRYOxh4mpLQ+5MDAQ8cW8ob2qKGJri1tbWRw5QvuLTyNUIUDXojIyMVCZhYwXfu+JQBuTS7ObRjLrnkkhgz2NrloAWFpbOZB+D583CpomiTRrpHqRDFd7fz/nPqqacmys3n8wkSoZUyTzoz6TdZb1cbp1GISpsyL1RZQgO/N5+zqVy4JKwtHDhwQCWkue4/C6z6uFLmDQwMoFgsenfYnujg48yTTz4J4KijIBS7du0CALz00kveawDTFzzgTpA9e/YASO7Y44oF1rMvt37SboRKrNN15fWlQlRnZydqamowPj4eU9+RYxBXiHrrrbdi/1vvwwc+8IHgFBGaQpR0DLucB0A8oKY5lTm04LZLYUHaay1wG7J77IwzzsCyZcvM49avX49ly5Zhw4YN6u++He3y86pVq7Bq1Sq8733vi76j50hBHiJDyXslvPPOOwCOpgzQFrojIyOJVLpSpau1tdV0EvqIQ+Pj45HdLJVKCTXHUIUoeV/adTn5jXZrAsC+ffuc1wCS8x1trNHmkCGEKPqbnq+l8GDBek+qmHmUm7KXgz/DxYsX46qrrjLnlvwzD+Zp/VSeKxWieMCAn+8KJEpClFSlobL4O6I5cTkscrnluOb3odk6eS7/W1vPaGVwG8zTH9CY4yNE8WejEY4+9KEPYe3atVi3bl3svFwuhw984ANYv359jMzAy9+4cSNWr16NjRs3qtfmZVlIoxBlPbfa2lrV0avtCubrVZdClIsQpe385u+h1Q9ksOcDH/hALHhOZUsHtaWApilEaSnfqK9RXwnpY9ZcS5KqtHFFI0R9+MMfxurVq6Nxm37X7AVfrxO0z/S+8rm0JD1awWPf5iF5PD+PxnFaX6RBb28vSqWSU7m2XLXFLKmT0sJFiKL609xqy5YtifPJT/LGG2+Y1yhXIYpU1bjijZy/WYQoSfzTQIocBGnnpPIa1YH8d/y9pnppdp3XxacAy5EmkK2dY5HGXMSSLHCRYit9DW2eEIIzzzwTq1evxpVXXqn+3tnZifXr1+Oiiy5KpKnVINdW0mbKevoCstbmIy2A7CoXyK4QlYbEKsHngHQ9SyFKK5OvtSwSfwjhwFIFstTYuAIP2ZsQf6NMmZdmc6lFuOLzZV7eb3/7WwCISGQcci6uPetQ/6lFxuPn09r72WefNcsB4u0slW3oWYWu1ekca7MFh3avIWtqDunbq6mpiZH5+Pn8OF6np556CsBRf6d1Hf79ueeeG70fNGclX0soLEKUixBDkBvgXce6FKJcJCKtHA7f2FFpQtSCBQuwYcMGXHDBBd7rlasQFaLgpB3DFWy1lHmuc7Vrt7a2Yu3atVizZk2izprCvrxHucb2qVdadtkiWhEhStprixBlkSslIcqqFy9DprrT7pHeTe4zlplmOLRNUnKs4EqoPGUen0NefvnlWLNmDU4//XTzXnyEKJ9ClGWnsiqKWs+6ihMf1SdaxUmHEzkIYu164AsEKaFuQU6upSyqBm3izXfgU6BxcnIyUQefQlRLS0s0iFRCJcq6B20hbu2wc/UVOeDfeOON0e4R3240SS5at24dLrzwwth3XFKSt6VrQaVN1OSOWy1lHj3DW2+9NeHspnLlTnSu0BQiUWmlzPM5eeXvUvEhxBFrEQnlbz7wPlxpqU2JrIQoDaGEulBYbe5KV2XtYjtZEZq61ILLoT4ThCitr0u57JlQiJKpbXg/cr2DRFKh++BjE7+n2trayObxtHnynauvr1dTwFBdJC6//HKceeaZXke8JERpynAuB4C2oOdBlNCd0S6nu2vMdO3c1Rw4S5cuxa233hobT3gZ8+fPx6233hoLaLsUomT7ys9nnXUWPvaxj8X6Jz1H6htc9cC1g76rq0v9bWhoKGpvSyEKAK666iqcf/75ifN9hCjp3JB2PlQhSgaGfQpR/DohDgIXeZGgOSus95i/Vz6FKN8YWU2ZN3tQDildgj/3T37yk2hvbzcdhpJo5Nq17atTSMo8CZkyj8rhSJsyL/R7SYLx2XutHFojctutOT81ssrExESqlHnWfefzeZx33nm46aab1Hu/8MILccMNN5hO6/POOw+bNm2KKRFqcAUfOIFFSuOHBgwsQpRLedFFiBobG3PustWeKZVlqXxpbXDhhRfi4x//eOI4eT5XktHgS5kn522uneku5zw/V7P7nMgsA/Bnn302Nm3alAhqanN7Ijhq1+WgIEh3d3ciEKERBHwKUSHrWV7fLBt5qF+Fph7KAhdZqVIISZlHyBrQoLqHrLO1NpPjwsTEhKnwSeBKb/x/DVKt1LXBgGxLsViM3lH+XlN7yndV1sVSiOJ1kn/7go4cGnEmlJiaFWnqlxUhz9OFQqGATZs2mao2uVwON9xwAy6++OLY99pcf8GCBYnMAxohylVOSMo87k+0CFFae8j5jfZuhSieyM+ueUChUDCD33SeS/GMK2lY9Q4lRFF6c+13eU99fX3RdaTqk/ybg4gBLoUoC1bsgteZl+faOBmy9rNIxa568c+hY5C2eQGwYwo+v7FUDtJ8t3IeoClEhayprTLo2tr6qFQqBY3VvvnAueeei8suuyz6THNW7i8MQRqFKItUH3Ks5ReS83/5vrrmrVSuC5UmROVyOVx77bW45JJLzN8JPnvpIonJYyWsVNj8upVKmXfBBRfE1os+grZv7uAbi+S4po1nwLFUfDJlnlSita4v33FJiHL5Y/nYoW1u5SCSkkaystaNPn9hbW1t7D61tes555yDm2++2UnM0+bxrjWTPN6yX7zvp/FPVQlRJy9SUeQeeugh/PGPf8SePXtQV1eHdevW4TOf+QwWL14cHTM+Po57770XzzzzDCYmJnDWWWfhrrvuQltbW6XrXkUVEUInx7MdFvNVLkyGhoa8ji85EPBdANYgoZE0yNlWKBRQV1eHuro6jI+PY2hoKDa48Ynu6OhoQpq2pqYGTU1NOHLkCI4cORIt1LLCes4hwd2QxYucCGiBaQtyh3RdXZ0aVKitrcXExEQwiUWbPEvimnaP/BlaEzxJiKJnKxnZEpaEbyghylKIovYOeZ+tHS2h5xM4Ue9EIkT50oylXWhZE0SL/FEqlRL5tE9G8HaZTkKUK0VlpcDtNd2LXGxMTEwkpNdd5WQJfNP72tjYiKGhoahdfA6rYrGIQ4cORee3tbVhaGgo4XjM5/Po6upCd3c3Dhw4EKlOyPe7oaHBTE+k9WlaxPkWhtJxyu2TJbvOoRE9eNuELsx4ukAJ7vimd1kjXKVZBPqcCqHpEuQ8R/ZDrf3JsUvvTltbW5T2d2xszEmI2rZtW+J7HtDlTkSpGqXVn46V4O+KVPPixD0g7F0AkgE17bp8fsTVRkPmICE7dzVnRchuVkm8LEchKoTwXsX0QfYll+3xgT9DqbTi6iPc4R+iECXBHfEhu7iBeB+kNYC06TIFtU/1I/R7ubnCVa5lewnNzc2R7fQRonjKPLp2CCHKpRCVFvwcTeVCQ4hClOxv2nmaM7tYLJqEKG1XsOa8JoQSolwKUZK0IK8roe2Cl8daClHaxgiNEEVrLRqrrWAWr48113IRjngA2zeXcdmLlpaWIEJ4V1cX3nnnHfT09GDRokXe+qUlRGljKV8jpJ2DF4tFjI2Noa6uLlgBhK6TxqZXWsVYgyuQK+/NFWxztaGmEGUdH0KI0jY3yL4pbYbLRlo+Hv47gdJxAoilzKP+RM+MfuMbRnif9gUgW1paIvUxjTBVCUJU1h3/FmaCEOVa900nQlUfJBnBRS6S5CkXIYpf0ypLIkQhqtIp82praxNrCakQ5Qu4FwqFmBKKrHdoSiqNEKW9S8Cx9WNDQ0NsYytBa7uGhoaYzxdItynFil1YKfNcCLluqP+0XEKU1V+lso1r8wUHrzePjwDH5u4zQYjiClGyfi5/unYfGmTZ1LfSZhDgxAqOEIK/T+WGQ9ovX5nW7z57I+HzHVUaLnKX/D0NmUsixKdZqZR5rjbX/EK+uYOPpCYJ45IkS5Bpl+X1tXvnv7sIUaOjo86+x8vQCFv8vdbWk7Ic+V0IIYor0FEdXNfSrqttrnOtmXwEKQJvq/Hx8eB6VQlRJy9SPdHXXnsN11xzDf7n//yf+M//+T9jamoK/+N//I/YhOd73/se/vSnP+E//If/gH/4h3/AwYMH8b//9/+ueMWrqIJjuskLMwVr4SgnpSEKSy5iSAjrXxJtaGJBDh1ZB/65WDyWaok7e+jcSgT50yhESYdTyOLFNRFOqxAlZcyBOEkqCyFKLtQthaipqamY6pI1wZPqKDww6dqNlYUQ5UqZl0UhyrX7KU1QlJM7pjuYGuJQlciqECUnkT6klRl9ryhEhTgKQhG6G3smFKL4DnFL7jwkZV6Wd4ZsAQWQLbl2DfQ+FAqFyOaSveJkFdq1z98fTSHKSk+kPSuyb6EKUdKhy+vgCnTIXbdAvO+lcaZz289Ju5IQxe836w42rd4c0nluXSMLIUrOUXiZfX19phJXW1ub+gx4QFdTiPIFWrMoRLnUDiQshQGr32oKUVlUR30KUfR3GkIU9ctyFKK0QEwVM4dy5mAS3EZKko+lEEXH8nfVKtcCd/rx+3G9J9w2kYNNC26nIUS5SKzaZ7kxwuXQpb+ljZeBbxdZhafMC1WI4gQbSbbJEhTgz1KOD1kIUXI8dgXH5We690KhoKZO15zgvHzZv+hZuFISyjLkPMFSC7PaRo65lkKUNo5qGyP4+GmpzriCFFQfa5yVz0sbg7SAvYQkFXJoilhaGXyuKQMlvrmBL/CrfQbic/C0GzU0NW8NLjW+EMgA9nSMza6gv9zYlZUQpW3YSJO+SFOICiVEEVzBGKkQJSHJrHKuxJXQqF4uhShJmtHGHU0tNg3hSCOkhryL5cBnKyoB39g/XbBIPNo47Qo8W4pQVJ6PEGWRoFxkVRrTQlPm+cbrUEKUHNd4/5fg9yvrLW2Cy3/A60rEVQ6rX9K6jo9ZPgKRdmxWQpRPIYqPV/PmzUuUFXJdH8GLYAXMtXO0viAJTPL60manIUQBuu/W2iTsq791fU1t3SLJS1J+VoUo2a9pznrw4EHneRIWUSmEvORSiNLIJCFrj7QKUWnIvjMNzfb4CFMcIYQly9cG+BWiQghXWj2t37Rytf7lW4/K+ZFFkuFq1rxecp1hzWWk7eJcC40Qpc1Z+LzXIkSFtjNBWw9y0ByUjiF7X1NTE5za2OXjCclYQ3DFiQmaMpaFKiHq5EWqJ/qf/tN/wmWXXYZly5Zh5cqV+Ou//mv09vZGOWGHh4fx+OOP44477sAZZ5yB1atX46tf/SreeOMNddd1FVVUCj6n0kyC1JGywLoP6eRyyY5SvlZXQDlkMk33IAkqFqlJfqZBhjuALTJVGlD7Wm2s7UyqRMo8LeBmQSNEaYpTfGIYAosBDhx7TtqOFa4Qpd2zphAlCQoS9Du1sbVYp+uNjIygv78/RtDiv4+NjcUWY9rOJrpef39/7B1wLeBKpVJsJ4ILktwxNjaG/v5+k/wyOTmZKJe//1ydSyKtzZqcnER/f7/629TUVHRd6z6p/UPawaqPpUrHFWWOt/3lKJVKCfWVcssjzFTKvF27dpXVplYf1NTQJPmRv9NakEyWU65CFNWhVCo5xzhJ6Ghubo5sKQ8wAEftJEkX+whR06EQRXZQU4iyiLocWvCc9500znq+iJPBDT6mZSVcWdfyObRchChfyjwXIYrsuez/2vjd2dmZaAcCHxf4uBZKiPIpKdF7tmDBAtTU1GBiYgIHDx702nRpc6Vz1keI2r9/f/R9CMFTHuMa+ziyKESlJUQdb4WoSo815cA175gJaApRWaHJvfMgk2ZPZaAxi0IUvw458V3vIqAToqR94mMsT8dg2dlQQhRdRzpZQ4IJ/DMp1/Lra2sXfjyQLmUeD6JrgdS0OJ6EKNk2/LmHEqIsRzVwbF5UKpUiYlGoQhRXlkmjEJXL5WLtyPspwUqZp60DNPKIVJ1xEaGpLrxOc+bMidWP/6+RiWXgw/VeaO94U1OTMwBBIEJUb29vLGWhVT9LWYMQMg7y+UnajRpZCVFpx1ZXkLdScG36k4SCNHZmcnIyalf5PxCu1pHP56P3mfoy34Ri2ey0ClEuRTv+DhUKhQTxkPuqisUiRkZGojVeSMo8LSUeJ9iWqxBlkYgqrRDlsxWVwGxTiNKC+a52kGOYJOXy4zWirEW20tqb+u3Y2Jh3k6a8B6vOPhSLxcRaSqptaP2O1NB4ncivIesdqhClZRKwCJScwMg3xgJH54fa2qCpqSlxbOgabHR0NIgQReVxZeJcLpfwz4ao/MtNsFZQ2yLyhirpW5vD5DyOt51r/SXrzT+HEKKKxSJGR0dTEaIsP4DW9yRZmTZwyLWtb00ny6a5cNp5QzkKUZVImSfv06cQlZYQ5RqrpwM+wlOacS+ESKMdw2M7msp6yLjIy7XaXK5dtbmD1ga+sYj7l7jt0/rU/PnzE+VKP661Hpcbsbiv3Zfejpeh1S90Y5e1bnSNW9I3TuORth62oPm6geTGBmmbpK2jzAASvNwshKiZeFermFmUtYKQktfvvPMOpqamsHHjxuiYJUuWYP78+di2bVuUqoRDTvJyuVy0YKx2uNkL6eA53pCTrONVr/379+P73/8+zjnnHFx22WWpz5eOMroPTSHKusf77rsPR44cSeSN55iamlLPlwEqWqwAx9SFeLCRlyFJTuPj48jlclGZtbW1MUJUlmfU3d2Nf/u3f8OGDRuwcuVK9Ri5iJd14LtlXZNzOUnh6ko+54skRNXX1yfO4YGHUOcgdzpwFjmX3qV68qAR3WddXZ26kMnn8wknO33WFvHA0QX04OBg9LulEAUA/f39+N73vodisYglS5bE0qyWSiUMDQ3hH//xH7Fs2bKoHF4f3lc2b96MLVu2AABuvvlmrF271qmmUSwWce+99yKXy+HOO+90TuJ5Hx4dHcU//dM/YXR0FK2trbjrrrti91QsFvG9730PuVwOn//855HL5bBjxw78+Mc/xnnnnYfLLrsM9913H/r7+/HXf/3Xifbl9QxJP9Df349isYj6+vrEBG7//v249957sW7dutj4y/HNb34TwNH0UZ///OczOflchCiNuHE8wMemzZs34/XXX8edd95ZkbS9rjSmae/ZssHyOvv378eDDz6IW265JVX5hB/96Ec4dOgQ7r777thCRyOlysUGLZr4TklCY2OjWkbadqB2JKd5sVjE5s2b8Ze//MU8p62tDQcPHoyk4TkhSjpLSSEql8thaGgIIyMjaGpqStg0K2VeLpdTbSaNJb7UtWSzef3kDiMKCluLT2nzeSqcNO8xP7apqQl9fX1qObxtXDvOXc9aLqrlsdIxY80ppd3UFKO0YC2AiBgu31Vt/KY+wp8BpQfmC26uxENRRgAA/yNJREFUjMh3t7l2e2v9h8/vyJ43NTWhq6sL+/btw6uvvooXX3wR5513ninnPDExgYaGhkQ/0gKvBN6fXMo32rN1pULbs2cPfvCDH6j36AoYyrpwIjavg7wX/l6Sg0Z7BjM1Fj355JN44YUX8PGPfxyrVq1K/D6Ta6YHHngA+/btwxe/+MWE8udMoNz0SvJcIG5D6Pn+/Oc/R6FQwN/8zd+gpqYmoRDF0y6nvT4//6mnnkJDQwNOPfVUZyCA2xUiUEibLnecu9YUVjAASNpUOo4Havhax3cundfQ0JAgRFnpL/jfY2NjkQ1pbGxU68Y/c6e3JLtleVbWtVykH+s63Jkvj5Of5fXIflkKUZxEq9kraWNpnchTazU0NDjHSUm+DplbSNTV1cXOl32gpaXFtOt8zS1B7yL3H2r9VJLuZB3mzp0bBZ7lup7bG24/ZNBF3rucX3E0NDSoAQ9Zxty5c6M1Wm9vb+w4X/BLs5MaEUkew+fhExMTqd4f8tNYZfO6SaS5jqZ05Zs7p4VFNKPf+BzHNybx/nPvvfeiWCzi85//fIwsIOfxrvoAR8cE6kNcMVbO32Q/44Qp610myJR58h3ndoI25VF/J3UoKv/IkSP4xje+ER3P00ZyQhR/L+W7SOe5fnfZIWoXAr1HmlpRJedWPluRFtr5Fil4uqHNCbUgp89mSoUoSYzT1nxSPckKUstz6X3ZunUr9u/fjxUrViTuQVPA1+Ye/BiXYkWxWEz4WXnKPOtd5LaBv+eaDbVU+2Xdtc0WrjkecPS94+TGyclJ/PM//7OqOt7S0hJTVOU+ZYJmMw8dOoTvfve7sbmOtrYFjrULjYvAUdv2rW99C7lcDl/96leRz+dNhVlrPbh582Zs3rwZd911V8LPpylEWfMTzQ5Jv6a0+VpM4d/+7d/Q09ODv/mbv0nMAaXfVxLBNH8TP+fFF1/Eiy++mKg7h7wHbZ5mkRqkv39ychK/+MUv8Pbbb8eO8xGbZL9OQ4bgcBGi5H3K94BvTvAda9lg2eflRgFZDtkEbZ5v3R+v03SPA7wtNd+Zzw5zaOsQfq5Vhjbv43Xhm/p95WvX4OdrpF3fOOVbj9LvBw4cwD333JMon2PBggURAZTKknE/WQdus3O5HMbHx/FP//RPGBkZiY6ZmJhQVd+oHD5uab+71iJtbW2Jcjh8c1Cyk3SftD7hiqQ+WDFaGWvq7u7GPffcgw9+8IO44IILErbzqaeeQnNzMzZs2BD7XsY5QutF5dMzm0m/XhXTi8yEqGKxiH/5l3/B+vXrsXz5cgBHWfGc9EDgjguJhx56CD/5yU+iz6tWrcL/+l//K9rRX8XsxsKFC493FQAcJee0trYCADo6OrBo0aLjUo/9+/ejubkZ4+PjmerQ09MT3UdXV1fELm5ubkZra2s00WpoaFDLHx4extjYGAqFAiYnJ6OyJFpbW9Xz29raonPq6uqwaNEi7N69G62trejq6sKiRYuwaNEi7N27F3PmzImV0dDQELve3Llzo2NbW1sxf/58dHR0YPv27WhpacnUPs8//zyam5uxfft2nHvuuer9LV68GO+++y5aW1ujvjAwMIDW1lbMmzcPixYtQkdHBw4dOhS7X47TTjsN+Xw+plKyfPnyyLbt2bPHbFvgKBG0ra0tmrAsWrQICxcujJ2zdOlS7Nq1C6Ojo2hpaUmUt2jRIuRyOezduzf6juoPHJ0ItLa2Ru3c1NSE2tpaLF26FO3t7ejr60Nrayvq6+ujspcvX67WnZ4lr/PixYvR2tqKlpYWdfG0aNEiDA8Po62tDe3t7Yky58+fH9WxVCpFbXf48GGsWLEiOn7u3Lno7e1Fa2srBgYG0NTUhFKpFLs+7ysjIyPRuYcPH8aiRYvQ2toa67d8ssYd93PnzjXTYgFHAzn8Pmpqjkl8zp07N/bbyMhIVG5HRwfq6+vx8MMPo7W1FW+88QY+9alPYWxsDM3NzZicnEwQ+ObMmROVJ98lDYODg9F7u3z5cnR3d+PIkSPo7e3Ftm3b0Nrain379uHSSy919s2pqSl0dHQ4F6j03PL5fGziuGDBArXs9vZ2NDc3Y2pqCvPnzz9u9pdj4cKFGB0djQKTlagTkeMAxPocgODy6Zzm5mbzHK2vZak/kQ1ramrQ1NQU261SV1eXeJZtbW0oFovR901NTWhtbUVDQwM6Oztjx3d1dSVSOFrjigs0ti1evBj79u1Dc3Mzdu7cqfazVatWRYHGV155JXoeS5cujd6nOXPmoKurKzp/6dKlyOfz6OrqwvDwcDSWSdu/fPlyLF++XLXD8+bNS3y/ePFiLFq0CFNTU873bcGCBTH7z9uoubkZxWIRixcvxsKFCzFv3rxY0GblypW44IILIntGNr2pqQnj4+MoFApme3/2s5/Fs88+G9uNSbaS2oXm5e3t7ZG9BY7as9bWVuRyOSxZsiRWbmifnzdvXuR4Xbx4caScQDh06FCsLuS8amtrizlRFyxYEBsD165di5deein6vGTJErS3t8fKLpVKUdnz58+P2fVNmzbFrg0cnbtcddVVWLhwYXTvdC533tK90HMkpwT1BQCxvkfgtp5A4zYA7NixA62trVi4cCGKxSKOHDmCQ4cOobm5GWNjY6bd7ejowJw5c3Dw4MHY/KatrQ2Tk5MJO0L1mzt3bmI8p/cQgGkv+TFAfD7y+OOPJ67V2NiYGJ85mpqasGjRIpRKpShIs3TpUrS2tibsY0tLC0qlEtatW4eRkRFMTk5i3759AI4+P06ypvVAFnuUFW+88QZaW1vx8ssvOzcjzMSaaWBgAI2NjThw4AAuuuiiab+exJEjR2LPe8GCBYlNAqGoqamJbB49y46ODhw+fDg6prm5Ge3t7dGYVl9fH1t7aP2Aj+WEXC6HFStWRO/zBz/4wYh0e/DgQXWey7Fw4UJ8+MMfRl9fHy688ELk83l0dHTEbHpTU1P0PtfW1kb14uPxunXrMDAwgBtvvBHbt29Xr7lkyZLYXLazsxMHDhyI1hJ0z/Pnz0+c397eHmuP9vb2yFYvWLAgds6SJUtQW1ubeJ40rixbtiz6jebKK1eujM3BZR0WL16MSy+9FK+99hre97734Z133ol+X7hwYep3dsGCBdi6dWu0RuWQfZGwevVq8zrt7e0YGRmJbBBfQ8m2A47ad3KUXnbZZXjhhRdwySWXRPMnDXzMcK3VFyxYgM7OzthalOZBHDfeeCMOHTqEM888M1rvNjQ0oFQqYd68eQnbTfW22mD+/PmRU7qtrS02d6A6tLW1YevWrRgcHMSiRYvwzjvvROs1Wg9I0JhB7/Xq1auxYMGCaA1I4OvlZcuWYcGCBRERHgBWrFgRKebSHIv6GR+XaAxcsGAB9uzZE/Vz8mVwdHR04ODBg2pbLV68ONGPrb66bNkydHd3o1AoxPwQNI/kPqrm5uZo7qP5rmjOR9D6H/e9hKwlOcj/YJVNkHOmhQsXpiI0tba2xvqwXE9UAtTeABLvXnt7e2zOz+dfvI5AfF5Dcw2tzK6uLtTU1ODw4cPqvbj6S2dnJ/r7+9HW1hbZF1o7yzkkXVe+OxqWL18es9eyT/H3uKurK1ofAkdt/aJFixL2nrBq1arYGHzw4EHMmzcvVl+ywa2trVH/WL58Od56663o+nJNpdltDr7GIlsk+yPZgEqB22S6Zlr41kodHR3o6enJXH5WfOpTn8L3v/99DAwMRGutefPmRXNvwuLFi2N9W74z8+fPj9Zmc+bMia2dFi9eHPNrLly4EDU1NTG/JJ+z8z60ZMmSBNGA99vJyUmMj4+rNlpCm3vwe+jq6sL27dtRX1+fyGTS0NCQWLdLXzJwdMwfGBjAWWedhaeffhof//jHo/Xu/PnzMTw8jPb2dnVtKOvDwdex2hqS/Abk75VYtmxZbP1VX1+PfD4flbN27dpoHnfppZdGbUXzZ1pX8raSKe6Ghoaiub20n6VSKeaPpX4u7SjZifb2djQ1NSX84R0dHQDiayfNd797926cdtppse/knJ3m3nK+AehjArczfB1BcRGy2R0dHThy5Ajmz58frS3GxsYSm2N4+8+bNy/WFtQ+3MedFtoYrs2BlyxZgs7OzphKNN0j9xvMmTMHr732WmL9pq0rOOT8as2aNTG/TSjIJyKvpdl7bd3Z09MTe1cJ7e3t0XykpqYmsh3aPUl7QTavpqZGfXfb29sju9rZ2em07XwdOhO+c97ftDaU/VOrzy233IKXX34ZN910k7nh6uKLL0Z/fz8uvvhis404GXDp0qURqeSCCy7A3r17cckll5jtwW2ptKH79u2L7BhfR/D4n2seyEmVWhtovgOqh+Q/XH755VFmjg9+8INYtGhRLAbX0NCQeGfp3aLv9+7dq87JZLyK9zVqH7qX1tbW2O8f+chH0N/fjzPPPDP67vOf/zyefPJJ3HLLLREHQ/M9dnR0oLa2NvK/SdB7QXWguqeZo1EbyHGvo6MjsSYCgJdeegk333xzdPzy5cuxc+dOAEfnC/K6XBExzZqJ5oVyzjZbuBBVZEdmQtR3vvMd7Nq1C//9v//3siqwadMm3HDDDdFnMog9PT3TIqlcRWWQy+WwcOFC7N+/v6x0CJXCkSNHIjn5/fv3xwK/M4n9+/djcHAQvb295mDhQnd3d3Qf+/bti3ZuHThwAIODg+jo6MDAwAB27typlr9jx47o/L6+vuhvCat+PT090Tk04O3duxeDg4MYGhrCvn37cOjQIQwODqK7uztWRn9/f+x6O3bsQG1tbXRPhw8fRm1tLQYHB3HgwIFM7TM5ORldY+fOner99fT0YGBgAIODg+jp6cG+ffui5zI4OIh9+/bh8OHD0d+yjEWLFuHSSy/FE088Efutr68vCsLIe5U4dOgQhoeHo0DIoUOHonsnHD58OOq3/LkTOjo68IlPfAIPPvhglJb08OHDUbvR8+3v78fevXvR39+PUqmEvr4+jI6ORnXM5XIYHBxEbW0tDhw4EHvGhFwuh3379sVkOem4XC6HsbGxhCrR2NgYBgcH0dfXh+3btyfKpPZubGyM+hBhy5Yt0ef+/v5IbYrKHR8fj57h1NRUrK/09vZGx27duhXnnHNO7HlIEs+uXbui395+++1EYJ6D+omG3bt3xybK3Obs3r0bTU1Nse94/+zv70/0d34ffX193veB7mPevHk4++yzAQD/9m//hsHBQdTU1MTshqtvAkcJfS7lCOqPjY2NsV0J9Ewlent7cejQIZRKJezfv7/iju404GMT9Ytdu3Zh7ty5ZZc9PDystjO9PyGgc4rFonkO1fuCCy7Ac889h9HR0Uz2cmJiIrJZu3fvju183717d+JZ9vT0RPYdOPY+FItFHDx4MHb8vHnzEueXSqXU9SQ7MzIygsHBQQwPD5vKAx/60IdQX1+PJ598MtYXJyYmYuMS2ZtcLhc5/Kj83bt3Y2pqKmEHDx06hL6+vpjSRT6fx759+1SbSXbLNxYcPHgwNm7SmERljI6Oore3N0oTSGVdeumlOP/882OkM7L5U1NTGB4eRn19vdneCxYswM0334z/83/+TzSX5n2W7DdwdFHOx6A9e/ZEY4YsP7TP83vp6elJPFOa09DvtDilsZmuodkc3kd6e3vV3bNDQ0MoFovYs2cPent7MTw8jDvuuAOdnZ2J8eqzn/1s1Hdp3AGOOhwmJydjNpDsdk1NTTRe9vX1RWsXrT9o31G/AI619/DwcGyOQ3PJ+vp6tY/t3LkTHR0d0bOT8xttDkj3J3cJ83HScnbIeQoRGIH48yaMj49j37595lyUfuf3TO+JHPcHBgYwPDyMjRs3Yv78+fjhD3+YqAuB3teGhoZMdjMLqC7Nzc3qNWdyzUR12bZtm6mkOp2Q8729e/dmVqoiO8HHS24jgKP9cnR0NOpnExMT2LdvXzRmafMrba5XX1+Pa665BsDR/tTZ2Ynrr78eP/rRj7Bt2zZs2LDBaet7enrwvve9L6oTkJwzjY+PR+1TKBSievFxt729HZdffjkAex0n30VqE/qexi7N9shxY2hoKHZt3r779+9P1IEfz+0lcJSUIInScu7Q3d2NNWvWYM2aNejv74+V0dPTYyriuXD11VcDQOI583m2hGUb6JlpY4JmUzg5b968ebj55puj8q1r9/b2xtQGrOP6+vowPj4e/V5TU4Oenh51R+qNN94IANH8iMgchw4ditlYAvURDTRfAo72FzkHOnLkCGpra7Fp0yYAR9/Tl19+GcViEXv37jU3QXZ3d2P37t3R+3HkyBEUi8VEH+PvDanj8jkDn7+QP0Ou++lcsgG8X/f19SWCfPQOyj5TV1cXsyeEnp4eVWGE2o7exYGBAbN+hw8fjuYy/HuCtFPaMXytuX///lRj3s6dO3HkyBG0tLQ4/TLy3vfs2ZNK9UHaIbmergS0PkTo7e2NtZP0X/Hj+XjB3/233347VubOnTvR0NCQaBuCHAfnzJkTlUvzJfK7DA4O4tChQ6bN9v1OOHDgQDRvBpK+B/4O0DyQPhPJ3CqffIDAsXfl8OHDMf8N+agGBwcjnxG3JVQf3maaf4SDpwulNpDvKL1jlYLmC00La35KoDbk84CZws0334zf/va3eOGFF6K6cPsKHO1LvC/U1NSYfSmfzyfGcb4m2LNnDwqFQuR3kG1K/YGv2TnkPGPr1q2JebTWhvI8IrhzXHvttejr68Of/vSn2Pe0Nh8cHIzmTGTTqR8CwHnnnReds2nTptjahd6vvXv3qus4vg7UcOTIEZRKJdXHSn4DPneU9ed+4nfeeSd2XFdXFz784Q/H2obmDdz3T9i7d2/CDyyPoXIofsHnAfv27Uv4U7giEpGM5Fxj//79WLduXWztpM3r9u7d653/0WZubW4m+zcQH/e4f4vHNaiswcHB2Hi9f//+hN+RX7enpyc2Zu3Zswfz5s2L+RnTQpsfaP3jwIEDiXUUcPQ9LhQK0fevv/56gmxH80ZXHaU95mNSGvT396vxEZ9PHTg2xvK4CYHfO83vAKh1tGyeZbeHh4ejOMrcuXOd73faOEC54PNqrV14fZqamtT6rFixAitWrMChQ4fMlGSFQiFaG2hljI6ORn612traBDHPdS4Qfy/7+vpia0YasyYmJmL3QzabjwmWj5Ovb0PXlN3d3Yk1RaFQwKc+9anos+YPo3kgQfqKtf4PJG0vrytfa9C7J++F1ov03bx587Bp06bYZkNtbjswMIC6ujrn+8x93uRDTRPHoPrLtu7u7jZ9IrxtlyxZgrlz5+KZZ55RbeLAwEDkF9+5c2csBbsLZN/p3Z9tXIgq4qitrQ0WWMpEiPrOd76DF198Ef/wD/8QMbcBRLuSh4aGYixJUmLRQJK9Gqqda/ZDytcdL3DynCVNO5P1yFoHmbKOyqAAbVtbG/r6+qJFkgRfSGpBQl5P7XwetKT8vnTtQqGAUqkUy5Utc00DRydRw8PDGB0djUnCcvnKrO3DncA0wEkCDN9ZRHXkuXpLpVJ0jCaNT8fwAA5JRHK5ZBekzKuUMQfiSkZWDlteV7qurMPk5GSsPame9DtNOun5aWQDKreuri6ayPMcxNo5NAGdmppS+xo/X5JbeQBBprjiMqLUBryv8N32FGiX/ZaD121wcNA5OLreGdnfed+h9rckrjU7KfPC+94HKo+nPeTSqlq9LPiuR+XV19fHyABWqkjeNrNlTOB9nWxRJcokcEIB2Yw0cNlALscNJPteKPi7MjExESuD79bmddJya2uywVqAO8uzpzpye2KBbJjchcNT4I2PjyfsPYCYTLFmB+vr6yO7T3WiFIIaOV+OJRboOLr++Ph4VCeeCkOWxccbAj0Dese1YyR4OiR+LH9+UuqZE8Ks8jVpdw6ZEsMlA2+VZaW1aW9vj5SbrDry8VHOYTQJbKuMpqamyAbyduLvijYuc2j9h7/Tmm2ncVi+kxzUl7T+bl3XmrtwB4M1Psi0etyGaWMDlWPVX87PgGN2QNpH6i/U1rx/0XOV9xgyrlYavrFgusdHPhcgkvxMQ/aTcp6D1re1lEI81YM2z3fZH0JtbW3iONpcc+jQoUidxoJmx6S0PE+RBEC9p5D5hDyGrkNtT3XR3nd5Lr+2VFiVvwPxtBHSf6Ol5Zbny+u70pSUC+3+W1pa0NjYaF6H6qs9T9+4x8t1KeikmTNqKQpd58r0iXQ9Cde9yOeqzf+0Z8jfQw1TU1PR3Dmfz0cqVq60FWTf+ZpKptHideH2ho/Rvn5G15T2y5VqXvue2o7qK+vHx37eVpqdlGOntm7gc3k+vwwBXxuFrElcdXVB2tvp8NPxa2gp+nj/0cYEAr836T/gsNYS/BocfJ7C01rKeaTspzx1pfa73Lgk74t/lqlmZJpXa8zgvwPxlHkyLY0sg6/XtHvw2VQObf4HhK2F0oDXL8v6XsK1RqlE+Vkgn4GW/snVDnLOwiHXlPRO0TvU3Nysjh9WX5DrC+0Yy0bLz65nwSHT2/OxLbTP8vdcGxd9/ZZSyPG0qLzO8l1qaWmJxgOeotMiRGvPk+ao0n5pfijN9tFx0p9K9pKPadK3WyqVEtelduNrJ+26mp9PGwesNakvXR2/Po9r8Gfgi0XJMYrfK92/ywfmQ8gcArDTXkl/PFfnJsiYC4AoTTA/htejra0tSv2cBjU1NapPO+T9o3fPZ19D1uyyTO03XmcC+RUtTOfaxweXjxGY3nGpUChEc5YsY7fLV0q/Sf+hNnfQrm3F3HwIPdY3JnE7rNlDAp/zyXLovvkYluZerLpSOa6UecDRfkzHUD2tdZQGzZ4C7nUHt535fD7Rjvw4Xm6a+JD0Q/Iyj8ccrorKwR3JESiVSvjOd76DP/7xj/gv/+W/JJQ2Vq9ejZqaGrz66qvRd3v37kVvby/WrVtXmRpXUYUCjVBxPEDGMuuEVhKiCOSgo9QwWg5wALGduRbJBrDbSCNE0WBMTj4+yGhlkvODrs9zKWuO2jTgjkpilEunMx8IpdORri8Dyxz0Gw8Yy1zLviB4XV1dwqErJxANDQ2xILlVDzl5k3WQEyaeP5nfIz0/bVFO1+Jtyck21I48RQcx4UulktrXeP1cz5tIB/yzq768rSYnJzEwMOB0wPO6aU4FDh8hyvosSVzyulZAnODLx87L47ty6XpZCFEu0POWO/WtAE/ae5kpUF1ctjBLeUCc1JcFvncCiL8DWdpVvisc2hgir0PtVltbm7B5GiGqnDqGpFQiOyUJUc3NzTHCE18UEbhjUqsr9XWZUlM6iAj0bCxCP4HqIPPGU9nAMVtr2XpZFidE+WCRGBsbG2NjDB/fuLPPQggpWNabwwqI878lsZjK4rL91v1x4jbdD9kvWaZV13w+H+sPPGjAF9++e9X6D79/GncaGxtjJEjATYiSfZkH8q3rymdN4PbAcjpoDnKC9hxczmteP/47PSPNEQLo8yJtDsivP5PwzQ2nG7wtKaXUTMN6dlkg+7b8Gzh2z7KPaPMjgs+RTWhoaIh2ee/evRuAPQ/Snr0skweVfHN7q0ztezk2SFvgOpdfu6GhIVEXeQ/8/uXcQFONsepKSLO2SgvN9viUaXiwH7DHJ1+5LgUd6XR3PWeNEOWCRmbSyne1NS9Dnl9fX28SporFotP/USwWo7GG0lnz8zVQf+PrM23M1ew+f9d4P9bedcs/QW3u68cEahtOTuT/U52kE12zSbItNVvGx27Nl+ACb1Mfka0caISoSsPlB5R+Ctf1+XPg58hNJGRrrbLk95p/hdIu8+9kv+KEKfk7pcEKhbTd/D2mdZU17+drNF4Xfjy9lxYhSvs9i82X51jrgKwIGYPLBbVbyDpuuqGtC+Szlb9LGyznM/x4eqe47eew+r52rTQItdnWuo0Hluk7wL/+JXC/g0XCd4HqJYPfQNKfDSCW4r6lpSU6XyNVuYjvGiFKGx8sQhSQ9LtZvhcCjV0h19W+0/x8GpEXCN8sZPk2pY9J+tutOkr/jyREWeeFQptDyHul+Zy1ZufXt/qdfO5yTSTnh/l8PliFRdZV82lrNpM/Px5vcvnSrN8t+Hw98hjffN1lX6cD/Bo+3+V0jkv82llsuzbnkL/JMUlba2jX9o391nMKnSe41t/8d3rHQglR2pzK8jeEwrr/kGcm+1ca5Wc57hJ8sRDuL+I+YO0YQpr4kOaPquLkQKon+p3vfAe/+93v8Hd/93dobGzEwMAABgYGokG8qakJV1xxBe69915s2bIF77zzDr7xjW9g3bp1VUJUFdMKi0g00+BBrCyQxBD6TAMiOVwtYkcaQhSVrZFRCKXSMYUomvDKgB0vE3ATorSgsIRrsOMTA9qtLQdmvrCXATnX4oWfz+8DSE72fRPFQqEQq5ckSAFHJwch9bAmzPQ7VzDhkwBZx7SEKD4hoXbkDn8qzyJE0fU5YUuSDeh3bRFHdZH9k54lkQO7u7ud7zx3+FpEQoLrnXE5dKWijywrKyFKI6fwSSVX0SJUghDFFaI4NMUWYPYTolxEtyzlAYhJBWdRcPIFjYD4giIkMCLB+4JUNNP6uiT/kO3XnrskJQFhBAT5vlO9QghR1rWbmpqituI7v6VKH3DsXdQUoqgsDmsnOZUd6tCUhCzueJIkVvm3LMt1jITl9KitrY1srEWIci36fM4bn8PJ6ivSqaU56TkhymoD+p6/+5LUTdezHCD5fD7W17iDhY9FPqeWZpO1oFt9fX2iP1kKjcCx91POb1yEKMuGyzml3BHNr6fNAbV+phGeOLT5mUYC5X9rgRNXcH464CrX906G1km2fSj4XIOUWsupB69P6Bgn+3voeS7ikusds4JV1uYNq06WLSdV0V27dgHQxz5+PV+ZXPGDYAWILTtrkTq5up9VJ1eQkK9L6PryeP6+5fP52LpBc3oeT0KUZnvLIUS56kdqYgSXA1g+P5eTPS0hSnOw+wJIEpIQxc/X+j9fc7vmtlNTUxGxRI6tFjQlZdf8QvNp1NTUBBPONYUoINleVp0lgUv2I06IsupNkLZLW2vxsVsjRLnGEt6mIWsSXmYaZCVEpRmnXISoYrEYCyCFrJOBePtI/4G1lrDqwO0kX4+EEqI0m26NRQTZZ2UgUipEadcnaPNkaRt8hKg0AUYNGikMqHzwVq5DpgOuMXom4Jtn+Eik0p5KlQsXIUr2WzrWauvpJkT51pFcpchVjoT2nnOE+g80nz/3sRIWL14c/d3c3BwLCkv7Je+Zf9aU/UOJSZbfzWcvJcGU190iNnFoPi1rnLIyJbiO08YXrkLEv7fOlYpT/Hgau9OMrbL/hMwhXO+aj9BO51kbCq16Af6xSnunJiYmnPER6zu+UcN3bBr7K+fFGqRClAsha71KInQObP1eKWjk8DQIGZckIUrrD1kIUWlItRp8CszSrsv3l+qsKUTJMvj7nKV/ac9mYmIi6JnJYypBiLI2KBO4v8ja4CI/W3E/FwG4Sog6+ZDqiT722GMYHh7Gf/tv/w1f/OIXo3/PPPNMdMwdd9yBc845B//7f/9v/Nf/+l/R1taGv//7v694xauogiOtQsp0gafMywJ+H7/61a/wj//4jxgeHlYJUdJYT0xMxFI6kJHXBsHe3l58/etfx5YtW3DPPffg2WefTVyfPkuFIY11ywNWkhDFFzcWmYqwa9cufO1rX8Mrr7yi/q49W20nghUwkQ4n10Sbk3csBQIJuq5UhNJS5vHgp0upyrdznD8j1+4FX/oGIE4G0BajPBBNKBaLatCNT8ioD/DFOj/f5SiQksoE2glFafMsuByaHBaxi+By6GqKKvxa2vPVCFUcP//5z/Htb387aluNEKWR3LQdPb57kaDyNCKg1vflIn+2wNqplhX83qZzx7NGsOPlHzhwAF//+tfx3HPPOcuxFKKs90AuNlwKURqByffsS6US7rvvPvzgBz+IjqU6utQUJFwKUZxAojnqtV2KfGySZVsLMDo+dJeVJANr6WymgxBl2f3a2trIllBqBClT7CrftyDMGuSWu7c0hzYPPPucEzwoaSlxucgIFiGK23RrjCZo9t8iu8r+lEYhSu4Y1uy8Nj8CkuNGsVjET3/6U/zzP/9zdH26Hr2rPoUogosQxQPo3IlB5/X09ODrX/96whHB21n28ekkRNEc9aWXXlJ/d70ze/fuxde//nU8//zz3uv8+Mc/xve+973UGzzk8T09PYljfvOb3+Cb3/xmIoWGhWKxiHvvvRc/+tGPgsb3LOTdp59+Gvfcc09C1Upz5sk2lilBJQlVa0OLLKiB1LBpw4nl2A9RY+L1te4pZNewRc6QClEhDl3pwJfXdzk2c7lczGaFKETJus92hSjtNw0dHR2xzzU1Neb8wOcU59+nJURJW2ylOHDdi9wcw4/V1EHpGY6NjeGee+4xyy0Wi1Fw10WU8KlyuRSiNEKUvAeXQpTsM3S/rn7LQc9c2i5JiAohGVmBYPLhPPPMM16iz8MPP4zvfOc76m+hhKgsNl073jU3kdiyZQu+9rWvYefOnamuodWvWCw6NylZSl3ct2EpRIUSorTNTC+88AJefPFFADoBk0MjA8nUldY5BEmI0hSiQmwwf+d8hChuLzQycBab71IrqgSyBsyzXON4KUT5bKwVUCZIGyzX1BohSrP9dLx2DQJ/l9K0V+ia2beOlISo0OAy3/Sq2cxQhWnNr6eRcBYuXBj93dTUFPPDSr+Pq21CCVGa7aM2kn5hn70kXxBdl+zlo48+iq997Wsm2YgQQohyKURp4PfMy7I26HCfG9Xx4MGDuOeee/Dkk0+qmT8IPgUtiXw+qfIU8oy0zXx8A7Lv+ppClJyXav3aN+/WfFXWc/IR/H2EqKyE1xNdIcq6tlaHSo+pHOUqRLlITVwUwEeI8q2LQtf0ru99x1mfLYWo1tZWAEnbpvkhuf86yzxGa5/x8fGgZyaPSePjl21A+O1vf4vt27eb53E/oaUQHqIQ9e677+L//t//iy1btkTfPfbYY/jpT38aq18VJw9SPdH7779f/XfZZZdFx9TV1eGuu+7Cd7/7Xfzrv/4r/v7v/947CFZRRbngRvN4KkT5dsSHng8AfX19GBkZwZ///Odo4swHQjlIDg4OqsobVkB0YmICmzdvxvj4eERq1JxeUiFKcxryvylQrgXrfApRP/vZzzA5OYlf/epX6u/a7scQhSi5eLGYw3Q+4HbWWoPh2rVr0dXVhTlz5iQIUdJpxNMBuWTuLccRX6jTffBJpqUQdd5550X9SOLSSy9Fc3MzLrnkksTOKAA499xzMXfuXJx11lnR9a0cx5pCVHt7O5YvXx47jpQoOLiTTSM75vPHVEKOHDnidAiGEqIof7sFOYnS+j9vc64gpPUza6FNx7/55psYGhqKAoTkXNBS5vG6+NICatezfpfKZjJgbZEjZwsqTYhy3VslCVHU/rW1tWpwf+/evZiYmMCOHTuc5UhVKEJfX596vCQn8t0WcmGvkSd9/erw4cM4cOAA9u3bh/Hx8ZhS4bx587BgwYLEOYsWLUJzczMuvvhi9drAUVvNFaK0ILoce/h9nnLKKdHfq1evjpG9eB05NFUnDfT+8PrJ68tdhvw7rSzrs4Zrr70WTU1N+PCHPwwAOP3009HR0YHVq1dHz1Q6yMjWuO7N57zxBTzWrl2LefPmYePGjeZ5GgEzn89jzZo16OzsxNq1a83rS0IUT3vramcZJOB9jc8tLAe91i7a+M77FNXRUoiybEsWhajm5uYgx9vU1BTeeecdHDp0KFLGkWpuvF6uYK5PeUJTEaXy33777Zgd04KGMrjC5yaVxu9+9ztMTk7iN7/5TfSd3Blv4Ze//CXGx8fx1FNPOa8xMTGBXbt2ob+/P7bJIQSyr2jzgZdeegmjo6NeQi1haGgIvb292LNnT9A45wo2W3juuediaxGC5syTbcyVxPjvFsGBH8thOfnkRgBLzVB79lqZFNyyHLMhO1StgLBMpxri0F29ejVyuRzq6uqwfPnyWJ01Mo3cJc3XmJoKLP9dq/t0Bp/XrFmD9vZ2bNy4EWeeeSbmzp2LM88803mOtDG+wPFZZ52FuXPn4txzz038dsopp6CjoyMxf/KRxPhxK1eujAI8a9ascdYd0NWnKkmI0giBoc9tampKTf8t73/16tWYN28eNmzYEH138803o7GxETfddJM65mp2n64l1zIh7wURoj/0oQ+p51jzIxkM1OZ3gN9RD9jpR5944glMTEzg2WefNTcNEd5++20cPnxYJRbxtVHIzmvrsw9kg62UuBo2b96MyclJPPLII0HX8K3f+b260jKFEqLSKES1tLTg/e9/f/RZCxi7ArjW742NjanW3FKlitt6eq+1d+MDH/iAWhc5Z7PWLevWrcP8+fOjNV65CkzynEoHb6eTpCvLPV7BNW1ck9+5gsfSFxRCiLIUonxtsWTJErS3t2PDhg04/fTTARzt+zfccAOam5uj9a1E6JpZPu/GxkZs2rQpMaZkVYjybayyQNeRtgfQ57cLFy7E4sWLsWzZslj6Y00hyuU71zaqhhKi6Dg5FpE9tOyVJERxW3Xw4MGYTzVUIcoaY63NQhK+lHkypqD53J544gmMj4/jhRdeCCJEhY6t0h9rnSvHWrlhBDi2pvEpsFjXyefzXpLLRRdd5FSJkrGquXPnYu3atbj88svR3Nwcm0OHkJyWL1+OpqYmrFy5MnGsjxRjIUQhKg0hyre2qDR8hKeZIAID8WetbbBIA/n8FixYgDlz5mDNmjXqnD+Nn9XXz/h3oc/PR9KVZCBuM7q6uhJKxFq51O/GxsYS8c80yKIQdc0116jnVoIQ5QK3XXzu4lOI0uKXDz74IKamprB58+boOx5vqRKiTj5MH/2ziipmEC6p7JlEuQpR2mSWK15wR7wcKORihybb9fX10UKho6PDDIYD+uKBynEpRPH7lanO0ihE+dS9QhSi+EJcLn6ko9ulEOVqa2swvPHGG1EqlRIO6Lq6uthkiSYrLoUobfeYRYjSFKLkZISeS1NTE+6++248/PDDePvttwEca4+5c+fiS1/6EnK5XBS04X2ysbERX/jCF5DL5fDnP/85ur5rt70kbN1yyy0oFovYvn07HnrooVj9CZoyCG+nurq66H44AUJDKCHKR5pxKQJpE1e+eNeer4tE1NfXl3h/NIUoaiNefgghyrfg5U6fQqEQU5vj/aq1tRUDAwPH1ea6QPc5HQpREhMTE6nSvlF52iKKB3bz+XyCFCFVw1x10v7WVEMAt9NOIyHxvw8fPux15FiqgsDRfn377bdHSm3f+MY3AABz5szBpz/96YT9rK2txeTkZERa4YSnNApR1113XeRgBYCVK1fiK1/5Cr7xjW9gdHTUTFnmCjhzSOeTFkTx2Xrru5AFbmdnJ7785S9H9bzuuuuifke2hMptaGjAxMREZENci740hCitnoVCAZ/73OecqgsWIaq2thaf/exnndena9I7ItM8WXWTjnHez2WAgODbNegjRGVViKJyLYUo7V3u6uoKctxozl+p5uZSZCDItADadfj7SjaPvudpoPm98edGCj4EPjeqNHh/oPeIv8uudzLUIcXnKWmdWD7nD0fouCjHEd+udmkv0wTP5fuj2XKfQpR0fJarEKUpEobUXZbZ2tqKwcFBVZnLpVKX5jpSIUo7X97nxRdfjAsvvDBy6u7fv995vHz+/LNGak6TMqnSQYG6ujrceeedsU0yoWO21obauVdeeaVZLo233/rWt2LvW6hCVC6Xw9q1a/G3f/u3zuM4tECnr29KSBUwHyEq9Lnx9aBP0VjOD1avXo2vfOUryOVy2Lp1a+JcbdzjAXifAqf87vzzz8cHPvABlSxAddQgv6d1gdyoFUIy0lJGWMcCbh+Kds5Mp8wjf1SaQEfoGGjZdFrXuBSirLmCy38gUzxJ0PerV6/GzTff7A1G+lRytIBeY2NjxRSiiMwqr3/TTTclNh9wGxkSXP7oRz8as5FZCUdaG7iumxUzERj2Pe/phvYMcrlcrD+5NnvI9aq2MYDK8xGifG0hx/Err7wymq+sW7fOHH/SKDES1q5dixtuuAG5XC7akEj2Sird+cD9DprNC1WI4mlmqQ01X3w+n8enPvWpqI78GOkbtIjTtOYslxAlxyKfQhT9Tv9LMglfR2s2b3R0NDEPswhRms3Wnqnlp5Uq2hohiurb29ubOA9Irr/ket4HzT8SMoewCFGHDh0KUojSjsnnj6bOlhlFOFpbW/GlL30Jzz33HH7/+98nfufnLF++HJ/4xCeQy+XQ0NCQOC9E3WjZsmUx35d1bFaFqBBClI8E4lvrVRq++z4eClHamtEH3s9lPRsbG3HXXXchl8vFfN3a3KFSClFpnp2PpCvFAOidWr9+PT7ykY/gl7/8pbdcGl+Hh4cTft40sBSirHHr7rvvxpw5cwAkn0uWlHlpYkvj4+Pq5kprDUVw2TveZrwuM/GuVjGzqFLcqjgpMFsIUZwYkWV3um/XQ11dnTrxBpLOGrkjD9BTlmnnELi6j4sQpckUygUkV0SynpHPSaY5+zSFB+l4tNKtuBZFfMCTAc0Q5Qz+/OXuVHomlUqZpzmYLUIUle0LwFgTQfm7tpOIX5/3Ib5Tlk/6NEIUL1+m1yoUClF/5JMgDWkJUZaT2zWp0ghRhw8fjv7W+pkrZR4PAlPbcBURgpZWsBKEKO70kapjvK+QA3U2KkSVSqWoLlpKxyyotEKU1W95+2uTeuqrvoC2lTJPkgx4fSxClCsoTH0kLSGK6kf9igJv3IkwPj6ukmbo+k1NTbFxZ2JiIqZsJesoCUmWU4CPVdp9hToLqBzX9TVbH6IQFerIsUhH1M5ULtkWsiGue/QtrkMCHiGOKst54NuRRcfRu8/tuqud5RjrI0TxMVGeT9Bsg6ZiYSlE+RzIUhmH6qOdN2fOnNSEKBrjJTHfl8KAznXtUOPzF825LMmbWuDEIkRNh0IUVzymMd5KnyjhC34Q+Dwl7T2EBnqB8HGRjyMuNVPrmmnmBJaD3+WklGsN6fB3BW24opFl7yQZ2NrR6iKd5HK5SJmVCFGWGoNPca5cQpRFtqVjrRQEBLlLmn/u7OxMlJ2GEDUdweG0hCtpY7KOZfw3VzDZVa5FPHDBRbYIuSaQVG/i55dLiNKCZr5xVV5HIzfJMsbHxyN71dzcnCoQQse4nr1lL6Sd56mJgWwp82T6B2tccNlnn3/JtY5OE0SQ4GsxvpEpFKHjplYnnla+XEKUpRBlnUu/a325kgpRaQhRUiGKvzs0rwtRX+LBRU0hyje3z0qCtQhR1ZR52a/P/3aNUy6FKEmIIkibZxGiNLtulUXXc/kq+XFWna3vud2XJNu0KfP4ut/lJ7VA9ac5I1f3t/zYfL7B/azSfrk292jrTs3OuUhSlkKUNc64FKKA+JhhzenlmsYaY7MQorRy5dxD24TIN0Dw+lRCIUo+wxCVSY0QRWsansJe/kbQ+kY+71eIApLrBQ7po5FjhG/jmUb2sd7TShCirHFhNqfMSzMHns5xybdmTAMXsUvzG/DvfH5W3zzG9Z2FtIQoLigg12JWOTS+HjlyRFXZDoV2rbGxMfP9dqmFpiFE8fhmKIgQS+drsWrts7S3/PeOjo7ob02pvoqTB9UnWsVJAW03+/EA372XhRjgcliRgbec/BbZgw9CixYtSnV97rx0pczjAS35O3cK+VLm+RYCmrPPpRDlS5nnUmbikMeFDIa8fbSUebwe2nPXJm8+QpTLwSzbyeeQ8u0e4OX7CFGu+pVKJZVwxsun52gpRLnetbSEKCvYJa/B+7CmDMcJUVo/c6lrcMJKiEIURwghymcjOSFHLlKl4oEsb7YQojQFlnLhU4hKe751jm9SH0qIshSiqH/JVEAutTeZCoe/y9RH0tjvqakpM62ri4xK4IQoIK7A5EqZZ5FIJHh5WpuELoik80naCovwGhKwK3dRRkFPSZAiGxLqnPYhq6PHRYjyQRKirLHRlTIvn8/H+r0WlA4NbEvwuQlXXpLjNP9dQu64lUEN2W+bmppUUpcGSXbi9oP6iUYKluAkS41szG0OPQv6f3h4GAMDA7Hjqe58nJMS4tb9VxpkR/nzcV3TIltL8HtLew8uJUuJrApRPpSjJiL7puzbQPKdk6opMhik9U06lvcda34ox740KfN4wITGKrqOZUt8TnKXuo0c1yzykwuuwCeQXEvw/q/J+R9PhagskG1XiTpZ5Dftd60uaaApP7hIDRrkOkNztmepJ1c7de2297W5Nm+STnR6z2praxObkkLeC60dOayggLTzMhBg2UNXuhsqM+2mMV6mNpbwAPJ0KURxhRhqizR+ulBClFYnbhdDCVEaWR2wFU98ClFaX3YF4nykS0mISjNH4H2TK0Q1NjaaZCMXeUvaMl8gWt6Ldr0QhBJdsmImAsO+5z3d0MZdlx12kdBqamqcNoF84qQ8n1YhKitC+4n1vOW8qhyFKBdhzIIk2nBCVMg6x+dnleAbwUI2Nrjm1lRnWi/6CKSkokW/uxSirDKk/7NchSjLTyv9NxYhirdPLpdzKkRJ35QP0h9rnWsRovi5tKbRYldLly6NfdY2ToYSogB7HSw337p+983fQlNRWteyEEKI4uX5SCA+8k2loflErd+nsz68D5SrEBVKiNXGW5+fNXT9nGbc8q2vqSyyHWQXfHMrXg75GsbGxiK7meV5WvHQtOMoMP0KUZTRga4dSoiStoxUIYFj8xSpdF8lRJ18qD7RKk4KzDaFqKz1cBGipKqQLN9y5vNB0EWIsnaEhKTMo7+5CpRUzXENUKHQAoOuPOgWIcraWcN/45COsJCJhZyw8cmBfJYatMmbjxAVqhAl7yE06GJd3yJRAPGJhLaY0AK+XCGKygBshahQFYSJiQkzuEzHNTQ0BO0U0khAvD/xlHlaf+fHSkcJV8Wgvkd2gO/c1voPOZxc8DmzeVBNLlJ5v6BAoetejhemgxBVrkKUbBurL/L212wmT5nnam9NIWpsbCwiGSxcuDB2vKUQVSgUEkFgjeDpe/Zyhx/Vz0UUsJ4dLfhowaLtxNQUoiw1EQlOPC6HWCEVoqTTy7LZoQoG5UBKKUuFqHIWfVmdKdIBL8ec0HKpbXyEKBehKZfLxQiyIYSoNEoZQLx/awpR8hiOtCnzJAHSVV+pYMiVZ7SgpvWOSGK4BJ8fSEftvn37EsfTMTwNgUX2no6xiN8PEaJ8O5cJWRSi0s6V5TjkOn+6FKLKUROR75dmpy3SlDyWB3ckNPvLHWEcdXV1sWdnOfZc82hOKqad+pYag89JrtllS9Up9HztXF4HXo5Um+WkRa2PcxvqUsMNqdtMwBWozjqupSU7+753ITRlnqtsmeqD33elUub5FKJcsIjkdA3g2Dymubk5QdxwkRdD6iQVDDimQyGK3jmfQpQMvKchRLnsdDmEKD4e0H2k8Y+VoxDFlbWkL4DDajPX2lGOOxJyXsOh3RPVz0eI4v0urUIU32RQKBSi9pFKqL7AKbeRoQpRFtLYOIu4M50KUdMVGNaICTMJbdx1KUS57GE+71aIKhaLGB4ejlKaSX9CJcnHrjqGKMZo7SLTnIb2WZ9ClA/yOnPnzk0c47Klrr7lmkdqKf5C0rEByVRPUlHYpXjM7bKcZ4ess2QcxEpLm1UhSmadkJsY5Fqpr68v+tzc3BwrT66l0qbMq62tTTzDkGdEdZUp8whybFy2bFmiPFlHvnmW+y01hKQa9q1xfBu2feNB1jWHVMfVkDVl3kxsJvYpY83UWowTFzW/lA+h808fIcqnEBW6BswyhyH4CFFyvRRCRmpoaIg+k78hyzxDO2d8fHzGFKLSjJljY2MxwrIVb/apw3JBAivr02zwU1RRWUxfgtAqqkiByclJ/OAHP8DChQtx1VVXpT4/ZKf6TCCkHsViEffffz9aWlpwww03JH6TIIeMHAxDCVGcIEG5XTV8//vfT6RSqoRCFCdL+RSifNCc6XJyzRe91J5SMYQGMy24ow10cvIVMrHQJGUJUiFKg9zlLsvghCItBYFvV3elJn3FojtlnuUA589IPlfpbC4Wi6ipqYndJ5XlI7vI34eGhmLOZXoXV61aBeDYRNLHKtcUoixCpNZvrWByqVRKKESVSiVVIUrrPyGLqhdffBGPPPIIPvGJT6C9vR3FYhEPPfQQGhoacP3118ecPvKZ8fIrrRC1e/duPPLII7jiiiuwdu1a87hisYgf//jHqK+vx0033eR1ZBBpLs0k9vnnn8fLL7+MW2+9NbKbaQhR27dvx2OPPYarr74aK1euVM+nev3oRz/C3Llzcf311wMIV4iifmEtujVCFJHtWlpaEoEti/xDTvRcLudMR6ctUnfs2IFHH30UV111VaKfaHZLwlIkobrT/9yRJwki/PctW7bgjTfeiGTMLRtMx//4xz826xYC6nM8MMNVEnw7U7WyXMekAdkSKkcSotI6UzkqQYiSClFpypSEKMvZ5kuZV19fj5qaGkxNTQURokJtDPVRqh+RydMQotKmzCP5Z96O9fX1KjGGv3evvfYaHn30UQDx9L8h811ejvae7927Fw8//DCAY8+CjtMIUVR3mf6Bg8+NKg1+n2RLQxWi+P1PTEzEPu/fvx8PPfQQRkdHneqRPmQlRJVKJTz88MOYnJzExz/+cWzfvh2/+tWvcM0116gKUd3d3Xj44YfxwQ9+EKeddlqsXGtX9ssvv4znnnsOl112GR5//HGMjIzg7LPPxuWXXx4da5EbXIE5GZjWFKK+/e1v4yMf+QiWLFkS3S8/lpejobm5OSL+WI49F8mipqYmJmMvr83Pz0KIsoKVIcQPCU01j8+J+e9SeUUDt71aG89WQpQWfK/UuGZdk37XlNFCoRHa0pCwgHgfJ4JEPp9HsVgsixDF1QZDg+0aNBU1Omfr1q1oa2uL1MqIiJiWlCY/83t0zVkthSgfIYp/3rt3L37+859HczGe+o2XwetaLBYjgrE8XrseEJ4yzxqHnn/+ebzyyiv45Cc/mVDS08qltnn88cfx8ssv47bbbvMqJ/K2/vnPf44jR47g1ltvDQoGk63asWNH7HtaV2vk8dDNNOPj47j//vuxa9cu9XcXIUrrf6Qq7SNHpiFESeRyR1MWUdoTalsthRmV61KIkpukQglR5dp82X6VJkTNhFqHa4yeaVjqYC4bLTc4+lLmkY+a0txzTBc5zKe2qf2m3XOxWMS9996LdevWecvicBGMQiDbiStEEVzlyvZsaWmJ5p+uDcbaBmkX+Un7jspvamrCwYMHsX//fnz3u991pszjqnryneb1tWyeXBdaY6xWh6GhIXznO9/Bxo0bcf7556vHkS9azoXpOUm/L/flys3DVsq80DWf5o+Q5f/gBz+IbR7iddUUZYDkPUtClObzp3EF8Ntia+7kU4hKkzLvRFSImonNxGkUoqZzXOLxyizXyUKI0sa4LISotJtLJHw+Q74h8Nvf/nZkF6StkZDr1ObmZgwODka+7krMs4CjbW+9My4fto8cyGH5MF144IEHYteW5FWCT/lQI0RlyRJUxYmF6hOtYlZgx44dOHDgAF555ZVM5/PBcbYrRPX29mLPnj144403gnbdWQpRoSnzzjjjDBQKBZx11lnOSaIkQwF60FojZHEFIBks447dcglRPoUoCtrLXT1ZFaKuv/565PP5BHFNGwzPOuus2GdtwUAIWThokzdtEs+D63Iizo9PmzJP7qiVx/E29qXMkxM6fr6lEKUtFLSUeT6VA/mM+c6Effv2Re8iEQdluxHkuyoVNLRrWXWQssT874MHDyYCkOPj44mUA4B7Ibd48eJYEI5j27ZtOHz4MJ544gkARwO727dvx+uvv46hoaEYIUemzOPtraVOKicIvX37dgwODuLdd991Hnf48GHs3r0bb7/9thkYl/VIqxK1bds2HDp0CLt37zbL5P1ETpgfeOABDA4OxibpGiFqz5492Lt3L7Zu3Zo4zkeI8t0XrxP1QRon2traEvbHUnuj42SQ7Oyzz0ahUMAFF1wAQB+/fvKTn+DIkSN46KGHglPmAcDll1+OfD5vEqSXL1+OfD4fOWv4TkwtiE6/j46ORgtEwF7YpHGwn3nmmcjn8+q7pu3Gs1SsfAv1rOQbC0uWLEE+n4+UI+n5ki0MIexWGtIx7XLIu0DHSkK5LMel8ETzCXquIYSo0Hahd4WUBCmYmEUhSutLQNze1NfXR++ppfbCwcesnTt3Rn9zVYEQQhQvR3OEclu/ePFiAMd2q8ogJq/7tddeq87NgOklRPEytcBCaHBCPtOdO3dieHjY66zxwRfEcKUDevvtt7Fjxw4cPnwY7777bjQWa4SoX/7ylxgcHMQjjzySqIO1rvn1r3+NwcFB/OxnP8PQ0BCKxSJeffXV2PGWg9/lpJQp8zSH/+DgIH7+85+r5d50003OsQaIB4zTEKK4E5PKsByUixcvRlNTE9ra2qLvsipEWUoa1vkcy5cvR319fSwQwhWnWlpaMHfuXLS3t6OhoSF6Fz/60Y86yw3BbHA0yv4z04Qo7jjOcj2tL5RLiAKO9s/W1tZY/0xbz+lUiOKKp2+++WYsAG+dY5WpfQ4NuPkIURapiX/esWMHBgcHI9smU+bJc/nz4vZabrbh4L4DwO2XsYIK27Ztw8DAAPbu3Wuey+vA26avrw/btm1Tz9HmDaVSCW+88Qb27NkTU1HWrkOQz4mr2VrrVk2NV0N/f79JhuLlaH1NzoVqamrwvve9zzxefr906VK0tLRg6dKlkd298soro9/Xrl2LfD6P008/PVHO0qVL0dzcjLa2NixcuBD5fB7Lly83r6X19UWLFiGfz2PhwoVqEOzqq68GAFx66aXqvWQNvNJ5zc3NkVpOa2urShQpB5Ww+dQG2hwVQNT2NO+daWj3aJG05d9AMvipvX/cT3jw4EEA+sbczs5OFAqFircFr7OV6liC31dDQ0OkYNLT0xP5yUP7LPd5U/vMmTMHhUIhIle5wOcC9D43NDREGzgB95pD1rO5uRlLlixBa2srurq6Esdz/36I0msahSjgqM3k6vkcXCGKZ5sghKyzpC/ZWotoY93hw4cxMDCA3/3ud+b5klAlSY1SIYqrp8rxlo6lc0PSkXNobcTH+G3btiXIUPx6IQpRS5cuVed7GkGAxjSfomPWlHk+MlIaklMWuyDrGAIfIYrXc6YUojo7O9HS0oL29vbE7z4yUKVw0UUXIZ/P45JLLsl0/rp161AoFLBmzRrncRohKs1aLOuGpNA6aXWg348cOYLBwcGEyn0IGQk45lMsZ3ONds4NN9xgEslca6TpVoiS51viIVo8joPHCOlYec5MEOarmFlUFaKqmBWQk4K0hnu2KESFOJe4IZ2YmIgNEpVQiGpoaIg5cTo6OvDVr3410w4qrrYhSTy8rppClCSJ8Ml7FkIUT63Cd6/x+7IW9TJA7qoH73unnXYaTjnlFDMdBeH2229P5EEOUQqoFCHKUojq6OiIHIdpU+ZRGXzXvXaORaLQFKIsQpRcXMmUeVQ+fxeySO8D8R1EPCBI7w8pgsg6pVWI4pBluYKe0tE7NTUV1ZOTCgH3ou/CCy/EsmXLsHnzZrz++uvOevFrHjhwIPbMZZ/ibVbupFXCChRI8Alrd3e36gyVbTw6Oppq4Uv3qZER2tra8KlPfQq1tbV4+OGHsWvXrqB+KOskdw3SjmVN9pWXn4UQRX9rtpqg7QqkY4Hk2HLFFVfgQx/6UOw6fNe1qz48ZZ7mZDjnnHNw5plnmjZy3bp1WL16dfQ7H5foOiEBrNDFpQtXXXUVLr/8cjz44IMJYrLmfOLORut91uZA0oaXu5t2+fLl+Nu//dsE4S0kZZ5vjlaJwLFcYGdxOmgKUdqOduv6wFEn8uHDh1WSsEthygV6x8n2knPaSiunge5NOjxk4PX9738/Lr74YnX3PqlSSftlOWfr6upUkqZv7JNqXwSyAevWrYuUgjo7O7F3716nbduwYQPWr1/v3OU43SnzpONf/u46d2xsLKaoYbV3uQpRLnlwUhTh82mqJ5/TaCnzQu8TcD+HiYmJmNPeIkS57ADV1UWIkvXghKi1a9fG7KAGvoPa2unocpTW1NREZWjjEwDceOON0Q70kDI5LDKHdqzPNtfX1+MrX/mKut4gUujnP//5qCzXu8jrbPVlmV78eEO2XSXq5As0SEIUzSOyOLFDU+a57ksjRN1yyy3m7uDQevI5pivA5WtzjYSxZMkS3HzzzfjpT3+KYrEYrfWIiMj9AyHvlYsQ5QqMyd/IXqRRiJLjQYhCVKFQiDbQkK1xKUTJ8dU11liBZWsHNQdXSpJ90xobeN3oHD4Oaf3DR4iaN28ebr/9dnzta1+L6qz5s0IVonxjM08z7KrXhRdeiAsuuCCVAgB/F9euXYu/+7u/i5V54403YmpqSrXJN910UzTOLFu2TB37fIQovv7q7u5OHLt8+fJEnax7SWNfufrjnXfeiZGRETQ2NlZcWagSweCNGzfitNNOM9tg5cqV3nnHdEIbk1yEKBdhtKamxpmGjCufa0ScuXPnZvZTu8Drr13Xd04+n8df/dVf4Z/+6Z9w5MgRU93TgqZc3draijvvvDOoz3Z1dUWky+bmZjQ0NODLX/5yrI4u3xNXdgSOrt9uueWWxDxT1lfzBaUlRJG91jaKaRgfH4/KKxQKiXfQIvpy+ILdLoUoDb6UeTLbg/S5cV+lbFP+TEJT13LU1CTT9oaMXZpPiq9pqA1vu+02LFy4UO3rsp352J5VIYrPOX0k4rQqtxL8njo7O53HWuVaYwR/xrNRIeozn/lM4tr8d61ulcaSJUvKGvsaGxvx1a9+NRXxTfvOpX4JhBOi0sxhZJ21LDcafOqbGvk1ax0JvK4bNmzAlVdeidraWuzZs8d5LK8v/Z1mjkb3klU8g/uOpT1Noxgl0xbK+lVx8qD6RKuYFeCDUlolD0An5xwPhNRDEqKs8wmSHWwpRNHEW5IDKOCVBfxZ8PzQgK0QJYNlnIzE6+7aHakN3BMTE9ExnNigTZKl49HazaE58XwBT61+dXV1zoWJRMjCgTt+tLrxnUca4QiIOwBcKfNCJliWo8RSiOK/uxSi+O8EGTyVClE8ZV4oqDxOWOAOVtq1T4QoCRchyucUThOk5M5FKpPew4aGhuBdyqTk4Qqu0XW5OtyBAwdi6WRced01WdNydrnQub4y+DPUdgrLOgHpxxWNEMWDqM3Nzaivr0+leidt3sTEhKo0xq+jOexDCVFayjwqR1ug8F2MHFQHGQjWZM19wW+Cpj5oXdcC/52XQfftIr4QfIvPUEgSpyyftxUnwlkOZ+36lSZEyeuQ80ZLiygxUwpRWXesUd01QpTLhmpjnkshyvfZArUx2Xsaq9P0O3r3JeFb2mU5B5ROL/7O09zKsmeFQiEVIYoTMLW2IRtAu/0BJMjllsPS907PFCEqNGWeS3nCau+0ZGOfs0deh9TgZECYE2g1Yq2rn6chRAGIOdekXdHUzywlNEmekv2D2wBJnvK9d1kVovgmDJ+DUlPyCXXIplEPDBk3ZLBFksykLfS1XygZfTY4GuVmlEqohXD42p+3VZb20PpQOQpRfK5i1T2NQhQPemqQRGgNVmCK5qjFYjHyidB75yIJat9r76d2fQl5X6Ep81xK51SmpRCVzx9T87VSC2mbRDjSpMyT9xCiLqX5oqznzNc1cv0fWkcg/pxWrVoVS/mrrb3k3y6FKN+aku5bu0feR5qbm835GYe0xz5iv4uM5Ftr8L5glSPJAPLv0LlsVptfU1ODlpaWipOhgDD/WAjSrGFnGtq45iKF+n7T3j9+DRchCpietiiXEAUcvU9ak5CfMLRPcLvN7YHlL5DgdebjGD/Xt0bgz4l81b6NYJpClDaP1565SyHKBakQJZ9DyDrLp7AbMl5xWOsp6b+xCFHcV8nnPhw0bof6PwmaP0JubLHO43UGjj4jSSDQ4hoETSFKZjGxkDVlnmsNCITPz+SxoXZB1jGEEOV7x/nvM0GIAuwNEvQbYbo3p5Rr70NsqI8Q5VsXhc5N0sxhtPghh2Wbqe9Z15Ln8U1caeuolcnn79qzcwlHpFGHApKbOtOC93Fp69MQoiyFqNngp6iisqg+0SpmHXwpsDSEpKqbCYQoRPG6+uRd+fE0aGqKIVNTU1FgQ8oRl+MsIIcPX5y40qXw4ySzliuSyJRh/FpWnfmuar7AcjH2fYQon0KUBddOKYJrkRqiEKUtWrSJXKlUMpVWeCAxbco8ee0QQpSmwsGVvbTFRLGop8zTFgpayrxQEFGQL1D537Tzq6GhQe0DLpa5TA8p4SM+8oUQEXzIsT85ORkjRHG4+qrmrJSTUosQxQk5LkKUz7GcFlkIUVqqT6A8QlSpVIrGIY0QpS28Q+SuZZ3Gx8dVdRF+HdnGpVKpIgpRWnDLUnuTCkISoYt6KXlOn9O+yxq4k5DaJMQ5XwmFKIJmR3k5PK2fTyHKcghlJQiFQNqXcghRlVCIKud+6ViaF1nONhchiv7mChNSKTENEYEjjUKUBUmIkgF8zV7Jz1yRDjjmRLHmryMjI0GEKLqGy8EN6ORFPm9paGhIEKR84HOTSjsZtcBpVoUojuOhEAUcG0vlrjjuCOJ2O4QQZe3KloSg9evXA0As3ZJ1rssOSLIvD+7xvs7HGa1cF/h7GTIOErjqR5Ydm1kJUS7yRzmO0azrSUtVS2I2OBolsbQShCjXmAHopB75fSg0ckQ5hCgtVb1EqKITJ1taa/e074VG3JuamopsGyc087pYdbQ++3aWE7id4RsP0jxLabdl0FTayZqamqhOlpKGb02UhhAl12ouvxsnbIfaD5q38XppGzxcdQTifYzmFdqaTQskyxRHBHqOvjVlqEKUHBesfjKT6nm8PXxz0iwkqKxKFDPVBjMZGD5eCHkGaQhR2lybr0VorZNGkaVcZCFEaTaK3tFyFKKs1OYu8DrLADfBt0bQfBAWuH/fp6xhfSfXRVa9JfgGwelSiHKlzNNg+WrlJmSqq1TTlYQo7bpZCVGlUsnc5ArYsTTqD3IznMtPIDEdKfN82Q9ctkh+53vH+HPKqhBltU/WGORMEaJcmCmFqJmCb62szVd8PkftuzRzBHm+lj5ZgxbTcdVBziuzrN2ttvK1mzwmdP1PKHfOlc/n1Vi19jmEEKXZuypOLlSfaBWzAqES1RZCWPEzgTQ75oGkkXVNiCT7npczMjISTY4rwQomuNLNaCQ07vCSJBG5O1BOGn3PnSawtbW1CWKNdHTKgKBUUOBkHImQ9nI5BgiuRY0vFzCg79iydmTTc5KTFB5IdKXMC9ktYO2etXb8Ul0shSg6nytcEYjcIJ8jJ35ZihMWKF82lzDmi9XDhw8DOLow1MoNUYiyFkIhDHV698lptHjxYgBHbQQ9XxmIC9mlzPuYnJTSdS1CVC6XTJnHr60pRJWzqJOEIAshhCgX4dIHLm+uSVlrgZGsKfO0YDpXr5CT+vHx8eAdzFoAgRNxZP/RnGDAseduLWq4LbGeXT6fT9yrTyEqDXjQj+6b18ulRqAhy+4lX/Da5xwNcehYqd8qgdlGiJI72bIQovhuR62ctApRso6higcaxsfHcfDgQQDZFKJ8KfM0FTJZR2nLXGRxADh06JA6B5TvPR/f6Tra89PmBvPnz4+O7ezsTJXqVKIcgq4GbY5fCUIUtZNFWg6FjwBlpdqW83lOiOL3R7bV9S5aDiduT+bMmYNly5YBiBOiLOeUyxmujZsE3te19ORpA1vybx/42qSpqSk1ucZHsrW+08g8rvN9yELq4HC9w3zOOBscjXLjTCUC4r71Fv+uHHsH6H0hLTGO1zeEEOV7bjT+cpKJtds+pA9Y7cmJVxYhKnSHtUutLVQhiv/tU4hyKYyHKETRMZaSho8Q5RprrMCwb+3Lj9EUoiwisLYRxTfOamtP/gwl6dzayENla+nhgWPvp29Nyec+ErxfhPrsZtI28vYIJTsCJw8h6mQlQXFocxEXKcLl96ypqVHfPzpncHAQw8PDyOfzmD9/fvmVz4BQ4oPWH0NJixLc1oQoL0vMmzcv+jtk052GNIQoTSGKj6kSLkIU2UeLECX7Gt8gqCmYhxCifMFuOW5ZsIhTcuyW82IZ3+G+SkCfS9G6xCI7W5iamlI3NRK4r5uD2l36hkPiGgTZF3O5XNkKUWnmyD5Siq8OPE17mvl2SMq8rISoSvsqsuBkJkTxzBcEn9JY6IakNG0lr+mKzXGkVYjKOmZZ5/j80y6FqLSEqHL7noxFaxwBKw6srQWqClEnP46fVmsVVTCUS4hyOZJmEjKo8Mwzz2DPnj342Mc+pi4qQlLmEVwp82jXSmNjo3NQSgt6FhopwlKIkvdpBeBdzjlaPPKJAVcHkjsJ8vmjcs2SRORbvGgIcYSUS4gKWThkIUS5FKKsgKX8m8OlEMWdu1R2fX19tADkz8DlANfeV54rmZfP+wD9H6oo19bWBsBWiKK/Q1PmaYRAy/bI99xy5g4NDWFoaAi5XA6LFi3CO++8g8nJSZMQ5Xq3OSGNIM8/ePAgvvnNb2JiYiJ6hw4dOhRdTwaxfQtoIE5ee/DBBzEwMIC1a9fiyiuvNOvK2wDQ22fPnj144okncMUVVySIbCMjI4lFrYsQ9dhjj2FychKrV6/Gn/70J3z0ox9FY2MjHnzwQRw8eDC2K4/3Ly3gmiZlnkaI0lJa8OtIeyvHx82bN2PPnj245pprAAD9/f145JFHcOGFF8b6nSREaYRCy+FmpcwjyEXnY489hnfeeSf2TGpqahIKUfJ9LheFQiH2voQ46qebEKU5I3lQ0FKFst7tQqGg3l8lIO1DueNkFlRKIUq2jUXsdAU96XpaQNVSmElTR0pP2tzcHF0jhBxYKBQwMTERkSPl/EYGXn0KUYT29vaEspMG7jQnhChEaf2Vfpfv6rx589Db24uurq7UBAH+DL7//e/jzDPPxFlnnZWqDAshKfMmJyfx0EMPYcmSJbj44ovVcy2FqPb2duzfvz9xjSz1A/xkbE0hihOiuJ3m9XTZHivVBq9LV1dXND8lMjpwlBB+33334cILL8TatWtV4pJFiNLeSX5f3KanVYgK2RnsOo8cdI2NjVGgIi3xg+Db9co/l7ubVV4z65gT+g7PhkC0bLtK1MnnTOa/83E4ywaDSihEcVRCIYqnfvYpRKV9LzTb4CJEWX3YN5ZrGyE0+NKqhKTMk+MvlWkFTfP5Y2q+VuD4zTffxJtvvolrr70W8+fPT5Uyz7LpGlkJAH7zm99gaGgIH/3oR50pF999911s2bIFV1xxBZYsWRJ97yNEaest7V3hQWEiF2hrNk35kW8IrK2tjcpqbGzE0NCQ971wEaJcwaLZQIhKA5+yh4bZTog63tecCWjEcXmvrrVSiEIUgVKDt7e3V2QDVCgOHToU/c3TcrsQQogqRyEqy8YeIK6alwa8DJ+vhdtGvtGVNsv9/ve/x759+7Bp0ybU1NSo65NQhahCoZBQn+XKS7KdpP9IA/lWHnzwQSxfvtwMdvv8dZOTk9F9c9x///1Yv359wn+j2T2pAE/3KJFVIWpqairRRqVSCfv27cOvf/3rGOmHg+oqfcM1NTWxdnH103IUokIIUb5NHz4ii28c6u/vd/5ugcebKk2Img0KURyzdb6RBj7ykubnTaNE5voutE6hClG++KX8PuuYZdXFRziU9ZYKdGlQbt+Ta94f/vCHWLNmDc4///zYuDY2NmaqkgPH7JxGAK3i5MKJb+2qOClQLiEqRJlpJiDr8eyzz2Lnzp148803o+/5ZCkkZR7BpRBFjpvGxkbvLseVK1c67yGfz0eDF1dlkuVp6QF5AFMqROXz+dhOVZ9ClHyOFiGKO9msgCDP3c6Ps+7fh5AgKBFALrrooui7RYsWATiWKiSkHtbkjA/4lkJUfX09Ojo6UFtbm0g7Y+2it46x7tlSiPIxyF3tLGWI6TnKFFtpHCtEiCLyIICEnDGQVIiS/ZkgnalaGkiCT7KTyiC1o3nz5kUBJK4iFDpxBo45WXmd5KR0YmIicrKsXLkySiu4a9eu6Hg5IT7vvPMAAFdccYXab+hZ7dmzB3v27MHQ0BBefvnloEW+a4fUtm3b0N3djbfeeiux84kHVAmyjekdmZiYwKuvvoqtW7fihRdewP79+7Fjxw7s378fu3fvxtDQEN59993oPF/KPC1Nhe/+CCMjI7GghCtlnkWIAoAtW7ZE13/kkUfQ3d2Nhx9+2EuIcu0u46Dj3ve+9wEAVq1aFftdEldfffVVDA0NxRwyPBBGn+m5lauIQCC7oaXMs2yFb/GZBmkUojTlEz5+WfbRlcKyXKQhXPoWhERAWb58eeb6VJIQZREaXApPdL2FCxcil8tFATWXQ8VVx46Ojtjv5JTr6OiIne+7T/6+jI2NmYQoi/Qh75Ge1eWXX67O7zguvfTSWHCbwO1tV1dXQiGqpqZG7TPaHBMA1q5di1wuhzVr1kTzJZo/+cDv98CBA9iyZUvQeSHg9yxT+QJH2+H111/Hzp078eyzz8bO5W0kg9HUTuvWrYvZqnIVonxzD6qHdALxFKt8zNFSHEpYQQjeTmvWrIn1e8LOnTuj8YufG6IQRfMCy/mmEQVCHVunnnoqAGDp0qUAjj6nEHR0dCCXy0WqCDz4nVUhSrMP8v3hmwoksig0uAI/ITj//PMB6O3G53uzwdFI/ZL+T6vqpcEXrOHPtLm5Ofocmm6GQ9rafD6POXPmoFAoZLqXEJ+Mr6xKK0TRWoUH4vi5xWIxsm30znFCswbfuj404GatraVfwuWIl3bcpyKRz+dj80utzO7ubnR3d+MXv/gFgGPPlcp2+c6s1ENagLlUKuGll17Cm2++GVMc1hSi3n33XRw4cAA/+tGPYt9r6y5fQFwbK1etWhVtMKJnFkqIovVJc3NzbJMMzUPkeyGJTVS+9m7U1dWhsbER+Xw+QdSw+melN0BUCvX19WhpaUFbW1uwTyatHTrllFMAAOeee262SlaRgLbWcW329P1GviF6VvwaAwMDAOKKRzMBqsvy5cu9/YzecW2OUq5CFB/30q7b3//+9wMALrnkEvX3yy67DMDRtZmGNApRWso8vt77wx/+gB07duD111+PjpOQ8/3GxsZIoZ9D1oWvOzRCVKhCVHd3N3bt2oVXXnnFXIv44kR0LXl+X18fnnnmmYQv2iI+hyjVUztY8wILGimHNiTycVeCzpkzZw5yuaNZALT25p/J90fQCFG0wcW3vsjn8+rmSt+mARontbrK830bGik+I9+ZtWvXOs8LKfvCCy8EAGzYsMFbFsdsUIjiOBkIUdzmuzY0c/hiY6HfWchKiDoeClEWIaqxsRHNzc3ONRFfh6YlRGVZZ59yyimoq6tDc3MzGhoaYvXZu3cvfve73wFIpjv1KURxUQfCyfBuVBFHVSGqilmBk1UhSvue/51GIYoGFE0hisrR8kBLw71p0ya89dZb+NnPfpa4xrXXXovVq1fjRz/6EcbGxszd+1RXUnHiA4xUNOEKUfT/+Ph44jlpASI+WeHp0ixClNzRaylEuQbbLIQobQKzceNGrF69OubQ/uQnP4nx8fEooCknQqSIxOvochTX1tZiamoqIrVoi93PfOYzmJiYSJAOQnbouZwhPOhKz9iXziktIUoGdiUxiF+vqanJlAgG/CnzCFL5iFSoXKlnuLMDAL7whS9Eu4N++MMfmu85KX3Qd0SI6uzsjAWmtQACYE+c29raEg501/FdXV248cYb8bOf/QyDg4NRf+rq6oqRWmpqanDppZfivPPOQ3NzM3bu3Jkoi/qvbFvXjhqCK2Ue/42T2gB9zLAU6GSqUSCZus4qu1yFKOnoGB4ejj0TTelClm+NjxMTEygUChgcHIy+k7vveDlacIKjvb09SudFx3V0dOCrX/1qYnHDbQm/PsfU1FTs3Zuamor6Ow82lAOZMiTEQWL1yelMmafJ0fO/iTyswUc6LQdpCFG+d7mzs1PtKz7IcSkrIUobK7Xf5D1q1+vq6sKXv/zlaAwNPV/itttuw/j4OL71rW8BOPautLS0RMcQ0dmnFlpbWxuRVSTh26UIJT/n83l8+MMfxkUXXRQLxGv28Pbbb8eCBQvwzjvvANADijfeeCNWr16Ne+65J1aORsDkv8v37aKLLsI555wTtflXv/rVYCU5izBTCWhzeRmoddlAgqUQ1dLSgrvvvhv//u//jt27d6euOx1fX18fI8tpdQD0XckuhSgtHalUc9WUT7hT6bOf/WzkPOdzXolSqaTuqpf9iI4hFQIrNYoM2styXZgzZ06sD95www0YGRnBN7/5Ted5nZ2dMduRVmkqq2Q/2V3+/VlnnRW952kRoq7rwsKFC/GVr3xFDYTMtp3Ra9aswZe//OVo7VZpQpTWhvz3+vp6/PVf/zWA7MRsvts/l8uhsbERd999N3p7e3H//feb9dBQCfvJFY40v0JaxZiamhr87d/+rXku+Sf4dXx92LeZTNsI4YMWXAlRiPKlzNPqrvmGtHeLxh6e0mhyctI557AUorS0sfI+XCnzrHry8VG7hrbe0uo/d+5cfOUrX4nNHbRNLBq5m9LXd3Z24vrrr0dfXx8aGxuxc+dOvPrqq4k50vnnn4/TTz8dv/zlL7Fjxw4nASKXy+Guu+5CqVQKTrucNu3ITKGmpgaf+9znnOsWibTv+0c/+lGMjIxkIoiWi9lA0p1uSN+p/F77Ta5dly5diq985SsxXyOdI8mpM4V58+aZ8w4JWp9pG7RC01pKaD7stGP6Bz/4QZx77rnmvO3cc8/Fqaeeav7Or+dbQ3G/o/TrchutpdomSAJroVDAZz7zGWzevBnbtm2L1YX7CcfGxmK+TtnGVJ5v8ynf5MF9afyzz183Pj6OpqYmc7yla0j1SQ2NjY3RWixEISoNIUrb1OjbnMmJwX/913+d2KxO4J8vv/xyXHDBBbjvvvtw5MgRVTFl2bJlifffwpe+9CVMTk5GfgIqQ9aRo7a2Fn/zN39jjjNpFKK0+Axw1H8xMjKCf/7nfzZ9raRsZj3zFStWBLcDx2xbB52s456PeOfzOYauyUOuDyRtss8nbfVtWa9KEKKseVpNTQ3uvPNODA0N4bvf/a5aL74OnW6FqKuvvhobNmyIiLxyMy0H2Vkaf1zrMCDpA8tSvypmP6pPtIpZAW6AQlNgccx2QhQ3nlkJUbSg03bw84WHz6mXz+djATiOOXPmoLGxUd3d77oXLS2e3Ikhd+e5UuZpv/MdGXJHqCQP+QhR5SpE+dqYoDGo+SRZOsKkipOsjxXktRSi6DttYp72Pi1HCV+cughRnLjmu750XEslBk0hyurTBFKIGh4ejuqrEaikKhLf2cwh33X+Ps6ZMyeW6sdSbZBKEJwgQr9Z5AntM8FKlWi1+ZIlS1BTUxMjppCqgXR65XI5pxPAatuQoIpLMpr/JtMyagtXOanlClEEIkTJ58eh7VTm982fkw/yvoaGhtTy+XWo/WUaBwmyj1rwmteP20LXO8htEe8DtKuZg9sGSVbj4L+NjIxEu0YrRYiSClHac5KYboUojUzMpeE1QpSLjDWThChX/whxlmh9xQc5Xk4HIUp7Jtp5vC5NTU0qSdkVNJUoFAqxsZjeB+m48AVb8/ljKp6cEGURvl11yuVyqk3X7Bml1NPmcPR3U1OTqhRq2RsrSJDP52Ntpamfuu6Jo5I7L7WUeTKwatloFyGKzwkaGxvVIEQI6LnR+T7FKC04Pzk5GSPQ+lLm+VIC0xyRrkU7k3O5nNNRNjg4mCA1AMnnKwPY1nhSDiEKiPfBXC4XHJzltiN0UwDBN6YQNHVYrawsZCh+zSxEYUJTU9MJ40iUazfCTChEFQoF1NXVlZVKWCPeNTY2pu5/lYKmlFGOQhQAtY34uCPX/fSbNY74Njq5lCUtuAhRIakaCL60Opw8ro1RHNTuMqjrWqNZQQM6x1JbkutX1xhujY/aOBtKiKJ5hDbn08YDXg4RbLu6uqL1cWtrq7kJJp/Px0jlPkWYuro61U5bx6cNKs0k6uvrUyl2pyVEpRlvqwiDRvTV1g6W3dTWVHyuw8sjX8vxIPWFzjukf5bD51+0wNtIU64OQci8zfV7iB+EwNd2cjOzpnBr+erkRtm6urrE+yvrMjU1FVMMls+M7L9rTTQ1NRW1M6l7AElfcqhClOu4fD6fiMto4P1PS7PK28FF9pKwCFFz5sxxnifJ93R9HxmyubnZVJCmY+X7b6G2tjZhC0IITa5xJg0hCtDn+DTOuO7Bpb5LCG0HjqpC1PQiVCHKtwGmXEKU7JuyP1tl+RSi5PfS3pbrL9Y2XfH1lxV/pGPTIO27Qza2UChE19JInsViMZVCFBBfwxBOtnejiiohqopZAlegIARS7vp4TSw09REgPhDxe02TMk8qRPFrceWcENKE5cyzgmJWAFE6w7RAmJVrO0QhioPfY1qFKLnL3DWYhQx00nmb1UkuJ0ILFy5MHOMiEdFvLkKUhZBdz67d7LyNQxSiQndB8mPlc+TEP/4/AO8icO7cuZEawcjISExZi0NKbVo7c6UDmPcxek5aCgNeFm+TUqkUC+hp5AnZhi7FJ3ktqpsGukd+HqlMhaiEcdCzksSYEJvskrPmvxHZiuTXsypE8fzQaRSitIV3yA4CHyGK6swXblJxz6UQZd2f9rtPIYoTonx2hbcHkdW0vsGVUyjY0NLSUrGUeVIhSiMbSfh245QLizwn5eh5HV0LV58KXzmQCpOu8qdr91ilCFGueVAoocm6nquNrHaheYKmpiYdFy7HAl2TnIljY2MqaURe26qjtetbs4fUf6VN4n9LUpZPIUp7D8qFRZipBLR7linzQghR8hiplKUFt9PUz0qDZClEyY0aXCGKr1M0hSgfIUruWubzNleA7MCBAwn1M0BXiBobG/MSbLWg/Uzvgk1rszUbpH0ny9UUospx4vnIJOVgtu2Mng6k2ZWchlhgwRrvKtUf0oLmLRMTE9HztshZ5dRLbiAAkmrLoQEFF7G4HIUoSwkiRCEqJGWeRU4iUBtxhSjAPdb4iLRyDOT3EaIQBRxLIQzEx8fQlHmaHdHsuy+1IP1tEWwtGyh38GvqhiGwxqTZTIhKi7SEqOOJk1UpQ3sGrvmG/C2Nr5Te5xO1D2dViCKVDECfO88ENH+m71juo5BjD3DseVrEVG6r6Xxp+zXCN892IO0slanZfr6Jm8Y1vgmDrk2EI58/kq7lOo4TalzzYk4k8hGi0sSvpqam1M0/vr4ZOv/R7snyD1SiT6clNLnOL3dMcZ0v1+gnK062+3P57zmyrEXK2awp7aBvfmm9a1rMjftXpuOdcG1U479Pt0JUqE3jG0jlJhOCpqo+HfauitmFk8vaVXHCotyUeT6n/0yB3wcnW3BHTbkp87RgFFdP0nbaS4QSoqh+ljNXU4ji9eO7HSqlEFUoFBIqGZIQZe0GCXHqhwx0nHlcCectgVSMAETpqlyEFNmWWYOKIZMJyxnCCVEu9ZJQFjyQXHCEpMxz7eCifklOjaGhIYyMjKgO1Pr6+ljdtNRzgK0QZZGpNIdrbW1tbAcdD+hpClHy+VrPOy0hitqRK0vR364Jr/au0L1pKfN8cElG031whS9Kg6gFoEMIUQRtBwA/Tzr/tcBIVoUoXndpM7kzTabMk8+Sy4kTZICFl81ttUQ+n89MiCKSx4oVKxLH8fFu3759AHRVvKyQinkhjsBKKkRp0FQFOOFAs7Gua1uqCpWqayjharqcJdOlEGW1m29XpK/skPkW/15TUwtRiOIOeUmIkvMb1z3J3y0nqLRnfMeuS4lCzsX4uOiaW1WSaCF3hlVyPcBtuCRq07W4Tbfm/nK+K1VT5NwnFFROWkJUWoUo18YObVc2t3fa/EpDT0+Pqsoo++zU1BR6e3tRKpXQ3NxsKkloAfCZdvpWImVeiGoU3yWZ5noW5HtdSZxIhKhKOEK1NuTllqMMRQhJEZw1cFZOfbjd4+NcpYJZLqe9b37l20zGyw5da2vvn5Uyj0P6hnwp8/jmCW2tySGfRQghSlOz4usJi4TFA7w+hSjaJAH4CVGhClGuDYFWnYkETD4YSYiy+qel0Fmp9+hEJZP4MNsDrydr8CtkrQPYG3Xkhj4NVO6JToiSweU0fUIq8k0HqdwFfj1f+3PbKP2O3F7SvVibF3nswOo/2jqXNjty3yjBRVLiflpOiJLrUq4Q4kKIQhRft7tsWEtLi5MQxed7aQhRmkJUqVTyxtBC5z8ucuR0pJAqlxRfLqHKKkvCp9STFVWFqJmBbx7virlZSDMeyGOlHbT6rtyQKKHVlduocucxvs1Zrs0HaZUh09Y1dGPz6OhoIl7pUuoF3BlEqjh5cHJauypOGPT39+PBBx/E7t27o+/KTZkHuIPTPT09ePDBB2POl0pATmQ5IWpqagqHDx/GAw88gHfeeSf6Xk5c0yhEvfHGG/jpT3+K4eHhGFnI2vHPYTnzaGKuBbMIPNikqUDxhQffoeFTiLICRFu2bMHDDz8cLZTq6uoSQQXL0WmlzHMNtmknQOVMvF0Tod7e3kR9fDs40uwsDnGGhChE8X5vpSWSv8nrS8jn9PDDD2PLli2JlHl8Idna2qqWwY8jx++RI0fU1F5EEtF2a7sUojR5aVkHeTxwTDUEOOYMbm1tjaW2sMhWdL4G7sDlkz3reLrHOXPmRBNXKsP1nLTfQlPmlUolbN68Gc8991ziGM0O0m9EuGlsbIyep+YAkGXQMZryiUshqlQqJRwx2oLKtYPgZz/7GV555ZXEjruRkZHYOMHtJV1HBjlofJTvo1V/fh88XQkvWyKfz8fIcb6yeX2ICMfJnRoo2MCvUy6kQpRGRpIIXUiFwBfY9ZEcQxSiuI2vpKoOgTtMXe/+TChESfJEOYQoy8nhInmGEIWzEKLob7JlkhClPVeuopbL5dSUeRYhKs09SmUngiaNHaIQ9fzzz0ffu/p1pfsyv0c+Fmzfvh0PPfQQDh8+rJ63f/9+PPjgg9H8S0KSwEqlUkIdI2QzhByz0ihEPfPMM/jd736n2hsfIcpKoSfTNdFxFiGKH/+LX/wC9957Lx577LEYQZ5LknOlMP5sXAGaAwcOJObugE6IonTDLoItkYIfe+wxvPTSS2pZ0420ztYQ8pP2Hc3jyg0yyPJnOpg325B13EuzK7kSClHW2i00CA5UNngtd+PK+Wel+mkIIcpHaLE+V0ohiuByxEu7Le25phClbZZLoxAlj33yySfx5JNPqvWRqX0sctHExERsfuIa50mR6fnnn8ebb76ZKE8Sj3t7e/HAAw9EmyuslHkS9Ox+85vfRL5H2fY9PT0RwVbOz3wBZRcBPQSWH/BEJZNo4P33ZCUczXZoZE3tWVjrCv4enOyEKCCcACNBNs9KDz7dSDO30FLm0Tl8HcBJRxJ8vl9XVxf1ATkn0cYCToiS7TQxMYH+/n488MADifN4inAXIYqvT1yoJCGKp1F1KS9TnUORlRAVstFLbioiWApR5a6jfLGNtGWUWx/XmBSSMi8LZtvGkJONEBWaMi9LP6rEZiNfWT5lMh8hajreiVBC1PFSiJJt++yzz+KFF16I1W1qagqPPfYY/vCHPwBI2uCf//zn0W+E4yW6UsX04eSydlWccNi2bRveffddbNmyJfoui0KUnEi4jNXWrVvx7rvv4rXXXkt9HRfkNXlQZHJyEr/4xS+wfft2vPXWW9H3aRSiyMFNRnxoaAhvv/02fv/731ckZV5jY2NCWt5awElSE1848V3hRDrJ5/PRgsVSVJE7J+j3zZs346233oqIE42NjQklIunotHZihuxyDh2IfbtNQyCDQ/l8HmeccQYA4LzzzkvUR9YtVDFIQ8jOcVfwhhOitJRuvrq62lkuOA4dOoQXXnghll8eiC8kpUIUD+DSZIyCypKIIo/TyFSyv0qCk0shSjuejqV2IHUoSgPH3xMrZZ41medtQf1pyZIlZpvTPeZyOaxcuRK5XC5S+Fm0aJF6Dl1Lgt45qRAl7WNPTw+2bNmCp59+OhFk1ewglUsOk4aGhhgpQEKqOfkUolwkWnLmaQsqizDHj9m2bRt+9atfReeT1HapVMKhQ4di9ZCpPqStpXdg9erVsetpO89kPSQRx+XYb2hoUJXDLFA7c9WbdevWec+j/l4JSGcNfz8sR2AaQtTatWsBABdeeKF6js+hwclzkkACHEv76SKTTWfKPADo6OiI/tbqsWzZMgDAWWedVfFrA9OXMs8iqsoyQ66nkYN852hKe/TOyrErRCGKbN/IyIiX8O0K0FmOSCtlDz9GI0RReXPnzk2UG0KCrhT4PfJ60qaE3/72t+p5999/P95991385Cc/UX/XFJa47S0WiwnVP+1vOf+QYzyfR3McOXIEzz77LP74xz+qpC4pBy6foxxbNbWS8fHxmLqqljKPl9vd3Y2enh68+uqrOHz4sEqIkgpYBJej7ODBg0EKUZOTkxEhSo5VZK+Ao3aX6mmVlRZpHaGVUIjS6iztEK0XK+W0r8R6x8JsCwS4kLU9fUHJSitE8bGb/51Giemiiy4CAJx22mll10fesyuFejl9VrsnKo/aQY5NBNnurrmBb61Nc0Vax/N6WApR/D2wFKKIhCvfGU445rZZe7eoLFoTUdBEEnZfeOEFvPDCCzHSNS83LSHKR4o+ePAgSqUSnnnmmdj3WmrayclJvPbaa9i+fXtkz0MJUaQsDACvvPJK4txisRht2ODzYYKPEBVKkrdgqV2n3WU/mxGyUWu24GQlbGljwbnnngsg7l+wxn7+3HyEKHq/TuQ+zOeWtFYPAY0r5Ls6ngpRoYQo7ivSCFE+hSi+SVurh0WOpXURVyQmTE1N4Ze//GVEgOXghGGqm7ZZN1QhKiRlHl+Tu+YD8+fPdz7zrApRF1xwQaKNuEKWBd+7Kv/mSKNOkwa5XK5shadKqYwCwPnnnw8Aqg+z0oQompeG+EtnAtT2S5cuPc41qSykOIP8m5Blo1I5/S1ExAJIpmSWmC5CFMXNVq1alfhN82tyUN/W5tEuTBchauvWrdHffB306quv4ve//z2ApH3cv3+/d2NhFSc+Kr+9vIoqUoCMSqVT5rmMFU3qQ1Qv0kBekyukTE5OYu/evWZdCC7HsEbWoOvQgBWaMk8ec+utt8YWezSwaWl9gKMD88TEREIuXTq89u/fD+CoA0o6i+Qzk21hkdrmz58fa1u+M1ISoqh+VFaIqlPoQFxTU4OJiYmyJ0LUlnTtK6+8Eueccw7mz5+fqKtvF0UaR3pI4Nc12eEBO6l8Q78T6UP+ppWnXdcic2gp86RCVEtLS7S4pkkhHT81NaXaGW1XvZVnWAY6NdISEVpkDmIewJbkQ7o3Lb2Wj+x48803Y/HixbHv1q5di8997nOYO3cunnjiicQ982sCwFVXXYWLL744cho3NzfjrrvuUvuW9h5ZhCiXil9vby8WLVrkTCUh1ejy+XwsbZR1fENDA0ZGRiIniU8hqlAoJI6h8jVClKXkofVv/tybmppU0hi/d+40krZ2/vz5uOSSS/Doo49i3759JiGqrq4O4+PjkSMoJDhB93TXXXdhbGzMmY5S3i8nRJ133nm46KKL8Pvf/z5GBJb1qxSkjbFSshDIRmngbXPLLbdgzpw5mDt3Lnp7eyPbLMHH7zvvvDOm6sPrw3df8uu0t7fjzjvvdLb3dKbMA4AbbrgBe/fuRUNDg6q28rGPfQyHDh1KvcANRaUIUa6x0rWrKcSpNn/+/EjNwBU05eOf65oyxZdPIYoTosbGxlIpYMrfLWeMFZDlx1gkXwDYtGkTHnjggWgOqD1LbusqrRDFr6XNJTVCNHDsvqVttsrS5hL83MnJSZU0OzQ0hFKplFDkkk4vORYS8Yf+lsF9KsdK9WsRpCx1Wxo7ZPnW/JxUmPg9aPdHcAXIeN922YFisRi1i0xv9LGPfQz79u3D/fffn5iHaWWlBX/HQ1AJQpQ2btOObmovev6+HZyhCNlMkhXvBUIUP09L6aitOcrB9ddfr47jacbTs88+G8uWLasIaV2+99p6kPpvOX1M839Q2y9cuBB33nlnYq1ImDdvXuwdchGJfYHlG264AQcPHozNkyTJVdpmi2Akr6epXPDNE76UeXQcrYm4QhS1vyTBar4qXgepksjP5b4r1zg/NDSE8fHx6N4vvfRSPPXUU1F7SUIUjbP0v2ZHtL50wQUXoK+vD2+88UZ0LX5usViMfExaX/H5S1xzwhAUCgV88YtfRC6Xw7e+9a3o++OhrjNdZKUTiRB1skJbB2zYsAELFy6MkQbLGfvleHkiK0RdffXVOOOMM1AoFJwbBSXonmkDw0yTwrQNnhY4IUqSibj9JfvoS5lnbR6y/E+0lrI27BFRVUIjRNF90PVk3VzgKcMtcLKBnA+cffbZWLt2bdRXuBK+hEw9qY3Z8+fPj1SLV65ciUsvvRTz589PkIf5hpyPfexjGBoawubNm2PHWPPtkLlh2u9Dkc9nVwMnlEuo4nDNfStNiPqrv/orDA4OVnRzaDn48pe/jNHRUa/K/4kKX+aAEB/gV77yFQwMDOD73/9+4pxy4fPLpyErchuV9Z34whe+gOHh4dicQNbJqtf111+PI0eOpO7brvf/7rvvxujoKP71X//VeW0gPNsCQW5Kt1BViDr5UF2FVHFcoRmeLISoNCnzeCqISkLWQabM0yCD2GlS5hFqampiZAo5qXTJGBLmz58fW6RRGTzNBQf9LttSLmJoJwcPUmj5yEM+E7q6uhILK6kQZTkeZ5tCFJAMcNfU1KCzszOh1gUkB335HNM40tPuBgkhREmFKNfE05Lk5cfy3ycmJhKBNl6mJBFwRyY5fPnCXkvNqQWROImKw0qZJ/uDpojG1TToWmT3JCHKpRAlr9Xe3p4gYQBH2fnajitZR7pfOfGdO3euWq5WHqWYk2peVgo74FiQNyRlHrdJIYQomVZPsyuc0KbtHnfJg1sETxchKp/PJ9Iw0O/SUWzZ2kKhgHnz5kX93nLy8CBE6G5tumZjY2PwolgSopqamlBbW5sYWyQqSYRIaw9DZLGBo7tB29rakMvlYrZZgj877V3kZBPLXsybN89Z7+lWiKqrq8PKlSuxcOFCc+4wXWQooHIp81wKUS6HRwiBQJvPaOdwkrkkcfN6yiCB9k7wIHo+n1dT5llpL9Lco7Q3BK3fkT3jcwD6raGhIdplSffEryvvuRJpojh8hKispANNIUrOJaRilHYuJ1Lx4DK1Az0XeT1JiLLqZylEafWX38s0rhw0D7PWNNy2cVWTLApRWjpIIOnQHx8fj4IFkhBVW1sbI4SkSUkRgrSOUNcGh9DyrWvye6N2rdSuaUv9pIow8Odgzf0IlbCF1jieZjzN5XKYP39+RQgL0t66AhHTudt63rx5ZvvW1NTEyO7y3DQBNypLe1fJfkk7xlX5pJ3i7af9bilEafaO2p7GHz5PpeNlmlTpq5qOlHlDQ0MRuamuri7a3EPny5R5khAVqhCVz+excuXKWNlynKYyNfKiTyGqXEIUcNR/EZqqbzoxXWQlufFnNuO9pBBFNl+bp7ieU4jqDHBiK0QVCgWsWLECixcvTtUnpJL5TJPC+HPzzS3ouXNbqylEDQ8Pm+QdnraNX8/y23NwQlSoOioQJ0RxfyDf6Eh1S5MyzxUn4j5nbV3D+4rr3eH3ailELVy4MHY8+aHkmMA3sCxZskSda4YQonxjXKVRU1OTan6loVxCFYdr7kvPulLjFvlyZwsaGhpOSjKUNu/W+lnIGr2xsTH2zCq5qSdkbaFBqyufv2adx9TX16tkqBDU1dVVvG+3trYmFBpDRB0ktLGQC324UGlBlSqOP2b3KqSKkx6a4dGICj7MRoUoHlSwdpunSZlnySWSUhFwdOAKmdRKsoqP8GQp01C78xQZ/PqkDqAFEEMUomSb1tTUYN68eYngpiQnWdL0IYSo0ElDpQhRrjRzsnxXkBdI50gPCfy6JoZ8AScDYPR7GiY+d5RoOzC4XdDKkgs/vlil3zjJiBbNWh00iWkfIcqX1s6XMk8SiDiRyFJX8ClGSficCWmhXa9YLEb2rra2NmpT2X4aIcqVMk8GbjkpQBsz6N0nZz8Ry7SxgStEaQtBSYjSbGzIGOQjRLkUoiQhTObm5kpiHLW1tWr6Rddu7XJ2Z9Gz4Pfn6l+VJES5FKI0hC5iQ524vDzNpvLnYBGifJhuQtTxxnQpRIX29ZDr8fmMK2gqVR20cil9pq+uPGhpEaIshSiX0oV1/3I+pu30JeetFdySqqMuFZRK92V+LS3NUKUIUTzg6zteHkckOd7WaRSiSKWMg+w72SyXsiX/nbeNpZ5Fx3MCuHZ92R+ttMqAe2ywiKPynnp6elAsFlFXV6cSmvl7KMnTlXCcp8F0KURZ16l0KrLpGHPeawpR1tyPUGlyKEclg0Zp4EuZB4QF3n2Q40zasrKM7WnqBtiEKI2MpF1P843wtYJPIaq2thalUimhEEVlAyhLISpryrzh4eGYwiw9O61dylGIorpQObLOxWIxVg/rXOv7ShCigNlBxJmuNYZvrVTF9COULB3iNw0lRJ3IClFZIe95ptuAP4NQhSgfIYo2gmjrAK7E6kqZp9kWGpOsDZyWraA25b5dqie/dqlUMjNfcND9u9Z2fGzwrWdddlQSorR3iW/qcMUEqP3y+TwKhYLa16x3NYQIkoaMkQaVIERVsj4uaBu2qzhx4FMmD10/uHwSoUiz4clXJ+28SqTMC0Ul53G+GK3Px0lIS4iSiugWqgpRJx+q1ryK4wrNqGRRiJITPJexmi6FKFfAX8t5DaQjRNEA4FOIck2WeVn8N1mmDIpZwUWZxoomtXS8phDFVTI4NIUo2Rc6OzujiT4vTwYCpeNR7jKvpEJUuZMMXwok1+RMPt/jpRDFCXH8eF5f38STkw40Bwx/N7Q+JO+dTwQlIWpiYiLqW5w4paWlDEk9w4OAFklN20HLF4EyZR7vF7TI9RHishKisgZgLEIUBXqbm5tNwhB/tymw61KIkoFbrqyiEaJ4yjx+TS3YwIlCWkCVytfSX2mBa2vnXAghSjqKZfvJwDI9u/HxcXXsrK2tjfV7ruaWZRFhQdoH7b3SUMngX1qFKNd4y/trqAPTt5AKSYPpw3SnzJtNkISoNAvutGRR7RpW+3KijxaY5GXJnUzyGpod0N4JHrSU6nhSOVG2k6vdrDmFtNdWv5PkGN7O3JYODAyo4yqh0inz5D1PTU3FiD5Z7I5m12ms05w0dF35t1TT08gQMhhM4ISo7u5u83rlKERp4ylvL4t8S7/JuRAPQqRRiAKOta81F+To6uoyHYzU9+S9lWtD056f1t771gQ+nAgKUe8FQhRvey0lLn+fpnNczzqelouZIkTJ89P2V64Q5RpHs4xXPkIUQbOtvpR5fK7kU4iiY+g3PrewFKI0QlSIQhQPMFibMFpbW5HLHU09Skp/fO2o1YmrOLnUSqy+JDcqSUIUX8OGlimD74RKvGfHa64/XdetEqKOP0LJ0pVUiKoSoma+DdKoT5Lt4r4k7mPiGBoaqnjKPG5Dtd+tPkjXKRaLqh+Mq9XKNZIGuldXnIiPm7Jd0xKiuD9dG8csorZ8v+g9rK+vRy6XUzfzWXOCkLVC2u9DIdfP5fogp3OzoFRxruLEQKhCVOgaiZ+bdQ3rU6jSkMZvz9eaJwshSruWdW3XOk27Bs9E4xorK80fqOL44+SOplQx66FNzCwVDxeyKESlvUZ3dzc2b96MwcHBxG979uzBI488Yp5rEaJCU+b51Jz4bowQQhQQZ7lbCgJW0JaO1xSi+PF0PzyAyMlUzz//PF5++WUASfKVRoiiRYFUVZIEGjk4SmUXV7uEThoqFSDw7cpw/W61Q1qETCZcTkBqX5dClDa5sAhRrkmMRiKyjiOQU5OTkygwxgPWWso8TSFKOqS5AoJFWnriiSfw8MMPo7u7W02ZJxWi+H3yXVMcknQ204QorbxSqRQ5qrlTWy4YJGH0scceU53TBC0lHVdJOXLkCDZv3hyp0nGbxI+zFKLoe55qke7PpRAlbSEdpy2Q+M40LRUDf5fy+bxKiJIKUXz3nuYI4kEIPrbyHeUS5ShE0d9c0Wa2KkS5wJ9n6ELPtyjm9kdLMxqC95JClJybpLnfrApRIU5B3rf7+vqc5WnpBaVClIRW14aGhqhukhAlCd9pFKKsFEMhClFAnAzMz5dl9/f3z6hClEaI4kqtIbtkCVu2bMFTTz2ljksUOJXqrAQtZR7NOag+PA2sTBtVLBYxMDCARx99FHv27MGhQ4ei8o4cOZJQcyL7zlNIcFiEKF5PTSGqvr4+lmrJFWintg1RufQFh6guoYQoC2R7K02IKkchKuTaWRWitGuU47AMUYmoIgza3G+mHKyVIsilRcjczBq/0qIchSg+Xlt+D6AyClHSjtH32qYNvtbj80f+u6a+rY1zPKURraPkOkYqRGm+qrQKUZaPolAoRHMqIvw2NTUlSMG8DmNjY9HYUCwW8ctf/hJ/+ctfEmX71JzovZPtdPjwYQDpFKKsDYSVeM+yKlqWi6q9P3kD36GEqHJ8ndJ3XemNDycCZhMhyvcMpUIU90HJOYqLECU3eMpry81OmrK+5V/UYClEyWtzX63LppItD1WIkvOBNGMAbwvLd8j7TEiMh47X7jEkZd5MK0RJX0+55U2nb6yqEHVig9tDn0KTa1zkv2UlRGnjYdY4jvY9t1HT7S8+noSoLERNmuNz8A0crvGhqhB18qFqzas4rrAc2y6iQ0g5rpQPNBlOmzLvvvvuw5YtW/DYY48lfvvhD3+o7tYmWIOltutOg0vNqVQqxXZjpJVBdjGkrSCG3F3HAzqyzObm5lgAkX7r6+vDU089hd/85jcx6V2eYks+x2XLlgFIqhVIohOXn6Wy+O+VVIgqd5IhSUSu+ljBSyC9wywkUOJaoHAHKvVbGfytpEKUVs6aNWsAJHdcy8W0K2WepmSjBW5dhBdONJH3ScHP7u5uvPXWW3jppZfUlHlUH57qhP62CFFUBsHXd327q9LC2uHFCVHUt+QEUgYmX331VQwMDERlSMjz8/l42qjHHnsMW7ZswX333RcrQypJaYEn/vy444HsDT0beuYaQdWVGolAdjKXy6lECZkyj5cvlQ3JbtCzm5iYUJU9eMq88fHxGFHMpSCYFrxv1dfXx8p25aOfToUoWbYW3LCwcOHCitSJgz+HENl2VxnAyU+Ikk7TNG0lxzfrXPmcQwkERPJeu3ateT4AnH322QCA9vZ2tVwtOE5jBldY4oQoTgblNi1UIco1R5RkeIKcc3G7TjZLU0lat24dAODMM880x3ug8gpR8r74uATY83+tHk8++SSef/75BPkNOLbWkDaPoI0LRLql+mjqSXx+tXXrVvzlL3/B7373OwBH7Rj1kf7+/tj1pLM/CyFKCyjU1dV5icXAUdsmCVFcIUq2ry8dqaYQxTdYcHB1Fwk5lyIcT0JUVgdimvMqFWSgPssJ41WEg78v2jxkpghRlQw6WdDmtiEKUZIMmhWhm8I08PmAtgHF+i0EPkKUptanna+NXVxRQ65VJbiKBilJWBsv6G/pC5JKFnwzhyRK8XO1tWY+f0wxlwhRLS0tCUIUr5PcmLh161Z13PJt9rJUibOkzKPxJzRYkwYzTSRZvnw5gGPz10rjRFAFpLnJ6tWrj3NNpgehgV/ykWnKhtS3V6xYoZ7rmvO/VyDve6YJUWk2d/FND4C+aZMwMjJiji9ayjzXBl7ZJtba34rt8A0g2jhAz4Cvl12+J7pXa51YX1+fSEclFbDk/ViwFKLoO6l8G7JJjNojzTsXUm6lCVFLly4FAJx11llB1wnFvHnzyjrfBVp7p/EnVnH8IMdxbX3CkWWNlDVlntbPNRsdkvpOK6u1tRWFQgFNTU0nFLFb1pWeGY+PuY4nuObN2pyFZ9FwjQ+nnnqq+VsVJybee1T9KmYVLMdPWvalllbCMlhZFaIIJOldCYSmzHMRoiYnJ2O7Mfh9hShEuYgqUnlAlisdYFIhCrADX3v37gWASCad2qKhoQHDw8Mx0kp7ezuuvvpqLFmyJFFnvmCTO0yl41EepyF00lAp561vx7hrkcLPTUssCCHOuYI3mjJOa2srPvvZz0ZOT5cihPxdU4jyEaJWr16NW2+9NREIk5M/TSGK+hYP8NAikp/LpZgJWhoaSyHqmmuuwfbt27F9+3a89tprMVIKX/RLhSiqL1f+sQhRkpBowXrOWUkpWn2kQhQpWliEqNNOOw1bt26N/abZQelA5SopExMTUdo9WYYkTmkODum0v+uuuzA8PIw333wTO3bscCpESVuo3SuBnnE+n8epp56K+vp6jI2NYcuWLdi1a1eMXEDX4CobVFf+vS9lXk1NTXQMV5OhvpfP500SVhq4VAxXrVqFj3/84xgeHsaBAwfwpz/9KfptOhWipJPtjjvuQF9fH370ox95y5o/fz5uu+021QlswefkJzs0NDQUlZu2rU/2lHmVIkTJoKgcv+6++24MDw8nHGehhKhbb70VBw4ciEiT1jmrV6/GJz/5yRghSpIHJc4++2x0dnZiYGAAv/71r6PjampqUCwWYyTP4eHh6J22HO0u50GoQpQkbtfX12N0dBRjY2OxNG+yvGuvvRYbN27EsmXLIjVQra6VJvfJviIVoqz5f21tbYIAS59lyr2JiYmYQpS2kYMHXMnOkkOVztU2HvBxhX6n+tfV1aFQKODw4cMJmy83FpCDnauLcGiEKA3U/4aGhmJ9jlBbW5vYnc3VIbMqRPExkzBv3jzcfvvtGB0dxQMPPBB977LVlkJUJdVoQuBKd1Gpa1ZKFYrjrLPOQkdHR7QGqyROhOA4IWt70rsO6GuhmdpxOp2EqC996Us4dOgQFixYgD179mD37t34wx/+AOBY0M+ljFmpNXU599jQ0IA77rhDJVFXSiFKpv8muBSigKO2Y2pqSh1neIA5hBBFdlCmifcRourr6yMVQC2NfF1dXey+uLoUjSGf+9znAAD/8i//AuBouzQ3N6OnpydaxzU3Nyd8DLxO2u5uDb7gkaVKTJ9DCFErV67EBz7wgWjjR5pgeCgquXEkBDfddBP2798fBawrjRPB5n/+859HX1/ftIx5swGhdvLqq6/Gueeei0WLFiV+++IXv4iBgQGzjfh4+V5Mlwck73umiWFp5hbSn8XX4HJcssYpPt+3CFGcwAscbSO+PpObWhsbG3Ho0CFzncI3CGm2hdRje3p6or7q6o9SIYrPXVasWIHLL788MYepq6sz/cCuMcBSiNqwYQNOPfVUdHV1xdaeIZtg6d5qa2tx5513olQqReNtyMb7tApRWefFN998M7q7u7F06VK8++673uv48IUvfAHj4+PTSlY644wz0NbWhsWLF0/bNaqoHOQ4PmfOHHzmM58x7XCaTeaE6SRE3XLLLbEYl3WO9g7W1dXhtttuU31zsxmy3VesWIGrrroq8qOGbjrQ2uqcc87B2rVr1U3PPkLUjTfeiPr6+oTft4oTH1VCVBXHFZUmRC1YsADd3d3RLjMNUmkjLSrpRAxNmefa8TgxMREjRPEyQwhRLoUoqxxLtURT9rFya5MaDHCUwEZl0CRFqvhwx4wMCsvrckIUX2BUUiGKyio3oO8LcLsmZ9OtEOUK3lipPHjaknJT5vnSheRyOXViwhXJgKRCFCcZ8SAaDyISNKUFTXXBUkBobGzEaaedhsnJSbz22muxdAcaIcpyIMh7176baUIUTcJ5e1kp86Rto/ZfuHAhDh8+jD179kS/pVWIApK2lDsyfMoWUuFr7ty5mDt3Lnbt2hWrq6YQpREDfQpRREQihbMdO3ZE51nkzRCFKI0QxRWiJCGKypftnWWMc5EscrkcVq5cGdWBo5KOftn/ZdmNjY2pHPyaA9iFNIQoslHVlHlxTIdClNbGc+bMiaVL1a7vul5DQ0O0i946n/6WfY4fozllamtrsWLFipgTlKe14YQoOoarRqVJmecjuxPk/IIIUaOjo7F6SRQKhejdtwjSGmGtXGgp8zgpwZr/83uYmJiIjW/cdmmEKF4+QSMcWQpRGjmeBxfoWXMysLSnWjoIClTzehCByVLIkKivr0d9fT16enowNDSUOH7u3Lno6+uLjcNkf/kcXNrk0OCQ7FsLFy6MrSEA945dOn82KUSFXJuPKdQXfXbfuka5KfMsFYj3EipBiNJwMihEtbS0ROupFStWxPww0sa71oPHkxAF2EpzlVKIIlgkHN/YpAWiuR+Enx+iEMXL1tLT8c0WFLiWaePpunV1dQmFKEm+0pSkpe3WUubxsc6lAs9h2Uqpcq61k0vRiqOtrS0WXHHNt7JiphWi6urq1PltpXAiEKLSrhdPNISudVzt0Nzc7Jx3+dY67wXMppR5Pmg+R21cAexMHtYGCOmrdG0MkgrmmpIyB19raCD73NPTk0ohiq/N6Luuri6vCqYvhsJRW1sbI0tzHyDZYG2jiXYdAm9PuenLsr0hinHW9bKOcfX19dE9VmJu6lKjrxSqa6ETC9r4tWDBAvP4LGvmSqbMk5DzMJ9wgoRLObuSqKQPT/NhctJ1OYSojo4OLFu2TB0rfCnzmpqaTlqC/HsdJ9/28ipOKFiT16yEKD7ptQao2USImpiYiNXTag9XcG9ycjKWMi9E9pT/FpLD1vosHXgaySpEKv/AgQMxhSgqUzrttDL4wsoiRBEsh2uoY4DDFQRMgzQKUfJ33rbToRDlIkSFTMo0pSXr+CwKURYaGxtjgS8iH4QqRHHQOdwmaQpRUiXNqvfExESMrENtZClEaWVwcGKLb0KqtWehUCgrdYssU6bMk05tAn+35TsUSojK5/NRG8kgASf+8OCxRYjSHDh81xmvl2ZjXf2DoKld8DJ44FgqRFH50taGKERxQpgkRGXJYe6Dy4ZKm1JJUo98X2Z6V7XP8UhOPf6s0s4nqinzwpCGKMoxnQFjrdzQIAEnREkyKBBPl5wmZV6oY8FSXxsbG4sRfF2QO4IJ0xHs0xSiKA0OYNto3h5SUZC/s3QcjQ0NDQ3q/Uu7DRxTiKJxUht7ONGWyqDrFwqFWPsTeJCat682NtF8jMYb35qLp4jQ1DkovSOvD0+vlFYhSr4XPnI84CZEcVIwx0wTotIqRPH1YciGDsB+n6bLnpWLEyE4TjiZCFHTvWNYrjFdSte8bpVUbZuuOVI5ClHU3+Vc36cQJTfPyN80MrOltkt2kOysSyGKrxvIXmsKUXQO/16Sqaz7kgFvuZmmWCxmekd88xkXIZinfOcI9Y/56pAGM72WmW6cSDb/ZEVoyrxK4b2qEMXnsoVCYcbX7VkUogh8rWPZew3aBk/pu7DWg/Q7t5uhhCgLnZ2dyOfzGBsbi1KfSxUqDplJJESZ27VZzUVichGiCGlT5rn8CpbtDSl3OvuuS2W+iipmClnigVnnM1n6eVpC1EyhknMI36aCcghRNJZo9eUxeW1MOdnm4VUcw/F/g6p4T6NShCg6fsGCBcjlchgeHo7Jr3LQBNc1mXeh0gMPd25lUYjiErGFQiHYGehSiPINNnLHiCtlniTCaI7Q7u7uRKoPngvcSrtHdZPkJO545H2Jfpf3zBWF0ipEldsfylGIKidlXki9XdfWPrsmLZUiRIVMIBsbG2M7SCW5hKvpaIQoPrnVdh65UuZZwShOxuKKapIw5CI8aGW72kpCOyatspiErCNXiOK7fKVNT0uIslSMNFUvfrwkBGl2nxOiePtLFQ4qU1u4czKTZcctQhRvIxkkkYEK6aDxEaJqa2tj9yEJUSH2PwShzgw5PlVyEaVJmM8kfIti3teJVFCOQtSJJIEciplSiAo5b7rIEq6dsRx8nOFkd40QxcfPchSiQpy9/Hrcpvjay5oPTAchSlPj4GsCa/7Px6mxsbHY/JzIT9yZT0QHHyFKU4gigpbL6a4FgrlN58RvqcREbaCpF8p5TYhCFDmSNEIU3RONQVzCnd9DKCFKkpu0ttXUOC3QsZVOmZf2/LQpT/mYEjrXmw6FqOnEeyE47nu/ZooQxd/L6Xaiy7E8lBBVbr2mi9SskRPTQBKfpHK1TyGKzq+EQpSVMo/O5eMeHzc5kVZTiALi4w1fl1hB2nw+qRDFN9MASSJrKHzq1y6FKItg6yM8hQZr0mCmFaKmG+8Fmz/bMROEqNC1zskMft/How3SxFM0hSjLflkKUfw3SyFKEqS1OAG3EeUQouhapJSyb9++qD7WOE6BcU0txDonlBDlIn9pmyLl3yGbKsolRKUhGLjKTIMqIaqK2YAs64fjTYg62d6XtHPoNPaKVIy1Df1cIUobU062eXgVx1AlRFVRFrq7u/HUU085J8YuWBN17tAplUr4wx/+EMsvLMENGMmDdnd3x47ZsWMHnn322aiuExMT3nI1+BaOaReWlHbjqaeeMklc3AhLg8x3nsrdJ1kVoiwClPwsg/QaSchKmcfR29sb/R2iEGXVR+4w5bsttN/lNWXdXaAyKqkQpfUdPmjL310LSh9CnCFp0nto7eDqB/J3/gxCiHwuSEKUPHdycjJyCPNdoBq5hvf1wcFB/PrXv8ZTTz0FAEEBP3ltnqNYcza4SG6uNg7ph5ZCVDnQyExayrzdu3fj6aefjtqJO8mzEKLoHM3B9Ic//AGvv/46gHgqqdHRUTPYQP3BpRDlclSUSqXod+saFMiw3mOeMk/aF7lzm77nKfNksJfuR0sZKAlRluMqFKG7alzqgeXCSqU6U/AtinO5XLQYk88xFPwes+atn82Q/ShrADcrISrL7rCQsqzvQwlRfB5A4wYf83k5lUiZJ+FSiJI2xQL/PXS8zwotZR6fX/O23bJlC1599dXoOMITTzyBt956K/pMawc+btM8gyt4yevy//P5fGQD+vr68Pzzz3sVouR4YilE8eP47meNEEXXCiVENTQ0RPXWCFHUF7mKlkbqClG9BJIBEN+uSKv9CXTdSqfMS3t+2r6eRSGKt3El7VkV0xc4nilCFIBM42kWyCCeb0yeDkJUJccW/ozKmbvKjRNUx76+Pvzyl7/E448/rp5Hx2mEKB7cpXXEM888g+3btyeO5SnzpEIU1Ylfg3xM+Xw+pvpnKYZwm8U3H7kUonjqeuBo0II/x9/85jfquT5Yz58r72r3AthBeBlI8c2hKvGenWw706uEqNmF6RoLQtc6JzOONyGq3JR5Vt9wbSonm2/FLkIUovi6xbXZQas3B9Wf0mTt3bs3OsdF9pLrKV43Da7NrC5iIK/HO++8g+effz5xTtp0va5+Vo5C1HTOGXm9qmuVKo4XsmwiyuqLzUKw8flCjhemUyHKt+nAurZvo4M8j/uHtJhqlRB18uL4v0FVnND44Q9/iOeffx6//e1vM51vDSL8+3fffRe///3v8eCDD3rL4bsA+vv7Y8c88cQTeOaZZ6JJdqlU8pZL4BNj38CTNk/68PAw/vKXv0STYA3r16+P/paOEXJW0aTaperDIVMucfgcPNyZxFOA0QDiCnrzwaizszMx6NBEnpNWtPQwvHxyXNH/vP6cYGCRR/hiK3RQdymspEEI6aixsRH5fN6plFWOw8y6rmtiGBJI9SlE8d+bmppQW1uLurq66F60eoVMSFauXBnlXdZS84yMjET9ggJ9nKxgEaJeeeUVvPzyy3j77bcBHEt9AxzbRWs9B64QxYOj8h5daRBdClHHixAlyywWi1GQuKWlJarXK6+8gueeew47duwA4FaI4uQigpYyj86XePTRRyP1Da4QNTo6ajpxeDoiggw6a4QoXndthzRHSMo8KZfN+x/flZ1FIWp0dDQRhCGbyftyuYs0lw31qQSUA17eTKtDAWFO/hDlExf48b5dkycitF2CWQKlocRw1/WnK/gdGiTo7OyMfZZzDsvRXk7KPKutuJIiAKdNsWA5hWcqZR4nSdM4MDw8jM2bN+Oxxx5LEGZ37tyJJ598MvrsUojSxjHg2PyTK/O1trZG9XvqqaeiDQGaQ11T4pAkV36P/BiZbpX/TfYxDSHKlTKP6kv14YGUUqlkEsatd0zaNp9ClG/dNV0KUevWrQMAdHR0BB3v2wAhwd873yaM9vZ2APH14omgELVy5UoAx2fMTousbbhixQoAwMaNG9XfN2zYAABYunRptoqlQKWIR6HXob99aiGVImpNl0IUn7tlKVemzNNs4muvvZbYGCfXAtrGB05Wmpqawssvv4xnn30Wb775ZuJYToiSClFayjy+tuWbgCyFqNCUedSea9euRVtbW/R9fX09GhoaYm38xhtvJO4DABYtWqR+T/DtHCcylDb+SZKWVa6PAFVOH6Q5wZo1azKXMRtRJUQdf8zE3ID7VrmP4b0EPjdNGx+oBNauXQsgbI6q2TJrvlmOQpQklWokIW5/tfkCny+6+hZdl+6fbH1tba15byMjIwmFZoJlz12EKNfmZT43eu6559SyrXfVem+19qK+t2rVKvWckLXJdCpElavAWUUVlUCIAptE2v5P/o0s8zrt3fARRqcTZJtoHV/JMq3PEtZz0mIx3Lcky+X+NC02diL4KKrIhirVrYqyQE6Tbdu24eqrr059vuWE5xNRroBUKpVUw8dJL2Sw5I5LXk5acCOpXT+fz0d1aG5ujqWx86Gnp0d1cAHAWWedhaVLl+KUU06JvpODIT0DmgCHyo66iBQyaGENTlNTU+jt7UWpVEJTU1M0KLsm/6eccgquvfZajIyMYPXq1XjwwQdjO+9pEOI747XF0qc//WmUSiXU1dXhnHPOQVtbG1avXh1rAx5McjlJ06ax4MeV63ANIURt2rQJo6OjiUlPOQpRIc4QV91CAqlpFaI+8YlPOBWxZJ0k7rzzTvT392PVqlUoFotobGzEkiVLEnUgskw+n0ehUMDNN9+M4eFhVSKfk1XIhqxcuRIrVqzA8uXL8a//+q8AgP379wOwnQ5cIYoHR10KUfKZam0cqhpgHVPplHnDw8MoFovI5XJobGxMPMPx8XGUSqXI5jU0NKjPtFgsxsqWY0Vo8ITbFK5mYkFTiJIp82T5BKkGIkG22mVPXYQoHqSQhFber+T90H2MjIwk0nRcd9116O/vx+uvvx6RiEODuxyhShQ+m1AOXGTCmUDILqGQQL8LuVwOt99+O8bHx82UHicLuG2bmppK5bTP2s8qGUwtN2XekiVLcNNNN0Wqp3JcrK+vx+DgYKKccghR8vPKlSuxceNGLF68OPY9t42hKfOs+cp0OD81oi534NM40NPTE303PDzsTC/ByT7UTlwhSrsPOSbU1NREc537778fwLGAs6UQJevEFaL42oErdeVyuUSQmx8jU+b50mrU19dH9ob6XKFQwLXXXouuri5s27YNQJz0y+fhWkpawh133IH9+/dj8+bN0XfStlnrLoIv0DRdClEXX3wxurq6IgK+D2lUV4GjQflbbrkFdXV1+NnPfuY875Of/CR27doVWy+eCApRZ599NpqbmxM2ZjYia+D4Ix/5CLZv3x4FJyUuu+wyLFu2zAxWVRKu9dV0XAdIKkJoc8xKramzkqF94O9iFkhCFK0nW1paojUpx/r167Fu3bpI2cKyYUA8qDo1NeVUPi+VSl5CFPd5aYQoTVVJ2xDC181yrnP77bdjz549WLduHfL5PG688UYMDAxg6dKlZh+49tpr8eijj0afzz33XJRKJfziF79Qj7fK4XZ4cnIyVco84Gh7WcqY8nM579nnPvc57Nu3LyLeniyoEqKOP2ZibvChD30IixYtQm1tbYyo/V7C8VaIuuiii9DZ2Rk0R9UUoiz7FUKI4vN9XnapVHIqRNXW1qKpqQm33HIL6uvrcfDgwdjv559/Ps4880wMDw9jcnLSSV6l62gbiq1+PzU1Fa0NJSnMmlOEpsyT8weugs1h1S0rIeqOO+7Anj17YusDDhITkPXlmE5CFB+Dq4SoKo4XsvgA0ypEffazn3W+iy7Id37Tpk2YO3du6nIqhS984QvYv39/pnuxIO/R58O1nhN/Lp/85Ce9oiEWIWrTpk2oq6s7LoTmKmYGVUJUFRWBpkwRAssJz7/nBkgjhQBxhSgeICZwB1AWWGkpqGxudKempjBv3jz09fU5y+zo6EBfXx8OHDhgTiZbW1tx6qmnxr6zCCF036HOQCrHpTpjlcNTjx04cAAA0NXVpZIUNFIH7YYF4hP3QqGgpjXTBiHuPK+vr8dpp50WffYRouSAmGUCZKlNpUUIGYscohLlKKKELKrSKERpdefn+AhRhUIhtiCzynS197x582LBY+mA4X0LONpvcrkcurq6YsdpO1WKxWLUH1euXBk5YgkDAwMAkCiL3x9dm9sr2a4u1QPtXU2jVKY950qnzKNgaWNjYyIIAhwjOlIbWKlufISo0PvO5/NqeicLvD2o/SmvtCQryb99wWWLECVVoICkGsTk5KSasoOnzNOuyxWyOCmYyqV3hu8kt/qwC1lS5p1sClEhkEGWLG2wcOHCSlVnVkOSPdOMtVmDojOtqOJbYPMAumwHa+exb6x2/Sbbqq2tTQ3GaYQoXztbylgzpRDF1wT0N81fgaPKRy7HlqZ+xAPLkqAzOjoatY1U0Vq2bBna29tx8ODBiFSlzQU1JQ5LIUoqjvCxg8DTi/PPPodefX19RObk90J9g66ZViEKOOqIl3ZRfvbNL0MVoiQqsaFBrtFcyLL7lAJZPiJLc3Nzoi6zlQTFoc3VTzY0NjbG1qgSdXV1zt8riZlSiJKbs/h6SZtj0vHljrvTpRAFIJj4qMFFiNJQV1cXG3t9hCiuEOXyP/ENKZIQpaXMI0JUXV1dECFKfk/3K2209G/JgIrsB6tWrUooQrW0tGDJkiV46qmnorUnP9+nEAXEN6Jw+AhRVj3TzL98mDNnzntWWaeK6cVMqOG2tLTgnHPOmZayTxTU1NSgtrYWk5OTx4UQlWaOSv5wPse37JcrZZ5PIYoTovjYJY9dvnw5crlcwraffvrpmDt3bowIUFNTo/rAqG9rsQhrI2+xWIxS60k/rbXOdfny02wO1r5LO6fR+llLS4tzns3nZNY1rO8rrRB1Iqxbqjg5kYUonLb/+95FF6T9ISGI44XpmKPK+YjPnx9CiNLUl12EKH7uypUrqzbpJEf16VZRMfh2GKc5h3/PBxpL5YmTXiTpATg6cXc5/H115w4ouStCBthHR0fNgDJXhyBCz4EDB8yFhW+SzKERolwGPI1ClLXboVgsRgElnt6FH+8jXHAnmUzzYUmth4KTGCwHVm1tbaYJUKUIUWl3jHOkaWeJkAWWS0LXF0iV52gTGl6GFrDS6lVO8FS2UUi/4nUg+0N9Vjpc6+rqTKY+t0uulHmaQhHBpRAV0g+1YyqdMo/sIdk6jRBF9pQUurRnKscAab9D37+0hCir/cfGxlRCFO8DPoWoLCnzqD7FYjEaJ7iDht4ri/TLg+d8/HSlLiqXEOV6JuXYLB9CFaKmy/mbJWVedZFlQwZu07SVb2wJOW+6FKK4DUozt3ERorIqRPnGcasNuEJRaMo8a0fwdLyPssypqanY3J3Ip5IQ5QK33/JepUIUvedayjyCTONmKUTJMYsrRGkp8+Tcno+dlkKUz3ZxhSiCZsupPpIoTGOX9S7K9kyrpOd7j6zxYKbtb9qUeRxZ1hwzEfR8L+FkaMOZIkRx1NTU4NChQ9FnmYK1kvWaTkJUOZCEKCIaWcQbaStprs9TvxL4mDQ1NeUcy9KmzONpujnJVa5z6BzN18bV20Mh19e1tbUJO05tp9l317vKFRQnJyfV8c+VktraYCd/0z5XUVWImg04EdQjTxaQnT0ehKi0kCSmLIQoGl8sklCpVIrNZ+VYJz9L++7yhVrfyzIshSjagLxv3z71OF8MRquLz+/li/Wkncdn6Wd8Q7IlIDCdClG8jJNhnl3FiYmZUIgqB++FsVreY1aFKF9sP5QQ9V5o8/c6qk+4irLAJ60+RSQN1iCipXgAoMqKA8cmUlwhip/nU4dySb/K8+UiQAYrxsbGYuQgDq5uRSoPPT09qSefGsjZ5HLUaGVrAQo5+FhBs8nJyUhWlgfRXfKwElIhipdN7ZJWppA77XzBOi4Dz88NvUa5AyVv67SLAP7s0pILQhZYLnJdSMo8n0JUmt8J5RCi5Lkhi0Z+Xzw9jlYmV0mzrs0DnJqzQVMoomO1sqWKigvaMeU6aKz3ihzVmlIHd8ZzxzQHXxxbykeA/52pqamJ2nFsbMzpxAGSziCufEF1cik8WfUFjo0dFrmQ71SWanulUkmVIed/a4ESef9UtrwHHqxqa2tT6+9CqMMmq3JPCELJVtO1uMlCiJoOdZwTGfzdkbYtzXPL2s8qGSQISTWQRb2K/g9NxeAau33BO6t+WRSieNm8vtPhTJJtLzdFUECXp8zjNlADEZe0cbuhoSH2Hc315Zig7RQmu60Rori6EkGz6QASKXzSKESFpMyrr683nf4uhahisehUiOL3S5DBaN+76FsjWH1zph1doRtWNISmCdbOyXK9KpI4GQI1WfpRufCtH/kxlSREVXqOWQ4kIYr8WZwcxtWgpV9KjhccXO3C5+8KIURpPjGuEMU3bxAshSi6TpZ3R46Xcvyg+XTohioOvkmpHIUoV/A7pB7vRcxkALEKHRbhoorKg+anJxohStu0SXDFTXzzfa4QJQlRmn9KIzO56s2RlhBFsRmuEBUyp8iaMg/wK+BaJA3rvc2S2on3zd7eXvWY6ZxPVceEKmYDsoyLM0nwnk1rmulCWkKU9Zx8NkWex2MkWUReqjhxUV2lVZEaExMT+P3vf4+HH3445mjnO61DEUKI4n/TjjpCqVTCn//8Z/T39wM4asRoUkzB5y1btuCtt95y1sMVJN+xYwdeeuml2LF88JPBimKxqBKi8vl8bJLa1dWFfD6PsbExk0yWZuCjASPUGVgJhSiLEKUFfSxI0kclFKJ8KfM46urqMk2A0ijzuFCOQlQ5KaJC7tknC58m2KLVj79H2mLWRQDKglCFKEu6l+yP7LMEl7IOvz8taKgdF5JWKE0/1J5RpVPmESgNhI8QZZXxyiuvYM+ePQDsHceu6/P6hSpEaaQzfq5MZ0fgKk579+7Fn//8Z7X8kJR5lkIU1UF+l8vlnIESrhAlr8fBx6BKpixx/TadClEuezibCFHvhcVtGmi7cuj/NP0yq0LUTCiq+Aj4FiRBzCJEpVGI8ik/Wm2gEaKyKnhNhyNU1kWzjU899VTM7vkUolzjdn19fWxsIUKPlTIPONYvXYQoLWUeV4ji6rWWQtQzzzyDp556CgcOHDAVokJS5gFx+6UR8ql8HkgplUrR2GfZfJ9CVLmEKOu6Mx0IrCpEVXG8MVMKUVrqccAm3FeKqFUO6XA6QffX19eHF154ISJE8ZR5XGGY/FoEV8o8a2OJBk6IIrsp1QQ1nxgnRG3btg1vv/127Pfx8XG8+OKLqi8wKxFAzuNkYJnaRLPvvvbgvqZKEqKqClF+VBWijj+qc4OZw4mkECVtm2VHfZsLAXveLQlR8pqyP4YQoiw7S9+HpsyjtKxcuTdtyry0ClEugrj8fboUojgsH4XVxpWw51VCVBWzAa64l4WZnM+8F8bqtCnzrDZJqxBFNj+Xy3mziVRxcqG6SqsiNfL5PJ599tlE0Fc6b0IQkjKPGyVJiNq2bRsef/zx6LNUiDpw4AA2b94cO0aDa2L/k5/8BO+88070WQYo5LnLly9XiRF1dXUJAktHRwcAu+2yEKJCnYG0g10LJPjkaek++vr6MDk5idra2piTsxIKURMTEzNCiMqqEEXtlmUnBsfxSpnHkUUhSp6n9VX+7mr14+/RTKTMC1WIoh1CVAeqB02W+Hlc9Y3v7pXg989T77iY8JUmRGnP2ZUWIATWdV0p8+i9JtuglfH000/jkUceic6xruu771wuFwseu2y91kfp/eapoSyH99TUFH7wgx9g165davkhKfOkCpWmUCbr6QqUhBKiVqxYAcDdh10ItaEaIaBS4EEh17izdu1aAEB7e3tFrx/i0OEBr3w+X3FS2IkOFyEqK+HmeKXMsxDiSNYg5xyhhCgXycmn9Gi1AVcoCk2ZZ113JghRmrqTXMNUkhBF9ickZZ4rvYSWMq+2tjbW/jRmSIUoKn/v3r14/vnn8cQTT8TSH/H6WaoeBLoeDxK73rF8Ph9TE/HtGJf9sLW1NfqOj+EWKIhhIfS6041yxrwsKgMzYc/eS8iSTni2YabUKiQhimzihg0b1OPfKwpRIyMjePLJJ6MxiROiWlpaIhu7ZMmS2PmulHmuwLVEsViMrk19QaY81eYoPGXe/v37ExsN3333XTzxxBN49dVXE+dm7WtyvOT2k7ebdu++fsQ39snxL5fLBafM882h3gsBrLTgPpYqjg+q6pEzB7Lp3GbNVkiVdGs9qY0RoQrDpVIptp7l1wzJWpFGIYrqpJWh+e+l0r9sA9fmausY30bANApR/HvuT+LfZ41LrF+/HoC9nrL8VfPmzct0PQ5+L1VUcbyQZlykPrty5crprNJ7DmkVoiwsW7ZMLc+6Dq1/8vl8dY76HkM1V0cVqVFTUxMjARC0YKwPViCEBwD438PDw7HjpLJSPp+POTl8AQ5C2h374+PjMbltuvall16K0047DU1NTbjpppswMjKCxx57DMDRybcMePjICJYR//SnP43+/n5s3rw5+o4WXKGpYjZu3Iiamhqceuqpid98ClH0/EkdqrW11XRC+gYySfqgRQUnIGRNB1cqlWLpFDVwJx8Q7hg477zz0Nraajp3Q2HlWA/BdCtE+chaaQhR2mJVS49kle86LhSW3L7Exo0bUSqVsHTpUgBH753bKt5nr7nmGrz11ltobGyMFpMaiKzBCUE1NTUxGyB3+fLrWPctVUNc4GUsWrQI69evx+mnn+49zwXrupYC3eTkZELJwnJkDA4OqqkZ+HVDnN7UjlZZss4cWuDfcoBL4tbKlSuxatUqvPnmm9i9e3dsrNDuRVOIyufzaGxsxMjISJTSySKoauMYqe5R37Pu84orrsCCBQsy94fQIFSlSJwWCoUCpqamnGV/+MMfxoIFC7Bu3bqKXjtkl9D8+fNxzTXXoL+/H4sXL66mzBPQ2jCLMkroPMi6lvw7C7LKOFu49NJLsWLFisj5ohFWtOu6PrsUCrXf5fXSpMyzrjsdu+vkPdP6pK6uDlNTUzFbeeaZZ+KVV16J7GuhUMAHPvABPPvss7H0Q5zQKu+1UCjEAgTcpvP/NUIU3b+2w9inEEWpVDkhi8rVVLLoWpKwRf+fcsopaGtrQ2NjI7q7u/HGG28AONbX+HzFFcSQpDGpTOVDc3Mzrr/+ehw4cABdXV3mWum2225Db28v1qxZ4yzPCsjPdCCQP/+0duCKK67A7t27E0QJF6oqEJXBZz/7Wezbt885xz9RcNVVV6G3txfz58+f1utwu57L5XDbbbdhx44dOPvss9XjsyhBapitgX7tvnK5XGwd2tzcjNtvvx3btm3DGWecETvWtfFBG5M4Vq5ciUKhgDfffBOlUimx2YxUzSlVjraW8Nlul7+tUgpRtImoWCzGxoTQIDMH9+HJOUhjY2PwOsbyj/3/7d15kFzVeT7+p7eZ6Z5FPfuudRhtjEbLIAbtQlhCAiyQKZAxxgs4sQVkq8TZ7ORrh6TKdtmpVCWV4BQ2Jk7swgQXEG9xIGAHGwQGDIjFAiGsfTSSRtLMMJql+/eHfudy+vS5W/ft29vzqaIY9XK37j7re9/j9DjK0fLlyxEMBo0JK8ovfkdza/369ejq6sIll1yS70OxFYvFcObMGQDpK1sAF/sOExMT2joiHA6nPG5VZzQ2NmLbtm1obGxMCfLVlbt2N2mrjwUCgbSxf12GqM2bN+Pw4cN44YUXjHOuqKhAZWVlzjJEyXWhVZvHSYaopqYm7NixAzU1NXjooYeMzFuZjitt3boVbW1tpmNj4iZ+4ZZbbsGpU6cwe/bsjPYn6+jowNVXX22aQZTID07mxoSbb74Z+/fvz3oekFKJFWjU8Sq3Vq9ejaqqKsybN0/7vNrukedoli1bBgCelG1U+DgTQxmprq5OmSgAvAmIEgMd8uNWS+apjWQ548L09LTjgTWzO/bNBqwnJyeNwRjx3traWqxatcp4TU9PDyYmJoyAKLWRqsvcoTJreHd0dKCjowOPP/64UYCLQTUnDXfg4qCNfLwy3XWVibtc1H3rXu8mICoSiRivlz9rt5VhNhminE6e1tTUmF4/N7JJ759NcIGTiRK74wkGg5bX1y7lpN2EkNcZouSgJMA8ICoYDKYM2odCoZRzkb+z4rfohAjWkLNVqEvQyJ+FmwxRTq6LfD2rq6s9//7qHle/W/IEr11QUzKZxHvvvZd1QJRY6sFu4l33G9ItmWeV4UlWUVGBlStX4vTp0zh8+LDxuFlAlTwwL+8jFoulBESZ3S0nL+kn/hbPVVVVGWWq7ppFo1EMDAykPe6U04nXTDP3OCW2aVVnVFZWevLdVzkN7FAnuuh92fzWZZkGRHk5mep1AEJDQ0PKnZiZBkRZBX05GXiW9+1FQFQuMkSpv0VR54oAeDFoPzAwgDlz5uDll19OWRJ31apVePvtt7XZ/nQZosLhcEobQQ2S1WUXVK+17g5jObuSvC8xOSyWP5IDoszaBDMzM2n1gprBqqOjw6gH/uu//ivtfOT2ilW2Pzn7pZMMUTqLFi3S3rAha29vt80OBZjfMe33RKB8/nbp3FVNTU2ug1jcDO6SuZaWlpLIDgU4/81kSy2DGxsb0ybUZF5liMqmT51LZhl61ba+OpYkiPpBV24Eg0HLsrW5uRnz58/H/v37MTExYXw2oh4Xd0MPDQ1p6xyxf6ubB63GAL0IiJKzoCcSCdPlWwW78s4qQ5TdzYpW7Us1C0whfQcLhTrGQv5jsLR/6uvrPc9InStqG18tu0VAlK6OUAOizOqkZDKJQCBgjIX89re/tXyPGmxkd7NsNBo1bqA3C4gKh8NGm/qll14yHg8Gg2kBUU5u+MtmyTy7G46tXrt48eKU12ezakVFRYXlOKD6Hfa6LcnAEso3NzdF1tbWYuXKlTk7lnKul70IiAqHw5afj1UZGwqFsGLFioz2S8WHvTTKiC6QIJOAKN2dz4B5hig1IEo3CC8ek5dcs2M2yGMW0CEHUFkN9KvZf9RBlEwDonTblwOish1YtGrMy/sS1MEjN5mLzDJEyZM7bs9DvN5JQJTa2fF78CqbCQv5OmcTEGV2zl4umadjNyGkux7ZBlHI18lp+mr1OmTTOANSl96Rf0vqZyh3bM3O2ywTk04ulpIw245ZVhc3GaKAi2W+2QSA1f7l1+mW3JGX4xF0xyEvt2eWIUrNBqJuzy7rihxQpduH+I6IgCi7DH7y91M85yS4LhuZLJmXqwxRudq2HT/XkS9VXgVEZVqv5rMt4JZcP3i1ZJ5aNphdOznrnhzg61Sul8wzC4hSl66OxWJp7VlRdpi1z9UBeRFoLfcL1IAoqwxR6n6B1IAoXT8pEAikZOkC0vsi6vump6eN15hliNJldZKZBURZBdIlEgnj2uRridBCyRAl789tQFQmOOlJ+eK2PeRVQFQu+jleMAuI0rX1daz6nSIA1WqAX16yTzwm6goREHXq1CnTsTz15jGV+j558jTTSVrdDRTi/1Z9Z8D+s5frSbUNYvU5qNtWr4n6mRZ6O5LKUzH1dcg/aqCp2na2umFalzlXR20bWPWL1O3Y3RwKpGbpE2WxOpdgtcSemp3fSZvCarzc7EYYqzaP2fyVXaBULpdCNlshhqhUFFK9WM59drlNnqtxI7PPN9+fO/mPnzhlRDdY4DT4SGYWECU/bpUhSh2wVzNEOT0mswxRZgPWcgCV1UC/WrGqjWq7QSKnKb+B1KAk0TDPdDDQLkuA+vmr/850yTw5Q5TueafkDFGiUjW7FiJ7jPpev2RzN2s2AVFOJozl7dul9M1FQJTuemQ7wG32m3F6HJWVlRl/R8RnJKdy1v1uBbl8sAs8cvLdyUVD3yrQEEg/bnnw2Uk5NTo6ahkk4SQgCki9lnI9oZY/KjcZotTvs9n5mQ2WyNfGKiDKLEOUIE+cyBmizPbvhUwConIxWSXOlwFRxcnqt55pYJOb94lUzW7fl4lst59pQJTVc06XzJMDyUW7vJAyRKnbNAuIqqmpMW2/WmUVUgfwA4FASntHDZLVBUQ5yRA1NTWVdi7i+OW6Sd6HeP706dMp75PrF7FvNSBKPj5d+00OIneaIUreb76WCDX7LPNZZufie6+SyzMO8pGf3P62vPqeFlOGqEQi4TggyqpNa9eXUjP2ARfLRLHvWbNmoaqqColEAseOHUt7D3CxfrK6nurn3draavydaVtHV1/qshXq6hW7z94qQ5SbgChd/06eNC6k7yCRwGBp0pHLPhE0a7bkG2A+Di1uFNFR6wqr5bedPA+YB0TJ2eqtsjjJj6s3EDoZ35KPy+qmcl0/T7dNeRlBmd0kfi4DooD0ZfOISkkh1Yv53n+h8Dsgite9/LCXRhmRJ/HF3xcuXMD+/ftx6tQpAMC5c+fw+uuvpw00nDhxAgcPHgSQPiCsC4iSB+VPnTqFt956y/i3mtlJXpbOTYYos4CobDNEWVWsTjJE2U0eyM+rnRixj0zYTYpFo9GUx9RMO/K52mXTUbPgqBVfNhXh2bNn8dprrwGwTnObz7v5vFoyz+1n7XbJPN3gtl1AlN2AeCaTUV5miLIb9BSsBgPc0GX2kX87VhOkZsFjbjJEZbI0pB27u6XU7/TMzExa1jarYxkfH9eeu9mSfGavU+/4EtdaN3AikyeddVk05PeZBUQ5zRAlTxzryteRkRHt9qwyRKmT57r3e8FpGZrru/edLJmXKwyIyl4ulsxz27n1KiDK7v3ZdvLl37RVQJTVv9VrardcsrwN0XYTSxPYfT5mbQ4/A6LUoPvq6uq09qwuiFSm3jEstmeWIWp0dBRvvPEGAH3GC0GX2U/XN1GDeZ999llcuHAhbck83Q0k4jVmAVF2GYzMArh13xvxGcvnkK+AKLN2m1nfzw9+BEQB3pVnRG64/X57FRCVi36OF3S/v9HR0ZR/W2UttssQBTgLiBLUNoNYElIsH6TWlWYZoszKldraWuPv8+fPmx67FV0GX6cZopzeUPj222/j+PHjKc9lExAF6DOUEBWSQpr4pcKhywIr94V0S88Jav/G7HvlNiDKaSCTYDau5zTTVCYZoqxeY3YMVjd7mQVEmV1T8XiuA6LcLttNVKzyPabLYPqLcnUdmCGKBH7ilBG5wTxr1iwAF4NPHn30UfzgBz8AADzxxBP44Q9/iHfffdd4bTKZxLe//W3853/+J86dO+c6IAoAHnnkESPoSh3MzjRDlBdL5tlNbqnpzIPBoG2GKLvBPPl53Z3bmRbqdhmiAoFASodDzbQjf35uAqIikUja6zOZNBTXOZFIYP/+/QDMr0VLS0teU2Rmk7lFvjZuO0FOzlnuMOoGt7MdeLbLEKVrjGY7wC2fq9OAKPk6eBkQFQwGTZegUV9vVhaJ34uT30ku7pzOJiDKSYaosbGxrDJE6QKiKioqjH+L+gvQT4DrMkTpgluB9PrIaUCUeD6RSGizUInyVc3uob5fPWb5GHSPeclpWZDru/fFZ5jpEh3Z6OzsBJC/ZaFKga7MF9fTTZBbNoP9mexPp7m5Wfu4+C3Onj07q+2LNpgaSO5myTyV0wxRwPu/sXPnzgGwL1fUVPvi+nZ0dFi+LxNmS+ZFIpG0GwnU9qyuzJSFQiFtdqSuri4AQF1dnfF8IpHA448/jnfeeSdl2+JYZLqBcl3fRGxD1AsHDx7Eiy++mJYhSnz/4vE4gNS610lAlJggl5m1V3RBurpzKLSAqHzUE4IfS+YBDIii/JDb1k646ctYKaYMUd3d3SnHaFUeWV0XsQ2rZYCsAqKA98t7ccNiVVVVSr0oZ5Sy2o4gvzbTSVRd4LHYnxxwlUmGKPGeN954w8i+K8jbtjsuu4CoQvoOEglc1pF0dDc9WGVSN8saa1VfydkD1ffpylMngUxydnBdXwrQ33QCpPYX1bkZNbDLrJ8rXzezLPDqMVjd7CX6bSqzoGm/MkTNmTMnp9snyierTG9+EWVJd3d3XvZfLhgQRUJ+Riap6MmD4nV1dUaKbeD9LBZikkS+M0weGFfvXgbebyjKk/9i0LixsdEIhDp27BgaGxvTJgtEelexDS+XzBscHMSRI0dw6NChlP1aZYhSj01dxsWu4Wo3gC1fJ90AjFcZonTbqampMT5DNbBEvm52x6C7EyMUChnbyGRS0m55NwC4+eabcejQIVx66aV46qmnTF+XazU1Ndi6dWvaXShOBINBbN++HTMzM46De9ww6zAKuQ6I0j2f7YSa/JtxumRefX29UfZ4nSFKPgar62EWELVkyRKMj49j6dKltvvPReCf2XbMgp3k5QmcBkTprovTMk5311R9fT0GBwdx/PhxLF68GM899xxmZmawYsWKtPfLAba65ezkY9FlLNQdo9n7zTJEqb9t9XvkZMm8hoaGtOPyktMAlGwy9zixZs0atLS0YP78+Z5v287WrVvR0NDg6LdIerrgx3Xr1uHAgQOuBuKyCYjaunUrxsbGMq5Tb7nlFhw4cACXXXaZ6fP79u3DwMBARtsXampqsGXLFkSjUVfnazUR4qTtJzQ0NOD06dMYGhoy/m0lHo/jqquuMgabP/KRj3hyHXTU9oq427aioiKlXyDqX7k9q8uqJzPLqrV9+3a8+OKLWLZsmRGIPzMzg6NHjxqvtQoiMhvEV4nXrV27FgcOHABwsd9VV1eXso/rrrsOr7zyCi699FJ885vfTPltiTpCPKZmbQQulqWRSAQLFy40HjNbpshqyTxxva3uGM81sTS2+F6sXbsWlZWVtt/ZXPI7QxQH+chPPT09WLduHdra2hy9/rLLLkMsFkspbzKR6yykmVLLvnnz5mHLli0p9biTcl/HLotmIBCwresHBgYwPT1tjIeJz+HNN99ELBbDggULcOLEibRtV1RUGAHH6jF97GMfw+uvv27aFrKjqy83btyIw4cPGwHIQHYZomQDAwMIBoNYvHix4+PS1Wm5XqKcKFvqeDQRkBpwowuyUftFzc3N6OvrQzQaxauvvmo8rqt7b7vtNrz55ptp9YFdwJOTDFHysZoFRTsJrFLnZpwGRIn+ra7faBYoZnazwuDgYFq/eOfOnTh79iza29tNjxvIfUDUggULsGHDhrz2nYhypbKyEldffTWSyWTOf0tmdu/ejVdffRWrVq3Ky/7LhZPVcag8MCCKMiI3mMUgvDA1NYXJyUljEFyefJCDoHQBFnKmDEEEAvT392NkZAQvvPCCMQGjC4iSJ7DNUo6q7JbMq62txdq1a/Hoo4+mvV787TZDFGDfcLUrlOXz13UAMh0MtMsQBaROjKgTh24G+uVrIL4TlZWVxjIsmdwtqrtu6jl0dXUZA2r5Th3d19eX8XuXLFmS0fucDIbYLWuTbYCN3fdE93y2A9zyb8bpMbe0tBhLdWbTQNb9ruTzsQrgNAuWikajWL9+vaP952KiwGw7oixXr3EikXC1ZJ5dhii7z1CX8rulpQVz5swxAiy2bNli+n5xHmbBSvI+dPWRvA31cfX9MzMz2ixUdgFRVkvmiefkbB+5DohyumReLsratrY2xxNwXnPzWyQ93W+9vb3ddBDQCbd1U29vb8b7AuyPt6GhwbPvyfLly21fY5UhSvdcOBw22r5Wv9Hm5uaUJazNMmLJ+vv7jb+9vA4q9XskZ9eTy2lRL+gCfawyRMnE62tqaozzEa85d+6c0ZYFzAfnAf2dwzpify0tLdi2bRt+8pOfYGxszAjuEs/X19djw4YN2v6NODdR34j/q8sDr1u3LuV9sVjMCCxS23/BYDAl2FldMi+fmfPEJIeYuF+0aJHpHdh+8SsgympZDqJcCQQCuPzyyx2/3qv6oFgyRG3atMkYS3NSj6s3h1VXVxtjak4yRNlljhSBWap58+aZngNgXU82NTVl9Znq6svu7u60O+d1fZpMAqKampoc3dDgZsm8QvoOEgn5HvekwiT3hcT3Ql3JQRYOh436S2QX1L0OuNhH1PUTvcwQVVlZaRrAZLYddT5KvVHb6c2/cv9WZhcQpd4AuXbt2rRt9PT0mO5X3kaus94GAoGMA5yJikG+b2qtr6/nWLIPmCGKBH7ilBE1GEYtPMbGxozJffnOMXliQDdILwczCXIGJjGpe/LkSe025ACDRCLhOCDKLBBBXYJCDEjplsxzkiHKbUCUHd1deYCzzCtWrNa/FqwCotwsBaFblk3uMGSzZJ7MySS97jMqVW7TZediybxMAqKyzRDlNGucTO7AZ9PZtAtksTo2swxRbuQiRbrd3Vrq826XzBsfH/ckIEoua3VLAdm9f2pqSrucnfwaNSBK1BPq+Zm9P5FIeJIhSr27DUg951ysi+70u8U0/WQlF0EC5VKnC26WzNP9Bp1mKpLLlEAg4Cggyi9m3yM1Q5S4Frql4Kwmeq0Cm+RtyNlz5cfVv9XtOM0UIo5bzqRotfSuIGeISiaT2gxROsFgMC3wyuz41YCofC2XJ+jqxXziknlE3ivUNqZdvWxHrWfkZd10S5Sblcfqe7LlNJNiJpzexGNVB5vJJIjK6XFZLZ9EVGjYNiBBDuYUY1pyGa8G5splr1zuuWljW2WbBVIzzpqV6/LNj2blsy57OmAdEOU0Q5QVN0vmZVpf6ILXiIiKWS7bz1YZdam8sJdGGZEbvZFIJK0BNjo6ajSk5cmH0dFR429dQJRoKMoDxSIQIBQKGRMwQ0NDSCaTlhmi1P1ZscsQJRrAYtvyfp0O9utSlts1XO0KZbNJH6fBAk73azXgEwgEUjpQgLuBfnlf4nrLn2Gulsxz+r5S5fbuMLsMUVadRLPn7AIzchEQlcmEu1fZddRBW/U7aRX05EVAlN1dWJkw+12ZZYhyGxA1OjqqLU+cBn2K/cvliJuAKDlDlFlAlPi3Wo+IgFU3GaJ0AVHq0o52Gfx0d8HJWR3FsrZeymQSihMFpMpFQFS5fc/U+tzq37q6Xy6vnAZENTQ05DUDkMrse6RmiBJ0A/lm7XN5cF5+vfoa3XHIfRL1TmEny0Ko+xMBUePj46Y3Z6h9D3WAXw7EddIWFNfKKvBKDhoTfcB8fz+cXl+/+BUQxQxRVE6KZck8t8emjoXoljaS6xs5yFetszLZP+AuQ5TXAVFW9YeuDrYr76zqbTt2WcjkMTGWu0RULOTyTIxhWQVE6fojgLv2vtVS4kBq/8hsDFi+kcVsSVMnmabENnTHBmS/GoLuxhcvAqJ0yxsSERWzXI4b2d3QT+WDnzhlRJ4omJmZSZs4OHPmjDF5bLZknm5SQp58lrcvnmtoaEAoFMLk5CRGRkbSJqADgUBKelN5f1ZOnTqFI0eOYGpqCu+8844xsaBOMIiCOZMMUWraVcC+4ZrpQEq2GaKcHIfo+MRiMW3QQybE++QOl1cZoqyuRbYBZMXIbQfMLkOU04wGblgFwvhJvhPXaZCljl2GKCteTJ550elW2d2tpcsQpQb92C2Zpzt3XappHbEvuR5qaGiwfI9MHNv09LTppLFZhiixT7sBFfFv+drI+6iqqrIcMFL/rVsyT97e2bNn4TUGRJEXcp29rBy4yRCVTUBUbW2tMfFXSNmhAPPvUSQS0WZi1GWIsqrb7AKizN576tQp7fvUICUnS+bJxz0+Pm55c4b8WCQSSTk+eRlbJ20SsU+7DFfifNRMu/lidxe633JR1uk4bSsRlYJc3PjhhWwDotR+dF1dnfG37qYMeXxJFxCVSXmge08uA6LsJsoF3RiD0+zBbt6je69dQBRRoSu3PhI5I1bZkMt4tazVZawF3LWxxdwNYD+m6CQgyiwo2uxxtS0uz2mFw+GU8e9M2hTyGKYuICrbDFTythgQRUSlIpdjNWbtHo6VlB9+4pQRuRCJRqNpDbDTp08bf7sJiLLLEBUKhdDY2Ajg4sSCLiAqEAgYBajTrCpDQ0P47ne/i0ceeQQPP/wwnnrqqZTjUJfMk49dl9VIp6GhIWUAC7BvuNplRxLbE9dEsLuTwgm7STMRJCLfpSjE4/GM9inOJ9sMUbrKjAFRqdxmiNJN3jjtxLW2tmofF4Ep6pJgQi4yRInvrfqbsSKfpxwc5ZZZZh9xHWbNmpX2HjGw6iarkZlc3DltN3ihy4KlTr5afaZTU1PaCWynQZ/ieXmA2s25y0G6bgOiRNmoy9ihe79ZFqpAIJBSzqr1hno+ZmnBxXc+0/LZSiYBUWrmK6L6+nrPt6lro5QyNxmidL9VpwFRgUDAqJe8qJ+8ZBZsUlFRYRyrPOgtf0fsMkSFw+GMA6LkOt6qnWt23YPBYMq2o9EoAoEAkskkzp8/b3o8ajCQvH2xbJ7VfmWiDWQ1MaKbgM93EJKawSrfclEP64jzzvf1J/KD2nYuFNkumaf+fnUZouQxL/n1ugzlXmWIMhuj8aKMzSZDlN3+M8kqpTsu3X78KtuJMpWLG+SotIi2vtwXykWGKHk7Zu1UsT2zcl08H41GTctnswBbq4CoUCiU8nwm9Zp8zeQ6RozJefFb1I11EhEVs1yOW1iNs1F54egYZeymm27Ciy++iN7eXuzbty/lOfkuaHkye3x83Phbt0ydaNDKgRBqBiYxiToxMWFMQC9YsADz5s1L2Y68/dWrVyMSiaC7uxv79u3DZZddhueeew6VlZV4/vnnjde9++67AICXXnoJW7ZsMbaRzZJ5N910E15//XWsWbMG4XAYp06dwpw5cyzfs2XLFkxMTNgOquzatQvPP/88Lr/88pTHBwcH8dZbb2H27NmW77ciJlnMzJkzB8uWLcOCBQvSnhscHMTk5CQWLVrkaF8f+tCHsH//fqxatQpAakfKq3SJVgNd5XgHtdtBY913Qd6G7rt666234te//jXWrFmj3eb111+P5557DgMDA9rncxEQ9aEPfUj7m7Gze/du7Nu3D4ODgxnv22zptBtuuAHPPvus9jrs3r0bzz//PFavXp3xftX9qX97tU2ZWUCULhuF3bGIiV7dfs3eu3TpUtTV1RnBZsuXL8fZs2excOFCy32p5AxRZscr/i3XC319fcb33m6pRLFdeeki9TUbNmzAq6++ilgsllbmqhPR8nKF8nZ27dqFX/7yl1i5cqXtebvl5ru1Y8cODA0NaesOKm8bNmxAIBDA0qVLs97WddddhyNHjrj+zRc7NdjZbUCU7g5WM+vWrUM8HseyZcsyPdycMFsyr6KiAjt27Eirb+XgTFEex+NxrF27FpWVlXjyySeNbcbjcZw5c8Z4vZPsFLt27cLw8DAuueQS4zE1a5PV+61eF4vFMDY2ZmT+s5sc1gVEiXNzMti/YsUKJJNJLF68OOXxeDyOkydPGttRv3f5DshxGuiXa6ItuX79el/2t27dOgwNDbm6CYCoWJXqknkqXYCnHBCltsmLcck8mdcZorxaMk93Hdvb2zE4OJjVDVREuVRZWYmNGzcimUwyiIJSiDbqunXrAGS2ZJ7b9n44HMaFCxdM6yW7gKmlS5dibGwM/f39eOONN4zHzca65cfV8W01I5bcn8wkyLq9vR2rV682bvj68Ic/jFdffdW4vl6Mza5ZswbvvvsuOjs7M3o/EVGhYUAU+YEBUZSxJUuWoL6+HslkMq2BnGmGKDGoIQ/qqFma5OxPIhhpw4YNKcsgqQXo4OCgsW3RWNy6dSt++9vfpgREqcwyROmWzDML3Onu7kZ3d7fx7y1btpjuT1i+fLnta4CLdxds27Yt7fG5c+di7ty5jrZhxq7RH4lE8IEPfED7XGVlpelzOurxyt+nTDJE6Y5dF4AnlGOGKJmTDp7ZBKOgyxDR2tqKrVu3mr6nvr7e8vlcBESZ/WbsdHZ2Zt3RNFsyLx6Pmx5TQ0OD5TVyI5MsPnbcLpknLz3nJEMUAJw7d87x9oWVK1emfCcrKyszuo5yfSPKeLOJBVGnqd9rp0vmAe+XU+pvsre3F729vZbHKPZlNnBUV1eX0XffCTffrcWLF6dNphMBF+9u9Kq8s/rNlDI32R+zWTIPANra2tDW1ubyCHPPrL0SiUS09a3ZQL4IgP7Zz35mbLO5uTll2VEn2Sm6u7uxdu1aHDt2zBh8twr8N7vuun1VV1djbGzMWM5XVydaLc8nByk7aQs2Nzdr65GWlhbs37/fOH71HLy6uSFT+Q7IErxoS7rB+pbKSbkEROkmUc0yRMlLmOren8k+BbOAKC+yc5ktNaTKJNuTV0vm6fYTCASwdu1aR9siyhezmxGpvKlt1EwCotwuCW03Hmi38kV9fb3RLzFbJs/pjcDy+ar1RCb1WiAQSLkBoqOjAx0dHdrjyrRd0NPTg56enozeS0RUiHLZhzNr7xdSZmHyh+vRwddeew2PPvoo3nnnHZw5cwZ//Md/nJK5IplM4sEHH8Tjjz+OsbExLFq0CHfccQfa29s9PXAqLGrDV57AnpiYMP6WA6KsMkTplswTjWDxmqmpKWMbagPdLGOG2f503nvvvZTl+uTX65bMK5TBdq8Eg8GUz8FP2S6Zp6vMxFroOrp1vEud2wxRuglG+XcuByR6JRcBUflkFhDlF7u7WjNh9nmYZVOamZkxyhXxnN2x6DJE2WV18+p7Ii+ZJ+o5uyXz1POx+9zlf4v6xM1khfq5ivfm67dSroGlRIXALiDKywxRhcpqyTwduzub5YnmeDzuasm8iooKbV9Dfp/TJfPMAqKA98/Z7ngikYixhJLIDuUmQ5SZ5ubmlOMvtAxRhRQcQUS5YTYZmm9qvZzNsYVCIdugHPU6+J0hyovyVh6DsrpemSyZ51VAFOsVIiplasYkmdl4vXwzvBOiDM80Q5TMLMDIrHy3yhCVTCZtbwjOllyvsj4hIrrIrwxRFRUVxhxOIfUbyR+uP/ELFy5g7ty5uP3227XPP/LII/jRj36ET33qU/i7v/s7VFZW4m//9m+12YCodFgFzpgFRFlliJK3Z5YhamJiwmikqg10uQCNRqOmAR9WwTbDw8Np+5aDsQS7DFHFKp8Vgvy5ZHJddZ+3/D00U06VoJssEoA+OEnu8Obi2un2WcydRfm7nO2AeCZycee03cStuh85IMouy5OgC4iyW27Pq/JYXorCbDk7dck8q4AnwPpO8UwCoswyRPn5W8lF9jEics8u/b7db7VQlhbLhlWGKLPHRbvTqtwUgT7yddFtU96GHGxldizqNszaB1YBUbp9694nL6kKWC/V6kZra6vxdzKZTKvnnNbJuboxId8BWUSUe7lYGtwLXraRRVCroCvz1YlgLzJU+b1knjxRbVUv6NosdvvX3ZTp9JgLNQsZEZHX5DJeLe/N2tVu5/2cZohyUt6a1Y1O+xZyX2V6etp1tiu33I7HExGVg1yO28hlrTzvXEj9RvKH6098xYoV2L17d0pWKCGZTOKHP/whdu3ahcsuuwxz5szBXXfdhTNnzuC5557z5ICpMMl3T6tmZmaMyWQ5S4+usSwKJF2GKDVLk7wtq4Aos8Ea3ftke/fuNfYh9q1bMk/8XWqD7fmsEKwmipzQHbuTDFHlVAl6OTgbjUazPRwtXaBlMf/O8j3R7DYrmBNmgxNmv6mZmZm0bBRm2xBlty4gyi67lFffEzlIVxy32cSCWV2g/lsXUCW2efToUe1rrKh3KztditBLDIgiKjx2AVG6eqAcM0QB7wcWWZWb9fX1AFLLXN3r5etmFhClZpGy2oagaw/HYrGUf+uOR35MXfr15MmTRnB7Np+3fJ6nT59O25bT+ihXEwKcuCYqfYWabcHL44pEIraBX+pEsBcZonTkrLReb99pZg7dpLddXaa7Sc5p3VOoWciIiLxmtWqD2Rh9phmizPoJbjJEmQVBOc0QJb9HHvvLFQbYEhGl8ytDlNUyqVT6PP2WDQ0NYWRkBMuWLTMei8Vi6OnpwW9+8xvteurysmfAxUaImFxnlHThEp+N+H9tba3l6ycnJ5FMJlManbq7s+SAKLFtERQh7ogTje/x8XHjcbXwkhvolZWVGWWIOnjwIA4ePGi8LhAIpAREiW2K81Dv2MtGIXz383nHgvy5WH1+ZnSdnpqaGtPtyMEbhXDt/WB396iqurra9DVz587NyXWrq6vDqVOnjH+rywQUG/l7HQ6Hff+uBQIBBAIBJJNJz/ZvdTdXIBBIe17NEKV7jRCPx3HixAlt8Kx4r1n2JVFmZ0scWzKZTDtu9TVyhijd8+qxq/uZmprC8PAwAHdlkVzfhcNh499e1kl21AGdcilHiQqNGviq/hbViVSrTD7F+lueNWuW0UeQWdULNTU1OHPmjGW52d3dnTa5rNumXObLbU+zO9J02wiFQilLck9PT2tfV1NTk/Jv3fGrNxnI5/DII4+k7DPTz1t+n1m/zMm24/F4Tr5zs2bNMv4uxu80EdlTM6YWym/dyzZyc3Oz9jzFsg+1tbVpz+uW8pbbB06Oxyz7YCQSSZsA92I8RZ6IttqW2maZmZmxvca6myWdfi5yhmIGRBFRKauqqjL+1gVE6crM2tpaV+W/2biVPKZntT+ZesOKeL3cVzLbhvq4Wk/koj2h3tRYKG0WIipspV5WzJo1y/YcM70GZjclOu27uOk7UWHzNCBqZGQEQOqgo/i3eE71/e9/Hw899JDx73nz5uFLX/oSmpubvTw0ypG2tjYAwE033YTHHnsMAwMDeOihh9IGRuLxOBKJRErgVHV1dVogVWdnJ2praxGLxdDe3o5EImHcddzV1YVoNIq2tjbU1taioqICtbW1qK6uRnt7e8p2mpubjUCK+fPnpz0v27p1K375y19anmdLSwva29sRiURQW1uLqqoqtLe3Y3p6GjMzM6itrcXChQsRj8etL5jG7//+7+Ppp5/G5s2b8dRTT6Gvr8/yeP0Sj8eNysLv4xHfA+Di5+52/6Ojoynfrd7eXmzbtg2NjY3a17e0tKC2thb19fUFce39IF+j1tZW0/Pes2cPnnvuOVx77bVpE2+f+tSn8OKLL+L666/PSZaoj370o/jhD3+IwcFBvP7666itrS3qz6ehoQFHjhzB+fPn8/Y7j8fjmJ6eRltbmyf7P3funDYgtqurC8FgEKFQKO352tpa1NbWphyDbhtz5szRTmoDQEdHBxoaGjA1NWW6fy8aqdPT08b2RXCmeu1E+SE0NTWlPJ9MJtHU1GTUi7prf+211+J//ud/TLdhRf4MGhoaMDAwgMOHD2PhwoW+fccaGhqMYxD1JRH57+TJk8Zvsb29Pe23eOTIEcvn5fKsvb09ZSm0YnH77bfjxz/+Mdra2vDUU08BuDiQ3tPTYzqBuWPHDrzwwgu44oor0rI6ffKTn8Qrr7yCG264AZWVlRgaGjKuka48D4fDxvPd3d1GX0n8X4jH45iZmdFuIx6PG/Xf0qVLMTMzg+XLl6e9bt68eSn1T0dHR9prmpqajGBbUT7H4/GUZczFezPpxwh33XUXnnnmGWzfvh0jIyMpx2XX5vjDP/xD/PznP8fWrVtN2+rZuOaaazA5OYlFixaxfiIqUadPn7as3/JFjFkByLgvu2fPHuzduxfXXHMNjh49itraWgSDQXR0dAAA7r77bjz55JP4wAc+gOeeey6ljuro6EBdXZ1xY6LaTlfrJp3m5ua0/lZbWxsaGxvTMvl6ce1ra2uNOspuWzt27EAikcBrr72GM2fO2Pahtm/fjgsXLiAQCGDfvn2ujlnU/5FIpGC+X0REudDe3o5t27YhFAph7ty5KXVAV1dXypzd7/3e7+EXv/gFrr76aiOjrhNXX301XnzxRQwODqZlvQWAq666CtFoFOvXr7fd7vHjx7Xj29u3b8fExAR6e3tTyu26ujqjXyge/+hHP4r9+/fjqquuwve///2UNoXX5HrVzdgfEZUfufwt1bLijjvuwMsvv4ydO3emBOQK4hoEAoGMr0FTU1PKvMXo6CgAoLGx0dU2nfSdqLDlfe2hG264Addee63xbzGBefLkSctl2Ci/xKTw8ePHjcGVTZs2Abh4J4EYeBfeffddJBKJlAGTkydPpg2gnDlzBufPn8eFCxdw7NgxTE5OGq85efIkIpEIzp49i/Pnz+PYsWM4f/48QqEQjh07lrKd0dFR433hcDjtedmyZcswMjKCvXv3Go/t2rULDz/8sPHvs2fP4tixY8Z2x8bGcPToUQwNDeHs2bOoqqrC+Pi45bJsZiKRCDZt2oRkMokNGzYAgOXx+kW+hn4fj/iMgYuDm24DG8bHx433t7W1YfPmzZicnDQ9j9OnT+P8+fOIRqMFce39IF+jkydPmi4tGYvFsHHjRpw/fz7t9zpr1ixs2rQJIyMjpkGv2RLlyooVKwAUxm8jG+J8gPycy9jYGCYnJ3Hq1ClP9n/q1CntknYnTpwA8P5vSybK/tOnTxvHoNuGWmfIhoaGcOHCBQwPD6e8JhAIoL6+HidOnDBdNsmNZDJpbH90dBTJZBInT55MKZNGRkZSjuHcuXNp11auF4eHh9Ma+AsWLMDQ0BCefvppABfrQqefj3yNa2pqMDw8jHXr1gHw7zumltnF/jslKlZymTh37ty036JcZp88eTLt/efOnUt5PtfLBeTKpk2bcOjQIeNc2tvbjXpJp7a2Fhs3bsS5c+dw7ty5lOcaGhqwceNGnD59GkBqmTsyMpJ2jUVfBri4NM/x48fT+kzAxaWcL1y4YPRpZKOjo8Zk8NTUFDZv3gwgvUwfGxtLqX9OnTqVFvQlt99E/aS+D7j4eWfSjxGqqqqwadMmvPfee2l9PN11koVCIWzatMmyrZ6t9evXAyj+diQR6cn12/DwcMFkFZbrhGAwmFEZFIvFsGnTJoyNjRnnGYlEjG0FAgFs3rwZ09PTKW3y4eFhRKNRjI2NGZluRR9DN55nRtffO3XqVMp4gjA8PKyd2HZDvmZ212vJkiUAgGeffRbnz5+3rW+Ai/XBb3/7WzzzzDMA9O0hHVH/V1ZWsi4hopLX19cH4GKw0fj4uFGPDA8Pp8zXVVRUYNOmTZiYmHBVNtbV1WHjxo04e/Yszp49azwu6ic325XrKXU8Sjc2dvbsWePmE/F4a2srWltbcfLkyZTt5aK8l/uTYr6JiEhHbmuXalkRj8exYcMGnDlzRvt8tn0pILV/IfdhnJbBbvpO5L9wOOw4wZKnAVHirtKzZ8+mRG+fPXsWc+fO1b4nEomYrj/ML1fhU5fBAy5GWR4+fDjlsYmJibRJFd0ySCLF9/T0NJLJZEojOxQKIZlMGoNbYqIgHA6nHYOcKrylpcX2u6SmgFUz4Yh9i+0mEglMT09jaGgIAIwfXCl9Z+UJf7/PS/78IpFIVvsXn50TYjmxclSu511u5BSfXnzmZtk2xLZ1z4tMSXbHYLUUazAYRDKZTAuWFOW0rm7KlFiCQWxPPW71HHVlTnNzc0q9qDu2pqYm4283n4+6/GW+f8vlXI4SFZLm5mbL36Lutyq3v4r9tyzXD3bXItPt6sp7uU6IxWLG82q9FA6HceHCBW07V13a0OzY1Uln3WvVJSR0dac4r1x93rq+GhGRl+RyrRDawzpeHJddX05dOlct89VjyKbPpFv23ItzFJPugPMxCrd9XHn8z+l7xLUt1O8XEVGuyPWIX+16N/WTru6z27bub6fPZ6sY2ixEVHhYVmR+DeRyN5N+gLx/fg7FzdOFz1taWhCPx/HKK68Yj42Pj+Ott95Cb2+vl7uiAqaLxpuYmEhbRk/9N/D+GtKJRCIlIEpez1MMvExNTQFID2YCUgdRnEQHqkF5uoAo9XVTU1PG3eYtLS22+yg2ZoEOfpA/U7OASSvqZJXT1+fznP2mdhipPIjP3au7pu22o/tNiWBYu/fW1dXZble3jUzKDCvqYL96TrqAKJVcR5iVM/LSVG6yssj7y9fd8OqADhHlh/xb1LVN5ed1db9c3hX7b1kuD71sp8vXRVffyPtVl9+TiffqtiHvQzfhbLZ93WvVgCh1+7p9Zkvdltf1MhGRSr1BoFB43UYW52nW5lcDm9X9ZtJX0B13MpnUlu1ejCtkkp3S7XiOnB3b6THLAVFEROVEvamj0GRbz6lynSXZ7ZwFERFl188wG8dju778uG7FiNT/wtDQEA4ePIiamho0NTVhx44dePjhh9He3o6WlhZ897vfRX19PS677DJPD5wKlzzpUFFRgcnJSRw5cgQNDQ0prxMBTUIgEEhpWM/MzBjLcKkZg2S6gRh5+a5oNGp7zGpkaFVVlZEVRN5/MBhEOBw20pHv27cv7ZxLRT6DZOTPVBfwZsdt56IcB7cYwFCevA6Isvvu6PYjAqLsBlLq6ups737W7T8XAVG6AF5BPUe7gCizslUOxBVLMzk9Pqt9+4HlCVFhkJc8s7shQFcWldLAgHz8TlMnu92uWXYMwaoPIt6ra+c6DYiqqKhAJBIx+lS61+r6UH4HRBXixAkRlRY1s16h8HrS027cQhcYlm07XddemJmZ0Z6PF9devrnRKbfjOery5U7YBaMREZUqeUyuEG90cBsQ5SaDVC7wBmUiIve8CohS4wCovLgenXz77bfxhS98wfj3Aw88AADYuHEj7rzzTuzcuRMXLlzAvffei/HxcSxatAh/8Rd/kVFQAxWnxsZG4+/KykpMTk7i17/+dVoBowuIkhuuL774In72s58BSB1IVwfV7e6sdkLeRiQSMYKixLJ88nFVVFRgenoa//7v/248VooBUbFYzNWkvJdEeREOh7MetHMTEFVOlSA7YOXJ6+C/TDJEibLf7hgikQhisZhRDuu260eGKHUfdhmhdMck14vyUrAy+XdYbBmiZIU0CUVUbuTgTV3fy25StJQyRMkD2V4GRMnlrF2GKKuAKKcZouzK9erqauNGEN1rnWaI8rL+UNuVhThxQkSlpdDaw0IhBERlmznDbJlVuzowU9FoFKOjo67ek02GKKcBWKIOLaTvFxGRH+R+VSH2Ed2Ob8diMUxMTJg+L9cRueB1RisiKl3RaDTlxkfKnlzGF2KdRrnlOiBq6dKlePDBB02fDwQCuPnmm3HzzTdndWBUvEKhEC6//HKcOHECK1euxMMPPwzg/QZ0MBg0lsSTBYPBlIagCIYS2xTUgRfd3V2bN2/GT3/6U6xZs8bRMasBUcDFwlFMxFtlqOrt7U2Z7C4VW7duxY9+9KO8ZHeLx+Po6elBfX19Ru9X1ze3093djc7OTlx66aUZ7a8Y2S2bQ6Wpv78fhw4d8mxy2K7zbvW83XvD4TDi8bhlQJQ68NHZ2YlVq1ZZbtctt0vmmS1ZJOrF9vZ2033t3LkTe/fuxfr16zM6PmaIIipvfX19eOedd7BkyRLt83a/1UJdcigTzc3NmD9/PhobGz0NyLHL3lRRUYG+vj4kEgnLpV/7+voQDAYxe/bstOeWLVuGX/3qV6iqqsL8+fMtj6empkabUVd3jH5liKqtrTU9BiKiXCjU5We8Pq7m5mbMmTMH3d3d2udzHRA1d+5chEIhdHV14aWXXkp7rRd1yTXXXIOf/OQnGBwcdPwet1mQA4EAVq1ahXPnzqGpqcnRe1pbW9Hd3W1bLxMRlZpcZ0zKltt67rrrrsN///d/m84ZbdiwAefOncPy5cu9OsQUDIgiIqc+9KEP4fHHH3c1T1CqvJq/lG8eLfZxT3KPo5OUE+vWrTP+3rVrlxEUBVyMbNVNcIdCIQQCASNgSmaVIUoXud/S0oKPfOQjjo9XLgjF9uTtmgVEdXR04LrrrnO8n2JSX1+PW265JS/7DgaD2LlzZ1bvF5x0Lqqrq7F79+6M91eMGMBQni6//HJcfvnlnm3PblLV6rvlJCCqubkZR44cMX2vmolj9+7daG9vx7Fjx2yP3Sm3GaLMzlmuF8309PSgp6fH1fFZ1Y9+KdRlSojKTSwWs2zP2AVDl9JvORgM4oYbbsjJdgWzQKutW7fabqevrw99fX3a51auXImVK1c6Op5YLAYARh9KpasjdK/zMjg+Go2itrYW58+fB8AMUUSUe4Wa/djrPnc4HMaNN95o+by6Py+XzNu0aZNxM6AXmdp1GhsbXY9DZZLxe9OmTa72EYlEcNNNN7l6DxER5Z7bLJFNTU2W9UxtbS0+/OEPe3JsOrxBmYicam1tzdv8bKHJpryUA3sZEFXe+IlTzlVXV1v+WxAFkG6wXl5eTx148SKVqS5DlJx5Sl0yTxCTEFRYCvUO0ULCDhh5Qff7cjrobtfoDIVCaG1t1W5ftyxCrr7HapCRuh/1GvgdlFQIGV0YYElUHMopQ5QfCiHzkehXiRtLVE6XzPOavJx4IVwnIipt5bJknh1d38jLDFG6OsVs/35yu2QeERGVjmK7qYcZooiI3MtFhijOiZafwm8lUNFTA6DMgojUNNdylqjR0VHjbycZotwyWzJPt0/5tWbBXZRfbpfMK0dyUAkrf8qUrvPuNEjJaYYoq+37MZDgNkOU3wMahZAhigFRRMVBviuq1DNE5Yp8DQuhjSn6ImbH4jRDlNcYEEVEfirUyUW/28i5XjLPbFwsm+17QRxjIX32RETkj2LrwxZqm4WIqJB5lSFK7sMUQ51B3uInTjkXjUZTCiyzICKngxi5CIiSI0PF3/J25WNiQFThY4YoZxgQRdmyWzLPit1vMxgMGksymG3fj2wmdhmi7AKkci0YDOZ9EoABUUTFhxmiMjMzM2P8XQiBPnYBUbo+DAOiiKjUFOpkqN9ZmXMREGW2fWaIIiKiQlBsAUbFdrxERIXAq4Ao3RLjVD74iVPOBYPBlKxQTjNEmcl3hig5eIoBUYWPnQtzDIiiXPAqIArQD7SbTdjn6rfudsk8v8ucQCBg7JMBUURkxS5DlFyGsG1grxCukehXmZX/+coQJWd4ZEAUEeWaHPxTCGWzUAgZorI9BrNAYF2GqHxde13wFxERlYdiCzDyO1iaiKgUeBUQxRtByxs/cfKFHDhkFhAlCqOampqUx+vq6nDVVVcZ/1YHXqLRaNbHp8sQVVVVZTzGgKjixUkYc4sXL0ZnZyfq6uryfShUpKqqqtDT04N58+YZj6mNyf7+frS1taGtrS3lcfl127dvx6xZs9JeAwBbtmzBrFmz0NXVlfa+QCCgHez3kt2SeWpQbj7KHLFPBkQRkRV5EED3W21tbUVXVxcWL17s52EVla6uLrS3t6Ovry/fhwIA6OjoQGNjIxYuXKh9Xjd5LX/2FRUVWL58uefHVVdXhwULFmD27NmmfT8iIq/U1taiq6sLixYtyvehpPC7jazLlJVt9uxEIqF9/5w5c1BXV4eenp6stu+FSy65BPF4HJ2dnXnZPxER5U+xTW5zVQsiIve8mvdhhqjyxkgB8oVVhqhwOIzp6WmjAGpubsaRI0cAAI2Njfj4xz+e8vpQKIRAIGBM6niRISoQCCASiWBqakqbIYpL5hUvVmzmtm3blu9DoCIXCASwc+dOAMBXv/pV7WtEQOv3vve9lMflcnXJkiVYsmQJfvzjH+P48eMpr1u+fDmWL1+Oxx9/HIcPH9YuWZdIJHzLEKWWKWqdlo8yhwFRROSEXUBUMBjEzTff7OchFZ1QKIRbbrkl34dhqKqqSusryXTLG8mf/Sc/+cmc9GcCgQCuv/56z7dLRKRTqPVXPgOidMvIZRsQJW+rra0Nn/rUp/DGG2/grbfeSnveT/39/ejv78/LvomIKL+KbTyq2DJaEREVO7MMUczSV34Kv5VAJcEqiEg8Jwqg1tZW09eK18kT1F4ERAHvZ37SBUTpltQzOz4qLMwQReQvswEIJ0vLyQPuZts1206uBj7sMkRFIhHTJVb9woAoInKLHf/yoOvDyMsf6ZY8IiIib/jdRtbtT5c1yg25zrDbJyd2iYjIb3LdUwz1ULb1MhERZY4ZosobP3HyhVUAk7p8Q3Nzs/GcWcCRHNXpVUCUOA4RGCUfs9ygnp6eNv7mEhCFjwFRRP5yEhAVDAa1k/Fy2W62XXX7uQ6IUssQ3XHLdVU+GtPiGjAgioicYkBUedBliJL7MgyIIiLKHbmu9aPetQuIyqSvYBcQpctKRURE5JdiCzAqtuMlIioEuVgyj32X8sNal3xhFlwEpAdENTU1Gc+ZDb7IWUS8GsgX2xH/l49Z/ntqasr4uxjuPCh37FwQ+ctpQJSOVYYo0UhVy13dchBecnLngBwcm88MUfkKAGVAFFFxsAo6pdKk68/I/SsOABER5U6hZYjKdsk8u30SERH5zclYYyHhknlERO5l0+cwWzLPrp9DpafwWwlUEuSgJbOAKF2GCycBUV4NwKhL5plNgrOgLC7MEEXkL7MBCKvAWMGqfBXvUct8PzNEmdU3coaofAxoiGPM1+APA6KIiAqTXEeK8lnOEEVERLnjd4YoXbYmeQIgk3Y6A6KIiKiQFdvSrcV2vEREhcCrgCh5noc3jZYfzlqRLwYGBhCNRrFy5cq0xl53dzeqqqrQ3d1tPLZ+/XpUVFRgcHDQt2OcM2cOKisr0dHRAQBoa2tDY2Mj5syZk1LgDgwMoKqqCqtXr/bt2Mi93t5e1NXVYf78+fk+FKKyYtZAFUGngHmnf/369aisrMSaNWvSnhMD+Op7c71cnNxQjkaj2tfU1NSkHY+fZs+ejcrKSrS1tfm+bxUDoogKFzv75aeurg719fWYO3eu8Zjd8kdEROQNv28aaGlpQWNjI2bPnq0NiMqkn9Lf349YLIb+/n7t83PmzEE8HkdPT09mB01ERAVtx44diEQi2LVrV74PRUuMhbW3txfFcuBcapaIyLmrrroKFRUV2LFjR8bbELEJq1atYuKTMsfUKeSL2tpafPrTn0YwGMTY2FjKcx0dHVi3bl1KYbR69WoMDAz4OrF6xRVX4PLLL0+ZdP/Yxz6W9rp4PI7PfOYznPQtcNdeey2SySQ/JyKfmf3m5CxKZq9paGjAnj17tM/rln2wetwr8sRBa2ur9jX5zhC1Zs0aDA4O5q28y/bOcyLyBwOiyk84HMYnPvGJlMcYEEVE5D8/2sjBYDBtDCvbgKhYLIbf/d3ftcwC/IlPfIKTukREJWrx4sVYuHBhwY71BAIB3HLLLcbfhY4ZooiInOvv70dfX19WdVBNTY0RmyBjQFT5YUAU+cZs0rq6utpy8ttP6j7NGtKF2gmg9wUCgaLoCBGVGicBUVadfrP35ysgSs4Q1dzcrH1NLBbTvt5P+ayXGBBFRFS41PYwl8wjIvKfX2MT6n68aKfbvY/tfyKi0lbo5Xwxjf/L15IBUURE9ryog3TbYEBU+Sns1gyVJHWyWJ4kJyKi4mY2ECEHDWXS6TcLfBLb8iNDVEtLi/Y1TrJflTIGRBEVB2aIIoAZooiI8iFfbWR5oL+YJoyJiIhKkdwe4PgZEVH+MCCq/LDWJd+pE+HyJDkRERU3sw59TU2N7WucbNfvgCh54sBJQFS+MkTlEwOiiIoDA6IIYIYoIqJ8KISlrYmIiCi/GBBFRFQY2E8qP6x1yXdqY68cJ4+JiEqV2Z3H2WZREu9Rg2rF/nKVanp0dNT4u66uTvsa+dzK8c5ruQNRjudPVCzY2SeAGaKIiPKBAVFEREQkj5lxyTwiovxhhqjyw4AoyqtMg6E2b94MANixY4eXh0NERBnq7+8HAKxbt077fDQaNf6+cOGC6+03NTUhGAymZWkSAwi5CsS55JJLEAqFcMkll5juIxqNoqamBjU1NWWZ9ZATLUTFobe3FwDQ2dmZ5yOhfNq+fTsAYMOGDXk+EiKi8sGAKCIiImKGKCKi/Orp6QEALFu2LM9HQn5jah7Kq6qqqozet3LlSixduhSVlZUeHxEREWViy5YtWL9+vWm5LHf0JyYmXG+/s7MTe/bsSdu+CIjK1Z1V9fX1+MxnPoOKigrT1wQCAdxxxx1IJBJlOaDBiRai4lBTU4O7774bkUgk34dCebRo0SLMmzeP/SgiIh8xiyoRERExIIqIKL8++MEPYnJykmNiZYgBUZRXmQZEAWCBRURUQAKBgONyOZMMUYC+3BcDCLkcSHByXqFQiOmuiajgWQV3UvlgP4qIyF/MEEVERERye4BjiERE/nMzh0WlhWHIlFfZBEQRERH5ERBF1rjmNhERERGRuXz1VdhOJyIiKhxyxkiOYxIREfmHtS7lFQOiiIgoG+KOKg4k5A/vPCciIiIiMscMUURERCQHRHE5XSIiIv9w9pDyiqnpiIjKRzjs/Uq9YnKBqabzhxMtRERERETmGBBFRERERERElB8MiKK86OrqAgD09/fn+UiIiMgvV155JQBgxYoVnm2zoaEBAFBfX+/ZNskdTrQQEREREaWrrq4GAMyePTsv+2c7nYiIqHBUVFQYf0ej0TweCRERUXnxPlUDkQM33ngjxsbGUFdXl+9DISIin1x66aXo7u7GrFmzPNvmZZddht7eXsTjcc+2Se5wooWIiIiIKN3tt9+OCxcuoKamJi/7ZzudiIiocIRCIezZs8f4m4iIiPzBgCjKi1AoxGAoIqIyEwgEPA9cysU2iYiIiIiIshWJRBCJRPK2fwZEERERFRZmhiIiIvIfl8wjIiIiooxxooWIiIiIqPCwnU5ERERERETljgFRRERERJQxTrQQERERERUettOJiIiIiIio3DEgioiIiIgyxokWIiIiIqLCw3Y6ERERERERlTsGRBERERFRxnp7ewEAs2bNyvOREBERERGRsGrVKgBAT09Pno+EiIiIiIiIKD/C+T4AIiIiIipe8+fPx6233op4PJ7vQyEiIiIiov/f6tWrMXv2bLS0tOT7UIiIiIiIiIjyggFRRERERJSxQCCA1tbWfB8GERERERFJgsEgOjo68n0YRERERERERHnDJfOIiIiIiIiIiIiIiIiIiIiIiKhkMCCKiIiIiIiIiIiIiIiIiIiIiIhKBgOiiIiIiIiIiIiIiIiIiIiIiIioZDAgioiIiIiIiIiIiIiIiIiIiIiISgYDooiIiIiIiIiIiIiIiIiIiIiIqGQwIIqIiIiIiIiIiIiIiIiIiIiIiEoGA6KIiIiIiIiIiIiIiIiIiIiIiKhkMCCKiIiIiIiIiIiIiIiIiIiIiIhKBgOiiIiIiIiIiIiIiIiIiIiIiIioZDAgioiIiIiIiIiIiIiIiIiIiIiISkY43wdgJhwu2EMjCT8nIiIqNKybiIiokLBeIiKiQsO6iYiIChHrJyIiKjSsmwqTm88lkEwmkzk8FiIiIiIiIiIiIiIiIiIiIiIiIt9wyTzKyHvvvYc//dM/xXvvvZfvQyEiIgLAuomIiAoL6yUiIio0rJuIiKgQsX4iIqJCw7qpdDAgijKSTCbxzjvvgAnGiIioULBuIiKiQsJ6iYiICg3rJiIiKkSsn4iIqNCwbiodDIgiIiIiIiIiIiIiIiIiIiIiIqKSwYAoIiIiIiIiIiIiIiIiIiIiIiIqGQyIooxEIhHceOONiEQi+T4UIiIiAKybiIiosLBeIiKiQsO6iYiIChHrJyIiKjSsm0pHIMmFD4mIiIiIiIiIiIiIiIiIiIiIqEQwQxQREREREREREREREREREREREZUMBkQREREREREREREREREREREREVHJYEAUERERERERERERERERERERERGVDAZEERERERERERERERERERERERFRyWBAFBERERERERERERERERERERERlYxwvg+A8uP73/8+9u7diyNHjqCiogK9vb249dZb0dHRYbxmcnISDzzwAH7xi19gamoK/f39uOOOOxCPx43XfOMb38Cbb76JQ4cOobOzE1/5yldS9nP06FH867/+Kw4fPozx8XHU19dj3bp1uPHGGxEO8+tHRETv86tukh0/fhyf/exnEQwGcf/99+fw7IiIqBj5VTcNDQ3hrrvuStv/Pffcg97e3pydHxERFR8/+03JZBKPPfYYHn/8cZw8eRK1tbXYtm0bdu3a5cepEhFREfGrfnrwwQfx0EMPpe2/srIS//Zv/5az8yMiouLiZ7/ppZdewve+9z0cOnQIkUgEixcvxm233YaWlhY/TpVsMCKlTL322mvYtm0bFixYgJmZGXznO9/BPffcg6997WuoqqoCAHzrW9/CCy+8gD/6oz9CLBbDfffdh69+9av4m7/5m5Rtbd68GW+99RbefffdtP2EQiFs2LAB8+bNQ3V1Nd59913ce++9SCQSuOWWW3w5VyIiKg5+1U3C9PQ0/uEf/gGLFy/Gm2++mdNzIyKi4uR33fT5z38e3d3dxr9rampyc2JERFS0/KybvvnNb+Lll1/GRz/6UcyePRujo6MYHR3N+TkSEVHx8at++uAHP4itW7emPPbFL34RCxYsyN3JERFR0fGrXhoaGsJXvvIVXHPNNbj77rsxPj6Ob33rW/jqV7+KL33pS76cK1njknll6i//8i+xadMmdHd3Y+7cubjzzjsxPDyMAwcOAADGx8fxxBNP4GMf+xguvfRSzJ8/H3v27MGbb76J3/zmN8Z2PvnJT+Lqq682jXBsbW3F5s2bMXfuXDQ3N2NgYADr1q3DG2+84ct5EhFR8fCrbhK++93voqOjA1dccUVOz4uIiIqX33VTbW0t4vG48R+z6hIRkcqvuunw4cP46U9/is9+9rMYGBhAS0sL5s+fj2XLlvlynkREVFz8qp+qqqpS+kwjIyM4fPgwrrzySl/Ok4iIioNf9dKBAweQSCSwe/dutLW1Yf78+bjuuutw8OBBTE9P+3KuZI0BUQTg4o8eeP8O5AMHDmBmZgZ9fX3Gazo7O9HU1JRSCLh1/PhxvPTSS1iyZEl2B0xERCUvl3XTq6++imeeeQa33367dwdMREQlL9f9pi996Uu444478PnPfx7PP/+8NwdNREQlLVd1069+9Su0tLTgV7/6Fe68807ceeed+Jd/+RdmiCIiIkf8mnN64okn0N7ejsWLF2d3wEREVNJyVS/Nnz8fgUAATz75JBKJBMbHx/Gzn/0MfX19vNGxQPBTICQSCdx///1YuHAhZs+eDQAYGRlBOBxGdXV1ymtnzZqFkZER1/v43Oc+h3feeQdTU1O46qqrcNNNN3lx6EREVKJyWTedP38e//RP/4S7774bsVjMy8MmIqISlsu6qaqqCrfddhsWLlyIQCCAZ599Fl/5ylfwJ3/yJxgYGPDyNIiIqITksm46ceIEhoeH8cwzz+Cuu+5CIpEwln7467/+ay9Pg4iISowfc04AMDk5iZ///Oe4/vrrszxiIiIqZbmsl1paWvC5z30Of//3f4+vf/3rSCQS6O3txZ//+Z97eQqUBQZEEe677z4cOnQIX/ziF3O2jz/4gz/AxMQEDh48iG9/+9t47LHHsHPnzpztj4iIilsu66Z7770X69atY7ZCIiJyJZd1U11dHa699lrj3z09PThz5gweffRRBkQREZGpXNZNyWQSU1NTuPPOO9HR0QEA+PSnP40/+7M/w9GjR43HiIiIVH7MOQHA3r17MTExgY0bN+Z0P0REVNxyWS+NjIzg3nvvxcaNG7F27Vq89957ePDBB/G1r30Nn/vc5xAIBDzfJ7nDgKgyd9999+GFF17AF77wBTQ2NhqPx+NxTE9PY2xsLCUy8uzZs4jH467309TUBADo6upCIpHA17/+dVx33XUIBrlqIxERpcp13fTqq6/i+eefx2OPPQbg4kB/MpnE7t278Tu/8zu48sorPTsXIiIqDX71m2Q9PT14+eWXs9oGERGVrlzXTfX19QiFQimBT11dXQCA4eFhBkQREZGWn32nJ554AitXrsy670VERKUr1/XSj3/8Y8RiMdx6663GY3fffTc+85nPYP/+/ejt7fXkPChzjEYpU8lkEvfddx/27t2Lv/qrv0JLS0vK8/Pnz0coFMIrr7xiPHb06FEMDw9n/cNNJpOYmZlBIpHIajtERFRa/Kqb7rnnHnz5y182/rv55psRjUbx5S9/GatXr/bsfIiIqPjls9908OBB1NfXZ7UNIiIqPX7VTQsXLsTMzAyOHz+esh3g/RsfiYiIBL/7TkNDQ9i3bx9vbCQiIi2/6qXJycm0LFAiIUwymcziDMgrzBBVpu677z783//9Hz772c8iGo0aa2HGYjFUVFQgFovhyiuvxAMPPICamhrEYjF84xvfQG9vb0ohcPz4cUxMTGBkZASTk5M4ePAggIt3jIXDYfz85z9HKBTC7NmzEYlE8Pbbb+M//uM/cMUVVyAc5tePiIje51fdJO5qFg4cOIBAIGCsHU1ERCT4VTc9+eSTCIfDmDdvHgDg2Wefxf/+7//i05/+tN+nTEREBc6vuqmvrw/z5s3DP//zP+PjH/+4MaGwbNkyZociIqI0ftVPwhNPPIF4PI4VK1b4eZpERFQk/KqXVq5ciR/84Ad46KGHjCXzvvOd76C5udkY56P8CiQZmlaWbrrpJu3je/bswaZNmwBcjGh84IEH8PTTT2N6ehr9/f244447UtLE/b//9//w2muvpW3nH//xH9HS0oJf/OIXeOSRR3Ds2DEkk0k0Nzdj/fr1uOaaa1BRUZGLUyMioiLlV92kevLJJ3H//ffj/vvv9+I0iIiohPhVNz355JN45JFHMDw8jGAwiM7OTnzwgx/E4OBgLk6LiIiKmJ/9ptOnT+Mb3/gGXn75ZVRWVmLFihW47bbbUFNT4/l5ERFRcfOzfkokErjzzjuxYcMGfPjDH/b8XIiIqPj5WS89/fTTePTRR3H06FFUVlait7cXH/nIR9DZ2en5eZF7DIgiIiIiIiIiIiIiIiIiIiIiIqKSEcz3ARAREREREREREREREREREREREXmFAVFERERERERERERERERERERERFQyGBBFREREREREREREREREREREREQlgwFRRERERERERERERERERERERERUMhgQRUREREREREREREREREREREREJYMBUUREREREREREREREREREREREVDIYEEVERERERERERERERERERERERCWDAVFERERERERERERERERERERERFQyGBBFREREREREREREREREREREREQlgwFRRERERERERERERERERERERERUMhgQRUREREREREREREREREREREREJeP/A75Y7/C7jx5hAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "# This dataset is a daily series of sales quantities for \n", + "# several stores and items (products) for a time range of 5 years \n", + "#\n", + "data_path = '../../tensor-house-data/time-series'\n", + "data = pd.read_csv(f'{data_path}/store-item-sales.csv.zip', compression='zip', parse_dates=['date'], index_col='date')\n", + "\n", + "# Take one series for store #1 and item #1\n", + "data = data.query('store == 1 & item == 1')\n", + "\n", + "ts = data['sales']\n", + "\n", + "plt.figure(figsize=(30,4))\n", + "plt.plot(ts, color='black', alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "n6MUlJIScuZF" + }, + "source": [ + "---\n", + "# Step 2: Analyze Data Properties and Feasibility\n", + "\n", + "We first check whether the data is stationary, that is:\n", + "* The mean is constant\n", + "* The variance is constant\n", + "* Covariance doesn't depend on time (no trends or seasonality, but cycles can be present)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "8kkvHP2gOnMl", + "outputId": "64cfa7d0-ea12-4301-e3d9-e9e72aaa179e", + "ExecuteTime": { + "end_time": "2023-12-24T13:55:49.062184Z", + "start_time": "2023-12-24T13:55:48.281045Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dickey-Fuller Test:\n", + "Test Statistic -3.157671\n", + "p-value 0.022569\n", + "#Lags Used 23.000000\n", + "Number of Observations Used 1802.000000\n", + "Critical Value (1%) -3.433984\n", + "Critical Value (5%) -2.863145\n", + "Critical Value (10%) -2.567625\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "\n", + "def test_stationarity(timeseries, mean_window = 7, var_window = 7):\n", + " # Determing rolling statistics\n", + " rolmean = timeseries.rolling(window = mean_window).mean()\n", + " rolstd = timeseries.rolling(window = var_window).std()\n", + "\n", + " # Plot rolling statistics:\n", + " plt.figure(figsize=(30,4))\n", + " orig = plt.plot(timeseries, color='black', label='Original', alpha=0.5)\n", + " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", + " std = plt.plot(rolstd, color='orange', label = 'Rolling Std')\n", + " plt.legend(loc='best')\n", + " plt.title('Rolling Mean & Standard Deviation')\n", + " plt.show(block=False)\n", + " \n", + " # Perform Dickey-Fuller test:\n", + " print('Dickey-Fuller Test:')\n", + " dftest = adfuller(timeseries, autolag='AIC')\n", + " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + " for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + " print(dfoutput)\n", + " \n", + "test_stationarity(ts)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ga3lQh7FPDHM" + }, + "source": [ + "* There is an upward trend, but variance stays relatively constant. \n", + "* There are clear seasonal peaks in the middle of every year.\n", + "\n", + "The next step is to differentiate the time series and assess the stationarity characteristics again." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 432 + }, + "colab_type": "code", + "id": "RnhypTQDQCUE", + "outputId": "3a1f8b4b-9551-4cc7-c89a-a2a53837d75c", + "ExecuteTime": { + "end_time": "2023-12-24T13:55:58.791155Z", + "start_time": "2023-12-24T13:55:58.074948Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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rLpx//vnYtWsXsrKynL5z5xwgIiIiIiIiosDHjFJERERERERE1CFGjRqFUaNGAQDMZjN++eUX5OXlYeLEiXj11VedhugCgBMnTkCtVmPEiBFNliV/duLECa+UrV+/fk0+Cw8Ph9lsBgDU1dXh1KlTOO+882AymZymCwsLQ3JyMn7//XeP1pmYmIhhw4Zh06ZNeOmll6BWq7F161ZUV1c3Gyh15MgRAMDOnTtx+vRpp++qq6sBNOyT6Oho/OUvf4EgCDh16hRSU1ORmZmJkydPKgEtgiA4LcNgMCApKanJfgCkQJ2WmM1m3HPPPcjLy8NLL72E22+/HVOnTsX27dvx0ksvYc6cOXjqqaeQmpqKd955B3369Gl1Hw0cOBBz5syBzWbD4cOHsXPnTmzduhX79+/Hxo0bUVxcjMWLFzcJTHJ05ZVXAgAKCwtx4sQJZGRk4OzZs9i3bx8AuAziau18qK2tRVpaGkaNGtUkU1ZCQgJ69uzptG/79euHfv36oa6uDgcPHsTZs2eRkZGBo0ePKudN43L07NnT6e/MzExUV1dj6NChTco2dOhQjzJ2uUMOkJKHOzx69CgMBgO+/vrrJtOePXsWgDS03jXXXIMePXpgxIgR+PXXX1FVVYWwsDAcPHgQWVlZTQLxHKnValx33XUApKC706dPIyMjAykpKdi9ezeApudsa44fPw4AuPjii11+f9FFF+Hw4cM4ceKE0z5v7RwgIiIiIiIiouDAQCkiIiIiIiIi6hCjRo1yGhLtiSeewEMPPYTvv/8eJpMJL7zwgtP0ZrMZBoNByWzjyGQywWg0oqamxitlc7UOlUoFURQBSMNwAXDK8OMoISGhTesdN24c3njjDezfvx8jRozA2rVr0bdvXwwaNMjl9JWVlQCAxYsXN7tMx8xE69atw1tvvYW0tDQAUtDL0KFDMWjQIOzYsUPZPllz+wFAk2kb+/LLL5GTk4Pp06crQ/S9/fbbuPXWW7Fq1Sqce+652LhxI7RaLXr06NHishrTarUYPnw4hg8fjunTp2P//v2YPn06Dhw4gN27d+PSSy9tdt6cnBzMnj0bmzZtgiiKUKvV6Nu3L0aMGIFjx465nKe180Hex2FhYS7nj4yMRGlpqfK3IAiYN28ePv/8c2Xe2NhYDB8+HD169EBqamqT/WswGJz+bmmdGo1GCWjzhvLyclRWViIqKkoJDKysrITNZsOHH37Y4nyyiRMnYu/evdi8eTNuvPFGt4bdA4CTJ09i9uzZSgCZTqfDgAEDMHToUKSlpbV6HjYmBzY1DnCUyb/d2tpap89bOweIiIiIiIiIKDgwUIqIiIiIiIiIOkVoaCjeffdd3HTTTfj6668xcOBATJ48Wfk+LCwMNTU1qKioQEREhNO8dXV1qK2tdRp+riPJwSnNZZORs+94avz48XjjjTewfv16nH/++di8eTPuvffeZqeXs/ts2LABvXr1anHZBw8exBNPPIHExES8/fbbOP/889GrVy+oVCrMnz9fySrlLYcOHQIAXH/99cpnUVFR+PDDDzF58mS8/vrrAKSh8ByHbnNl+vTpOHToEDZt2uQyYGX48OGYMmUK3n77baSnpzcbKCWKIh5++GGkpKTg4YcfxrXXXotzzz0XISEhKCoqwrJly9q0rfJQi3LgWmNydi/ZggUL8O6772LUqFGYOnUqBg8erATdPfjgg0hNTW3XOkVR9FrQIAAl29bw4cOVz0JDQxEWFoYtW7a4tYwJEyZg9uzZ+Pnnn3HDDTfgl19+wcCBA5GcnNzsPGazGX/7299QWVmJp59+Gpdffjn69+8PvV6PgwcP4scff/R4W+Tfbn5+vsvvKyoqAEjnKhERERERERF1PWpfF4CIiIiIiIiIuo64uDi89NJLAIA5c+YgKytL+U7OqiQHbTjat28fRFHEOeec0ynlDA8PR9++fXHixIkmQ9DZ7XZlSDxP9erVC4MHD8aGDRuwfft2VFVVNTvsHgAlyOTw4cNNvktLS8N///tfbNq0CQDw008/QRAEvPjii7jhhhvQu3dvJTvUmTNnALSeJcoTcgakzMxMp88HDx6Mf/7zn8rfrWUUAqQsQoWFhdi6dWuz08jb0lI2r5MnT+LUqVO47rrrMGPGDJx//vnKEI9ycFJb9kFISAgGDBiAY8eONclEVFFRgYyMDKfPfvzxR2g0Gvzvf//DVVddpQRJiaLo9rHo3bs3TCYT9u/f3+S7lJSUJuVoD3l4vRtvvFH5LDk5GXl5eSgsLGwy/ZYtW/DOO+84DYUZGRmJq6++Gjt27MCuXbuQn5/f6rHftWsXioqKcPfdd+Nvf/sbBg0apATKuTpeLQ25KBs8eDAA4I8//nD5/Z49e6BSqTrtWkJERERERERE/oWBUkRERERERETUqa677jqMGzcONTU1StAUANxyyy0ApOHbSkpKlM9LSkqU7EQ33XRTp5XzlltugdlsxgcffOD0+bx581wGj7hr3LhxyMzMxMcff4w+ffoogR2uTJw4ERqNBu+++67TOm02G1599VUsWLBAGSZQDlwqKipyWsbOnTuVzDw2m63N5Xa1HQDwwQcfOGXeysvLw9KlS5W///WvfzkN0ebK3XffDQB46aWXlExVjtLS0vDll18iISEBV1xxhfK5Tqdz2iY5yMbx/AGkoRTlc6it+2DSpEmorq7Gm2++qQTviKKIt956q8kyDQYD7HZ7k3LMnTsX2dnZbpVDp9PhxhtvREZGBj7//HPlc4vFgrfeeqtN29CYKIqYP38+tm3bhkGDBjllB5s0aRJEUcSrr77qFCxYUFCAF198EfPnz28yLODEiRNRXV2NOXPmQKVStRooJZ+zxcXFTp/n5OQoQ/457ic5M5nVam12md27d8cll1yCI0eO4JtvvnH6btmyZfjjjz9wySWXIDExscWyEREREREREVFw4tB7RERERERERNTp/v3vf2PHjh347bff8OOPP+LGG2/EyJEj8cADD+Dzzz/HxIkTMWbMGADA5s2bUVhYiKlTp2LkyJGdVsYpU6bgl19+wfz587Fv3z4MGzYMx44dw969exEREdHssHytGT9+PN577z0cOHAADz/8cIvT9u3bF0899RTmzJmDG2+8EWPHjkVkZCS2bt2K1NRUjBkzBhMnTgQA/PnPf8bnn3+Ol19+GXv27EF8fDxOnjyJbdu2ITo6GsXFxUpQlTf8+c9/xtq1a7F27VpMmjQJV199NcxmM9auXYu6ujrMnj0bu3btwo8//og77rgDS5YsUYaTa2zUqFF45pln8Prrr+OOO+7AxRdfjCFDhkCn0+HMmTPYunUr9Ho9Pv30U6eh+RISEpCWloZZs2Zh9OjRmDhxIoYNG4Y9e/bgrrvuwkUXXYTS0lJs2LABFosFRqMRpaWlbdre+++/H5s2bcJXX32FI0eO4IILLsCBAwdw6tQpxMbGOk07ceJEHDhwAHfeeSeuv/566HQ67N69G0ePHkVsbKzbx2LGjBnYuXMn5syZg23btmHAgAHYuXMnysrKlCAjd33xxRfKkJY2mw2lpaXYs2cPzpw5gx49euDDDz+ERqNRpr/llluwadMmrF27FidPnsSVV14Jm82Gn3/+GWVlZZg5c2aT4SCvueYaRERE4MSJExg1ahSSkpJaLNOIESPQo0cPrF69GqWlpRg0aBByc3OxceNGGAwGqFQqp/3UrVs3AMC3336L8vLyZoetfOWVV3D33Xfj5Zdfxvr165GcnIxTp05h+/btSEhIwKuvvurRviMiIiIiIiKi4MGMUkRERERERETU6bp164YZM2YAAF577TUl49AzzzyDN954Az169MAPP/yAn3/+Gf369cMHH3yAWbNmdWoZDQYDFi5ciLvuugsZGRlYtGgRzGYz5s+fj759+ypDunlqwIABGDBgAAApaKo1DzzwAObPn49BgwZh3bp1WLJkCbRaLZ555hm8//77SpadwYMHY/78+TjvvPOwYcMGLF26FEVFRXj88cexevVqqNVq/Prrr20qsysqlQpvv/02nn76aRgMBixZsgRbtmzB6NGjsWzZMtx2222YM2cObr31VowcObLZICnH7VyxYgVuvfVWFBQUYOnSpfjyyy+RmpqKyZMnY82aNbjooouc5nnqqadw7rnn4pdfflG28aOPPsItt9yCrKwsfPXVV9i7dy+uuuoqrFixAldccQXS0tKaDJXnDr1ejwULFuChhx5Cfn4+vv32WwDAggULlKH1ZHfddReef/55REVFYdmyZfjhhx8QFhaGt99+G6+88goAuHUsIiMj8e2332Ly5Mk4efIklixZgri4OCxcuNApYMwdX375JT788EN8+OGHmDdvHtasWYPw8HA8+eST+P7775sEPalUKrz//vt47rnnYDQasWzZMvz8888455xzMHfuXDz00EMu95E8lKQ7Qy6Ghobi888/x7hx43D06FEsWrQIx44dw8SJE/H9999j0KBB2Lt3L6qqqgAAI0eOxN13343y8nJ8/fXXyvB8jfXt2xcrVqzA7bffjpSUFCxatAhpaWm499578d1336F3794e7TsiIiIiIiIiCh4qUc4VTkREREREREREiqysLMTExCA0NLTJd2PGjIHRaMSaNWt8ULLAIwgC1Gr21yMiIiIiIiIiIt9iCxURERERERERkQuvvvoqRowYgczMTKfP16xZg5ycHFxyySU+KlngYZAUERERERERERH5A2aUIiIiIiIiIiJyYdOmTZg+fToiIyMxbtw4REVFITU1FVu2bEF8fDxWrlyJ2NhYXxeTiIiIiIiIiIiI3MRAKSIiIiIiIiKiZuzatQsLFizAsWPHUF5ejvj4eIwZMwbTp09nkBQREREREREREVGAYaAUEREREREREREREREREREREREFPbWvC0BERERERERERERERERERERERNTRGChFRERERERERERERERERERERERBj4FSREREREREREREREREREREREQU9BgoRUREREREREREREREREREREREQU/r6wJ4qrS0FDabzdfFoGbEx8ejsLDQ18UgIiJS8N5ERET+hvcmIiLyN7w3ERGRP+L9iYiI/A3vTf5Lq9UiOjravWk7uCxeZ7PZYLVafV0MckGlUgGQjpEoij4uDREREe9NRETkf3hvIiIif8N7ExER+SPen4iIyN/w3hQ8OPQeEREREREREREREREREREREREFPQZKERERERERERERERERERERERFR0GOgFBERERERERERERERERERERERBT0GShERERERERERERERERERERERUdDT+roA3mSz2VBdXe3rYnRpNTU1sFgsPi1DaGgotNqgOrWJiIiIiIiIiIiIiIiIiIiIqJ2CJprEZrOhqqoKJpMJajUTZfmKTqeD1Wr12foFQUBlZSXCwsIYLEVEREREREREREREREREREREiqCJKKqurmaQFEGtVsNkMjGzGBERERERERERERERERERERE5CaqoIgZJEcDzgIiIiIiIiIiIiIiIiIiIiIiaYkQJEREREREREREREREREREREREFPQZKERERERERERERERERERERERFR0GOglB8oLi7Gm2++iVtvvRXjx4/HlClTsGTJEtjt9mbnefLJJ7Fw4UK3lj958mT88ssv7S7ngQMHMGbMmHYvh4iIiIiIiIgCX1lZGX744Qfk5eX5uihEREREREQBJSUlBT/99BMsFouvi0JE1OVofV2Arq6goACPPvooevfujRdffBHx8fE4fvw45s+fj/379+O1116DWt00nu2VV16BTqdzax0ff/wxjEajt4tORERERERERF3Y6tWrUVRUhFOnTmHmzJm+Lg4REREREVHA2LdvH7KyspCcnIxzzjnH18UhIupSGCjlY++//z6SkpLw3//+FxqNBgCQlJSE8847Dw888ABWr16NSZMmNZkvIiLC7XVERUV5q7hERERERERERACA0tJSXxeBiIiIiIgoIMkjC4mi6OOSEBF1PQyU8qGSkhLs2LEDr732mhIkJevWrRsmTJiAn376CUajET/++COio6Oxf/9+PPHEE/jpp59w4YUXYsqUKQCAZcuWYenSpaiursb48eNx9uxZjB8/HhMmTMDkyZMxZcoUTJgwAU8++SQuvvhiHDx4EIcOHUJCQgIee+wxjBo1CgCQlpaGuXPn4ujRo7DZbBg0aBBmzpyJPn36dPbuISIiIiIiIiIiIiIiIiIKOnKAFAOliIg6X9Mx3YKIKIqwWCyd+p8nN7PTp09DFEUMGjTI5fdDhw5FamoqLBYLjh49ir59+2Lu3LlKUJNs/fr1WLhwIR555BF8+OGHyM/Px8GDB5td76JFi/CnP/0JCxYswIABA/DWW29BEAQIgoDnnnsOSUlJ+OSTT/Dhhx/Cbrdj/vz5bm8TEREREREREXUNbNAnIiIiIiJqGz5PERH5TtBmlBJFEYsXL0ZOTk6nrrdHjx644447oFKpWp22oqICAGAymVx+L39eWVkJlUqFe+65BwaDocl0q1evxq233oprrrkGAPDMM8/g9ttvb3a9l156KSZMmAAAuPfee/Hggw+ipKQEYWFh+Mtf/oKbbroJRqMRADB+/HgsWbKk1W0hIiIiIiIiIqLgY7VaUVlZiZiYGF8XhYiIiIgo6DBgioio8wVtoBQAt4KVfCkiIgKANARffHx8k++Li4sBSAFTUVFRLoOkACA1NRV33XWX8rfJZEKvXr2aXW+PHj2Uf4eFhQEAbDYbjEYjbrrpJqxbtw4nT55ERkYGTp8+jejoaM83joiIiIiIiIiIAt7ChQtRUVGBO++8E927d/d1cYiIiIiIggKH3iMi8p2gDZRSqVS44447YLVaO3W9Op3O7QCt5ORkqNVqnDx50mWg1MmTJ9G/f3/o9Xro9fpml6PRaJrcRFu6qep0Opef19TUYNq0aYiMjMTll1+OP/3pT8jIyGBGKSIiIiIiIiKiLkrOiH769GkGShEREREReQkDpYiIfCdoA6UAKViqpQAjX4uKisKVV16Jr776Cpdddhk0Go3yXUFBAdasWYNp06a1upy+ffvi1KlTuOKKKwAAVVVVyM7O9rg8Bw4cQHFxMRYsWKCUZc+ePR4vh4iIiIiIiIiIgou/Z24nIiIiIgokDJAiIvIdta8L0NU9+uijqKysxDPPPIPDhw8jPz8fv/32G2bMmIELL7wQN910U6vLuOWWW7BixQps3boV6enpeOONN1BTU+NxWSIiIlBTU4Nt27YhLy8PP/30E7777jtYLJa2bBoRERERERERERERERERETWDAVNERJ0vqDNKBYK4uDjMnTsXX331FWbPno2ysjIkJSVh4sSJ+Otf/wq1uvVYtrFjxyI7OxvvvPMOLBYLbrzxRnTr1q3ZIfaac9555+G+++7Du+++C4vFgv79++OJJ57AG2+8gcLCwrZuIhERERERERERERERERER1ePQe0REvqMSA+zqW1hYCKvV2uTziooKRERE+KBEvnfgwAF0794dCQkJAAC73Y6bbroJs2fPxoUXXtipZdHpdC6PT2fryucDERE1UKlUSEpKQm5uLh84iYjIL/DeRMHk7bffVs7jmTNn+rg01FHeeustAMDIkSNx1VVX+bg01BF4byIiIn/E+xMFu4ULF6K4uBgTJkzAeeed5+viEJEbeG/ybzqdDvHx8W5Ny4xSQWD79u04cuQI/vGPfyA0NBQrVqxAWFgYhgwZ4uuiERERERERERERERERERGRA2aUIiLyndbHdSO/98ADD6BXr16YNWsWHnzwQWRkZOC///0v9Hq9r4tGREREREREREREREREREQOGCBFROQ7zCgVBEJDQ/Hss8/6uhhEREREREREREREREREROQmBkwREXU+ZpQiIiIiIiIiIiIiIiIiIiLqJAyQIiLyHQZKERERERERERGRx9iw37WoVCpfF4GIiIiIKGjIz1N8riIi6nwMlCIiIiIiIiIiIiIiIiIiIuokDJQiIvIdBkoREREREREREREREREREREREVHQY6AUERERERERERERERERERFRJ2FGKSIi32GgFBEREREREREREbVIpVL5ughEREREREGDgVJERL7DQCkfmzx5MsaMGaP8N3bsWEycOBHPPfccCgoK3FrGgQMHMGbMGABAXl4exowZg7y8PADAmDFjcODAAa+X+5dffsGYMWPwj3/8w+X306dPdyoHERERERERERERERERERExUIqIyJe0vi4AAY888gjGjh0LALDb7UhPT8c777yDOXPm4O23327XslesWAGTyeSNYjah1Wpx6NAhmM1mhIeHK58XFRXh5MmTHbJOIiIiIiIiIqL2EEUR69evR1RUFEaNGuXr4hARERERERERUSfyeqBUSUkJPv/8cxw5cgR6vR6XX3457rzzTuj1ehQUFGDevHk4deoU4uLiMGXKFFxwwQXeLkLACQ8PR0xMjPJ3fHw8pkyZgtdee61JEJKnHJfrbbGxsdBoNNi1axeuvfZa5fPt27dj8ODBOHr0aIetm4iIiIiIiIioLXJzc3H48GEAYKAUERERERH5FDNKERF1Pq8GSomiiLfeegvh4eF45ZVXYDab8b///Q9qtRr33HMP3njjDfTq1Qv/+c9/sGfPHrz55pt45513EBcX581iBAW9Xg8A0Gg0AIDKykrMmzcPO3bsgMViweWXX47HHnus1WxRY8aMwTvvvIMLL7wQkydPxuTJk7Fu3TqkpKSgd+/eeOqpp5CcnAwAyMnJwVtvvYWjR4+ie/fuGD9+PFatWoXFixc3u/wrrrgCO3bscAqU2rZtG0aPHu0UKGU2m/H+++9j+/btMBqNuOqqq/Dwww/DYDAAkIKrFi5ciPT0dOj1elxyySWYNWsWjEYjFi5ciKysLISFhWHDhg3Q6/W4/fbbceedd7Zt5xIRERERERFRl2W1Wn1dhICkUql8XQQiIiIioqDBofeIiHxH7c2F5eTk4PTp0/j73/+OXr16YfDgwbj99tuxbds2HD16FHl5eXjooYfQs2dPTJo0CQMHDsSmTZu8WQRnoghVdXWn/gcv3Myys7Px9ddfY9SoUTAajQCA559/HqmpqXjttdfwxhtvID09HXPmzPF42QsXLsRdd92Fzz77DGFhYfjggw8ASEP+PfvsswgPD8fHH3+Mu+66C1988UWry7viiivw+++/w2azAZACoo4dO4ZLLrnEabrXX38dVVVV+OCDD/Dqq6/ixIkTeO+995Ttfemll3DTTTfhyy+/xIsvvoh9+/bhhx9+UOb/9ddfodfrMX/+fNxxxx2YP38+MjMzPd5+IiIiIiIiIura+CKCiIiIiIh8jc8lRES+49WMUlFRUXj22WcRFRXl9Hl1dTVOnTqF/v37IyQkRPk8OTkZp0+f9mYRGogi4m6+Gfq9eztm+c2oGzkSxatWAR70snv77beVoCG73Q6dTocrrrgCjzzyCAAgNTUVBw8exJdffolevXoBAJ577jncf//9yMjI8Kh8EyZMwOjRowEAt99+O1566SUAwB9//IGCggLMnTsXYWFh6Nu3L86ePYuNGze2uLyhQ4dCo9Hg4MGDGDFiBHbs2IFhw4YpAV6AFAi1fft2rF69WhlGcNasWZg6dSqmT58OURTx2GOP4cYbbwQAJCYmYsSIEUhLS1OWERERgWnTpkGj0WDy5Mn49ttvcfLkSWV/EBERERERERG5gy8kiIiIiIjI15hRiojId7waKBUWFoYLL7xQ+VsQBKxduxbnn38+ysrKEB0d7TR9VFQUiouLvVkEJ2KApAR/4IEHcNVVV6G6uhoLFy5EXl4epk6disjISABAeno6wsPDnYKCevfuDZPJhIyMDCX4yB09evRQ/h0WFqZkgjpz5gx69uyJsLAw5fshQ4a0Giil0Whw2WWXYfv27RgxYgR+++03JRBLlpGRAUEQcNtttzl9LggCsrOzkZycDJ1Oh0WLFuHs2bNIS0tDWloarrvuOmXapKQkZRhCADAajUrZiYiIiIiIiIiIiIiIiIiIiIha49VAqcYWLVqEM2fO4D//+Q9++uknaLXOq9NqtbBarR4vV+VOAJRKheJVq6CqqfF4+e0hGo0eZZMCgOjoaCWA6aWXXsK0adPw3HPP4aOPPoJWq4Ver3c5nyAIsNvtHq1Lp9O5/NwxCEnmbgTzFVdcgblz52LatGnYs2cPHn/8cdTW1irf2+12hIWFYd68eU3mjYuLQ0pKCh5//HFcfvnlGDZsGG677TYsX77cabrG54473DpPiIgoqMn3At4TiIjIX/DeRMEqkM5px7IGUrl9Ta1Wc38FKd6biIjIH/H+RMHOMaMUz3OiwMB7U/DosECpRYsWYc2aNXjyySfRu3dv6HQ61NXVOU1js9lgMBg8Wm58fLzLz2tqalwHATUTZOQvVCoVNBqNUnadTod//etfePjhh7Fy5Urcfffd6N+/P8xmM3Jzc9G7d28AwNmzZ1FVVYX+/fujrKxMmVcOKNJqtcoy5eU3XpccHKXT6XDOOedgwYIFsFqtCA0NBSAN+adSqVzuV41Go3x32WWXYfbs2Vi9ejXOOeccxMfHIzc3VylHv379UFVVBZ1OpwSEpaam4tNPP8Wzzz6LjRs34sILL8TLL7+sLP/9999Hnz59oNPplIY4x3I03pbG9Ho9kpKS2nBEiIgoGCUmJvq6CERERE54b6JgYDKZlH8H0jO42WxWyh5I5fYVeV/FxsZyfwU53puIiMgf8f5EwcpkMkGv1yMuLo71bKIAw3tT4OuQQKkFCxZg3bp1eOyxx3DppZcCAGJiYpCVleU0navh+FpTWFjocsg1i8XSpuxUviaKIux2u1PZzznnHFx//fVYuHAhxo4di+7du+OSSy7BK6+8gieeeAKiKOK9997DsGHD0KtXL2X4QqvVquwbm82mLFNefuN1ydmorFYrhg0bhoSEBPznP//B/fffj7S0NCxbtgwmk8nlfrXb7RBFEVarFVqtFiNGjMDChQvx4IMPNilHjx49MGrUKLz00kt4/PHHoVar8eabbyIiIgIhISEIDw9HSkoKDh06hPDwcPzwww84fvw4EhMTYbVaIQiCsq6W9psji8WiBGsREVHXpVKpkJiYiLy8PI71TkREfoH3JgomlZWVyr8D6Rk8Pz9fKXtOTg57grZC3lfFxcUBdZzJfbw3ERGRP+L9iYJdRUUFLBYLioqKWM8mChC8N/k3rVbbbOKlJtN6e+XLli3D+vXr8eSTTypBUgAwcOBArF69GhaLRRlK7sSJExg0aJDH6+gKJ93UqVOxdetWzJs3D8899xz+9a9/4f3338fMmTOhVqtxxRVX4JFHHvHa+tRqNV555RW8+eabmDp1Knr16oUJEybg999/d2v+K664Ajt37sSVV17p8vtnn31WKb9Go8HIkSPx+OOPAwBuueUWnD59GrNmzYJer8ewYcNw3333YfPmze3apq5wnhARkXtEUeR9gYiI/ArvTRRsAul8dixrIJXbFxrvK+6v4MZjTERE/oj3JwpW8nktJ4wgosDBe1PgU4lePIJZWVmYNWsWbr75ZkyYMMHpu4iICMyaNQu9e/fGrbfein379mHlypV4++23ERcX5/Y6CgsLXWYRqqioQERERLu3oasqLS3F6dOnMWrUKOWzxYsXY9euXXj33XfdXo5Op/OLzF48H4iICJCi+5OSkpCbm8tKKxER+QXemyiYvPXWW8q/Z86c6cOSeCY1NRXfffcdAGDGjBlQq9W+LZAfEwQB77zzDgDg8ssvx2WXXebjElFH4L2JiIj8Ee9PFOzee+892Gw2XHHFFU7JR4jIf/He5N90Op1vMkrt3bsXgiBg5cqVWLlypdN3S5cuxT//+U/873//wzPPPIPExETMmjXLoyAp6lj//ve/8cgjj+CSSy5BdnY2VqxYgbvuusvXxSIiIiIiIiIi8hpmlHIf9w8RERERUceQ69qscxMRdT6vBkrdfPPNuPnmm5v9PjExES+//LI3V0leEh0djRdeeAGff/455s6di5iYmFaPJxERERERERFRIONLiZZx/xARERERdQwGShER+Y5XA6UosI0ePRqjR4/2dTGIiIiIiIiIiDoFX0q0jPuHiIiIiIiIiIKN2tcFICIiIiIiIiIi8gUGArXMcf+oVCofloSIiIiIKDjxmYSIqPMxUIqIiIiIiIiIiLoMxxcRfCnRMu4fIiIiIqKOwaH3iIh8h4FSRERuMJvNKCoq8tn6BUFAdnY2bDZbh6+rpqYGeXl5Hb4eIqJg1ZnXbCIiCmxFRUUwm82+LkazbDYbsrOzIQiCr4tC7VBWVobS0tI2zcuXNkREREREHaMjAqXMZjMKCwu9tjwiomDFQCkiIjfMmzcPX3zxBcrLy32y/h07dmDx4sVYs2ZNh6/rk08+wddff43s7OwOXxcRUTDavXs3Fi9ejB9++MHXRSEiIj9WUVGBL774AvPmzfN1UZq1Z88eLF68GEePHvV1UbyqK2WUstvt+Oyzz7BgwQJYrVaP5w/2/UNERERE5AsdVc+eN28evvzyS5SVlXXI8omIggUDpYiIPOCrSPx9+/YBAE6fPt3h65Ibz8+cOdPh6yIiCkb79+8HwOsoERG1rKCgwNdFaFVlZSUA+HXWq/YK9kAgi8Wi/Luurq5dy1KpVO0tDhERERERNdIRzySB8LxJRORLDJQiIgoAvmi8D/YXBkREHYXXTyIiChYdMRSEPwi27XFXWwKduuq+IiIiIiLqSB1dz9ZoNB26fCKiQMdAKR+bPHkyxowZo/w3duxYTJw4Ec8995zb0b4HDhzAmDFjAAB5eXkYM2YM8vLyAABjxozBgQMHOqTs2dnZeOGFF/CXv/wFEyZMwLRp07B+/Xqnaf744w+kp6c3u4wnn3wSCxcu7JDyEQUTNk4TEREREVFnC9ZAKUfBvG3e0JWGKSQiIiIi6iwdUbd2XCYDpYiIWqb1dQEIeOSRRzB27FgAgN1uR3p6Ot555x3MmTMHb7/9druWvWLFCphMJm8U00ltbS1mzJiByy67DO+//z70ej1+//13zJ49GyqVCldffTUAYObMmXjnnXfQp08fr5eByBc41AAREbWGLxGJiMgdgfBsEayBUoIgKP8Otm1rzHH72ptRKtj3FRERERFRZ+mIerbdblf+zUApIqKWMaOUHwgPD0dMTAxiYmIQHx+Piy++GFOmTMH+/fthNpvbteyYmBjodDovlbTBvn37UFNTgxkzZqBfv37o0aMHJk2ahOuvvx4//fST19dH5C8C4WWGt7ARnIiobXj9JCIif1RdXY3ly5fj5MmTbs8TrIFSXSn4p73bF+z7h4jIWyoqKrBs2TKkpKT4uihERBQAOuKZxGazKf9WqxkCQETUEl4l/ZRerwfQEPFbWVmJN998E7fccgtuvPFGvPbaa6isrGx1OY5D702ePBnfffcdpk+fjnHjxuHBBx90aiDNycnBzJkzMWHCBPztb3/DkiVLMHnyZJfLVavVqK6uxrFjx5w+f/jhhzFr1ixlfQAwY8YMZXi93377Dffeey+uv/56vPfee069OInIv7BBnIiIiIio4zh2wuiMundmZibS09Nx8OBBt+fpCoFSwa69L2C6UlAZEVF7bNiwARkZGVi9erWvi0JERAGmIzJKMVCKiKhlwX2VFEWo7NWd+h+8cDPLzs7G119/jVGjRsFoNAIAnn/+eaSmpuK1117DG2+8gfT0dMyZM8fjZS9cuBB33XUXPvvsM4SFheGDDz4AIN08n332WYSHh+Pjjz/GXXfdhS+++KLZ5YwYMQK9evXCo48+isceewxffPEFjh07hujoaCQkJAAAPv74YwDAyy+/jDvuuANpaWl4+eWXMXHiRMybNw82mw2HDx/2eBuIOlt7hyrwdhmCeZ1ERERERF1RZ9S95Y5KnqwrWDs3daXgn/YOM9iV9hURUXtUVVX5ughERBRAOqJu7RgoRURELdP6ugAdRhQRt/9m6Cv2dupq6yJGonj4KsCDYIq3334b7733HgDpJqbT6XDFFVfgkUceAQCkpqbi4MGD+PLLL9GrVy8AwHPPPYf7778fGRkZHpVvwoQJGD16NADg9ttvx0svvQQA+OOPP1BQUIC5c+ciLCwMffv2xdmzZ7Fx40aXy9Hr9fjggw/w9ddfY8uWLVi4cCEWLlyIgQMH4vnnn0fPnj0RFRUFAIiIiIDRaMQvv/yCYcOG4bbbbgMAPPHEE9i1a5dH5SfyBTYGExGRJ3jfICIidzh2whAEocN7/LYnSCbY7m1dKfiHGaWIiIiIiPxPRw+9R0RELQvqjFIifJP5xVMPPPAAPv30U7z//vsYOXIkEhMTMXXqVERGRgIA0tPTER4ergRJAUDv3r1hMpk8DpTq0aOH8u+wsDDlpnnmzBn07NkTYWFhyvdDhgxpcVkmkwnTpk3D4sWLsWDBAvy///f/kJubixdffNHl9GlpaTjnnHOUv7VaLQYMGOBR+Yl8gRmliIjIE7x+EhGRpzojc1Nbgp4YKBX4vJlRioiImsfrJREReaIjnkkcM0rxvkRE1LLgzSilUqF4+CqohJpOXa2oNnqUTQoAoqOjlQCml156CdOmTcNzzz2Hjz76CFqtFnq93uV8giB4nEZRp9O5/Fyj0TT5rKWb6I8//oiwsDCMGTMGANCvXz/069cPgwcPxqxZs1BWVqZklGppmc2Vh8ifODYs+ypQyhdYkSYiIqL2qKmpQUlJCbp37+6yDmWxWJCfn48ePXp0eCYdIn/k+LvojLp3e4Kegu3ZoL3BQ4GEGaW8o7KyEtXV1ejWrZuvi0JEfqorXyO7ktraWhQVFaFHjx5dqp2YqCsRBAHZ2dno1q1bs+9n/ZVjRqn23pdEUUR2djbi4uIQEhLS3qJRAAvk3wRRS4K7NVqlgqgJ7dT/PA2Sakyn0+Gpp55Camoqli1bBkDKHmU2m52yR6WlpaGqqgq9e/du1/pkffv2RVZWFqqrq5XPTp061ez0Z86cwbffftuk12t4eDh0Oh1CQ0ObzNOvXz+cPHlS+VsQBKSmpnqh9EQdyx8ySvkCG3iIiNqG108iyYIFC7B48WKcOXPG5fe//fYbli5dymcCInRORikZM0p1reAfb25rsO+rlsyfPx+LFi1CaWmpr4tCREQ+tHnzZixZssTjkT6IKHDs27cPS5cuxcqVKzt0PR2dUaq9jhw5giVLlmDx4sVeWyYFJvk3sWrVKl8XhcirgjtQKkANGjQI119/Pb766isUFRWhd+/euOSSS/Cf//wHJ06cwPHjxzFnzhwMGzYM/fr188o6L7roIiQkJODNN99Eeno6fv31V6xcubLZoJBbb70VOTk5eOGFF3D48GHk5uZi586deP3113HzzTcrEaUhISE4e/YszGYzbrzxRpw8eRKLFi1CRkYG/ve//yE/P98r5SfqSJ350sKfdOVGcCIiImq/2tpaAGg2EMpsNjv9n6irCYRhvRkoFfi8mVGKgMLCQl8XgYj8FK+XXUNlZaXT/4ko+Bw5cgQAkJ2d3Wnr9NY9xDGjVHsdP34cAFBcXOy1ZVJgOnToEAAgKyvLxyUh8i4GSvmpqVOnQqvVYt68eQCAf/3rX+jevTtmzpyJf/7zn+jbty9mz57ttfWp1Wq88sorKCoqwtSpU/Hll19iwoQJzQ6N16NHD3zwwQdQq9V44YUXcN9992Hu3LkYN24cHn74YWW6W265BR9//DG++OIL9OjRA//3f/+HjRs3YurUqSgpKcEll1zitW0g6ijMKEVERJ7g9ZPIWWv1J/5miDqnc0Zbgp7kcgXb77QrdYZp7zCDwXbsiYiI2iNYg8iJqEFnvQPqiM4b3hx6j0jGc4mCldbXBejqmktZGBkZie+//97p7+eff97ltBdeeCE2b94MAEhMTFT+DcDp343X5ThfaWkp8vLy8P777ztNHxMT02zZ+/Xrh1deecXpM51OB6vVqvw9depUTJ06Vfn74osvxueff97sMomIiIiIKLg018jIlwzU1TkGsPhroFSw/k6DbXta4s3h9rrSfmtOV+o8RURETQVr3YiIgoM3nytZ7yWiYMeMUqT497//jdWrVyMvLw/79u3DihUrcPXVV/u6WEQ+15V6GxMRERF1Fr5koK6uswNQGCjlWjBvG+DdjFLBvq/cwRdGRERdm3xfZXsxUfDyRUYpb2k2o5RoR8zh+xF5Ypbby2K9l2R8DqRgxUApAgBER0fjhRdewPfff4/77rsPb7zxBm6++WbcfPPNvi4akc911UpAS9udk5ODxYsXIy8vrxNLRERERG117NgxLFmyBNXV1Z2+bmaUInLN8dz394xSwaa9wUOBhIFS/u/48eM+u0dT4Pjjjz+wYsUKp0z+5F8C8Rppt9uxatUq7Nmzx9dFCRjycfb3QKnNmzfjl19+CcjzksjXWgoQKi4uxuLFi5GRkdHu9XREPdtut7tcprY6FSHFGxCW9y205hNuLSsYAqVOnz6NJUuWoLKy0tdFIS84cOAAli9fDlXhVnTbMRyGonW+LhIFOAZKkWL06NH47LPPsG7dOixevBh33313UNwIidqrKzWiO2ppW0+dOoXs7GycOnWqE0tERBQYutK9ggLHzz//jKysLGzfvr3T191aoBRRV+WrABRmlOq6wT/tDZTqqjp6H6xZswZZWVn47bffOnQ9FNgOHDiAtLQ0FBQU+Loo1IxAvF6eOHECZ86cwdatW31dlIAhtxP78/EWBAF//PEHjh49ivLycl8XhyjgtPReNDU1FdnZ2Thxwr1go5Z0ZkYptaVI+bexYJVbywqG98Pff/89srKysHHjRl8Xhbxg48aNSE9PR7ej90JjKUDskQd8XSQKcAyUIiJqBRvRm/L3XlNERETkWl1dna+LoAjWAAyitujMoffaMk9r86phh8pmBgLk99yVOsMwo1T7Oe7Djnxh5E/3aPI/coYItseQNzm+UCf3BMLQe12pnkPUEVqq73nzGtAR9ezmrutqS6Hyb2P+KkD032tYRzCbzb4uQkDzr3uJCDVYfyHvYKAUEVEr2DDcVKCkmSYi8gXeK8if+aJHIIfeI3ItkIbea2meWEMpXrngYyRtS0bswTsCotG9Kz3jtXdbu9K+ak5nBUoFQ6996jiBkMWmq+Ox6RoC4Rmms+5bRMHKnUApb18DOnroPY21IVBKW5cNTW3rQwcG0/XDcb9QYIs3lDr9rbJxWEVqu6AKlOILewJ4HpD3ddVzyp2MUv7cKEBERET+LRBeMhB1pM4OQOmoQKn+4dkwaqVMOIay7TDmLW1HKTtHVwr+YUap9uusNoFgehlF3hcIWWwo8PC647lA6DzKQCmijuPNa0BHZ5RyHnqv0Gk6x6H4mhNM14+u+hzjLf60/waYspz+1pmP+6gkFAyCJlAqNDQUlZWVfl1BpY4nCAIqKysRGhrq66JQkPKnCkFHa2lbPX0gKC0tRX5+vlfKRb4hCALS09M5HEQjlZWVyMnJ8XUxKACoa3MQmvU5wtPfh6Y229fFoS7MVUNXdXU1srKyOqye01pGKaKOUFlZiexs/77eBktGKZOu2unviDOvwZi3HNFH/h+MuUsA0f9677YneCg7OxuVlZ71WhVFEZmZmaipqfFoPm9goFP7tfeFs9lsdut6FEwvo8j73O2wxmd33wnEayyvO54LhM6jjmXjMQ48NTU1yMjI8OtzLNh1VkapjjjGzWVOahwYpbaWeH3dvlBVVYWsrKxWp/Mko1RZWZlfv8uS63q1tbW+LkqHstvtSEtLg8Vicfq8b7jzuxht1bHOLBYFGa2vC+AtWq0WYWFhHGfUx/R6fZOLVmcLCwuDVhs0pzb5ga46rrs72+ru/liwYAEA4OGHH0Z4eHi7ykW+sW/fPmzduhUJCQm49957fV0cvzF//nwAwL333ouEhAQfl4b8ligi9vC90FWdAACY0t5FydD5qIu91scFo67IVYPfJ598ApvNhkmTJqF///6dsk5HXal+RZ1Hvkffc8896Natm49L45qvnjO8HSgVoZPaYcw9H4ahZDN01acQfeIJAICx6BdorMUw957ejhL7j9zcXCxevBgAMHPmTLfnO3XqFH788UcYjUZMn965+4IZpdqvvds9b948AMCdd96J7t27NzudWh00/VmpA7j7YlZ+dk9MTMTdd9/dGUWjel31GtnVBFpGKQo8n3/+OWpqanDjjTciOTnZ18Xpklpqw/BmZuyOqGc3O/Reo4xSmiDJKPXzzz8jPT0d9913H+Lj45udzpNAqc8++wwA8NBDD8FkMrW7jN525swZrF69Gueffz7GjRvXKev0RR1n586d2L17N/r06YO//vWvyudROqnTks3QE9q6LOjMDJSitguqaBKtVouIiAhfF6PLUqlUSEpKQm5uLh8MKah01YZhdzJKebo/ysvLGSgVoI4ePQoAKCgo8HFJ/FNOTg4DpahZ+rJtSpCUNTQZuuqTMBb+xEAp8glXDV1yavazZ892SKBUczj0HnWGnJwcvw2UCpqMUlopo5Q9pAfKBr2DuD8mQoWGhmhNbUZbituh2vqMl52djRBNLULUFilTlkrj1nynT58GgIDMKNVVn4cdeev3mZ2d3WKgVCC8jCLfkV/wtfY7PHLkCAAgLy+vw8tEgY/XHc8FwjCYXbXTb7CQ64upqakMlPIRd66N3v5tdfjQe1YpMErQRkFtK4PaWuyV9fmanDzFbDa3GCjVlmt2SUmJXwZKydtcXV3dypSB7eDBgwCA9PR0p8/D6zNa18VcDW3u19BVHu70slHwYFclIqJWyJWoC6NP4KLc+5GwezR05Xt9XKqO11LlvK0pZvlwTsGKjYvUkrCszwEAVd2nwNzrYQCAuo5Bh+R/fDX0HusH1FX5KgDFk3W5U+836aoAAHZ9PKwRF6J0yAcw9/h/qOwzAwCgsvtfA25bXyAaxSK8OGw+nh/2KeL3jgcEW+sz+Vh7zy1eo733wrm1ZwY+U1BL3K038TfrO9z3XUMgDL3HQCmi9gnOofekjFLWsMHS324ESgVC3dTd+pE/B7d6qqu0pTV3zMK0UjBpbex1AACd+ahftjlQYGCgFBFRK+QKx9jEPQiznYW25iwiT/8bEIOncuUpTypjwV5hIyJqSUjhGhiL1wIAqnpMgWCQsppoLP471j0FN1cNXedHncLkvr9AJXRuppOu0rhDvuXPjbudHSjVURmlIuoDpQS9lF2zNuEmVJz7Cuz1f/tjo2Vb93eC/SD0aik4Sld1HIbS3zp0fd7AjFLt59hI356XLC0NradR2ZCoPgV1HeuI1JQoim6fe4H4O1VZSxC7/1ZEpLyIkMKfEJY5HwjA7WhVF25HDEb+/FtjoFRw8OfnmK6so35THZpRShSVofZsYVKWMrUluAKlWqsneTL0nr/rKm1pro6pCiLC6wOlrKbzYdcnQgU7dJUHoS/dhrCsT4OzDkkdhoFSREStkCocImIM5cpnevNhhBSu8V2hOoG3ht4L9gpbVxFMvS46QiA8OFLnM2pqEHViJgDA3PNh2MLOVV4aqxkoRT7i6np1Q49tGBl7DD1VnZuuuqs07pBvBco92l+H3nOHqT71vV3vPNSBqAkFAKjsVV5dnze0NfgnSjjt9Lcxf7nH6+ts7X1Zymu0936fLV2PxibuwfW6OUjceRFCsxd6ZX0UPDwJ1guk36y6Lg9hWZ8i+vgTMJTvQnjWp4g5+hAiU1+GoXi9r4vnsZb2vb5sJ5K2DuDvOwgEwtB7DHImap+W6mzuBua4oyN+q64CglS2CqhECwDAKgdKBcnQe+4eh7YESvnr9dOb56A/c7V9oZpaqFX126+LgSVyBADAULIFcQfvQGTKi9CX7+7UclJgY6AUEVErBEGAUVMHo0aqTJp7PggAMBb+4Mti+ZQnlTE+nAcHT4/d/v37sWTJEtTV1XVQifxLR76EraiowLfffouTJ0922DqoY4yIOQG1vQLW0GRU9P8XAEDQJwIANNYSQLD4snjkpszMTHzzzTfIz28Ibtu6dStWr14dFPc1lb0asYYyAEAEcjpmHRx6j3yotXt0SUkJvvnmG6SmpnZSiRr4KqNUW+Zpbl692oqQ+uckOaOUMq8mDACg9iCj1KFDh7BkyRLU1HRshru2Bg9F2U8BADbmjgQAGIt+gcpW4d3CeRkzSrWft/ZBS9ej/uHZyr8NJb+2eR1dXU1NDZYsWYLDhzs3+LujeXLNCpTfqa7iAOL3XofIlBcRUrKpyffhWZ96vMy9e/di6dKlsFqt3iiix1zt+yNHjmDx4sWIO/BXqEQLok4/54OSNS9QAsr9SSAMvRdMmVPaK5Cf3QPh97l7924sX7486M45Xwy91xEZpWRqqzTsnqAJhz2kR/1n7csoVVpaim+++QYpKSltLKl3dOTQe60tMzc3F9988w2ys7NbnM7bfNGW5i/X0LD6Tlq1Yii+WbwchcI5AABTxofKNDrzUZ+UjQITA6WIiNwQo5eySVnU0bBEXQ4A0NRm+rJIHa6lyo8nDwT+Uomi9vH0OG7atAlZWVnYv39/B5Wo60hPT0dOTg6OHTvm66KQhy6OlR7MqrvfDah1AABBFw1RJf1bbSn0WdnIfUuXLkVubi5WrFihfHbgwAGkpKSgtLTUhyXzXJi2GkPU66CyVUFbdRoqmxnaqlNQ17d9RajyOrU8wd77jQLDmTNnkJubixMnTnT6uh3rV535e/Dm0HsmrZQtqs6uhagJd563PlDKk4xS69evR1ZWFnbv7theoG16KWGvhcmeBgDYWXQBrKEDoRJqYSz8yaP1dTZvZpTqqs923toHLQ29l2hseFml9vPgO3+2c+dOZGVlYd26db4uilcFY6BUeMaH0FhLIGijAADVCZNQPPRzlA2cAxEaGMq2Q1vlWWehX3/9FZmZmTh06FAHlLht1q5di5xs/20/dHwJHijnjq8FQkYpDr0nEUURe/bsQUpKCvLyOvdZ1xsCIVDqwIEDSE9PR2FhcLVvuZNRypu/rWh9BS4NWYXIk08jdv9fEXnynzAUb4DKWubxsuSgtSviD+DSnJuQsOsKRB9/EgAg6OMg6OIAQBmKryUt7YdffvkFubm5WL16tcdl9CZ3r8nuHi9P6v1ye+HixYvdWra3dJVOh66OabhWCpSqqDMgNzcXq7YVNJlGaz7e4WWj4KH1dQGIiPydIAjKsHs1miTYQnoCADQ1Gb4sVodwtyLY1qH3gr3yFszaeux81ZMzmARCIxw11S2kCL3CCiCqdKhJmNTwhUoFuz4e2rocaCz5EOp7cpH7VNZSRJx5DbWx16Eublynrdcxu0kg9CJ25f7+P2CANht1h1OhL98DW+gAVCfeqXwfqcpD076H7ceMUuRLrb1g8GXael9llPJqoJROCoKqtIUBjfa1oDECAFR2z7NDWSydl3XR3f2hMx+FGnZUWkNRajGhJvGv0J15Dca85ahOurP1BfgIM0q1n7deODd3PTJqahChawgoVNvK27yOri5YMxoHY9CDuv7lb9nA12A1DYfd0B1QS68qjPmrYSjfCV3lEdjqhwjyhL9lNukd1hCgIWgifFiSlomiKF2nRBEqWxlEXbSvi+SXAmHIo2C8ZrSF47WgpWBlartA+D20RWcFSsnLmNhzC4YZUoBc6XND+U6E5X4NuzYaBZfugKh1/94hn/cXxRyHXigDasuA2jQAQG3seAj6WACA2loCiGKTZzh3dXQGYHd5u13Jk+W4yt7VmbpiRqlwrXTeVVpDAQAZ1Ymo6PcMwrI+hcYqBf/pqtjZnNzH2gERUStEUUSsQerRWavpBntIbwCAxlYKlc3sy6J1qCRtCuL+uAn6sl3NTuPOQ1CwPSh1Vf5SGfYnjvukI3t5MVAqMHULKQEAWE0XQNDHOH0n6LsBADR1TXu9UOvCcr5CWO43iD3yAMIyP/FJGQIxwKd3WA4GmKR04Iby36GCCF11CiLPvKpME6nOlxrKOkkg7kcKDJ7co315Hjre2zvjPt+WbWwtMFQJlLKGNV1fGzJKNV5vR2nL8nVVUtaxrOoEACpUJ0yCCBUM5bugqziAkMKfobK6DnDx5XXOm4FSroQUroEp9TVADN66ant+q+5cjxyzSQHw++EcqfMFY0YplSBlBBDVobAbeytBUgAg6CKdpvF42X6WhWVI5Bnl32p7BdCGAOKOokEtHk/+Bv9vwCpoKw4CAEJzvkDS9qEwnX2rfQsXRcQcvAtxf9wECMHTiS4Q2mYCoYydwTHwXqfT+bAkbeNv1zJXgvWZvjMDpULUdRgceRYAUBN3PcqS30RV4mQA0vunkKL1Hi1TDt4x1A+PXtn7cZQN/C8KLl6PinNegKCTAqVUogUqe8vvtrriORgInUT8tVydwVQ/9F6VzVj/iQrmPo8h/4qDyB/1GwBAV3USEHwbxEaBg4FSREStEAQB0Xo5o1QiRK1JSQ0ebMPviaKIAeEZuLffj7jF9C70FXsRceY/Lqdz/H9ryyQKRp3V8MRAqcBk1Ei92QVdVJPv7AYpUEptye/MIgUNQ/Em5d9h2Z/7pAyB+Lu8ptu+VqcxqKqlXoVe0JZAFSJv8eSc8mWGuLY2wqrrChCROhuG4g3Q1KRDV+HeUMdOdXjBAthrPZvHhYj6hkq5R6fTvBrps7YESnX08Whp36usJQgp+B7aqtNOn6utUjBLRX1QmBDSHXUxYwAA8X/cgJijDyLi7H9bXV9n82Zjf+P51ZZCxBydClPmXOgrWr/PBKr2ZOZwp66QGCKdW5WoryPaKj1aBzUI1jpFUAZK2esDpTTevX/4kqt9r1HZMSruqPNnfvQcGGU9iT7heRgSdRYJh26F1nwc4fWdUUzpbyOk4Ps2L1tlK0NI6a/QV+yFofRXbxXZ5wIhg04gvOjvDMGaZdCfMFCqfURRxHlRqdCp7SixJ6L0vE9QnXQnyge9hco+MwAAIW4M8+1IziilV0sBqrVx16G6+z2whQ+R1qkxQlBL91l1K8PvtTQ8q78cc2+3z/nLdrUkWH937girH3rPbGtaf7Qb+0JQh0Il1EJbc7azi0YBioFSRAEgIyMDZnPwZi7yZ5mZmaisrERMfUapGnUiAMAW0gtAxwZKlZSUIDc3t8OW74ooiri51xZcGHNK+UxXeaBJz6+2DNfh6XzkX3jsmvLGA1htbS3OnDnT4rL8ufGNmhciB0q5GFpB0CcA8K8Gcr9kr0Xs/lsRfXQa1HXS/VBlLXV6Eauyd/6LRMfrYSD9PnuGShnMCsRzAQB1kZeibGDDC31BlBrAtNWpXlmfO4FSXblxhzqWJ79NbwZKlZWVITs72+3p21JP1pqPI2HPGIRn/g8xRx5C/J5rEbf/ZreGBZfXoYYN8XuuRcKeMa1myHV76L2WMkoJNW5nGxoSmYrbeq+DRmw9iKs18rOcK83te2PeUiRtPx8xx/6O6KMPoaKiApmZ0jOfHEgq914VRRFlg96GNWyIMr+mNqvd5XYkCALOnDmD2tq274+WAiwyMzNRUdFy9qJmz1NRRHjGR8qf9rpynDlzxitDbxcXFyM/33/qSe15pnVn2J9Eo/SSqggDAdTXb7yYoUs+j/xliBR/1tJ1oy0EQcDZs2fbve8dzyNPzsG8vDyUlHgnCN7b5GFZs3JLmlw3GjIStm2/+VMGjAuiTyFCV4UqIaqhLbGubW19WVlZrV6zPRVibxgWUC3UIeboQ9DUpiufheYta/Oy1dbShvUUrWvzcvyJKIoBESjFofckjteWQN0PoigiPT29xXdD2dnZKCsr67xCOfDGM73NZkNqamqnDr3dGncChLx1Tg2LljpnnLaMcBoGryb+BgBASMkWj0Y1UTJK1QdKiZrwJtM0DL9X3OQ7R477wV+vee09HhaLBWfOnFH2WyC8y/JF501/2BeiKCpD75lddNSCSg1b+CAAgLbquMfLl9/TNDeEs9Vq9drzLvkPBkoR+bm0tDQsW7YM8+bN83VRupysrCwsXboU69atQ4xDRikAsNc3bmhrW38h0VYrVqzA4sWLO70xM0ovNQqW2KQX+SrRBn3FH07TeFIZ84dKFLVfW4+jPzVQeptjpbmt27l9+3asWrUKp06danaaQGiEo6aMWilQStQ2DZSy1w+9p+bQey3SVZ2EoXwXjIU/IH7fjVDZq2Eo3QoVBAj1L0/U9rYNx9EenT1UljeI9holO+Z2YRoq+v0TZYPeQXXS3TD3+Bv2lyQjtbInAEBfts0r6/SkjsC6Anmb4/nXmUPvffbZZ1i8eDGKilrumdt43YD715OIM69BbSsDAKjEOqiFaqhEGwylW90uZ3L4KehqUqGtzUBo7iK3ythsoJRWCpSqaClQCiJUgnuBPv/vnNW4NP4ILtB61nO6MflZbv78+S6/d/UC0VC8AdEnZiifa6tT8cknn2Dp0qXIyclRXiRU1fdeFUURgj4eRcO/Q3XCTQAAleA6c0Fbz6/Tp09j1apV2Lat7dfm5hr7s7OzsXTpUnzyScvD2DrOE6XKRuz+W5C4bQiStvZHeFbD/j20fzdWrVqF9es9Gx7ElYULF2LRokV+E9jjrYxS8vVIZatA7B83I3b/LYg49S+MjD0GAChUSQ37KohQeTGrVEpKSrvPo0DRnmt5a9eNtjhz5gxWrlyJrVvdv0a70taMUl9//TU+/9w3GVhbIw+rt37zDqxb5xxEI8qZLtqYUcpX7RCujs3IWCmb1DHrlbCHSPVtTV1ek+lak5OTgyVLlrR6zfaUUZCCUg+VngObLg7amjNQoWE72lJWmWOm2pCitYDo+sVjIAmEF+gAA6VkjoE3gbgfVCoV8vPzsXz5cqxdu9blNGazGUuWLMF3333XuYWr542AjU2bNuG7777Dzz//7K1itVtLgVLe7GgjiiKi9VIAbL6tt9N3trBBsIX0gkqsg67SvQzCQEN7tTz0nvxM5kgefq+1jOItBUr5y2+qve1yP/74I1atWqXU1fxlu1rSVdvSBEFAuK75jFIAYK/vnKy2lXu8/JUrV2LVqlXYvXu3y+8PHDiAVatW4cCBAx4vm/wXA6WI/FxGRscF4lDLsrLk3sAiouuDh2rU0o3WbpQqru703G6rqqoqCILguvdwB1WCRLsFofUv95eVPa40+DdOkd3Wofe6WuUtmLT12CUK+5Gw+0p023ERQrO/8HKpfMsb53NVldTw21LPsEAc4oscMkppTU2+E+qH3mNGqZY5DrWhseTBWLAaIfXD7tXE/0WaRqjt9HHnA7HRWVN9FmoVUGMzoEoVD3OfJ6S6jEqFinNfxaKzN+BwmZRpKiLtLSTsvAShWZ+3q77BjFLkS54ESnXEfTYvz72Xip7Wk3UVfyCkZBNEaFB04XLYdTHKd4bS7W6vb0T0YeWz8MxPoK1KaTVrR/ND77WQUUodovxb5UZgq8rWcN1P0jQfRO4OOQtUc1zte0OpFERSG321VB7YoVVJ95js7GwlM4ZjRikAELVhqI2fKM0juN7Otl7n5Lqi/P+2aO7czsrKQreQYiRHpLUYvO1Y9ksNK2Ao3w21rRwq0aIM2wEA+dnS8AbHj3vee7e59Xkzs097eDtQyljwAwwVe2Ao343wnC9h0FiRWdUNGaorlN+N2ua9rDHy+VNd3fkB5oGktetGW3jjNwx4dr8IlHqVfF+wCDqcOHHC6buGjFKBHyjV3VgIAMiwDYXdkASgbRmlcnJy2le4ZsgZpTKrElHQvyHbbG3stQDaN1y8Y0YpjbXIrbqKvwuUTjOB+MzaERyH3gvU/SC3FzZ3D6+uroYoij4LLvfGM/3hw9KzSUpKilfK5G3NBQh5K1DKoJYCmiyCwflLlQqCPh6AZ50EbTYb1LBDp5YCpgQXQ9zKgVKaVjJKOc3j54FSbb0mnz0rPcMcOnQIgP9sV0t80ZbmD/tFyiglB0oZXU+jlodv9vy5Rx7d5+jRoy6/d+c9DgUeBkoRETVDblgxqC0waOrHdFZLLyMaht7z7tAKjpqt8Ag2xB68HfG/j4Gu4g+obJUIy/oUakv706nLvQgEUYUawYi6+pcEhhLn3o9tDZTy50YEallbKsPdjQW4XHgH2poz0FjyEZa9oANK5jveOJ/d+S0xUCowhcg9t1xklBK0UQC8+wIsGDV+MRKa/QUMJZsBALUJf2l2uo4WiI3OmippOL3CuiioVK4fAbcXXoADtWMAANq6LESmvor4feMRt+/GNvX+ZkYp8qW2DBPt6/PQnd9MWI6U/amm2y2wRF2Ggkt2oPj8rwAA+rIdrQY3iqIIk7YKA01nAAB2bTQ0ljwk7LkaidsGIaRwjcflMtX36KywNQ2UgkqtBNK4c612TI8fo86G1nyizc84rR1PV9dytUXKBGaJHg0R9QEt9YHPdrsdaov0IkFulHVahkbeTtcvqdp6fnnrBYyrf0ciC/887ws8dO5KxO+7vtmh3uR5ehjz0Vt7FCLUKLpwJfIv/R15o4+gNvY6AIBe3Xzgsq58H2IO3gVNdesvwPyxo423AqXkeUOKpIwJdl0cqmLGY39JMuadvhWiJhRCfd1R1YZe0M3pShlqXR4fwQJ9+R7oKg60eJ3siPPNW89yngy95+p7f/ktKUQB6vpMgxZB2+RrIUADpRpTW4oRrquBIAJlQhLseilQSt2GQKmOOoYhdikQqsQSgZqoq1HR75+whfRBZe/HAdS/RBfaNhyW2lbq9HdrWSwDQaC0ccpli9ZXIKxqj49L4zvBkFFKEASoIGJ0xFpEpM5GePp7iDj9AiDUD6vm42eZYK1juJNJyVv1dH39eyeraGj6vVp67vBkKFqbzaYsE2gmo5Q89J6l5UzIXWHoPZk8RLY/Pos05uvfva8IguDQUct1RilRI/9m2t5BpLn92lX3e7BjoBQRUTPkiqB8862162GH1LvTbuwLANBVn+6w9Te+8YZqajDt3GWI238TDGU7oKs+hbj9f0W3XZcgMuVFmNLeavc6VRapp5vU+K9GXfSVAABd5UGorGVNyubp0HusRASuthy7PyX+Di3qYA0/D4A0fIk3h5DwNW8ES7iTrpmBUoHJ2EJGqfb2kO4q5Kwc1rBBEFV66M2HobEWQ9CEoy7qcogqnTSdvXN78gRKL2JH2mopUKqgNqaFF0cq/FY1CfmjfoOoDpHSu5uPQl+5H2qL58NEMqMU+ZInv01fNu57VE8WRRhKpCyvNd1ukT7SmlAXfQUEdQg01iJoq062us4RscehUYmwRFyE4uGrUBsjBUiqRBtCijc0W8Zmh95rtaHS/UApnbmh56ZeVYuEvX9C4o7zEZE6u9V5vUFTf62z67spgc5OgVL1nUqqrE0DpQRNyz1X21tXbM/52dx5lmjfp/xbY8lrNjBHnueKhIMAgJqEm2GJugT2kB6A2qC8wNGprS7nB4D4/RMRUvorIlNeanN5fak99f7GAS4qW4WSvaz4wuXIH/gRFp29ATX2EOmFaP25p7Z777nJm0PEBKKI1NmI238z4v+4AVHHH202KLAjeGvft3XoPb3agjv6rEXM4SlOWft8zXE4Vouga/J9a8GnrS7fTzJKyfflEkskrKLOIaNU24ez8zY5o1SJJQKiKMLc5wkUXLoD1oiLIKr0AABNfVuhp+T7pjVMGlY0pGhtwA8/HyjPf9K5KOLf53+K5Mxp0JpdZ8cIdlarQ7BIAN4D5UCpvmE5uCJyM8Iz/4eIs68jPPszhBT9AsD3z9TeXL9ebUX0kf+H6KN/h67yULuX1x4tBQh5u14lZ5SqE/RNvlPuh4J790NRFCEIAkLq6+UCdIC66XIbht5zP6NU4+31l99Ua+egHACl/F1X4LJ+0ZZAKV/XN7pcRinBroz8U2qJdD2NxvPgwibLaGZb+Y4mODFQisjP+cMNqKtqHChV4TCchMV0AQBAW3PGK5mcGhNFsUmFZ0jkGZwbkQl95YGGMop1yni7hpKN7V6v3IugymaUKtYh3WENPQcqCDCU7XAqn+P/WxKImTeoqbYcu0Sj9LBV0f9Z2Aw9oIIIXeXhVuYKHN44t+UXJy1VsLv6i41A1TD0nouMUq28TCWJnFrcbuiBqh73KZ9bIkcBar0ScOZJCnJvC5SHYzlQqrA2usXpRFGEPbQ/Kvo97fS5ug0v1jzNOknkTZ4ENHbEfdbdZXnSCKutPg2NJQ+iOgR1kSMbvlAbYA0/v36algOlREHAxbHSi7LqxDtgCzsXJcMWoXTQuwAATU16s2V0WT5RUDJKuRp6D3AMDm79Wq1r5iVeaPYX7WrodFkuF/tefhYS9PEQtFLDq1ErvcwXBEF5kVDVYkapjglEaM/52dx5Fmd3rpdrmulRLs/T3Si93K6Nv8H5+/rG6OYySjkG8LmTkdkfs3W42oeamjTE7R2PmEP3IDxjLvTNDCnV+JnBULoNKtEKq3EAbGHnNgksFjVSkL03M48Ga7YHV1z9Vgzlu5R/hxZ8h/CMj9ye11vl8UVGKRUEPHTuSoyKOwpjyQaEp7/XrjJ4k+M9wdpioJT711R3gvQ7m7ZaGkY2v0Z6IS3UB0ppa5veb31CsMBgl679pXWRzuepSgV7/ZDxbcmABTQMvVcXdQUspuFSULYX2i59KVA6zQiCgF6hDQF5OvMxH5bGd4Jh6D1BEDAkKrXJ5zrzEeV7x/93Nm8GbIyMPQJj0S8wFn6P+H3XI/row4DQfMbSztJadpl2LVuwwaCRtrHJ0HvwPKOUIAj1Waqk4CubKsTldHZdHADPAqX8ceg9x3dozf0GHAOlNJVH0W33ZYg9cBsaZ07XaDTKMt3VlQKl/IGqLg9atR12UYVyS7jLaZSh99wMLnS5DAZKdSkMlCK/VV1djW+++UYZG5aoszUESkmZKhwDpURdNKyh5wIAdBV7vb5uV43DMYaGhlJBE46tIa9DEBsu43ZDj3avVx6X2uzQI7xh+L1fm5TP05egvqpE5OTk4KuvvkJWVscNldjV1dTU4JtvvsGBAwcAAGoIiDNIjWK20HNgrQ8u9HWPIG/yRgOZOy9nA/nh55dffsGaNU2H8Ql0mZmZ+Oqrr5Sxy12RM1Bs230Yv/76q9N3/pBRavv27Vi2bFmTly6rV6/Gxo3+0Xgtv0ARNWGo6PcMbPX3ueLwP2HRokWw1Pe2a2tGqXXr1uGHH37w+LcVKI3jspDCn2EqWgkAKKyLbrEhR94X1UmTlWyAAJBx5ggWLVqEsrIyt9fbkRmlDh06hG+++QbV1Qw2JNccr22t6cgX461x93qyc+dOHN8kveBOq+qFnHznoWyUoRMcMsC6EoWzSDIWwypoUZMwUfncFjoAAKCtSWsyT0u/U7W1DBqVVG6zreWMUo5BrUeOHMHXX38Ns9n5+i0HSi1Lvxabqu9F3mX7YTN0h1qoVoZedVdrx8Bxf8fVbEFEyovQ1L8ItuvjlUBn+X6ustdAXd/YKg+95xQ848OMUoIgYOXKldi6dWuz3zcph2BFjP2403Rqa/OBUiqI6GaUM4MMdP6+lYxSobnfNqzDUgR4kA3Hnf1WUlKCRYsW4dSpU81OI++jxnUydzXZh/ZaRB1+CHrzEYSUbEbEmdcQe/BOZXjGlubV1OUAAGzhQ5p8L2WUkoL0OmLovUB8nvCU4zauX78e369eBW39kI/mHv8PAGAsWN3p5WnvvvekXUWetkdoIfqF5yifh2fNg6FonVc7a7RWJ0tJScGiRYtQUuLcwVB+4WsVtMpQp44aOkS4/7zU+LfkC42Ps66qPlCqNhYlJSX4dr009K3OfNRlZiW73Y7ly5dj27ZtHV7WnJwcfL/4I6ggwCpoUGkLVcovP+/WQupkobHkt2kdcqCUoIuGJeJCaVnVZ2G1WrFkyRL8/vvv7d8QH/LnZ0FBEDA8piFQWd3B2d3tdjuWLl2KHTt2tD5xJwqWofeGRErXjpLBH6Fs4BwAUDqi+voe7631qyBidMIBAIAlfBhEaGAs/BGG0rbV3bypuYxS8v/Xr1+P77//vtl9sHPnTixduhQ2W9OgL7VDMIdFdJVRqj5Qys2gD3kdhvp6uV1ldDmdoI+R1u+i7uo0XSvPq0ZNDVTw3bXQnecGx0CpiLOvQyXUQl+5HxGpr0Bd13B/k+sOgZBRSubO727Tpk347rvvAvIa2JiuLhsAUGaJgNBMeEtrz+XtEQz7kJrqsEApq9WKmTNn4ujRhh6BBQUFePXVV3HvvfdixowZOHjwYEetnoLAzp07kZubi/Xr1/u6KD7Fi6/vuMoo5Xg8LBEXAwD0FfuaztxOrhqzY/RSQ6kl/HwUX7AYq7fn4df84cp0bW24cCSnxTY7NJDIw+8ZC3+Epj4jRaAFSi1duhQFBQVYsmSJT9YfDFo71rt370Zubq4SYBFjKIdWLcAGPeyG7rCahgGAU0a0QOfpS5yWltHSbyNQe4DX1dXh6NGjOH78eJMXoYFOvqYsX7682WlC6ntvpWWXYu9e54BafwiU2rVrF2yFe2E7+ApUNun4FBYWIiUlBQcOHIC6JgshRWt9Vj6gYf8ImlBAY0TRRT+idPBcrDoQjvz8fJRW2eun8/z8stvtOHz4ME6dOoXycs9eRAZSoJTKVoXoY9OUv/Nq4lqcXgne1Eag8OJ1sIYmAwCy008gPz8fGRkZbq+7teuipjoVl0btxMjYo1CJzQ/X5Mr69euRm5vrdw3x5D88yfrYEb0CvZ1R6tChQ4itz/5zpDgJy5Ytc/pe0EovMuUXks2JhpTB4oy5hzK0HADYQ/oCkIZfg73WaZ4WA6Xqh6qrsoXALmpcrtNVQ+WxY8eQl5fX5JqirX+hnFrZEycsl0IwJKA2/i8AgJijU2EoWtfi9nlC3p5LYg/jvJKXEJ71KdR2qWOKoI+HKGeUqg+U0onSvUKAVhkWw+n4OfZcdbGv2ltXbGn+jIwMnD17Fnv27GlxGY7/1lUeghY1qLKF4Ky5O4CGjFqu5o/Wl0OvtsEmamE39nH+vqWMUqKIkMKflT81tlKoW3lu9fT5MSMjA/n5+Th+/Hiz02RmZuLs2bNN6mTuciyH1laGuIN3wFAttXfuLJQyuqlgh6a26X2y8TaorfXnUv051vh6Jf82mVGq/Q4dOoTSzH1QCXUQ1CGo6vEAAEiBU0LTukdHtL956x7TlqH3eodJwZ8ny/ugKmY8VKINsUceQOJvyQjN+bpd5ZHJdbLt211nVDtxQqpDnj171ulzZYhtFy+FgbY9LzkGSftLoJR8X8uriUVxcTHO5NYgo0rK0pS4czhi/7gZEBoCOc6ePYv09HTs3r27w8u6dOlSiGbpuJRaIgColPKvWLECBQUFSM2V6gSauvYHStlDpHuHtjYNhw4dQlZWFn777bd2bkXnC5RnQbvNhguiGwKIW7v3tldhYSEyMzNx+LB/ZZEP9EApADBYs5FoLIFdVKMu5hpYw4cCqM8o5YV2yfbyVh2jf3gWEkJKIWhMKL5wOWoSbwUA6Mv3QFOdgs4cNhdouT7qWD8XRRGHDh3C6dOnmwQFy3bs2IHMzEycOHGiyXdqQbrP2UUVbKK2aTnakFEKAAz1bZLNBkq5mVFKFO04LzIFoZqaJvuhvzEFr1zwP1yX1PH3rOa4Uz+SM0X1MObDWNIw1Hx41qdI2H05TFqpTdHV0Hutnde+rm+487s/ePAgUlNTUVnZvoBZf7iGamqkZ62SuqajN8jkZ9P2jD7QWhY5f77/k+c6JFDKYrHgvffeQ2ZmpvKZKIp44403EBkZif/85z+46qqr8Oabb6KoyHVDDJHjGNJE3hB58p+IOXy/ywYxV5oESlnCnQOl6oe8MGV8KKXr9GIqWJeBUgapQbWq1zRYI6QAqR+zr8I67esAGl5UtIemvhdxpdUhUCrmKljDz4PaVobYw/cBor3NgVK+qlB5klWAXGutAuiYzhoAEkKkh8NKVXdApVaGqwzWoffam1HKnaH3Aq0S7viwGKy/QcdGt8bkofdq7S5SZ8s9pIWaJqmeO9Nfem5Fv4pPEb9nLFT2aodrtIjE3Zcg5sjfoC/b1eIyOpJjRikAEAwJqOl2M6xWaZ/V2aUXK215+G3P0JmB9FtU2SugEqX6yeK0ccivjfVoe0WttO+1otQo58m2t7aPY448iOu7rcfkvmvRX73T7eU64vMCNactmTe8WU9tS6BUa3WByPost/m1MU16I4u6KACA2lbW4voM9cE+5Y2eawRdNASNlLpeW5vpNE+LgVL1L04rmhl2DwAEFy+7XTUwqmxVUNe/OC+3NpSvJuFGZZqYIw9C1UowmLtEUUSErhK39N7k/Dk00v5oNPSezi7tO6s6CqjPfuJy6D2IUAnOwWaOeoXmQlOTCZW1xK16sTvnp6ve6Y5cXY/lYdVTK3sqx6+5QCmgYUjtMns3QOUcFNeQUappOTQ1Z6Cty4Ko0sNm6ClNZ24+oMmxjI3/3Rx3MrS2937huA8HWJZDX7EXdWIo5p68HcszroPFJD2fa1w8kzvWgwVBUDJFCfW/28bHR85mpuqAQKmuoPG2JoZI564t9FzYjX0gaMKgEi3Q1px1NbvXeWt417YMvdc7TBp2K70qEXkD3oa5x98ASEPyGUo2NTt/WzT3G2vuWVau59vQ9FkJaNtQ5f6QUaoxOZtZfm2M8tnRsgHKvw0Ve5RgKqDl52Zv/47tdjui9dJLUylQqmEfyuUot9TfH+ryXCyhdY6BUjZjXwBS9spArsO35zmyM2mFCkTpGzoUubo/eVNHDGXtDY7nmr+VrTmNMzNHWw4AALJre0HURcIaNggiNNBYi6Guy/VpRilvtvnHGcoAAJbIURC1YUoHdVPGB+j2+9UIzfVOgK+7olTZeOa8Bbg07hDsNhsiTr8gDQXY6L2IJ+2drp735MyJdXa9y6SrSkYpN++HSqBUfUYpW7OBUlJGYk0rgVK91Afxt3O+x7/P/wTamjToS7dDWyXd2+7osRxqFTC+e9vac7zBk4xSyRFSp6HamD+hNvoq6TuhFueYspymC4RAKU+uucES3KOtOo0Qs5SwQq63uMKh98hTXg+UysrKwnPPPYf8fOco9aNHjyIvLw8PPfQQevbsiUmTJmHgwIHYtMm7D2ZEwSZQKvF+T7AhLPdrhBRvQEjxhtanh0OglL7p0HtAfcW9vpHcULbDZe/RtnJVIZOH3rOF9HQsJSrs9T0A7FVQ2dqXnUQZes9x6Ay1AcXDvoWo0kFbkwZNXa5HlQJ/yChF7eduNgaZHChlVklDZdnCBgEANLXpgOAcVBWoOmvovUCthIuCgAcGrMZD566AaAuOY+4+UQmUqrE37SUtN/wD7vcK8yb5heo5Jum+pa3LRlj2Qmg0GvQKzcOlcQ0vbnXmI51ePllDoJRzw458f7YIOulvm+cZpdrzIiVQehEDDeeXXR2GPcVSz1N3MtjJ5MAJHWpbnbelZcn/VtlrEHXsUUQdexS66oaXQvGqM24vl8gdbcm84c8Zpex2O8J10jXRbG3a2C3o5IxSZS2uLwTS84Q8dJxCpVKyBGkaDb/XUl1FbZVeulW2ECjVkFGq4TnFVd1GbS0EAFgELSyCTvnOGnERys79j7QM2KGxFLawhQ7rdaPuenW3P6BVO7/cEPSxgErTEChVfz/Xi9K+s6ojnJbRsJ0N+7S5FxkmrRmPDVqMbrsvRfy+GxC/bwIiT/1LetnQSmOsO3XF5rg6z/Rl0guN1MpeyrDrmhaG3utWH2xSYk9s+r2SUarpi++Q+uHbLZEjYYkcAQDQVbUcKOXpfbYzXs46LtskSPWnvba/4oxZeja36xMAwGn4jsblk5cjBzSKzWSUks89b2aUCtTnCW9INErntS1sIKBSwxYmZcvUugjYC5SMUq2Rt6NPfUapjKokQG1AxbmvouS8TwFAGWrUW1rred+YXEe1NZtRyvNAKX9oP3Uqg2CBpv7e5vhC74hDoBTgPOytO0Nke1O4Vtq/lfX3AXkdRqN0Xa+wSs8CGksbA6Vs9YFS2mjY6wOlNDXpEAP4WuQPnUHdYbA5349cDfXoTb4M1mlJ406dgaBxoFSkTcpClFnbW/pQY5TuaZDaa3wZpObNNn+jVjpWgk6qB1kiL3b63pT2rsfL1FSfQcyhe2A6+yZMZ/4DQ/Fmt+cdqPsd8SFluK3PBvQ9dSfCsz+DsfBHaM3Hnba1vdkMNfXBHHLG2saUjFJuBn3IZdOr5YxSIa6nk4dutxQ3+xwCALEqqd5r0Ngw8OQNiDt4OxL2XI3YA39VMukD0rVdaz7e6Z1BPXnul+uElsiLUXLBt8qQzHIGTjnzlONydPZSaCuPNLuP/D2jlJz1DGj/b9R313cRN/b4FQl7rkFU4WIAQHFdZPNTe2Hovdbqtf52r6P28Xqg1LFjx3Deeedh9uzZTp+fOnUK/fv3R0hIw4U5OTkZp0+f9nYRKEj4S+8fX+NF1ztU9oZGRrlRuNV5Whl6zx7aDyVDFyh/q22eDd3TksaVPI3Kjkid1NPLHtLbaVorQiDUR0q3N6tUQ6CU0flhRx8LuyFJmsbD3iqB0ohALXP3JaMsIURqEKusD5QS9PEQNOFQQYS2Jr1jCtnJvNGT0JOXX4H2+9HWZWNoVCqSI9IRWbLK18XpVHq1DRqVdLxq7S4aJdQhEOur4b4Yfk/OhGVxaIjRle+BzlaMR5OX4LY+DQHFKnvzWTE6WuOMUjK58aK2PgitLfuwPQ0EgRQALGc1EdUN56EnL9vFdgRKydP2DM3HSOu7MOavQvTRhxBasAqhBc7XhBh1ltvLdcTnBWqOJ4EW3rrPtmX+Vq8n9d/b7TblZWaVY4cGeV5tFICGF5LNMdQH+5gdssfKbMqQOK7raa4zSkkvgFvKKKU0VAoNDZXyCwXHFwtyNiPpZa3KaX3VPe5TMlF465lLi1pcFncIAJAdcr3yuTwMhTz8mVEjXf8aAqUaGmWdjplKo1xrXTXKiqKIaH2lUj/Q1neyCcv5Egl7rka37efDmN+0vuTOc5e757iyHMECffnvAICUyp5KJ5mWht6TM0oV25OaLr+FjFKGki0AgLqYa5SOE9pWAqUar9vdaVzuB8GC0NxvobW5HgqlLeUwCtJ+qrDHNqzGIAVKaVwMbdQ0UMp56L3G29iRQ+911POEylqC2P23IGlLb8Tv+VObgtg7inzuygFS1rDBAFwH7PlzoJSn7SpGTa3yTJ5Rnais3xbSCwCgqc1pV3laKp+rzxt/L98TbKqGjFLOwaeeD73nb/VydX1gr01Qo9ohQDmvNh6lg95VrgHuBkp1hLD6uoV8H5CPU2io9Hd5/f297UPvSddeQRcDW0gviFBBbTdDJ5RifNIODI4IvM4SgdJpxmB3Pmau7k8dwd/arQJx6L3G51W0EijV0HFaHn5PX3nYp9vlzQxrcmdDUSPVg2yh5zp937gDnTvCMz5CSMlmmNLfgSnjQ0SdnNni9JrqFBhKfgVEEXpVQ2BSaE1DZ0JtbabTvc2T64Cra7w89F6dXedynoaMUu4FSinZYzX1GaXQckYplWiByt58vU0H5+cam7E/RGhgaPR+rdvuy5Gw91ok/H4V0IkdQt1pn5OnkeuE1vpnEmvERQCAPuFSoJR8fERRxMjYo5gxeBGuKbkDCfvGI6TwB5fL9vdAKU8ykvqrc00ZGJO4z+mzljJKtSUraWPMKNW1eD1Qaty4cZgyZQoMBufUuWVlZYiOjnb6LCoqCsXFLaf2I2qPnJwcFBa61+OUgkNJSQmys7MBSBkzUlJSUFtb69TIGFKyEaE5XyP+97EIKfyp2WU1DZQKb3KTrIsbB2vYEADeDZRyJIoiovQVUKukHtaCPt7pe7vdDkEvN8x6FijluI8Ah0ApFy9P7IbuAAB1bQ4DpaiJxhVEudd5pUo6b6BSwWbsDwDQVrvXGGa325GSkoKampYfsLKyspqMAy8IAlJTU1Fd3fZKcWu8GSjlToYXX/1+2nov1Tpki0nI/wims6/DmLsEuvI9gBjcDxRyA49dVMEiaJtOoFK1qfHfWywWC/Rqq1PvL33lIYSZdzfJrCFn+PAFOQW5qHEOCpADpeQed23Zh+35PXkaKNX4elRWVoaMDO9loWyJHCglOLyEamnbm7ysrT9Ptahpdd7mlnVlwh/oLWxD9PFHEdJomJffS6ShimLU2YAoQF+2C5rqs9DUZkFfvqfVdTBQqmPU1NQgJSXF7xp/5HqBXG9tiS8ySrWlztvSPMbcJei282JEnpgJHeqgq78+yy8z09LSUF4uD+HlOqNUUVGR8mwEACEoV5aRn5+PvLyGDBE2h0wPrsroapvkZw85E4XLbVQ3bahsXP9JS0tDXbl0XTQ3ymqhzFMfDOZq6L3G29JceR1FaIph0FhRZQtBRugk5XN7/bOW3Ju9X3gOLog+qQxbaHEIlGpSRqXHt+tAKbl+IDP3nIq6yEshqkOgsZUiNPuLJvN5Mkyzu/SVB6EWamBRRyK/Nk45fuoWMkrF1wdclNq7Nf2+UUYp+dqsslVCX7oNAFAbczVsxn4AAE1NZpNlNF6fzJMMxq6mjTz9b0SdnIVzy97G+KQduCS2bS8UG5YtwihK5325reFcsOul/eKq41Lj65HK6hwo1TSjlAmAZ0PvWa1WpKSkNDsstDcb9cvKypCe7nCdEKyIOfIgDOW7oYIduqoTMJRsdvtZrqP1CJWOSbVeOv9aCpTqCN56lms8hGNr6+xulLa7uC4SVbaG9h1B7gBnLQSE5ocR95bmfp/yPcEx04Vj5peGocqr3X52dGf4o+rqaqSmpnr0WygqKkJOjnuBZY7HWQ5MqbCGKdnoZTWJt8Hc80FpumYCpTrj+T9cJ/0+5WyV8jrDwqT9X26pzyhVJ7W5ZGV50LlBFKGyyIFS0YAmRGlXHGj/AeO678KD537n9ELdX64bLWmtjmk2m3HmzBm3j19mZmaT9ixPFBcXO9X1ZAa7dA0orI0C0P6Ota3p7A5+giC4da7I98WrE/ZiSOYUaGqzpSCYst1SJh0/JO/D8yJTcTMeQ4Qo1ZGzanoo01hNUqCUoWQzzst5GM+ctwDjE39rddlVVVVITU1t8TjJ7wpay8aVkZGBsrKyJuVuKzmLqzwEMVRq1MQ1dGbQ1GQAnnTkE8Um7Q8aS36LGY9iDz+A2EN3IfbgZJjUDfXimpDkhmXUB0oZ1BYIgtDuQBRl6D1B73J+oY0ZpQz1GaWaG3pP1BgbOt63MPyeUSXVRw+XDsDxfktRcMlvKLx4XbPTa2vSoKsfdrYzuPMMLooi1BCU0S/k4HlLfaBUD2MBtCpbw9B7ghW39t6AnqEN101D2W6Xy/aHQKnc3Nxm2+29Gczoq/cSPUObBvqWNJNRqqysDPlF0jnLoffIXS7e3HSMuro6aLXOq9NqtW0ak5oN4v5JaQzz0vFxXE5bllldXY1vv/0WADBr1iyvlMnXeO637vPPPwcAPPjggzhw4AD27t2Lnj174p4bhijTaGvSEHXqnwCAmKMPwdxzKrQ1abCFnYvKAf9WplOr1VDDrvTCk3tKNz4Ogi5Kmt5W5rVj1PhmHKuXbvAldRFQqdVNphUMCUBtGjTWQo/KsH37dmUfTZ48GRpbw9B7oig6LUsISQLKAa0lB0CYsu7W1uecrrQYUSdmIKTwJ1QO+Deqe9zvdlm9hb+j9nO1Dx2Ps0qoUR4mytX90bt+entoP8B8CNras24dh1OnTmHNmjW46KKLMHbsWJfTFBcXY8mSJQCcr/VpaWn47rvvcN5552HAgAEdctyb9Iptwzqc9lsz8zs2Lnf2+VtXV4elS5ciJCQEf//73z2aV1/TECilsxVBl/6e8ndt3DiUDv0MUGm8VlZfUKlULo+J3MBTazcAcF2fETVhgL0SaqEaQicfV6vVinBtQ3CRCBU0ljxElv0MAMiriYUptjfCqvdDYyny2XVTftEsasKcyiA3Xljqe9yp7eZ2DZ8HuP/7ValUHv/2jxw5gvXr1yM0NBTTp0/HZ599BgC45557kJgQB0PJFlgiL4Koi/FgC9yjrh/qVFA7ZzZrqcxO52n9y1q9qj4zlRv3/cbkgHNACsSoi7kaYfXBAL8VjcTwqEPQqesQnvkxIs78H+z6blDbyqESalE4aosyrEBzZQ3E+7q3n5u8bevWrThy5AhuuukmnHvuua3P0EmOHz+OtWvX4uKLL8Y111zT4rSe/E7duRe3RVuWJc9jKPwZ0Sf/AQAIzVuKUPUUAECdXasMO7pixQoAUv1HlAOlbKVO612+fDlqa2vx97//HSEhITCopAy1ZlsovvnmGwDAY489BoPBAMEoZa3V1mY69aZ1tX/UlmLoy3cjtHA1AKCsvkenyzqitv5lt73aabmAdC3OyMjAihUrcGncIdzWB6i0NWSncnoWqX/m0tjKnT63Wq1YtGgRAOCJJ56ATqdrMq+rcoVA6jldaQ1Dtaahh74KUn1LHhatb3gu+ob/BIsoBZw6ZpRqvGxREwrYSqEWapqsUwqUaghKKDn/c9TFjQcA6Mr3Ie6Pv0Bbl+X29bnxsluaRhRF9AnLgQoidPZimNL+BwAo018IESplKMaW7vkh9S9baoXQptNonDNKqdVqqFQqGIt+hlqsQ35NDApquyHJKLX/tbadjcve5mlFAWG5XwMA4mt/w7j6/hs5tXlQhXZ3a5mOywakOp6cZbHSHgXUD2cpGKRAKY2lwOWxdyR3sBJ1US7rFWJ9kJ7aVuH2tm/atAlHjhzBgAEDMGnSpBanbW6Z7t6b5HrM3XffjaSkJIQU/wJD+W4IGhNsYQOhr9iHkNIt2F98TqvPch3BcX8mhBQjIaQUNkGNXOsAJKpUsIdLgVLaqpNNtrW97ZAtlactdShXyzGo69DNvg9q4YImnQkcp40xSNf7oroop/WL+liIagNUQh20lnzYjb1dLqMtWm0ncKzP17+8sqMhmN9mszXcJ7RhDtPWOv3dnMYvS12V54svvkB1dTXGjRuHYcOGtbpMeR4A+Pvf/64EEDXHcZ0NwcRN51GpVLDXB49qa9Ma7q8O7X2iKDr93dx62sNVtkqVSqVsZ36tlHFEU5OOXxa/jsSQIsSNvw/Gnle3uuzi/HR0h3RfEPUx9dvcF9q6bPQUG144G0s2oDZhIgBg165d2LVrFxITE3HPPfd4ZRs7kqvz7LPPPoPNZsMNN9yAwYMHtzh/YWEhli5dCqDt7y4WLlwIAHj4oYcQpSuHXR8HaIwwCtL5l1mViPiQMqitJVCJNkDtOmuNt7T3WueKq/vT/v37sWXLFkRFReHBBx9sdl753ePEXluBOsBw5AHUxo2DKe0d1MaMRekFi7xaVm+Qr2VjE39HKKTADqugQZU9XNkHVpN0/dJX7oceAEKAsYm7UVSb2eJ1feHChaitrcX48eNx/vnnu5xm27Zt2LdvH3r37o3bb7/d5TR5eXlYtmxZk3K359grGaV0kcpyKpLnoCbxNkSdeBJqWwV0tWdgCz/PreVpzUegseRD0IQi/4pDSNp6DgBAYyuDoI9rOoO9GtoaqWOvoWwb+tT/VD5NuRkXT3wR55g/RXjGXGhrM9FPn4EZwz/H2qIJEITblEW0tg9ctV9oxPqh9+x61/Nr5UCpWrf2b+OMUnZVCHTNzCfoY6GurYbGWgwhtJ/LaeRAqUNlAzEk5BxEqVSwmwaj5PwvUP37M7ALIvqEOXdY0VgKYPNVO2IzdZFYQxl0ajvsqhAIxt5QqVQQjL1h18VBay3CoMizGBm7HfrKC6CzADq1HVZBg5TQ+zG4dgG01Skul90RdUdP1NbWKs/1M2fObPE5pL2/0ea21Zi7FGFZ82ELPReV/Z6CPbR/m9fhSjejdB2s6vEAwrKld79y/bZxeT777DP0CcvBkEFSFjZvba/MVb3eX9v1yH2dFiil0+maRCHbbLYmmadaEx8f3/pE5FOJiYleWU5sbCxMJunlTFJS0/TurcnLy1PmT0xMDNgLVkxMTLv2Q1cj7yutVovMzEyYTCaUl5cjPrLROM8qjdKDIDzrE+mz4vUIH/kqYJBeVBZlHMTs4f9TZhFDEhEXF9f0OKQkAmVAdCgALx2jiooKZVvi4uLQPVK6flbYYzGwfh3y95GRkdBH9gHKf0d0SK1HZUhPT1f2UVJSEsT64TpEQzwiIiKctzV/IJAPRGgqEBGRhNra2qbTuCCKIkwmE3QqKy6tfhGhZVKvgsiUFxE54M9AtHuNU+0h7yuAv6O2Cg9vyKjmah9GRkY2XKu0ZwG1HRVWE0J6DGuYvvACoGA1IpCHCDeOw9mzZ2EymWAwGJo9bmVlZS6vkfI9QH5Z5q17k6O6ujpl3dHR0W06t0wmEywWC6KiopqdX963Le2HjlJWVqak3fd03bYUqbfpwYph6HvhRESqiwBzClDwG0KK1iGpcB5wwateL3NnkI+7Wq12uV9iTFIAmEUIcaqLODV0GyIASx7io4xAQuceV4vFgsRI6fdsC+kNrSEcKD+GSPNWAMDGknH480WXI+z4YzCqKmBs6diLIpC1Goi/HAhJ8G5Bj0oN61FxPRHlUIa4uDjk5eVB1Eo9nE0hKpg8PD+NRqNybBISEhAX56KhrJ6re0jvGCvOCz+K8wQzkhKuAjT65mbHpk2bnK5T8r8Fuw1JZ58CMpYAfe8GLu+ARlpR+v1q9OHKel1db+TvTCaT83cFiUA2EB4i3ctjYmLcvhZotVqYTCZEGup7fY5ZB23SddIDaP4UwFYFS/ohFFoS0D0kFxFn/k8qq8OwEPHCUSCp6YsYubyelMcfdcS9yRt0Oh1MJhPCwsL8av+ePn0aJpMJer2+1XJZLBa3z5OoqCiYTCa36rUtsVqtyjpjY2PdWpbjs55TXeLY18o0KgjoVh+bUyOEOV2TgPrrUsi5wAFAa69QliG/YA0NDUVkZCRiYmJQqzYDIiDo45yuCVFRUYDtXOAUEKIyOy1Dnk7ZP3YL8ONlQJWUUSa/LgEnLSNhMhldb3NhIpAJhIcA4Q7PMXV1dYiOjkZNTQ1MJhPiwqRrfp0qQrp2REY6L+9MIlACRIWKTveEyspKp+cmud7SWntCbLh0H6wVwxEbnwTUd8I1oEqavq4vcLpher2qDlBpYel2E0wmadvj4+PRrZtDhqWQSKAuG3FRRqCb8zqjoqIQpa5vk+h+A2LOn+Lw5UjgD0BTl4ekhFine0p0dDRMJlPT67OD1to+YqPC8NeBy6FT21Br3g6DNQtQaVGVdDdMpmwIOqmdTS+UulxHZmYm9AVSgHFImIs6r13KcBCik84XrVaLpPBqIO2/AIAjVRcgQaVCXJ+LgX2ut9OR4zF157ck76Omz6+/upy+W81GaAb8s8VlNpaRkQGTyYRu+vrgX0McwiLjYTJJz89RiYOBk0CIUNKkvI23R5crBbDEJp0DxCQ5/c5iYmIQnRABHAMMtnwkJSYCRTuA4r3AwEcBtetOBvJzfUFBgcv95c55JGvt3iSX1W63S8s6KQ1Foh70OPTxVwJbJiC07DcYEx51+5rtTfK2AsComD8AAGeqByAyvo9UjoiR0vWyLhdJid0AVUP9vCPa3+R7jDv7viUFBQUwmcJxf8+V6GdNA3Z+BIyaB/Rp+hLbZDIhIVxqQ6oSpf3RrVs36VoPAKE9AXMqEsIt7X4Oae15WH6WbfJ9pfT7V+vCnZaRkFD/PCGKkDqciEiMMwHGptnsGtPr9U73A1fl0Wg0MJlMKC4udvt4yMs0Gpu5zzkIDw9XsovEhEh14GoxyvW9W3cxcBww1GUoyzWbzU7PKHp9w3Wyve3krrYr0lCfCVknLTshIQHdunVz+B2ZYNfFQmMtxqwhX0kznv4Z6LUeSLy2xeWXpkvBUFZBi6SeA6QPM4YAZdsRjoYsHdGlPwAXPAwAyM7OhslkQlVVlV/VQR3J5xDg4tkJ0nkCSO26rW1DTk5Ou4+pyWRCmKYKvU9PQUjFLqm9u/8UlGqyACtQaO8NEaehgh1J0RogNAkQrMCWPwOaUOCq7wAvvDOprq7u8Gu+4/0pPz8fJpOp4V7UjJCQEJhM4crfOvNR6MxHpe9KNiEpPkoJRPEXUt04HN2MDVlUj1Se73y+xf0J2O88n1oFxJevgqr/nGaXrdPpoNPpUFrqus4HSB1PTSZTi9PI71wcufv844rJZILJIF07I2J7O7QZJwEYBuQvAAq3IV5XACS1fO1RFC8AAKiTrpOuQfoYwFKCblEaINJFOcuOuFyMTZeA+Ph4hIedD2QAYWIBBpqk+uC5pgxExscr+yI+Ph5J3RKAypNAxGDlt+X0faN9VHhWAxRKmaNctg1b6uvZ2pbPdZn8LG+q7yunD41BYnPzhSUBtZmI02QD+duB7n8GEq5ymqRcK3UusWnjnMufdB8+WZOL4SEbGgKloi8ESg8gxljntXdkrXGsZzdXFzGZTOhX31nUFjYQSd0bsrMh8RogczkeGFA/tN7RKdAPeRcAUGyNgz32ciB7AQx1qc3Wc+QEMb6q78oxFt26dVMy8MvkazPg+vzzhMlkgs0mPbMnJSVJGT9PvAOckAJ9deZjMJoSgEvmt3kdrtbZPawMABDW/0aUJf4FP3+/FDAmwvEKJG+XyWSCTh8FANCi1uPtlfeVTqdzOa9cr4+KilLuSf7arkfu67RAqZiYmCbpWV0Nx9eawsJC5cdI/kWlUiExMVF6ceWFNHwlJSWorJQakHJzcz2ePz8/X5k/Jyen2V44/q69+6GrkfeVfPzlYW5K8s8iBoAlYgRKhn0JqPRQCbUwpb4Clb0GxsIfAQAFWSekrDcAtHk/KmlKT5b3QVF5HQoLC5sch0ibAaEAKoszYPbSMaqoqHDaFr1dSvdaVGOEqX4d8vdFRUWoijQhDIC58DQqI9wvQ3l5uZKGOC/zFBLr073mlYmIUJc6bWuoNQKRAGpLTqO0NAGVlZXQ6/VO06jrCqCtOglL9GjlYSAvLw9jI7/HxbHHEGqpg10XCxUEqK2lEH+5CObej8Lc/+m27Sg3SftKRP/wLBSm/AptdQrsulhYoy7p0PUGk4qKhqEfXF2LiouLlXOyMmU1TABOVvRCcUmJMn2IPQHRACwF+1CafqjJMJKNFRYWorKyEsXFxc1e/4qKilxeIwsKClBZWYnSUqlhwVv3Jkd5eXlOv8O2XKPLyspQWVnZ4vzyvq2tre30+4DjPSgnJ8ejoOPoksPQAthf2AdW7U3o0UN6EDVGfYuoEzNhO/MNChOmd0SxO5y8T9RqtctjItRJ5121TadMm52d7ZRdNU40QAegpCADdfbOPa6ZmZnScBsAahAFjTEZoeXHpLKLKhwriMHFFSpEA7Cas1HUwnlnzFuOqOOPw2K6AMUj1nilkVUWW1MGPYCSijrUOZShvLwclZWVqAyTftPVFfko9/C3UVpaqhybvLy8FrPcytMB0nUmNycH93ZfKPXUL9qE8j96orpn871Y5d+5PL/879CsBUD1EmmitK+R2/d1r+4/AAgpykE0gDqbWlmvq2uq/F1ISIjTd2E1IiIAiBapXuKqHtQc+focqpaWXWhWwabMmwyogYqKbcgMi0H3ENfLrM7ejnJT08wYcnlLS0sDsn7s7ecmb5Ov/QUFBX61f92pF8gc79GtnbfyfVar1bZrey0Wi9vrlDnWY+S6gKYmDQn5zsNEGO3SkD8VlhCnaxIgXVfUdTZ0AyBaSpCXkwOoVLBarcq0WVlZqKutQTehHFAB+eUiKq0N16WamhroK4FYALaqfBTWl10QBGUZOp0Oubm5CMlfhej6IClzwm2Yuy4OVXYbgEqX2xxWY0cEgOqKQuVaLV+DCwoKoNVqUVlZCV2UdO8sqdYrdTjH5UXYDAgDUFmc7vTMJd8TAOm4yy8om6sjysSaAsAAVNTpnIYqqA4ZjPLcXBjMAhzz/J21DIXp0jk4mx2CysojynIdMxTGCnrpvlWQiTrBeZ1lZWWIt0v16Rq7HmWOZRJFJKpDoBJqUZD+B+zGPspX8vlpNBqbPafkei/guu2juvi0ku0pxJoFQRuJ4uErcTYTqKw8gfz6RFdCTT7yXayjsLAQgyDdJ8sqm9ZH9eU1iAWgEWtRV1WMiX03Az88r3y/M7c/rigqQm5srMN27oO9frjHxiorK52OaUxMyxkX5WPd+JyJPP4RXOXbsad8joKYezy658r7uFek9CLIqktCcU7D809hlRbxAFD6B8zbHoO5z2NKVkbH61FBQQHEulKoABSUWWGvy3WqGxQVFSHPNgwJaiPU5hTUbLwZIQU/QAURJbZ41MWOcVm+xnWVxuTzyGAwNHseuXtvktclFmyDbdVkJftCQfh42IUe0jGuyUZN/l63r9ne5Pj8ktxT+q3+UdQfffLzpeuDICIRaqhEG/LTD0vZueu1dt1oC3mZGo2mXcvMy8tDP80f6BeaJn1gLYO4/U6UlRaittstTtNWVlbCGC1lCy+qku4bOTk5yhBVMdoEGJCK0pzDqLWf0+YyyesCpP3uavvk49H4eTesJFe6N1hUyjIyMjKchjDqpgmF2l6FgtwzsBtbH+LE8fg1V4eRvy8vL3freIii6HROtNa2XFFRodwXKgvLYAJQUmNwee9WWcORCAA12cjNOgNojEpdB5Du3fI9rfH2efps7kplZSVCVNIL8MIKoLK6UrmvOf6OKtR9EQ3nYZlqDr+LMtF1VhddxQFEnnwK/auk/VtQGw213CakvwCN3wSJuWuRl5MFqDRO139/qoM6+v/svXWgHNd5/v+ZWd69TGKwJNuSmTF23CQNuklDTdJgQ22o/SZNw9gmTSFpkgbaJK4tM1uWmVEmgSVZLF1JV7oMe2H3Lg/8/jgzs0MLV7qG5Kf3H13tzJw5Z+bMOS887/Pa91y37QS1vwm72PeHIxmvOT/fvexuoikD3a2rsP//rOc8mI5QnNdKRB1jrHcbpSaZ6PAdtA49AsDw4R1o4fYZ39stph/e1BdnU/z2J7eNXUlGR0cJKJVLG05sv5Ji83lo0YUVz3mlJZvNEiz0EwsIsOUG+bPc0yND1LludYU7CRSFDru29/W8a9GTaN1XMNL1OZArg9Gh+vxMpVKWf6TSOfa1yv7bkb77dDpNSBcxiYmMTt7VTlNoGQnWMd33POmIvy7klvaeOwkDk4mLyQ0O0hlsJVgcJ9m/G31gL/HBG0it+L7F7B0ZXY+fxjkwKfx+0WgT7UBpah8NqgJBaGCUgYEBLmx4iHgwx+TB4+l8/rsEcwdJLf8emcV/Z42v0jMqTA3RCUwXZCYKXv9GJJUXMa3cFMmZ2Jet4nmmc6BXuK6VJqIAGz4HgL77lyRPv9ERL2nVJkGG4ZQkbFUbECeVSrFhcgmXtQdR57wVPdhEnC2kR/YwnXhl1nB7DK2Sbz2THufkBQI8n2KhzS8F0cY30Mpt5ZPzI2QGX6QJGMo0MziV4BSA3CBDvXvQzdKQhqTTaTIZ8axfyX3LHocxpb+/30oYNyWTyTjWyqPRHVKplKWnDQ7007r900THHgBAl4JIukJ+Yj8Ts/gc0ukUHSGxzo0UOhgutrJxaD7g1avE+WnCBghcK0372rbV7yfareQbMvWj8fFxhoaGXtN+vf+/SzAYrJt46RUDSp1wwgmsXbuWYrFoZUPs3r2blStXzritY5PutS1uev7ZanOmYndYqqr6R8soNZt1ZP//JO4SVVJJ0NtrwSa0YIv4MRBncuUvAAg9d74oAVCaQNeXAtBWEqkZDw5cyEODFwASmqZ53oNmlGWQSpOz9o7sziFVVYkHhXGUUWKee6iqihoWzj25ODKjPtjnl5wXm39ODVPUwp6xKhFRnkAuDDjKZdjPad7zVaLJR5ha/j0yi0RGmFbK8bquzcgS6MhMnPS/KPEVtO78PJGp52g89EtynX+BYlDgv1xyYtMhPnv8HbBeUAPrUoShiza+LKWO/tTFt2a6bS5FJtYB0J1aRMS2JyhGMCSc3kzXs+cwcv4zqNEFnrbcbfp9d6Y4SrLYvnt3zeiXY2+yA7dVVT2i9s1vvdoY6znn5RL3WuTOTKkoukY4J9jjhnLtrLI9n2LiFAAkNfsnsa/5jSFmlNbJqWXmVPf70wJGCQZl+hV/DsVikaaQABKXAm2oTecSHxJr44HpBeS1CDldGP9ycbRq/+J9ovxKOL2VjhcuRYmvQEmcgBbuIjP/YyAfubkhGeBdTY47+mAGKAqa4fxTMzN+hu65Xe/1uq4jl5JWOROARO//kZn/ibpKSdrvs6hwv+NYILMPJTHLZc4U8Z41qeworbYeeuepyL41ywzNZB1SVRUJjUTQKK0S7PDqUJrG1okTOL3tINr8y0kt/Sfadn6OcGqjuG96a9X7vRxr+yspr9X+m9/Hke5tL5eY+249/bJ/47We82zpCm67rZ62NE1DRqMhlOX04u9o2/wLVKOEV771MsJTzyNreTqNUuDTJS/sQ9d11IBhj+gqKCn0YJMDAFoqlaA0iSyJ52IvsWP2VTXK9wl7SPTd7zkm+kR2dmrpVxmf/wUy9//KcY5njLK4l33fN5+VqqqWM7fR2JfMMbqfoWnDScqU00ax6WP2a8x/F8aHCKR3emwNswyhaV+NnPMw8aFbSC/5e+OZlnNUt00s5zHl07y/6Uy03h3W7+65qBsl6FC8+5KmaVZpXi3Q6DmuRBYQyu1Hzh1GiS52XGf+W0tXNM9z+z6iWhJssf2p5d+nlFiJqoqxmKX3ZHUaXclapfTsbQYl8ZxLWsA7NqO8a0hWOL11L2e1inYLzedz10uNTBSbxbsBlOhCQtluY5xL8BO3L6fe793+jORiktiwKA2pBRLIarkMbDi7Gzl3yAFIqyVmn1rDYt4o0QVOWyBUBts0HP41uhQkfdw/OfoHIGkFJE3sqWqgCV3XPWuHFmwhO//DNPRdQWzkLutYIHsAve0y3/7ZS/hVs9Xq2cfrWb+CUolT0v9BUBPAsWLTWSgxwRhTbDydyNQLNKo9gPyq2DAA8UCO+XGRcLZjchmLzH5IQbRwF4HiEHJ+ALVC8s5s+3aOdk/VNI03zlsPwA7pvSydGyUxeD3Nu79KKb4KNTIPSc2gRYXfpsWYq5PFRut6a20Piwz5QH5g1sZZad7Y13tHGT7VsEX0so5aKBRca2oC1Ezd9pJ7LaxnrtcSd8mamTwvuSC+j6lSg+eYruvogRa0YDOyMkUgdwglcaLjHPcYHHuioT/IytRRgFz08t5r6AXmPe3PcpJFtLIJgPFCI22RNNGxh5AKY773TvT8QrD2AFPFBDf3vIUPGn3Pd7zVc76kK+Idu4LPryUd1C71zjO/0qpuceswR9qXOVEBZEuechV6IEHH1jLT3ESxkaLcTkQdI5DtRg22WLocgFQYnBW/6Ez2mSMVPz3P/bf7/GKxyDzDdlelGJOn/C9KYiWNB/6d+MgdtO78IlqwmeELXrAAzq+2aJrGorhgWR7nOLr1y5hWNpJwrUGSMm39vW7kTC6bs5FmkkRG7iM/511V71HLJ2A/r9Y5phztPhcLmvqRj54cF36SQLa7rntIpXFCKQGMybdeJta1YBtB9iMVx2jf+bfGeSkmTr3SaPuguH+ojUBJgOsULUBGiaFpGooBpgvkemkPCsW6JTTJUGGCt8x/Tpx/+PMENZEYEZze7vuc3f+Xjf3QLL1XSc+W1NyM9kIz+b9EpOJ1pYZTiSYFaFILNCKraVp2fZmRC54xbl4kKgsderqU8N2XxovNfH/r3/Glf/hHGg/9UoypOPyKreH2uei7/ugaH1x4Jyc370fVJYZib6Tddk6+7U2UtAAhuby2N6SfBWC00EpRj6GG5xAoDhPI7KPUdJajeUcZ9iMYczC9neZ93yHfdTmZKgmYbvG7l6IojgRdmLluVOueQUnhLxc9zpx1/4esTKHLUaaWfxc1soD27Z+o6UOeqbSE0kQCJRRdRokuQZ2e8D3Pfs+iKvwLkppF17QjSkit9Kz89PrXql/vmNQvrxjFzkknnUR7ezu//e1v6e3t5c4776S7u/sVrVN/TP64ZDaBTX7K2zH50xP3hmSfQ7JqZD0G/I0eLdQizisZm62m0FbaCsCuqeMQlN8VnI4GUEpWJo+06x5xO0DiRhZJTo16zlVVFTUiKB5Npb5ecQClioYTp9jg6QOAagCl7M409zmmct28/5+RFGEYhJVhzCoT98Wvodh6EVqki+SZt5HrvByAhsO/mVG/j0QWxocd/5f0ApGJZ172+/7/Rcy5tCg+RDi9BYB96cWO71CJlWtUS3qJUGpT1TbrUTLtGZ1u48j922yL3/2OtI1aQIBa57xc4g6Q1iuBfD+ylkPRAiQLLc52jOCb6Rz/Y5ZKukrUCITmXUApu+iBcuD4lZZisUhjSDg7SoF2snP/iomVv6C764dcvf8vAMpAqdIEaP5srnIxSShdpicP5fYTSz5I4+Ff0dz9XWIja46qn+azMZ+VdV8TKKUaJTtsDsJ65Wi+30hR7LWpUpyi1Egwf4hI8tEZtTE3OkqDeghdClNsEODB8NTzM2qjHrGCsVJ5Ltaz3lj/N4FSkhHcn8Gz0nWdRDBnAKUlNB8HvK7r7Ekdx5Wp/2Ry5c/RovMZO2stwxeIQGAwswfUXMV7/LEmQrzWxQ1mea1IPXum+1z3334yW+M9kutlPc83T7mS75/2e1boDxOZXEd8+HYAMgs/hW6Ag7qiwlk/rfjx4wCBmOVEl0uTgHMPVxSFQFEE0bJKBFUvAzut8QcFUEpWJq0S5eax1nCKD81dTaL394RTm9ClENl5H64vyGztd2Wgil1PM0HYDUGx5qeVMlDKLpbNZYzPlGq6ysL4EF9edQMdW94LWsFxLGY4/U2glNJwEqkVP7CCheazB+jPdfnOP8/eboDCZM27t+u6TsQAUms+NqkaXQRAIO9kYq9n3tcKaMUQ8yevhnkx9nVyc//KcW5ejaBJwqFsMhO4+24yUpU0LyhYl4VuF5ZLtIVFglJm3l+TPPMOnh8TZdbN9docZ9A1Tvf9/MZW63zz3Iae/2Lus6ch6QWKDaeRnf8x69yxgphH4cnniI4+IEpG1CFm2y1hYeOqkQXOdSbsLOEbyB30XAsQ1A2/BJIVkLXPYVOmF34WLdCEJscpNp4u2qzyzGrthzNZP6uJef2lczYTN0BS0ws/w+SJ/1W+V0gAJ0LGWF/pvaQMkhSlvUbzLWRVZ8KZGjGAQoVB32tfjv4c7XPQ1RJzowL4dUC6jKkT/o1862XIWp6W3V+mc9Pb6Vp/CXJB+D0soFSp0dEPADVqJsHNXsZ/NaCCn0ia0O8UykApN8OruX/IddpLnrVQV4mO3kvDof8mNLXRef86dciZ2gz28QaMd5EqJfxPliTLR2KWAnO8J9fa4A5Ot+z5R+Y8ewah9Laa/fKTiFyyAsPTrr3Xfq+xUrmkzFMjZ5MKnoCkl4iO3u1pUy6OEx0XrJi7op/gP3d+nP5cGUiqB2IUG8+0/q9owq4zAR9/DLp9vXtUPWPxW/9nIub1YVl8O1q4i2LrxRSazrXOmSw2UQiId9C660vMeeFCwgaABMrz9GhltvaZeqVewIimaRbIORtaSqH9TajRhRRbLrTOk5UpQumXXra+zkTCk88RTm9mscHGk2R5xWc7dcK/AnCw8RNoyDw/dioAjYd+WdPPNFv6wGy2GTX0ZDdoEkA1QJluO6BiW+NPIqFRSqxCMxJ0NauNMsNYLPmg9XfQ0N0K7eXSfiKZQCTOq9GF6EjIWpZEQKxZYblEfHpDuQ2tXI1BLoo9u9ZzkTVhkxS1kO9xU8+WqvhF7GLOl0hArAuKVLm0ZHrpVxg55yFGzn6Q4QsEOCiY77EIB8wxqLpMVo16bR9jbEUtDHIYNSwSfuRZWlfqkVp2UKL395zcvI+SFuCKfe8hGXICnfRggp1Tyxy/NU6LZzGSbxV2YlywbwYz+3DL0exbwelddGx+F5HUBpq7vz+jdcg+7o7IBKc0dxNLPkR4cj1U2KdmQyc/rXUvF3ZuQ1bEHJla/l2yCz5hVQ3xsyWPVHRdZ07MAAIX20EO1bXOmN+ShO7xAcxGn+z/HpM/DXnFgFKyLPO1r32NiYkJvvGNb/D000/z1a9+lY6OjtoXH5P/X0l3dzdXX301Y2NjR9VOPZkFfwzyWuj7hg0buP7668nn8692V6qKB5FvA1BIiuGkM5Tt/v5+Vq9ezcGDQgk2HeGyMsnhw4d5+OZ/I6RnyCoR+rJdVBN7dvNsiQcoZWRVZBUvUErXdcvAC6c2IReTnnPqkYCR7ZYyst3cypNmOhNLo0h6ydNP933jQ7eIPpXKdNslnA6i9OIvARAbucuRCTMb8tBDD7F27Vqrj+0R8X7Si77A9IJPAhCZeHpW7/nHKrt37+bqq69mfLwyHbVbnnzySW699Vak7GGaur/PmxuuZX5shHcufBKADcmTmCo5g0B6qJmpZd+x/h/Mdle9RzVHy9DQEFdffTWHDx+2fvMLlNmv3bZtG9dee62HmvZIZTbW53oc569EZl4lcWeegKCaX716Nd3dld+fGXSYLDagITvfjWnka/UZ+bMh+Xye6667jg0bNvge1zSNW265hSeffHJG7VYyiE2K9JxSBqesX7/esZfqBqOUneHg8OHDrF69mv7+/hn1Y6ZSKBRoMoBSxYAwNnNz389o4s/JquL95LQ4OjISgkHJLbt372bz3d9HQmVabSAnd1JsOI3Usm9Z55jscqaY64bbUL/tttt4/PHHPfcwn435rKzfLUYpM0sow0zlaBg7o3mhO/RnuxgMXgRAOLW54vl+8+TcdlHqcG9mBaPhC0QbkzMDSk1PT3Pttdfy0ktOZ0pfXx+rV6+mr6/PAkppLqBULpfjuuuuY+NGZ9CoElAqLOV9j1cTTdOsLPUCjb7sYpWcDGpkvijVqyuEMrsq3mN8fJyrr7666np0TGYu5pp9tHuOqqrccsstPPHEE7PQKycrRb3nQu1xvByBnXrbatSHaIukPL9nE2fyh3t7yRpJEmWgVGVHt2XPGIkfbqCUXBoz2vAHW5mJIxK6ZdeY43jr/GdYHt9P8/4fApBvfyNapKtmhjSU13B7wMY8z85W6WaU0jSNbDbLddddx+bNmy2by52cYmdjsL93Sdd47+JHjWu8ATA3UMrzPGxBmoFsZ30B8hogaJNRyo+xwGRZdQOI6nHG1vJ9xJkEYOfUcQyEyiXSyyKRC4sAgFmS3tG+plnBdBVvEMcEwYdkhZbwtDGeRc47WEApIxs/31vXeOr53u369J133kHi4C+tY4NN7+eRF8U3MZxrY39a9Kt1zz/StuNT6N1XVGx3YmKCa665hl27dnkYpdTofOecqMIqaR9DSBPPRw82gyRb/faMJbqAkfOeYPjCDeS6RAnaQKGyflirHJifzRHM7KXtpY/R9dx5hKb8dWS3mN/bikbx/iaP/zFji7/FtXdt5PnnhR5jghqtsb5KPi0zUaovK4J2DqYyw7dRDShUb78HBwe5+uqr6enp8T0+k6DUo48+yu233+57TUTpJyhrFNQgGb0NJJnJVb9Al6OEp18imO9B1vKEpkUSQ0tIPH+TUcofKDZQd99AfBNXX301u3fvrvuaSmvYcL8RkFbL+mGxWHReK3vX1GrPyPEtaRrNe75O247P0nTw32l/6a8dYMN6A5tH41uWiwKsVxEoBRSN8kaH1l9NMpmse/0LZA8QH74NCY3YyNoZ9cuUhAFQLmpBK6jopxMN5cuxm72pxQyHLwYgMvmc9ftDDz3EmjVriIzciaQrFBtOpTv0Ht9kz4mTfsOIfjxX77/cuq8Jhns5gVL5fJ7rr7++ok+gXjkaOxJg7969XH21eN92HeZo+mICIkydK99ZZu6aVmL0NH+SfOul4hwpghJdah0PFGcX0PBaAkqZa4oJHDUBYwCFttej22zkUHob/f39XH311fT2VtZRXk6Rc/20bv4rFuz6CKuaxRo5zrKKtkpuzvsZOfcJehIfAeCFsVPRkQll9zD36RMI17m3u6WuRAg/3fkoQRgW86oPUEoPiN8kZYq1a9fy4IMPes5BU2jf/B5ad3zWSmRLRs6z4j9m4pYbJG2CeoK5HgAKdhCdZEvClSNoBhDILk3T/rEFuTDCTTfdxLp1Zb+Y3xoX0MX6lzcYpbxjN32o9YGGzTZMRimFSOWTJRml4WSUxlPQQ22oYQGMNf31JuglXYqL5Lca71gzmJEDxRHQisQHb6w7TvXMM89w0003zXhd9NunVVXl5ptv5qknn6Sh938BWNt7GXvTSzzta5rGXb2X8cjgeXQXz3QcG8m3CTYxg9HML44xE+D1mjVreOihh6zf5O7/QdbK8dbmfd/xu9RXzLHGAzm+suo6/mbFXczb9zk6tryb9q0ftHTco92z3HJ8Y3l9zMz7ayshxQRKyaWkA6h1NKKqKl0Gs/ZYUegi9awzJRvosNZ3o+s6t99+O48+KtaMxuA057VvR8Z/Hr7SoOBj8srIywqUuuWWWzj55HK96rlz5/LDH/6Q66+/np/97GecdtppL+ftj8kfqaxdu5axsbFZDRK+1rKhZyKvhUX3qaeeYmhoiM2bKwcBXwvi3vgdjFJKufQeCOdKMpnkjjvuEL9bjFKT3HrrrTSVRFDuwPRCdNtS6WsIhMzs5pcHKKWqqo1RyhscMbMaig2nIKHRcOjnBLL767qP/ZmZQKlKjFJaqA3dyFRvkKc81wezTlS9qTyaQKmJQpPnW1QaT0ELNCGhWvefDdE0jW3bttHd3c3EhFCoWo3sXyWxgkKbqGceGX9y1pS3P2a59957GRsb4+GHH677mo0bN3L48GGC279NQ98VrIpt4m+W38Wyxn40OcL9/Rf7XpdZ/DkLLFUvUMpvDV+zZg1jY2MOJ5cfqMc+j3ft2sXIyMisOT1mIyvDXiqknvu80nuC3xjXrFlDMplk7drKDllZEd9dxlizHGMwg4h6CbSS9+KXQTZu3Mjw8DBPPfWU7/GJiQl6e3vZtm1m2biVDGIThGR3iu/YsYOhoSGrxrlmBY7LIJ9bb7215rOdDSkWizQGTaBUmeXH/p4UVbcYAeTiqMhes82/e++9l1hJABU3jp7Idzd8hLFz7md68RdInnYjILIh7deY64Y9kNTX18ehQ4d48cVyVqspZsacm1HKDKqbjFJHC5SaOaNUDyCcJtMYjqAqwUu76LrOyqYDXDpHjPfZgRWsfV44bmMjdxMfuJ5Arr416umnn2ZkZMSzdu/bt49kMkl3d3eZUcrmHNM0jcHBQYaHh9mxY4fjWi+Di5inYbnge7ya6LpOoxGAydNc81yHSBKlBmFHBjN7K17X19fH2NgYe/dWPueYzFxmy/nT29tLb28vmzZVZ5CsV+rZM02ZSWDz5WCUqretIOIbGSs0cwPXMbX8e6jhOWwPf5LR0TFSOWGHdEbEvupXes+6Z8jGCIUPUMrICHa3YT0fOWyV2zTBVuaxeTFnEpMJ3KiPUcoLDPZjlGr0YZR64YUXGB4e5rHHHkO32Wt2qVS2poPdLE6Ug38RV7AoJpvlhioBpcrr1lCuo2ZQXoy1MlBK13WLcVLzBUqZjFK9nuuCksKbWu+h7aWPkjBK3lbqh18/TUapqWJDxW9juPl9ACT6r/ToZzLl/yu6D1DKYpRSrGCkyUZsigWUirx8QKmxsTGGDu0gYJQJnDjxv7juGXjm8BweGzqX2w+/kf6ss8yafmB1xXYfeeQRRkdHue+++9A0DQmdRXFhs6rRxZ6+FZvOtv4OFEZ8xxPUBXjFPr8q6fpaZA56qMUGLjtyoJRnXdd1Wnd8huj4owQL/TQe+u+q15tifm9m8E0Lz2FkZISBgQFLp9AN/0jIHOurxCi1wGCU6vdJfJtNRinTLr399tt9j8+E6XjLli309PRY9oJdGlTxzYzk29ANxnMt3Emu652O8+TSOBG5SCwo1ht76T2rT0YgdKY+mIceeoixsTHuvffeuq+ptMeOj4rxDI2WwcKFgjPr389eMp+RHzDNfo/lxdtIDN1o+fNkNcOc58/nSyfeSEQu1Pxm3P33G0Ot800ASsqn9J4phRaRdLEwvI977rmn6npub7uhv7wXmPv7TKXBBVCudK+BXCfFxEl0pxcynG9nMihK2YanNlq23rZt2zhw4ABqv7BL8l3vrPg9qbEl3K98m5cmTyBv2XOzmzjpJ0NDQwwNDXnsn5nKTOeEW3bv3s3Y2BiHDh06akYpCyhlMkoZekhm/sfp5VweHLgQkMgEj2P89BsZuKSbwUv3M3LBM2Tm/TVQLhF5tGL25eTmvTR2/5B4/+qX1d9az3ptstSZbJB5G1BKjS5g9JyHmF7wKQBC0y9x+603MLf0PHsf/mckG+vQKyVa7x0EJI2gVGJubBxVl+jn9MpJLJKEkjje2hOmSo2kFnxWHEIn0fu7iveabd9iQFJoU3cSSm2mXrZOUzRNlBItM0p5fQdmPEcqpeju7mb79u2e7y+Y6yEy9QKx0XuJjdwJwP0vhaz4jwmUChlVEEyJD90qxmAApezVECx9x7hXqeEkT99aMs5qFYVmA2iVG6S/v78mODNgJJEWtApAqSNklAqbjFJUTrRxi8WcZAKlDEB12vBtVtuXAItRKlAYonnft2nZ81Wa932zrns///zz9Pf3zwiM7e6D+Xd3dzd9fX3s2/o4gdIoqi6zIXmS7xhUVWWy1Mj9A6+jT3G+39F8K5qmUUoIoFTIFfuC+oFSPT09HDhwoOx31nXCYwI0dXPPm9GRBAGCzYaoJuZYVzUfJBIokVUi5BKno8tRIpPr6Nj8XuR8/1HvWa67sqJR+IGTp93A1In/aSV+qIb/WNJLs0YmoWkazQbwP6WIdaGetUusKCYQu/p3MzAwQE9PD1u2bAHgnYue5ANLH+L9ix8UIEpXhYXZ8h0dk9eWvGKMUsfkmLzS8qfCKPVakqM14F5ucb9zP0YpM3vXdMibUmaFmgTK7EOj+dba962Q3Xw04sh2VFWLUapS6T2AfIfIGGrov4rOTW+bsbPEAkpVYJRCklDDwqhsCBjP0+70dSmLZqA3ZAClxoteoBSAGhFtyrOYxWQPmJgKa5vxTtXoYootF6BLYYKFPgL5Q7N23z92mSlrXEBSac2VGVBMRoRcy2UeNim7KPHlAIRqAKWqZdDncl5F149Rys/ROFvK7GwAmOoJRs82Te5MxO+ZTk/XdmJKRhDTZMHzK70HrxyrlNvp7pYjnRuVDGIzSDhlc4rb65iDnWHDC/Jxl52YbbGX3ivKFYBSimKVkYlMPM2cZ06lc8MbHIwcZgmhnBqxnHMAxeZz0KUgwUK/byDUfR9f0RQk3Qgo1yq9dwSO9aP5fmMGUGo430ZWEs8okK8vI1/Xdf5y0RPIks4LY6ewfWo5+9PzyXa9BwmVlr1fo2vDZXVRlbuz7k0x50+pVEJSTUapclkTXdcrznlv0N9klDqy0nsNxjzL480KNc+pJBaTZbG2o+iYk2J2Zbb3S5gde2wm/fIDT9dq92jlSJyQIV3sg1kliq5DZtHfMnzRi0wGTgAEux9AUBbtVSy9Rznxw9yD7eurk1GqsrPcAlvZgFIhqcTcWDkTWAs0kreVpLCLfxa0Fzxkf5eyLNMYzFhB/XSpDJSy74f1MErZ79+qH3CcFx25i8jYw1bQLl6DUYpAlPFlP2Rt7+tJFlt8g1SeNbQmUKpKSZEKYBhd17m4cwvntzxPdPwxmrp/gLuEQL2MUlOlxornjsTegBpqJ1AYJDFwteN6WS/vN76l9wzdLiirZZsrMt+3L4oBCAunthDvu4rY4E3e9mzXSVqe4PSOqsFW+3swnelqqJ3cvA9QKBTRCHBv/yXsn17kAc3Y2WzcYtcfNU3jxKYeOqJTFIlTaH29F/hx0v+QXvL/ACdDhzl3zm7byWXFb4v26gBKWdcbbGPVSu/VC/ow7xVKb3HYYpHxJ5Dr0GXM780s86QHEp612fxWXy2glCkLEyajlHjnTkYlAeRzA6XsUm+/a9nQRxJQ8Ts3YQClRvNtjrFkbKUlQehNzYYtklMiFLSwox+AFSw21/p6pZZN5SeV7F1zDtlLDXkYparYS6ZNKhfHQCvReOAntE3dB4iyqyuLNwCiNNXweU9Z5WmXNgxySsv+l5lRSueCjpcIGKy8VRmlms9H1SU6IlOES07AiqZpxPuvpuu5863EgYhcICwXaRhdY51XKwGtkjQEhQ5i1wt8/SiEGDn7Qf5n718BEpPBE9ClIIHiEIGCMwhLXnx3SmxJ1edlHitqzsSXl5NRyly/jta3Xa++V2ksZj80TTtqu19VVWRUgrLpYzD0xECMJ7W/56HBC519DsQsVkmTGWe2GKV0XScWyPGxZffQ2Pd7WvZ9m+ho/aDKI7lfveeYbJeFgBMsrSRWUGh/IwDh9Etc2rmBv1lxFx9ddh/tL30MsxS1JbNcwsktTVOPOv6/c3IZWa2pqm8UnPNwfPHXGDn3MQBiY/fTsusfCE5XZmj2k5kySrWEUnx51fVckv8WnS9eXhWg5SeKohAJ2HQun4QCU3eW1XKFAPf3J9mOSegUms7l4HS5dKi594VTziSepoM/oaHn5xYoSI0ttY5NFpsc90od93VP38KqM/6SnfcBAEJ6CpnyHGoKpZlTeMqj05qMUgXVv6xYmVGqPv+pm1GqpFdhlHKJHRDU1P0D2nZ8GqhcGt0LlDJjPKMkBsU+HJvhOjBTvbGa339hQuyrQ7kOK9nD7YO07wmH1VMtMP3WieMpaBF03VZ6rwJQakFshPPbt5E49Btadn6JxOH/9Zw3NFTe43VdJzS9jaZgmoIa4sXxlSgGCC889ZznWj8xn/1JzcLmfWb0DA6suJ6Rcx5GiS4hmD9E46H/ntWYQltokrZIGkWTKTaf6zwYiKIZzG+BIwRwu0VVVQvUnVH9iR3s4tD1DcbAmZYhPattDwDntO9i7nNn0bL3a77nH8Mb/GnJMaDUMfmTlWNAqdmXep1vr5a4N3t7f2VFADjMDITOzrJxND097WCUgjJQKllwZjFUyzZ+uYBSmmYrvecDlDLPzXW906INltUM8YFrZnRPuegESvmPVTy/rsgw71z4BEtiBy0F36zTXGw4DShnCUcU0e5Escm/TUOJricQWq/YlVxZlpEo16RXoovQA3FKiZUAhKZnlqlwTMqyvKGPoJ5FDXUypbRYv2da/sz62885ZFLWBrL7q2YaVVM+fYMILodXY3Da4diYbXrU2TA26gn6zm72x8zEDyjlEK3k+w5Np3vGcLo63o0UtjJ7682IOlqp5QydbaCUGaSbKpYdPGYfTGdoNdaJaNS71s+mlEolmk1noQ0oZX/HpVIJ1aBObjz0S2QtRyi7l9btn7bWfRMoZQZgrHYCcUqNZwAQnnzWc/96vkE7PbKbUcp87uXSe/VRkNtlpkCpgFSeQ7GSANiO5NvIILKmqjFK2eeJVhinMzoJwF19lwISIDG58mdWNquk5Wdchs8uDlCexSjlBEqZziG3k8jj+DKAUu5MynrEwSile0EBuq5XXefN+ScbdO+17nVMZk9mK0suGKxcTudIZCb7+Ey+8dlydh0RUEoyMojVsG+f87pz/asKcgqajFJiD3YDpQJG2QM32MqhzwS9QKnFiUECkkZRC5LreCup5d+FQP37lAUe0rxAKVVViWpj/NPJApijygkrMUTXnQzBps3lzlCtVHqvFbFW75gUWeHh6W20b/8EkXERhIoFagClgNTcj/HUyNmetv3uB5TLRPlQ/DsYpQJedhGlQkk6WcvxZ3PLmegSmgecW2u+xyXxPlOlREU/iaIHSS/9CgBN+/+VYGZP+Z66AbrVQdW9PgEz0x2gw0pOcZamM99lseV8tECCYO4ALd3foXXPP1ZlDjwt/z90bXwzTft/UBEsZR+HBZQyGXNcCVIDOWeQtD1U2ZHvflav69oMwH79UvRgwvP+tegCsnPeAziTgEw2qrcvKJdeMVmX/O7jFouFqzQKqj8oZ6aMUrFhwX6U7Xo3heYLkNAsRoVqYuqxJkuBFoj5AKXE2MK8OqX3xLeWt+aiP1CqNqPUbNuMtdrz+17s0qCJtWHYBZQqNZ5B6rhvWEkLcmGYlpDwfUzakjYca70LFFuvVA9OaYSmNnrmaCWdwg8o5QaNlO0lL1AqM52mad93mPvs6cx57hwaD/+aFaM/BHTeOv9ZZFRyne8gO+8jqPHljJ7zsMX6dlLzgfqBUprG50+4mR+d/hsWTK6uCto0ZXF8iPcveQQQ7BrZqmVzG+jLCMDKkugBNFXl8gVP8qkVa+gc+i0Nvb8jWOgjPngDcX2E7532e35y5q8diSLB7N66+uWWhqDJrFjWC/zmq6Zprv0iTKnhFADCUxscx0KK0DW0UGddwcyC6i2lngjkOKdtB4HsAd9rj1TsusdstANiHHK+3wuoqSKWP0DXj7ovqqpa6zHgKFlfE4RrlMiqJ0GnHhE64xABqXyvxkO/PKK5We/9aon5DFp9GKVMKTaeCkAwd5Az28r+4XB6M4n+1db/Y4M3Me+p42nq/r7FMBLI9Qow9yyIXBwnkREAHlPXemHsVEeSU6Uxu/cuJXEihWZR1jM+fBvNe72MPrNp93xk2X3MsyVVNPT9fkagMlVVrbJ7JT0McthzjuYASvnvK7KSdvw/vfQrRCJlm8ViTDfWm1zH25le9HcANPX8FAmdUvwEtFA7Y6ffwkBxMdcffJvjXkrjKUwt+w5FLcze1GLH/e7svYy9LV8lN+e96ASQ0GkIlX2eH1zyEKelfkRs+A7HdQHNLIPqHTeU9WxJV6iHld8CShlrgyrNnFGqofd/aOj7g/W7maRYMwEp3ImOhIQbZFh/Ob2Zxh+r6W6LjDLMvdlyycRqQKkcLQxfuJFNJ27kmgN/AYgxm88lkDsMWoHoyFpigzcDcGbTJr5y0nX81dKHaT74r8RH7qD5wL94WOmGh8trra7rxIZuA2BPagmKHqTQfAHgLGtba9wBSWFlcw8AOyaXi30lvoz0cV8FIJg7MKtAqWVG2b1DmXkePy1gJdvKpdo+vHpE0zSrGkJG85aSdov9XaqS+PZrAQzt+qCu62QUp58jPnSzp0/2f4/Jn4a8tlEPx+SYHIW8mgwcL5e82kGglzOzZzakmhFoZhxYGQg2pWtoaMgTWDAzYceLTqCU732t7O2Xp/SepiqWwWCys/gFYtT4ckbOf4rJFT8CEAZdBUeqn9QqvQdYjFyvb1/H6+e8yCcXX8vcdStp3vsNIhOiJnehXYBkgoV+0HUrK26i2OjPKGVkMc0mo5Tb2dAcmiYgaSi6jBYRTnOT1ehIs+/+FGUma8zlC57kb08QDvZ8+5vozgngmaZDtuWyqteq0UXoUhhZy1ctITHTQK313nWdFYVb+MHpv+eNLeUSZrOtzM4GgKme4OxsMFcdqVS6d0Qu8rFldzPv6RNo3/Jej/PLXEvNNcvxfCSpKkjo5ZB6gVKz9XxNEFJ1RqnKjv9YrH5HxpGIXByhKZQV32twkfW7m83QZPSxZ+0FC/1Wpp1J8V9UvWV4io2ni/N9SsHWE4Qyn4suBUFyAbEsx/qRl2qYiZ54Xvt2/uOsX/KtU66g6/kLiapiXxvJt5HRBdAsUBisy0FuZnOOFxrJ28HPcpjU8f/M9IJPAhBObazZViW9zMEoZTgF3EAp93w0xRP0DRqMUnIB0Gf0jei6bmV/5XwYpWrNA80ASgVcQKmK4FmtQKLvChr3/1hQ/h+TI5aZlLirJvY5OhtAqUrz1k9mCuqb6TW17jlTRqm8Gvb9JvKuJIlpH1YKq/9m8oGhW3lK75mMUqUqQCmTZUQpA6WOaxBr/p7pE5g45f/Izv+w596V/g828JBP6T1VVenKP0kimCdZaKZ36S/BCPbrupMh2JHYYgNpV2SUMoBSG5Ino9mAPNGxh0DXiRul96oBpfx0vWr6X3lv93fIVmOUKrPoDTv0qqXyBhpDOZLFVhQjwz1QcDIL1Vqb49IkULbz/K7TNI3s/I+Tb3sDkl5wlPiTNdFvRQ/6xztlJ7MkCCCKL7gsMpexM+6wxgLezH5N04jIBbqiSRZpwsZs6LuCxoP/5htwtd+nydDBrACwK9jiDkI1Bacqvi/38zG/hf3668Q9/NhsTdtWzSApGeu8pQ39FqMFgG7TbWrp+lqo1ZrDpg7mllq+GofNoetWdn9uznvJdYlAUGjqhaptmGMBf0Yp6xlYpffE+F9pf5yu6xZIKlVKkDNKgTveZwWglLudeqTeZz8TdkO/Nhs1sbaPuIBSSBLTS75Eavn3AZGAZrLbTtqSNhzjN9d6NTWj4GW1Z3JK+Ck6N7+L5u7vOX73Wzt1XbfmUEkvfwtuxqpy6dayzXhJ14t87oRbeEvhczT0XwVAoFQGPHZEJjneKAuTXvpPFnuOGl/G1IofALCyucdiaqwlcr6P5Y39xIIFlk5dQST5cM1rzLKPWqCB0bPv86yPbulOC3vsuHgPidJe/mzuJk5qPsi8sd8RNBjQI+NPskhbR9QGisnOeR+6FERWM8gV1oZqYjFK2fQCv/lqT24w/2+CzsIT6xzHopIBlg37l6x138dMuDGBX3PCQ/zzGf/Dh457kNbdX57xmKrJbDFKaZrG8Y2H+eul9/HOOXcz9/nzaNr/z9bxplCak5ors5bZGSprJqbV0RdrPSboAJjUBErNMqOUpmksSYg1Ndf6Z2iBBKHMTjo3vqkqIPqVEHNNzMudnmN6qM1iuzTBPo8PnQNAY89/WT6r+NDNSKg09F1B56a30bz323Stv5SujW8m0etlj5mphKfWI6ExmGvnhoNv5f7+i9idOq4uQJ2fDZFe9k3UkAAthFMbkYvjFa+p1l6tc0RZYjGHHgn+O2p4LoHiCF0vvI7I+JM12wHxbZpxj4Lu7wszdWcJrVxq0s0opZRLuU6c+DOKrZcQiZTZlEyglHXf+DJSy75NyQDBAGQWfBwkiWLrxVw38gX6c3M898os/hz/fvBbbEw6y7RtSq5iMHE5SLIFGDFBHhG5wIomATKJjj3guC5g2YPVGaWgPlYps69mgkZpRqX3jnf8v5RYhaZL7Jo6ztG21Td3f+UQSF722WDuYN19mKl41jpNYXH2Vr59yhW8ad56AHozZaCU+3vy+77c35QWnoMWaERCI5zaTNvOz9O65yvIxVEWRctJLtOdf2n9Hcw6x2wHSsUHb7RK6L44LsrZFo1SvPUmTeq6zrKGfqKBIqlSgr7snLK/xKbnzmZModkA4o/k23yPzyTZsR5RVZVGk1FK8S//aBeHT9sESs0k7lBKkwi6AP8EHADFY0CpP005BpQ6Jn8EotO091u07PzSjAz4PxWglH0DGx0ZIbTpM8x7chltWz9My+6vODI9a0kmk2Hfvn1H/DwkSULTNLq7u0mn07UveIXFrcQ4S+8ZjFIB4SiyP4OhoSFbRt0koNMWPgJGKS1LqZBl7969My5h5mnT7iRT08hGRk5e8yq3DiUgupDs/I+ghrsIlJIep3M1qVl6DywKzeZQ2fiQ1WkSA9cSygrDt9D6enRkJC1PMdVbP6NUnTWYTQlmumnf8gE6Nr5NIPpt4g6YmMC3qVKzpbBbQKmcN4j/asjIyAi9vd4SVUciuq6zf/9+pqZmD7xnF6k4zuvnlOdWvutydmdERuH+9CKUYHulS4XIQZS4yO43aWsPHDjAxIQzo3Wm4BXTIIgN387JiqD4PbNhgxVQmUmAtR45WmOjnsww97FXk1HKfu9TWro5vXUfkl4kMrXeAkqaYmYnmyx47mduZUS9QqX3ZsIoNZN36ev81BSrrN1k0ZvFXWaUMh3/4lz7ujVToFQul2Pv3r2Vy9i5pEUTBvtovs2RXWZ/x6VSicz8jzuuK0SNspnT24HKjFJgC2irXn2hnmdsGrO6HGdwaIiBAa/zP2851svByHrFPtZoYT+NB39aMVB6TrvIEm2PpAjmxX5zaHouGSVOTm8R2YJ6Cbk4gpzv9+1LcyhNQFIJGUCpwZzXSQuibCFAeOrIgVL2tc4svadK9QGl3GIySgUkjaCk1r0G9ff3MzQ0ZDFK5SowSvn9bY2jgpPFfW4imOX9iX9h7rqTae7+Po29v6XzxcsJprfX1dejkcOHD5NMJmufWOHakZHZY9OcTZkt8Kh9fllAKV0jPLnek2E5k/bqmYcz2Ttna7z13DOVStHd3W2dG8RwjGsRX/vVDPCbMlpo8bRpMRY2CCdryMhs95TeK5ql96oBpbyMUibT7nCh7GAeHR2lt7e3vkCKVTopa+lk9n23tSB0ymdGTicVL1P463oFRik0B0DWFyil5mhCgAoOZ+YysuzfLABvZPxJJDVLSBbXZaoxfdjG51d6zwMUqwEEtxilgo1MTExw4ECZLcMsVSHpJQfLS4sk9r+908ejxESQIugqwVY10KrrZaBUqQFd1ykUCuzdu9cBYFRVVQAuFn5G9HXsfsv/YpbeU3zK7olOSw5WqWklAXLEo1fs2bOHUqmE0ngKI+etI73o8wAecKuuqfzjSdfx9ZOvRka1An2Nh3/NnOfOoaHn564hlsdsMkopFRilAPatuIlbev6crBJBliCQ82ctcTxLrWgB3UyQtN9zz5YCKIZuZSYC6brOma1Ov00ws4eDBw8yMTFR26aQJFtpRv/ye7Wy7+1AKbk0RqA4go7ErmQnpYSxdtThWzL12IgFlIp7Aga6UXovjBcoNTU15VgDXy4xdfGpoj+7ioNRqsI3PVt2V70BlWo6WXTsQZoROqibUcq6PmKWu6kDKGUr/TgbzOgyGmdGBIAoPnQbUmkcOT9AILvfNzGoVCpZa7BKOYjtBlWboDtz/0LJ8BcLn2RFYx8NUhJNjpOZ/3GrrB7ARZ1bCcoaaWmexQBhtd9wOqlSnGigyFzZC9xIp9Oe+RmZfslxTmTkPvbs2VO1DOG8mOhvas6HrUS9atKdFqwkyxoOESse8j0nlN3LMu0xx2+H9XMt0Gn7S39N647PEhl7SNzbpW/YRVIyyIVBWiPCr2cvDej3vux+CxBzOd/xVgDiI3dCXuizYblkrQ17D09V9Yua7bkZpU5vLNtAofTWmoko7r20mlRjlNJ1vaKvW1Kmad7zT4QnnrHOfcPc9ZzdvptzWrcAOBj5vnXKlXxqxVrmS1t9+2Guo5qmVQR71xKzvxMTE9YzV+WY55xqbQ+nxP4YqMIoVW0emWLu74VCwQJKZVvfQGr599ClEKHMblE22CZ+39pMpV4wT1BSaDJ0g5w8x/e8yaa3WH+PFxq5t/91KLGlyMoksaFbyKTGCU5tsc4JZXaSGFiNZOhHzfv/hcj4U9bxw4cPMzY2s9JTobSYL4czc9kysZJHhi5AR/L4DUdHR+nrqw2YLzafy/DFWyklTkJCJzL+WM1rZiLm9YlglqCsoukwySIyCwVLdrAwQMvur/gC3E0ZGRmhr69PMMyaQCktRk9PD+PjLmCXHEWXxHphgqrcYzDtg3zbGxiKv43u/fsJh23gwZAT3KHEjkPT4UBYsIFqcpzcnPd6xgh+ACGJvaklFmBkMNdOVo2V/SwmO7uhj5zQdJiAJNqITDyJnXErYPhFC1rY/73MkJVf0zRkVGKG3lqUvKUMTXH7Eu1AqWLTWYyefS+/Hvkxm8ZP8n0Odunv72dkZMSq4AGgGf0OZnZW7bN93LIso6oqe/fuJZutDXJxPDNdpWn/Dzg+/TvaIuXYVV8VRik/dmLP+ilJlk4RH7jOOhYoDNEcnATghoNvZWT5zyi0iJKndnBYPp8nkxFzoS08Sct+ASp/ZPA8tk2KZ15oOR8diVB2X92s6ic0CZ1hz9QSdKTyPmfYQXJhCO0oAbl2SRgA60r2swkQrLf03vT0dNVYtaZpFvtlpfKP7vNNqRcoZfc3yDnxPDNKlG9u/hKaHEVCddhffnrSMfnjl2NAqWPympeliQEaBq4mPnIH0eRDdV9XKbj7xyzdD/wTnen7kPQC0YkniA/dTPvWv0Yu1heguf7667nrrrvYsmXLEd1flmV27tzJ2rVrueqqq46ojZdT3A5Gx0ZnAKXMDAT7uSMjI+hWhvIEDcEckYCCpgsWJLv4IvttGcHPPXkfd999N3ffffdRjcV+n6Aq+l5Qgyh60NN/j5Evhyg2iUBrKL2trvvJaMhG6bvqjFLOQOddA39O8tRrUcNz0KUwuY63U2w6myzCUHjmwWuIqKLdiYI/UKpcv7q+YGEk+QgdG99K14bXE5lcR3j6JTo2vxvZVoLC7bRuM2iWJ0ut1u9lRqnXBlDq2muv5ZZbbvEYg0ciIyMj3HnnnTzwwAO1Tz4CCY0/hWx8Xi+2/pRC22Ucyh/HL3d/kGsPvqMuZdEM9ATyh+nr62PNmjVceeWVjnNmunZbQKnRe6zfZEmDjFB0683mrVdmAyjl19Zs3+dopNJeurTBCVpJ9P+f4/8WUMqv9B7ljKjXSum9Iw2K+AFV5NIoAUlH1SVPMBrKRrhmBY6FsTw9XQ76hkJehqZqcuutt3L33Xfz7LPeMnd+0ib1ANCf7ao4dlVVKTWdbgVMnx09jQNTwug19xazHFveh1HKCowboKFKjlrz71XNB4gN3mQ50szMcS0Q54YbbuDGG2+0nO1mPzNKjHxYBBaitu++HrHPiZVDX6Xx0M9p2vddz3mSmrMcvrceehOjZ97Jc53X8us9HxTt6JLFWjH3uXOY+/x5zHnuLBoO/9ZqY16wm++d9ge+fvJVtAwK+vLBXIdvv6z9e3rHjAx6uzgZpQyglF4fUMob9C8HTqKBYl1rUCaT4aabbuKpp54qM0odAVCqUmle9zd6QuMh2gMDyFoONdRpBYzCaWfgfbYlmUxy6623snr16hlfWygUuPrqq7nttttmv2OzILMFHLK/KzP42XTgX+nY8m7mPXMq855aTvPeb824vXrWaU3TOKW5m7fPf7pmkG229IN6EnUefvhh1q5da4E/QwaQoBKjVM6WJDFZbPAtyWABcY0yOKHpbeDKPheMUsJmTFdllDKBUuNWP8zARU4tB7OvueYabrnlFg8o3z8L2tgP0JG0PA5mCq1AW0kEofeml3jKLjnAH4EYuhEMl21Mvn5BxmjyUWQ0pksxpkoNTLe9neQZt6FLYYKFPou1r6QFKGr+2dvu8dTKNhZjrQyUEs/SYJQKNHH//fezZs2aciBNDqOaJUGMkugAjZJwlI8XW1AjC8SjcIFlKs29YGYfnRveSFASz8gsvbd582buvvtuh1/AHF+x5SLUUBuB0rhVPtcESpW0YOVnZct2n1KaPX257777uOeee3jsMSNQJ0mUms4EIOwCSgVLIxZADyC1/NtMLf+BGHtxiIbe3zvv7QOUUkNzjNt498psZCUvJE+1gluV7EF7u2FdBM81XbLYDvx0qFtuuYXxXNToqwg+q6pqBTIGOQ2A3uaPc8cdd3DllVfWtfaYQKlghVK/9Zbe0zSNYEaUFkoWmllz94PsMKZToDAIpVSlJqyxSOiEbIxS7oBBufSeFyh1xRVXsHbtWvbvf/lscF3XrXmQ9gGAgGAcE0D3guN7c7dTj1RklNI1UHNomsayhl7et+hBYsN3Vmyn0jwIZvbRuv3TBCnSm+liNN/mn9RmY4epBZRCDpYT/mZYfs9PTm3dR2NAtCPpBea8cAlzXngdnRvfTFz22gKlUsliwVFsQCn3HqDETJ+NSK4KpbZYZb1uS36a4YtfYuqEf2X44m0UmkVg8pKuFwEYlM+x2KRM0XTYm1oCQJe0zzOO3//+96xdu5bdu8vltyIZsUeN5ltEH0Yf5N577mLjRm9SgznGuQZQqhA73nOOnxycno+iybSG07QVRbvDOS9bQwNlnTijxFn9QB/5sPCrhLLdxEbvpWm/YJj/wx/+wNq1a9m3zzvO1p2fY87zF3NKi/gOh/PlRLdK7IluHaXYciHFxjORtDyNA8KP02Awp5S0IHfe+yibNlVO3DTbMxNuTJtxYaQMFJP0UkVwqClXXnkla9asqSvpsFqiyO7du1m7di1/+MMfPMfiQzeTGLyB5v0/BMTzMMEPpsjKFHJhEKk0RUgW7XdK/gAuO/D/SBml9u/fz9q1a7nzzjut8lqaXFm/c7ddLBa55W5RDlYujlTUla+66irPN+GWhx9+mHvuuYfHH3uUxQmxnhYaziA7/yOMnPsYOjLRiScJZspz0dwLdu6sDp6oJvU8L03T6IxOIEuQVSIUpRbf8+7YVgZRjBeb0ZEtP0hD7+95+o4fEaDItNLA97Z8jifH38D0wk8zftL/kpn7IQDigwI8kc1mue2227jzzjtnNJ7QtPCx9Gac4Eo3UOqaa67h5ptvdoD6qtnV+fY3ARBNPjKj/tQS8z6txn6TLiVQdfHcJo//MSB0NnP99pNrr72Wm2++mVQqRSwo7I1MMcjtt9/ujTtJEppR5cJKPHDthWbsRws2WXNscLDMHKm6gFKD0028+OKLXPFokcfHLmXypF9blTTsY/S7l6ZppJUEP939SZ5r+Q2/2/s+x3mmL6MplGVpYoCPLru33E81Q2TyBVBzoOsEdKP0nupfes/Byl9Hsqmu68SD5bLZRbyMxKY899xz3H333dY3roU7ybe9kWLj6YyfshrkiINBvhqj1E033cS1117L9JIvk+16Dw+Ff8ULoycDEJqu/q27WTU3btzI3XffzQ033FBzvJqm8efznuMnZ/43Hw9/ymKbvL//IsYLjZSiSxz+t1qs6pX6piTEnh4fWWMdkwtDNBlAKbOSihIzEsNtiRj25Lp3L3ocWctTaLmY+wcutn7XQ60oBsgsXGf5PZNBc68BuC4zShlAKS0n2EPrHGstqQmUCs2MUerqq6/mrrvuYutWf2CxpipW+cojZpSaQYJ2ICt0kGShmaIWQjWTlGygt9nylR2T15YcA0odk9e8XNJVdpo17f8RcsHfieGWVzOwPJti9j0sl7h8oWDsGE68g6nlP0ANthIoDtG0/wd1tWUq0dUMnGoiSRI9PT2A14HxWhC3I9vJKGU4Nn2AUqVSCc3IepSVSdoikwBMlRpRDWCS3z3KjQcspqVD+8R8PXz4sPe8IxxLQBVO4pwa9UUt+ykIpUbhgA2n/RUNtzSH00ho6ASswL6v880FlEqXEhTa38DwhZsYvGQ3E6f8AeQgo1mhvLSVtiKjoOoSqVKDf5sRMxBam+45knyM9m0fJzy9DR2JfPubKMWPJ1Acom3HZ5CNUiMVGaWUFut3MxMgmN1fNcPllRbzGzsaMTMucrmZgVDqXSvNTKknhs5mInwGIObL4cx8Mkq8rvXXnsU7NFTdOa3rlZRgnYXxYaIBAwigqqBrhKc2iD6Ztx592upjtT7NVI52n6mX+fDVZEisNEYTOJI67psARJKPErDRClctvYctkKi9MqX36jV86znXLn6BEZOdL11KWFlfdjHXJ3cw1cwusp9Tr4yOCiO03v29QxaO5L5sl+N3994IkFr+Xba0/oS7+y61aMdNRqloFUYp3WBwtErfVnHeheUSn15xJ617/pGoUQrGYpSyAXVM1rny9RJjTe8EoGXvN2je/Y/MWXcK4Yl1NZ9BuQ3dKqWXGLrRsx+EpjYQlDUmiw08P3YqpeZzycrzrMw4XdetwLUpsjpN04EfWzrroqBgkWqPpAgVBTiiElBKiy5AjcxDQj3i8nEORikDKKVQdm7NBCiFJFtO94hcH1AqlSo7YsySHvkjKL1XiVHK3WczmF5oOpfhC18g3y4ygu3OeF+po1RiNZlplrBdCoUCqqqSzWZfk3bKbAGH7O+qY+T/mPvUChp6/8f6TdLyxAevr5sRbib7uKZp/M2Ku3jjvA0cpz9V89x6261XKj07t44WQnyjeTXiq9/nbKX3KlHcW0CpxEp0AgRK48iFQcfzL5VKNkapyowDfoxSZgCu4OO892R7+wKlbOUi1AyaprGi8TDvW/wwiwLbCFAgVYozmOvwBAzd+6zdZjPFvmcGiiO07vgsbTv/FoD+XBcY2fh6IE6x+TxAMG+A6eSV6gJK1WOHmXu77FNWV9IVwgaDihZstADS9v2/DHQoB8MbZfHexostqEZpmEDeGRD209eCmW7aXvowoaxgCUqX4qi6ADqZ89Bxb7MNOUi+420AxMYeNPpuAKX0KkApG5NFWm129MUu27eX2f6KjWcYfd3jAJeFCz3W35u195Preg+ZRZ9h+DxRwkVWU0ilSc+YAZrCBlOnCbb1YZQyzze/qejYg0RH7iKQ6/Gca0pIE3tbVoliPiq/hIKxsTGLnUU2GJPtQfVN0t8wdOEmduYv8O1/peerWclF/oGHllCK9y9+iA8ufYDQlBecYJ+/IaME0mBWgCP29oxaJZiYqh7IMpmAzKQZXfYySlUDSpnS31+5/PpsSJPJKGUrg+0ECoVR4gbAxFYSqp53Ua80HvwP5q1bxbnRe/nCibdyfsc2WvZ8pWKiY6V9Izp6NxIaw/pKfrPnA2jI1RPQCiO0hMwy4OWAryfIG3Su9/WI332DksLb5wvduxQ/UbSpTAoQmpZnUWS/51otN0pndBKASVsf3TqekhDtWUApg3F1y/gJ7BhfaO0veiCOEhMAKHNuDkhne/qqqiqHDRBCp3zQc9wUO+gmYoAXnhw+m5LUSERP8ckVayHj9fmJZ6wz1yjfVYydUPEeDuCYHuJwRvhH5ucFM9em8VWkwiejS2Ey8z9hnTuQ7eBH2z7Ff+38a0p6iNGGt6KGOq1ki2D+sEPH9QCItCKRiaeQ9IL1nQznykApv73ODtSwxilJTC/6OwASYyJhxSyPIwDZ1csNlhmlyqX3JCVNV0j4GaZL4t3WW7Ktkk/JLtVK7x065Eyus4vJ9Buc3olUmhQgBMMH9at9H6doANXDU+stgDGAhjeZCGwM07pu9UlGRVPq99/Z11ATdGhnVoPq/qp8Ps+0EkfTJSS0MmubS8z+VWPt2rVL2LqdkQniwQJFLUjBmPtqfBn5jjcDzuQ6s28HD1b+DmtJPWu0rut0RYWuOpJvo9IVw9MRNiYFu+JTw2cBkJv7V6ihToL5Q3xy6c0AdKfmk1Fj3HXwDFIrfki+6y/ILPwbQJR2lovj5HI5dF136Fh1dJRQWoAy3T4a8LdV7MkK1fauQvsbAAi7yuse7R5nXm8H5uq6DnKI7IJPkG+9FIDIhL8dZr//5OSkxRKVKQV9zwes5O3KQCnD9xQo7/12psIC5f1mz9QS9k20093djYbMPYfOId9RZhZz99GTHGGtlTApHUfaBeLQDF/Gn897ji+tvMlik8rIwnfU0PNfzH32LNq2fYyQJvbhtE+ipXU/uf5kU03TrPJheTXi65c0xbRHLOYmSWL8tGsYO/s+tHC7Z+z1zJtcx1uYPOlXvNSTt/xejYd/Teu2T1aMv9jtOVmWLZBvPZUydF3n3Padlp2lS2G6m7/II0MX8JPtn6Tv9IdQ9YDjfLv4AVb97D13WUIQMY2moOjjRLHJCZSy+cjNeSihc2Kz2G+mVvwQ915ZMMrvReoovxfWU1ap330GCNzqdyBm2c0BW0LA0QOlxLyqVLpeNRil5FJ9vjIzGbbiHlOcsL4ds0xwtTnoAEoxc0apgFFBYNyoMGQmYQZtNuJs+cqOyWtLjgGljslrWi7s2MqprWJj1JEJ5g8x97mzCbtK/PjJbDo4Xgtyass+ooEiY4Vm9rV9jcyizzB5kmArqKc8i13cdNYzkVAoREQusLyhl/DEOgLZ/djpQl9NcRuBdqBUNUYpTdOsEkFSaZJ2g31ovOAN6lW8t3F9Injkz9bRnj0TWC07ZU2pFygVctGEV5LzO4TDOhs72VKg/dq1Z1YAZM3MckkCuZwJOKkIp9ub5wvF7uD0AjRk3zZnwigVHbsfgFz7Wxi+aCvjp17N+ClXoMtRwuktzH3+PBJ9V3qAUp1RYXSMK+VSR0rsOHQkZGWSjhcvJzh9ZADC2RD7czmawKu7vZdDaZPQiE0KQ3dPaomvgliXs9/IbggUhnwDGGabTaFp/rbzBx7K5kQwy6dXrOHLq67nmydfxSkt+1BVlWC2G1mZRCHMuhGRpc6ocNyujL/El1ddx+tyXydolKU5GjlaAFO9QKtXEyjlDgDpuk5YLlrlBLJz30u+7Q1I6DQe/hWh1BbQdaOMqaCrdbcDMzPyZ0PqLb3n/ruWSJKEnO839kLhoAwUhHN30sVIaEoZKOVklLJnBB5pech69Z05YeFY7XMxSrkBx6KDAUaDZ1PUwgyaQCmTUapK8FwLCueUpAjHS7X5vjRRZihr2/m3dG54I4k+wRah2QKvprPRfv1I4m0GI0CRxNBNBJQJokZgt5qY/WkPOx0v7rUhYji7u9OLMJ0Y7j3YdCABjJ9yJUpUOCnMrKPOgDeQUqn0HmBlxEfGn6w6hhkxStmy9e1AKXeGuP/eL95lJFCsm8nHlJjhSCnoXqdfrflqBYXVtMi2rNBHCyjV/mcgRyglhGO+WvZqvP8a5q47iYaenxOc3mGVaH6l5LXOfDuTEnfVxH59V2oNspHNl+t4O4MXb0OTYwI84nLc1+pXPWuknWJ+HtX1YT+H6JFIPXuJW0cLGaX3CmrYd5206/+1gFIEoijG/A9Nb3fow6qqEjAYpdxsh441IOgFSkVlYevl/db6euaIJFtruaRm0TSNT69Yw4Wd23hHowia7ZlaCkiOZBxN07xAKQvIVQYamOPsioyzYv9HiI3ei47MsH4CDw1c4Ohneun/s0qxQ5ldqx6glLV/VwNKyZWB4GGpvI7pgQZrHjvek5n9ayuD02QApZKFZlv5NSfIxO3gjw/eSOeGN1jsQweLp3Jf/8XWcT9bwVEqs0kADALGPhbQxRxQ6mSUShnJKTWB6tH5qOG5AhxsK5caKYh9c+fUcbykvgNkETRT4ytQjUzloA0sZr+PVXrPYJTyY1oyz9+TWgqI0lFtOz9H27ZPVOxrBKGnZW3gxUpruQmUMgMTkpojauhMWb0BLTIX2Wb/1LW3GkE/yQeEB/D6tse5oHM757bvpLnby5DpZJQS4LmhfIc1DnPt4KELaez+oaXXukVVVSsoD+K9e4BSRrm0kFRARvWdM7UYsI5GdF23gGmVGKUAlLihL9QJxKgkvvqYrhMfuhVJL3FBoqyXSlqB+MA1vu1UYpaJjd4HwD71Ykp6ZdZZE2gpa1m6YgIYUJFRCtt6qhwdUOqyORvpiE4xrTUzdubtpI77Gpn5n7CYOxZHD7KsoY/3hr9p6eiJ8fsJSBr92U6ShTLrt/tbKBnsDcF8L5KSIZISIMCezHwPCEGNLS5fpwUY051l98AESglAUod0oGLAtjxgjUh2u3XP4fDrADip+SCXh35A895vW+XYzP43BjMkgnk0XaIYXVaxabcuI2yNsozmW9ne+VNGzn+aqeN/xMSqX3NIP5+7+i5jotjMZEn4KycSr2f44i2MnXkHuhQULEy2BGP3txbM7EXSbXutDiP58juo5d+xS6Ht9ejIhAqHaQqlrZLb1YL97jYLWrn0Xjj1IrKkkyw0s89gxwhV0eftUpHZzSZ2sEk1VhS3hIx5J6ETnlqPrmkWW0u6GKHYfD4Azd3/TOPBn1rXRSV/+8KuZyuKgozGV066jkUvnEbrjs+S6LsStOq+Zft4wwbLsyrVzygFIs5i6kG1EleLxaLnewlkDxIZe5igpHB2206ON5gTezNz0CjvcZkFohRbbOhWJBcwc9bjNbrqKO+taZoTKFVF37vl0J/zs50fYceUWDv0QJyJk36FbgMyuL9TAKXhZIoNpyDpJaJj9x2RPzZQGCBQSqIT9PgJ7PO1ku+mmg+2lBAl0wLFEc/zPxpxA6Umis4qEgUTKDVeGyilqqoFlLIz2LrFTFKPVQBKSUaSnmoDSgWDZeBVriQzvfBv2ZhcxVX73wlSfWWL/e7l6zuz/W4mfbVFRJ/2phbz4MAFbG34OgCR1AZkNUV0/DFkNMbyzaSMEtm+fQmUbalaous6cRvzTz3+5mrJmrX8RZXa7OrqYk9qqVViNZZ8kPCUPwDI3q4sy3Wt6Vb/NJXmkHjOd+S+x+Alu+lvMBi+CDjWI78x+LET+425YCTc2CU0vZ2gpKLpElNFYd+pBhA/YGMhMudIIpgjIGnoSJ7ywABFo2xfPYxS8wN7kSVR9tEN1INygnrItr6bx+XCIB0b38KcZ8+mffO7HeUEq0mixrwyAYKBOhml3P2ySyDfT9v47YBgBFT0yvFKU+zfoiqJtWQmQKmgAZRKWkAp77ucLd/RMXltyTGg1DF5zcrSRD/vW/IoAUkn3fGXTC/5knUsmnys5vWvZmB5NsVcdM9pF5l9G5MnWUq6WfM3kO+raUTZpVqd+Er3B6GozAkc5LunXsHnT7yVjq0fYM76S5nz3Dl1Uyq+nOJ29EoSzIkmiQXyVhasSdPq2DhV1ZadPEW7wSiVLLR47lER9GFcbyqiRyvmfSR0gmb2qs0pW8mpbUqx8VRAIJ5rBf+icoHXdW4BYKTjE54+2EVzA6VK/gaMydxkor6fHT3d02+rTTNzujACWnUWFRMUmJ33QSswrcZXMHn8v9rO2eAxUroMoNSEDShFIAaSUJbD6S3Eh26seu+XU+xK+chIfSUIq4llmM0IbKETk6ahInuTmI8fXXYvweIgeTXEgekFRwyUMutlBwqDVR3lxzceJhGYJj50M/Ghm8xG+dDSB1jV3ANAQyjHx5bdSyzzohVsTbKi7MQwgFKva32ShfER2rU9JPr9HdQzkZkai26pFyj1agJ/zTnUFJomlt1OIZ9lUXwYWdJJqS1okXlkFgrHV3zoZjpffAeJ/ivLpffUGqX3ZkCBOxvjqCRHqjMsiPYz54WLmLP+Ujo3vQ00xXJM2zPY7eIGSsmvMFAqkO2mNTQJwECuMlDKHqw2+zOQ60JHIlAcYkliwCq95weUMhmlTGdVpWes6zrLGp0lFUKZ3cTGHjDaKTt8/YBSeamF1IrvOZwWwWx35Qfg6sOihNMp3NTzU9A15MIgcmGYcOpFAA6kF/r2X9M0JL28hufb32QZ08FcD+g6HbIwtv+v+10UQwsYzbcwagtIuKXQ/kYAouOP1hyHhA8A2c4opXoZpTTNWebBzzFkF5MZojGUmfFaZ2ZbF7TqQClf532gEd1wbgRsWc7uc029TTUAaqbDKeQT+JSUDPHBG2nu/q5g/ur5KV0b30zbjs/OZFh19b+a1NLjXm0Rgb5pVur3IhfHa19QpR1TIqoAthSaL2Dq+B+jh9rIdf2lOFYHC5y9vXrmoayVA6gtknONkUoTRJKPETSAGbPFKFWPXuDWm8IGUKqe0ns1gVJAqcEsb7Ddae+UchYL03SV0nu6K3CuaZoFijXLrPqBh9z9dkuZRTGDpqpWWRpTnhsTSR7VGKV0XS8zktqAQuZ+9eFl9xFWhijFljN6zgM8oHyLnswCR7+KLRcyfMFzTC3/AZsnT+X+gdf59tdvPH4BBC9DiwkS9tpfEclYD9UQyEGr3473ZDFKGQCb0iQRA2A1XmhCifqX3rO3IZWmaNr/L0io5NvewNAF67kn/RnWJ0+1xuSbvGLvh435FUDGLL3nn9wAoNuSZnryolxWPd+quWbbWbLCRbFvjuVbvFnfMYNVK1cuz2Q/ZyZAqS0TJ3B9z1+gRMQeH8ruc4D47e2GdPFO7YGBSrp8ytABQ9PbQdcJa5OAeH4lPerpVz02gRtg7xxQgRMTZSaocHorTfu+y5xnz6br+Ysc67iu64SM0ntDBouMoiiU4mXmm4be39Gy+8u+/RAl08ygfBQk2QOu1Q29ASAeLPgHPyokysyWmEw5qWpAKQtY7c8odTR+xEDugCODH+BJg6Wkoe8KC6xmFz/gXXjiWUKZXehSkMPaGb79tH4LJqzS3q0Ww0fZHvGsV8Z6P5PAud99z24XbDLPZf4CPdTK9JJ/YOqEHzN1wr8BsCR6kL9c9DjN8giN+38Mao6W8TsBeHF8ZdX5r4faUEMC0BfM7iOcFnr5oel5AuBnB5oaeiBAz/R8VLysJKqqMpDrpKQFiErTREfuolriZyDfS0CdpqQFGM61sTP+dzytfYHeTBcxaZrEwGpadv8/R//nGWxSY4UWNKlCGSW8+t+e1BLH/8cKLZSICYCsJJGb826e1r9oAYjs9wRACpTBtLb10R1sNpmBTZkoNjsAeJUCgH7fhh5stPSOZQ39Vsltt57hJxZQyrAjJTVDeGo9IEoRmutTtcQHu9QDvrTPl3r1F7kw6Ch5Gpl8FknNWnpMRolabJWB4hDhbDkBM0oaP3EzSi1ODDIvlkTWCsRG76W5+7vEhtfUHI/VJ0NPU20JRlB9DTPHa/osalXv6NR3M/fpFeVguq7Tvu2jtG//BP+w8gb++rgHeM/ixwEsMKIpxZYLKSVWIWt5EoNOv+vRrLP2dxaefJ7Q1CZat3+Guc+eSST5uHXOnDqAUpqmoepBBnJONqdi6yWMrPxfNo+fyLqR09k0fpLv9UWDBSaY3X9EdkUkKZjk8tHlKD6VLWqVf666jgYTZT2nAoNiJWkMTleMN1lAKQOgMllqdAGlLgEMwIcPk7M7LmOCD3O2JBHPPV2l99zPxawmUtDKbUQiZf00n8+TWvE9bux5GyU9hCRVZpV1SyWglPv9lEHjZbtt3cgZ/G7fe3lo8CKmAivIt/+5p31zba+oB8r1+1B1XSdh+GGyVZ4nlNfCIwVK+fqPjHNisRhjhVa+t/VzJBPCx9Wx5X20bvuk2H8r2Fm6rs8IUB9QxgnKGpoOE9pckCOOva/Weu/3/fjZ5aXmcxhf9VtKNoBT2ADSTpUaBChLc5Xec8VnyiXC20H2gt9N4G0ou5fY8B20b34P4cn1vuNulkX8qC9TLh3qZ8+FlHKcyRxLfOg2wtPbCRSHiEytp2Xv15EL5TKVlaQWUMqyZV1JPbXEr62WXV9k/uivAGfiQzVx+NkwgVLVvxn7vU3mqGRR2DKqD6PUy0lOcExePTkGlDomr1k5rkEsqDsnj2Nk2X+QPu5rTKz8OYBFR1pNjrTO92tRGoJZVhg1ZzcmTyo75sKdaIEEEhrBXP2l3mbCKGXe64TGHi7Kfou3B/+FWLDAZLGBUmw5uhQmUBqvyXrwSohbcTsxupWvnXw1/3x6ucSHSb/qRv6bQUAJjVNaBDX4sE8woqJRZSjAJgXl0YqmaXxy+Z18/eSraNDFt5BV6i+9p4faUIzSDPPWrarKwrai6TCxYAEldhxTDa8vt+EbtGxy/D+j+Dt+dmVPRzEc6QW5le2TKyq2aTFKqSnmP7XEYipxi1SaJGQ4MUsGrbgpuXkfYGLlf4t2lAmnkaIqdEaEYZwsOTNz7LS6gZyLkvwVFHt/R0dH0TSNUGorc545jabuf55xe37O+2qyIDbM109ezVeW/hsdL76TgAtkYLa3tKGf01v3oUshbjz4NhQ95Huvepz95Yx5J6OU28A0s5MAWvZ8la7nL2Tek4tY1dxDSQvwi10fYsv4CQQkjVOGv0zTfgGaG2UlPZn54sKpncj5frrCZUBnOL25rmdTTaqNMzpyF63bP0PTvu86jD+71OuIf7UZpWQ0vnjizSzv/hALX3w9b5wrjLRhRYBBCq2XWsBdgMaDP7UCA9k/aUYpnTd3PWqBZEKZXUSTDyIXBDvSVLE6UMpiBjCcOVVL7+mV6fDrlWB6O/H+a+jY8n4Atk8ud5R0hcrgDfPvbClAbo7IzPrQ0gfKjFJG6T1HW0awWPZhlHIMTddZ3iACvhOLvsL4yVcwtfy7KLGlKJEFpDvfb51r0oLb21IUhczCT5M8cw2jZ94pxloHUMoc08K4mKvFxjPRpQjR5MO0bv8Uc56/iM6Nb7Eyh0YK3kxr8+/0ki+jhucyseo3IkhhlP4I5HqQC4PE5TSqLrE3tZg9x9/Bf+z4uFW6z0/yZnZ2ZrcnGG6XVnmAH5/xG7544k2OMn0RbZzLFzxFREvaGKXK+7XbmWefb37vyWSpXJoYqEunNtuQ0C0nZhGvY6Mm0EiSbOX3ys6dSoxSZskVkxI9UByyvi/Rxjidm95Ky56vIukKpcQq61gotaXmuGbc/yryWmeUagmO808nX8M5gZto7PmPI27HHGdAUpER68X4KVdYZZeLrQKkEp58xr8Bl8zEKWUCEwCaGbTKdAWyB5nzwuto3/ZROl98B3JhmKZAkk+vuINz2l4q79m6Tmz4Tpr3fK0up6G4pDwPFkov0vX8hTQc+qUjOODWm0JSGSjlp1fk6mCUcpTYM8q/hNJORqmQUcpb02VHOT97X6Bs0zgYpQJORqlKGdTVpAzyyFqlsk2ZlFdwyAiq2UG6bqCUpmk2RqWy3q6qKhG5yEKj9EDy9BtRGk6uHEAKtZJZ9Blu6/8Li1GoYlDC1Yau61W/fdViTPUyM0RczFx+jFJaxEwgEdebWa1TxQQFNWCV3gsW+rAz/tjH1zpyNbIyRSl+AuOnrkaLLqhrvXKsS5H5Rj8MoJSRdKRUKb0XsjEy9uRP8PSrkqjmmG3ZztGiCPKPFlq9pbhM1sZ82f9h3icgKTSExDdVChk2pk+gpTwGiS0TJzJy4Qvl8hQ+GcMAYd0olWgEBtyAM/u5Jrg6PnwHib4/ENbF95Quxa0lxj23/dpx9NmlV9klOv4EUTnPZLGBgawAlTT0X0mgOEQwf4jYyJoy8EbKWwxKQ0Y5FEVRPFnt8ZE1yPkB3GJnlFKlmKPPdsCGyfrwqRVreP+c64mMPexo5+VklAKR5AHVgVImOCxkAy0dyd7ux3oQsZXfAvEN39t/CYXEKcjKJO1b3u/ZW9zrTXjyBdq3fgAQQPy8DXRe0S8Vdgb5qzNKtQBHV3pPUlJWUlpPaZXjmBns64qMsiAu7PBQbj/zn15BQ347qi6xZXxlzWduAtqiyYcJKBMoWsAoq+qyn2yMUgemF/r7nlQVVQ/Qb5S2atv1eZq7f+g5z3ynVgJMUQRAFT3IAfVcfrPnA2zMvx2AYGHAAltpmmYB+KuBMsxz7XI4Mw/Ndnqy0OJZ/3x9f/ZAc3Sp6FO+DJRyf2thl78t5Qo+VvLvVLITTZDQsoZ+G5NbbSZZsw3TjpTUaQtA2JuZY/lja5bSNqSeNcXPvq0lYVcp0/DkcwTUSUCAXwtqkHz7m8h2vZtC83koRkIg+DNK2e0wM3llpZEAWIosQjH2X/ca4hYno5RRek+qXFq5EjDABPbWYpQ6P34/spanZe/Xadn5RVp3ft5iT54fd/opDmXmOu8nSUwv/DQAseHbfftxJBKRMvz10vv4+5U30LHlvXRufiex5INIukL7to/Quu1viGW3WYxSwzUYpSrJaPgirjv4Dtb0vpGi5s/qp9r0JjtQqp59JDZ8J837BBPkVNMbfPtWC6Bd7zrqB9KtJGe17eJ7p/2hYkKRBZSyld5z+GkaVqHLUWQtS8AnZuVeYzqMtXO82OQ51zrPiN3EggVHH0wxq4lkS17wJ3iJA2oBpeoBCLn1QfPvUpMARx+cns/a3tdjspNrmkZq2bcpNpxqAdjAn63Mcb9A/T5UTdPKjFJqdUapehibq82vSnut2Q8Q9sNm7T0W8UMs+SBtOz9Hou8PnmvMNt1reqL3DzTv/YYvcC9UEuvXtJJA0bx7gccfXWE/sh+rNOb8nHcxet6TTJ4o2APN5IMJoyqNAEotRkdGVjOEjMRLexIygBoqg5vsooXbKDaeDkDrri8RmXqBht7f+J6bkIV9b0/SdTJKif3IDyhlxnGzcz+ALglwZkPv/9K85+uEx5+iec8/EZ7a4L1nDaBUOQlhf00yBLt49MvShOP+aSVeV6zLsQZJRum9GuBCXdeJBXK8ae7zJFIifjqYFX5Iq/Re9oDnHq9FP94xOXI5BpQ6Jq9ZMWu692TmW8ZiqUEEakLT26jGegKvbmDZLoODg1x11VVV63mXSiWuv/561q3zZlPrus6ixBCyJDL+JgxEKyACSMaCHchVbt/vfvWKuZFf3LWVdlVkHk2XYvx050cZOe9JMgs+DpQR1PXKww8/zC233DKr78ZtuC+NCANAlgz0drjLolX1BKgCUaskhMkusXWinFVpSk2gVGh2gv6SmufklgN0Ric5jTuA6kCpqakpVq9ezbZtZaeHHQTU0Pu7ivcysw1LDac4aGf9jDo3o5Q70GLKuNLFj7d/kocHz2db8/esWtC+4Kug0wjyK5mU6Ps/5j0jMtWU2DK0sDdQZL4DqeQESkn5ASIBBVWXSWntjmumjv8JmXkfAWo7BjRN4+abb+bRR2szfMxU3OtVavAlWnZ/mUApSUPf7wilth5Re/U6d9+16AnLwRlOb6Z11z/4ttdmlKXMNpzLdoOO2u9e9r8HBga46qqrOHiwHHQAWyCpOORw8rgDZGYAHEAnQDB/GAnR/n39r6M3O4+bD72ZQ9NzCVBEVlMokfn0cCEZJc5IQbzzRP9V1loAEJzeXRdlcTWpFOgOTzxN287PERu7j4b+K7n3hn+np6eHq666yqqz7r6mXieqrutISqpmxh+U95/9+/dXPMfcf55+ugymNPva39+Ppmksa+yz3kO4NMiJzYfQdNicE8DKBx96mGt6P8zoaTeLTEG17BA0S+95nAozMPJnQ2qBp+sFrdllRWMvx8UPoUsRsgZ4qOnAv9LQfyUAYzZgjV0soJTJ1lAaBa1QkVHq2cfvRH7kQuY8dw6RGoyafmPbsWMHm2/7Il2b3kLLvm8SMAAnDw9e4DnXwUriwyilqipTK36AGmqjMzppHTdZRhxZYC5GqUpzXNbyLE6IQNEz/Yv5/f2jJDs/wcj5zzBy4XrSne+xzvVjlHIAfuKCwSJYGEBS/EvTWP0z2jD3/Mz8jzC58mfoSMSSDyHpRQKlURH8oOz4AO+aXWo6gwOnP8X/PjDFpk2bLMBOMHeI8LTYl4dz7Sh6CJWwh/rb07dQK8VmAQiu9s4XB7cRCZQ4rmGAji3vIzwhHOqfXnwFfzZ3I2/ueMByCiiuTPFKgQK/92QGupY19iNpBSLJR4mOrCU6slaUnXT333S+BArIxvKe18U3b99Lqzncnn76aa6//nqLRSBQKjvg7c8/KJVoCRvOJiN4roearUw2Kwtd19Gefi/B3AHUcBfpxX/P2Fl3MXye0L1Feb+Zgd2PBCzid/6raaeYe7TbTnnXgocs8H988Eaa936T6PBa3zZ0Xee2227joYce8hwzxxYPiHmoIzuYRgpG9nV4ersnEUbXde644w4eeOAB6zfzufnNU0nJkOj9A3JR2JAhrRz4lSSd9pc+TOuOv6P9pY9YzEqSrhDM9bAyvp1VzT18YMlDdL1wEa07/paOF/+C1l1fIDF4PQ1bP4tfJnSl8cpoXBi6kWD+ME0H/4PGA//uOccCSiGec16L+NqvGaWcBT3mw3YL8Nhjj3HzzTejqiolg1XWzSgVVEWQKKc3OEqI2O8FNiahfB8YtkBErswoVc3xvGPHDlavXs34+LiDDSdkY2+ZVhvZFfkYZvCgmpNcURTf0nOlUon5MRGELwa70AzWpVp6lv239evXc80115DL5Uin06xevZqtW7d6vk9VVT1r15YtW1i9ejXpdBotLJ6frKYdQE2AsGyUnlQjIlHHaNuPUUo27BKTFWS82CwCMeEui2lvznNnWeViy873NO2jqwG4u+cskuOTvs/Cb93xc6yb4wgYQMdSldJ7pn6u6jKaFPK0WUlMllm7bhspCiDcWN4LlDLLawVsQCmzT3Oj4vvPqyHUgFhrqjFK2f8us0Ee9JwPEMGwgwyb3A1qt7e5Y2o5T47/GSCCwiZwc9rm5J8po9RwUtgtxWzS8fvzzz/PwAsi23rLxInsNsB/domNrEXXdToj43z9pP9DVtNogUZGDV1VVVXy7W8S3/8JX0KJGMxlPvZxqVQqs5dITj3fEcw1yu8tTgyzsmEPzft/4Bjna4pRKrPXAsmafTy+8RDxiUdBzddk6LbbsjfeeCNPPvGEpb+ZPqZtkytQ9QBDq66hlDiJQClJ895vORJq3LpBdOwBJDQKLRczeeJ/1aU7mN8uCDvMzhTkYZRylVqtR9zP0Ny7xwtN5DRnkogW7nCA0gu6vTxnE9ccuNzDQGL28cknn+TGG280QHziPZkAi4Fch+VfMpMowMso1d/fz1VXXcWhQ2XQkPkM96bKoKpQ2utrMd+puRabYBJzDyjpIZ7PvrXMfGqAW3Vdt1hR6i13ZP0fmfGCTUfSwt5zagClrPVxBoxS9lKa9nu497pKe3+xRdgJF3dt5a3zRakgswRQNbGAUoZuMXh4H4GsWH/HCq0M54UfJ5TZhVyozbo+k9J77r8rX1Ckofd/Aci3vdHozx5Chk4l9gPQ5QiTJ/2a5JlrOHTmOn6/792AP6OUXY8wbbITm3oAmFjwRaZO/E8AwlPrKRaLXHfddTz7rBc0Zd9DTD3tSBilrFKxPgBv5/nltuIja4iN3lXx3EOZeZ65X2ZcOuiI52iaRi6X4+qrr2bDBm9Qvpqc2vgSZ7fvZkliyAr0A1aJ5VjyIZYO/4hOw9dZKeEAqvvj7OuMWx599FFuvvlmlLDJxDlQEVRov9fdd9/N2rVriYzcQ8uuLyGhkZn7QYY7PuN7vt+73LNnD6tXr2ZsbKx+oJRNB/eTpu5/Zs4zp3FyczcfPu5+ZEknmnzYYujyEztQygmQC1AyEphCPgAt93MygVJ25u1169Zx/fXXl1nYLEapoqON0dFRrrrqKnIpMY/tQCn7O/CrsGLv89q1a7nnnnvYunUrq1evZmqq7I+uBJQC/8SzYvO53F78N367568c/h9d11ESx9N/6lquP/wu6/f9BlCqIpjP+L6ffOx+j3/dLZqmWba8PZaUy+W45pprHN+apQe79NpnnnmG6667jnw+P+O10y921T0sM7nyF6QXfYHM/E8A0NjzU6vcuPsesqRzZutu3jj3BaLDa2na/0MSA9eybc3fe0rvmkCpyaJ/6cJaoON6S+852gw7gU4TBjBd0zSQI5SazgCgY8t7CKW2lm01w3eluIDt9jV98sT/ssoXAwQz/omgCXkSqAaUEutSWBl1HJeUacIpMQfSS/6erBEXa+i7gsTgdXS89CESgzcgb/++436SmiMsi2fl1nH27dvH6tWrGUxF0OQ4kl5wsDDVK7quc/vtt7Pz8d9YtiUIpkq/d+O+1uHTRnwzfnru/v37ueqqqxgcHERS0nz95NW8bYHYax8fOofDWaFPK4YeG8z3WNWUZhpzOyZ/HHIMKHVMXrMyLyYCIkO5jvKmHV+BJseQ1YwDyeknRxL0fDlkzZo1jI+Ps2bNmornjIyMMDQ0xK5du3yPL46LAGJvxos2ruXQO1oxN/LWcNk5dNOht5BTYxSLRYpNZwMzB0q99NJL9Pb2MjhYX4Z2PeI2DLpCwoG+efxEUov/nolVv7KO+xkuZtAaBOLfAUqrISZt+WwxSoVK3udilt5zOyk0TePxxx8nmUw6glSp5T9g7HRRqiwy/pQVOHKLadSoEa8x6/m/DdSk6ZAr+WfTSJJEqtTIAwMXMxE82dFXn5MpxZZb/7VniIOoY9/c/T3r/+acc4v5DuTSuEPJDefFWjGWb/HQmmrhdjLzP2rctzJrB0BfXx99fX1s2bKl6nlHIvb+XjZnAyftewehbNmQ7Hzx7bRt/VDdaPyZoNslJc3SBjHfru3/OLoUIpzeYpWjsbdjzhUzQxu8mSJuOXToEOPj49xxxx3OPkbMQFKGoF4GLLkNzLawMEwnVv6C4QueZ+yM2xg96z5+tvMjPDUiMnSKWpj/3vMhnm39HaNnrmXkgueZ0kX7hzIioJbo/T0gWHSytCKh1sVOWE3s2esxM1tQK1rZYJZk+7j99tsZHx/nrrvu8lzfGRnnjU23V8yWdBiMaomOze+h64VLPIwMbrnnnnsYHx/nzjvvrHjO7t27GRoaYv36MpVvd3c34+PjHDx4EFVVOb1VOFMmmt5MOiyMhCeHz2GwtBRd19m+fTs7D04wHjqd6cVftNrRCVoZot7SeyLLVH4VSu/5GTNHAq42mS9zXe8gtewb6FJQlDvVCgzl2tiQPNn3OgsoFWqzgieBfD+FQsFzDprCBbkfMjfUh6SXaN77zaoAP7++P/DAA3RSdoiVIgt5euQM+rJCp6ikL/kBaVRVRQ+1WMYigKpLFj28w8FgMh+oXnCT/T5NpZ0EZY3JYgOPbzjE6OgomzaVdQr7dW6HiOeeoTZBYY1Bc11FhPMoy3ENAghVbD6H3Jx3M37qtVaA0D7GVAXng9m/gYEBxsbG2LFjhw3E3mMFdcznXS+gpthyMVCd/a5dLu9bkpanbfsnCKU20xIS69GiaG+59J7u3P9mUnrPBEqtaOzjE01fo33bx2jb+Xnadn6ezhffibtkidl23GST0oJoRum/yclJ+vr62LFjh+Ma93137tzJ0NAQWd0IdFdglGqLiLEWtKilB0C5lJPJmiGldjI/sJeSFqBn+f+RXvZ19EAcNbYU3SiLYgdj1SPVwCKSkqF9y/toPPBvvte+VoBSt956q8dOkQpjHN9oC7DpComBa2jb9XlHQNeUVCrFoUOHPO8UymMzMw+1UIsDlK9Fush2iWBSs4uBMZlMcvDgQXbs2GE962oZr627vkDz/h/QvPfrgJNRStUDhNNbiI3eTTDfgxpqs75zuZQkJpcDIMH8YWKj9xBOb6aghiioIRqyL5ZLjVQRXdf5y9ShpAABAABJREFU0NL7+c+zf0GjPG79Hh+62QJaud932CrH5mRptRzaapS+8JtYP3ay5YB1y4EDB+jr62NiYsIqgRMs9DucghFd6FM53duGw9EfW4JOAFmdFmwnuk7ECEbkDSZZR6ZmlVIGDzzwAMlkkscff9wCSMtqlpABYNw6cTy/6vsmI/Jp1jW1GKUUEyhVKK9/qqoy32CTykZOcJzv1y+/44VCwdp/1q1bRzKZ5JFHHvECK3zAMXv27CGZTNLX12eUvmoy+ugEtUdt79rO8OwskeBkpDJZk5IFAZRCkkkv+Xu0QAOB0jjtWz9EIHfIauMdC9YR0HIMKcfxTO88CyDgtpN9Hf52XSnY4BiHxSilBSo6hSeWfou8GuZXuz9ovbd6HMgWi5ZZpkxXiShCxxr1YVQxGaXs7ATmeE5oEuPdn15kudb9ADm+QcS44VfJHvQ9L0KZUUrTtKpAKYA9WVGeJ5DvJ6JPAk4nfyWgVCXZsEVkrCeHDzl+f+aZZ5gTEH3eM7WEnVPLrGMj5zyCjkQ4tYkWeYCPL7+bxlAWJbaU8VP+YIFNFEVBi85n5KJNcM5/o4UFSNkMCNjFySjlTYiw7FAbKBZEyQo1V95nX05GKV1XaTRKgKVt+pvne44vM9a7NLIx/zRNoyWU5jPH38HC/Z9n3tMnMPeZ06smLtnXqcGBfs5I/5BYUvhlJk65gkcmLuf+fsGgqASamFj1K3QpRCz5EOGp561r3faK6Z/Id7wFPdRcF6Cu2Hyh9fdkhT3DFM1VarUecd83bICMerP+zAgTJ/2GR0dfz9re13PH9NeYCp/MupEz+LdtH2P75PGeNs0xbty4kYGBAQ4cOECpwQxSCT9Rb6YMBrMHvbVQG8nAyQxkOzgwvYCBgQHGx8cdYHDzGT8ydD4bSu8FnKBLCZ2ApJYZpQz90wSTaJpm00U0W5nSAWssZaBUtOoa6KfLvDAmwM4mI1O1wLw1bvuebLLa2sdkm59SaYKgAZQqNp4JwAMDF/neo9q+4dg/Wy5ClZ1zza/0nicJ0wQTGP4CSlNWUHW00MJIvo1i45lIWp6mg/76tL3N2Sy9F8h2E0pvo+nAvxJOb0YLNjN1/I/Q5BiSXqKpJHx1GaWcCGKKqqpkFDF+E2BbqQ+aphHWJllsJO5MN15MselsdGSC+cPs2/oEw8PDPPfcc552HIxSLvCqvX2/8Zn9hDILtlwjcbQlOF71uF1SpUbP3FUj89GlIJJecLDp6brO+vXrGRsb46mnnvI2putEko/6smt3hcX3OV5oZOS8Jxk74zbGT/otY2etJdchGN/ixf2EZYWiFmTc1KV8pNo+XA0otX37dqGDF8UaIdsYpSq1m8vl2Lt3Lwe699LU/UMDJPUhpk78TwerXPkR+Jfe27t3L8lkkp6enpoxsFoMiuIHjYa+3xEoJfnkCicQrnXXF0n0/s5hq5nXV2KUAlASJwIQzHjjXQ77o1SyAG32hMMXXniBoaEhdu4U5YU1IyYRC5RZ/ADuu+8+xsfHSU8I/TFdKH8f1YBSbkap7u5u9uzZwyOPPEIymazqR6zkO7P/PqV1epjEzXa2bt3KS31hHhk8j73xT1sA04ogEMOWKmYnPf51z7m6XmaUUsoAyvXr1zM6Our41iz/pOvdPf/88wwPD/PCCy/49r+a+MUJpqenyc19H+nl32Lq+H+h2Hgmspqhoe/3jn6Y150Vf5qPLLuPty94hrZdn7dAMxc1PcoLzzgT2E3GJDtYrxpgsdq79LveF3wVcQOlmhz3Gj/pfyk0n4ekK8SHbvGU3isFnUCpYLAM9lQaVjJ21t2kF38JMPZ0nyTjBpNRqkKZZc1IRomoTqBUePJZJF1BiS5FjS2l2OwfZ2sqbHN883JJ7AOKFqCghRzP5a677iKZTHLPvfdV/e4ridlWJpOhp6eH2JSTcbwhlPV9N3ax62gAGVnoaEGf5M79+/czPj5OT08PjbnNNIZyZJQo/Qu+zz39l2AxwIXbKCWETWcmprr7fEz+NOQYUOqYvKbEchqhWdSog7n28gIoB1EM569f1o9d6nEivBJiD3xWErfz333MZDvozc71HJ8NoFQovY1I8hHfY+ZzNCmUn4j+jF2G880OlApO76rJ3uBuE2b33TiUASVPW0A4u+7tv4SJRV+xynu4z7UMxBXft4JlG5P+dccrGlVW6T2n4hIZf4KGnp8T778GaQaZehHFByillKnt3cE533kmSRRbL6HYcCoSKtHRe33vZdYTVyPzqyqLgINRKq9G0PGnqbUb7bUyWwAmV/2CfOulgDO4LSkZC3RSaD4PNTyX7Nz3+bZRBkpNWAr2ma27WTX4DwCM5Ft9nSdq1KBILo35Kp61+j4bYv/2T2gqO7UmVv0aNSToPqMTT9UNSPTLUK8k4cnnCEgao/kWDuaWke94KwCJwes97ZkKfTFYLmHoZwDV86z0QNwKwIRtNLD2wJGmabQaQXA1uhgtOp9iy4WUmk5nINcFDkYEibS8hFLzOaLcg9GfnqwIqJnl0XozcxjTBTDPXqrqSETTNC7u3MIPTvsdn2j6Bu2b38uc584jlN2HGmqjaFAtmxnNftfPiY7xtZOv5syG52nq/oHvefbn2ZBaJ7IqtSyxsfur9q9ajXlT/OaIHWinKUVOaxEBzdGmd7Gp9b/41e4Pck//JeK4ywmUb7vU+r+Egh9DBGArvXd0rF71Si1nVTXAQyWxyn3Fj0eLzGNi1X9TajgZJbKIaw+8oyItu/VeJKlcQiff5wtMig/fysL4iFXKNFjoIz54Y8U+Vfr22oy+Tqz6NT2nPcadvW/wvcb+tx+jlNl3sxwamMF973u2SgtqedCKFd9Bc0Hoc6JMjeS4j1tMJ2W192UBZHyMYbtomsaZrXsISBqp4PGoxnWF9j9j5IIXyLW/2Tp3qtjocHD5OSLNPhcKBSuIG5reTmz0XjRd5tnR0z1jryZFo9xdpXK0AO2S2C+u6n4nhebzkdUMnS9ebh3Pq2Gr9N7RMEqVYuWga1gqoEbmUWi5EF2KICuTnlKHZnuxgLh3TolY7VpzyIeVxa+NYkDs7YGCP1DK/A6n1Daw6R7FJhH8iUwIJ2B0XOi5+1KLyYePK9+oQnm/eqSaQzo69gCRyedoPPwrD6uM+/yZslHNpvh9a9HRuwlIOr2ZOexXznUcqxQ0BzGmSu/RTCTQbJmRpqSWfxtdjhJObaxYDsLOJNUUSqNr3mcWTYqyTubeGNbE3NgxuYyb8z9h8oR/Y2rFvzB5/I8ZPftBC1Akl8aJyWIvenL4LIZPuZH0oi+QXvxFfrL9kzw6JErKRCa8zL9u0VSVc9rLDsH04r9HCzYTKI1Z1PFuMLsJlHKX3rOftyX6D9x86C3gYoJyi6Io6MFGq/ROo1L+Nk3gmJvxA1zfnxy2KOZD2W7QshYjp8koNdP5q6pqmVFKyxLKCb1iyG7n28bg2y/jmBoxGaXKQKlSqcQCH6BULRvEd70rlaquie61yxk0N/41kwFcZbXawsK/MV5srhis1Yzs5HB6M20vfZToqJjPo/lW677TS/8fwxesp9hwimCfPfxbkXmNxplt4htal3sfIPlmvLptSfvYHP+3AACDyAhbs6QHPdeZMjX/M3xnyxfozc61bK569jwzI9sEhwXyfch6CUULeNkJwKY7OQFDULaj9qaW+AKSTPHrl2LsdXZb1AGUkoQ+n6mDUQpgqtQixqNM0IBYO9MVGKXcAEE/KRh6ZQinvRoL5C2Wz97sHA5OL2RsxX8wduadKA2rKLYI4Mzljb9nXixJqpRg5PTbKbZeYrXhybQ39sWAT2C6VCqV2UuqAKUkGwufqRPLU2UfXj3sL0cqMTlDQBL9SNkAG573LkcsBh5Tl9E0jROaDhEw1j0JFUkvkui/oq57n9u+nVWNe9HlKFPLv0+h7TLWT11IXiuzAyoNKy32bzsAqxJQymTSq8feznW+w/o77wLgenw7Nv/JkYpZurjXXWrLECVxIk+MXcJTI2czoXbx0pz/YU3vG6xkGqid5FpovdTx/75sObjoOF+SWBf9MT/b9VEricN9jrVO60F2FF8PQKA0bulq7170GP9y+m9okUSw3dR7/IBSmqahRp1AKU3TSBgsmiaLx0yAGY8Pn8tLkb/jt3vf7+hvtWsc4zNLk9oYpexrTWPPz5G1PKXESpJn3Mp/7PgYO6fKSYtQmU2jkv2lh1rZs/J+nhgqB1qzPszzlXREU7fojE4i63k0XTaYfCWmjv9nQADO/RIb7etwPWtKPaX3GoJZOje9g85Nb6XBKAs1ufLnqLHFFntxS0nYZxmbj9YUTdOYLonfI3rKk2TgBgMsjQqdqD/biRLqRA82Wjpqc7FyYl+AIh9Y8iCnt+7xlEO1t29KpedfZpSqzFgelku0hIReXQq0sW7kDApqCF2OMnTOY1zZ/S5+uetDKFrAmgeeeS8HrbXMPj/dwONQajOt2z5J+4t/iVwcJTZ8B+3bPkb75veA4tz/OsPi+7yv/xIR7G+5kHzXu1ASJzJxyh+spFiARwfPQ0OuDEKp4sOsBJSy6wI5ydg3C8Noqn9pZFNMsM7JLd2EigOooTamjv8RSP79qwRwtwNcaum8DgbFCue5bXqABwcuoBQ/AVmZpHn/PxO1MYnpuo6Mavk7/XS2UmIl4M8o5WS+TRINFNF0GLMx61ntGHqSCZSKuoBSph/ZBFCl8/5g9FqMUtWkGnC1kv1Sbc0WfZa4f+B19MTfX/P+uizW1bAsxhpMb69YHl7X9YqMUm5x+/rcMjAwUHNMbnHbu57rJJnMgr8R45la7+gHiFJpZ8edYCgQek1jKMty3XnMBAJNlRp897BqwFj3cT/byfc9hp0x2qTB/GyNPbqA6cVfACCafBDFmMPm96KEupwAXVdihxpbSvq4r6OG2pHQaN39D0TGnAzeDT6MUo59zlhzY0p5/9RUlQYjkTzfLpgSi03nWMcLrZdw/fDfAhCUNeTiCC27v0LXC5dYFWBE5Qj/eGChULB997s9xyuJPY7VHp7klBbnejSWb/F9t3Zxr5VpjD3HZJm3id0v2ZDbAsD2yRWMt70Xt8+lYMSTI5PrHH19NRMej8nsyzGg1DF5TYm5SHVEJgnJKgU1xETRmTll1mkNT73g24YptYI+r5TMBGntnx2ksjghDJbDGS/7gwWUsmU+zkQkJUXnprfSvu3jFs2x8/4aMioNQRFAyEnlAEexWESLzkeNzENCI5TeUtc9Z2rM1iv2edKg9RKQVLJKhIliY1UHg/l3of1NDJxxP7ceehPrx07xvcdMgFKhqU20vfRRmnp+Ssu+bzLn+QsdRkk1iSjine+cOo6nCx9l68TxbJk40eqDI2usBhgi1/WXgKDc9xOLUSrqBUp5gFM2Rik7w5VbKmVzVVIiSk1nkVouAFHB7AHLmRAbWYOsplFiS0mecTvDF21yAN4cbZuOPi2Hroj5+rYF5aDWaMGfZlkPtqLJwoEaqGBkgFNpnW1lyN6eyaA0dvqt5Oa8m+EL11MwHNnRpLesjZ/UQtnbxQwimwGFzPwPAxAfuJamfd8lNnxnGShlUMQWA17nZC0gip+YWfNhdZSwXOS0lr20DV1hBYXQVas0pMkgULU9n3X/4LSTGaY3O5dRTQRCqjG11CO6rvOGueuJB4UxHpl6nkBpFF0KMrnqVygGzXRjFaDUm+c9bwUgoxNPlLPjdVFiD11D0kpc0PESb5z7AnNHf2tdHxl/AklJE+9f7csuVU9JC7812G58dGrbaQjlmC7FSMXOIlvQ6MnMxw8YI9iG/L8zj1PBLL33KjBK1XIw16szmNTgZuZuvutdjJ7zEP3nPM1QvrPidfY1u1xCqNcbNNUKNB4Ude/v7X8d+xs+CVQG+Ek4HfFSaRK5KIKyJiukEl1YNZuqUvDbHhDQNM0KoAGOQIfjGwyUjXVJna7oXG8xgFLd0+VvvNIa4ld6z70HWuX3fBx9dlFVlbPbRWZif+TPnQclCdV4r4CHxcVvvbOc/fm8da2Z9bap9C4L7F7v+miWzwpm9vqCeCU1S7MkdIVDmXlMrvqVBT41pT0yaX1j7tIrM2GU0oFNSeHs2Fs4i+Hznyd5xm0UDTrx0LTTAWK2Z66NWbXsnHPPpUr3tYBnsmAIM5ke3OcuMco2TirO0rr59jcBEE0+DlqJ2PhjAA6mDVM0g/Y8UEdZD7tUC7bYnTF+AJvXCqOUXSQ1R+v2T9Ha/R1AlHB6qfhGdKk8d0I+WYHV9v8yUMpglAp6S5JqkXnWHm9mKYJTlzTbOT76Et8/7Q98fvlqBwW9vQSkCdIMmwwuSpyM1kJ2/kfJLPwk2QWfQIvORzPY5+RSkrgs1pbhXDv55gtJL/8W6WXfJK0k6M+K9a6epJSAVt7vt+QvY3rJ35NvF+uLqYe7dbSwJJ5NXg37BjncwMZqYp5XajQCbJoJ+NCJGsyXWc3LMOLN/hb6SzC7D9lIhNF0KKhBz/m1MnQBQqGQpWvH+6+hJSmyoIdyHY4SdOAtEe++l7VvFoZAK1m/m6X3pkPH+15bL1BK0zTH3PNbmyoBpaz9wGKFctoVHSHRx5F8qy8YWVxbzk6Ojj9GOL0ZXZd4cXylI+Cuh5pJLRffamz0blDzNIUEOESTggwWFzj6XysZxu83O+BL1kV/TeC2n6iqapV1NPXLuoBSEWe5QRMwOZJvRUf2ArgsxpR+7ExtQalksX0eDVAqYPvW7c/NLKFklpqoNlcBisSsfbldEm1WYpSqtQ9DmXUuJBUdvy+Ki+c2lm8mpwr9OtXxXorNAuhq+gJaAkkAHhq4ACXY4WjDMxaTUarkBccqimKxlyhUBkrZ94s9aaGbhdP+oKDZloSx3qVLMU+5G7eYwNBgrtc6x2QmS3Z82GIljw/fQUPPL0j0XUkg52TANud7RC7ydsP/kDru62QWfdZzXwtgb9iJwVx5/3KfZzLnKTMASplZ/FBOcqp0zZEApRxtKNNWgPOwD/u9dR9b0DEcDlc8zzzHPk5ZllFji63yTVBmabW37eyf5PObEPu8K2hhi4k2kDsEao5zO3YQCSicI11L54Y3kTDYJE2mD1VVHUFlO6DUvJfJKGXXf/3EPU4AHYme0NsYMcrO1bPHOv3DBvAv1wOGHSKjEBl7mMjYwyQGrgZgavn30QMxhvMd7uZ8/Tvu9+Lxrwabuaf/EsbyzWg69PnMh0pAHdOWtMplqq3Wd1tqOotCk1jLIuNPeNp0BNaPEihl9u+yORuQ1fK3M73wsxaw0SwD2VoSLKqVGKWmjd8Dkuop3ele71ckxBqwJ7W0DKAwyhl2qlsqjmWZ9ijndezgY8vuJW4kp7iBUvUkpZisyX6lVk3pjAj9XA21se34h1nT+wZ+vvsjjJx5F5nAYnZMLedwdh7f2fJ57um/1Pd+gAXktwOddV2wh8YCOToj47RveR+x5INEUhtI9P6BhsO/Ftdku+HOBTR2/9Dwk+l0RcQeNZRv99wLYHrR5yjKrbyYXMmjQ+dX7BdU11cqAaXs7zJPk2DMQiVo2zsrAQkALu4Ue2J23kcgUNm/Xgvg7tZNfftqJIUFSmNE5KLvOX6Jub3ZuYye8zDTi/4OgOa930YqCZ+1pmnMiY0jSzo5JeIoL2zd12KWqV56L24AOSaKzag+oHxLn7UxSh2X6Kd5SgA3zO/fLMk3acvHrAaUcjNKVZN6gVLV7JpK19fzu6kvN4emmZtI07np7XRufLNvIpOmacQDZUYps017YrK7v5ViS0NDQzMGSvnFOd3jMlmMQuntoBUc7c7PPUBcTpMsNPP9rX9Hofk8cu1v4a4+sb6cGnrUsgOhnHw9NQuMUn7n+NpNIadf46XJFZ7rCi2vQ5PjBAqDNKrCd2ExSoU6Hf3yjaNJEkqDIHKIjd5L687PlavFaApxWdgmlRilioZPMa72Ew/kCEgqy0p3Epl6Dl2OMr1IAKLMJBSA7Jz3cCi3mBGjBGZk8jniQzcTzB2guVvE7fxAwqbouo7SIHyHwRkApXRdR1KzRFIb+dLKG2kKZSlFl7Ch8w+sGzmDe/svqRnrcvsYpyRBjBAs9HuStO32e6MBlDqQXuD7nZtAqcTgDbRu/wwhsrSE0nxw4e1Vy5Iekz8uOQaUOiavKTE35blm2b18u4exJt9hOJtH7wG1cpmzIwnavxxSj8LlDrLZpYExEsE8iiYzkOv0tKnGvQ69ShKJlLPYdOOe8cEbrN/8ylCpqsgOkCXQCJJVy7XmTeXepGwOTXtLbvhJPSwnRyL299ysisCAeGaSZw5UMpDz4SU8P3aahxq15r1NoFRAbLwBSaFl95eR0FDDXSix45DVdF1lO6DMKDVeaGJn8WKuOfAXFo2n20hyZ4+4Jdf1F4AAF8r5Ac9xe+k9z7g84IZyEDaneB2jptidFPUGA03Qn6xMCmedrpMYuAaAzPyPOUq1+IkeaLTq0gtnn057pOyU6Jn2lhY0OosaFcGEauX37GOa7TlstiehW8AgS1GVw2TmCfBSdOxlAEpNCrr/vWnhVCu2vI7M/E8godPQfyWtu75AyAD4NRkKfSFQdqgdKaMUlANJjcW9fOfUK/j48nuYP/JL2nZ8mkB2P3HGCUgaqh5Ai3gZ9dziZ5yO5ZvhpG9QajiV7ZPL6U4vZEwTY613zaokmqZZGUt3TH2R1NKvUmi9hIlVv6HQdpmVId8U8nesaJpmMSDouphf8cHrQddp2/Yx5q1bxdxnTuXSjqd5/5JHePuCZ4jny4ZGdPxx5jx/AS37vk1Tz8887YdC/oxGdvELBtqdowt1QfP+0uTx6AQcjgV38NYCnRpluuziZZQSAdNXilGqVvbokegMJpONajj8TKnppHIApcR37geUio49RKA4xFQxwTOjp5MOCsPbb95e3LmFH53xG85rfZH4wA00HvgJc547l84NryciF2yA2EVVHTyVnDru52cCSwAKasj3POSgVVpQVqb9n7Gap6kkwEr702XjvJJDJZvNeoxfL6NUfUCpgJa2yhwMhS/1HDcDZwCTRScAya9/FgNSsYhCGNXIMCu0XMRLylut8+udX1p4LmqoU5QJnd7pOR6c3okk6aRKCdJKAjW6gLEzbmV88T9xx+E/AyAkq8iKwXxWhVGq1p6m6zpret/A7/a+hwdSHwHZKLVoOT6dDhAvo5QXKAXVGTQs4Jkk9hs74MB8holAjku6BHBwT+5Ux/WlprNQQ23Iaoro2INE0i8CsGtqmfdexnyeKaOU+7sITu+gcf+/Epra5GC+jQ/e4CgR5b72tQCUisdjtOz+f8TGHgAEA8em5EqGlSUMXrKPXKdgKgtOe4FS9QSd4lUYpUDocCBAlX5itntcVHzXC+PDNO/7hnkT4sNrrHNldRpJyVil5qZLMd91WQubILykxShldySbYpZ/COR6LCB/JQkqYk3JKhGemn43eiBm6eGJgWvo2PhWLp9zLxJGwFFTLNBDQY34rpPuNa+aWECpBvE9tGgH+dTyNXz1pGtokgzGJR9GKQ9QymLm22exbIhApjcIWY9OHAgELEapSMpg1tJFsNttx7gDiO5nooU70aUwEprFfqCW8syLCadxJuwPlKrlADdFVdWKzLjmcXcb7gCDg4mpmCQ0tRGAjrDwcYzk2x3rn5NRqotCS7l0FkBvcTnjxRZPf4otF6FG5iErUywOvkSzWSI72IU53HoC3pXGZrHuFgYIGKX3SlqwrsDOzErvmc9rGHTdYh0YynX49ysyFx0ZSS9ZpXh0Xeet858lJKtMFBsZKZQZuOoFSqm1Su8ZjFJZY52oi03NsDE7ZQMoZQsi2udZXYxSBlDKHuDUdZ1FRlKdnX3c3rdc59ssG1nRAmyZOLHmvNZCJtOil1FKURRP6T0/XTLfJnSRPVNL6DP6FsmUWTLrtRePRBIBEyiVcPzu+81HhV0YMAL3mqawolHs2VPNf06u691WyY2mnv+kufu7tOz5R9/7ntm2m8ZQjrFCi8WU4L5vGShl6qtloJTjPSgZAgZ42GTSq8veliQmV/wLIJjV7eKe9yZ4WVYm/dvykZg8zUeOu5cvnXgj89edSKA0xnihiUMZb9Kdu6+1/FbmOfbvwfx+FRtQaihXBkXMmHHJpX+ZwMtgrofI5POEZbEez5N2ChZn49mYc8nOKqiqKmrEWCfzZUapuIvFo2LQu0KAtFpwttb4lNgydCmErExaCXjL9Mdo3/4J2rd/AklXyHW+k2Kb1/ZxS7UAt1+/dGT+a9dH+c8dn2DEJ0mx0rpTdDGfTarOhKNC2+sBiIw/6WnT3o/ZAErFAjkuMsAr0ws+xdTy75Na9i3rHCUh9KOoLnQOM3nU/W0qeshiypJLScd9nDZ/kRMaewDYPbXUekYmyH6Btp5Lul7k3PYdngoOLXp5r1rVLP52l96rlkBu/t9kIpELTqCUpGQsIIJZ8UOJH2+NdTTfSimxyuEfKukhCzDtu96aQGejxCKIZ9fCIb5/2u/5ximrkbVye429vyGUtSUbFydo6P0dc585g3lPLSUWyKPqkhXQ97vfhoV3cX3P26r2q9rvAOm0lx0YnHu3ouqW/y9oJPg0BLNIOa+PWcRSdBYbCT+5Oe+p2g93kpNbajE1A+jBRitpwUzk1HUdqTRB+9YP0rb1Q7Ts+arnumS+BeQgqeO+jhJdTECZsIgLNE1jUVyMtS/b5VtxomT6C3IHQHNWwrB/NwlNrKGj+RbfMVr7iGEzLm/s5XMn3sKKoW8THn/KWkMjsrjH5LS/7TSbQCnH2lsBKOX33vySGGq9PygnWbZFUpza0Y+ESqA0TtfzF9Cy6/8RMtiLzT7YQbt+/XT/VmmOuedfPXapX0zCE5eLLkENtSHpRULp7Y6+dRSF7fTMyOlMK3GSZ65h4tQr2ZQ8iVQpQYM8IeLCCP9Ec1Hol0daeq8W2YZ/LKm8b2+aPJ288Zwd9wpErT2ssySAiGYCeinY6VhD7KX37GLGygBkLc/cZ0+j8cC/ESgOI0s6qi4xrfizp+qhVkoxoW+ubD7IF0+8iVOKqwEBAtYMOwVJYuyM25ha8UNyc96HqqoMGnZYwmBWtEstoJTJKBWe2kAw42VzsouMxiVdL/LZOT9h3tPHs2z/x2gM5ejNdDF48i2kA8tY0/sGsqq/T8cubr9JSWqyAPGmvi0XBpELg9Z7krQ8iYLwcR2YXuC1O1WVYvMFlm87NnYfb5/7KB867n5Obd5DxPCfHZM/fjkGlDomrykxF6O5hqNz2DCAHWjYlotRIvORlSn0/rsrtlWPknGk0tfXx+BgZeaZmYqfA9OUNllkRQ7n2y1UvTNjyHCwFPprlr4zs7cWxoeZ++xptOz+Mg295Q0vlNmFoijs2rXLouNUVdXaxPNSq6NetrmhW4EyF5Xh2NgYBw4cwC31ZEweidjbatF7AOg3aLmrOVBmEiysJGbgx6wBfUbrXkK5/ZSC7Yyc+xipZSLjN5p8tGaQBSCqCmPDzahmSi3npqNv0QUUms9HQidmo8kFoZCYmVs9Iyqjo85MBI9DxFZ6L6dGfM8Bp6PHnrFQ9X0HYigRoaQFs3uJTDxNaHoHmhRhV74MvNB1nX379jExMcHw8DA9PT3igCRZzr6AOknU5kT+9e4PsGNqeU2Dw6RM9xP7mKTsYSI+73JgYID+/jKzj6qq7N6922JBqSTm+2sMZQjKqsietgHXCm2XoUshgrkDBDPdVruVMpvsWZtVRdctJ8VQrkOcL0lMHf8jJk4sA29MIGaLsRYUZC9QaqYZJtPT04znhTK/oPgIiWDeoG8VEpreTqMsnPOTpWYOHe5jeLhyllul++q6Dmf8hNFzHuCq/e9C1YMkNeN95w7VXTLUT3StRMTIqB4pzmF66ZdJnn4T+S4RUDYzfiqV3tOVLO0GK9H9Y+KaRN8VJPqvJGqwn8jKJGe1CKNvJN/KaNO7mFj5SxTDYW46b0OpFz3tuw2twcFBeg8fJja8hua930AujvuCGkVWvsJK/W6Ol54AYOvECei67gFK+a2lE6t+RbHxTHrmft9zzLrWZJSqUu5yNmUmhm+t+avrOmG5ZL3XfUMaExMTVdu3i8M5agVn+jzOh/jQzQBsSJ6MqgdJBYySMNlui2EomOkmlNrK6+dsIhoo8u6FD9Gy959oPPxrZC1LoDTO6a37CEg6ih5AC3fVDZSq5EhWFAU1XF4D7IxSHkrroAl+SDvazmaz7Nq1i8jAzQQokSolGDOoqs1+6LrO7t27SaXKgFdd18lkMr5B9VQqxZ49eygYZdXkaa9BXiqVLB0noQo2gKligjxNFAoFdu3aZYHAzdIVgAVU9ntOfmD3QqHA9KLPUmi5iIlV/w1Smc3Ab7/2dexLksUqFZp2lt/LZrMkux8FsNhuAJTGU0jO+QzPjJ5J0kVZX2/pPT/RNI2cGmVveimqbfqYDpDG3t/SselyZIORyQJKGc65nFouvVeLyerAgQOMjo5azzVnAqVsQG/z2CVzXiQaKNKX7WJX1gmUQgpQaBNU4o09/4mExlCujcmSD5uOVWLIqwPt27ePyclJ3+fiyGIvjND+0kdo7P0NnZvfSdRgawTBCtO1/jIHq+jRJHQcOHCAZDJZ87xUKsWmTZvYtm2bbzar/Tta2iycjboUYuDEq/iXlz5LWjGo6+UQpcQqAEIZL2ivmuPUwygV8g9k6EEjSFMDKDUnUmYWC03vBF2nsednNB76ueP8QO5gGSilxKtmgU4ne4gHykApTdMYHh7m0CERNJ8oNqHpErKWsxhvKknIANtNlRrK4OG2N5Je/EV0JMLT2ziv9UXmx0bQNM0BDMtr4Yr7U73MK+Y3ZZZs6ZT2clLLQebFkpzVKIIafqX3KgOluq0+FmyMV5UCA5UkFApZ+74pv9j1YcYNO8cB/nHZDZ71XpItAE9s+DbCky/QKvUTNNio84G5juv9/q71Wy1GKff57n3ABP4EB++ic8Mb6Nz8LsKTz9EZEXrtcL7NCZq2v19JJnnGbQxc1s9U+7vRCLAuVS4F6+iPFCDb9W4AloZ2ljOUg12ePtUVgPEAkuyl98R7UXQvUGpgYIC+vj5fEEddWefGGizpRbT8mMU6MGgwnXj6KwVsTIBiTVgY2MmfzRUBiHv7LsFeDqIae6pdlNhx6AQIlEZp6v4h6M6+R83SewZLTC1GKcmWjBMxmOPSJX+gVF2MUoa+FQmUvxFVVVloMEr12hhcHHpvqM0qXbZjahk5Ner95l3z2tTz/Erv2YFSJS3Mrl27PPYBwOQJ/85z2cu59uA76DUYgBKZF7m0axOfXnEHl+W+TMemywlPrvcd79FIXBJBbZMFyN03x3gsBh4BjmqVBmgM5SioIbLRU0GSSC3/DsXG08tBcFt5RhCVf1vDU7zOAG8/N3oG45NpurvL5fzcfbCvs6Y43tt0j7g20Mieg8OkUqm6E5PS8z7Od7Z8npcmj3f87vHtGD4sO5tjLTmzeStntu1haUPZH3rLoTdbpe50XWfv3r0O3cnum6i1n+m6s6yl+Z2YbCbTTZc6WMLsz+TgwYM1/QVum9DOcBMZf7TidX6l9+xAKdnwIwmwzcyBUnYm6JkCpRztB2KUjPLdywyGvTa9DMbLhpbyWOZD9PY6WdH82nPPN/t9KvlXC1rYFyTl6aftmryrXP2U1uE4xwJKTawDzcUkPEPfsqPfxSlCqc2EUpsJZLsBnbPbdhMJKJQSq0it+KFghZPL/bMD9qBy6T3AClxXA0o1q/tpDGXJqyF6bGDDYvMFaMEWwmT4y0VP8MGlD9K56a1gK2narpUTVdqMBFEzkOvui7uP9mdhld4rjVnAKLk4Rtf6S+nY9HZAZ05MrBGl2HKPv8CvlJnf/aDMxB10AaVWSE8Rkg19RQqz78S15ALzrXOmF36GsbPWwnl/QIktRdILSLp4jslCC6oepK+vj4EBrz/X2HE9/TJ9DRs2bHDYnn5SyZ9r1wNKpZK1HoTVERbFh/jGyVexZPvlSKVJx3X5vGABjQQUdAJsP5Sr6cOt1j83O2ulNooB8W3agVKJgeuJTDztsF2te+qQNP0gctjmm9hJbOh2Ato0C43ET5Ppz7NmReajBRqQdMXaZ/362YjYU8wEFU9fzOcTFD6OplDWKpHb3P09YoEcMiqRgJgXE9P+e41f6bl6pWridwWglJ+dVGsdt//d09PDyIh4xma8pDWcYkWDrbyqlic+fCudm/+S1m2fRCpNiXfrU3rPzyfgTvgwJZEo61B2n5x5fjqdZs8eL1MY1Gl/SBKlJsEqlTr4kDVOCZ1WxUimnF7kuETRgzw/KuZhdORu5Hw/HRvfRsyIoU3abPB69ixz3fDbS+qxnSZW/pLs3L/insEyQ30luzqiiXXU9COXQl01EyWKxSL7M0s9vzce/hWxoVsAAeTWbRAP9/1LBnPXh497gMWJYYo0ML7466zPvd3xPQxpJ7I1fxlIMoqiWAkrYaN6kD2R1Nz7AEZGRiy/iXn/UtNZKJEFBEpJujZcRufGNzvWwf3795NMivLxPzz9f/jLRU/QHCz71F+aWMH/7P0rSsF2X19+pW/RHaPQNM3at5sO/Jj2ze9m7nPn0LX+9YQ00Z8WtRsZhaligvFis+9c0YMJkqffTHaOKJF5bttLrGjso6gFySz+nG9fjskfn/hDFY/JMXmVxFyMzGyF4bxQ4pwOQZmB8BtYXLiOwt5riC72r+N7NAGIapLL5bj5ZhG8/PKXv1yxxNhMxC94ZEqDJII29gCiXbRwG2qok0BplGB2HyWjDIqfmMb3ue3bCSgTxI1N1ZRQZjfr1q1j06ZNdHZ28rGPfQxd1y2na15ud4LWDEe2SYMdcpWVu+uuu5iYmODTn/40zc3lgJ2nvNAsiX2eNOm9IFXORK00P+phVfATMyu9I5zk8gVPWo7adSNncWKolULrJehSmGC+h0BuP6qhKFWSqJGRPl5oQkt4g9q1nJtuyXW9i8jUC8RG7iFjOJlAGEgCgS5z89onHMqV73jlKLoUQtJLZJXq1MCmmEHnSufaRY0vI1jop2PLe63f1g2dxNqNj/LBD3ayYMEC9u/fz113OQFff/M3f0NbWxtaqFV8C+pkWfkkwcGMs/yE576GQRuswihlv3bOns8Rze0k1/E2Cq2XkO94K8VAOzfeeCMAX/rSlwiHw2zcuJF169bR1NTEZz7zmcrjNuZnm1EeKx/otBg7QIANCq2XEB1/jNjInbww/mc88cQTxONxPvc5r1JmNww0Tau4TsmlCWSjLNNEsZFYyBijJJGb90GiyUeJjd1nBEhUGoLimdpLcNZjhPjJU089xdzxaeYvhEZdOPE2Jk/ihOPmMS97L6HMXhoRzvlkvpHbbrsNgH/8R/8MXvB3lJkBOHufsmoCNTyXQHGIYGYXpeZzPG3VIwEtg+mnLWhRz3EziCNKoai8c+ETnN2+i+CGB0gt/w7hnI4sCbaLjVNn88bjx4hMPkdz9/cc7TSHxLzYNXUcsVO+xcK5C0EKkuj9H8LT28VJklelswOldF3nlhuv4a+Pu5/WVgNAomvAx6xzSqUSwaAIgJ3fsY2z5ccBEdQ5kF7ImZrm+J4rZRZp0QWMnX0PYwMDwI2OY9a58itbes9ugM4k09hPdF2nLTwJCNaQ2+8WoDZzbs4EKGWCNIP5XhTlNOv35mDKyprdkBQB74LUihrqIFAaIzF4A7nOy+nc9BYkLQ8RW/v/H3v/HWhHcZ6P48/u6ef2ri6hShGIXkwvxtjBphiMwQUbJ467HRMnsR3HTnONEye2Y1wwppkOAtFBQoAoAnVdtdt075Vuv/fc09u27x97Zs/s7MzuHkHycz4/vf9I9+zuzOzslHfe93mfN3YMyo2nIz7xEABY6eUyWovpYHYD1tLRN74ZpVyAUoF6AJOQVXvqvS1btmBp/WFcvPJhQALemDoJrAFzy5YteOWVV2xsmAAcQCnStttvvx26rmN7UxFfXw7IuT7TmEyBlDZt2oRt27Zh7ty5uGiR6SCYKLbBMAw899xz6O3txdKlS3HNNddYhlwASCq1AaWKxSJyC/8SuQqVNbCD25deojSchGhig4NF7P7778dF9S8DnbAivchaT77BTKnJYj0DTBYQIuyayHP80w5ckR6tVoBSgJnKNDbxCHKLPl9NvRegUu8FDUddrGFofHwcjz32mK2OvFRJiVJyAqVIapxXJk4FLxtUqfUixCceQqjihBzOOZkzgepazTJKTUxM4IknnsCCBQtwww03ON+fepe5I/+KAIeRSgt3IlCehGSUUDfyB6RWft/8vQagGi10H7nthwCwYcMG9Pf3W3WcfPLJtuu0Y+OYetO4WGo5D/mm86DDBOdZRtUK5XuIwyjlGinKAKUMAVCKpMuT1CpwyDHPDQ2dkWofy2oKkjqLWAVUmp3/GYQz2xFOb0Ow0I+IkQYkcNNAALBS76Um+7AwXgFAVJhi7rmnygCrGQEklSa0hpMIFgZRdmG4DFVo/9PlqpEWkoTM0m+i0HUdOt++CAAwLz5lAnIqICRFD5jsmZy+9Ioip4Xcp1YYh+slp/N7RDnG8ZsDDERSQuX6IDdUzoEVoBR7DhGllKDLDAaDFqMUAOSiqzFS6LLa7BaRzduftcgCBAuDaBw009Pe0GbuQxPFVltQj5vTSOS81nVd6LAm7WMdouw+kDWa0QAgXqo6D+oO/RaxQBG6IZksDAJGKVp+sGE5ZP1zKOkUK7TjW5lnyjo5heaw6ZQtBzsdhmS2L7x0IQAU09MYAjD7WGEWW03TrPPPJz9Z1Sl5TgahyBHktTjigTx2v/UsLoubzt8xwTkeMIMRAuVxC7w4N2gCV7bOHIvts8d6toH7W7ABmaV/i8aB76P+8G+gh1pgGBEQN2tMNudCTo2hgQP44PUpYQIiklXjCHHadcSMUpk+i0lkKFd1KrNtSy/9Jg6NTuKZkdO5dbBj0DP1XgUoNTyWwNObn7Y/S50H3spdhoI2jMFsF7RwF0LlCVy1sMIKYwDIDKJu5PcoN5/JfecjFfKtskrM405YzLCBounArZcqQZvFVuiV81Wp9UKUWi+EXBzBnDfPNNPcGLrFJrCmaS+un78WAKDqMt6eORYb77gDAHDDDTdw13Yr1aMyg87N5yG17B+g69X0wH071+PiFcBELoZ169ZBkiTMn19NKe82twjAnfe77W869Z5hBkx5yYKoeW4fys5Bw6rrYdSvQO/WQatNvb29WLfODGhlz0Z+9jNd122AWdJmpek0TJ6xEbPFKIAHHdczmQwee+wxz/kuYpSKj9wJWRMHUImBUhVm8grzqa7TLB5ixgW67YAdKOWHqdPtt1LTWQint2Jpwwi2JE5Ag26eeWY7P4mfPt+IgvY2ZHkrvvCFL7i2i3USu52X/az1IqBOyYVRStd1KA1roAebIatJNB+4FclVPwHksKMdtQClQpKC44c/gehANcjxmMCf44R207aSn3sTdz6Q1HtEeEApUkdOiaE9kkKgPANaU6LX2xOCph1hf+oYux4oB1FsvQjxybXWvcHCAEKZbiiNayCXJlBvOIO3NdjnvR+gVF6NQUcQMlTI5Uno0floGPwpAuVxBMrj6IyciTPbzH4pRFc6xmdtQClTBw0UhgCYfWnoKhbDBPNvT6zCwkv+FXfc8yYWh8/GdauHEFx0NXLzPgEpEAbmzsVU/Ao8c9e3cMuiu21lEz/N1772NVc9jvx9+PBhPPXUUwCA3bt3u44fUYAqay/RovOANBAvD+AvVjyKWLAE6CVEkm+i2FFlmC4Wi2ivBEzOlhvw1DMvIJnO4+yzzxbOcS+glBeoo1gsYjRhYGmDaZ+UYKBeTpqM9gCU+EoEyhOQ1DSkit6TLDfa0uCR79c4+BMAwFmBcxC2WC27+HVLEvRwJ+RCFrIyDaAKNqTH0hzZ9CdNFt2Blnqo6lvaMnMcTm3rQyjfi1sXfx8P4TLrWiLD162LxaKtje9W6j1R4BBPx/cLxJmdncUjjzwCwNxPC5LZx22RFMIVUEly1b/BgIxw6m3Exx9EbOY5aEM/g65faQXy59UYWggIk5N6z4tRStT+O+64Q3gOFJ0/WCk3norozAvAocewqScIQEZXdAYh5KAYEYxSQYFEdieX4/J5byIy+zKk4QcgUyvsbKkRjZz+5e1ZxWLRWjfOO+88RzvdQMtECnOuQ2HOdSi9+AsAJW5dBJQeNtIISBoaQmaAVjnQDk0AsCPy4osvYv++DN674mM4+fKvorH/n82U64DFqEWn3ePVX2481fL/5tQoXov+Iw4daMLevc9j6dI+XHONGXRzB6O3knMYkfSyf0Br9y0AgJYKONcwDKxdu9a2RhqGASMQx/Sp69C8/68QnX0ZoeweRGZfRrHzKoyMjGDt2rUADPzkzNshB81+e3bmKqz50A8wOpXGH+970CqLN4ZEc5a1cxqGATW+DJHUm4jMvmr9Lms5NGMEQNT0H4OAPSUuoxRg6qHJptOgh1pQf/g3AIAnRy7CORSA7Kj835ajjFJH5U9KnEApJ6MUAEzBZDCqN8TRQqSs9sgsOtJPIjb2AKKTj9sM8EciNNq2FseGm/CQ1kQaZNNQkyhVnXQOw5ZLzmdaFoQHcO3C9TiltXpfse29mD3u5+bz2X3Yv980TBJmIRujFFq5ABi1rmJMz/eaBpaKkI2SPVQII2jfodDjpBGmQ42A7dwisWgD9xEDpUg0ngQLJKUbEl6fNB1LRrAOpeazAQDRmRerD2oFSGoa0cl1aN9yBUJpk+Y5qptje7bcyFXovIybrBTbzUjkUGanmc+9IiQdU6pc5wBJARxFTZIsqlvCKMU1ClNt9gIo0KIwADJDiuCliTMAAD095sGJFyVEIgfJdwiqKTQQgJ9UdcoJgVKEUcoHUKo1nEK0YAIPYtPPoLn3W+jcfC5Ck89U36PyzqTNdPQFt/5Kf7VU6NGLcpfjnkKXqbzGJh7D0NAgAJNVhCfs+I6P3Im27degsffv0dL9GbTu/hQiMxsQKFYZVXh54K1I8vIYGkN5yJJp/C2huh65UQm7ST6fR28l3R+R4dxcZGQzYiSY68GikAkOGM23O57niehwyosqqDp9jzz9XsioHHD0IDTDOX+qqfdyOL9zO87r3IlYoIxQbi9ad38a9Vkzrd14sQ2GYUZeE2exFp6D3LybAZjrCmBGApH3KHRdjenTn8Pkac+Z93AivmmglK5puHnZOqwhICkA8fEHEdWqTmeaUWpZQ3Uu3Df4PuiQzX5jHDluTCKuB9OAd+q9+OjdaBj4AViK7lpFBOhi77Ha5jF+dV1HewWAwgMx1waUMsd7oGgyMbSEU/jggpdx87InIEFHsek9VlSdgSpLSFPfP6Bj6wdMkFRF0kodfrjnM5g8YyOSx/0MyZU/AgAsr3zLtGauj26Gbfr/or3aZJSqGiyEqfdAgR+0rKNfLp/7BmRJx2joQrwwdrajTVu3mnspDc4j9fPGFvmGo6kwVD2AkKwiUByxPUsi3sbGxlBfYZSaLLZC13X09ppzgzBhatEFMCpISJZRitdn9LuzkYpHmrqVrMHs/J6dnUVHNAkAmGL0HFI+OzZpoBQ7J3hAKdHfNoBERf8kQtL8WYxSVuq9qpPfzXA4Pe1cx/KopEfTMlYKMF3XEZIUK4J1IDufO+9KTXbH63COD3DRIgQoZXcIk+hhUeQp3f76nEl1P33KWigVJ4oaWYDJM19F4vhfATDZb8g5xGtNEgmJtARMJ0N85A+Ij/wBgYKTGYCOfuZFQtP6+ZyQ6SBWGk7hO3QpRqmOty5B876vWN+jNkYpUeo9J6MU65ALFAYRkRUoesByWIZyvRajTHbRl6oAn/wAoiCp96pU9LQQoFRjKIt4xUDHS70HADPlin7pkeo8pJpjiGaUIqLWrUB2wZ8DAObFzMh10odFDksr7Vj2O0aqqd8WWKm2aEkt/2eMKsscv4vANwFlCiHF1LFpR6YI4EFfo8eFyShVBUqVQ9W5SADtvPJEjtn8nOughar7ULgCHJkotAn3NDcdhRZN01wZpdj28oBSrMEaAGIzpr6WKDVCNYK+gFKKqtlAUrz30CvspXE5Y53Zy8FOx97o5vAm4sYoFTAqTNIMoxTtcOEFx/gdu8mSOU+TIzsthh2SXosLlKqktyXzv7HCQksb9Xnvzl5jJbvoi0iu/CEAoOHgj7GmcQf+ac2v8NPT/gNRuepwMgxvRikAUKN2oBTNKCXSuURCWFeCsm46XhOvoKv3KwjJGnrSizBIgYHZPlPrj8famU9iqsQJROS0nTAt8s4XiqJYrFZlhgmGLYvUU9ZCmD7lcSTDazBVbMbjhy7EAZhO4yATbFeTGDpCqS0IZrptdqg4AUqp9vWf+40qjFKm4x6IwFyXefuBbrGfqSa4qCJL6wat/789cwJyVL0TExPcfdUI1lnjOFg4iKbev7fd11IJoEoUzfVE5CziiW+nb2UflAzFZiNiRdLyFmvogpipWz85cj5m5n0Z+c6rbffS7Npse7yc/UAl+l/AEqTWrYAWaHDcD5i2BT+AJFZnsRhuSiOQ1SRG8+34970fQw8ut+2jnqn3CKDfcLJ41AqUcrOf+QG5liv671nt3WgNJ1Gvm2fB8foPoVDZy9lzPS0iJ77bnupnrRcBdcq6HSiV0KqgT13XASmAzOKvAgDiEw8jPvZHbr1+gVINwSxuWPI8ouoIdDkKPdgMADgl8hzmx6eg6gHku67mPq/GFlv3A7AY0XlznKw/rXs+g/joH601KpLbizPbdqMzOoNjo+Z5l9g8acnN/xR0yHhj6kR0J03dLZLcVOkHEzwxXmizAZhVyT9QylqLIEEJEnbdCcilccTH7rfu++SydWgK5zBVbMZUw5WOOVQLUKqa6nIIBIQ8P9SPmJRCXo3gvsErUG4+B6VSCT2ZJbj78MeRW3CLjdULUgB7pjrw/KhpP3h18hR7HR4gPvI3fTZyWz94ZRJhGaUIwLyr8KK1DgBAOPm67TkaKDVVMIE/b7/9Nre95Ld3CpQqFArIVMbkGW178Herf4/Pz/0+gsVh6IF6TJ/6JCbOfhsT79llpapiGao1BhCwPPAG5sVMPeFwjs8oBVRZKlmdgty7MD6OuaEhqLqMnbMrHM/T95YbT8VE9EI8NXIe7hu8AsNN1TS37537pnmvHIMicDXVcq4StQFwrom1MEr5AXsATtvIrGJ+j4ZQHhGpCD3QiPycj6Aw9wakjv03JI/7GQAzTamuadYYpDM38NZ9K9DGwybEvp9oD6Hv4a2NtBTb3w9dCmNZwwiuWrgRALCk3txPJ/VjoFf8VHRbRgsdSGutkPUiukZ/CgCYLjVh3eELkFQauf3LWxfoMwyPGdVrTrHlie4loPSQkbF0O0UPQAu0eGZg2bdvHwxIeL63C1p0PmZPuA3JFT8wy8uZ/luSPtWqj9UJGqv7y30Hr0ASC7B3r+nT4mUBmpiYgKqq6M8sQKJk6lxasAXFlgustYHMd8MwHOundQaMdCGx5o8WC1O44u8kGZpigSJkzeyPb23/ErZlzoQRaoJO+VZEbHmiOcw7p6uUzTK95K9RbjgZAFAnm3o88R9PVVK4es2D9PLv4js7v4xvbv8SXp9aw23HUfm/KUeBUkflT0pUVYUE3QJKTRb4IJecYS5e9XJSWJau65Cg4wsrH8TK2R+i5cDX0br3C+h68yzUD/4M4eSbrsYAkRyps8tNaCMeuwA3SqZilChXFVT2HuKoCnkApa6Z8yjO7dyJumARBgIYO28/Eif+AcXWiwEAwdJhRAN2h6SmaRajVEFqtX0LsqGrsaUwIENWU5aTyTCqlNms8lQLcKYWIWVF5BLqJHPDI0Apr4jPdwyUog7LRF4aP90WxVhqM6MbojNVSu+23Z/A3E3HoXXv5xDO7kbd4d8AWhFRvQKQEwClWPFqtx6ZCzV2DCToCCc3W79bQClOKhpRXVWglJhRim6z79R7MI0B+a5rMXvsz5Cb9ynMHvsfSFeUPouGlRPZRQBDRAENGmmLUaogNXvWr1XYAVgnKS3k2eOaTEXSQAD5rutQrl8NWS+g5fDPrXtJG2tlACCU2YWAEyhVbL8CuhxHsDiI+RExoItuKwDI+WE09X0PkdRbqB+5A7HpZxGdeQFNvd+2gFIEBOAwXlUO+qHyBJoqYyWt1EHTxQcO0W+s6LqOkXwnylJVqR/KzUFKMh0K4fQWHBM2I9e2JY6zPedWJhGRE4v8XQVKOdMI+ZWgYY6xIpVWytYeKvUeYT55YewslBtOgWSUsGD6FwBMp46u69DiyzBxztuYOOs1TJ61ycZoA1RYWRwG+wqIQEmATRESClUNSoH0bhzfdBCKHsC2lp+i1HwuJEPBMbl78LVj78WHFmy01mbD0HFMhap/bf6vcSB9TOV3Z3SGW2QpLU6glLl+iBilJK2A5p6/Q8PwL9C6+1OgaeZrFUc6EU47vQ7w7L0kZeLMuwWUKo9D1nO4qGsLLuraikV1pmM6teQb9mepQ16gPG67Npidi5lyi8VGV246y3Y9rbVY7Re1VwQidkRfh6qOSIVykjlT71VZYuiy58UmsaLxEDRDwr7ozTBgX9cNwxBS3LuxjwCAARlTle9C8tATaakP4OKut9AYylpMdhPFVv43k8NQGtfAkMIYK1Qd8jzgJWkXEZHBmL2PCDf1HgC9Qi1PAEi0dERMPWeyaP+upD8SlGFTM2Rohp2xyw0o5XeMGKFmi1UUqDqJSHmxCvikQK1dIiC1YRjcfijrIUvHClBpTRbVjSMg6UiV6zBbbuSvwdF5UKkUiofyc7jvZ6VwYhihaMYAnpDfo3IJQc38RkrdcZg5+UHk59yA5LE/hRGsR7Hjg1DiyyFrOdQf+m9HG/w6NOnnZOho23kDmnu/jebeb6Nz8zmITj3FbZ/oHexAKXOPKjfygVJadAFycz4KAwGE8gcQn3jEimL0A5gl7Aqi1Hs6WStcgFJkvx4rtFvjPpx8HRJ0GFIEergdatx0JDUO/htaKunLM8LUe+b+SeaSbgB5LcLVqWcqgNUAlSqEJ25AKQBQ6kzd44Ku7bik+DVEkq8BMNmaAP5cY+erm1j3yUFo0SoYfU9yKf7jwC3ILbjFF2jECNZDq4DaYiUTRErSfrFroMiYSOv/gUDAAkgDQClYBUq5rekiPaMw53pMnLsDoxcMwJCqQCLCEMh7LzcAKC26rteUeo8Gnlrto5hXZ1f91FrLgWqkvIi10UscunoFuFEfSKM5ZOrq5UCHAyTk5vAWtYOXek/R7UApLyYkv2d9YuR/T8ubkAwFqhRDsnI+4c7fio5NdKGmgHl29quXubUrP+8TKLZeAgkGLu9Yb3N2KnrAAj/4YpSKzrP9nVHruO3xc14uU2DFhsGfoW3XjYjm96CkBfHI8KWgmTm9Alm89h1RSlpSNmGUosHy1rOceWcYBtToAmxt+Sl+uOcWvDJ5Gvbh/QAqaex0sbNNJHI5gY4t70PH9qvQufV9aNvxYaucKqOUHSjFHfckDbY6awawSVXmMMc3lcPW2kinYu0Imza7h4cuxSPDl4EVUX/TYCvA/t2IXYAG6/vVHdwcSDYJRK2gBjY9GFUR2nZ8BF2bz0Fk+gU0hTLQDQmH812O9RuwA354bfVa71gQopctTOTgFT3DOrNJmjpDCiI97zP4+YEbMVLowjb509aeDVSZg9g1n8zxgDIDaAVAzSIgVcBbNaTeo/edWt6f91u56QzrbPXtE3+PEAowEEBWsgcMiMaJaN9wO/cfCVDKAj5QwRwawhjVVjruyS38LDKLvgIACKe3W9dF4ASRNGAc3znpt1bwcPLYn2H22P8AAHQETNvY/vQSGAJgP+QQcvOrwAweyz5pR4Kau80930Drro8jNvYAVo/9JW5Y8gK+tOoByJKBPcml3LRlStMZeED/LR4evgy9aXOdik4/i8be76Bx4F8BAFtnjsNIvsr0rEl2Fj1X5z1dV7CSbrU0hkjydUhGdU+aGzPXhrWHLkKh7NTPa2KUii6CAQmylkZ9JYhiRcxkq92dXA7NsK8fdIAIK8+NnYMfdH+6wkxdFb9AKfa8cyRAKTawTI2Z55C4Zp5ZCTAxknwdgeJhhBOvAHq5ApQy139ityB6wJECpbz2B8MwrECT45oGrcA/AMjP+ziMYB2MYJ2ZtaRih2QDr1QOc0pQ1pBXI5ip+Ky4OlfIHSh1bucOAMCO2VXIMilzHe8kR7C78e+xYfxMABKGGz6G8XO2QDckNFcCBoxgI7cMwNlXR8ooJdqL2PvcUu95fTNWx04Vgihp1fWy1PIeG3t6sfViGJAQyh9AvXG4uhdpVeA3j1GKZ88StYltt0jYc4ioPLVuBXravgMAOL1tLwDDsp1P6FU7k71OCQOlE2zl/Lb3WmycsLOmeu1ZtL7CC/ZwAwez4lpXxf4RNjJYGDfPLSP5ThiofQ8DzD2eFhYo5Ti71h+L7vAt+OPBK7AvvdSzHlk2sxDktRh+0P0ZTJ3yBKZPexoIxHD4xKfw7Og5eGb0PVZdbnsLAJSazwFgEjcANLGJuQalynWWnYG+TsqqJTifPZ/puo581zXIz/kIZk68C9klf2UF1hG/caNkfpNJgf+YNy/yaghlPcx9/6Pyf1eOAqWOyp+UqKqKlnAaIVmDogesgwW7yGb1ZgBAPJAzD6Mc0XUdC+vG0RTOQZOiKLZeCjW2BLKaROPgT9C+48No33Z1zW2s5ZAvkmDuAGITa0Hyq7ttqA0BwihVNbCy/eGHUUpS02gOVYFhJbkNRtAEvBihFiuabU7E7njVdb2aek+yp96zlLZAtBoZkjcjAmnGB1YR0zQNS+pGcEJTnwmO0wqIj9zFjVisRUjbCNAupzWgWAHzeG10fgwsriKHLCMTAPxkzyfw9Oj5tv4qtl0KAAin3oKkpiGXpxBJvmErJpzeiqb+7wEAMkqMa6DjHZL8jMVSs6nIRKhoFmJQT5b5QCmuYbrizMqrEcc1InQ/8qjTRaLFlyN53M9RmHM9Uiv/FcWuq6xrtQClQlqqCpQyxCBDq13k4KaIx6CuqXj/vE24dtFLAID00m8hedx/Yvb42wAA4UIvZNgPPH4VpiqjVAUoJTmBUkYgjlLL+QCAuREnc4TtXsNAV3QG1y5cjwXbzrcMHdn5n0H6mL8DAASLw4jMmqkPWLYU650rDpKgMm6tAymlQQimoH/zEsMwYEDGdMBE4GeUGGbLjZjVCIvVJIKSirFCG0YokILbHBUdMtg5YxhGFShVybd9JFIFSoX5zpGKkyEoa1hVOeztnF2JzDF/Y7tvvNBePYwFG6HFlsAIxBwO5TxnPbAigaFBUpP29lGMUtFK1OGe5DKMaiuRm/dxAMDC8nNYWDeBC7u2QVdMI1cDJtAYykM1gphQFlbr0p3MTH5ZURzrmEwYpfiGtRBJKQggOvsKIolXhGV7iYjtQtQ+z3VK0yznBc326FY+LbZxGmqxKMyPrduP+fGqQyrd8n4U66sRkoZhID/nOgfzHpHpUrPdKBNfbgM0pXU++NzNAMCj4VZVFWqgOjYDshiMQYC1spaBYRgISCq6otO4fvELAIA96eORh5Mxzu8859UJVA+5hJWCyPltm3Dlgk348qr70YgKUKrQKvzmMyfdj4mzXkNWq+6RvPWEbQdrMD5SkL0IKBWUFDRX9oupEh8oNWRjT3Ie4N1ANG5rOltO4sQ7ka04DAJFO1AqHiAR9VUwqSj9smEY3DSxZrT+XFv5mqZZkYYHs/MBiA2c5Qqbpy6FbWkKbXVYzBm1AaVI+1srRh4t1AYjWA893IHksf+OckuFwl2SkKmAHuuHf4lQ6m1PEBMrkppBfOROBLQU5samcE7HLgQrYGclvgISDEQSG7ntp9tKCwFKxQMFtAbNtafceDJ/XZckpI79KSbes9Vitgtldtvv4byLpmlY2TCIFQ0mY5UXoxSbem9BfBynt+7B/MPfReteM3X0WKHDivgjFOpadD4gyRaLAi0iligCNA7KZvsLWhQGZG5fTZebzXvzA9z2EwkToFSZD5RS66tO1yZjGE193wVQBUqJAAZ+z5y2+RWrptgbzs3BaJ7PJMPWS0SrgAwJUIoGc9H38wzugNPgrNuAUlXmG7ZuFjDiCsiWIyg3VB1k4zUApdwcxPRaxNsXRaAj0r6sPB/TxSYMZuci23ENCp0fsu7vTi63yhG+F8T9KgJ6xuW8lQahHOx0OD3cHN6isi1WQzWJiFRJaa6LGaV4oCkvRzwRwh61OHYQAJALLbcc/dzxSYJcSiZYpZHYTDjBZX7elRVyTiBpxzdPn4DnZ6/BXQNXQofsAHPw3kmSJAsQb5axGjkKuCkCb4hEh2wxhzQM/xcAYKbpKvzHvo9b7KNu5dWk65KzsZp0gJgURUGkApTyYpRi/0+3K6M1Qw/UQzIUT7Y+nsRH/4BQbi/0QB0MKYhIarNlD4vL5nfLqmLQgPVbsN6KkA8UhhGVxIxSAKCHCUivqjO0hc3xN5Sb6wD/S5Ik7JPsws9SN4Zs1+bHzPJpRg82YEUkbg4kx/uESNANHygVTm1GOLMdkl5EW/enAJjztayHHSwmAN9WQ89Fr/1M1/WagEKs/isqk/d/wzCg1q3C5BkbMHHOViSW/L1tTBM9AYBtPaL1QyPYAj1gngeDhSFIFfCbogegVBj4anU2v1NGKSPUjOn2m22/qbElKDNd5AWocwOSHKktnJZqGdUxMxF/n43p3mZ/bjwZgD3QjW5HY3kfWnfeiBAFpGJlbqAfAcl8j9HYB1DsuBJKo52RaH9qiWu7swtusf5Pgjp5Y2z92Fl4vXg9Mov/CoYUQXR2I1oOfB2BCvC4LlhEWQ/iicMXWs+yY8VkBJbQU2FiD6e3oX7k9wCAvdLV2DBxho0xV4U7CyUttrNryAxWDOZ6uIGEmiGjL7MQxWLxHQGlEIhZ+2JndAaAgaUx04ewL7XUcXupVHJZ6yRMl1ocmRG8zrV+QBSsiK6zOlCx7WLb9fVj5rkklNuHrjfPQvuuG9G6+9MIl4Ywr2L3ofdvVsek2+z3W5L7eUKY8YjcMf4VTJz1BtJLv2X7nbAjkywvVvsEKaZM24skrJuk8w0w9nbyTssbzDPtW9N28AvvXvb/hmFAj8zFYLFqI9MD9a4A1f8JoJRo3fbLKMX7vuxemM3lMEvpuaXWS+zlhlos8O+Ksmn/TZQabPsaL+DjfxIo5Uf3nAidCd2QEA2Usbq5z8qCcNg4WdjurbkLrQwOY4U22zzi9a9XsCzNIH4kQCm3e/VgxW4hZbGwEhB7ON8FwzA8/WU8nUplWN13MyxsvHftC34QWxPHO36Px53M27IsV78fZChNp0GrsK+qoXa8MHYOClRqYc8zVYPp8wlldwOGZrWvrWJDI2c30Zjh6b5u+gs7T41QK5LH/gdKFZ8sOd/WV4BSTZLJcDVZGUN+9xDR9aPyf1eOAqWOyp+UaJpmgVymilWFl12EilrUil4jdOusGIaB4xpNg8tM5CwkTroLk2e+gtnjfgklXmFgyh8QAq1E4qXweIphoLX7FrTs+yI6tn0AsYnHYOg6JBh439zX0DD0M4C8r2GgSTb7gwZKORQyi1Fqv7DacOot29/9kWtsfxMQzS2L7sI3V9+O01rNw5Gu62gM8xmlaAM4UaRDFep0WqFzAKVKKXxu5cO4ZfkTaCpsRcuez6K595toOPhjYfv9COmXzqi52SU0KrLmXTCw8J6jhU4XMslJG6nFlkCJLYNkqIgkXkY49bZ1jRxMgsVDqBu9GwYkPDz0XvDy4/KMLW6Up0TKlW9MaH91XUd7JXUPL30UqYsVrWIIIoxSXEfQEQKl3KRcLqNcLrsDpYIEqZ/mAqVEYh3cXMB69fmtuGxudR4RhjAtthi6HIdslNEenYUMHYZqGgveTUYpoBqVXB+wOxJZaVB78fXj7sG5nSZi34CMqdOeQXrFPyG7+MsotlwEAKir0JbzwB5A1QkRUias/kwrdQ4H75ECpQBgImBGffRnFgKQkNXs3+ut6dXwipDmXWMPKqwhpNx0DgwEEM52I5jrRXTicTTv/bJrKjhWSOq9ghbhv7McsdEc59UIxgvtKLWcj9y8T8JAAKpuGp34hmu7QzlHpd6r1hG2jLOBcsJ+qeLok6CjYcZk/tiWOBb5fB6llguttGJEgpU0hHMCJrhkWl8CRbOzKrDABjdnv9vB1AiYBytRf5NoE6ttLvubl5D1MRYo4rpFL2DRwOfQdOBv0bT/VjT1fAtyecpqqwwdc2bvQuvOm9C0/68hM31K3qs+aLY7rTgj3moBSkGSkO/6MADglJY9lg50z8AHMLzg+05jfv0JmDrzZaSX3Gr9rgeboeoytswwB19JQvLYnyJVNts4rphOb7fv5BcopVPsRIRVgFs2wyj1xZUP4m9OuAuL6iaQVyPYOHMRt79I+l8AqKuz9zFrqOft2wQo1dT/PdQP/9L6/YSoScfeGkmjAROVe9uE38wI1kFn2CDY+nmGJTdGqVp0RyPUDACQlaTt9/ZICrJkrikkwp0FIh3MVtP9BCQnuKsWRik3A5cWW4xipwlqDpRM8Bkpm8coJdKj3YFS9rQmul5lvTuYnWd7f1ZKzecCAIrxE60oZRHQIFCequrg1HuI9rSqkSdp/s2wANJS7PgzFNrfD8lQ0b7jenQWX67W72PPrBv5A5p7v4X3ZW7C14+7G9cu2gAAyCz8ArKLvgQACDJsR27fODbxGI6b/Rec3b4L/3yymRpQjS6BEbIzrDn05XAHsgs/D6AKaHVz3Ma0MfzlykcRqgAqNQ4DKwBu6j1ZSeBLqx7Ajcc8h470E9bvPelFFmtMJLW50nZzvJebzsDkGS9j+uTHMKUtxkBmPjIKn8GFOIeJkLnEA6gQVrlI8nVAAPAFgIhmrl1pAaNUWQB0Hcw5xzFtLPSrP9u+ebwKlJqpAGlFOhRXl68YROMl82xX4rBeAWJGKRY0QzNKFSk91209Ys88vPYTxyngnnqPbbeb8Z8+a/BApux3YkGVmhHCD/bcgl8euAG6ISO97LuYPuk+/GD/l7B55kSz3R6MUmzqepHooVYYkCFJBubHzPFXCnY41lyH0Zh3xnPoag3QKykTG2CCNlSG7YG2B9RqyKblmdFzse7wBZhQFiDfeQ36mv9K2C4A1dR75QlIWgH1ARPcMuNiM6lFtKh9Pe/PLMS2zJnYm1pmtd+PQ0mpPwmFjivxdvZCPDR0me0++n4vZi4iRYpVqtRyPvrbv2ml06OF1+9u88Fxb6jFOiewgUSapiEcIECpsONZUZ26rjN2AaOaLrVWPV9XUDd6DwAgtfLHFoA3WNFD4rI5HtjUe0LHaYVVKlgcQqwCChQBpbSKzkBAenI5YaWXZQFrgAdQavFXkFr+z2Y5yrR1rSGYw4pGE2C8lwIPuDlpafE774DqeTNQ5gOl4qN3OX4jwAxWJ+bpcvR648ehxoIQvRxUvD2HVyYRHhhcrVsFPdxuuyZJEkrN5znKom0fmqYBkmSxWQbzfQhUGEZNpiHJFSglCjii54kf5iZe+SOdX8V/7v9o9bnIHF/BQ/TvbgDbI7H/sEK/2+bpEzBWaENv3aeFZ1PC8BXM9wJ62VZGRC7hlPwPEZ19BU09f2fT52lpDpjzdtPkydjb8FeAJEEPd0ALVuduT1qszwOAEWrFy8Hv4eGhSzFa6HS0k7Qpo9ZhZ+liZI75a0yd/hyKrZdAqTsOh6JXYkfCtJ8/NXKRbd0Q9etksRVKha1IjR2DmZP+iF3SDQAkizEXADQ5xn0ecHfu5kKmfhrK7kUwazI8letPsq6P5DugGiEUi0XHuBWde0VjgqR3/sTSp/DT0/4D7eFp6JAt1iwAiMWq75HJZLjliMQv2MNvwJ/bdRb0rkfmQqmrsuHvTq5APmIHNURnN+K6yLdwXNMgACCtV/0Wk5OTwjnuZQf12uMNw7DZrjRDxlS50wRASHbdLrPkVjw2fBE2T6+2/U6Awqx46V5ujFJBSUFLJXvBeNEZQOdWLikDALZmz7V+UxpWu97v90zg1gaHTaQGRikvIA/5nd0LstmsjYGv2GYHSgGwgqsXaRsBAAOUTQhw7pVu9oJ3ApTi2VFE5ZVVySLK+PSydQCAQfliJMDXfwAgpbVg8sxXcbDz27iz/4Pcdrt9B3Zvptcx8lxNerPLeZUEQEeQxcK4uQcN5+ZA1+0BBH6BUpBkFNo/AADYnD4P/dmFtstegGr6/zyglBt4kHcu9rpHjS+HLscgazkE8/2OYEPijyTPsXOBN4bcxqZXUEHVr5ZCUFLQIBEcgqkPewXmHun6cVT+9CXofctROSr/e6KqKrpI2r1i1eDjcNxpGlJKPToDswiUxqBRhmAimqbh2IriOR0+E80AIAVQ6Loahc6rMGfTKshaDoHSKLqHynj99ddx1VVXob1drJiRcnn/Z2Xz5s3Yt2+f4/dAod9yZISye9Cy70tYHL0ZF8/px+XzNgOHNkMONyK38LOQ1FmEZdP4mBBQbgOAWmcesgLlcUhK0nKs0RJJms7Bt6ZPwKuTp+CYUy7D2dT1zJKvIj75KADTAXfDkucwVZqAoeQto2sGnba6bdETDSciNvMc4mN/RG7eJ23KF21ABYDm/GuWw+T09N9av9eN3YvUqipYqru7G5s3b8Y111yD1lYB9TElZHPqippGnhm1qsSTdr/xxhs4cOCADS0O+GeU8h1pUAH5ESWcKDeltssQOtyP+kO/Rv90GK0RIDfvk8gu+iKik08gXHE69YWvR3dqga1tbu3g3bNz505s374d11xzDZqamiwwXCi7B3JpEmqg1QZM5L6Hbkb03X///Vi4cCEuuugiZNuvxux4Hw5UDAhehnaewymVSuGRRx7BmjVrcNppp9muJRIJrF27FqeddhrWrFljU9ImJyc9GKXMcRJGBg0VYA/NBCJ0dlqMUjOmUYVTR1tug/X/vo7vIl5XcXZJMtT6YxFOb8O82DT+bP4mLN/9e0ydubEmx1ZA0iwa1qw0H6FMBg8//DBOOukkq4+sqHGpyg5XLpcRidgjx1YpDyEoaziYnYfY6i+iZzyATY9sw/nn12Hjxo346KknYQU2WveLGKWs1HvKJOpDpjKZVeKOddCPAc96z4DdUT0cuAhp3cCGQ5WUHqqKUtNZiKQ2Y7y8AJsm7RF+bn0qOoTde++9SCQStvv0SCdKbZcgOvMCGt76IGKV6OEXug0suvA7aG9vx4MPPoj29na8973v5dYXhDnuhKn3dB1ppc5K2TGQXWBGo0oSUit/gO7ATXjqybXIqXFEo5zDTNA+L/Mcg/3k5CQihRDawsSRUXXCGrqCYxsPIiwrCKlTyKsR7E8vwfH5PIxQE8pNZyCSetO6P57fBeAyrAhvBQCMacsdhwy3b03+T+Z3R0eVCcxxuKgY8Ujqvb6+PmzcuBEf+MAH0NnZiZHdT6ApBhhSCJKhIJTvQTqdttaNU0891dFfIlEUBSFJwRdXPWBSx2cBZF+zrkdmXsTF5QAuXzOBgKQjkqSMB3IYqZXfd7yztb5wqMG99gni9CaOhELXNWgc/DeLdUw3JOxOLsOJuiQc78W2y9E4+FMYUgQTZ23Cr//7v5BR6x33ldouw4+6/xwNwTzqu1biHDjn0MDAALZu3YorrrjCF1CKBUfSQCmHAYJilIKaw+L6Krj9D/0fQkJqx2JOf83M8J01pH5voFR17jQOfB/5OTcCRhkxye54zioxZNS45dihjSJr166FLMv40Ic+ZNt3WNCCH6AU/XwtEdiEUUpSU7j//vvR2tqKyy67DB0VQLjJJmVn3LBSaELC9sQqK7WEm3PDyyjmZhQEANUCMo3ZosRihFFKqwJG3QARQqBU1AmUmhszDa28VBW0FLquhqwmMR08Gajsew4dKtwFXY5C1osI5vug1q2wtVX0zdhouJlSE26//XZcffXVaGuzg3BM4OK/A/slxKafxurir7Eh8Bc4rettLJvsRkw6BdmFXwDkIFRVxUMPPYS2tjZcfvnlAIDIbJVVT64MJx0y7nmzDle/r9I/hWFu+xzvoBXR1PNNtOgZLKr4ghQ9iPwCkxmM3UvL5TLuv/9+HHPMMTj//POh1JtG82B2r+178/qqFYO2v0towMihQ3jqqaegKAouuOACrFmzppp6T81gZmYGa9euxTmLEwgFzfKm6t4HY8nHcPsDL2G61ILVzb22cmeKdfj97bdXznLmPrgu/0309BwAwF9LjUAMih5ESDbHIQFK8daUgexCqJH5CJZGEJt+GoWuax33AEBYM9eulFIPXebUKUWgGZIJXkQAMjSMlxfgqcOmUVvXdezZswdvvvmmzXDpF2Bpm18Uo9R0xYHhFqnuKKsS8R/SzPWmKEi9J3JO0/p/IpHA+pc347rK0cwMCBittpV6PxYwwnM+Ekkmk9ixfQIfqKgbs+VG4Vrn5Wyn63ADSvHWSxaMZLZTgg4Jb775Jvr7+/GRj3wEGXUXgJLjPd0Y31hxjGUpAD3cbjKxVs7X5UAnNG3Udj9r7PcDlIIkQYvMhZzvQ6NkGvZVF0Ypdk1n66VFURQEAgE8//zzSCQS0IwgNk6cjoHItbj+vdcj29sLwAnGtPqBpN4rjVupxPNqxArkoev2chjwhE1/nSg1QY/a10Z27LNlSpIEyEHMnvBrvLT9HhgVgDavb3h9R4T0EWCmwGyAqTsr8RVQBGuDl/1A5Ii1xr4kQw+3IVCeRKA8bbEMA+a3C9e5M0pt27YNO3futNmBeA4hpW4VwpntCOUOQEvvBAzVZHeR+DG9O7Zvxf6dr+Gmc2UEyhPQQh0odHzATD2b2YlA0UxPHw9U9HQm9Z7wjBpdCGS2I1A8bEu9xz3fVc7jfd2bsOkV4GOXLwEAzJYbuP3BAqVsczEQR77rw2jq+w5kLQtDNc+Wp7TuhywZGMzOFYIoDh06hNtvvx2XXnopFi9ebOmtixcvxiuv8Jl4eTakQ1NFLIsKGKX0EmJTzwAA3khfhFPmJnB4PIFNU6dYz7Nlsqn3RMBSkRD7E++dRe9A/ysqk4ibU5Iue3JyEr/okfGxNZ9EofkCYOteqx56rTcMA2p8GcKZ7QgW+iErSwBUdV83oJRoXNTy/qLfNE3DcI5ibwy11gyUcnNw+7X/iOpj9/cHh94HALhiUb1wrdKiC6AHGiFraVNfrz/easd7576JuGHarcPZbjT1/K2ZQUEvQYstQW7+ZwBJQkvQBP1OFltQRwPj9OpaNVNuxtNPP41cLofjjz8eL730EmRZxvvf/34cc4ypW03gOGyertrkRG0mv6t1K5A46W4AwO4dO/DSwRfwzOi5DnCl+AwmYebkBxAojlprpK5vBAAbo9TA4AieeuN2fPCDH0RnZ6frN7SBNitAKTm9G+X8LKJBoND5IYSzuwAAg5XAlGKxiHDYniLJjVFq586d2LJlC6699lq0tJjvqsaXA4kNaAxVA+ZmsQRFPWI9R58Jx8bGEI/H8eCDD2L16tVYs2YNtz66TaL3pPvBr63WDeDJY9VU6lcjlDN9QdOlZvTP/SHmx8dQarkQkeSbaNn7eVtqw8li1RY7Pj6O5uZmbhvcbEysfUZkm6QZpaaKzdAM+15L9I2PfOQj2DTFsbcJ9mY67bGu69ZZ7uyzz8YJJ5wALcxnLtR13TpHF7VqABhPROsi+d4HS8fhOzs+j4ZQHjee913gmV9wy2H3rXeLUUqkx/kFSvGeZ/erbDZrAbMB2HQzIsX296FhuPruJvs2f9w/99xzGB+v2ueIbf+BBx5AV1eXb7AMT0TnD7K2XnfddZbOqaoqpoottnSQu+UbbOXx5rURrMN001WYKt3PrdsL3Ev/5pV6b2RkBLffXl1bWXEDVVl+KqmExRVW9EP5LhxnGA4w3H333WezAdFyzz33YMGCBbjooouQWvlD5OfeiPXrBgHM2u7zYs+i5xIJSqWv82xyALB9+3a89tprtt9E54077rgDq1evxhlnnAHIQSgNJyKSegvh9FZomrlntVeCDQkxCG+M8gLz3dZD9hpXP6rMm4ZACu2RJCTJgCI1WCy0bnrXpk2b0NPTY7t+JEDxo/KnKUcZpY7Kn5TQjFJuQClN06xUYcRpwkpQz2BRhdJwOnS6/aIkQYuYykKgOIKenh4kk0kMDQ35aiPv/6xs2rSJ6+iLJjYCMA1buXmfAACsKt6J98+rbjaNA99HIH8QwYJp9EuV66AaVVyjY9EONkKtRD2GMru47QlXgFJ9mYUYLXSirDAI2fhyZBd+zvo7IBmY88apOHv4EsSCJWSUOBJYKjSM5ubfDD3YjFBuH+Jj9wgN3nJpAgsz93HbaEhBgDqgPvfcc0gmk3j22We597Oi6zpOau7BpXNNpqYZxemkf/311zEzMyNE/78bQKmMIo7iyc+9EXqgDuHMdhwXMaPgC/XmAURprB5EesPXcZ8X/cZr17Zt2zAzM4MDBypO0kgnyg0nQ4KB6Mzz0DQNHZW86JMCoJRhGOjv78fk5CS2bjXBE6m2a/Dv+z5hUb7y2kfPDdZACgAvvvgiZmdnsXHjRsezW7duxezsLF588UWHkpNOp32l3osYGYsBKadXD55CI1Xl4CYZCiQmxZF5g4q2vNnWX/dci/HYZbbLJGpoRcMQVjf3I6ClEZ1+1npfCTqgFYSRbZqmYUXDEOLBEtJKHWYDK/DGG28gkUjY+ohEsMakahtZw0Qw14v5usl89eDQe5FsvRaPvzZpHVaTySQe2JS3UVQTICbPeQwAslGyxgqbDrIWRikeu5huGBjUTrUifhVFQWrFPyO19O9x//TnLNAhEb8pueh3GR4extjYmKPu/NwbAcACSQFAKw5iaGgIs7OzGB0d5QJeiYQtoJQg9Z6m2SjE9ybtdOKKVIdc5b2589wHo9SGDRuQLptGJTZC67jgS/iLFY/h5mUmm9Tm6dXQjKDlfCPUs0Rihd0IJ9/A4vABqLqMvaVzHYdLP4xSGzZswOzsrO0A4VizAiT1ntmHjz/+OFKpFB577DH09uzHHNl0gue7zLUwmOvFpk2bkEgk8NJLLzn6yk0URcGqpkHMjc0gq8RwqOPrSC+51WJlCpZG0GQMIx4sIRJQoEp1KHR8CABQN3on6g79FhLF6KPrOuorBooM5YDhHcjd2kREiy1Bsb66/ifKLVCNEJe1gojasBrJlT/E7PH/DSPUwgVJWeUbASSVBmvtZHWXgwcPIplM4uGHH/blfFBV1T4uKAObw4BBgR/CZRPEkVOj+OutX0N/dqHDecQTHqjHzXEOAL3pxbZ9LZx8DZGEyeBzON9pRkimzsU9Bz8AAqKg95ZCoYCBgQH09fVxnQq8w7cbUMrLWCYSK/WeXsD46DD27duHUqm6HtMgZx5g67HhSzCUnYPnRs92tNlNn/W7plvXw10wEIBkKJDLU9C1Er527L2WHl6gUvW6ASJ4YmOUqjjDZS2L5grbKUkJINTPpAByCz6DUnSZ+H3kkKWDhSnwqJfzjbwLMfB2D+aRTCbx9NNPc+83go2YPf6/oUaXIIoU/mbZv+GDC15FV/55NB78EaKJ9QCAA/v3YZX2OKRDj9jeg8hMqRF3DfwZbjtwLfrGNewZMsdboDQKEmHPtltVVUArIlA8jNjUOhO8WJHtiVX48cFvI7fgzx39o+s6JicnMTU1hf37TcYPNb7UjArUCwjmD0LXdSyrH8aC+Lijb5tQTRWs6AGU5DYcPHgQuVwO5XLZ0lGt1HtaztL/9UnzW7w9fTz2t34b+abzLYcSC/AfmQ0hmUxieLgKFjPbIk4DAQA5reowIMZ5HvDHgIz8XJOZoWXfl9G6+2bAYMaFriKsm+dYUeo9Xdfxm94PY8P46XgEt2H2uF/iwek/h2KErOt9fX1IJpMYHeUDidzEFtkeq+ocJFJTVA5Xh2EYdUqC1Hsixyut/w8MDCBHAX+Ksj0inR6rbuATdi7u2LEDrx5ejN70Qrw4diYMJg2nq9FasK7RQGbefel0Wuj454GL33rrLczMzOCtt94SOsJ530XEoMAHblTPvLohoSg1OxwUftZ17m8kDbdUcQDqAeF71MIoRXSc3bt3Y2RkxPqdpI32NHKHSeq9cQQKpg2HZjSgnxM5DFkQtK18Big1U25y1YF5ZXhd8wuUovuoRDFKadH5wjnt5pjj1QE45xc5B5K9l76PgOQJyzstuq6jp6cHiUQCuVzO9jvrECIBfw1DP0PHtg+gY/uH0PH2xTa9m5bmvr/H15f8CHNGfgAAyC76PCCHzfSrMG17MIyaUu8BVVbCQHEEUdmDUaoC0iskDuLw4cMoTOwAYLdf0uLGKAWYuoEhmf0YVGfRFk7i4jlbAMDBFsuWk0wmcfDgQaTTaUtvXb9+vRDAytadSqUwkzXXOx5QKlAag2SUUdaDeLj3FDyjfw+/6vmIxbLIYzGh1092v+DNG14b3VKTitZyPwzr9P3s/9m6BgcHkUhm8POX25GJnih8B13XLYYcJ6OUu/3wSIBSftduAtj9dc+HMYljkV76d54Msmxb3AC27wZQSrQ2C0GdkgSl3rS7hSqsR6QdKysMbIR1qm7sXtQfug31I3egqe+7Flt1WyXV9GSx1fYO6eXfAwBsmjRBOPv27cPw8DDeeOMNlEol62woel9Rm3n9oigKdMhcBjoxUMrcj5Wm0yywCmk/DVLZ0TONZDKJdevWOZ53A7tlgqbOGCkfQkMwC90Aih1XWtfJnFcUxaGXiVIFG4Zh+Vpou5DKYVc9JJ1je46uY3Z2Fv39/RgbG8Obb77peJYVv+wffoOX3O7jsWqmj/kGMtICPDPyHgASCsF5KHZeBSPUjGLHFRg/bw9+PfJVpJU6JEoNmMpXA3uz2axwXrjNMT+MUpqm2YBSE5x01UTfoMEzbHk0YxYROkOFYRh4/vnnbb4coqcGylO253Rdt8ASU6VmAE5bP91++jn2/7IsI6/FMFFsg6L6B5WxZbuJ29zmgXANw/ANlOLp0PT4UlUVxWIRjx+6CACwPn09t41KwylQ6o61/h7ILHDURaS7uxvT01UbsqqqGBgYwNjYGHbs2OEL5CsSEViJrK10veVy2Xa2ny42IW80u9rQ3PZW3jW3QBeAzwjPluPmNxbuW6joeRW/RkAyUNRCZhYlZnzouo7R0VHs3r3bKo8+q0xMTFh+OT3chlLbJTAM55wRrSFE6DMmCbqnx58IKLVhwwYHEYZo7iQSCRtonzCdRaefs8poDRNGKbtvkR0zvDXdDSglWiusNlfOto3BFOZXUqDmgwtA1h83XWnz5s2YnZ0VXj8q/7flKFDqqPxJiaqq6Ir5A0qlyqZBPVAaA0/ihumcSSt1KErNjuuWMaU0WpNz0+aoPILUe5EKUCo/96NILfuuRWcvSwZ2zS5HrvFcSIaC+kO/QjBvpj9KUDmIRe0keYjDTLoiwEx5QwBU/S5KUnrp3+M/Dt6K3/Ze7bjWnVwGA7KtbvpAZIRakVn8FQBAbPIJ27VyuQwYBuqHf4k5b5yKRtV8r/VjZ2AycDIK7VeY7TRUK3WfrV3ptOM3HuBE11TcsOQ56++R0iLr/16Kr1+glJskV/wrynoYf+j/kL1d9JipW4HpUx5HOVRF/hcbTLagzOKvoND2PkyveQCKEeY+D3hHkwCmkkciT2mASLHS19HpZ2GUU2gKm4bAKc4hndTFRlW7Hd6JiBwe5F3oNrFCR9CzyqqiKK5AKTKvOwJDaKmksctSAAJhv8kRK30Zm14AAMLprQjrSeTUKPoyCx3jSak3DTJnd3RbvwULpvNwfmwC3z7xdsx7dTnat3/I6ViD2V8nt5hjf9fsChiQ+VEAlQNmxEhav7F9FJtcCwDYk1yKyWIbd72YLZusdfTfAKd/AlFoldQ08+Nm9F1WjTmUeYdh3cOpTJ4j/7IHILX+BOQWfZ4bles2l3mHS56Qa8XWS1BovQzJcnWMLIxPWAafiFxGR2gUUmmKW06IYpQSteepkfPxL7s/g5/v/yjemmGoqwXGUet6iGGUotJX0XVkK+BM1sB9TNC+H7xWif4lB6PcvE+iB5fj+VGTX7ChtAf1Qz8HAGyePhFpvc2VUYr99uR9aKcI3U5arNR7up3db1FoP86fuKaahnJOBSiV74Gi8I1wXqKqKjorwJID6cUYb/4osku+juySryOz8IsAgBksx4/33IwfdH8ar3U+iNkTfoVSs2mwa+r/Hlr2f832nlVGqep6Rd7RD6CW7Y90W3XfmFa6rHvcDtz5eZ9AseMKz7pYEek6PKYRniGRGJfuH7wcM6UmPHboYlsZtucp8EOkApSiUyvTLE5+28uuGbw1IaPW4Ud7Po3s/M8AACKJl1E3eicAE7C4aepUrB0+H72ZxdZ70gYBW2phZt9hDZU8gFKtQCkupTaIUcW8FgsUoes6CoUC5lYO9DygFL3n5rQY/uvATXh+7D2O9YZuxztJvQcAkINWqtZAcQQN2jAWVkBSgP/Ue7xvqWmaxWAUnXoKcnEE0fJBAGYgQUHzdkSx9fLuLTeZ62A4WU2x64dRalXjIE6ssBsRJ30qxQFcE5FDyCz5uvXnDJX6lqS6aJu+G1cueBUfXfIsDN38nnLlvDMsn49f91yHnbOr0J819dysWgddjkGCbrFpsO2uMyYx5/WT0fXmWdZ6tqt0Ef77wHW49+D7odCEU8y6TnR6qw+lAFTLUdWNeKkPn1v5ML606gHTSU1Js2T+vXn6BPziwA3Q5DousMIIVtnnSH0L60wj/XB+jmO/mSy2oRyuphJI6y32NsIbFADAFrlMUuWKDNpmsIPZzujMiwilt9vuCeb2Q4KOohZCVo0JIyz7Movw1MgFKOlRFLquRlEXB1gQ8esAtgER64+DZgSQKDWioFXZsnh9wTUoxxbZ/i5SQCmRQ5cui3WcBSTqbICo7ZpoPWKN2GyfRqNRlPUQbuu9Hs+Mnud4F695zxN2P2DHw/j4uKMOdq/kjSG2792AAABflyLtY4UEUgDmOmQg4Nib2PkgdqwzvzHR6qrhj1GKiGiPVxSFWx9ho/Ha5wlYJaDOoqnvewCcNhM3sBYLlHKcZSJzzSAumOCwjFLnaSdg6xEBsXgOMhFwmP3e9NlIiy4UOqi9gFm0Y5HXBgDW3ssG4imKgoiVeo8PlBKtf+y4L7WcZ+mEuhyHLkcRyvchnHrL8bykpnFG2x7r79zcjyO3wDzPagToVDoMScsjVAFy+U+9R2yDI4h5AKUIoxQJyooqVf1WJG76PCTJSgUb0mZx87J1aAzlMJpvx9aE3SEtGsuiceDWDqByjqz0kcxJvRcomfuwaXuVHPotq5Pz1k8/aw/bRrfUpCIHt5uNQLSe+AEh8Z5ngehVoFQ/AmoSgD+glMh24ZZ6z+8eTp7rySzGeukfoMWWOMaJ1/uy65bbfuxnj/Va10mdrmCECkiDMPZomsnMTrIKzB73c2QWfQnZ+bcgu/BzUCrfJjr1FBr6/xXtYdPWxwKl8nNvwiOZW/HE4Qtt9flNiypqs9+9VnS/mx5jgTEg4Z93/Tl+vOeTlr7n0N05z9PtKEuNFgAZMMFXWnQBNNk8y/dmFlnlsXYBPw5rGnhDA6X6M/Nx/8h16JXebyuTbrcIPCQSv0Apv85tt+9Fr4lkrOjR+dgQ/wVeHD+bW48RiGMk04gfdN+CH+/5FFTdrot4gRxEbfTqI03TbKn3poottnJpvdONGXDmxDuRXPkjW2pGGqiu67oz6MHK4OBMvUeAUtPFZtf2iwCkvPd2Ozfx1pgjAUq5zSeRrZt3nVc2EXp8kXmxJ7Uc39z+ZewqnOO4HwAgScjPqbIxTQp8PTzRNM0zFRzgb72nwWJ0+bz/q6pq80kdzM137Dl+92u6zlr2LLqveXo6EW5AlctYAGAyAFKZf8YKHTAgO/QdWsh3ENkJRXVz64e9L2gfK3me/u4ioBRP/M6dYsefATDtsoHSGK6c/zJWNJqBGAmX1Hs8kKibLumlQwDVs219MI+PLjHBnKlgNUWqX/+WWx1H5f+mHAVKHZU/KdFU1WKUmnBLvaeqSCqmoVoElKpD5aBUbuBvHJXo9GBxxFr0/CxubhH4btIVnUb90M8RSZiI2lLrxUAghnIlHRoAPDVyPqa6Pm+2f+xeNFccGSN5O60jr53lhpMBwIqUoSWcehsSNMyUmpBUGsVtlyRk9SbsTy/Fv+39BDKL/8q6tDu53LHhsAftUrOZEzqUOwCVSb1Xd/g3aBww0xfpCKInvQhPj56HTaHvYHb17Ra6OJTZ7WgWnSYvUDiEth0fQefmcxFK77DdF1InEa0Y7e5L/g3GSvOta34dse+EUSo//1P40cFvYTA33/Y729dq/XHYv/gudCeXYfP0aiiVlGZ6ZC5mT/w9yi3nuRoR/AClJiaqDkr6UGoBpRIvYenWCmhCiaOo2R0WRHRdtyJ7AfNbegGl3MYJ+Z1FodNCqD/ZtgNioFQul4NhGCg3nQ0tMhcxOWfRtmb8AKUAi1UqwDMSVtJlHs51QUfAMU7UuuMdz4Qyu1EvJ/HnKx6zcq6H09sQmVnvuFdTVRzfPAAA2Dm7ErquOw6nQDWyN+oClAonXwcA7Ema7BmisZ9e8tcoN56Ocv1q10MpUSI7omadOfXIU+/xDE3swZQ3XmztcTECeDrzqTIAAHIIoytuwz/v/ix+0G2mHFpSP4bjlD+iNfEwvnPib3HrcXej663zHc5fAAgZJlCqoEWEhmsAmC03YTA3zwI8EHE1msMeeaLqAZT1kOO+SCRSNXDTQCnDQKtcZaMYDl5qAeKIEcQI1uMt/RN4ZfJU6IaEmDpipXfaOHEaFwjlBmxwm9+OdYyk3tPygGHgpOYe/ONJv8JfrHgUYcns132pJSg1nApDCkLWcmiQZvC+ua/hOyf+Bi3df8EFzPKkXC5bqcomi622fs8s/SamT1mL9dJ3MFFsw3SpxQKqplb8q7W3RmbWQ644Cwy1hHjQfEeaUYr0jR/DAXsgTjZdDlU3v/WM1mWV53dM1yJu5fAOoYDTkKHrOt6eWY3vd38GE8VqymLHWkDAD2oKkZIZfUUbQY6UUYrdI0V9XmoxHed14/chnNmJkhHHG9OmUY9da0TOQp7xgmcko+fGu8UoBUmGETTnbTxQMg2PuQmsbu4HYLKEsm0S6aZujqpaosJF12gnY4NRXS93zq7AZCViDnBnlBIBpUqtF6PUdBZkvYjGgR8gXh4EUGWT8mqzn3coNZ8JAIik3rDWFvp8wBtjLTiIz654FA0hU08lRmI3HQcACl3X4nXpS7h35Eb8sPsW9Nb/BQAgmO9FMLsfJxkPmG0JqEC6BzAMBIrmer5Hvg4z5WZbeaqmWewnwUI1ypHu6yWBrTYWKQMB7Cqej/7sIkcgBPt/Uo5Nt2tYAwCITTyCJcWHIEtASNYwf+rnNkB4SwUotSOxCofzcxzf2XIqVAJHJDVX6WsDiwhQKjfH4TQxICHR+mHr77TWym27db9gjdiTWmH9nzC18BzOhmFAj8zFxNlvQqk/AQAQZfS5SEX/Opidbxk/WeG1j9UFanWqie7Twx347fBn8KueasSxCCjFrTNqB0qVBKn3/Oh8ANCdXI6h3BxkFn3Z3VlHB+J4rFV0+hdee9za6aZL0vsBWycLlKL3IHKvyIhOt+FIGaW4+ibFKDWQnW87K/LG2TsBSil60PY3G+1O1yFqL6mLN9dCoZCjvVzQTbDZ+n+wOAjAzqpBlyEa827fGVLAAt+Y4DMnK5DXmZitj/d/In6ZoYo0o1RkgfA5LycJEVegVCUQjwVKaRrFKFUDUIp1nuq6DrX+BEy8Zzsmz3gJE+fuRKnNZG0OFg46no9OPYOQrCFRasRd07citfKHAGFLjVQZoch5qKwHuUAuntBs83EvRikGKBUrm2d4EaMU4A3c1cKmLh3TRq3o9t/1XYOybl/juOdFw3hnQKlKwA0vMIjYWlOKaU/hMQnUApTy45Bmx4nXPCN/eznG6TbxfifvwxO3c4euVxmlwpmdWDL1IwD/c6n33GwOtPDek10v/Lwv/Zub7cKPHu4HKOV1JiFpUcm5XNM0dEQSCMo6FMSh1q1CZuk3kV7xz0gv+47lnG049N9oOPTfAEwmvJRSb69LkjChLYVm2Pc40bdwe/93AuJgxa0s+u+k0sg9k7s9z14jwZ8AMJSbC0gS9i97CD/ac7MtsJJ9VzcwBRlzY2Nj1bNgvKp7708fg+7UKhhyda1my8xms55gAVr8AqWOBBzDCo9Rin2Gp38WCgWU9ZDFKEuX4Rf44PacSO/J2gJE7JkCaL3TdXxH5yM/7+M25s0ZhlGK/V5W6j3G1q7rOtorduZpRodjxat/RTo2rxx27Pu1z7iNBd5aIWoHzy7C06FpmxK9f/LswrTk5n8ae3ANftd3NWh2ZS87JbtH+9m7RMJbg0RlK4qCKUqHGszOc7RXtDe47Ylez4vGjNv5wU9QCLdNwaoNdLxQZUQXjRHy7b1AS37P9TYbODXXa10P/dRFC+kvNb4SSnw5JKOMm5v+HhfP2WrdM+2Seo+3x3jpVV57sBFssXwzsgQcLB2LvtgnrOu12EaPyv9bchQodVT+pERWE6gLFqEb9ogs3oGepN6ThYxSJlI9KQJKVRw6cmnUFSgVnXwSrbs+Cbk0YdVNRKRMsfUtbxjG35xwFxoP/hASNOTn3AA1btKMZxZ/DRpC2DB+BqZLLcjG1lgsFhJ0DBeX4NnR97iWDwBKo+mwCGd2OK6RNCID2WrktWihJwrtWKEDmSVfx1jkUuxLLUFfZpHjUMQaZNS4yTolq0mg0l8yNCzWN6Kx/18BAOml38ITsQfw697rAEhVgzKJWMw6gVKkTklJoH3blYgkX0OwOIS2HddZ0fcAEFdNZ8xUsRmTyjxfB3GidLhFANPipVhKkhPcwnumJDXhjv6r8ODQ5dAFhggitSgFRGiAUTabtVJtqXUrUGq2jydR2j1e24vFousBG3D2IevwIOxPQNUYLiqPTjtCyuYdkjVNMxVJOYj8nBut3/NqxDrU897HVoYgygUAAmWTTYlE4LDjqdx4KlIhe8RnKNuNizs2oTGUx2i+Hfku01FVN3Kns3xt1lr7hnNzHEZGIsQREkXaTOcH++FJ0vIIVxgOiANdqNQFYpg+ZS2mT38OOpzR20QIqJRIlpN6z29EoR+glFvqCVKf6J28niVCP0+MGzOlZsuYfrz+KJZO/wixChhG1jJo7Pueo5ywZDrHi1r4iAwank5cSYZWcQSZTBdOUAkNlJJK1bEbKBxETM5C0QP4zo7P403jz61rhULBlh6moEWxO2kaeCUYGCktQqLc7HBos0YEkQOTBxJwHB4rETUSDEjqLC6buxn1oQJkCdiZPA7f3vEF/K7vGhhSEGolfdDF8btw+bzNaA5nEZt+GrGJh5x9xhFVVS2g1HTJHjkHSUK56QxosBvnAECtW4Xp055CqelMSNARn3gUACCrpoFHMySLzYZ+fz9AKccaggbsmDWjWA6XV1rt9uOM9lMfAGHqPVpqAUrxxGGAtxxPhxCtMErRwEw/QCmeDsgCj0TvVG4+Gwaq+/Kb6seQVpxpClmHqRtDBusc5Rlp3IBSvLa6GX9J+r1Y0CyzcfpRhGUVI/kODOaq67OXo4gdS276rJtxQDTeyLcOFgbRJJm6+ebp1bhr4IM20Ijbei9cRyXJSokRm3oSjWVTV5xwcUqy4qZXAYDSeBoMKYhAaQyB0oijrbxnToxssv3NOumFIkkYNM5Bb24ldMjIyKZ+HsruQcu+LyMoVfslkN4NSctA1k3dKac761BVFWoF1BIomkApdn2eFzRZK1NLv4PpNfdj5uSHMas6U1STZ+n/W2Amqrzc/FtgSEFEExuwQNlo/d6WfR4db10MuTgCaEU0yabjdbzivGEdoNa6WWFqkrQMdF1HWziFumARqh7AWKGDu+4kmq+y/p9U2xxt9DNu14+fhdenToJuVPUm1xQJoWZkKwwmkcQGchGh9HZEZ14A4K5/8drkB8ByJIxSgBlsQ7Ps1ASUisyzrZ9FQeo9Vkj5rC6gGCH81/6bkFn6d65nB7f1yI+TV+Qo8jq/0GXSazLp+5aWFjOtRz5vi8TlBVGJxpDIEc57jyyVqpAtx9HmEAWUyiyw6W8ioJRfvdUJlLKfdUX7pRdQSlEUrr5I+t5rzYYkoVxJmVpqOhM7M6fgtUrKJPY5kdPfjVEKANRK+skZTupKXh+yf4vK58190XrlGPNGtf+16AIhQMZrbvB0F7YupYHYl3ZaAGIAUJRyNcU9k9qO1CNa/3iORD3cDrVuJYxAHGrsGAB8oFR88jEAwJvTJ2Ki1GWBpAAKrF08bJ3lTQCQOEiFFvJ8sDiMWMA837FnXqvdlcClxpA5R6MFM4XsaL7DcS9PuGtw5Yzfou2z2p6qBIba7hP0Ky9ljJ+6Na3KKCWVOTaQiq2V2F7Z8cZzzrPj1y8YiS7DbX3kvYNXuaK5Jjr3eD3Prvsqk6oTqM4NN9udSM+shVFL1G7emsLqEqI+460PonO/Wxvc2inaG0TnLOvvkKn7y0rCase8CrgwJS2yrQsAoFCsN0RMRjzJ1zv4TVksOutx9asazuJ+gU6iOtzuYcsutl0KANibPAZPHr4AAFCUOzDJBKaw49/NRkHuzeVyll6jh6vnt32pY6DrzlS4dB3/U0Apv85vt+/FslDznmHrYdMX0sKOfyJefgoe+Id3j0G5gQey8+1nO4pRyk+aTqIflrQQMhR7I8+WbTFKaRlAs4N/CKOU1zlaBKAlbeMF4vCEt2/5BYm4rU28b+4FRuWdIejr9N7O2rxcx68cwk5ch32pahp21pbLC8wm9XiJn7nD20fcgVLN1t+D2bkOwAuPoVLUFt413rrgtef7nYt+1maDyhZBgv3Yb0IL+fa8tc/PXHd7hvXRAd5MxyLxGi/WeVaSUOi8xvo9Wa7HgdRijDde52B/Zcc579u57TueNnRJgoRqv62d+ThUuWoj9pum2O/1o/J/R44CpY7Kn5TEKhHis+VGG7KeZ0wlqfdCuf02sJSmaeju7kZYGbPKEhl/ASBYqjJKaZoGGAYiiZcRnXgc8ZG70Lr3LxFNrEd8+NeOtog2D3ZRvaBzGwDAkCIY7Pgb7Ip9FZlsFnv27EGx7kSsDd+Lp0aq6QISJ/wG48v/C9sa/xl3Dn/c5oglbVAUBd3d3RboRKk/EQYkBEpjaN31SQTSe9CzexPC+7+PhuFfAAAGsk7mgaGhIYyMVCP/bZuwJGN3w9/gd33XQjMCnkApBGJWVEGk0Ivjm/rx7RNvx0WRP5gAsY6rsCV3Caamq1EEFiK+YoiLTq6DXLSDY4g0Hvw3BJRpFEKLUWo6G7JeQP3ATzC6/V7kUuOIaWa6kamKI9wPUIpEIvsFSgGmErdnzx6r78fGxnDwoGnM4ykxk5OT6O3tterZu3cvksmkdd0wzIiS7u5uLkVyLQodEZaJif57Zs2DOLjs99bfuiHeClilpFgseioBbsYcXddtbaEPUJlMBnv27LE9zwKlyuWy8JBcTSd2E3JaHVLlOtzedzWKavUAQPrt0KFDOHTokL2dlUhOmWMklD2AUpCD2N7wXYwV2jBeaIOOAGQti7PaTIa3xw5djMySr8OAhOjsRgTyA7bHY9pYpfx6qEbQ4bS3FP1QGwxIkCUdTaEsAMNSoFPJJNLbfwbJUJAz2jBTcYyJDon9/f2YmJy094GuY+/evXYHUHSB7Z6sEnMorm4GHVpEedtFh1qR0u9l1HNrA3uN1GdAsozARHrSi/CzfTfCQACx6acRnn3ddr0KlOIzSr1joBQALdAMwB6VSksoFLIigQOpHYhOPI5w8g2E02aExuF8F/JaDMWSfb22DFWVNrw0frp1bU/uZOuam4GUXR/INT+MUpAj0CsgsOT+R63o6X/b+wnc1f/+CsudacBUKime5gfNtK2Examx/18A3TuCWlEUtFdS700VWzwPjmwfF+Z8BAAQqwClAmXigInbWMJqYQriGaofGnovfj7wOYxoq6zfWOMV2Sf2799vpVfljb2+vj689dZbGB4edn1Xr2s8Iw/vsErE4dCzHF6DiKrmmjvNMEp57We8NvkFSumBBiRX/Ri5eZ/AzEn3oV87W1iPKPVeuVx2GMV4aw27VwLmPNuzZ48nc4ibEKBUPFDEcY0DWJK6HQDw2tQa0A5AL4OcGzBBZFDu7+/HxMSEQych+8ShQ4dw+LCpeykVh3XdyJ3okE2wDs2uwDNY+XHYWID6hpOg1B0PyVAwv2hSZE8UqoZ7Uj6tk5XLZXR3d6NQKDgMa8ViEd3d3da3MgJxKnVKn6M95P/5fB5DO59Ax+YLcGJ8MwBgb+oYHIh+EhmtCkjZs2cPP3U0512zsglyCuV7EcrtRU6NYtdspS3ZbstRqQebHZHHpCyifzf1/RMC+X5bP8vQMT9k6h2llvNQbjkf5eYzue83MjKCwcFBW1+R70TuSaVS2D1YRHbezdZ92xOr8OjwxVDkBoQK/Zjz5pmYu2kVZElHXo1Y+hNrELRAWMFKKnLNZJQi6X5HC+3QjAB33SnLLZhecz8SJ/wOWc3cv/0YY219pxt4ZPgy/P2OL2FParmtTSIptV4EAxLC2W50vnYyMm9/Dx3brrQYpdyAUjwDr9v6QsTvusH2Eft3Lan3IAdRar0IAFDSgjicm+O8x0VEAA6e49zt/eh3YMenm3GZnt+Aybbb399v/S0aE6IzZDAYREeHCWagU4jz1lKvCHLRc7SIgFJ03+XzeXR3d0NBFaxCGKVYkBCr54gc68lkEvv27avuKUeYes8wDPT29mJ62nmuAsx3dmNsZOdFqVRyfNOZE+/BxJmbMHPKY1g3da3FnE23gS2LvuZlKyDrKmELZNcUv+cf9ppbu9jf2TEeDVT1Ez3UesSMUoODgzYbEMBLvXcsDCkMWU2i/ZXjMeflpWjo+yeEkUM0YH73RMne56Qe0frnNe4toFTeCZQizFZ7U0tRLpexZ88ey7GrEqCUMm2xALOOF9I2npDzrqyajNS6ARRUZ8pzANAiFUapcA51gQLCqhkgOFpod9zLq1PXdUxOTqKvr6/6WyX1Xptugq7oNEZe7Sc6jR/htYUAetgU7kA1KJXYXnl6m9sepiiKrz2ObRMLOFBVFd3d3cjlcsJ5924wSrmBF+j/OwC8chjlBpOtfbz+Q3h75nhsnj7Rusdtv+Hd48awzWsjvW6SMyLvjO4XKMXbI7zsq7UCpdzOK242Hb3ibLYBpWKmHWFGX+DYJ8oNJ4KVTRVQrR9nsB9Aq9s1Xr+4jVU3AK4bMIMV3rnQMAzbXsqOkfz8T+HbO76A2/uvQUat49bJfh+/QCnAbpMeOvFZ/GL/DRgrdDjGFvs3C5R6J/Zo0i7efX7Lo+VIGKXc1mt2TRWV4dVGN/DEv+39BH7fdxUOV1KbE6FZZtyAApZ9I2SChs39qvp9WKDU0NAQDk9kYUjmGZbea3S9CpSa8ki9J+pforeKWKtZ4a0xfoEOfuy39DWvADYvnYiXeo+tY2RkxPJt0Ocf3jvRewsvaJ1tsx89VSQ8fV5UBskatHN2BXbPLsNEsZ27LvDmlV/d20sv5rXND1AqkUjgwIEDnuVqoapdbKLQapUvOi+7AaW8AsRrWUN4/UiPAS+Qqtc6Sp9ns4u+gJnVd+D+kQ/j3/Z+Er/p+zB6Gr8Msn7w2sKzAR08eNCWRYd9H9G79vT0YGbGXH/yHR8EADw0dBlKasAdoO0xlv2uH0flT1+C3rcclaPyvydx1XTosbTVvAPBdLEVuiEhWBxG+/brMHnmRkAO4fVXX4J28D6s6DCBKclyA4K8TYqi1yabjKzl0bzvK4hPPuq4PzC6Flj+HeehGAAMA9HJJ1A/8juUWs7HeMcXrHtawikc12Q6JyZOex6/vuMZqOqjiEQiKBQKSKVSMNfaKtODEerEKwc78dZbg9x+0nUdGzZsQHd3N5YuXYprrrkGRrAeSv2JCGd3IZpYj2hiPToMCbJUXcj70vZUdLlcDg8//DAA4Otf/7onUtl8Vf4BnohSdyyChYOIFXtw05JnEQuWkNMaoC3/PHaWL8NTTzxtu5/0Z7H9cpTrT0Q4uxtdm89Bqfk8hIJnQFHN66Hk24iP3g0AuKP7THzw+k9j4a4PIJ54DqfjOWx/+XQ0dZiOpuliM1ep4glJK+fHwEJk//79eP7553HyySfjkksuwR//+EcAwGc/+1luH5I+vv766zE+Po5XX33Vdl3XdTzxxBMYGxvDzMwMLrzwQk8jgpdiOlkBwDQ3NyOZTGJychLLl1dywUsS1m3O4P3hhVjReAjbE8cKy2ENmsViEZFIxLUtbs4OwzAwNVWldaf7+6677kKxWEQ8XjVqssqPW9nZbBadnZ3QI3Nx2+GvY3w6Ax0y5jY6jQMPPvggAOCrX/1qdQxUDJQ8I2GgbLaDOPp47cjrDfjp3k/AgIR/PPdF1BdNxovhXBcGsgugxRah1HoJoon1qBu9y2LHAIB4BShFG0XpCA9FUUxQnxyEHmpDQJnGd076Hd6YOhHjhfMAXYXx8gexqrLWjBvHgqwpooP42rVrAQC33nqr9Vu5XMYzzzyDUCiEr3zlKwCcQCk/qfdEyjLP6MfOVTeqeVF9RI6EUYpu03Nj5+AD8zZhR+izQPt78PTWVwBISLReh7bEA2gY+k/MtJiMbKHUVrQHTSBfUQu7Gi1FwhquDINDUx1sBkrVqFS2TEVRkKs4AuL5nYjv+wIMBFCutHMwazq42HGQy+XQ3Nxs9dmh/FwMBy/G3Mg4uodPBFBwHEp03T31nlvkItcBFe6CrCYRG7oNqAf2JJdirGCPxtZ1HdnFX0N05kXIWg6H8534r/0fxQ/OvBsBZQah7B4ojac4yrZJedZKjTVVavZ0XjuMWW2XAwBCuX2QlFQ1Ul0Q+eLHcOBI36mqUI0gElormitzn3Vob9u2DQDw8ssvW9/z1ltvdbR3enoajz/+OAB+pJjbYVZknGXZPvweEtXYQhPcqWXRqHUDsDOGHgmjFC/1nuidNE1DYe5HUZj70Ur7nubep+vujFKswZtnAOel3rv33nsdzu5agVJGBSjVEMrhQwteQQAl7EstwZaZExzvAPhjlGIdvDxj6OTkpLVPfPzjH7eu5XI5PPPMMzaQ21e+8hXk5t6EusO/QbB4CMdETEM4MQKROtm63NYTIvRvha6rERrYa/3Npuk2DMOmk7366qvYt28fFi5ciIsuush27wsvvICenh709/fjqquuMtsTW4JQbr+Vbpe3vj344IO4vvU2hBpNg+R4oQ23912NixZcjLq6rZaR+dlnn0VbWxs+9alPOd6JLTtrtMGQIpAM09j+zMi5MCDhpJY+RPL7Ua44KrXIXKhp5/hRVdVyLktGCa3dn8HhNc8BAOqDOXx40XpE5BL0YDNUKq0GO490Xcf9999vK5t2WJIx87vf/Q4AEHj/h3HKiqXYdbCIdQdNnWvJmZ/CqeM3V9pitnU4Nwe0AYxnFLYYpdQMdF3DvAZTVyR7goiVotx5fqXcB21tZN9PtEeTe0pUeiOvSFE93I5S68WIJjYgqExhefl2yz9Q1MIYraRM9zLIigAhtTrVaOEBowAzMKRcLtfEKAUAiRPvxHDPW3j86Zcs1k0eQIQWUr7I8FsqlZx7hU+gVH9/P/r7+/H5z38e8XhcmP7gqaeesgGqAODNN02G5Ztvvhnt7e2+gVKkDkmS0NXVhYmJCVvAC2+dEKXe8wMwIkJH9ovkwQcfxMzMDDpOGwVZDRPlJts34ukmom+oaRpeeuklDAwMoK6uDosWLXICpfQgDPDfg+6LZDKJJ554Qth2FkDBlsG297nnnkNvby/27duH6683WXqNUBO0kLlH+hmTtLCGdO43mP8p9O7ZbKXsZdcXLyCByLH7ToBSdcFC9Q9JEq4NXuvYyy+/7Gijoyw5AjW+DKHcPoQNE/jbcPjXOKP1AgDmuVjlgHd5Tg3yu+c5L26yHwRYRimtaIGYkuUGFAoJPPvss2hpacEtt9wCI9gCXY5D1vMIZcwzOA8oJezzYCP0QIOVoragRaELUqhqkbkmWFZWsbLRBIYnlFaU9IjjXl6duq7j7rtNuxZZj0jAVivMs7yIWUNkF3pnjFKVgBueDaSS3oyk3mPXdS+AA+v0F+l6rLDjZNu2bXj11VdRX1+PK6+80tEGUpdIRLY1v8ATnr7ElpE48S7I5Qn0T0Xx6MuP2p4VjTtRW9zmiZtTtLe3F0899RSCwSAuvfRSRxm88ydPeHsE+5sfAJeonYA7UMrtPi6jVMw8m+8cBjZvew6pVArnnnuueT/Fjq7EV+C27adhNN/OLdvrDO/2/n7HGK9eUR3s327gLFE57Pxbv3499u3bh3379mHu3LmO+4ucIG1a2Dks0lvJvfQYGxsbw4oVZtq9UuQYHMyZ/gl2nWD/zufzvmz79PNsO3h/+x2zfoFSftM0HglQymvd5K21rJB2jBU6rPMVC4AS1UeXd8899yCXyyFwVisugQnQZ+uh7SqPPvooQqEQTj21DYHyOALlaegVcDO0PJrDpn7hlXpP1L/ERia6lxU/+p9I/ATh0O3z+m4ioBQpmwVK8YIXydn9i1/8onX+GRoa4vpt6PEqar8foJSfueMHyETE1C0k3DXwQdvz7HfirYdudnjXvcQFUFMLUOqOO+5w3MPV1YJVxqLJd8gopaqqRfrgd73wele6HbSuJ2Ie8yqXiM0WKodRbHsvtk7u4eolPBArb49Zt26dsD7eHgWYgE3y3K233oqZpf+CX7/SgMP5OWhr45/9ibj5Oeh2H5X/+3KUUeqo/MlI3fBtOLn8KwDeQClVVZEoN+OXBz4CXY4jWBxEMN8PGAaOn/0n3HTMszim3nRgz5Ya+RsHiTorjWJ+qB9/vvxRfED/OuKTj5pO5oZToMSWYV9qidk+YwKhzE5omoaWcAqntOxHY36Lee3Qr9G67wsIp7ehYeg/0TL4faue93TsgiwBB9KLUQgtRLlchq7rKBRMI1dPTw9XiSbXeaJpJmsWAAwMDFi/z57wayRX/CsK7R8AAMiSgbHSPOS7rkVqyd/YUi9omuZgNQKcmzBPESPCS8Om1plMGJ2lVxALllDSQrht7G+QXfxVjE8mwYpVnhzB7Am3QY3Mh2SoiM5uxLzGItojs7hh8XPo2HE1JOjYOnMs+rMLMZJtQaHivAaApdF9iGuV1HulFu5hiycso5SXImsYhmW4zmaztg3U7ZsBzihoIrquW5HJJNKZHhO8Q4qXMkLa1dpqziWW4SWXy+F3fVfjt73X4G3G2cq2zeub1+LsYBVBunyiCNKp+RxpOxRFiGinlbm8GoJe2eLYQxIdKWM7bFUMlAEuo5TpsCMpm3jjRFGUCpWxhEMtf45S4xkYK7Rh3eELQTxoufmm8zA+/iDqhm9DfPRuSEoCcd00QhKjKAuYsbez0/r/OR27cVbxn9C6+2Yc3zQAzZCR0tvRo19s3eNlOPVyyGnRhbZrOTXqGJ9+gVK8CE52jPlhlPJjbPQLlKLH2I7EKny/+zM4rJ2AghoE+W4jzZ+AIQURSW5CePZ1BLP70b79arQFTUBiUYsckUHDj7FLDZjrdl7lM0opioIpiqEHACRoiMyagEzCbMGOA96a93bgi5g640UUtGqqALZP3SL03NYl7mGtkmZiSb25/u2cXem8R9eh1q3E1GlPY0fxItw98GfQjKAFjiKpJt0kppiAhlS5DmWdnybRbc3Vw21W+pVwZqflSMgqdgcMGd9+jAGiw1cgELABeHltZb8lWx/NIkW/C1lT/BhVifAMEG6Ro471X4440nfSRrB3I/WepmnCfYdd/90Ot7RBj37OL6MUu67ous5lBOG11TX1XsUJfFzTQcSCJRSMJvy+7ypb+h26ft5cCwaDrgZBXj/RQGVev9F9UiwWgUAU6aXfst3D6vNsWex6z10DaT2r8yoYUrBSdgsO5+fYnqfLy2az2LfPTGFz6NAhh/G4p8dMRUczOmixJQCqKX94e1ZdoRsrKiCpN5PvwZ39HwRJi0oDvQFYEWs8sY0hQ7JAUgCwNXG8lcInWjhgMUppkbnc8aNpGgpd1yBfYb8L5XshF8x14APzN+GkFvMdS83vASTZ9hzdHpGhkQZK0fdMTKeQn/8pjBknWDpXNrgE6SXfgCGFkF3wl3g69XE8MHS5rUxexK8RMPUrCTqCUDC34vSinVlu+w9vrXJzLrHvTwsP4MM+n1h9BzKLvwoACFSCUjJKDI8NX2z1hde8EV2v1alGiwh8SIzlfpzANpEklANtFkjKrY1sWSInBS/K2e3swLtGdDdSjiRJ1t5pGAb3vEVkdnbW9iwrbkAp1unAts8NKCUCsfGuebWPCFljNgweg4HMfDw8dCkAyfaNeHuUyHGvaZp1DiP/qvHl0Kizh8LsPV6AL5GoquqaqpltH2Fn5jFl8u6nf3Nzooj+BgAlvhL3HLzSlnaILpunx/v5bl4GdTdjfTxg1wH9gKPd6qV/45WV77oOqh7AhvHTsTdpAnI/tPAVAHw2KVK3CNDjBZQioN9AaRR0ep5AJUhB1QMoaNV5SOYzJMkK7olW0qJmFP9AKcAeHESnTXOIHIESMPem1c3m/jpREjPuuYFxiD1OC9nZqKZrYJTSdf+p93htIeeZgDoLMO8bsBilTDAzO2d5znlWz2P3PfL+xE7FE/p9dF232M+y2azw/OyXpedIgCduQCnLgRZuhVp/HPcs5cfZ7Me+IbqP/EZYLUQOZR7QTdQuEbhE1C6/oBOv+70AHzygVEfU/P9EhdXNWhcAQJKQ77wWAJBa+vcYzM5DWbfbgEV1seL2vfyOMaA2Rik3W4ufMzTbl/v37wdg7qVuZZNzsZct2s0uwNqOaEYptm63c6phGDZbux/QEC1+7BsicdvXASeQha2DV49b+0X96eedj+TcQz9D2y1434AI8YdsGQzh3we/gbWHLnHcywLFS6US1EpgcjBfZd+JK0OQJTNrAQ/cTIsbGyArXgEm9HW/wShsvX5sal4Ms6JxT+YuO+69/HPk/LN//37uGiUKbqDl3U6952f/85OyXARSdtsT3fRpP3uzH6CU2/O0yErS+n+y4ldyO1O/E0Ypv2cA+l5e0Kfbc7y28IT2vwHO1KO8d3HbH7yE7VNSJkvCoEj1li2RrUO0h7gBvI/K/xtyFCh1VP40RC+jceBfrT8nGMeK6FA2mJuPctxkw4kkN6Fl7+dxYku/7d7ZcgNf0axEgkl6EVe2P4LjmgYRl2ahRhZg5uQHMH3ak5g66xX8ru9abE+Y4J/YxMOQ1TRuPf5ufHzp0zg9/beIj9yFxoM/AgALoNQ2fTfqgnm0hpM4s80ENL0+uYa7gRDgFPtubpsNfT9Nl6nFFiE//1OYXf1bPKj/N76387P4ee8nkTzu50gv/JKjDFEObVFdvEORw9lWZzq6WzRT+T2U70K+ZH4/AkoSla/FlmDyrE1WmpmF0SF8fuVDOLN9DwAz6uSR4csAmJtc8tifYsPUBQCApnAOrap533SxxXOjI0KM6m6GbVpoA5+qqjYFQpZlV2enoihWfbTQympbm3l48DqEeykr5H1isZijDtIW1Qhhf/oYy6HDExbYxDPC+TUwkWvs/aKIc574BUqJnA+6rtuAWLb7SN70iiFWLk2g4eBP0LLncwhXqP5J7nWRo5JIMnoGZk5di3/bezMGsqbR1TAMlFovhhpdDFlNoWngn9Hc83do6v0u6gxTaSOMUuz4pY2SeqjZVu887ER0diMA4J6BD+CB/L9iQl9mXfcynHoptjRQKq9GoCPg6VwVjU8eCIo94L0TRim/Tgj6Pt7403U740VBakd+jslI07LvS6gbvRsSqmUcKVDKj7FLJan3KkAp9h5FUXA434Wf7/8oXozfhtSy71TfTQ+jL7MIgNOwTd6PbiP5jf42boYw1vhV69xXGafAKMMmRbdFiy/Hq7lrrbRt5Uqar5APoFRcM0ENBFDm5TDjXS9XgFmh9DYEVdMxmXmXGaUAEygVoBilvA5dPGMaSYXm9oxIRGOSHSduxm3HbxXwCQCMF1ptzC2yLNd8sGQN6Ox8dWuPm0NAlHqPZ1ThrTWscZTnAOaV5yUkRSUBuxxSj4UOZ2SXm0FOlu2sCCKgHl2Wbd/x+Ebk3mLHldDlagqoRLnqROX1E2sY8ZqbWnQBZk5+GG/Fv4ef7LnZAd5wM+r4cc4QQGSwwigl6QXctORpnNa612r3FfPM9GrbUyfj2cn3YrLUar2XFzU5LXQ/aJqGYsuFAICZ8Gko6yGMFdqhGRJCWgJNB75h3icASqmqCiPYiOSx/4Fy42kAgMjsJgAGjm0032WsOMcBZOPtJ6zQ88swDFsarebmZkc5uq4ju+RrGDv/ANLL/wF7c2uQVhqs66xeaa2bgWoq07BUtIBSdMSzm65BronW8lqcDr7mqBxEZu7N1fINCT/c82lsSVSDD7wMl7w2i+bBkTBK0f+nA0P8GlTpNrF/+1m3RWsgDyjlVh7ve5D1mlw766yzcMwxx3DbywqZp24GY9YwT9fp1j6386TbfBMxY/GEtI1e72LNC/DLnhvwxvQa6x52fLmBGeg6HaBvOYLUsu9V262HbGX5cbrwRFVVoQ7OttePuDkFRGOe953Z5/2OE3I/3Q56T+A5UI9EX9w4YabKnml4H/c6rz62XpHwxm1u0efwze1fwlMjF+C+wSts1+g9nhZe35DfvexPeqgNeqABEgwEi0PW7yRoydS9BbaA5nMAmAywgJmijxVXoBQF7Bcx+RIpBE3nygnNpu1xvAagFO00Ijq/HraD8USMUqJ+PVJGKV3XLUYpGSoiiQ1o6vkWOt84C12vn4ZwxjxnEaceL3Wbl71QtPYcf/zxVcZzRth1pb29emZk2fb8BDyKdGC/exG7t3o5X9m/3wlQyk8byW800IGnx/tllOLVw3Nas9drETd7jpv+ZgGl9AIkrQBNLaMpbL53ogLoYwNVUit/gMnTX0S28QLb7zWz/LoBuAS251r0T69ya7G78q4bhmEL6nALMiR6I2/8se/q9i3pPqbTubPlimy5xJ7txnbEitfY5J1JRcLaKlkRMUq5jYFabWZ+2uoFMBSVQbfFDSjFa7Msy8goddb5jb6XdybONprBvI0HfwxJNdfxOuUgAGC82AbR3s5rk9fY9zo3iRiuvcSrj4l47Uu8NZmd6yygxGu/pf8fi8Ws9jXn85hbyerhZWtn7xGJn3OgBSJ2sb8REQUpsWd9r3M0e81tzxLNNfq5dxcolaD+qgawivrnnQClagnA4a2H9Pfw63sUCbsfs/qqKOsI/Vst9mLROGH70U1XPQqU+v9fOQqUOip/EhLMD1hOZ0UPoD9jZzARAaUAoBgzQUxNfd9FbGoddGYNT5b5jFKQwyg3nQEAaAmZESdvqJ/A1BkbLCMLkbemVwMA4uMPoauwHrFAdSFv7v0mJKOMYuslmD3hNyYjEnR8a/Xv8e0Tf4/6UAGz5QbsTS3lp6pjlB/SVrfNN51OV+uvOClYmckAGbUepVLZAcYCzIXcj2HTy3jPbnJK4+k2RXkoO9eqhweUcrJPhFFuNA2A18x9As3hLMYLreht+QYOrrjHcrCOjY3BCLViw9T5GCuYhqUwzA2YpFbycorR0cdeGx/dB7QRnH5/VVVdnWTlcplLW0lH1kSjUcf1dwKUIuWJQBJewgNKuTmqvMrmKTm1Rh+LRDSeWSXSi1EqNvUUGvv/BR1bLkfD0M8Qm1oHSTe/s1vqPfbQwT2QSzJmj/8FcnM/ZgEro9PPolkyoyQJUIrtd/rdgrn91v/XHb4Au0oXI73kG/jPfTdiV3IlAgF7fmUvw6kXUE2lomvJ/GOdQn7BCCKglMjYKFL6/Tg3/QKlRM4sNsoovewfoMRXIVCeQN3oH2z3FzQ+S1GtQCleGcWQCXSaFoB8SDsHc/MwVWhEqbVKs3+wuBKqYa5xIhYi3lyhD5YiEBu5T+SU5Ymj7UE7UGqGEz0tMuBVGaW2ITq5Di27P43WXZ9EePY1Rxmd2jYAwOFcl7CdXkYPUl/j4E+wcPrnAJyMUu8GUCoYDFr7kh+gVC6Xc9xDoq5ZeSeMUqwxqRaAgUoBpQ6kl9iu+WGUYoVnCBS1hx2zbk6II029J3I+iNZeXltdGaWC9nlxMO90/NHtEI1vN6cDzxhaS3Sl9a6SjNQKM/BhKDenwrJYbQNblxdgi/dbuekMTAROdYC8WUehW9S8aMyRsUpS7y3BmzitbT9uOuZZSMVxRGZewqqmIai6jFdnL3Csf2y59fX1EAm7tqVW/gjpJX+NHfXfBgAoRgjPj5rnEamS5soNKEWk1HI+ACCWeg2dkVk0hXNQ9AB+O/QpaPFjhG3g/Q04x8Lo6Kjjfu4+IPMZjFinibWPSJLFKlUfTKMtYqZYGquwA/DWHd75SfSdawEH+dVLpzIyRirMX2OlOY50JTx9ndc+P+uZ3zaJ5hfNKPVuAKXc9jlyTaRfFgoFV9AQK27GXnItGAz62uN47eSVbdM3Km2TJMnTWO0W8MS+B+tQcwN38n6nI2PZ8yVPd/I605PneEbqYueHsKN4Kd6aPgGz5QYhUKrWM50boKxWpzvv/lqAUn6+GVt2LSBC3np0JPriq5On4j/33Yie1r8DIJ5nouh8NxGyU1XA2XkthmK4uo8kBKxHonXMD1AKkmSxSnW+fQmiU88CoIBSHJYoIrn5t1j/zyh12Jt06ktu6wOtr5Izv0gKknmmCMnmO4wVO4X3st+CZ4vQw3aglSgFkWicv5PUe6oRslK1t+3+JOpG70SwdBiBctVGlSqb+7Of1HvsOZsd+17gU7YeTdNsdkRaDyF1krpEInKA+QUw0O3xYqutZc90A6rw7hG1kdRBZwxIpVKOZ9jv52YD9lrf2Hv8rGdujkj6HldAVqAehmQGSkhKAiEtgYBkQDMkZCrzlnXMGsF6qPXHefal1zu4ArgEOifve3mlBfNTrqhsr+sioBRr1yEB2bw+8gqapO9lbZqE7cvNhkz3T0ODCX6j102v9/YL4vOjL9YClBKBXmoZZyI93TO41QdQSqT3EXEDo4mAUiK7A299H2+7GWp0MQKlMdQPm/a0OnUQQPW85yZ+bb3A/w6jlJ+zkBejlMhvAfAzArBzT7TWxGIx6+/v3HYb/vruuxGfnPSVeu/dYpTinT9ocXt38hz9LM8mJyqfd423LniNo3cTKJU+5m8BAC9PnGrND7dzA2ETOxKgVC1nfZ6NjgdeEonXdS+gFM9H5DbOvcQvUIo9v7udCUX23qPy/54cBUodlT8JIdSbU8Yy/P2OL1gOYSJuDp1i1B6F9Kuej6Anvcj6O6dFxRtPJUUFAPRn5mOfehGMoNMo0pNZhGmlE7KWxQmF/wYAvDF1ogUI0sJzkDz23830BBXwVZQCU70+tQY6ZF+MUn4AO7RxQPRudKSViKKahxL2Sr3HluNQ3qLzUWqrOuqHc1WgFM1+xSufiBpbbPt77aGL0S9dAkWqRqQTcJGqqhjKVnOrF7UwkhUWMTelCDAVe5ZS2I+STO5hgVJeIAFFUbh9QH9P0ldeDgu/ygqJwGHfyy+LE9uP70bqPVZqOZiUy2VfjFJuQCl6btice5RxtP7QryyKf1oyLqn33AwN9HWl8VSkVv3YBFZGF0LW8+iQzUiamUp6TPZ5W1rBuR8HAOxJLsXGidOxPvlBZJd8DcN5cx6wDC1ehlNRxD8Ro8JmAgAhiYkyx5EDpURgHC+lnOeMpq95tYG9xnt/TdMch2cjWIfZ43/BLa+oRbj11Xqo4N0/2fJR/Lrnw3h18hTuPfT4zmQyUOPLoUbNPbC3cFy1jT5S77FAKXYc8kAnXmOBV6fVJqm616eVuEWDT4vIGFFuOBkAECwOonXv5xCbeR7RxHo09f2D7XlJy2OevgUAsKOS2s/rW/GulxtOcfxGos2JsIxcbiI6fNFAKbexTiSTyTjuoVnzeOJ3bhDhfedaDCsatafvr6QzJsIyHfkR3v7+ThmlDMNOEU+vQ7zUezyjFFu2aO2tOXqZAUodSC3g3ufmKPLSG3iGo1oMJPS7FubegHsOfwz3DHzAUSZbFrs/+wWIiMYp3Q43kJxhGDaGT8soU3HOBgvDgKGhVTpo3TN/6Bto2fsFAMCmyVMwq7Q6DCxsu/wCpXRdhxZbiOySv4KC6rry4vjZ2Nf4dWgVB2q5+VzfQKm6zGasahoEAAxm56GkOo/97NwT6WP07zQQk7ePeO1rrNOEbr8RNPvr6jlPAjDTpeYrqWB5/ctbt73WclpE+5VfHXl8fBzdSfMc2pNZxr3HzVnDA0uIjIF+DNJsfTyHF2tk5rXLq24/5xBA3I+8oAs33cEN8EGzMdJGZzfxwyjFO0PWApRyY0oi4pV6VNTH5Hc60MbN+S1yYvHen95Pbc9JEl4rXIMHht4HktqPV3ctZzpVrS31npe4jWs/OrqXA9FPnezYoceL19wXletgq4GE4fxclFWJe51ui5/faPGjn2Siq63/uzFK+QFKidpD9jEAqBu5AwAQKJvpzjMuACa1bjmKrSZjxdbkSVz2TTfJLfgL5OZ9Altm1+CFsbMBiL9RXrKz4B4uzBe3i+lXOuiRzJ9S89lQo0us30WMUjzR9SNnlCLf6Q/9H0Q+YOqXxdZLMHPiXVaqYwBWSiRe6j22LW5nBlrXCwQCvuw67Po4NjbmqJPXFt497H1+9yI2OJIWL+YVN2csvd75BXOI5nY6nbadAelxxnOEAu5gJa/3YP/2q6d41c2OGUe5kkSl35tFRCMgyjorQINn/+aV5bXGs+LWLhG4S7TX+hU3YEattibDsDNKsTozPb9pJlK2THY+uekr5BrJnEDmL/suItB1Y6O5z9Dj2av/vIBSPGe8SNj3ZUXEDup2HqnFXiYqgxURiMSrbFofqZVRSpIk4Tzjre0lVUZ6mWmrqzv8O8ilSTRo5ll7vEaglFd/eOmjbjZON3Gbj7z7RHoVb01my/YCSrG2E5aJzTAMyFSZbYODvpiC/JyD/ejopG1+9jZR4AS7rvLsSCK7EFs3b11wsw2K2u5HV+bNtXLrBfiXvV/GE4cvtKWLF/WPG6MUD1xESy1nAN56yI4BL3Cnm3gBpXjgPb9gXJ6w84KUyYI32Xvc/MdugVCkjUfl/w1x5oA6KkflHcrLL7+MgYEB3HjjjVb0KpEXX3wRo6OjuOmmmxAMBlEoFHDffffhmmXb0QpgVp8H1XACSdwUy3y4CpRKSwswkF2ALTPHY2XjcOVXu/KWzWbxwAMPYPXq1UhOBfHxuhBCkoKds6uQDCfxu9/9DqeeeipOPfVUqkYJb6fOwfvbH7d+eW3qZBwqLsHJrQcQOOGXiIVNY0m58XTEJ9cCAHJqFI8MX4pdsyvMawKjKW9Bdtt8RYw4mzZtQm9vLz760Y/a7slms7YDEamX3pBoIzARdrPgKRI8o0xu3qcQnXkRgMkoQFgx/CrrdKovABjJd6Itk7Hdm8lkkMvloGkahnLzcHaHmeLw6ZHzYEB2HLBFQCkSgctz9vCE3nR5jFJuCkS5XLaAS7TQQCk/jvZ77rmHC7ii20i+E2GUYhXid8IoxTugP/DAAxgdHUV7ezvOO+881/L8OuZ44pdRShRRbxhiRql0cDk2TX8cyztVHBd+DWopi4cGzscnjnnCLAcRK80PKfPQoUN45plncMkllziUVR41/caNGzE+Po4bb7wRwWAQxY4/Q/2h26x7ZpUW63kRoj+7+Ct4ZVcSrww0A4Atbzlgjmv2m7mJCChlAQeoNSEcUKx3IcJTXEXziGccZw98ZB6JDKdexhi6/SKh7+OtyzygVHd3N9544w3cuuZ01Oe32O4vahHoko7p6Wk8+uijeM973oPVq1cL++Hee+9FW1ubZTCi22wYBh5//HEoioLrrrsOGkLoySy23UML3c5cLgdIEpLH/gzh5OvYPdgIIGm28QiBUm4HWPYQ4mWodwNKiaLSRd907dMv49r4QnSFDkEP1KHQdR3qRu9EKLcfwdwBqHUm22Rk5gUEUcJMqQmHKjnI6XJGR0fx5JNP2gCUmzZtwt69e/HRj360CjZtWA0t3AWtlEJYMt8xSaWTot/vSIBStLO3ltR7uVyOC8aoq6uDpmnc7+G2z3k5/QBg69at2Lp1K/d5Xtklo7rvDWSdjqRaD5bsXityyAH+GaUMwx75SK+rXgBBkfOhFkapcrmMO+64A8uWLcMFF1yAt956C7t27cINN9yAeKg6N4ZyczCRCQHgOyBF5XsBG3jG0FpS77HveiBzDPJlPmBPFDEsaqOb8Yv9jW4H3X427bGu6wgGg1ZbisUiYrEYtOg8GFIIklFG1xtnYF64ythSnzPX/fFCK14YOxuRBslh3OTNn4cffhiSJOHaa6+17WsiYwz7/Q6F34emk78KSS+aEfHqQbBi0xcaT4UWakVQSeDqhRsBAD2Zxb4AZ6J7RIxSfsBJfoFSkUgEeqAeAQDzYma/0+lYeWvRI488ghNOOAFXXHEFty1eDjzRuuFm1Ka/4djYGPaOn4mRfCf6C8sBeBsqeX3FOjbeibGNp/8GAgEHgy6vnQMDA3jhhRfwvve9D4sXL8ZDDz2EcDiMVatW2e51M+rS4gaUcms3KyLABf0czSjl1ba+vj6sX78e55xzDve6aF646aXs/49kvk1PT+OJJ57A6aefjlNOOcXToO0XKMWbG3Q5bBtFZ2I/DpVanL+qyk+9l06ncfvtt7t+xz/84Q9YsmQJLrroImzZsgXbt2/ngsTdHB1sW0ulEu68804sWLAAl156qfA5umzemi/an+j+Hx0dxW9+8xt0dXUJyyYimht04BZPyPu99NJLGBoawk033eQ5N9avX4+NGzfiyiuvFKZESwaPRQfWAXDX3UX7ObtvptNpPPjgg1izZg1GR0dRKpVw/XV/h3LLeWjbdSPCqTcBJYl921/GOXXeTE/JVf+O2NQ6vLg7yb1O+qBcLuO+++7DwoULcckllwAAtNhCpFb+EI8+/wtLh2ABOuvWrcMFF1yAdlSduoXAvAqQyJ4Sjn5PWmiHv6WryGEkj/13tO+4FqlynSO9t5vwHKoiEe1JGbUebzT/EquXtUKLm0xcE8f+DnP2fQoJY5EFQOE5j9zAM0888QTq6ups1/0ApVg7pR+g1DthlNJ1HQ899JBtXRW1x4uViZ1njzzyiC11IK/tbnNzcnISf/jDHyz7umiNYdvOY5Ti2ad44mcdA4Bf/epXuPrqqzF//nxfeoFhGNixYwfefvttnHnmmdx72HWUu1eFWhAoT0BWEojq04AEJMvVczk5A7O2Vy+Qm9c7uOmVIl2YtxbWwijFG689PT146aWXag6OYoFStP1DZMfx0uvdAqjots+fPx8zMzMYHx/H6tWrHeXwGH4kSbKAUrQN1w+7Ul9fH5555hkYhmGVQYS014++zdq73ETE8uLVh+w1v8AH9jp9zyuvvIInnngCsVgMH/nIR9Da2uoKnC+VSq6Mj7w2SZIk7Bseo1S5XEZx4ftQbjgF4cx2MzhZN/12foFSMzMzePTRRz3H/v+vGaW8gFK8634Ypdi1hf6bBqREoyZhRAM1xw1Z9gWCercYpUTnDyJeYDX2/Z599lnMmVNl3yTPu9mK3MAvorlGP88Tv/3zyCOPQJZlXH311Zauky5HAWgIhUJWMKaof9yAUuvXr4eu60Ld/uDBg/jtb3+Lj3zkI2hqarLaxBNFUXDXXXcJU/eSZ3nZcQDv/iDldnd3Y/369Y7vwAPvseunH/2Cvp83T1lfN3t+d/MfK4qCu+++m5slidR5VP7fkKOMUkflXZeenh7MzMzY6OCJ7Ny5E1NTU+jv7wcAHDhwALOzs9ASuwAACW2u4xnA3bCYD1cptcc0ky1ia+I43Hfwffjp3o87nn/99deRTCaxadMmdB8YxuPDF6A7uQxbZo7DyMgIUqkUent7HW3YnjkNubkfAwBMFlswVmjH5skV+PX+K/HKtkPWfYRRCgA2jp+OnbOrLMOCH/Spm6OLJ/Sm0tvbi0QigYmJCZviyIuoYR2oPKAUD7HuByhVar0Q3ep78dzo2ciopgO3VCr5B0pR7BPJcj3yWgylUslxbyqVgq7r2JNaivFCK/rlK/Da1BoAfPQ5K7RD2kuRJUIDYGoFSimKwlUu6EOfH0apcrlsO9SyQj9LjAMsJbBfRYN1QPOAUtlsFocPH4au65icnMT0tJOJiS6PN5/9KhaKonga6tk62DEsohQeGBjApqFO/HHnEkyc+Tp+efhvsDNRXV+CcDqN165di0wmg8cff9xhxOA5nvft24fJyUmLcjrfdb11PVWuQwmN3OdtymMghv2Fk6yUavl83tYnLEPLkQKleHMhLDujzNl1AhAfLHhAKZ4i6xYdwquP12YvAwQREYCVPTz39fUhnU7jDfnLKLR/AInjb8Os0ozpUhNyahSGYWBoaAiZTAZ9fX1WW3kyPj6O/fv3O/qJGLr7+/sxPDyMXC7HvYcWup0E3FFuPgvZJX8FTXdJ58XZa1igJruOeqXeExnY2Dqt9hpVB4ufFBP0//v6+vDrfVdgcOlvMP6enUit/D6KbZcBAGKTJrgxUDiEpr5/BABsT6wCnQueCPlmbNsSiQS2b99e/UGOYPKMDfinnbfglweuxysTp1hMIkTeCaMU6cdgMOgA8LoJr+2AGbUpSmnhd24AtQFrAf668eboYhzKdeGFsbMcYHg34KNIeAfZd4NRit6faR2Kl2aEp7eRf8m+WyujVCKRwM6dO6HrOl599VWkUim8/fbbMOSqkf+pw+cL12zWCXLKKVUWNC9gA6+fanF+s4Bdv6AH1qDM+z5cljKBoVeUei8UCjn2GQfIFACkAIyA6dALlKvnmBfGzkIhvBRK/Qn4Te+HUdTNQBBW13CscYUChoaGMDg4iJmZGeE7uBnxyuUyIActtiVef9jGhBxGfs6N1fIMGbtmV3AdGTwjECusPkI7eHnMM24OHl55dDmhfPX8tT+1GM+Onmu7h/fd9+zZY5uTIudULU4HL+ABkUwmA80IYE9qGUoCG7sbOIXnIBUBDPwKD7RDn3fcnKKPPfYYstksXnjhBaTTaRw6dAj9/f2OtcwvUIpdF4jwzhJHCpTiOdy92tbd3Y1MJoPnn3/ecS1WKGDVvn2AwFnkFdVLB9OI2sx7DjCdWul0Ghs2bHB9D1IOnWLJjeWFZ2AWrbduOrhIH3snqfd4OngymUQymbQ5+VmZmZmxANsvv/yybV2ixQ2EwI6r/v5+TE9PY8eOHcJ72LK9wOVudh36vMDKuwGUIs9t27YNMzMz6O7u9lxbyPfft2+f8J6EtLL6fxdGKdH4YufL66+/jlQqhVdeeQV9fX04dOgQZpNJlFovgBJfAclQoR16CnrOZDPMegCI9Egncgs+A0XnxwSTvt23bx+mp6ftuj7VfvZ+AHj88ceRyWTw1FNPIWtUnbrJ0HE1OdV4jFKAeX57OPdt/LLnIyBnFj/idf6ixU0PKKoBCyQFAFtH2/Ef+27CL3df7lq3F9iXBWOQ60cKlOK1gX0X0T3s/0nbJycncfjwYeF8cwse8AOCENnH/AbZzMzMoKenR1i+rus2myJg3yNI+TQAha6fV56oHlqKxSIGBgaE7WLFMAysX78e6XQaL774IvceVl/ltiNkBlvJyqwJlIIdKAXA0R+kbFs5NepbbnqlyPbs1wYuup9X1rp165DNZn2t6W5/s2A6Wm8TzSt2jrvprfR639FhBj8QW6ybj4f2TZDAX7cgJlY0TcPAwADK5TIURXGcwUg/+LG1sPYuN+G9AymDLdOt7Ud6DqDrTCQS0HUduVwOw8PDrvXquu7QI/0Em0mSJFwneGt7uVwGJAmZxV8BANSN/AExw/w244U2x/2saJqGF198Eel02lPf9Bojom/lJSIwHCte+xJvDLoBSMh1dlzR/U98DPT1Jsr3Ec7lPLNJAP6AY37GqNf+JrIJ0XWwz9KAYLJXiIC9bDvdzpOi53ll+znrpFIpDA4OWusQKYvWf9jfWHEDSk1NTWFmZgYHDhwQ9i99pgTE7zo5OYmpqSnbGssDSonEayyQsvr6+ri+SK/Ue37tDvT9vL3azdfNCwKgpb+/39ITRXUelf835ChQ6qi860I2AR5VnwwdAam6qRDGqTkxUzmaVvhRdW5GdwV10EKm0t2nkchQCVsSJ2C00Ol4nkWevzG9Bnf0X4WSXmW/4oJ3dCC18kfYFPwWftt7DWjjhc2YVXcs9ApZ267kClsZIoXDr0GNJ3RKGPIMe2jiAaVYhxL3nTlKOvmbOGC5RhlJxqb8tXh+7D22dopAD6yoFKMUiSbngSNIf+bUOH6y91PYFrgF5Luwmymvbl7qPT+HTTpamH5/niLHtpdlNSDlsP9/Jxst/Q48RqlajNisQ4vn3PA6VNHCU3LK5bIvhZ2ULfpG5B3dDCAsUIpuK1G6y+UyZpNJlFXDAjmyQvpEFInCAm0A2KJ0yPNq/bEYP2cbnkp/Grf1XodQqIpQp9/DLXKxUCjY+i8QCNje2ctwKrpO15kMmEbxyf5mzJmachw4vBRLIjwlmGdccQMMugGlvIxSRGoFStHOnLzRhNnVv0Wx84P4xeAX8ZM9n4QB2Wak9rOe8A5FrJGCR2ft5mjzQ5FNhLSRd0BlARe8unjvwAJwRXUSyRtVB8uMICrdbS9MKQ3I1p8DBEwgSaHzKgBAbPxhQC+jqfdbCJQnMGsswEsTp3PLdCufBaQaoWYUtCgGsgvx+OGLLYY5Iu8EKPVOGKV498RiMeswOHdqCu/ftAnhytjy60gAamc34ZWdV8P42f6P2UAPdH217nc8p4yfNYc8KyqTPjzThgKePss7fJM2kEjdI0m9Vy6XbUYuXddRaj4HihTH5ukT0J9d6Ok8J+1YsGABPvOZzziu+2lTrUAp9l1578gzWLHGRpEuyorIAesGlGId+3S5tDMl33WNo+xnR89F9+L7MXX680hVmOR4ZxNSB2GqoetgA0hEBnQ3xwHA17HY3/LzPm79/7WZszFdahHuOW51kXtE0ae8fcTLCcUDX1rMXi0XAQD2pJbjt30fxuF89Vzo5qigQcW1AKX8gK7d7vdjLHfbw/+ngVK0MZbeV7xAY+Fw2PbNWWej175A5rIo2puXeq+W9Ym+n947/abec5M/X7sWn3j0Uax6+mnrNzK/ZFnmGqt5498PUMrNvgF4v4dovWPL4o0pN6OzSAcXAaV4DNV+RFXVmqL4eeJ1xnFzdJC2NmSz+LNXXkEDBWQo+dCXeH0o0g9qOXuz7T1SoBT7/USpqIh87nOfw5/92Z8BEL+3LMuY1ediKDcHh3KdmK1Rdy+VSo41kGsLIntCmwnQaZpZi4aQqZO7pd6jxcv55WZ7EI11+lyQ0qqsuMnAsTU5kehy2O83pc7HTKkFtQir/7iJ27rDjrVMJoPD+TlIKnxAHHm+lj2M1vVEAR2A067iB+zvl1GKxwbqtRa5jZdaWYlo8WuDBKq2c5FT2E3/YvdMUVo1ujy/AHMR8EVUrkhWDQ7i3B07YOjioEerHVbqvYQFtEgpdoZlNt0Pr6xabCfsdTcQkpcd2u9YBbyBz0RO6unBeQzw0+tcTwOl2HWE3OdVhhuwhwbm0SmgeeXy0vjS9no35h1WvMBGvDODSGrRy0VBm7Xod7zAFr8i6heRnZyu08ueK/KniM7kvHewUs22Xgg90AjJMP8ezbdbQUhe4tdv4MWcRM9BvynX2Xv97PteuogIsMVb09nvxM5FGhxLxhENlIpks750hXcLKOU1z7xs8nQZomui+ekH4MQ7z7JBN0cKlOKxJNHrN1kP3c5j5Fu56UpeICLa/lSLfYEXKCoSr7MfG1h30UUX4fOf/zwuuOACR10iAOE7AUqxPmxSptveWiuo+p3Ybo7Kn5YcBUodlXddyCLoWFjLaXz52PvwLyf/N1akf4H6oZ+jobgTX1j5ADqjplNIBJRiF0VWSZ4+dS2mT34MY8oSz+f9KFZCg6wkYcQ4CYlys+2abeOSg3g+8CP8574bMc0YOWoBSvk1qNFAFrKY0woS4AROkXtpJYmHsmWNV7QSUqsjUFEU3w4wLbrI+j+hdOcZ0tw2b3Yz5dUjSZIjwlq4ARsGJMMeiVUul23OVC+mpnK5zDWw0+0mZb+TjZbuewKUOlJqWbY8nnODnVPkfp5CxzvciyKKvdrCCinDuof6ZkRYoBQ9LujohLGxMevaaN6MGNVQBTHx0nCwc8XhuKQcRrY5H+lCT+FETBbbbLmq/QKlAPucf7cYpejf3459Gwc3zkXnT5L4xt13ezpgROOXZzzgHQLpqAtW3BRl+to7AUppmp2hRlEUPjhOk20MOaSveSwbvDbwjHNsxKpb37IO53cbKOWHnp4dCyIGCbYuAMhp1chP1rjJewcvg22x/f3QQh0Ilg6j/tBvEJl9FQDwkvKXKGpR7jNu38iv04Et650Cpcg64GXkA8SMUtFo1Nrf/vruu3HZW2/hjOeeA1BbRBBvnLoJrz+95mKt+x1vnPsFNriBjOh20Os1D2zFM4CTNpBUiLWk3qPl0KEqS2kwGIQenY8XGu7Dg0PiiH7AGS1OjyUvYIMXUMprDLD6pJvBil1bvZ7z+xtgB7jRez0LlGIBHLTTMr38nzF23gFk55sgs7dnjgfgbTChxxBxZtHvxwKlRIAeL12XN34c98QWYajlC3h7+ni8lr7U+t1rjxCdf7zml+hdeH/T+xbr/Egv/0eklv8T7jl4paMuNx2bBgCI2sIbM6K56AUM87rP7Rlem7wA0bUIT8+SZdmWeo/Xj/R86ezstM1plq3HD1CKx4hJhHeWcBO3b0eu1ZJ6z02WVFI6LXntNes3WufnneN4Tg43cJdIaFZDN8M3KacWoJQXoIe9xpZB/y5R5bGG5loZpfw6vETCYzCnxc1JQ9r9sWeewSVbtuCS//ov65ofx78IfMqb47UAyOh2A+I+tYJuPK4T4QU70RKLxawUaaL3lmUZZUXDf+2/CT/b/3HoAnOyyNbAi1B3Ax8W5lwPQwqhMfc6Tmox2bfSiv+UdDwh7+a2fnudPcx2VEFiKXlJTToWLW5scH5F0zTfc8ltv2H7xO1MR9fN9pfXOYO8oxujFPuMH9CDWz+72QV5AG5W3Pq3VpArLSI9gCdEtxTp2G7vwI57ApQSPSP6jrzx+W4BpT776KO4dsMGLH7jDU+gEQFKBZQE4jCBUiyjlB+gFE9H9dt+N333SPVP3v0sMELEtviR55/HNS+9hGZKZ+O9H/0bqzPygFK8PmOd2F62Px6zqdsZhD4nsIHNgLf+LWKhJVIrUMrvukzbIt32Ea/v/78NlOKtsX7sim6MUq7nVTmCUuuF1u8vjJ3NbRdP/H4LrzW9FuAdLTxQB09EujR7XWQD4K3p7LhmvxvtEyDnZhuj1P8yUMoLCEzbTkXnJq96RIGl5DcvGwX7DQkzPO95uk4v4QHq6G/nx0bnxihFhPX9sMIyevqVWhilvOYk6WdyX11dHeLxuAUW4+lXtQDwefX52YPd5lKtuvg7sd0clT8tOQqUOirvqtDROKzy2nzgViyqm0BYVrEg9ygaD/4QZ6ZuxbIGk0Y7Y3QiJYgQc1PadF2HFluCcvOZnkoI4M/xyY1acdko2XRq00onhvPONIIihYNH2V/LwsyCa9jDUyaT4RpFeIxSrBGBVfDJdQKUEhlQeGw6fg+JJL0IAKQrY4IFLgDOwy+rjHhtdH4ObERuXrcO37z9dgQLBdu99Pt7ObVFYDH2HuCdGfnpNhBFj2YeqzUHN91mnpGVnVOkfGLMYctj+0hRFM82ke9EvwcrtgOgYeDzDz2EW++6CzKjAPEc4KqqYnJy0vp9fHzcGm9/GPgg9qcWY13mC9Z1XiSkF6MUXa8oYod2ZLkZA9g+TCQStmv09SMFStlSuqEZwcc1oEIqwK7BfgE6/9OMUvQz7wQoxX4/eoyKGCToNdWvY4RnWGXXZTcjHDvG/rcYpUSAPnZfYYVtT16pgg/zaoy93fGMW2QaABiBGDJLvgYAaDz4A0iGAiW2DAl1ju0Zv4eg/02gFL0G1AKUEtHuR6NRB1i1vUIVXItxlgdkJBLQNMyZngY8HHpeDpNa9ztev9jGqmFgztQUAprmm1GKdUq7pd5j72X1Q+JoFI0fr/2OTsVjOX90wCsNC6mffINQKGQzrLj1Mw8EWQtLiBdDKV2/yKkuMhS5sVOxQutkPHAHERYoZWPMkSQYwXqkl/0DHp++EesOX+Bot+hv0n4yh+m202Bs9nnR/9kyAP744e3jhxpuxP1DV0AOVc9WXg4iUV97paJj9wHePbw6CJjfcvjXLUduwWes1MJsOaKxRa+DrJGZ939R23ht9PsuInHbw0Xg33dyBuCNJZptSQQ2H6sAhMj99JzmORu92sh7hkitQCmesI5x+iwuAl/UIuVoFVxN+tEPUIp8P5Fu6SZs+ldRHxOHAl3vkTBKebWH98xVL72Ef7ztNjRW1kw/QE6RsIEysqZhztSUTafwEnZdFYnb/F9RASe3UukU/AKlvABoXo4yP+Ll+PSbKtRtTAHm+OY5pGkJBoNHBBAlQtaVcLmMzpkZaJrmms5SrVuBzJK/sl3LvkuMUn5BNaJySiqw7vD5eHniVCTk2lLv0VJL1L5IvEBwtLg57Nl2ssy6PGH3LK89jJ4jfoFSXuchN4AqXS/dRlp03Zl2ihW36277vJf4sVuw93oBE0jABi1kvWIZpfyei9g20OK23/PKFVyw/nvsK6946m80o1Qcph3sSBilvPRiZzPF7XIDPLBypIxShmFw972goiBWWUsaqffm7eNuIGw/jFI8O7uoTNp2RNs5SVto4TFKidYIL/3by7HO7s2tqRRiAr+GCPQjEtI2v6A6Vtj+DCoKOpnUgSIRjSsvoBTP3uMXKMX79iL7Ef2NcxX24xksxW4mE4ub+AU1+QHTEanFP6IoivXOfuzNbn3OjlOvPmfvZ3VOGihF7qWBUlGfQCk/fex4d8PAnOlph++Fe29FvPZuP2dikX7A+0Y827sIKOX2jf30Dy9drwgoJXrHdwMoBVTtY7XoJjz7p0i81kd2rJPzLukDXl1eAT9uwq7ZPFAiD0zrpg/XAqI+Kv+35ShQ6qi8q8LSV2qahu7ubqRTScRTr0HRA9gwfgZG4h9EuX41ADMX8X8fuA53TnwZmsZfuMmClslksHv3bqFDQbTw1wIaANydMiLAjWEY2LNnDxKJhFApEx2weUwztaDaWXp4ApQixi5eah5NszNKzczMYM+ePbb36+npwcjIiPU3rYiJHIGGYWDfvn0YHR21/V5L6j0AmO38BGZKjXhz6iTrPvZ5NhUEmyaG3qx6e3sdbZJl2dqk6YNgrFDAWbt2IUq920l9fWhLp7F0yxbbOKfb4MUoJQKL0cI7WNUqNFUxbQThMeJ4CYvu5wHjRKn3CEKcLY99N0VRPI1TtDNNaLCslKGqKiLlMpYfPoy5MzNopr4Re5gg42+KSSc3Pj5uXSuHF+G3fR/GlkNVwyzPMcOuRWw/08ZGEZsMrTD7cYCQOU6namLnyruRes8wDOgU6MIVpMC5TuTAgQMYHx+3jQM3oJTIseGmjPsBq9D1vxOgFNsOMj+8gJd0uWy9rIGKZ+Ai4ofxSSS8A9vo6CgOHDggPNizc5s3n7xS76mqit27dyOdTqNULuO1yTUYzM7FvtQxtntZYxrv/QATJNjd3W21dVvqVKSl+db1Uvt7uYdiuk0iod/lwIEDNjCl6P3Y8kXixihVS+o9L6CURF0rRaPo7u52sE66iZsz9cZnn8U37roLp+3bZ/2maRomJydx4MABFAoF7N6923NM1OoU4hlk6Xl8+t69+Mbdd+P6F15w/fa0sHPNDUzJ9gl51i9QysuYQDNKkTJqcaBYY8kw0PjII2ioMLu41ftuMkq5RacDtYFqePeIfgPs+nSaiaimn2F1mWw2i8HBQVvfQw5iT3Y1cmqc2zbe3+QdyRymv9vExASy2Sx27dqFUqkk7Afe/prJZNDd3S2MkKZ1PLacYDAodH6L1nhaagVKkfME+71JG+iyWKAUXSfvHdn2rhwcxPxKv9L7FlnneIAFwzCwf/9+TE9PC8cR+75BVcUZ3d0wpqZc7xOVtXv3buu84AayJPJugSpIufR5R3RWYYNNvBilvHSs/2mgFLve0ePcMIwjAkpFqLNIiQr28GKUYoUFMdG/S7qO0/fsQRultxOhxxPb57QYhjPNFvkeq/v6sIhixQX4BmavbwhU1zRi3zAMAxds3466YhEXvvUWdF3H1q1bhe/gJSxQ6toNG/CNu+/GObt2+S7DCyjl5uhwG4NkvnoBy3mOcp4jvRa7DlBdN7LZrCdjlN/Ue26gFzK2yRwS6d6BQMD6ZnOnpnDy/v3C9vOEjNtPrVuHv73zTiw4dIg7p2in7ub0hTa9Pq06GaUGBgbwxhtvWEBzr/WJroP+rVAoYNeuXbbnx8fH8cYbb2AXNS6DwSAURcHGiTPwxOGLoHk45d2u0WfevXv3YppKAelXRGlOeeIGwiiXy8hkMnj77bfx9ttvY8aHc57Vyb1ABbQ+KkpnyooX6MGP/dTt/MzueTxxu07Km5qawoEDB2qy4/m1GQDu6xndr83NzY7rrJ5IAhpFfTYxMYEDBw4AsAcGugGl/LyDqL4gNWbm9fQgSOnp3HNABSgVzO1FZ2AIAJASMEqNj4+jp6cHAB/wTmwJbmdeXlvcbDS6rqN9dhan79kDQ6APiORIgFJxanzWu/Sd23nQL1CK58QW9Rtt32BZZN3sifQawQalA94gGC/7Am2HrMvn8Td/+AM+//DDwnu9xsX8iQmsGhwEwGeW13UdmUwGu3bt8rTvsG3/7KOP4m/vvBMrhoZc28DWSUuhUHC1AfHWbb82FFF5vHekv1up+Vxsbv4vrE19DoZHMJhbu0TipY/WwiglaxpO37MHdZW9lg7qDZfLOGv3btQz+7Bo/hBh7f28e9nrPGA1/Qx9diB7c+MRMEodSSDQGXv34ht33YWbnn3WcY+oD8i3dNNj/fjPRHsiWzfP3nCkQCnDMNDb22sLNKKFJVSg/6WZ8tzWFzqrhUj8nOfInlHrHKbl4MGDdjsZJX7mJO3DIe9OfJU8X5ffPYYnbJ/wxuHIyIil4/De452AqI/K/21xhmselaPyDoQFSvX39+O5557DqlWroJ90Bx5/4klMl1qgrn4fVh+/Cn2v345n98+ipIcRLGbQ3s7PS0wWpU2bNmHv3r22a34UHHrR8kNLzXN2ihzHgLnQ9/X14dmKUrB8+XJuubUApWoxkrMRAkRB6ujowMTEBNLptPUunYkELnr7bWy94grMNDVZZaxfv97Rvpdeesn2N71BiVLvjY6O4umnn7b+JlEGIiYg0XuOz/8mfvdMOwiDAk95Z5mzWIMXXV+xWMR9991nu5+NsCb1fPKpp7ByeBhLR0Zw3/vfjyA1ruor0Y9EWKCU2wbKOsZ44sak41doBYQoH6TsUChUM6MUaxBgx4kIKEXXTYQ3BhRF8TzshsNhK40H2/5AIABN02zzoIkyBtcXCkhwDEZ0W6cqzq+WlhbMzs5icnLSAmrMnz8f+/fv5yq7boxSblGZ7PclfxMACvu8CCjV3NyMRCLBzUcuqosVP6n3dF2HRoPCmG9QSzTsk08+iVtuucVeduV9wuEwyuWyVbdozfAyLni1gVynDf5sGSxQymK84DghiZC1nGcg4QnvsFYLUIo3LmgHoZ9+Ytv45JNP2uqnhWWUYt9B09xTP6iqis2bN+PNN99EfX09TjzxRDx66FLuvfF4HOl02gHEYmXjxo0olUoIhUJoa2vDU8+8gJ3xi/BXx90LACi2XQ5d98fkwgr5FocPH7b1i9v7AUcGlKJBDTTToVdZPCA0YAIQJElCM2UcSZbLeK6Sfg/gRwHyxptItzqlcri8bPNmbD3+eOu9nn76aczMzGDlypWWYVoktR58AW+g1GWbNwMwDTZP+QRxul3jARpZAAY9jryAUl5Cl03K8KMTso6ijo0b0fWtb+HbgQD+7itfgWEYWDE8jJN6erDuwgtRpsDMPOPo/wajFHud9w38gqcAu1GK1hFZIxrrVEwkEnjkkUcAAF/96le5QE0vMAvtIKfXSPr6ww8/jJmZGfT39wvLpvULXTdBu/feey9yuRySyaQrOy1vbSZp18rlsnDdIXrUkTJK0e3fu3cv9u7dC8MwsHr1atvaVi6XrbkqSZKlJ7Lli4ySdD2tqRT+8tFHAQAPfuAD1rWDBw/i4MGDAOx6KClzaGgITz31FADgwx/+MPe92PZ8Zu1arBwexnRHB8o//rHwPp5s2bIF3d3dqKurw+c+9zmufsa+b62gClp4ADwagMsDd7DCOsvYwBQ/TiPioIzH4475Vgv7iVsbger70qn3dF235k8t0katGRLHvuDXqS/Sg1RVxYrhYdz43HPYv3gxflsZf0T3pdcvts9pETn125JJfPqJJwAA977//bb7eXu7n3Gwf/9+y76xYMEC61qkXMbQ0BA2V/ZbIrXYL1ig1Dm7dwMA/mzTJryxZo2vMrwA7DxHCV2/SMiZzet9eDoUbw7WCn5MJBJ4/vnnUVdXh+Mr+hUrZF9zA1LR7fMCSgHwTHEky7L198effhpzZmYw3t6O8fZ2R908IeN2VcXhe+5bb2HbJZc47iNzqK+vD88+vx4jzafiU8sqLPQcRqnHH38cum4yyX32s5+1HF20rO7rw4rhYexdutTRRk3TEAwG8eSTT2J4eNj23M6dOx1lRaNRx7nfbT75YZTq6+vDM888I7zPTfykyCPipsuoqorXX38d3d3dvstjdXKv/YHWmQOBAJZs2YIVmzdj3YUX2oKy2Db7OdO69bObs9Qr0Afwl3rvrrvuAgCsXLnStSxRu/zeywUOUX3U3NyMwxRDHuDU5Yh+JFqbpqamLPuYLMuAouBDL79s0zPnTk3h/G3b8Nx73uMrIBQQj9UoY9NYdvAgtiz8/9h77+g4jivt+zcJA2AwyJkACBAkmHMOokTlnHOwoiU5ypbltddyWtlep7W9ToqUFUiJUcykSImkmHMECUbknAfAJGDi9we6m9U9PQDp3Xe/d9+je46OiEldXV1164bnPjc/6hhloJS1+5BCuNvl02eU+uij/pjAQw89pGu7f/zxx0qc9kqSoaFQiKGNjUw6f55P582LsOv/9b33AFiuYdkfbD0PBJQKhUK6596VAKWiXTsUUhfJRDu/tOPXzpshHOb2Xbuoy8rCP2kSEBnf0BubHsOPCOCN9lk9iVZYIotoG2Q6HFiC/SzZhnCYsMbO08tDaH6Ml6U19qfHHtMFggWDQdatW0dzczNdXV2kpqZG/TnteVIsFa7PLi3l4tCh0cdBdL/k3LlznIsCbJbHFy3uJ45L/D9cOcuMuL7KysrYsq066vev5HdlSfB4uGXPHg6OH09gyBDdz8jxL/H+BltPc0+e5O4dO+hMTORXzz2Hz+fDarUSDoeZUVbGPV98wa72dtYuWKB8ZzD7T29dDVYEO1hMSvvdUCiSUepy7IWBcjOGcJib9u2jo7BQ9fp1kj8w+fx5Ft92mzI+GLhQEQYGSg3mq0QDSumtV70cjPY1uYhrMGByU1MT6ySfK9rYtf/WA4kPdh709fUN6HsORtYA0N7eTlFR0X8px7h582Zd0CpcOVBKj1GqsLGRidJZqgeUulKQl/j95NZWkl55Bev8+cprYs5aloEK4i+HxfBL+X9DvmSU+lL+W0U8UH0+nxKQcbvdOA1DaO9LASSlY7TQEBxNX+hSf3St8jEGgxiEg0OvunKwJKr4mYGC/aJEqwLQXk8Wg8GgOJIQ/aD/ZxmlYnw+iHIwmP1+/BpwjezoZ2dnYzQacbvdytxddewYM8vKmLp3ryogcDkAMtGxigaU0gZ2ZUMjWtu5aM+s/3WD6m/t+tCuh76+PoyhEGbJKBzssDIYDLoOW4kUIJsiORNxwj0mtbXh9/uxeb18Z/FiJm7bphrjYBWMgxmmsqFzuYbAxPPneemjj0jV9KOGSwaYFql9pUApvWCSKNFa7+kBpfSey+UApcQ2ftrxi2sM+u/fLjgEtgHmXL4X+fpyBZ6cnIT+pLcpEFDtQXGOZdECi7T3JAaoo1XsRGtpFq1HdGJiIqBmlLpS4EG0vR/RylIw0K2afX45jFIyeKCnpyciuCzfq/wsRcCgVQcMNND9XS4Di/wblwuUkj93OUCpy02M6CWHtUCpgYAsesxmA41PlGhAqcsZr8gWp73eQPrF4/Fw8eJFoD94GXS5VPTMosQYjRh1AnFakdevy+VSAqL1nizeuXgPTXk/xpd0qS2vCEQc6DdlkZ/F5bZ2iVYhOdBntX9rW8JeDuOD3vViY2MxmUyqsyFeo6v1nF35t8Qqp8HWiAgmDgQCyj5o07Cv6MmV6isYHCjli7I+5etFG0c00epIbZD5vxsoJcqVAKW0zBV2KblnCQYZWV1NMBjkxZUrmVNayg379w/4W/8VoFREICEcVunxgYBS2vdmnD7NNxYuxKSpYNM+L/n3RRtLq5vENaO1xcS/o7E/DgZCFveiHlAKUNgZKisrdX0M+XdAbdvIY6qpqYk6f9p1KtoVYjtPUeTryrpR28JSnlftbxvCYYxCEEtvTDJYSTsnem04LjfAJs5TumD3WCVglt53Lt1O//uiXop23UAggCkYxOz3k+h0Kn5BsgYwezn2tFx9KT9DvcDpQEmxKxVRp4oBWZFRajAJBoMRe2RUVRWvfPAB+U1Ng/op4fAlRinZTtX+/n8loHjdwYOMf+45DD09qrNTDiSHw2HdxNpgIgKlYjWFMHD5jFIDtV2Vwcsi2628/wZi8RJFayvKkiT8Zqxgt0RLqovP0BQM8uS6ddy3davqMyJoRPy8xe9XjUH2+a4E5CcWuVwrgGUsV+CnDnbOahMdI0eOZPTo0UD//cVp7SJpz8jxDL25u3nvXp5dvRpTFAY+vSTiPwt+dLvduvrAKjG3D2QnavfZ5bRRM+u059D6gz6fD2MoRIbU9j1FZ61Gu9++vj6V3W+PMib5mrJ/e6prOBsb5rGm7hp8If34AvTPt1xYpZW7duxg3okT5EosqHpJUi1IKpqYzeYBbQytDKTT5XttaWm5rGvriXLOSmfXQDKQX+n3+y+bnUqOzWjv/XKAUvL7JoOB6958k/nHjzOyupokp5OXPvqIKQJTLUT3h0SdD+p1d93Bg3xt+XJipOcsAiO051s0nSrKoK33AgGM0n3Jz9I6QAxX9V0uz3eUz94Yv59vLVnCjfv2qd6T15neuSv66CJo5XKuazKZmHPyJFedOMFsASx+7eHDzCwrY+bp01H3HfSvy68vW8Ztu3dHnWerZn6TNC2ktNKXchU++2TCmPCHLRzrGEWXX80o5XQ6VWPS2t6g9ndOnz496Hxo9fs3li9n/vHjPPD551F9hCFChwbQ14+mYJCvfvIJt+3eretfiNfU26Oij28T3tdbt9HuUdaf2s8NFhvQnjVjKiu55uhRnti0SWWjaW1+PdCC9p5F5hVRBosdDwpuEq4jn0OmcFjVUUL8zGDgHFnGVFQo+0y7VuR40vHjxwf8vWjvmS/jfv5ZW0NvvrR/6+nZgQAw2u/f9cUXXPurX4E0P9HO24LGRl754ANKJIYuWaafPs33PvyQxAFYF2ecPs2s06d5ackSYqLEoeR1GAgEMITDWITOAdFEZgtL7enBrAH5y7Z3sk5RCQwc9xgsz6L9ezCWc1Fkf1AESlndbnp7e4n3evnORx9xzZEjut8daD4mnT/PDQcP8vCyZarXTVF8DfH/WpHvb6DrXY5O1vuMHtBJm8OJmL9wmASNvom2xi/XXpTHCJfuV+uzDhazHwyIP1i8WE8n/TMirsesjg5e+eADJly4cFm/K54Tsv0h5ilv3ruX+cePM/vkyQi78kqBUvKcGiR7afy+fdiWLGHoZ58N+L2BgFKD6YgvgVL/78iXQKkv5b9VtIxSsqLp6+vT7TmtVTaiYkpzOPj3v/2Nu3bsUJSinmN1OUlh+fXLdfz1Av8DJb6DwaCS0IDolTLRDHo9mln5vpJ7evi3N9/kEYHCUpactjZee/NN8n73O93AeFxcHGlpaQBK27lMKaiV1dR0WeAoUcTAuFypp30m2gCyDKiKxrY0MFBK/bf2+9ogss/n48UVK/jRu+9i83oHdY60FdagNoTc0jONF+YpraGBYDDIvOPHyW9t5XaBdetyktqXswb15soYDDK8tjYiePyVjRspaGnhMaECUQuekAPwekCPwUTPgNf+fSWMUhC5T/2X4ZyILTW0+0jee2LrvUSRUWqAOdeCIsV9LD/LIWfP8pu//IW5J04o7+mtLREkqAcwE599tDmN1npPOz/y9ZMkVjht670rMSSj6QEtmEms9IvXsLlFG58o119/vdJDWwzCiM6BmBgOh8OMqKnhl3//O9ceOqR8frAKMVknDWasakFyomifnwjkHSg4cKWt9/RAHFpmloGCSPLYxcrpywVKXS6YSxQlwGo0MqK2lhgNAFYPICiK0+m85CAGg9z2yit8b/FiDJp5tPp8fP0Pf+DFFSt0gWF6IjKVAJzrKaI+7k4wGP5poJTP58Pv91+24yP/1uXsv4F0gAiUCoVCJDmdZEcJ9kRzruPi4jAajarErxYoFY31Jqu9nXShjcJg92/R7BV5nVzOeffPAqX0zhFZ+oSzJxSFBl0r4XAYg8/HiNpaFfBL/m2zxARikq6t/R3xedpsNlK7u7FFoae+EvmvMEqJSdwFR46ofqNACtaKoEebx0OhFMzX2rGD2Q0DMUrdv3Urr73xBilS4igYDJKlaYsb7bsPffYZua2tJPzlL6rXxfkfWV3NL//2NxYcPhx1zWnPRflzYiWbLGLLMK2uGCywrQSAjEaK6+oikvCiRAvGyL8hJyHFtR2tkk97D+Jvatt5yiLa9PI6EMdx8759/PLvf2doY2PEer9t1y5+/de/YpcYC/TmRW6vJl9DHoM8ThEodTmAI23QXVw/qadODQiUsvp8FOgENAfyG7+5dCn/9tZbPCNUi3olJhK98UQTsWpc2yp1oGpV6Q2K6+pUSa/BxOL3Y9m9G4TzWdtqXLxeRmcnWZqkg9YWAfjq6tXkdHTw1Pr1l5UIl/eR3W7XfX8wvW/zeimSk4vhMEUNDUrhw61792I/e5b4pUtV61wMfP+XgVIuF4UNDVgvgw1YKwMxSsk6wSbMr7z//quMUqK/miy0aNE7s7R/zz55kgnl5cwpLcUs7Ue5SKmwoQGbx0NYmAeLYIsXFhZSVFSk3OPlSjgcVvRBQUGB8rpZGFtqd7cCyNGTwXSHdo/NnDmTnJwc5f7SNP5MolDkBzo6IhzmhoMHGVNVxYRTp3TnVQ8M+V8BP2rvcXRlJb/8298Ys2XLgPevLVIbaM8ZjUas27czbt48rjl8WPU9PaBUstOJSZpTvYKkgRilRNbn1O5uXf0n39elfWBge/MMdrdOiXoP4ni19xrn9ZIqxY2SJVtEjznlckWOXaR1dZHT1jao7305QCnRHvtnxBgK8f0PPuCVDz9Utd2WJbutjTSHY0AQxuW0eZFFLgrQA2APdj7I17BJgGoAq9/f3zq0pYWb9u1TAYyiJcm0hSXyWGxeL7fu3cvw+npGakDbHo+HUCgU0U5uMKDUQP5tsK+PjJtv5nsffohR0ptFDQ388u9/52YBzKT73SvwHeWzM7+5mcKmJoWFT35PnteYmBglBiuLCJSyWCxKzPZynrfRaKRIiiWLkiHFnzI6O3E6nVGf++jKSoobGrj28GHdOLnNZotglErq6mJYXZ1SAKuVUEwG7VM30DS/nL82/4qPqm8FTfsut9utur+urq6ImID4vgykH1ZfH7XQUmvDyeCAKefOqZ6hWThbPEJ8UXtNWYY2NjKqpoZrDx/GKoAmtfZStLUq2hQio5Q832kOh2LrRVtrou0m3qtYeBFtTOLfInjWL9kl0To5xHu95OsUpMlrVQQUiDLYuo0GyNeCK0WgFKjnTry/gXR4hhCHLamt1d3T2njWPwOMkIFS+U1NxEVZn1dSEB3X20uB1DZM7x6jFZvpFaFoRbtGTIEA848fJ/fcOWIOH9b9fVkmXrxITkeHwlwuy6xTp8htb6dEarGrJ+Lau3b9et3PKIA9r5cXV6zg52++SazGFtSKS9CnxfX1ip0fCoWIk/6t1WGD2X96eZaB4ksApvZ2ChsbMQaDDKurgwHWUjAYJKwFSkmt964+epT8lhbu2LUr6j1Hk1whJmkU7HOjzjgGi4kPBpQKhUKEg0GKa2ujrnntfkrweCgUzqtwOExeczPJQhxa1CniGr5j1y4e+fa3KWxsHNRHH6igRe8+QK1LM5qbSXM4LgsoNdD7gwGlTMEg6SdOYIjSheCflYc3byano4MnN2y47CIsMS4B6iI6ee+OrqqK0EdXCpSSz6Sn167lZ2+9RZp0psZEaT0qjlHv3/IYB5IrGd+X8n+3fAmU+lL+W0XVc1gAR2kZY7RgIFlE5TO7tBRLMMhVJ04ofb31nIKBkqjjLl5UIdFFw38gkY1TvWSqnqETCARUwQ0RtBDX28u1hw6R7HReFjBJPgTka+e3tBAjOdtaeXLDBqx+P7mrVukeemazmezsbACld65syGc1NxO+zIMyv6mJ+UePEhYO6WiMUtoggpzA1yabh9fWMvH8+csGSukZ79qEWGxLC8UNDSS53Uy/DMpwsUJFMeKENeSVgVLCPSa3tBD2elXsCHIw6nLQ3JdTzamXmJ9RVsbXVq5UWgpppUDojaw1QORkm/xsBqvAyWtuZvbJk/3Uw5qKoaL6enJXr1YFr64UKKV1tgOBwKB7Q2TG0n5WXmMyuCUCKDUAo5TIQgXqwJEs8377W4zAvRpQHEQPsorBf1kup/VetABEtASoDJTS6tcrMYIvl1FKDBgNBpTS2wdGo1EJqootkcTgivws5SD3nTt3YgyHuW3PnojPx3m9im6dcuYMw6SErRwQGsxhSHz3XUx1dVEr7cT793q9EVVUek6N1gkaLDGi17JwsNZ7emee1WpV9vuVMEqJTsfYigrGVFQMOF75Od+4cSMvrlzJnTt2RCT7B3KUXC7XJRCw00lCRwfZHR2kaZyW/OZmkrq7KW5owNzSgqmhAdtbb8EAekKPmc4lgH1Avb/EMQ8kLpfrshNc4tqI7evjuoMHSYkSeIlWQaYF8IZCIZ7/5BNe/ugjhuhUm+ux8EA/6FALlNIGffVAFxa3m5c+/pgfvPkm6ZLzPpjzG+vzcdWxY6Q7HCog40B63e5ycc2RIxgHaMFkCgZZcPhwBEhMG0CcfO4c2cLZKALvrMLZCJeevaznx128yORz5wiFQszdsYMXV67krh07VN/x+/3cJb13y549uvtKXntGo5GEvj5effddnn7jjQhGvCuVy2XIg0v2ozz/MULgOauzUzVu2a4Rz+nHPv2Uby1bRn5zc4R9NdAeGFZfz5QjR5SWrNr1MvvUKczBIHMkBs7Ejg7+5YMPeHnRoohKe/G7KgCl5vrifNy7bRtG4Pbdu6MGMbT2mbw2ExISVH+D2lfQ6tOB9oKor9MPHuTrK1Zwr8A6CpcSi6AGRej5GzJwWDUnA7DZRLMT5NZ74mvaf+sxSt1w8CDGcJj7BYYZAMJhFhw9ijkUYpxkF+mtD20blv8qo5SsW2Ilv6pYaCuTff78gOfdk+vX8/yiRVg/+0w1h9GuG9vXR0FLC7E+H/mC3jUJ+nSwgFl2WxvXHD6sqrBtbm6+IqDUqOpqvr5iBa8uXBhRWR1NbjxwgKxHHyV++fJLwL0oTIXmQIAfvv8+//Lhh6pCjIGSxsku12UBnWSAQ5LQ5l38/cGe+cObN/PNZcsY2tjIiNpavrlsGS99/LEC4gEwCEl9k8lE/uHDTLhw4Z8HSgm2iL27m28tW8a3li4lILSAuRxGqWgFU36/X0moxPf2KvpPr9XnYAF4+fmIyXARUKcFSg3EImMMBpl/7Jjyd7yQAEopL+dby5bxyObNmAU9GSMVNEC/jikoK2NcefkVAYKCwUuMUno+o0ECLP7w/fdJE2Irogx2Nsr3KZ79ou+vtT/lhJK8frX3IybCspubI64vAlDF6/4zLA+GcJj5R4+SIjGxyvLQZ59hBGavWDHgfA+WjFVdy2DAumsXhnCYUdXVUX3QgMSkkDKAbSl/Tk96e3tVINdklwurzrOVz+TLiZtoxefzRTyXXAEMmiTp9CthzdRKMBjE7/Pxo3/8g1cWLcI8SAvIgZ6/taODhL//ndgrLGDUSrLTSXp3N5kORwTLV1xvLy8tWcI3ly1TAR5Bfe+DFSOJIuse2Z/Mbmtj3vHjqm4A0US+RqJQhBbX24td0mHp3d0q8EF8Zyfj168nXrPWRN0pzvEkocVUjOCbwaW9HR8fr+iCywFKaSW2r49rDh8m3uvFVlOD5exZsjs7FXu7pLoaYzisMJFEk8sBShU0NjKrtJSQtKflPRfv9SrniHiums1mxb6VJRwOq+yvKwVKRTDHhcOXgFJdXQoQfGRVFVPPnFHZ9ybh3wGJWVWUnJycCJDB3MOH+caKFTy2adPAet4YQyCo/77X61XZ9J2dnZd8JOnM0drfw0+f5hvLl/Ps6tW6v6kHhFWGIsyRXfDBjIMUnYJaj0763e+If/990CnQiMZ+pmKU0rDkGkIhfvTee/zLhx9i9nii7vFQKITT6cTucnH9gQOkSSAIbRxFG5/Sxh7FgiOTtN/0WMzC4TAPfP453/n4YyZcuKAai8j88s8wSkU7/0ZVVzP99GllTYVCIUXvgH7ceDCbV9RVQ5uaCElxi4GS7gMVk6nmVwTfBQIMaW3lO0uW8IMPPogoNNS7zkDy8JYtvLRkCePKy3XvUS8fo319oLVk9Hi4cf9+7vriC6afOaO8Z5DmOJruSZT2rNa2SJXsjqQB7GNxH+Rq2o/KIq/jaatXM7y+nli/n+xBGB3F3MLzq1Zhk2JF4XBYsevjNGf4YCAhJWYTDjOztJQ8HcCgdn4ffO01vrV0Kfdu3843VqzgyfXrB8ynWbxerILfZHW7CWpyJVcqWYIONwv26T/DKCW/rtetQ35/ZFkZX1+5kh+/+y4jBN9GFq3++e7ixXxr6VKKpM/aOjt5ackSvvrJJ8rnkrxerjt4kLieHtX5cs3Ro5h9Pr61dGmEPa+V7kHAdXr3KT+rBK+XR379a3703nswyHUG0z8DxSNSenr4l/ff55pf/Qq7RK7x3yXJwtl6OXpHBEppCR0IhxX/a1hDA2EB1AxXXlgbDocJBYOMrawk1uejSAJdWgYoQgK1TtLDKswqLWW4VHiX3dbGnTt2cOvu3dg1hXBfyv9u+RIo9aX8t4q2VZGsXLRMD/LntAauKhAjMB0kSg6mnlMQzVCzu908vX49L6xahVEyBAaqzhRFPoz0KLVFBTi6spJHN23CoKlWEedhzsmT3LZnDz955x2CPT1cf+AAt+zZE5WGWZv0lNlwtEa72e9XGeV6h5PRaFSqJhsbG4nx+ZQqvri+PlKE+Rh/4QJfWb8+gvYY4L5t27hr505yLl5UrhMNKKVNjMqf8wsBVXMgwDNr1/KVjRtJjkKdqr2fwRLwAEOE6oJJ58+T3NPDU2vXMqyujnu2bWPu8eOqz2sTBwDxguHdKznQIiOAMRRSEMmyyEbC5QBULodhQ8/YyZHmSUTwm4T5MHKpVYH8fdnQ1AKMBpvHp9et4/5t27j+wIGIJPk3ly9n9N//rgLuaZ+5WM2mJ/IciWwJgzm7YqIvGqOU/J7f71cZ/wNV4msBLRaLJQI8oNdaQXa+B6p+0M5ztHY+4t+ysSjOe5zXy4KVK0n86U9VwTCInoC6EkMtWmBQfK7hcFjlrNq6uzGGQiw4fJgn163DoHFY9fSRwWBQmAWcmpYmsm4Q2cHC4bCKGUa+d3mfPbB1K7ft2cMP//EPHtu8mW8sX06Mz3dZgc67v/iC9H//d1KefFJ3rrTBFb12TpdTOTyY0xAIBCiureWptWsVUIo4fj3HSLzuYMwcg41Rvpd4r5dn1q7l2bVrdVtoiOMdXVnJ5L17gX4ABBoA4EDOmgg6EhMCBRowi6jnbGfOkPrYYyS99ho3ff551N/u6+uL0EXaRJcea8rlAKVCvb088umnzJZamUUTMfB339at3Lp3L09qWjXJEk0HaCsujV1dZHd2YgqFuOHAgcv6LdAHSl1O673E1las0u89vnEjYZ0grXSTyj8twSB379jBv3zwwaBBBVmeXreOO3bt4u7Nm6Pqq2uOHOH23bv5/qJFqtfF8cR7vTy+aRM3/P3vyhkosgjGRQFKWa1WTMEgT69fz+ObNpHQ2sr8nTsBmFNaqvpOX1+f8tqCo0d196X4/LKXLu2/hs+nquK7HNEGiHolINnlBCC0545FCLjFe72EhbNTDuaJ57RsZ2S3t18RUOqJjRt5YOtWbL/97YCfjZGuOUKy1Wy9vUowVLwHWZIFXRTQnHUqwOgALEsZnZ08vXYtuQ0NuutSTiSJdoV4Pml1xeVW/NmlgHCBJugZzf7SA2/qMUoNBP6IBpQSGTmjAWn1Kutl0SavxABpn06iSZbe3l6CwSAGSR/OlQDPInue9tyybttGyosvRmUbC4fD3LJvH7ft2cM0oTVPXnW1UlSjFbvLxUg5WPrRR5cFlEoV9ObhMWN4/447+ses0+ZaTxJdLr6/aBF37N5NgdDWoFkDrNCCOLQyREq+WwMB7t2+Per1RMmW9rFZAI9pW+/J18sVkvuyrrK73dz89ttkCglsrVwOo5Rs84qMUsZgkEc+/ZSpkh4dSOR1ltvWxlgJxJ3W3U2aaKMIbJ8xHg9X/ed/8uSGDZjc7ssCNEmD5a4vvmDBoUMR7EIAOR0dDJWu/19tvRcKXWr1ZgpdYmrVY5IZjFFKtktFoJQYK0gVGA31/AJx7Rc0N6vmVR5jMBgkWfqdrM5OYoT7ihWYtmICAW7+y194et06VbvfwUQsDIrR6DZDqL8KXo5bXCcwyw4q4TC37t7N1UeOqJKhEFkkFcEoJe0DLdBeeV+wefOEinMRcKGXSP9ngFLjysu5a+dO7vr3f1e97hNiZAPZ3FcKlDJXVgL9e08pYFm5kqJ//VfFvgoG+9tUietFDygVbVxaoBTAY6+8wlANW418nl1u7E77Xe19i35FUmsrhq4ublm8mJHV1dyyZw+pv//9Zf12SU0NL6xcyVfff5/xAlNQmpAE1hO95zCrtJR7tm/n5s2bSfz3f2eG5jlfqYjzmqEBn2V1dBATCJDo8RCr2aNaUJy4Vo3BIA9v3swczXmQ6HRyzwcfMPvkSYJSjO/FlSu554svuObIkUHXu/y+XQBo2rxeFbPLGGk9Aty5dCnT16zh4S1bVL8jxvHEa04TnoddY8/KZ1NCQoIKuHGlQKlb9+zhjt27+dbSpSowY25bG4FAgCwJZJLR1RUR903p6eHptWspqq+PSCSnOxw8vXYt+YL/8vyqVTywdStDVq8mFAop/pw5FFKS4GLsyGQyRQClRB89JiZGpbMGE4PBoDCyQX8s1+7xKGdYhsOBy+mEUIhn167l0c2bmSP4zDGCHWnSKf5NSEiIsDVlmVBejuEKkpta6RBs1s7OTuXsFNvFirHEqRLDylAd0IJWwqGQygdJO3pU+XeiEC/WAvz0xiueLalnz5L86qsk/OUvuslaPdtV9PFFP9jlcqlsg9ju7qjPPBAIkFJVxc/ffptb9u3jpt27VT6oCJTSAixFm068ntnhYHRlJfe8/z52qZBZvqdQKMQEySe8WyhIle8T1OBm7VgHEj1AvjEY5LlPPuHhzz5TgGyhUEild/TixuJv6Y0lQ9CpxnAYm8SYJM6ztmC/SROf0F5PsY2Es9QcDCrsW3aPh7E6zEqXy2piCIcZJ9m2N+7frwIxyKKdYz3g90B+7djSUm7av7+/NaVQdGOSfI+oQClZRwvPIsbvJ1H6O2UAfSA+S3tPjy67otlsxhwIMEFYc1qQ00C/C1Dyk5+A9JzkvSfbzkajkSlnz3LPxo0wQJcTWWfPLi3lwa1b+ZYUPxJFniODwUBsby9x0jhkNsFxFRWYowDCgsGgqo049OvumEBAxQYfM0geRjNoFQOcSWD90mOUGszP1Rafi10S5O9nSnsl1ufjiY0bI4oQtbaunJubcPEi4XAYe3MzxnCY7M5OhZXqgU2buHXvXh5avTrq2IqkeY32fjSglJ6O0OYGckRWrgHYGOXvDLSvB9KFt+7eTbo0TouG9fC/KmKb58uxI8Q4mRYoFd/bi0UGUYVCxO3ZExEvuVJGKbMOGDBmEFtCC84SJau2lge2buVrK1di83h4ftUqrj52jOsOH+ZGKW/6pfy/IV8Cpb6U/1bRtt6TDzxt672BGKWmnjnDz958k/GCw5l19qwKeJXucPDTt95i/tGjUVtXiIGvDOm3rqQqbfny5SzVGCtax+T23buZeu4chQcORD2ghgpG8F2S03H9oUOkRwkkah192UC0+v1KFe30sjJ++9e/qr4X1jmoRUap3t5elREP6gD5Uxs2MPHiRa4RHDxZZMc4sb1dOTBEAFQ0kJj2c/LcFTQ3K059nhDI9fl8vP/++3z66ae6QCltNYsoSU4nw4Q1k9/ayhMbNzK+ooJvrFjBvJMn+xmBhAPMYDBEVLYkC/ShsgGpNZwL6+pUzmxuayvWvr7LYpQarALd7nLh93ojA7OSwZfsdBLn9RLj80U4CYXSWtMiteVAwNq1a9m1a1fEGOwul8qJkI3Lm/fvJ+zzXUK+R6m20QaW9BilHvn0U76+bBlmYR3I718OUMocCpEqXUc7fqPRqGovGAwGVcnXBK+XkdXV/OzNNyMcSr8Q+IX+ORMTFlbNteR5Equg9UQMRiX39GAMhVT6R299Q2RlpNXn47sff8zUgwdJePddVv32t3il9ZHsdJIosFOIv3Ulhlo01peDBw+ybNkybG+9xb3PPqtUZALYenp4bNMmbt+9mwnl5QyVAgLi/WvFYDAobBpipbw4F7JzNGLlSnJnzlSBaRKE6qNgMMhEab9bhO9PPXsWJJ0ykMEugx5iNJTOsshrOsHtxurz4fF4MEqBFDG4oycpPT0Ks8pg4Aa/38/927YxvqKClxcvJuzxDNp6T3y2gUCA3NZWXvzNb/rvHVi3bh2LFi0aVB+JQR8xgTDl7FkM4TCJgn6Jl1j0QqGQch1ZhgmgkisBSokBPS2YQByP/cwZLNKznnLqFHa3W+WYySKDJEWR91wwGMTm9fL8n/8cwQgk6wu9qjyAQEUFQ3fsYNrZs9yvYYfRyrjf/Q4mTmT7xx8zRVpb+RpgrcFgYMKFCzz3858TKwT8RR1gMplI6ekh5PdjE9pFja+oUDnWyhgHAEqpKrJ7e1X3qQeUsgl2Qn5rK7FSu1kAa18fL330EQ9t2RLRng76HVvzIGecLHIAeuqZM/1BJg1TI/RXfYpiDYexS2tIXtti4CpTulfxrIrXrC0l8BgTo/pcblUVPUJC3xAKEdvXp6x7UfRAAvLaiw8GSVm8WHldTiDKduvVAmhCT7KysiLG6xPO4YFEZT+Gw5gE+9McCpEo2Dc2qQpdPodNwSAJ0lwmuVwRQKloNm5sb69iD6W+8QbmCxdUYxWDbzESAFZM/uRq1rN4HRGQY3A68Xq9fPyf/8mff/MbzghJMBFQKydzTcEgdpeLGWVljKuoYPaJE7pzaNM5Q3fu3Mlbb71FV1eX6jlv376d999/X3ceQAPgk9Zuane3iqlHBXoKhXhu4UKeWbOGoMaXsfj9PPDnP/PQli2qM/qfAUqZTCYVIGnRokWsW7dONV49RilZxHPY5vUyXrCjYqOwrsCl1nu5ra3MKS1lwZYtTDlzRhlnpsPB49/7Hn/44x/J+PGPWb58OUk/+xlx69fzk3feIb+5WaWv5CB+iU41aVxfH9fv2MGr77wTwUA3RWCWMGpaeEXbVzLLTE12NktvvplayZeydHcrfsRANqDIwpUhrYUEt5uje/eyTmjlJwaQEzweCpqaVHpJZLtJ6emJek4BPLRlC99askTxL01NTbprIBQKkdjTw4/efVcF5JX38b3btlFcWsq9b70V9Vp6tkVxXR0/f/NNhclDBjgkJiYqnxlZU8O0s2e5Z/NmQoGASu9oLnBJr/T04BEC56JfbWxru+SXCusirrNT2SvxXi/f+/DD/iIlHclta2P+8ePcvmePiqVMlHm7d/dfz2i8LKBUuLmZHy1cyK3S90QRfUo5eSrvv3SHg399911mnzypyyiVLCV9RFC9nAxPdDrVa0e4F70As6jbtJXlIqNUvHSu2t1uLILvlyCwUohFT9pzeyAR7d1YTSI50e1Wrf9pZ8+q7FJDOMyzq1fzzJo1Efsiv6WF6w4f5s5du5RiOfH+Y7q7ldbRqZr4iQwYlNtzRfPHAXKbmzFL4x5RV8cP//EP5rzyCrtefx3ob6X0vf/8T2I//VT5nVgGLuARRRxbXG+vkuDplUC0gOJv6MmVsAMZjUbMUouyRI9HSSakvPQSGdu3M08qNpNtktQojFLxXi+WAdq36QGloB8YL4qsX/8ZRqnS0lLefPNN1Wsqv6KxkbYHH2T8qVM8v2oV1x86RMa772KMUrwny+SzZ3nhk08oqa2lsLGRGzZuVN5L1DmXRNHOhyEc5oGtW5l34gQTJH8h7dQpBWgY4/MROwBwR88WUAGlpN/Jam/n1YULuVXQf0nt7Zw9e5Y333yTBsHGl8cp/j35/HmmnznDfRqg7rSzZyk8eZL7t23jmkWLMPb0YJfWwexTpy7L/zWEwyQIQKkEj0cFahKBUgXS/I4VXgM1U7ACmg0EKBB8rwS3u7/FozQm+WxKSEiIyihlCgRU+ibJ6cSouSfZFsl0OGD/fuX1XKkVo2zDxvX1RYAJH968mXEVFXxz+XIaGxvZuHGjoqOeWreOcRUVvLhyZf89BgLESfth6Pvv8+bf/67LHiT69XFuN4maYjN7Rwd+ocDqchmlxlRU8K+//a3q2cT29an8y1ifj0BDA2aXS2EVufuLLxR9qQLOaAAicV4vd7/yCg9+9hkAHkG/yZKr076wu7ubt99+m0OHDunGZFJ6ejAGg7Q1N/PEhg288sEHxPT20iiBMmX/Rxs3ixajl0XFnNTbq7RDA0g+e5ZQKMSSJUsICzGmuN5e3nzzTcV3EcEPsugxvCT84Q+4pb2bIMU/ohXdDsQoJf62WbLN9cTlcqkKi4e0tqp83mjM99o1pGr11dPDNUeOUFxWRvETTzCqspJAIMDSpUv57JNPLn3H7VaNWwQm6em7wWLqejG0HEHHJ0j/DgaDg4Ap+0oAAQAASURBVDJKiXtLL3aSrgGmpq9dS+aMGYwQwIJam65BBzCoHT+ofbAYgZUU+tuEyT5PcW0tP3/zTSZGiW0ONOYhbW0UzZtH8O23VZ/RPtdVq1bxhz/8gcWLFzP75El+9uabpGjOPnMgQIJkP6XosMcBGKXYzGBAKXE9iCB8PRtCFnHtmcLh/uKPvXt59Z13lJiR2WwmtbtbxYA0GFBKHtPpOXP6f7u3F0NXFzKLPFwqLLKYzTz26afMOHUK2wcfEAwGsfp8/OC997hfKPqUQYhzJSCyORSKyrRtsVh0258CDPn4Y93XA4EAVmk+elJTFVBnvNdLojC3on7QW9/QH7NIcLv78w/CfhGBUipGKek+pm3YQOb06SRK61/rQ2nzwrGaNqWhUIgk4dnbensjgNvGpqYI5nHojwmFw2EVWEy2BUskW2JYbe2lQgrNb4ysqRkQoNPX3s53Fi/m8Y0bVc9N2/bW4vdjcjiwbt3KhNtvp6ihQZXHi5FYKPOam/np228zWRNrH6wIPlo8whgMMlrwyYw6rZdFyWtu5juLF/OtJUsi5kJPxHj8P8MoFbt5M8U33shjGzdG7OmEHTsum1Hqtt27+dHChSR4PP1st+EwX3zxBT6dThmDAaUG6sxhF3TmI5s3q9qIj6msvOxuTV/K//3yPw6U8vl8vPHGGzz11FM8//zzrI/SN/ZL+d8popIWK5KCwaCKkUM2bPUM3Ec3bybR4yFbCGZnnTunShSU1NSQ5HYzSdNqQaauHFteTp7gIGdLVK5XUinU2NgYYdCKYB9rXx+ZkvGXXFsb1dBTJYOlABREJoZl0VY/iIZ7cUMDhRL1slaMOlUJZrOZ5ORk5W9tdZkSNBIOdi37gSkQUHqexwtJo/QjRxjqcJDd3k5ACPqLayA7O1sxdsSq0WFC8Da/qUkxPi5cuEBHRwdnzpzRbUukMOxokOZyEEhrVBTqzIlsBFv8fkpKS7FIfweDQUyVlUwVgGKq9giCjKmsVAVKn1m3jh++9x4GySn4Z2V0ZSU/f/tt0t9+O8Igk59Lbns7r/7jH3x9+fIIp0yeV7GaDNSApcOHDxNfXs68Y8eYeP48Ey5c4Odvv83V8n1rrpu5Zw+BQIBh9fUq8KI2eSWKyBYA/U7dtLNnKW5oYGxlZQS7y+UApRYsX863/uM/KKqvj/isyWRS7tHn85G0Zw95AgjQ5vUyrrycRI9HleATxy7OmeggFGiCpvJzkFsPRJNQKERXVxfjL17kJwsXcv/nn+tWGIM62JDY3c1IqeVBKBSipKZGBfpMKS+nubmZYXV1/OSddxj5wx8qzyLZ6WTuiROM2rsX4xXouoH0Yn19PdaVK4nRBGVSOjpUFNkZmsRINKCUnNARdat4Dsj6YvKKFZibm8kRHGw54KhXISbL/du2cd2zz5L42mu6DhOgW1mkFRlY86N//INXFy5k1Jkz3Lh/Pz9/6y2GSElAvTGMrK7mxwsX8tiaNTAI4wL0J2tkcIfV7ydr8eKIdkzhcBhjKMTkc+eYd+wYoz77DIvkIAYCAZ5av55Eh4P7164F+isnW1tb6Rok0Bfu7SV+40Zi/H5VAmF6WRlzTp7kZ++8wwwJmPSD99/npY8/hnBYYZxqTE8HYIJQ5R+N+U/en2LrvYGAUiXCHCRJFVMAsX4/P3n77Yh2VqAGZ8tOuMgoNfnsWdJbW7n+0CEMwrWHnTjBz95+m/k6IOGrjh1j7mOPMWPhQuU1vWop6AeMTDt7ltz2dp4cwLbNcTp5eMsW7D09WIVkuug4ph46xI8XLuSuxYuxafaWyCpV2NhIVnu77lo0mUxk19erdKExHFaxRuoFQyJsAKdT+f0bamooaGlhRllZVKakoZpz1yDZZCIzozapaXU6+eF77/HNpUtV+1PbhuTp1av58cKFJEjsa6AGRWV1dKgSCgC2AYBSIshqSEWF0m4X+oPD3//wQ767eDHGUAivcI6GdZx1eV0Pq6vDKDjhcpBvVFWVYrcOJHFxcRQWFqoqwWVWqWF1dQpbjJ6IiSKbz4dRE+xNF74bEwiQ6HIp53CSy6U4hXpAqWg6VwvAjzl4UHWmqNrgSmtJtAGH6LRVlEX0AwxdXTgOHODbf/oTT2n2l5ikSOvqwhQI8I1ly/jJO+8oiayUnh7de9Dak9CfCM8vLeX4sWMRzzlaS60hra1kCe2K4qQAnJFLAD5Qn41pXV3kSXZRQlsbBqeT2E8/JRwIMLqqiuyKCmaUleHr6CC2t5fxFy8O6LhHe2YiSKatrY3W1lYuXryo+ryWUUoEd8kAxhi/n++//z63CAmrBOn5682t3HpPtGHu276dkKQ7Rly4QJy0V6adOUNDTY2SqAf4zscfc5tU2S9fIxgM4tQEIGVZcPgwqU6nimkKYIpgu1rKylQtUKLZcfKYOyQmM7ekGwzBoMKgGTW5GA4zQgC4Jre1ke5w8JN33uHZNWtUgTQFPOH18q/vvstLS5bw43fe6T+PwmHV3JlDIZUeFSW5p4cZZWUUNjUp680ktPnLaG4mRdI9gUCAySdPktbdraLNl/eqCBYqbGggr7k54twz6BR0PLtmDXaPhyc2bSIgMD3ZbDbienuZdO6c6ty3Nzdz144d/PTttynQBP/j+voUEHxKT48KcDlaSJQb2togHGZMRQXxgi0S19GhJNbmHztGbns710dhJFK1kAgGqc7JoVsDoMyVYgrRGKUyOjuVymOA7G3bSOvp4brDhyP8KjEZI/vXso30yObNpHd3c/+2bRFFDKMrK/nJwoXc/cUX/a0+Ll5kZFUVCTYbk86d42fvvMN8IcGZ2NFBquSHoHNmiX9rk/hxvb1Y+/ooPHQIu3RuWIJBZb9DP5gmJD8jQY+P0QAZBhL5Hk0mEyaNT5vsdKrWvykUUvn1We3tjKmqYmxlpRJgN4RCTLhwgdGCHrFJxRMKq7XbzVVPP803ly4lGAySKZ0zTuksmFVaSlZHB+FwWNWmSblvMaEUDpNRXs6YigqeW7aMjK4uCpuaeHHFCmL8fh799FOSnE5Sn3tO2Q+Pr1/PqwsXkjUIKAfAJxTu/Oytt/jX994j3uvFLxaMDcBKcSVAKVMohEnQW+ltbSpdJSaYvV6vLlAqyenkJ++8wzNr1w4MlJJ06K6pU9k6YwZwqahgSGsrBU1NCkBcPKeGNjZGMNBqJdnpxCYXRITDjL94keSeHjWjlNPJOB0GKNMgYKcbJT1VKwHaRdsjXbPui+rrVXGaQCDQH6OsqCDZ6YzK3nvV8eMQDvP15cv54fvvX7KD5XuR1npGT08EaFiPUere7dtJ7emhWEjKJ7S2smnTJtxuN+ultj3Da2vJbm9XxTqvu+468kUfQrhf8TmMPniQ7BUrlL/TurtJGISNJxQKUVxXh1mw8xI0jFJFjY3kSzGPaCIWPMrxhHTNObng6FFeffddnv3wQ0zV1QqziwiU0jI6P7V+PT975x1y2toY0tLCT995h8c3bVL9bofAdDqzrEz5d25bGwa/X2Ufa2Ow+Zr5uXDhgqKT5dhHrHQ/ImA01uNhZHm5muVb+recdM/o7GTuww9zjQzsD4d5eMsWvvEf/0GKxKAiMo0OFquYe+JEhD8WpwFKAcTV1REj6myBeUQcr1VaU3Lrw6cCAeytrQpApVmKL4iSLzFZi3L48GGcTie7d++O0DfDa2v58cKFvLJoEbN++lMmXbhATkcHw+vrlRiUCJRSYlHhsCr5qdcBQpwvqybpGt/cTHd3N42NjRGFSm63myrpbNIrKpXPlj0TJ7LlnXeoGj0aYziMb/16Smpq+MnChTy1bl1UP0S0DxM0QCm7YOtZ3O6IZ14g6daenh7VuJOdTkJCDF/eb1qmY+38i3HymO5uhV0NYO7JkwyrrMRbVhYRyxZjzfIciUzbovwzQCkx3mQT4ooqRqkoQCn5t/QYQOU5qx47FoDUgwcxNzRwz8cfU9jYSGZnZwQ74uWy7okxjQSvVxX3SO/u5ttLlpDd3s6E8nLsHg8TNS0Mo4k29pbkdjN9/XqKa2sV/R7Nfujr6+P+bdtI9Hi4Q9D9AF9dtYofv/MOQ+vqSIzCuHPZjFLCsxDtwSRhLofV1V3K+0nAKFGSnU6mnD1LqtOpdMQwm80RbKLR/CuQismksRy9917FJzS1tUW23guHSRPGEHPwIKFQiOG1tWQ6HMw+dUrxaUKhEIa2NlW82+7xkOh0Ki1bxU4dxVHOwkSJqU0roVCIWGksvTabMm5bb6+KFVS0a6MVZN21Ywf/9tZb/TaKIGZhvYm+olxsXnL4MObGRmXseq314NJ+ttvtZGRkkNHZycjqasICUOpsYSEAVx89qsQSp58+zcz77mPUmjWAuuNKjMQ0FSfcqzbuJI5Byz5p83oVpvys9nYKNeDG0RUV5Le2Mvn8eZXfbzabVXriudWrGX/33aQ9+STW1lYe2rJFaWsKECMBmG7du5ckl4vHP/1UdfYMxqbk9/uVHLjIXljU2KjyOY0C6YVWkpxOvr58OfmtrRQ2NVEYBZQnilmMZwywfywWC0MbG4k7fJhYp5OxFRUkHDpE6rPPYqmrY8r58wqjYEBaH/bduwkJOn6gObj28GHSenr413ff5cfvvqvkNfUAldYo8WtZBvKZRNZLGYD25v3302c2k+xyEa9pk/6l/O+VSFqW/8OyePFiKisr+elPf0p7ezt///vfycjIYNasWf/TQ/lS/g+IaLBqWaT02FQGM3Blybx4kQs6qOdkpzOCUWqB1KpFlJzz5wldxvVi+/q49tAhTg8fTq3Usk4UEeyT19KiJCzS6uoifttqtfZTk0tGmDcmRmXoFjQ1cWz06P4/wmGuPXyYxowMgtOn6zJKQT/tsiifvPoqc994g+zOTgw6h5kW9CE7I0GDAZMUyO+1WtWgF43xomphJiUnMzs6yH/+eb4tv/Hhh7SOHk1g9Ggl6Dl79mxmzZrFUemgCgQCmMNhbtu9m2sF9pn85maCwSBmsxmH4CxpKwhFcER8fDxp584xrrycLXPmMOnCBUzSPQQNBg6OHx/ROke8H29sLLNLS7l1507ajx3jiwUL+qtKv/pVsoTKc8XolQ7+i/n5jKirY1h9PR4N2j3R4yFO01JDK8lOJ/OPHmXn1Kl0C8wVssjJv9y33iL05z+r3hOT0nF9feS3tqp6fQNKsFeeJzmYLzrhxmCQq157jVhNgO6O3bvZMX16RCAk/dgxEkeN4hvLl6teH8iZ0AKhxAqQ4XV1nO7q4s4dO6i86SZagWEHDxJnMlGamqr7e2a/n+FHj2IMhZh78iRrRo1SvW80GomJicHtdhO7Zw+jfvpT1fsJHo8SzNQGJrWMUlrDtkDDBnPftm0cHzmSE+PGDahPQqEQLY2NvCAFdqaXlbFj+nRapXvUa+tJOMxNP/whVpeLNQUFnDcaVQll6N8vPp9Pqai0bd/O90+dYt/YsUw7c0YJaMZffTWrpk6NGFeC282NBw5g9fk4NG4ciW43MX4/B8eP17+RcBiLkHCQZXhVlSphm1VbC1KFjXxPWjEajVFb78kSFxencnBEyerooCI/f9BWEoZwmIS33mLcHXdweMSIiPe1DpIpGCSoAxgpaGrC6vdj9ft5fNMmXFISpUhKwsprZmxFBUObm/li6lQlwDP+4kW6Fi4kOGxY1HECSr9sWRJKS+nNzFT+loM8Y8vLVQHa0IYNNJ86hc/n020VA9GZwmS5euFCco4dY8HMmaQK+iWjq0tp8fPQ55+za/Lk/sCM10tqT4/idHw2axaPb9rE0KoqChsaiPH7GXv8OAcWLIi4lt1up6Ojo7+Nncz+IOiQIW1tynP46pNPkigwJiZrnH9TOMys06dZceONqtd9Pp9yz6mpqXR0dCjnSCgUUrHDZZ05A7fdBsAwKbg9qrqandOmKZ+x+nzcvWNHxL0kuN302O2kdXUx98QJRZ+LzFHaii9DOEzYYMAcCPDounXKWIw6bZzMZjNZEsvHyDNnQNLz54cOZWRNDRMvXiS7vR13bKxC0f3ZzTdHjBNgxubNABwZPZrx5eVY/X5svb30SufXiPJyRldWsnvKFOU7WgCUWWCNGCmcOcOiONDF9fVUFBRcGsPp0zz4+ec0ZGTwxyeeANQt1QDGHziArbcXW28vw+vruSh9X9WGIRwmr7kZcyhEfl0dZyQQuF2wDbM6OkgYMkT12wlCkgfUrV/FgMiQigoVIPSq48eVtZ7sdOKJi1NsOJMEGp9w4QJp3d2cLSwk789/xpaaGpHQkQOu8j5NHsRBNxqN3H333YRCIVb9+tdMOniQwM03k3/wINetWEGPzcZrzz9PWCdZLyaK0qR7Caal4ertJcntJkPDppPhcBCUEq5iMCHJ5YoIxEcLZmoTJabmZpV+F23ItPZ24h57TNXiWMsoJQYoRACDsauLxM2biQkEGF1djd3tximBGcSgaIbDweyzZxXGMhkomOx06p7Zei2C79+6lbGVlRy32TimYfjSk6KODl78+GPCRiM/f/55/GYzMcI6yOrooEHQ67KIAeDc8nLsv/sdCf/4B2Puv5+QEMDOamnhni++IK+1lS02G5W5ubrj0LZ1kJ9ZSksLUz/5BLfLRadwP3JVvdiWTQlUitWi4TDxXi9FDQ2q/Qb9bXj9RE+09fX1qarzY30+4iW7RgwSWiTAQtBiUbU7FvWqfB5q27OcGzqUUTU1ik0iJ+bGjx/PvLlzyRWYRQx9fSQKwcxBgVKSnglYLPRZLFj9foydnQSTkqJ+N763V8XAmdbayuiqKsyhECW1tZTU1nJh6FBAaLXT0aEkRS3BIHft3ElnUlIE243d7VaxK8kyWsdOM0pAKUM4zD1//jOxHg/7HnuMYH4+fr22q9L6sQln87eWLQPgl889p/rs0F/+EufcuarXxDPW5/Mx6dw5Yvx+ki9e5LXXX8cItAnFO+mVlcyVqu3v2rmTvz7yCITDzD92TGUfpPT0qFrbiIwixtZWJkBEi9u4zk6Mkr0p2v1Wn0/d0hlUCTyAz2fN4rbdu1XJ0hgBhB0BlAqHeX7VKpKdTv7wxBM0p6errmF3u3EKwFcto9Tw2lpm1NRQkZ+vtFqEyD0lM8LMO3mSraEQ1/7xjyQ4HDSXl5MtAMpFefUf/wBg6Y03RmWyBXWsAfp103c+/lgF8oT+lmWymINBjNLcJguvD6+rI7Ojg1mnTrF7yhQcAqOYVmQdNb6iggSN36sFSgFkd3Qge/eibkh3OHAkJjL17Fke0bTmsklgEuXsr67G7PEwxOPB6PMpz//C0KFMPXeObKld62+eeYbm5uYIQLmW9aOgtJRrDhzACBwbOZIxVVXYvV5SurtVeykk6c7Rkp9wx65dLLz33og5iYuLU85fca1YgkEswSDD6+pUOtAs6DOtXEnrvZSeHgyC3spoayMsnM/ieeX3+1VtuOT7LKmpISYQoKS2lq3C+W3zerl5715i/H4Ojx2r2EEdqakcGjmSaw8fJsXpJKujg28sW4YpGOSDkhLcbrcSV4nzevm2ZPP+y7e/TdBsxtrXx3WHDnF0zBha0tIAeGLDBgqbmvjolltwxsfz1Pr1lOflkS0nxQ0GjJLPrRXzAEApQzhMuqRn1yxYoIxFlvSqKsXWT3c4+KYUN3nlu98lbDAQCoWYf+wYd+3cSa/FwsmSEt3r5LW2ktLTo/jzQ5uaOF9YSElNDU+tX8/ZwkIW3nsvT6xZQ05rK+/fcQenJF9XDyil185s5KFDhFJT2TpzJl6vF1trK09I7EWv/uhHyueys7MZnZKi/J3g9dIj6TI5yd5pt5PqdFIgFJQADD91ivNjxkSdT7jUHs9vtWKRWJdk2yNgMmEOBvmODlNGvNernINi6z1Zp6Vp9qgshfX1hK6/noyvfAVsNux2uwosJO87YzDIGOlZTzp/XjmHJ2qSYNpCSllyJXC0yK6R4XBQLfgnVo1NPVAS8HbNWilsbIzKKBUIBFhw+DBGn4/8ffuYlJzM1UePKvGsrC1bYPZsjEYjxYcOYa+qUse8w2FuOHCA+qwszkoxDD0OxVmnTkV0IbA3NamKSuCSLalqid7eDkOHMnHiRGbOnEny736n+k5HUhLDNAnpxPp6ujRjEHWzVs/JzIZZnZ0gnPH5zc20SHNvFZir5O9rz5xYn0/F4AdqdsI4zVqzNTfjMBgwhEIqH0Z+XmIROfTHSuXYhWyD1WdlEZueTm1+PkVnz5JUWsoLEhhhTFUVZZrz2hAOc+2hQ0qLYlCzFjqdToaJ9ozHQ0iwxWweDy9J+uzVV15R+XWWYBCjwDqX3tPDjF27OHPXXao51/pXKkap7m5V3HhMVRVjqqqozcpSxV1A7fcFAgGG1dUxuayMkBCnEN8fSPRayUUFSomMUtK/k51Orj9wAHMwiLmkhKDkc2ptAkM4rPg5rQsWUCiAJgElVvPKd74DA7ACQ/85fNWxY+yYNu0Sw46G1Vee2x1Tp5Lf3ExxQwNPbNyoxCm1fnk00SvaT3K7efGTTzCGw+ycMoXtUqxsIMlqbVX0RmNmJsMlH+8bS5fSJIEeOxITVcAc4wBAqRi/Xzm3Yn0+TIEAQQ2wKcnlwhgK8dCWLUw7e5aA0chfH36YtpQURbc2ZGQwpK1NFbuU585kMqkAqHDJ3jIajZFMMtL+CRiNhFJScNps2Hp7Mba2EsrJUfa3KRQiJhBgqGCfWg8cIHT33ViE3yxsbORCYSHhcJhkDVtjSk8Pt+/aRXFDAyuuvx7H0KHcuG8fnsJCSqLYe/FNTf02jcY/CYVCCptSr91O0OMhSQJOiiA2VaeUjg4mHT3KvokTaZNzM+Ew86QiXVnvdyQlkdbdTfy+fdwSCLBj6lQV27y1rw+/2Yxd0r85HR3ctmsXR6dPp1nwY7V5YYvFwuOPPELGzJlYW1pYHw6TLD2rbTNmMKy+HrvXS2ZnJ+3JyTwsMRGOW7UKXnpJZXfHSkzmcYJtJMedgkbjpTNauvZ4DUg3XipUDAeDfG3FCuxeL39+5BHlzBwl+N43HjjARcm3NxgMxMbG4vf7sbvdyp6QxRAOkyboupjOTkKanGxhY6NiMwzGKBUIBJh16hQPbN1KdU4Ox0eOZGhzs5IbvFBQQEltLcb2dsKaPZfg8XCtVEgk2iVjKiupzM+Pek1jKKQqFtCChkW5a8cOZh88SGjlSh7My+sHAUoF3rLIYP6K/HwKmpuJczjIqq2lRSqOGwwsBpfA5Xfu2sXOadN0Y64xLpfuXpFloHNF6/8FDQYqhwzh4tChjKuoIG3/fnj++QHH+KX875D/UaBUb28v27Zt40c/+hHDhg1j2LBh1NXVsXnz5i+BUv+PiBg01rZkExMn8kEotgjBYNANWgDEulwEGxuVKjpZSdndbkJ9fSS8/jqW48cxjhnDLToVJ5lVVYTmzOHGUIimuXOp1UkyxPb28vUVKxjS1sbImhr+9PjjEZ8JBAIEAwEe3LJFVTmU1tCgtM2QgyQ3VleTt3u3MtYlt9zCM8KBUNDcTEFTE7fv2sWpESO4TQqArtIEM7XBS1kcdjvekSPpSUggu7MTk46xK1cLGQwGwuGwYjgfmDCBmadOUdzQoKowg0inXwWUkuhFi3SoYi3nzxMYPRqf9H2r1dpP4y4l4Xw+H0WnTrFA06JrSFsbtW43lmCQOT/9KRQWcmjcOKXnr8lkUhwd2UDIcrt5Ugreu+LjGScFttqTktg6cyYBk0kFlOq65x6SV69W7qclLU2Zi/STJ7k2IYH6oiIsAkgK+oP+xmBQMZxrcnJI83hI7ehQUY4q8y0lIu/5/HO2zJ7NnNJSGjMy2C5VSz67ejW57e0UNDfjjoujKyGBT+fNUxxw0dgQDQGDptJFlkmS09yelER6d7cSyNEySiU7nby4YgU7p06lz2KJAEmJoq2iSSsrI00KPooSFyVBBJGt/0THZkxlJWmrVjGytJSSri6qbrqJWxYtAmD7176GWycBNLy+Hot0vXHl5ax3Oi8ZN+EwJqF9kE1gWxHvSV7XMg33g59/js9i4URRESCwKIRCJPT20iXtY23SW3buPXFxAzIxOZ1Ohh85ojBiGIEfvP8+B8eOZfmNN2Lq7sbgdhO22ZT5ymtpUVDu+SdOwJQpSmW/98YbifvsMwqamznX10eByLjX1sY9GkDH7F27yKiq4nRxMXsnT1Zen3XqlJKYGllTowQGzhYVKcFPUexuNyadyirZ0WxKSyOno4PM5mZi/H6l+vlKWu/J54HBYMBqtUYwlCj3KQQ09H4/ZDCw8aqrGBEOM2r3bgoaGjhRWMijn35Kc2EhWyZMYMqZMzwmgUdk+cayZdi8XtpSUvjw9tvxSWtJTOCbg0HF2Jb7pMtr5p7t20lxOpl/5IjKwUn61a9IFgLOWonx+ZgkVeVUDBlCcUMDcVVV+CXqca/VqrCNyQGY9qQkkt1uzC4X5traiDZCZr+fgPQM+vr6yG5r4/5t29g2Y4YS8Lz6yBFmlJUpSYOrjx6lIwpIEVAxFAxpaVHOhJrcXA6PHcvsU6e4ed8+8lpbievrw97VxYcasJQMlBJtBPGsMUstChozM7FVVmLw++mLjSUcDCpOj1ZsXi/uuDiml5Ux89QpPnvsMXwJCRAOc/emTXQ5nWyVklDBYFClh/IEyuYMCSwgBuegn01KTxIloNTVR48y9+RJTMEgqT09UVkioT8I6bLZuHnvXnKEzxk7Okh98kl8U6cSlJxzE5Cow251oqQEv9nMuIoKJp4/T40Q2B66ejXk5yu2lNnvJ/6DD8g9fZqQwcDWmTMprq/H6vcT7/XSkZyMIRzmfimJ2pCZSWVeHqDDKCW1ukvt6iJXSFBrQZyyaFsXyZWNQ9raMITDXHfwYIQdMEuw26aVlV0CSmmYN+RAa2Z7O6clHaBllNLaTImtrfRKzAKYTJdYJcxm1bmaqmF3EFlp0rq7VcGfuLo6jKGQkpyXwfkz5s2jULJH5ACMFiglt07QA2dCf0Ii6Re/wFRXxw11dYw5dYqmt99mpHStRLeblO5uOqVnGDYYyGlr445duwjW1eF/9dX+68lAqZwc3M3N/UApzT1mdHXRrgOUSozCKCVfTxRtNbCxuRmX1Mry4Z07KdTQXsdr2l9pgVLh3l6e2LCBuqwsNVCqu5u0gweVv0dVVYHBwNQzZ1T22NjKSqbqMEUkO52q9nayKIkSqeLeZ7EoQIzJH33Exy+9RMhkwhgKETIYIgIr1r4+Hl23rr+qLhQiw+EgZDJhiAL4EkXFaFZeToy0vodcuECMADwoqalRAF8jjh3js9zc/vFoA+5VVaT/9rcYu7pwP/EEIQlUPmnFCvKlPdf83ntsveUW7tm+nZzdu9k6Zw4GoVpbabWssTkzHA4FjOM3mSgrLmbShQvYe3roFL4nn4HyOunp6YkA+9haWiA5mRTNehxeV6eApN687z5e/OQTlT6S/QBthWBFfj6jhAR3fksLhlCImJgYbH4/Rml9yOfsjJ//nNHhMAcmTKBHAygvamjgxv37lWC0yBjhjou7BJQqKlK1ThFtdu34UhwOFQDmhU8+4XRxMR/efnsEM15tVhbVubnMP36cm/btU37LHRuLrbeXu3fsIGg08t6ddyogR9Bn8TG1thL0+7G7XMRKv3/dwYNsnTJFaeElSqLbHRWoXqTR62lbtnD1li2se/llABVTIUDY6eQJCdztP3VKAbGJ9l2eAIKW7YFrjh7lDoFFDPrtdrE4RUw+m9raGKsTnI1zOEAKWItJo9TubpoyMoD+ZHjIZFL2Z11WFsdGjeJcYSE3a2IJ5lAIUzCoC5TK7OxUQCNjKypoTk8nJMxHblsbqRUVTDp/nvfvvFOVMLT19vLYp58C0DJ3rqqVtDEUImwwYAiHCRmNKnYho8dDgnRfeiAp2TaXZcq5c7h0mJpl0baauW33bt32M0kafW2RbFARKGWRwA1Wv5+xFRX8+tlnI35HFr/f35/sWr+eGI2t9xWhrVmPzUai263SpaLNld7VxcWhQ1VtNmWRgVLyXosR9E5GfT0JXi8h4PTw4UyVvp/R1UWMz0dTUxM5msI5rT8+XvK/GnNyWHrTTXz/ww+J9flI8HpVDDwJZ8+q2gsPa2jQ1eOxsbEKYEMPiFFcV6fy1c1RGAYsfj+Pr13bDxrRFHfpSQSQuq0No7DvMzXv6zFKifc3tKyMCsnvuPbQISUuk9vWptxzT1ISvpgYOrKyyGhu5o6dOxXA5YiDB3EKSVqR2SjZ5aIjOZmHt2xhQnk548vL+e3TT2MQWMduOHCAwxK7x7D6eoz0M3Q1p6ZGFEHJIjJKxfj9PLVuHWeLitg9ZQrpDgfGnh5CsbE05OQoa1IWq9dLusNBW2qqCsSX19xMXU4OBq9XKRSM9ftVcUSAvrw8rBILlbi2Z5WWcu2hQwrLzpC2NuwuFznSfNy2ezenhg/vnxdBF8q2mUVHp+dfuEA+/ftq/8SJ2IR9bXS5CErgRrPJRIygX+xuNz0JCSQ6nSS53YRNJj64805e+vjjfvAZ0JyWRnZHBxlNTTAAUCqnrY0JEvDozC23MHHNGuxutxKXOC3ZGHqS29ZGueQniC1l5XhCSpSChO6EBJJcLmYvWsSmF17AZrNRWFvLgs8/xz1hAuFAgEe2bFGBZ72xsSrWK0M4zLzjxyMYv6E/NpvocpHg9UYktB/+7DNy2tupy8qKaGH/xIYNdCYmEtCJPQPEa+KuOcIegkhGKVFvPLJ5s4r1wX7hAsyaRWJ3N9dIbbb+LthBI6uruVlqI/g96XyXdV5TRobS/l0ESQWtVkx9fSS2tBASgHXid1UMWNJ8xsbGYjKZMGjOGq9O6714h4Ouvj4Q3hNbNPl8PuaeOMHw2lo+uuUWBTDviovjYkEBuW1tZHV2UtDczAFpT6R3djJn/Xo6k5LYMH8+QARjXbzXq8RpC9rbuXPrVrYJhVoyW0uf1Yq1rw9bSwumykq+sXy56gzWAqUGYpTqSUggJhSiSQIzDdfsA6+0R+QY+bSyMm7V2CzWQIDvLl7Mottuwx0frzq3LJoOCGJcP6mtTTn7HXY7KU4npspK5fNP/f73mAMBUiwWVl9/ff+XBDZjkPxYYQ+mNzVhlnyoUEYGZkl3FbS0KN05ZEnVxAe/tXo11kCAnvp6Ctrb+Wz2bCWeFZXZPxzmjl27yHO5WHn33aR2d/PA55/zxfTpKia3UXv2YL7/fpLGj9dtvTfv+HFmS/qv+/XXKX35Za49dIjZZ87gslj48PbbcSQlMaK2FkswSCAmhtAtt8Df/qY7rNz2dlXRjDkQ4Kl16+hOSGDD/Pl4Y2P52ooVpHV3k+RycWzmTEAdCzGGw4od1JCRwRfTp/PKhx8qMT3ot4f0/HWtyHPx6Zw52N1u5knxYVmXX33sGBfGjOGcMGatj6fMpaA3RJGZKE+WlHCt0F7XJJ2Req2D7Rr9neD10mOzqYpuTBLDohyrMYdCPLFxIx/efjsAvTExtKamMqStjaFNTUpB/ZjKSiadP0/d7NkQBSglghdlkfemKyGBGKsVZ3w82R0d2P/8ZyZ4vWpwTm8veUIxobGnh+L9+3GIXWLq67lQWNjfCl0TbxQZIG/bvZsTcXHMOXAAdHIcspi93v64qA7jsgxg6UtIwO3xkNPRwS379inPGS7p6ZKaGl6Q2mHG9fWxVCrE1CvKrSwsJPH0aSzBINcfOsRVx4+riqjjfL5+plJJd8j2z8wzZ/jpiy8qn9N297BYLMTt3YtVWiN3SDk8gPbkZOqzsihuaKCguVnFetQj2eri+ZfsdNIbChEvtsyWmIjFeE6szHyojVdIjFIJra1KodhLS5ZQlZvLyuuvVxUpDWtoINHppEcCYMfGxvaDVHXipb1WqyoGYnU4CGdlqZj4ppeVXTZQyufzMVPSVYVNTRFddfZPmMCIujoMwSCxbjc9XMpZ3/3FF0wWCrdrs7IoaGlhdFUVG66+WnndGAz22x3SvGl9IWtPD+jENjM7Opgtxe+MgYDClCZL+8cfw9e+Rro09w67Ha/VyqQLFyg+e5ZSyT6JBpSK1unh8Y0bFRtT+/nYvj6laFgWeT60QKkRNTVcd+gQy2+8MQIo1Z6SQtBkonTECMZVVBA7COPtl/K/R/5HW+/V1NQQDAYZOXKk8tqoUaO4ePHif6ld1Zfyf4+I1QQ+n0/1t1tK/qZ2dSkHos/n6+/X+/77fG35ct3ewF1S8n70U0/xizfe4Bevv844qX2WkX6K28Rf/Yq4TZuYc/CgujeuJMZwGHNNDcl1dTy5YUMEGOSaw4f51euvK0wjea2tusFin89HQltbRHDD2tuLtamJOK+XH/7jH3xt+XJmb9qkoIc9VitlxcW8fv/9vHvXXUA/tfhLS5ZQ3NCgYq0o2bhRpaC1FJCyVA0ZQlx8PN3S/OT9+Md8/4MPMAtzLgNVUlwukp1OheXiXGGhEjzSijZJqgJKSQeYHMDpHjcOh1Sxa6qpIebgQZ5+6SWuO3hQST6J7TyyhMBAoLAQd2ws5mAQy+nTxC9bRv6FCzz02WfYPB4FKCXSIsvzcqNQxXf9wYPkNjURAv768MMcHjeORsGg91ittP3mN1yUENGy8S2ugZv37WOE0EpElFifTzG4vFYr56VglJ5YnE4e3bCB4fX1fGPFCiafP89N+/Zh8fvJb2oiVzKIihobGVdRwbyTJ/nm0qUYQ6EIpiOzMO92j0cx8PVErkxPE4BSj3z6KS/85jcYOjsp2bWLEXV13HDggJJM0baVCEpARXle3LGxhAwGEpqbydABAGiZp1Ti95PT1oato4N/e+MNnhFaMya7XIyUgqU5lZXcKDhVSoAvHCa/qUmp4BbbbFiCQcYKQbvnVq/mvh/+UKkeNOgExxLdbmV+k51Obt+9m+lnzjD35EnmLltG9ujRJNbXY3e5uOGpp/jOr37FN5cuxez3M0wy5qo04MqHN2+mT+PcZ3Z2KslF99mz3CNViJRPnaowtc0sK+O1N97gnueeI3vUKJJ+9COlDY3IEJbc0kJcb68SkHJ/7WtAv97wuVxKctn1/PPUC5WGO6dModdqxRgOU1Jby71ffAHhMHfu2MFrr7+uVNiBWrdoHaA0h4M4rzeiKqlXUyl4tqgIZ1wcxlCIX//1rwq4JBpQym63k+x0YpZ0oyEUIqOpCUM4jNFoxGq1Rk0qD5U+p1chBnBi3jx2TJtGnUTLm9PayrjyciaUl3PtF18Q4/erQD/K7zY3k97dzejqaoVJCSIT+LJkNTcrQSFjKKT0GLcEg/2BIPoZLgx+P/PffFO3x3eMz8e3lyyhuLaWoMHAltmzAbA2N/Ozv/6V1954gx++9x6W+noSLl5UntWpESNwSI6gpbSUkRLIUJZ04Tn29fVx9bFjFDU28tyaNaQ7HKQ5HNy5a5cqoBI2GpUWIM0ScDCajK6uxhgOEzKZcNlsbJsxg6DRyIi6OuX8nnj8OCUaJygmJiaCuUWbAErv6sIYCpH+y18C0DR8OKcH0Le5bW0UNDXx8JYtFDU2cvWGDfh8PrLb2xmzdy9zSkvJLy1VAsdiUif/5EkIBMDvJ10K2CW53cRKY8prbla1uBNFPhPldTrv5EnGVFUpgbVPBWY1WYY1NJDg8ShJuIPjxgFgPXiQ2K1bSfztby+xv5w/j7m7G4/VSouU0AVoSUujSnKYM7q6yBECPMM2bOCaI0f497/+lXnHjvGLN95QQHpbZ8ygLTVVSTTLwRwxKZYq9XPPaWuLADWY3G6CwWAES5YWECVLYWOjKlnWLQAws9rbuWXfvgjwm0gTPf7iRRJdrn6wl3DOiMHUrI4ORQeoGKU6OxXAgVxZmdTaSvo995A1ZQqxGzYoTrbFYolqX2kltatLdebF1tWRqqMfCpqbyZac5DMSY6gWKGVEbWcZg0EKmpoUPTFu1y4S3nqLuE2bGCXZmpnr1ikgGuhf+wsOH+bXf/kLU8+c4ZVFixhZU8PolSvxS9eTE0XB3Fzl2WvZQbI6Okhrbye2ry+CUUqrw69avJifvv22UoGZK9nJ8hnRLIEtTRJQKru9nWnHjql0kiz7x4/nz488AvQn88QEeWFlJZMuXODmfftUbQZjqqtJFVrnTrh4kYe3bGGEJkk8/cwZXefWEgxi0CR64ZKNmeh2K3aBKJPPnydRag35g/ffp6i+HlMwSJ50DjywdSupwrw++PnnvLx4seo3ZF0R4/czREigikGmgosXsUjJkLyLF1Xtw28SdFGQ/r3743fe4QkNi07B7t3EnDiBubqahL/9jWAggCkQIEcoHMg+d457tm/vb31x+HC/TtdhlNIWA2Q6HIr9+N5dd7HihhuA/oCwQWKds/j9fHPpUn721ltKi8menp4I+0JmeZPbddVLNrts6wVSU+mUAEpJcuUfUjDV41EFpAGlYlkWq99PVmdn/31JessVF6ewbli7ukjv7ub6AweU/QL9rUe+uWyZKsHZIVTdy0D+mMOHsW7dilH6nMhKkNrVpSQG6jIz8Uj2mLYVxriKCsZUVCiBP0Vv2WxsnTWLPouF3PZ2jECfxUKjdBaU1NYyurpaFRw2+/0M1wFLGAIBkk+dUrFojisvJ7GxkXgd3Wd3u1XtLkXR7jNZcltb+ebSpfz73/+uej1WsGctUUDEIwTAbFpXF7mtrdyiAVJC/9msR58PYGpv1w2Sxjkc4PdTVF+vSozJa3FmaSm//tvfGFlVpdhDm+bNY9fUqWAwqM4eWWJ8Pt2WFOJZKO8RkyYof82RIwyvr2dUdXUEo5Qs2kRnSk8PL65YwU/feouMzk5Vu7UETRtxrWh9fNl2FkUMOOsxSumJFlAcI62XRA3wRAa76Ol/UWTbTAuS0kqZlBgV/QPxucrnkF5L4ARpnyogaWE/DJeAvJ1JSZwaPpwPpCQb9NukzUL7Slnka5yXfG9Zjk+bRtBsVs7b/OZmVXV2Smmpah1b/X5G6DAYie1g9YBSw+vrVevGKu3N2L4+1fyMKy9nXEUFOa+/TnFtbVTfSrlf6VmGpbMgr74eg7DvU5xORlZVYQoGMfv9Ksa1BI+H3NZWxR8CGC7Zu8ZQiClC/CfT4VB8cqekXxsk23a04DuMOXIEtzTXOW1tKrBmstPZ32ZR2geybSMmUtMdjkutXqTXWtPSlKIAPTHX1Ch7vLiujpE1NVwjJXdlhgj/+PEYrVY6dZjSctrbyW1tVTFVTD9zhuz2dqacPInd48Fht9Or07qp/aabgP6zV2ypN6G8nOH19QqbQ6LbrQLGZnR18czatfz73/6mYttL6enB6vOp5kQr0+V4prD/Eh0OxQ6wtrUpLZKgP24Q4/Nxo2STuIuKqM/KYt1jj+FPTMRnNrNbKs5K07C5ipLd1qaAKftGj6Ze+k56V5dSNCj7SXoi+udi6z1Zx8n2r0fDxLT4zjsJxccT5/GQ3d6O3W7nmQ8+oKixkcJf/IKSmhqmnT2rArrZvF4VW2J+czN379jBmKoqxRbZOG8ea665hnfuvVcBQsix3aCQjL362DEe//RT1TqH/sLHa44cIeh2q4oyZImT1v45SefktrXpMkrJ7bdFH18GSS274QaCRiOxHR2kdXUxRgA6pWhAiLLILZhlv3fFnXdSrrN/WubNAyChvb0/WSqIwigl6Cy5hWucxYLl5ElMGiCYNtbkk84+k+iHhsOk1tVhEthIbty/nwnl5Yyurlae4esPPMDi227jo1tvBfqfX8DnI8np5O5f/pKJFy+y4MgRJQ4yTlPcIdqbN+3bR1FjI/MFO0VmlGrOzSVkMGDy+Rh5xx0UNTbSa7HwmQR2GYhRSpkrGShlsxEOh6mPwsbok+ZPbtEeTbfntbZy2+7d2OvqVPG8GC1QSphXGSjmTklR1rK5srK/+4Pfr6zPjMZGhbH0m8uW8dU//UnJQdj8fhWrquwXe5OT8WmKE2R7u0I6A8R4eDAQUM7QxLIyClpaeHzTJkW/RmP+kNnOhp8/z+3r1vHCypWU1NbywiefqObK1t2Ndf9+5kusUcrr0loVwcEJ588T9vu55sgRUjs7KWhp4ab9+xUmJYDK664jQ8hzakUGTMhFo8MaGhhdXc2s06f55rJlFNXXKzbqpAsXCEjzqS1OlvMJTpsNV3w8p4uLVe/HBAIqW8js9yv3neB289O33uLxjRsV3+DYqFGsvu46GoSYkywTT55U4kNxXi8/WriQry1frsTLtPcWTY6MHavKPRhbWrBu3cqPf/GL/lbjgmjBCBkOB99btCjCP5dZ5+oyM3HY7aR3d/c/E/r3UJeUoxLXd0ltLYVNTVy1ahVXSWdqixS/kG1zGXybIjBRqYBSMTFKC3jr/v0kC8WX0P+8hkhjk3XZgkWLVAWY1x86RFZ7e39bOen7ndJ4xThcfF8fc6SOI9Cf19LanrKIvrYIIo2V1kKv3c5ns2cTNBqV4itZ5PUyQyhgEc9BvZhfZ0YGbz7wAHUvvYTDbledk9BfQKMHsLJ5PBFt5eAS8NFisRCnaecI/UVaLpuN2uzs/vE1N6t8a4t01oj2cbLLFcEoldXR0V8YJO556XnZJP0Tlp6bzCiVpDmzixobuX3XLmy9vXisVjokXS3qWfkZ6M1dstOpAkpZHA4IBlX22tSzZ5UzIRgMDsimFAgEIsCLDRkZrLnmGhbfeiulI0bQK+fUz5zhB++9xw/eew+7y6UCSUE/Y2rQYCC7s5M06X4SXS5+/tZbfPejj8iW9IbW34rV+OmGUIj8pqaoBfAAIZsN36xZVAjMVd0JCZyV8hFisaUMFjOEwwxpaVFy9dGYPSefP6+LCwAi4kjTysr41V//ytiKighf+cVPPmFEXR1PrVsXAQ6Tdcex0aP54PbbOf/001Hv9Uv53yX/o0Aph8OB3W5XDh+ApKQk/H5/RLuAL+V/p4jAqHA4rGrd4ZQCfv/ywQeEq6s5ceIEbrebSefPk+lwMLy+nuE6dJKykR4rHeiWYFCl3OKlSkyAGzUt9wD+ceedrHz5ZdrXrKE7K4tkl4tvLVnCzXv3KhUU03Sqz+cfO0ZJTQ3JPT1MP30aQzjMkSNHiNEclHI7gOSaGq6WkkLD6+uxCoaBHGivKCjgzLBh/QChKIp75NatCnACojNKNWRmEhcXp0pCZnd0qILZZrMZY3s7L7//Pj955x3SursJmEyU5+ezddYs2oVKaVkGAkolaIBSrhdf5IDUsstQVUXaww9j8fm4de9exfFLbGlhVmkpuFxkSwdx6Ysv0vbpp0o1mG3TJoIC4veao0cjgFLy4ZjV0UGOYBTJzkNddjYuyQBvS0lR2kq0pKVhNJnokd6TA3vyvPZmZGAMh1kgMVTVZ2Xxi+eeo08af1xf3yWgVGws5zTOiCgWnTYBZqm6cYFQRSFKTkcHJTU1EQ5GsmSEZLW3R03Yy3JBnsfeXmJ7ewn4/Uw7e5YkhwPbokUkSfOe19LCZGmeN1x1lSpQZ5JAUvLe6khKUvbeeJ0KXTlpbAoEmH76NLmtrUqyaMGBA7yyaBHzvv/9qMF2ed/ME5yLRJeLeK+X51et4jtLlvCD99+nUHIiARqkysTr9+9nzokT5Dc1Mbq6moT2du555x2MoRBWPbazYFABmpnCYa4WHJVJe/Zg7Olh7rJlFDQ3EyMZeYVNTUyV2ob0ZWREOCV2r5ekrVuVv5N7enjlgw/40bvvMuXsWeZt2kR8Xx9tRUXsfPZZfv3008pvyHNsCIWwffAB8X/4A4TDSmIRILu2VqmADQwbhm/6dHrj47EEgySdOKEEspwvv8y2H/yA0uHDaUlNZduMGZzTBBdTu7u5+tgxbL29irPo0jB3iYGJ1O5u/uXDD/n20qWqYBuANyGBZoFhrDEzkxoBRHbrnj3Eeb1R+zvbrFa+s3gxry5cyPUHDjDvxAleWbSIOSdPYjQasVgsugEfv8lEfmsrVx85QiAQwKCjF+UKWNnRz25tVYLG5mCQETU1igPz4W234dTQfYfoD2jLiQs5EFuqAevYvF7sf/wj5poaXaY3v8XC4ttuI5CeTlJLi1I5agoGmXnqFAkeD/d88QU5HR30xMfz9n33UVFQoDjdMogkrbubOY8/ztXf/a5yRjnj42mQPpfyrW9RLKxBuOSgZXZ0kLFpk5Kwhf42H9dL1LoAHunsiJUqfkKJiTRGCfDsmzABuJTI9qamgsmEIymJozqg2zmaYIYMkhNF69hkOBzctG8fcUePErLb2fvggxwRfvv80KH0CJVSOW1t3C/c/6izZ7nmgw+YIQCZr9u7l16vl1AopEpcJDgcxK1bh7m8XBUcy+rsVMAP5lCI0uHDOadZJ/KZGI3avDw/nyU33aQa65MbNvCD994j0e0mbDBwXGeeTdLvyqw55woL2X7VVcr7LamptEmVuhkOBzkiNb7Xyx27dmENBLhnxw4lQFk7fjyfSyA8Ocl/7aFDpHR3qyrW07q7GVtRwSuLFilVbB7pzDRLQCnZeQ9J96UX/GhPSsIcCqmSfyIoWdu2okYKdsjSkZiINRDgsU2bItohiX9ndXYqgRURKJXpcChsJPWZmfRaLP006EeOYGpvJ/WFF8iQAj9mgZ1UlG6bLcI2yursVCU84+vq+gGTGhlZXY0xFCJQUECrpBdtXi+Ew6r1JyZLrz90iJeWLOHbS5aQ09bGLKmSDy5VSZk0QdKRNTXcvns3lmCQRwWGPIPQKlUGGamAUtIcyvbN9LIy7v/Zz3hiwwbVmBI8ngiA59i9e0l0u/nKhg2U1NTwvcWL+fqKFcoZIQc5ZKBUtP3RZ7Ox8oYbaMjLo9tmw0g/2CLG72fOiRMUSYlPSzComnOTx4MhHMYj2RljdFqNibJJ0xYMIEaHRUK2MaOB5sZWVPQH5ru7yXQ4ePGTT3hmzRq++/HHPLN2LZPPnydkNCpgn1xB58qJ1Nz2dkzBIC+sXMnLH33EBMmGFa+Z2N2NQXrOcV5vVHB8ZnMz31i+nCS3m0kXLvTbEdJeTReSpCaHA2tHB8UNDZj7+vAkJSkFA2KweeqZM6o23XLiQXu2TbhwgSS3mz6LhYq8PHpjYpR1ZP/1r7F3dXH3F19Q2NSE3ePhiY0bGVZXR3d3t7L266Wz1N7aisXvVxhx5BZEMiuUPzNTCajHBAJMOXeO4bW1BIPB/pYtknQlJPDZzJlKoEqUgqam/vuSbJ4uu53dkyfT8tln7Pr1r/FYrcT6/dgFwMkojX8HGkYpaR8l/eIXpD35JFOfeYasjg5mnjqFUWLde/Uf/1D2ZLfdrrSDknXyGw88oNjs08+ciQBKuW023HFx7J04UTUGp6ZKWNS/Q5uaVEkpUea++irPrVmj/G0Exh4+rDBKbZk1ixUSK0CSy0VulOS2HhAL4HuLF0eAaAFSBPa3yxFTOMydO3dG9Y1zNQAd5XtOp8rOkSXe4WD2nj18c/lyVbBLXosPbt2KORjk+dWrldeahXUk2ieyPyknAcy9vcw+eVLxg8QgeEFTEwkejwooVdjUpCQ+0h0O1W8PFEB+ZPNmhkstJr6yYYPqvEqV/JimtDRqvvc9ZW3Kcrq4GK9g52d1dqrs8vymJsZJCTC4dE47dOICoqRpzmWrHEQX2Du0YtYkTxI8HuaeOKHMn9bPaE9KirgfmUEiw+HA7Pez4NAhFcNQhsOBta9PAVR7rFZqpTajcdXVnDp1CktfH3NOnFCB+Eqkc6QlLY2w0UhpSQnVUjFCelcX5rNnyVmzRlU8J+vGc1JRhiz1UnxAPm+1eyblzJkIwJ82KQ9qoJRem/vsjg7V+RDT0IC1r4/vfPRRP7OE5LuI+uzrK1fyvQ8/JE2av1mlpST39FBSU0NhQwOEwxTL9v3tt+M3mchraCDtN79RXfv51au57uBBUqX7kBMztt5evrd4sYplprCiAmMoRElNDYkeDx6rlRD9/pjsB3dJe65eYO0KGgz4TSbS29sxnDpFSU0NryxaxI2CTkl2OiPAm3FerwoUagQV0yBAW3o6G666ij899hh/ePxx9mvazvedO6cwxsl+sZxQk21m/6RJmM1m3ZaSt+zdy/cWL+YWofhu7smT/Uleac/unjxZWc8AjXl5tCcl0XTzzXik/afHjCbKLA2L3NjKyogkpREoqa6OmiiC/kKhh7ZsIUWwZ1N7ei4xM33+uerzdrebhz77TGFZcUtxmd2Zmaz6j//g3595hnLJzkiXWGRlyWlr48Z9+7jm8GFml5ZiDgapzsmhbdEi+qT7lhn1PFYr5QUFuqAcUCdwZdslHA4ridYk6dl5NIxWrSkp+KZPB/qBcAlCDNXc1aUqWJPF5vGoEtf3btsW8ZmdU6awe8oUWtLSIlqJHR2k/aAsRsC+a1cE464xFCJOWuulI0YQoj+WKYI4RldVMfnsWUKhEBanM+JcqcrN5dD48dRLYJTi+npGCfspSSrOm3PihCoelNbdjSkYVGJ5zoQEVRu6kMlEy6FDdMrMN05nJFBKZpQS7F1ZDw5bs4aMW28lTsP03We1KgCDxvR0Za+Z6upob29n3759dLz2Ggu++11lvmwejzLOSefPY/X78cfF0SrpmKa0NPwmE/F9fSRK7ZAtgn6dfuYMcb29qvZ1cCnpnuB2UyK9V1Rdzfnjx2lublZACJ7ERKV4WL7ef3zlK+ySWsbF+nwYhaJfLaOUKRhU/Nkem41AIEBLQoIKaCdLWAa9SOt3oKKfCeXl/MsHH6hYkmWglCEUYlpZGXOFWOxQCdTkGTJEiTmYq6oIhUKqM603NpZQKERxXR1FjY1ktLdT1NSE0WgkWeM/5Er6xZOWhvO731Vi8nAJxCIX/YqMUhadOEOsz8fjGzdiCgbJunCBm/bt46pjx4jx+bjq2DHu27pVtUfHnT2rAmzrJT/HaIDnsj0u+rGmvj5SKitVOagpZ89y/cGDDGtowG8yUXn//cTFxSnM9FqRgbtJkr4TAZ/ZHR08oInpJUtneLTiZLn9fK0mlqId+527dvEvH3xASXU1YyorSXK7mXz+POZgEHdsrFKY0igApbZLemzC+fPMPHWKVxYt4qUlS0h1OiluaFCYUGWJ5iNA/5nempLC7598kt995StAP6NU4i9+gSkc5qb9+4nr7aWwsZGRVVUqEDbA0+vWqdjZ5OJjGdTXkpbGZ1J3IjnuKwKl8qMwSMoi+++ybW42mzH7/by8aBHfWby4f2/KIEa7vR8opSk4FyW+t5csKZb2+gMP4LrjDiDS3v/eokUUnT+P1eHAbzIpvnCeznjbk5L48Je/5FfPPst+KSYri+y7yH5hWlcX8wQfRWa989nt1ObksE5gCZJFvj9xrWU4HIrtqweEcyclUZ2bS/1DD3FE55yL8/ki2hvKom2xKf7fajAQK50Joi/cZbcTNhiUtndFDQ2qoqE4qehT3KNxfX3gdBIv2N7mUIgRmpyzDJSKl+bQLz0LGSiVqpOjlm3QmpwcxdeXn7ExFGLisWNkt7UpPqIIZErwelW+kdXhINHhwBwKETCbqcnOxhIMKkD9UChEjNfL7JMnIwg/AHy9vRH5k0PjxrF7yhROjRsHBgMeaT/cuXkzmQ4HGV1dfF0HkFaTk6PE9GRbdMKFC9h6e8lrbeWFTz7BFAwOCJRK6e7m20uW8J0lS1Sxeq30zZ8PVitVGqCUfP2chgaFOEGOl8wqLeXljz7ifknPx0fJNQ4kc06eVHwl6LfdrYEAz6xdSygKU+GQtraIe5afe9hgoLSkBN8gPvSX8r9H/keBUj6fT4Wah0soem1f44FEpj3/8r//+/7z+XwqSnq3YOikNTeT296OJRgk49gxtm3bRkhTZabnoLbotP0SZXSU9jiyNKen01xUhH/GDD5/8UW6EhLI6OrihoMHeWbNGhLcbsX4+umLL3JWCnzdvmcPL3zyCU9s3MjDn33GvOPHmfj660wWKrMPjBunJDyLpKS/nqgC3AYDW3QYJ2Sx9PaS95//yXOrVvHMmjW6Va3HRo1i34QJxMfHK0agLGKVmdlsJuHtt1XVqzVFRfhiYuiy2/n1s8+yXkjEQj9YxRAOY/N4uGfbNlX7AZvLRVxvrxLUNM+Zg1sKRNpXrFCSPAD2nh5MHR1M+c53eGDrVh7//e9JlYyZlvnzISmJk5Khl7h+PWYhcXPVsWPESYmk7O5unlq7lieWLCH71CkFMHC6uFiZ+7BmTkNGo0JR3pKaislkUtqKyYag7EyXf/vb/e1UJGlJTaUrMVGhfY7r61PmzxMbS3lurgIwasjIYIdQGRPjcimJI1HGX7yoON4nJMPLHRvLHsn4m3bmTES1eXJrK0lOJ9/5+GNVG0FZ/vTYY2yZNYuyceM4O2yYssbSursxCQ6huaKCbClQaAqHSe7pIWg0cmbYMM5rgrwPb9miGGTuuDgqpYCKWHUgJwxifT6GtLbynY8/5uHPPuPbS5bwwJYt3PXFF4yUrherCagvv/56ll9/PWfHjOHN++9XtQ2B/iTNLXv3Kt9Pdrl4av160rq7CRsM7H3hBZzx8SS53dy3fTtfFahYU5uaGFteTqy0xprS0vjk2msJDNILXhZbV1dEoEHu19w9b54KHCQzxmRLPbGhv6rBFA5jDQR4aMsW5R6qvvpVDFYrjqQkltx8szJ/6+bPZ/U11wAQ2LOHFKdTBSqzud0K2KRv/nwMRiNdkmOQI1XLdCQnQ2Ii9uRkPrjzTn731FO44+PZefXVXJCYEwAloCmKNoksBsZG1NRgDgbJdDhUjF/Qv6+PSkwp0O9U75g2TUH+xwQCzD9+XJ8a1Wgk2etVAkG37NunBLiK6+qw+f0M+/vfVewZAD3x8ayRWrnduH8/xt5erDqsByEJkNqYmEg4JoY4n09VJTHz9GlifT5CBgOni4vxSboL4POZMzkg6aMZZWXE+P1K24KDGocUwP7HPzLktdcUg7krMZEmaY0cHT0ab2wsnc88A/Sz3hlDIeaeOMGDn3/O4xs3MqOsjJDBwKLbb1cAo2Kyt3T4cGWtwCVwnSs+nlaB4QL6KWodUtA93eHAFAzy7SVLmPDHP6qCAwVNTcp5+5eHH+at117DKwTr+66+Gpcm2FI2bBjv3H23ordklhFverpSdb112jQlkLfi7ruB/qCt6MgNBJSSwQSzpfYSAN2//z3enBxVkHzvpEn824svslkC/owrL2dIWxtBg0GpRBx7+LAKCFnQ0oLx888x+P1KYHaXVLls/9OfsGoYHLI6OshtayOvtZWAycTKG25g6+23c27iRKXS6+qjR7ln27aIQI4sDZmZHBk7ln978UVOCvtQPsu7MjJUAGdZ5FYEiRLr2YWhQzldUkL5nXeyae5cemNjVUCpwdgBOpYtY+t3vqO0Z5CTd8UNDdy3bVsEG4MWkOuQ1oLJ7SYUCimJgl6pKlcrtVlZnJHWk2iHiMldbbuJL6ZN44ikTxrT03n7vvvos1gYXl/PiytXqj4r3m+Gw6EAeewaB1lmRHHabLr2Y7Z03xaLRQmGdggJry67XWmXK8sQDXigcNUqbpUc/70TJ/KPO+8EUIA9gbFj6ZXWi83rJVFqLyyLmCyVAbL5ra08t3p1RFJZFBnApWcTyBJ77hwJHg/jpX3gu+EGBSQn6xEZqBHn8/WzD9bUqO7RCHxr6VKeW7WKUZWVqsq/vNZWZktnU6HAlCknx0xNTf2MUpr1WTp8OKXDh/OHhx4C+ue/TlpjBc3N3LB/P/dt3848TZKoVVPhemLkSIVZTfW5lBRKhw+nNiuLnQsW6IIRY3VYwBSglGY/90n2ycSLFxXwYLfNhjkYVJKvckD2+HXXKa1vZPEPH86ym28mYDSS1t3N4xs3KlTot+7ZgyEcHpTRrFNqBSJKUk+P6nspTicTmpp4ePPmiPYcKdXVis6vnzBBxTIjg6bGVlYy8exZrnnrLcZUVFwCSmnGNkoCFNTk5BAwmzFbLIoeS/jHP/jO4sXMkipRZZDDzNOncTkcCstIvdQKMKmjQwFe+ux2Ze3I4k5OJmCxKL/z2Kef8rWVKxlaW6sApVrS0vjFV7/KlrlzcUhMFoACpMtvaekPdktz3mW3g8GAb9Qo2ktKlDWUJSSkZV1VK9gGYktibWtos8fD15cv587167lz584I8J7DblexXYUsFuoKC1kt2TOjqquVdgCyLpIBzDunTVPuqTMpKSIoLwKl5CBsm8Y20IpfOj/GHT+usJ+2pqYqxTx2tzsqk2aqJvkpil4aPkOzj7WsrHoSjbVKlN7Zs2krKmLPpEmKD5GjcxbGOxwU64BQ9AC+pnCYXqtV9axlEExzaip9ko6wSoxSk3/xC+7fto1b9u4ltq9PSX71mc0KOMEs7J9xFRVKwC1HioPIkqOZ7z6zWfEx5QRib0wMue3tKrBwmhRv6LLbcT39NL946SXFBoX+hPaWW25RgP6JbjcGyabN6OzkaytX8tD69YpvKq8/h4adTStaAGza+fM8t2qVkiyuE/aOLN9YvpxJwj674cAB7t2+XUnOam2ZUyNG8NOvf10B6AOU5+XRZzZjDoW4bc8ebtcwj2U4HOS3tGCk36b8yTe+wcJ77gHA1trKjo0buUk6Y5KExICcFBbtb9nOumvXLr73wQdMfOstFchb1hNiCx2ALunetUApGWwZ19ZGsrSP5D0zRnO+ggYopYkB6RW42S9c4L5t28jo6sIYDjO6qgoTqFqCQP86H1VTwzPr1vHA1q089umnvPDJJ3xr2TKuOXqUEeXlhC0W3N/+NhskHWXRSQ6NrKlR7EHXAPva6veTKoHwoT921Sqs0d68PIJS7OJESQllw4ZRm5XFpnnzlNbSMRcuqIqIZEnr6opgn8tta4vYT1ppz8wkbDRSn5VFY2amAqKQxSgxp8AlnWcMh8lvaWGiNA7/lClYLBYVUEoG12lZO5XfDYeV98oLCjgjsPd+/uij/PrZZ3Glp9Mj2UTRgK+yyK0D37vzTt6/4w6FaUgW+SzQA+JpZUZZGfMFxgo5HjCipoaMP/1J9dmc9nbGS6CC1rQ0Oh99VHnv0LlzOBMS6ExKwm8yERMIKL9lCId5at06bjpwgDt271ZaPO2eMgVDdnZEcsmVkEDIaOSNBx9ki9T6R5QRNTUKCEsswJbtl0Tpur2a5K0nNha3FLe7Z8cOCn/2M+U9v9WqdCwQJdHtVjMSa/wBj9WqimedHDFC0ScnSkpYef31HJVsn8Fk5KuvRrSvemTzZhIlXdmQlaWc12IyuKS2lsc//ZT0ujpydM5RuYCsUlont+7Zo2qXmtrezj3bt3Pf9u3cIACo0rq7FVswaDTSl5CgaovnysgglJdHUNrX8U6nkiztkF7TY5RKdjohHKbozTd156E3Job3HnmEsmHD+OCOO5Q4QeLvf0/3K6+wf98+xkttA2VQoniOyC0bnSUlhCUfOGQyKT7HrMOHFeBjq3TmzSot5YWVK7EEgzSlpSk2sjzPU86dU1pVWQIBKhYupPZ73+NaiYm8125XACcAB8aPx5GURK8EEIX+OEAgEMBgMCjFPtpijaDRiCcuDq/XS8hoVIFiZZtYPssL29t5dNOmCF0/mMRIBWRzSkt5ZMsWlU0in4l9Q4cqzzCmqopwOKyycRO7uwmFQqpi82F1dbpAKfn3vWlphMaN45df/3pEEaJcTBrX10eaw8E927dzgwDU7Jo3jzfvvx93bCwFLS18//e/5ysLF3LjgQPcvWMHz61ezd07djCntBRTOMyhsWPZqclxyNKnATJpGXRtUttc2V5slWyCAmkfBsxmzhYWYgqHlfW3Y9o0wjk5GAwGNr78MqXDhysAUGV+GhowhMMKUEp7Xsk2nlOyRQtOnmTBoUNKbEwrcuxfFyjV2cm1hw5xvdBNoqSmJoLdpjY7W2mlJQLdt82YQWdiIrE+Hw9K8Q4R6KP1d4ZqisfqBPvIabMRNhrxxsbSIelGQzCIRdK3sT4fN+3bx7eWLuX51asjYi6xUn7pbGEhpePGKQyj8jnYnZDA0TFjVCyPIlBqMKmXbLeC5mYe3bSJkupqMrq6iO/rw+71ktnZqbREc9vtWKXWe9Eko7OTGCne3JSejltiYJZFtvFN4TBXSfqjNjubNmluRPBP5ZAh1BcWsvL66wnk5NAbGxtRSCCPXwYl3bttG7ds3Mir775LWlcX8TJQSpqfPZMn8+b999M0ZQqHpOJq2a4VAdemUKifVairSzn3RfFK69jv96tAdrLERmGUAnWBSSgUwmAwKHiA5K4ujL29BOPiFAAcXCqyl/V4bnt7PyulzDgYDBLX2xsBnDE3NSm+tuxXa3WmTZrzeMl28EuxSfm3UqRzdfWCBSyTWq/KhbadSUmq+CzA7L17WbBoEd9ftIjsjg6CBgNnv/99vBJoLmKuHA6F1dWRns5nUqx75qlTGEIhQn4/337/fe7fto0FOvrA3t4ewdYv25kykYFHB9wv26X7JkzgREkJ791xBxgMCvBt2pkzoNX9Hg85OqChOJeLmadOce+2bby0ZImyP/WKUgG8N9yA6+WXMRgM1Ag5yV6rFUdiIr3Z2ZjCYWU/hMNhwuGwwmgqF0ZHY5QaSK45epTvL1rEzNJSbtmzR/HbAMacPMntu3Zx4759ETFZrQ8cDafw/zcm48v/9P+7EjEP/pH/PrFYLBGAKIXaV6cXtZ5k6CjhL+X/Hjly5IiqOgcuOQCTBCDMyJYWyux2Rp4/r7SnA1SU0bJ0DxkCUsA1YDKp2B+AiDYBtfn5GNLSyJeM2WBuLomJieTk5BAYNYo3v/ENZh86xNVffEF8Xx9XS4GP1owMjFlZtBQUqCiR5cTGnTt3qnr57pk7l63XX8/QmhqmnzlDsYY2VBRbMKhKEpdedRUdRUVMPHmSGTpMQ5mffEJmxKv9snf2bD6/8UaswPDhw2nS7InZpaXsv/56nHY7eSYTCe+/r3q/edIk1Vjahw0DgYnLHApR4nLx2Ecfqap/ZJleV4cxHCacm0vW5MnERHH+i2prSXvvPZCeT7L0/9aMDFJGjCAnJ4fWKVNwb9qEraODRMnB7UxJIdXh4MHVq3n9a19jwdatjJACPUM++oiQNKayqVOpGToUx6lTJD39NI1nziCaw7XFxeS3tNBUXMzUIUM4J6Pt+/qw2+1KctU2cSLN2dnkSs+5JysLu92OLy4OXC5SjUYSZABYSgoWm43K4cMZc/Ys7uRkdtx+O0W5uQxdv56k3l7dxJdcvd+Unc36Bx6g/cAB+m69le6GBjh5UgFzhA0GagoKKKypIbunh8cOHIgaLHMVFbF/+HAyMjKIa2ujKzUVu8fDyx99RKsQ0I1ftSoiCFs1axaWjAx8v/sd1Zs3E7tmDdktLSojyJeYSE9uLgigg/133EF7KMQdGzcyvqKCKefOKZWKlmCQyYOAFr25uVQVFdGYnExXVxeOu+8mXUiG53o8TJHmYsX993PvqlXKfLry80kYPpy98+ZxswRQ0tJmTq6tJV4yypY+/jjdycnccPgwiVFadohic7lI15xPcgWS4fbbqampYVMgQE1hIb1WK7fs20f66dPkXXcdOTNnMktwHs2hkBIQss+fT0ZnZ/+es9tZ+sgjpHR2cmzatH5a3h07SGpvp1gao7ekBIfTSW5Tk5KMtT30ELacHOpyc6GignwJSNGRl0dJTg6FhYWUConzUFIS6194gflLljD96FEF/CZLGDg/cyarbTamHD/O0NpasrxeRS8ME4xALQjh9K23cn7YMG7bsweXzUZvQQEeo5Flo0Yx+swZHlqxgvnHj1N19934NA5qTk4OOZrqXhlsMqypiW+/9x5JOkHmsNlM2Zw53HD4MMnd3YxqaiJdx9i3FRRgj4nBHBeHYcwY0ABXlbaTSUnEp6RgFgLVHcOGUWWzMae0lPHl5ZRNnYoR8CQl4Zo5k8DatRFnj/3QIfIkII8nOZmPHnyQKUePcmT6dOxxcZiffRbf3/5Genc3I3t6KJHWppwMbMrJoW30aEVv9WRkgHQe7l+wgKPz5vHoxx+r2pgF09JUgYy+hAT+8t3v8tWWFlLeeotcl4t5FRURNN1wKRDUGxdHZ0kJeXY7wdGjQZqXuBdewCjMWUtmJiueeKL/Pc06COfnk5iYiN/vx2e3s+zhh7H29XFx6lQapXaos6qrOTR9OvesWUPa/v2c/dnPyN61i1s3bcIQDivOZ2N+PqllZUoyPfzMM6S88AJpq1eTkJTEW88/T15dHbUTJ2I3GHAMHQr79yvghbqCAtbcdx9X79zJNOEcbiwqIreqityFC8m56qp+drbYWPbedBMzLl4ktrKSJCFIDjCirY3h0llUOX48xsxMQikpbH3uOcatXMk1O3eS6XDoJkMOTZ/OhREjiE1NRXa3PDpMJ+7iYkw6yciU7m5y4uKwSUHHllGjiLPZaHrlFQ5t24Yd8MXHEzIYsPr95ElrpSk7mxxNgCqUl0fa/feTvmGDsq9jBODd6OpqmoTAWlZPD32aoI9n6FCoqMAeCmE3GMiUHOL4e+8ltG4dRmmNXRgxgrq8PE5MnkxGayvzjx9nfGUlZQ4HHWlpqoCpHDDxm81su/ZaaqZMoW7iRNoPH6Zm6FD6cnNZ9vDD3LtqlZLIlyVP0LGmUIihfj/tyckkS4nEQ9OmkdzdTYl0/pmsVjqzsyOCd+k+H3a7naysLFKkM6RqxAjSpLXjTUri7OzZrI+JYcHQoSS8/rqSGAkajVQUF1Ny8SJ26bzozM8noEkOx44ZoyTKE30+SjSBoiyfj3sOHmTSiROq+1RaXiQmgg4woWzCBK7WYU6FS/bxyNde49/kF6dNI/WRRwi+8Ybqs43FxYypqlLObyOXbF1Z5ABHVnc3b2lARxM0AbO++HhaR42CDRswdneT6HSSp7nn8vHjKZUS33bAbrfTWlgIFRUUt7crADatNI4bR+YXXyh/uzIz2ffww2T94heqYJgnMZFVjz0GQHp6Ok/ecQehDz/EKNhQqW43XzlwAFMwyCf33UfYYCA/Px+73U6GRr+fnDyZKcePK20mds+bx7mRI/nqu++q7z0mhsZHH8UntBjui4kh5tw5On79a2oPH2ZYVZVqzjK6uphTXU2KtHarhw6lUKcFk/s//oPY668nvqeH9558ksc+/jiiRdWUhgZuEarxQyYT50pKGHP2LDf85S/K613XX8/FYJDdKSlUWixUFRXx1XfeYUhjIw9KoPNngb3BIDsmTCBbWpfnS0oYeeGCAvRoHjoUu92OzWYjJCQbZFth51VXcaGkhK+++y4Tystp7ejAGA4TsFhwTZwIGzaQ2tVFgbT3/EVFuAoLCRqNynp0Jydjt9txJSaq7LyvfPop5yUwrjc9HbtgB9QVFDCsspJjU6cyb98+8js7CWdmkiT5j57UVOx2O9nZ2SQnJ1NfXMzYykryq6qwS0ULqdLzODltGodjYnDbbCQI1/DrgBRkW++qEyfYKwU2ZfGmp3OhpEQBNoYtFhJTU/HGx9OYk0NuUxMTGhrIjo+nS66YzMhQ7MVDM2cyb+9eWgoKFMCrLHNOnWJSRQUbb7uNEmnvlE6ZwnVC+2CteJ59lpi//Q2704ldPm9TUxU2ziSPh6JBgAYHZ8ygx25ndnw8CVJyvWzcOLYvWMC406cZVlVFUXW1qk1B2GDgxPTpFK1dq7xWXlystD07ecMNTBQSYgdmzmRWFEaqmE2b2LdzJ8ePH2daUxMmSU+FDQYMb7xB5blzDPvP/8Te1UWi9GzKxoyhKymJufv3k+VyRYC2ARz5+ar19Pmdd9J59CgnJ07k6ffeA6+Xe/btI2vXLhKle5t34gRjJLYcb2wspePHM/PwYUa1tBCvUzQDUKipFM+V7I1QYiJbZ8ygdOJEbvzsMyZIBQ4tmZlUDx3KTA3wLEUKELtTUxlTVERycjI+mw2k37OmplJZWMiJ8eMZ+qc/kdTTQ0Z7O/aEBL6yZImSDHlm3TrF7wbw5OWB9Fx8FkvUlnieuDjivV5GCc/NPXQo3pQU0DCzFbS08MSmTdRMnowhHKZQWmMlzc1MXLqUIRpGsmBKCna7nZNz5jCntJT2tDRi0tPpyMggt6lJaaHtjo9n8803c9+qVWR0dfE1yZ9systT9lB3YiJJPT3cfvQoYwYAjXQPGaKsi57sbDhzRgE1AUypquLW/fuJ83qVivug5txPTUvD29tLQFpHcnK4avhw0o4eJb6riyxpn5dOnMiYM2dIdrkY7vHQIthjeXl51EjnQYI0/8cmT6Zs7FgmlJaSLukTb2wslkCAhLo6xGZGt+7dqwDJvLGxNP785yT9/vekd3So2osPExiYb5PsCsNvfkPGtddStncv1x08qPjPR6ZOJSchgSE7dzKkrY08aW/5iooINjVFZS0q8njIlM6SjoIC0vr6FBB1eMIEUlJS+gtrzGbF3wDIXb8e6utJam0lRqdaXC6o8dvttCUkkNvUxNeFeMLBGTOYqZNMckvnlyw+KTkfBgz0+6QpsbEELBYyhXjOC5980r8Xxo0j5amnSF24EI8Qf6srLo6woaDfbhhWWams8V6rFWdREYGcHNi8mWBMDHHjx2MvLychIQFvfj5IcRDxTNSTkMFA68iReOPjqZ4yhfs++YTxEli5OS+PjK4uxstFehMnUpefT2NODo8uWYLd5WLRY49x/yefENfbq7pOdm8vV1+8yJ0yeOrOOznQ3c2snTuVQpSG3FyWvvwyLz/4ILdnZrJz507V2DrS08luaaHQ42Hs7bfj+ewz3TacjePHM2TIEFJycuiLiVH83d6kJOU5hSRgP0DLsGEkNTRg93oZ2dPD1GPHGP/GG/TExfH5DTeQLNkOcjGCbdIk5bs+iwVbQgJeodgrYdUq5d926Rl1pKay8dZbmX7kCKPPnaNQKoSLJoH0dO655x62CqwJnzz0ECXnz3No5kziY2JY/9BDWFatUvT6lYjM6BCIjcUrsdVGYyLM6+6mWKd9bco112C32ymbP595p09jl77vycoivqWFzO5uinVYzHK9XoLSvXuTkkhMTiYo7J9gRgY5OTn0SkVB8W43dpktbsgQ0jo6SPJ6SbVaVfFMSzBIrsFAoKAAsw4Y05CUhKOkhBVS8tSdlgbV1cQcO8ZVQKXAQAf9/sRQnWRszPz5JCYmKsV7B6+7jmEffshc6QwBOHTrrVy9ahV2l0vx9U5Om0a+FKtJDYdJio9nvhTLddlsJLjdzDl/njFC8Y91yBB8Qk6idvx4ZQ33xcYS19tLhslEyGYjJyeHmpoa7HY7mZmZtLa2ki2zoCUlkZCYSGxsbISt4klIwNbbS4LPR3ZsLPf++tcR9wzwwVe+QnpbG7MPHFC1BlfmKxAg3WhklqZ4CS6xd1rGjsUlt0gsLSXpK19hmGC/JHZ3k2g2q0DEJc3NHElKYrwUn4jI2xQUkJOTQ0pKCj1ZWSD5RS6bje4RI3DHx2PzePjRe++pxtQ+YgR9S5fS/M47rDWbeXTp0giWpWLhPPv44Ye5MHIkqQaDrs/cNWQIWTrgsq7cXJIbG0nweikIBjGFQvgsFi6MGUPm3r0USfu3NzmZzXfdReKKFQxpbKQ2P5/9N9zA3UOGkJOTg3nOHFZZrXzjiy/IkFiuoT9uXdTXR15eHvX19eRLZ2FzVhbZ0tz6YmI4eNNNXP/JJ0zavVsBoWslZDBgyszEbjAoDOCi3KfjCxQ4HKRpgOktwplYPnkyC44epS09HUtGBs1DhgxYJDGQVJeUKPvJBMo1UiRAiSx1eXnk19crbfAARup0hzg3ciTLHn6YtLQ0Ji9dqqwdgL70dOKTk9l86608unRp/4txcaqCWK00zZ1LjlQs2SWA9KaeO8fUc+eoFGLExU4nOZJ+6cvMZMiQIZQPQORQKJ11TrsdW3IyiRrmyrV3382Qhgbm7dvHEGmv1BUX0yvZgXJsvCk7mw+fe46MjAza2tqYmZNDbW0tBiGG2Bsb22+znj1LtsdDcny8Uqwd39vLtWVl2KVzNSY3F7uUc28eO5byb3+b6nffZcbp0/2FzHY7WZpY4LCeHqYdPUqsz4czIQG72NJx6FDsoRDJycl0a4rvAZKNRiWWoJX7tm+nuKODNXfdhd1uJ+f8ee750Y8wLFhAnqTfw4WFGATb2N7byw033EDZ6dOKbQ9QVVxMcUMDFpeLbIOBVM15ndHbq7D21xQWMqK8PALol3vsGMnTppEst++bPh1WrMAaCJATDhMnF6cMHapimAVwZ2QoLHI5TidpViszBb0TMJnYdMstFDzyCHGTJuEcMkSxN3qTkojt7sbmcpErsxPm5tI4bhy+DRuI8/kocbsZ//e/kyKtq9H19eyNiyNkMBAymZh2+DC3b9oEoJA/NOXk4M/Pxw6kpqZiNBoJCGv2+KRJ5DQ1kd3SQmVJCTtvvZU+aW3YgarJk+nbvp307m6mNTYqwLaupKT+WGtXF0maXMOQjg5uPHxYlS8XRT47oX9tZ2/ZQpw03nBBgXJeOIqLsdvt9M2cSezatbywahWnxo2jbPp0XC4XgZgYkH4nJS6OzAHss8HkQR22q1u2bcMm/f7kAVrxAjilGKIssn7L1gGvfin/u+R/FCiVmpqK0+kkGAwqNLldXV3ExMQQPwAqV5S2trao/Yi/lP9/RWaUckm9YLUiOmBDKyu5deVKBQkqOsfQj9zPdDhYc801VAtr48D48VFZmz5/7TXOl5VRnZPDA+XlClCqy+Mh0eGgqamJtrY22vx+vpg/nyEXLzK8vp45kpF0MTcXp9NJRUoK1+j8vlbpN9hsOJ1OTqem0pCbqwRBTv30p4x/7TWgn41jbGUlG2bOxKkBa5xLSuLi3LlMO3JESUDsnTgxov+yVlpiY3E6nZjNZjweDyLm3m8yYQkG+d4f/8jhMWNIfe89cLtpyM3FYzIxpLWV0pEjVWO5oBMwvmXtWl2QFMBdUuDEe9VVdDc1KbTpstTl5pLf2Ih57VrC27djAP760EPMvXCBKcePc3z4cOjooKmpCWdvL4dHj1ao2v0mE39+8EFeffddMtrbia2rI08IKiRITkRfUhJHs7MJBoPsmjmTmXZ7xPyumzqV43l5VOflMa25mTYJQR7X1YWru5tYKfDWbjDgzs1VgFL18fE4nU7cUpA73NWFVfpsRyiE0+lkz+jRjDp3jjNDhuB0OvFJ4MDkioqoxgHAwVGj6PJ6+XTiRB6+6ipaSkupys1VqoarZs2izGymsKaG1AsXKNIBDsrSJT2fuLg4nE4nrQkJyDX5mWJwUGc8O+bMwel00peejvVnP6Nlzx7FQVN+32ymSVNx0221KteVHdSL+fmsnz+fZ9auvZTkjSJ1FgtOp5NwOIzL5eLCffcR/+mnSqXD1MOHifX7cdjtHMzPZ1p2tjI3rUOH0tXVxdGxY6lMTFQFRAMxMZh9PiZKweOgyUSDwYClr4+6jAzG6gClLgwfTongZFk9HoV5K2CxKAjygMVC/ciR9JSVsU2oTCzPy2N4fT0jDx+mdeJEXXYXh91OWzBId3e3sj5PZGZCZia4XNRJa8zW1UWGZLB3DR3Kme5uZT0CNI0cCU1NdCUlkQ/ESUGPxrQ07E1N9Pb2qta/TE1akZbGdCJ1V2diIl1eL3uKi+nr7WVobS2pzc1klpVRNWQI2TrViP+46y6Sc3NpKC6mobGR3z75JAGTiW7BATqcl8f8tLT+dpJbttBYUkJqdzcNmZmMrqrC//779JjN6JGSyo5XIDOTHq+XWJ9PYeAxBgI4XS7KCguZe/IkOUeP4tVU0wC4Y2JwOp24XC7cI0Zgk86AfRMnMu3MGSXh05KUhNPppNtgUMZSk5VFq8FAS2oqWZ2dPPHRR/1zPGwYAYOBkyNGMKaykq2zZimtvQCGS/rJER9PcyjEpsmTIRAAp5OGri4Shg2j6PRp0iorydFUcdVJNpEs3UIi9GJCAmGDgXXz56uouNsMBjqEe68pKKDH5aInO5tcoPjiRUZqgp2NmZkk9/QoFRcdmZk4XS46OztxxsYiQ5ubxo+nWWAkaU9IUMbnBJrT0pQER09SEi6XS2lzcFQOWnZ0cGjkSO5uamLcsWMcLChQ9qXriy+Yv2aNqp0WQHlGBmKzyLZHHyXY1ERXVxdOpxNnQgIXRo8GaY2cTU7GZzYrQddTBQU0Akuuvpqg389M6XqrH3iA5//wB6zHjlEi7TV3VhbtPh9rvvEN7lu7Fos0V6eLixlXUcEUwb44M3UqTqcTv9+P2WymLUriU5Y1M2bQZ7WSaDDQIznvDnOkmd2ak0ObTvLxEWnNAfizs6k1mTB0ddHW1qZaJ52JiUrCIWgwcCY/PwIo5Xz+eTwtLcocAhwrLFQFdcXvpLa3R1RYOqTAW+6SJeQsXapUb7elpmItLCRRWivNCQn9655+VoaOxETSenp4RhPoFOVMURGfjxunPNPP5XahTicnMzK4+JWvcO/27SpGuDRNhWFCbS1VsbHESnN9sLiY6iFDuGXPHq49dIgT+flkOBxMlj7vtVqJ6+sjtrWVnFOncBUXK5Vjp3JzFZCd22Cgx+Vix8iRTLr+ehJef12xT7sTEnjr9tv56fr1JEnnR6XdjkNTpdKdloZD2m95DQ08IrX2lSWuvV1l69VlZZHb1qYkq1wPPYRt4UJV2xKAg8OGKUHfxvR0VTuqEyUlqtYKAB0vv4yvuZkuASQH0Gqx0JacHFFooCepDgcZOowO0N/Ct9tmg6lTafZ4CFitmPv6+NZvfxvx2VaTSbWOfT4flRkZXAuME9plaqVyyBBGm82K3miMjSWUlcUfH32U+N5eXpb2jU04Z2NjYzHFxBAqLMQonPOJhw5RKOmHNbNm4UhKwuFw4HK5sGjmojopiYLERGWO9g0fTmtSEidKShhTWcneSZNYcOQIW2fMwGE00iUU/DSmpxPb2orH4+FUQQHDpPP9QkEB5fn53Lp3L7ds2qS0D9gzbpwClKoYMoTihgY2zZ1LpsHA4R//mIrTp2lOS6PTblfG02m3k+p0qkBSAL0JCVSkpyNbKwGjkQsvvEDFiBH0HDnCjtGj6erqAqeTf9x6q9Leq3XkSDLPn2fWpk2M3bFDsefO5OYyrKJCSfqXS+eWyWQiKCRX/SYTVUOGsGHq1P4EruTHzfjrXwFwpKTQKIF8Ex0OkqTz0JmdTWdfH5VDhigg4tpAAKfTSWd8PGKYO9HpZKIUBO+RznFZPrzxRpKcTvxmM/P27SOzpYWT7e14LlwgHmi1WnE6nTQ2NtLa2kpTRgY3AZnnz+Pu6iJkMvXT9gOtZvMlxg/hGg5hH9VmZSlgQlnmapggWmJiqIqN5eObb+ahLVuoe/hh3G43Ho+Hc3l55DY1ccOmTZjT0pQzsEuykwHWTJ9OaU4ONbm5Eawq8V4v8V4vT374oVJle6SggOuILo7sbNqGDVOxN7eHw8grP663l3zpuWj1iyzNcXHsmjiRQrudEZI/WJqfT63FQu3kydzjcFAkfH7jY48x5ZFHKF23jnuE1w+MHIklFCKjsZH9V131/7H33mF2VdfZ+HvO7W16702jkWZGdUYS6g0JIwkQAlFFs8FgsJ18yfPz5zh2HDsOcYuxHVcc45JgY5oJ1SB6F6ggCSTUNRppRmU0vd/y++OefbTOvnvvc+6A8yV+tJ5Hj+aestvZe+1V3r0WKt9805xzO0tLwc4Q94TD5vWoy4VTg4PmvjYUicBvfIOerCyMXHIJDgaDqAHgNxx8ox4P7lu1CjXt7ViAZDSzIYHj8MPp0y3zqR/AU4aTfcQY30mCE9U53d3oC4Vw37p1CI2MYO4776Di8GEzuhBPmZzTiaVWG5w+HX+aNg1IJHCayHj7i4txIisLc4WlAaf9fnR3d2NoaAgDRN7o7+9HNBrF8PAwOrKzkdnXh+GtW+Ht67PoF6wPjE4RJ1Z3JIK8nh4hWOOdKVMs0TsPL12KvVdfjcC990paCvyf73wHwLnomnUS4FLU0Gn6g0F8+4YbkuCS/n7sI7o6AHzzhhswGAhgA/f+jspK81s+umQJbnr8cSx44w1lhOGDGRnmO+0Cm+QUAYigA8BDK1bgiuefxy8uuyzZ5v5+9HD1HMjNRQsAz8AAMoz5eiIchqe8HI2HDqHi/fdxIBRCQVcXNACxqioU796NfRUV8Bk696sNDWgrKEBGdjZYIpLTmZnoz89HowGOOZGfj5LTpy0639bJk3F2yhS0rViBu/7wB2n/9UQCUbcbZy69FImODgwND2P/pEmYbXzjIzU1KP3e9zBSWwv/6ChqDFmjJzsbuYL5sb+8HJOOHUNGezvCLLWlx4NIOAwGU+mrrsbAwECK/QYAToRCmA1A27cPBRIQNQAM3H039j7wQMqc3lJdLQRKHePsRZEVKzD6hz/gcGEhKjs6EBgbg/f4cXTn5iJMZAKmP57+/vcRNdYbtZF8UFgIUeySp2bMgH/qVPyDEf3mYGkp+gYH0Qfg7ptvRmNzMwbHx9Hf34/29nZEIxGTfz4/Z455cl5ERydPxqlYzNyj/jhvHmoOHMDBsjJ0hMNoBkzZ9WhWFl4xIgPfc/XVyNA0tEUiGF+1CrcQkDcAhE+fxhQWHfLKK9F/9904e8cdlmfenjwZQ0ND6OzsRHV1NZ544gnL/Y6sLBSdPImM9nYUl5UhwyhvS2OjafsdCATQnUigo6MDZ8+exUAgcE7WNmydAHCGgADOBoPoqKzEjH37MPXddzHLkKNzh4dx9QMPoP30aYxNnYqQoaue8vnAONqIsbduSSQQMPQUEXVkZ+O9ggL0TZ+OKXv3CtNf9gWD5uGjwUgEtbW1ePzxx00fRX8ggIMzZgCjo8l/ADqDQaTGp3ZOT/zd36GrpwdHcnKQmvA+STMeeACR3l4M+v0Y/OIXUWAcBgrMm4f+d97BmM+Hdz7/ecz5p3/CiaYmHFy7Fsu+8Q1knjyJIZ8vJYtB+NQpuI39qN+wCfQRfac/HMZIRwfO6DqqkUzx5DKAsB15eahFMrrXZGMtjrtc6IlEkN/Tg1BbG8b9fqEzqjsWQ3d3txl16SQXzXM+OTwBANHTp5ElSAF8atkyePfuxRlDltlfW4uXZ82y7F0Hi4uxc+NGVBrvj/p82FNdjfUGT9F7elC/ZQuye3owGA7j0cWLsempp1JsLSOhEOKE97Z5PObaHPT5EBgZQaKrC11dXTj97LPoO3IEiZMnERgfx+DoKDwsfa0xzsePH0d/fz/uX7MG1z75JP7j4osx/733kA9g5MQJrODAiZR25eYikZeHU243bibR4hhVv/IK/sqwZcV1Hb9euxaLt261gI26s7OxX9fRHYkgu7cXWa+9hggBO/qHh5Gxf78FTF3a3g53ezumG0D3P11wAdYQ4F5PJAJPRwcGBwdxnKzrD6qq0DcwgK5IROh/6MnKwoBhC9laUoKzV1+NktFRHMvIQKS728LDfnnJJXi/pATo78eYz4fHlyzBOm6s+gMBiCS0ty+6CKt/+Uu4YzHkGPLJmcxM7M/NxUIAWYZ8PBCJoN3lwj1XXona48dxtLgYY0ND6O3tRUdHh2n37c7IAIPTdubkoOjsWeQcPIjh4WEMdXcjz5iXb0ydissN2eBIaSl2VVdjJSAFSQHJaFJ9NnZ3nmoFfoX92dkmr92bkYHvXXddMlJpfz9OhkKYmvJGckyYHWrE6zUjPlE6QeQo//Aw+vv7oes6cnJyENc0U0750fr1+Kv777dEoebB8wDwYVER+vv7EQwG0c75rk663ebcKJgzJ2kDqqzEUZ/PYi+k9Pa112L59u3oyM/HKYGvpIYAabKPHUOR8e2P5OaiqrcXpzm7CqU8Yx11GXJlh8+HGnL/tKZhOCcHC8m190pLMczZGc8aPimXYT8x5SUCPhz0+3HC4NGRM2eQdeAAqEUq49Qpcx6d1XWL/NPV1YVTRj8ifX3QjYOYwDkdd+aWLSjr7MSo240fXXkl/i+x7Z12udBvzPk2kY20t9cMhECJgcBnvPce3qivx9lQCPjkJxEBsPrJJ3Ha+L5Dxjd/aO1aXPHEE3h42TLMq67GsWPH8MjSpbjZWPf7CwtR3N+PzIEBlH7wAfI5oN3Q5s3INfa2D0pLMenAAVPW2NLYiMlHjiDz9Gk0vP023Mb+1V1QgExNgyuRQIBEvztA9n5GnT4fhow9Kvv0aUx56y34BwcxUFSE3yxahLMZGejOzMSqkyfR0dGBYb/fPCR9qLUVUzdvhuvMGUSMMk5nZ6NvcBDHCgpQe/w4buP0quDAAP76u99FW1ERfnH55biAZEd4d+pUvDZjBvqIDT9ozKNur9eULw/k5eHRCy5Afnc3zk6ejL7+foBbx+9OmYIF771n2jDPZGZie0MDLnz7beSTyLL9gQAiw8NoJjL3mNuNh1eswDV/+pN57VBxsXlosCsSAYhsPzAwgG988pMIDQ+jw+0G+vvROXmy6adp3r0b2/fvR8/4uKmTA8Dnv/c92+js6VKI+LYKJIfHzmRmQo/HcdjnQ4ysqdPG852dnUI8xHn6f0tut9tx4KX/1tR7VVVVcLlc2E+Q53v37kVtba2ZwsUJsbBr5//9z/s3Pj4uZgqJhJlHOKZpyBwcTKYeQjJU6c+/+EXTYQAkQ0J+6c478eqsWZaw2KL8t4CRciMQwOHSUiR0HXtWrEBbYaGZIosBB5gC6/f7zTClLEzhQSMyyP6KCuwvLxfmBKd0mhgT/+sTn8DZ/Hw8sGoVzi5fjsEbbsDwqlX49bp1+MJnP4tDXFoJRjGSEg6AmYIGSKbmEhEL66vrOoLBII4XFeH9mhocufxyvNDaaobjbP3gA/ja2hAPBvHHDRvw88svxz/edhsGs7Is623M68WLLS14v6bGDNvPTgAcFKQ3AZKG696//3skEgm4OMTsC62tAIDM55+HlkhguKEBR0pL8cjFF+Nn//IveHbePOi6nnzX5cLLRu52IHnCaDwnxxzbWXv2IDAwgGGfz0z9BABHSdo2r9drAi8pRT0eHC4rg6br0DTNzIeeMTiI0MiIyfxiWVk4RNI7sbotqfcMIwkDZ3xYVYUv3nUXXjXa7jIYbikHhGgvKMCO+noM+v04VlBg+b4AoLtcuHf9erw+fTraioqw+6qrzPqrDSc0TaWxo74ex/PzzZRtAMy+i4AjlPovuwxHiovxp3nz0GGcdnW73UgkEugVnJIfDAQsIWwBYDgjAyNc9L9tDQ04XliIb33yk3jtiiuUbWAhcFlY+7GiIvzxnnvwByMkLVuLW6dMQULTzDUJAGfr6pIhEzUNBysqLMb8tkWLECdKU19ODhK6DrfbbaY44WmPIJ0aiyR3oukcbKO9rg4QGM3fNVLYtHzwAbweD9zG9zo1c6b5zIn8fOi6Lt3fBgMBjHi90HEuPH5/bS02z51rhoY9WFeHhM+HRCJhOb0KAKcLC5FIJBDiThLFYjHE43EzhzdPZ8jYsXRi1SdO4DMPPYTP/+53Zijog/ffjx319ThaVIT9FRXonj0bcaNdp3JzcZZL85LQNGw2QuTOfestfPG++/D53/8el7/wAm5+/HFUfulLyPzCFwCcS4/D08Bll+HuT34SX7/1VvMaO43GHJf1+/YhIBJcjb0ikUig59JLcSo7G08uXIhHly3DIZJijq0xGhI7mpcHaBpeIfwIAHZddBHC4TB+d9FF+Ifbb8dLLS34u7vuQp+RfoydpOsXRLiKRqPoMHh/84EDKUBCPkzxyy0tOFFaigdXrjTzmPNho/uDQcv3O2aUMb58OQZycpBp8LfjpOzjJSU4Q06RnDV4djQaRdvVV6O9oADPXHklEm43RnJzTadrN9enF1tazL9jmZnSEKbbGxoQ03VUnDyJehIlpeGb34QvGjVDTpt9IHvIqMeDaEMDEomEtPzBYBB/JDxwD/m2Ty5YgIOlpTh9xx0Yyssz02HNMYz0w8aaOFlcjNPPPYfO117DV2+/HQ+tWIGO3Nykcdnvx97KSpw20jOMjo5idHTU3ENE1JWZaZ7EySTzaoAz7gJAb1UV4l6vJbUiT6MzZwKaZspVlKjscTYnxxL2t6ekBB1792LwlltSxnD7lCn4u7vusoS77ysoQFzT4B8fT0klGCX9pYCdaEUFBkkZNA1DzO3GD6++2pJyEEimmaGhwu3CoQ8FAviPNWvw93feaaZK5NvHQtQzhZaFQX964UJ86a678H5dnUV+3F1bCwBYsGMHPv3II1j+9a+b6dboGNL0EC6uH8M+H6BpOLDhnGv2ZH4+BoJBS8SXaGUlRgV9ZN+8mjPi7Jw0CSfICcGxOXMQNWQeJosO+/04mZODN5ub8WFlJX6ycaNFTt1JZKSDpaW471/+BaNLliCRSKSEaR8IBITO76NFRWbasTOZmWYqhFYJkOn16dOxo6kJ/WVlgKZhVHHCkm/D6OgoOhyk4zpZUWGRb3pyc5FhGJ2OFxaazm+a4kxja8eYpwOGnF1FgJAsJQzbo/nUe2ezsiwp/thc+s+LL8Y/3H47nli8GF+680680NoKr9drpkMBkvsjW38fEP707Lx5eLGlBUeKixEYHTXn2pmMDDy9ejWOFhXh1+vW4Yt33YXn586FrusIT59uppKm4cvfI1G+EmQenKiqsuwtW5qa0H7ZZaYcMkYMYT0ZGfjJlVfiO1/8Il78h3/A2UgErnjcslf1RiJmWH/gXFo6j8eDJxYvxom8PLT//vf46u23497LL0+uA03DsxdcgLimIc8w/u9oaUmm1HO54IrH0cIi4hhyMR2nE0Z/aIpSpp8wp8wQSevg9XoxEAzieGEhzmRnY9zlgm98HE3//u8IPvxwsq9E/ozFYjheUIC+UAj+kRFT9mNh5GW8nqYkeGP6dOEzlFidW6dOxZfvvBPHbrrJlNmZfMs7JofJvpvQdRysqEDU7VameXDHYugLBi1ysYjGy8st+weQ5LXDPp9lPxry+XBEsjbZ2AyQ77WP/M3LDR1TpiA2fXrK+h/y+fDbTZvw1U9/GuNZWfjF+vU4kZeH//jEJyz8eDfZawYCAYCETx8mfekx1txoZqbFntBupNpi6zO7r0+YCuLwXBkUKTVNC0+76urQVlKCwyUliCMZMS7HkFHtvgmjOJHXe8kYHiwvt8hzPA1kZ0PTNLhcrpS0d0zXYuOZ8d57ZrqhI8XFpu5FqY+U0ROJmGlaU54Lhcz0J0M+H9694w6MFBRY5AGegqOjKfNdRMNkrnfm5Znr6NkLLjB1o72VlRgMBgFNw4stLThWWIifr1+Pr952G7YRXXvXpElmCiW3JDpPTzhs2T/oGjnE2UF21dbiQFkZDs6Zg1GvF29Om4bv33039tTUmDx2iJvrnbm5SLCUoMb490Qi5horOHsWWX19+Ov//E/8f7/+NVbdeis+/fDDydSchv2BlUmjiA8GAthBIhX84fLLLfX+9NOfxqPLl2N0dDQlNY9INj1SU4N4IGDuXfuITOGurkZC09BhjAeLWDAkAQSydKqFXV1mdJ+eSMQyttHGRql+zJ4rPnQIGYODSGgaOt97D38kumFM0zBy4YXoJGtnMBTCgbIyHCsqSvl24y4XernDfdGcHPzmn/8Zv1i/3pxnpadOYcXbb6OU0zN7MzIwbugnLpfL1IHHXS4zVSBPY14v+sJhMw0RtTedyc7GUHEx/Ma3HR4eRg8Zn1dmzsQfly7F4ZISYcrFPVyK6J6MDHzt1lvx63XrUvg81bN6MjLQZvR1ULCvTDtwANn9/Rj2+dBz992IBwKmDAUk5fn3Jk+Gy+VCIpEQfsNOg+fUHD8Od38/qo2IeO9MnYofXnUVOnJz8bvVq017IJDU/xhRnZru9SNerykrzDX0urjLhRdaWxHXNJS98AKufO45eA0+M071S4OPHz99Gt+68UY887vfpbQbSAJEAfEaYUR5TMzrNeeEiNh1ajPpCYdxIi9Pus/ydHr9evQYa4rOIZ4YkGXz3LkYXph0wydcLowaukw8HkfntGn4h09/Gi9+7nPoN+rP7ukR7nO5PT2mbDyYkQFN0yw8fiQnB4lEArGsLMSR1BWzDHv/GWNNuGMxXPH888kyAgFzbhR2dcEtOawx6vOZICkgVa7g0/QWnj0rPLA4NmWKJbJDMBjEc9xeP5yVha6sLGybOhXbpk7F+7W1iOu6mWo5v7sbFxnp1batWGF+Mz7KWCwnB3+aPx9d5eXY/aUvWe4x/p3b04PLHnkE+atXY9H//b+49ZFHsOaf/xmfevhhcz6fNPbcYUM/aF+0CP/wt3+L7Q0NZjn5PT2YRvxpjEaWLMGBFStMnWD3pEn4uzvvTOkzpYMNDdgtyFARLSwEdB1bjbne9MYbFv0YgClPtBvytCcWw3WPPgpPNIojxcXYzmWdGMnPN9cK5VHMviezDQzk5VnsGYdLSrBz2jS05eam7G30dzQaxUuzZ+Orn/60tR2hEB5dtgwnamowuHKlef1Ia6vJa+caByFPZ2enpNkdNtZy3OXC/ooKjBm8y+PxWHhivzHXh3w+7DX6WNHZCZ/Ph5IzZ+CKxzHk82EXsTUcqajAUFaWJXUdo7dJ+vQEZyO775JL0F5QgB9feSU6c3JSZG5KPYSfH+PGr72wEAPGvnBGkM476nJZ/HGytNrdGRmmvsC+idvtRigUwh+XLkV3XR22/ud/Ytzjkc5PahdhOpPH40Ent49TXfHphQvx93fdhfdra00ZTUTj+fn4xqc+hXsvvxwjNj6USW1tZhS/EyUl8Hq9Sp2MHTJhfGssKwvj5CDDQDCIY0RmGA8EcKyoCIP5+ZZ9kPWL2QE9xj0qYw4HAuZ3Kjt1CjMNEPsY4zm9vQixCKDc+tI0DWezsjDuciEwOoqcri5oBr9n+wyLyr6zvh5n8/IwbOwT42434kb7RkdHU+YjAHzi9ddT0igCwI++/GVTf1j9xhuYQiLmZgwMIMSiqxl73tamJvzfz30OO+vroWkadF3H7ro6PLVgAY7n52NbQ4OpO69/6SXTNs/28hwjqvq4y5UiF3ZlZpq+yxVvv40IiyBfVJTiW3u7qQkjfn8KnzqbkWHys9zeXjMd+9GVK3GwvBzdBk+Jx+MYGhpCH5kLR4y6fT09mGTI1WeM6FyUlyU0zbR9M1/mlCNHUHTmjKnT9geDeHfqVBwvLEQ/sWOweTNIrh0tLsZgIIAjJSVwCQ71AsBTCxdaZM8XW1tNWXfykSOmLXMr559/cOVKfPX227F1yhTTpwDAIu/0ZGZaMAS6rqMvHLbsQ51z51p4b/G+fSk4AwqSium6KV8wuv+ii/CPRG9QURzi9OYi+taNN+KbN99sSbsMnNO7/19jMs7/E/9Lh/5bgVI+nw9LlizBvffeiwMHDmDLli14/PHHcbHhcDxP//tpTIAoBwBoGp6ZPz+p8Bsb1JnMTPz4qqvwzIoVGM/IwBMkj/SpnBwTkDHm9eK5q67CK5demiLMMdo8dy5OsJMfuo5YJILvX3ed6bRnQCkmaAQCAcvmM+j3mwLsuMeDn155Jf7t6quVfaUCflt+Pn7+f/4PtjQ1we12o/fuu9F9332IuVyI2kShoMrf6ZwcbL75Zhy+6iq8SgAXlueNzdnlckHXdfgjEfzyssuw5aqr8Oz8+fjKZz6DH23ciPcmTcLA0qXo/slP0FNYiLjRFlGOzicWL8YvL7vMsvF/WFmJZxYsMH8zYTWuafjtZZchYQipYRqCOTMTH1RUoI8IjwMGUGVsbCwpiBoCDutDXySCs8bG/8a0acjKyjLHdrER4WFvVZUp6EZ1HSeM1BtA0kHiVRixWX8ZIC1jcNA8rTIcDMLl8+EQ2bgZCIHNv6uefdY8SU/BHfS76sbYMHT6+zU1eGXmTDy2ZAl+u3YtvvKZz+Ce66/HMDG6uFwuaJqGUZ8Pj6xYgR9efz3GSktxtKTEImweKyrCtzdtwpvNzXh4xQr866ZNeI2AOZgBhhf8AOBsSQlGLrwQw2vXou+v/xo/vOYaPDt/PkYMwysTnETC7WAgYM41RsORSApQignxWiiE44I0jCdKSvDkwoW4/6KLkDC+OwMsapqG/MrKlHreNxzaFGBoAqUMoutvsKQEI8uXn7tnjLPH40F3Zib+beNGvN3UhMcN8OGQz4ceiVETADqJUnV02jSh8WvnpEkY83hQ0N2NDXfcAY+hmLQThftEfj7cbrccCKxp6DIEMnaSZqiuDuMeD76zaRO2NDbipTVrzMdHOP531jBQ8+lOY7EYEokETubk4Nm5c7GnqgpvL11qOjjp2HVzAmHZqVNwJRKI5uVBnzsXv127Fj+49tpkyPpQKIV3eDj+9t6kSegJhxE0okIBwDzD+EOJOr8oRRcsQFzXzRC2AMzURwfKyzHi9SKzvx+zRSejc3LgNgTWs9Om4Zs334wX5sxBXNctBn/W/1PLl2PP8uW475JLEDDmzFvNzSagYk9VFXrr6xEKhZDQdVMYHvV6MTibJroQA6VisRg6DEWzjgNRAqlAqf5QCD+4/nq8ReYfr4wNBgIWxW23MY8DJSV4+u678fKsWXjmggvwg2uuwQNf/CLeamrC5uXLcZYD0wCGwpabi+9dfz32GCmDXB6PCZCkQEld1y2G4QFDWRXRQDCIvYaSdyGXPifqcuE7N9xgccpSg83pnBzAKFdmdAaAt5ub8cTChXhy4UKLU3UwEMCPr7oKfX/zN/B4PKZCxwAG/Qa4IB6PI5ZIYLyiAv3BIPrDYXznxhvxlc98Bl/5zGdw74YNCBuGByY7qIBSR8nazCKGpXcbG/HyrFn4BdmzeoxDAypwK+VnMS4lmAVc3dpqgqcBoD8/H4lIxBxDnveMer0W8MfOK66wfOf+YBAvtrTg3vXrERUYgaJ+PxKZmRgmRj3aD13X0R8O4zfr1uGhFedimwyEQpb5bgeUMtsbCJjGakbs96S2Ntz+4IPmvjtA2jvm9ULXdYvzk3f45u7fb4Jz+4NBc1wZOAgAEAyin7SVOQiOX3ABnp4/H39YuRJRnw8JXccwBV5WVKSk6dpZV2fKVDRSy9tNTXhj+nSLfDs+dSp6v/Y1DHzqU9hlGFE6jbXx0IUX4ucbNmAsHDa//bDPh/2kf48sX44xMg+HuW/ZFwqZhs7emhpsnjMHT8+fjx9v3IgHL7wQb0ybhn+7+mrTeM2MTm2cU3TM64XH4zHXalzAE/6wciVeaG1N4XcAMB4KWQyhT8+fj9emT8ePNm7EyS9/Gb1f/zpG8vIswIexsjKTXwPAPdddhy2NjXiMgCfZvB/47GcxePXVeJ3MRUYs1afL5YLb7TaNLafr6tD1uc9hf3k5nlq4EG81NeFfjZR+ACz704gBnPP5fNaUqMY80XUdZ7Kz8diSJXh88WIcLitD3OXCY0uWWNrSHwrhpenT8YNrr8VgMGiW73K5LE6eLQaIe395uQWA0VVbi9986Ut4u7ER/7VokcWw9EJrq9lHAKb8Z5KmYSwchsvjsfB4Rmeyskx9qTsSQb+xTrxeL/ZVVuK7N9yAvuZmjPh8FrDg9oYG/PCqq7CjuRm/uOwybFu8GJrLZYL/WTSHLkNP20PSHLB1Ro3fTy5aZL57KjsbhwmP9BG5NE7WfRU5Sc94TiKRSMpIuo5thsza8v770OJxhI05IOP1dA5Tg1+nYNxonUCS97rdbnOtyJwLIwJZAoDF6MnTuMuF/1qyBNA0PP1Xf4U3m5vx9M9+hsHrrsP7RIaMVlRY9gvAADBqmuV6W1GRhZ9+sHo19lRVYUtjo+mkHqypwdYrrsADq1ZZjO8niQOjNxTCuAHkibndFgfAsN+PsUQCMbcbbrcbHfn5+O4NN2D7lCkWmWArGVvGXdj63nPppea9M8Z4apwDjs3dnkgEfcEg3PE4mrnIUO0FBYAgHS4j3oF8asECS3QixrtH/H6cMNZeruEA3iZJT89TguzLI6S+Q6WlFsNvfyBgkZ+GjXa73W682NKCN6ZNwxN33gngnOzwniH/lr76KmYYhzraiorwdnMzvsJFihml4LNIBA+sWoUtjY14kOg2QJL3PbJiBT6cNw8/uuoquAxdhwdKfe3WW/HkwoWwo7iuo+u++zC4aRN2CECIuq5j1OvF966/Hu9MnWrh908sXox7rrsOH1ZXm/yJksjZR+mDmhpTZuKff5ZLp/n6jBn4ycaNeO0zn0le0DSMGd+DrW0eKNUbDiNqzAsWhaEnHDbneVZ/P5a/844Z9YCli61pbzf1KCZnUR4Uc7mwr7YW769fjwcuvBC9xcWm/vL67NnoKi9PAphHRxFzu03A2HNz5wqBPQcI+NblcllSz/gNeaGDO/g3XFho2cMZMR5c2dFh9oEHSsWbm22BUgxkNVZRgXheHgbIWugoLkYiHMbByZPx2owZ+PXatbj3n/4pCSJ3ufDrdevwZnMzvn3DDXihtRWPrFgBjXNq6LqOeDCIhK6bPPa6p5/Gxa+/npJu/ThZo263G6eys7F5zhz8ccUKjHq9lv0KsDpcHl2+HG9Mm5bitPV4PCZQamRkBAeamvDKzJn490svxXAggFdnzcK/XX216bSkh+eOCtZJ1OMBNM0yzjFNS3H0M1KBgXY2NEAz7g+SvrUVF2MgGDT1f9E3ZI7/xkOHUPWP/wjPyAhO5OXhcFkZjpSW4js33oi9NTXmmtE0zQSjR3Ud7xLHeZzsidr4OPZWVSGOc4eojrS24uklS/CrdesAwIxEG8vLA4JBc8y2G/P7xIkTiHo8yKurw5kHH8RODnDG9kJ+bChg9QDRE7yGTOWWOBuZvNpF5sOb06bhuzfcgINU3zBoW0MDtkyfbpERRisqzHHmAbEiai8oQKKmBv1//dfo/drXoBlzOx6PIx6PJ+2xLhdGcnIw6nbDlUiYMjGl3N5eZBgAciFQyphnLq/X1M1ChmzXn5tr2fOBZHpxprMXnTkDtyC6I2DdAwG5zsjAIDXt7Sg29CrmyN88Z06KDB0MBjEcCOBNA2DafsEFKXYsRoyPz/rwQ2QNDOBUdjb2Ll2KnkhEfNjP58PZzEw89KUv4QR32JmVddWf/oSZhk0s0N2NMsMpP/nIEROwv8+Y+0Msc0AwiBxj/bNy5r/3HtzxOAbq6/G6wQd219bi7P33491PfcpS96jPdy5CKkdHi4rw6vr1lrIZxYuLoROgVJWhB8Y8HvPgAgNK9YVC2GrIOqXGtWfnzUN/MGiVV4z9w+VyWQ4y7ausTB4AJ/rJZrIuB/PypHtFP9lLe8JhiwzAZCC+HSPhMF6bORMP/9VfofMf/gFbGhvx3RtvhO5ymboIs9udzs5GTySCKAWnSADwzB/B2tpjzL2OvDxTFi3v7ETFO+/gU0bK87aiIgxkZJj7xSEjgAQ9BMiI7tv84cvddXX43vXX42B5Ob590034ymc+g3/65CeF7Xx+zhz8celSPLRihRAsy4jXF4DknKH2irbiYmFwgbMZGfjpFVdgS2Mjfr96NYDkfhcOh/H6zJl44itfQbexL71XX4/n5s5N4W103TPZx+Px4BQHhuD3Xiqz00Oe5n23Gx6PB1G3GwlNkx7eZcRA06ezsjAWDsPj8Sh1soAB1GUH0eOJhGUPHQgGLXrOUGYmEpoGTzBo0S1Zv5jfhM0vqk8NB4NoLyzE6YoK+MfGsNCIsnjA4EG5PT0mwFGUPj7m8Zhzs+roUWjGvNrW0GDx5707dSrcbrfZ7/5IBG6jDcy/yuu1nlgMeiKBrTQFrtuN0VAIjyxfjqiuo/b4cawhWUL84+PIMQ5SjRv8Ih6Pm0AzdjAEAJ6fOxf/umkT+sJhDAl05+fnzMGeqipoBui2PxhMAdKczs7GW83NGM7MRE5/P7xDQ4iWl2O8ocFif9y1ciX+sGpVsg8ej2XO9GZloTccxpjbDVc8jkbj8HuvIY+bYx2L4cSJE+ahLAA4Yzyjx+PI7+lBVNdx3ABE0gPvXdOnm/sWpZWGnf14fj6+evvtOCgIzsFsJG7CX6ntXMZbR3w+/PKyy/B2YyN+tnEj3po2zVyjmYODcCUS6OTAqmNuN3bU12PU60VC1y02Zsvc5nioqA1jkQi+t2kTXjDWcMn+/YjH4ymAXUavT5+Ob994oyXQx9nMTDPaF0/PzZ1rkWcGgkHTPxXXNGwhwNTDnN8q5nYjKpD50gXjnKf/ufTfmnoPAG688Ubce++9+Md//EcEg0Fs3LgRcxUo9/P0v4v4yAeUXjQE3g+qqzHp2DFsmzIFYx4PvMaG98rs2ThYVoaq3l7zJBqj3XPnJkFYHCo56nKhNxy2nFhwuVwpDtYTJ07gZz/7mQUoRZHcr82cmWIIPZ6fj6iuwx2P42hRESo7OzHs9SLAnHKE6UajUVMYlynKItI0Dd0ZGag+cQKjHg+GfT487fcDxubx+9WrcfWf/oS9lZVoMFDGDFjF+hgOhzE4OGim+gGSKPBDZWW44447EAwGof/61+Y9XdeTKTM4AxCQPEUw5cgRHC0qwgOrVqE/FMKIx4OEruO3a9di8okTeLeuDlEiuIbDYTNl4Om770b0wAG83NJipqcaWbECeOMN8xQ3awP9/8OvfAWehgY8o2koy8oyjZQs1creqiocqKjAI9dcg0NuN1pJ/T6fTznm5qkOQ7DzjY+byOvhUChp2A0E8MubbsLqVasw+u67yXuc0NwTDstPFXMnGzry8vC0jWGYjzSk6zo8Hg8GgkGcrq5GgREet62oCJ35+XhIcPIXODffdk6ahN+vWoW5u3eb6eoOLFiAsnvuAQAkyMmsUUOAZ8aB9xsbsYSE7QSSgnfU47HkEx7JyMAwZ9ToJU6zbmJEYmE4D0+ahBc4UAmbB5qmobi4GNuJsjDq8SSdFgDaDRBDTNfRX1UlBUoNFxai7/Ofx8Du3Sg4eNBUJFn/DpeVJaOLJRLoCwZxsLwcedQpPWWKCXQCkukATuTlIae3F8dmzECuQHgb9Xqxu7kZs7Ztg48Yl05dcIHJN07k52OqgB9R6srMtJxaHayrA06cQFd2Nh5YvRrFhE9RoFRM09BjjLff77esaXNtaxr+ZDjmKysr0TQwgIqTJy2KNlXUBgIBHC0uRuOhQxiaPx8+vx9er9cEwEYiETOkKCOPx2Ph+wkDULOcnA4R0cmcHDPNHaXxOXMAQ8l7bcYMLNyxA08aINqox4PfrFmDa//0J9OhSSmakQG/34+BgQHzJB6j/QTYweZOzOXCq1ddhQ8//BC1zACiafjPT3wCs/fswa66OkwyTj/x1NfSAupm6Bcpn7EYTkii8gFIOb0HpO6h1EgQdbkQM+bSd6+/HhdNm4a2zk7ouo5AIIB4Zib+iziPTuTnY8uqVQiFQjhLHBm9RptkPLmtqAgF3d0Wg4XH48FoPI5v3HILqk6cQFlrKzRBXm9GOxoa0HjoEAo4frGjvh7dmZnoysoywYHDfj/enTIFLXv24Olly8DcuspIo5pmyhQi8hoADv6kYd/MmUBbG9rb23HPPfcoQbasDPZNqPP8dFYW8nt68KONG5Hd14d9xNidTR0ULpf5Tb5/zTXwjY8jMy8PnlOnMOzzWSLEAMDp8nJ4PvtZDF9xBWCkrOLnxN6qKszdvRtHm5rwzrx5iJMQ5QOFhZbUliLe80FNDda8+ipO5eTg+IIFCG/ebDrvTubk4InFi6FpGmoFwHemZI8Qhxo1aLvdbpNfUENafzCIk7m55ilgp0ApnZzqZXTUSCHIgw/5/dnn86E7MxM/3bABIz4fPIq03SM+H352002o3Ls3JXLp6cJCRAwez+SCWDyOlw2Ah8/tTq4lMl9jZWUWOaknHMavL7kEed3dltSdO+rrTcNLW1ER5u/ciTG/H7GKCsSqqjC2cCH6v/51YMuWVAOUx4PT2dnI7+lJGu88Hjz5hS8gMxhEZ28vconxnxoJTmdl4VRODl5obUVvOIz8m2/G04RfnygowMOGU3yfAXhkNCAwqFLwh5emgNU0DC5YgLclpzmBpAzwnxdfjKYDB8yTn8zw0LdpE2KhEPQHH7REIfHk5pqORSDJRx8wjLCMGO8YnzEDvTNm4IP77sMFzz1nCZfOQobrRvRJdmp+/0UXofxv/xa45x4MBQJ40Pg+KvIZgCkWqn77tGmoM/oHAK9wMtCx4mIz9DyQXB8xwfx0uVwW4OUz8+fjVE4OdkyejBKiD52YORPRmhr8gY2D14ufbtiAqNuN7sxMC1AqLoiqwvSCLY2NWLJ1K3oiEfzHmjXI6+5GR34+9lRXY8m2bRYwE3UuyXS/tpIS3F9ejlgshmLjcMeWpiZcaqTBGCgpQa9hrDudnY1oZSW09nYcNeY6BWG2Fxbi55dfjprjx7Gjvh5NeXmAwQN8RmouRh15eSlp8SjPYWPw7tSpWLp1K6YeOoT8nh64EgnEkQR2iui9+noEAOwrLExGETRSQrYtW4YiLu3lqNuNoawsgIw31U9HJYb50cxMMyUpJdHp5UG/H/+1ZAmOlJSYhzzOzJqFzbqOOZmZ6P3Wt7D7wQfR+OST6C8qgp6dbXHeR10u8yT8c/Pm4fqnngKQlB3oWt+zfj3eIGl5gaQxcNeaNdi1axeChO/vrarCgytXotLrxRuZmQh7veYJ4EG/34zKNezzyfVmTcP3r74aGYODFkNx5sAABnFufZ+prcXrDz2Ejp/8BKeXLEGpce8PF16Im//0J0S6u7Gf7c2ahkNlZZixbx9mG9/qUGkp3p06Fbvr6tCgcJRQZ29C07DrH/4BVTffbKapoUDpo8XFpvMTAPZXVmLerl3wjY/jTFYWyo15yVJTmlRSAhgHvg4YTtGTOTkYMPRURq54HLvr6kwwwIihL7mMw1APr1yJqVOnAh98YI7v0ZIS7KuoQH1bmxm9lu3P/P4aI0btHgMY+cDq1QgPDVnSQI96POiJRPD8pk3oPHgQk4zozfxhmmGfTxkBBUgCZHtaWrBk1SqMrlqF+E9+kkxhTcjlciEej+NUTg5+f9FFyvJ4spM3DpaXW2S9cY8H277/fRz88EMc9HotvJo66xixcTaBUmRM45qGgVAIx+NxVHFtYoeUyk6eNPX2p+fPx6KeHoQ/+AC1RMZhsgf9XhkDA4glEtixYQO2bduGXI8HDy9fjt21tdg9YwYixrpia/OBVatQc/w4tjU0YNWbb6LRsDMMBAJwR6M4MHWqmRpM13WMe72m3DrLcJYfr6kBSBqj4aIi/PLSSzH56FEs2LHDBIEzJwyTLYd8Pox5vejMy8Oo252c11VVcHGHKRh1ZWZa0vNEDZDwILG3nCgpQVnyY+BRAzhbT8ZnIBg0bSdMj8zj9Aq2/7PnVdRRXo4s42+3250Epi5cmNQRBwdxJjsbmQMDeHH2bBwvKLA4hY6WlJj7GiW3223qISMjIxgH8JggEvbh0lLMef99bG9owNGiIvSHQhbAOE808nBPRobJ53lSAaXenTkTzBpLnZAMLOsmjkueTubm4r1JkzB9/35kGfPluXnzUg7mUd72xOLFOFBejm0NDQjl5wOGfcBN+W8igcFgEG3FxahikYtqa5PRO2trMZCfj7Bhpxi6+mpomoafXnklJh8+bMr2Y2Nj0HUdBQUFGCspwearrkLV+++b+hg7vDfi9yNmpN4BkhkHmL2mh9gUWI9ktp5AIICBgQHL3ssiHOoCp9rWhga0NTVh3aOPmnxhjNjAYgqbEqOTublJp/bf/m2yHkOmYEBx1l7d7UZXVpYwzS4A5PT1mYCMQSOSNB9RCkh+x4FgEBFiexmJRACuf1saG03eUHP8ODSjLd3/+q84evQoZnz/+8l3OX2uIzfXYoMHkkCM3bW1WLx9u5nebTwzE99fvx6VHR3YOmUK7tB1S5qVoLHGH1m+HG3Fxci86iq4JCkYKXAopmn4zdq1yAyFAE3Difx8iw4a13UMTp0KbN1qsa3wZbkSCZzKzkZk3jwEnn4aANBfXIyIMZdHPB6cqakBDh0ybbV+vx8ZGRloa2szy2Ggtu516/DHaBTHCguxt7oat0G8HttKSvDgLbegMRjE1H/7N/P6zzZsQGlxMXDoUEp/EwUFJoAx5vfDxfT/nBz0BAIo7uqyAKVeamnBwh074InFcLykBB9WVQGahn9fvx7Vx48n9VXD2exyudAbCODHV1yBqNuNUZ8PXrcbr82cibr2drzZ3IyDZWVYaaRyGsrPR6Yi00dbURGyDhyQRvaDpmHI7zcjU48ats8jR47gx0eOAKtXJ/UtA6C0iEQfbi8oQELTcCIzExVsDGyAUowXtE+ejN+vWoUjJSVmZJWKkyeBr34VQPIQ+qPLl8PtduO+Sy5Bbl8fTpSWIuxy4b36eizfssUSCXPE58PDy5djwwsv4FkH/tPuzEwcLilB+cmTSADmwe8tTU1CJ791yDQLz+o3orm3FRVZ3h0IBNAXDluAlv2BAHoiEcRcLot+zoBSQDLVFju4k9B1PLNgAQ6Ul+MOAzTTEw7jxdZWTD18GPvLy83D1h6PB6OcXCbT2YAkkO7711yDwOgobnvkEQDJSIqW7Crc/nh02jRU7tyZUlZbURE0TUtGMVbsnYx6WOQxAvQBzkUnf7upCXN378ab11wDIKnLHiwrMyN2yoBSAEx9asgAev/p5pux4e67ERgbQ0zTcHjlSjRs3myZP1HOVs2CCRwsK0Pt8eOoOnwYusHDeyIR/HbtWtz+0EPoyszEwfJyBAy/a0F3NwYiEVMGYLLzfZdeiub9+5HT24sVhl3pUGkpHl2zBlVTpiD3d7/D0ytWQNd19GRk4Ddr1+KqZ59FaGQEQ1deiZEXX0TOmTPIMPSbaGUlsHevxW4hy9QxyIHlgKS8/LuLLsKXH34YntOnMWD4to4Y8sP78+dj56RJSOg6dl90EVqNFHMDn/0s4PFYZPlujrf0RCIIjo5i3OXCcCSCRDSKk7m5KD950pQZBmtrAcJLtmzZgsHBQUyeOxe3Pfoohq68EprXa9qUASOSlyFvURt226JFiHo86A8GLVGUmC54UKFnsXmzr7ERF2zejGOFhZaDbSo/1cncXPxh9eqknWt0FAOhENoLCkw994PqahN8Nuz14j8vvtgSoY3NFyAplw6HwwgMDKCXO8Ai+qbs4P/BsjIsf/ddlB44ACxdKvQBAef0IyrL94bDiLrdwhSczyxYgNPZ2bj2mWfMZ7dPnoxF27bhw6oq7C8vN1NF9+fk4Ndr1+LGJ57AO5IMV8B5oNRfEv23A6V8Ph/uuusu3HXXXf/dVZ+n/wZiG6XP5zMFfJ66srPRRQTMsbExk0EfLyxET00NtOFhC7AjHo+bhp6RjAz4+/owGgjg29dei2HuFDOL1MPTIHFIBgIB9ITD2FdRgcyBgZR0S0ASKbp1yhTUHTuGX2/YgPDAAPr8fnzu/vuxt7oapWVlOHnyJKLRaFIAMvqeDlDK6/WaSNseEgWC0TuNjThaXIzecBifv/9+9IVCpnGdjVkkEsHJkyfRK0glwAOSAJgGa/qbMfVn583Drro6nMjPNwXSb33600iMjaEvHMaZvDzE43H4yPuRSAQPL16MHUuWYNmSJcCBA3h71ixcdOoUEqEQ4rNmAUbIYjYnWP2hUAhnzpxBz8gIepcsweA77yAcDqOLQ3sz4NyuyZPR19cHXddxwQUXYOvWrVi6dGkKKIISEwLHfD70hMPIGhgwDcVD4bApPBwqLcVwaysgAErtqapKnoYg36e0tBRdXV1obGwEvyWe5IBTAFLAafw8dblc54A9jY0WoJSK2DxI6DreaWpCdl+faVgZ5tDi7Fuz783m6qniYvzzLbegoqMD1xuK+7ChdAz6/SZQaiwrCyMknzBwToj3eDzQXC5snjMH83btwg+uuQYXLlqE144dAwzhjxGrX9M0ZGdnI0yc7u0FBYiz6BTBIL57/fVIaBqavV6LQYkCpUYKChAvLsbb3/oWDj7yiAlA4UEQCU3DNkO4ycnMxLDPh8DoKIZWrUImcXKN5+TgJ1deCW80ihIjfZ6IHl2+HFsrK3GrcSoonpUFBALYNmUKatvbcaC8HNOIExlI8h46X+kJw67iYkQ5wZG+O0bmwlAgAM2Yo5qmoba2FgcOHDBPC/I80Ofz4ZkFC7C9ocEC0ImT8rc1NOCxpUtRcvo01n/hC/ADqKmpwd69e+HxeFBeXo7DJGc7IOZ370ydaguU6g2HsaWxESu2bMGZrCzTqZnIyEBdXR0OHDiAx5YswVvNzWbaIQD4sLoa377xRlz7+uuo+uADnMnONg2XsUgEwWAQAwMDFn4PJE++bJ88GeWdnabjLZFImPsKNTiPeb140zihx8JE8zRYVoa+ujpkGJEJBsl3ZN84Foth0OfDmcxM01nAAEFdXBpLt9ttKsIAkJGRgb6+PuszhH+cKCjA4SlTgM5OhMNhaJqW8i2YAULXdXSTMewvLwdOnkQsFjOf8ZF95cGVK/Fia6vl1I3b7cbo6CjOZmXhbFYWKt1uaUQpADgpcAjEioow8uUvw71jB7ojERMoNWo4956bNw/9ZI6nk5KZEnNGezwetBn8RI/FMO5yYaixEWhrM5+VRsFEss9+v9/c2/vDYRwqLYWWSODnl1+ODMMxQqmMi3ZDic27VgMcLkpR0zZ3Loqvu87C66KcYrd78mTck5+Phssvh75jB3pDIUTdbrijUQwWFFiAUqJvdCY7G9+66SYM+v2Y4fHgyUWLzCgT7PSgpmlm2G5KzMgyRqJ80H54PB5zTGk0J+/4uGU+DebkKOVE2n7+lOux2lpM5UAJxsOWnz6fD8PDw6ajPI8D7XV/8pPw/u53OFZZmYyoEg6b0QR1Xcd8I3XzqZIS1BjrnAE36F7O1oaLgkW8XrjI/sP6fiYrC10ZGWY0HXqia291NbojEZyeOxdhMvd7LroI3yWnsGm9p7OzgcOHzXnYUVeXTAnw5puWvWOYOxWou1yIaxreaWrCRVy5uq6bRqkzWVkm8BdIGh9+cdll2PTEE7j/E5+A2+0206oDwPZPfQotP/4xfnXRRcicMweNy5YBDz4IEbW2tmLfvn3ozMuz8HjaDtbPAJkngUDAApQSEc87EoEA3pg+HRe9+aZ5Lcf4BoxfMMPTWE4OXC6XBSRsRx4jWuvPrrgCGYOD6DP4mMz4lNA0DE+ZgrBhgOFDd9N+6LqO5uZm7Nq1C+MeD942ThRSGejk7NkpkSX3E/Cm6ACJqJ4ugzeMGtEBWMq9/ZWV+JebbrJE/6TylWqcqFNO0zS8OW2aCZTqaWxEbW0tQqEQKioqcPpTn8LmRx9Fn+EgHSPjwg47sPQ1FKjg43gpTYMYLStDPDfXBEvE43GzTR35+aaBkp0A5dNoUorrOt6cMsWUYbdOnYqGw4dxdu5c9P3qVyYQ72u33oqEpsHt92OMGPQYII3RgytX4pKXXjIPhQDGiV8BUGogFEJbYSG0RMJMj36gvNxMAw0k9x/2Xdi+NZyZia/deitmL1yIySRdFGCMr8E3tzc0oOzkSVywcye2NzQgz5Dbo243YoKIPIlEwuQTVPZI6DremjYN7WVlaG9vxzTjO2mahqFAADkMdOr3m3ubKKJDG5EhzkYiyOnvN8GwbH0nEgkMZWTgzenTUUn2rqMlJfjd3/89Bt57D8cJfztUWooZ+/aZAP2uzExzPalA09SJMhYMQuPW0mmi8/Epy4d8Pvzrpk1wR6OYvWePCZQa9XpxuKTE1NdiRUUmUKo3EsHXP/Up01lMx7cnEsGO+nrTOD5urFG614v68sz8+agnsg/VLcddLtOBFiOy7CAHOqHGfCab0oMvfESpmKZhzONBW2Fh0jCvaWYaD0ZxTcNLs2ejhERPEMl+brfbAsiUHfgSUa8EKLWnqgoZg4PYXVMDn9drKX9gxgycSCQQb2tDV3Y2Crq60BsKmdEX6Ddh60CUeq/f4Ce9ZA+Oud3oycgwQSPM+d+Rm4v3169HfV4ewjffbAJBxgMBZOXlYXR01KLbDPn9iMfjFidaVySCd5qaEPB4zDYyOas7MxNbje/LAF/9wSC+deON8I6Pw0PWORtfJreuMPab9qlTTVsKkARKdWdmJtd8YSE+88ADeG7ePHRlZlrmFeO/w34/vnPjjUAohJslDi82RlQOHjfAQzGij3UaQClex1YRXx/lyaqosUASKMUkX/r9Q6EQBgcHsau2FmUdHXi/rs4SuVVFTM8AkjoblfdzcnJw1uBV7zQ2or2gAJ25uabePlmxp1PdURm91uezyHhA0kH98IoVOEkOrVKg1N6qKni9Xiw3wGls7fMg7D/Nn4/JR4/CPzaG0/X1lvRSjGhEqW6DlwNAmLOPbZ43Dwu2bcNmAxzwQU2NuT66amrgGh9PztfZszHVcHoN3nYbNE1DTySSAtgPh8PmN9R1Hf3B4DmglLFGEpqGUa/XBOq/3dyM5v37cTo7G+6iIvxx6VJ84vXX8d6mTZgK+4hS/eGwuSaY7YcCpt+vqUFJNIoDhkOa8pGxqiroZO3vLy83D54cz89Hwdmz5lobCAQwHA6n2HqBcxkWWL91XcfZzEwhUGogEEB4eNh0FDKgFJ1bY8be53K5ks5Jkv5uNCPDItt805AhmdOU7cOx3FwMX3UVBkhUER4oNeL341s33oiY242vGWmUPqipseiVZ4uLceo738HprVvNPVnTNBQVFSE/Px8ul8v8FnGXC1uamrAkLw8eiQ2Z7n97q6vRkZ+PPEMWoECpn23YgLwFC5BpgJbHx8dT7DmHamrQfOAA3pg+HU8tWIDPXXopSg17665bbsGJ997DpU8/jceWLUtJg+T3+1FfX49t27al6MODq1cj/swzeMcAkrI+i+hMSwt6yLgOBAJJgJJxzbJvhUJw+3zJOaRpGK2oQNCwE4zk5aHHmFtMj+oLhTAQCuG5efNw4dtv43liM99fUWFGPP4EF33xIImE7PF4sKuuDt++4QacysmBj+h9wzk5SpvQu42NmHzkSEoKKMtYBQImUGpEIBOwTB37CODgSHExdht862RurmmrHJOkmfdxPppoPI6d7NskEuYh4oTLhc0tLXhu3jzEXC4E3W505uejMz8fYcNGdCIvDz+4/XZkHT+OWx57LNlunw/vTZ6MAxUVFvuxin5x2WXIiMWwpqwM9f/4j3hw1SpbkBTrQ08kYoJFz2ZkYIcRmCBA5go9cAEAX7/1VsRhBXTqug6fz4fKykpEWGrTgQEzahojqteeKCzEobIyfPuGGyyRrdh8Hfb5zMgyVGdj+sSiRYvwwgsvADhnf3tk+XKseeUV/P7ii1FJ909uzYxVVwMGUOrDykoTuMSAUh4jiMCe6mpMisfhNu7z1CsBSrH6Hl22DG8tWgT/5MnAvn3w+/0WwAuLdM5kXSrbM32KZSs5m5OD79xwAwq7utCdkYHK8nL0ZmUh2+Czw14vwPFV5hs6VF4OvP026siBmFGvF4fKyvAvN92EUZ8PCWOfNyNKkT2Uyc6DgQDemjYN8wk46EBZWTLd/d/8De5zu9FXUYFs43u9X1eHu0tLUZJI4LIvfxmnLrkEOWQvilZUpAClaEQpSoOCNT3o92MwGMSxb34TRXfeaWYPunf9emQMDiJj7lwkDPve3qVLUb55M7wZGRi58srkmJF53l1UBBCdo88AGI8WF0NjgR8qK00dbzAcRs38+Qjt32/K7ez/D6ur8c5vfoPShQuhvf46HlmxAp9++GEAyejarH89kQgO19bC39ODY/PmAVu34mxGhgUoxUgGlMrIyMCkSZOwZ88edBYX4/hzz+EnBj9hpLIPMWK2TiCZ5nPjc8+h6sQJbJ0yBSfz8vDNm25CXzCYksaSzvtBvx8Hm5pQ9d57OMFF0xRGlDJ0o8OlpYhrGrK6ulDW3i4EmAPn9jALUMo4VDDs88EbjWJ/eTkqOjtNWZLylpHcXLQXFeFbN92E/mDQAv4cys7Gzvp63H3zzZbMDjyJDiOep/+d9N8OlDpPf9nEGFp2djY6OWMYAOTn56dEJAGsDFrErCkQ6ciPf4zqH/4QH9xwA7oNwzZflp2DNRAIAIZTA4lEioDEiJ3Obm5uxsqVK/HTn/4U3zDynH7m0kuhaRp+9KMfAThniEoHKOXz+czoSbxxlRELTfvtG26wnMRi9TAnvggoxZ6hY8oLGF6v12x73OXCcS7s6bpbbsHIyAgeeuihFGMgqz/q8aCNnCjWwmGc3rwZ0DS4yWbG7rP3i4qKcPToUXR2dpqCrdvtxgAxMA0WFKDPOJXN3ne5XJg/fz7mzZsHXddxSpD/mBGrS9M07KmuxgW7dqHVUPqHQiGLgYoaXakQ0v+DH2BFZiYeI4JFdnY2Nm7cmEwHwJ06EKWY8Xq9FoAMD1ijpxqPTJ6MuUbKkOOCsijx64U6U4cEDlDewcva0pWVZTn5NW4IAWOk/Ljfn+LcZ0Kkz1Con1640IymNVxdDU3wbShQStM0XHbjjcCXvgTAmvLA5XKZIZR1XbegtC1AKcPgHwiHLfNXtRa9Ph+enzMH1cePI7JxIzKNU2wAEM3Lw1AggCEA5Qp+MpxIYG91NV697z60/upXGLrqKui6bjk9Q6NtAMn1QucBFba2X3QRvBwvon3QiRF3jKQ7AoB169ZheHgYP/7xjwGkpuvyer1IeDxmWhBKD65ciclHjuCZ+fOTJ+UKCqAb7br44ouxYsUKuI30KHap93Rdx6ncXLw4Zw6WGSfBGMUiEbgMobM3HMb2KVPwUmsrwoODuOaZZ/DB8uWYB+CSSy7BSy+9hG3btgmjLg0EAvjFqlVILF+OC996C6WnT2PI54PmdiMcDuPUqVOWCHuM/oOkoGFjxHiKzPHu9XpNpZ5SNBpF+/LlmGooWAOEf7NvzEC0m+fOReuePXjmggtwvKAA/rEx7OQMxj6fTwiUUhHj+ax9/Hyn/JalaRz2+TCanw+cPIl4PI4Bw9nBnOwsKgEPXODLFs0FSv2FhRbj+5arr0bZd76DGk3DZxctQv+bbwJGmHl/IICRkRGcyc5GQGDYTZeYIYGF1T5bXo68I0dwtKQEuoMTYIyYA4NFKkloGn501VXm/TOcwWHNmjWYPHkyPjQcmDJi0QNFQKkhw+lNHQ98tJay8nJs+Ku/SqZD3LkzCfLJz0dBRwcGOYCajHcxIIHb7cbZzEz87PLLsWLLFhM0rut6Suq9A2VlcN99N7wANCMySV5vryVsuyXKAuFPWf39FlBZw4UX4pKlS/GrX/0K3ZLUC6wdfMSLjvJyy0nCnrw8vCAIR+01IpmwfYN3gvX/n/8D/ctfxmh3N/Db31rW31133WX25QwZ02HOOczaCAAuDtBG1wxLJwtNw56aGiw0jEiWlEqhEP7p1lvR0tICmpjNFwgI+bbb7cY7jY0oO3nSTOdCnab0W9DTllunTLGsLZ6He71eE0AZ13V0Z2Uh3zC0DQYC2FNTg7/73OcAAJ+94w54vV7TGHl0zhzsnz4de957D3Nra81TcTy1tLRg8eLFOCiQ4Rmx/U3UvnSBUi6XCy+1tKBiYAA5x4+j6OxZZPf1IaenB0Vf/zryCwrMiFJRg/f5/f60gFK6rmPE58OIz4eAJk59SWlg3ToTKCUjNgarVq1CaWkpnjEcgEDym744ezbcsRj66+oQVvA2GlFKdp/VJUq1ACTBILqumxGSWFphepBFRT6fD5qmYdzjwX2XXIJF27bhxKZNqPP7cdtttyVlPACoqDAjSWyfMgXNBw5YIlkBqYAjfpzfmjYNte3tiF9/PTJvvx3QNGj33IOE4SSk6/d4QQHye3rQYIDAVekUAOtpQRZ5bWV+Pt5raMCibdsw4vWawIxMbu7y8uBb06bhrWnT8E9PPYXA3r3JvkgAOwlNww+uvRYJAE0HD2Lurl14hKSUvPLKK1FeXo63jQgtjA/EYjH0RiKIGpHFBsna8XHf7fElS/DcypUYGR83T14O5OTAI2uTMRYioBPbt2h6JuqIG/b5EJdElOKd7r+4/HJs2LwZLy1ejE/A6vTlo1Kxe+M+H45zcgxvSKaRhniwHSUarXDcSEF9uLTUjChFdXM+elE0GDT3sJdnz8YnXnsNOpKHQtoLC61AKdo2wjtdLhf+7aqr8InXXsNjy5bhRF4e3pk5Ez1eLzwEAMhIBJQ6WlKCXcuXo/mFFzDm8Vh0re0NDZjz/vvJucFF+KV0sKzMBEqxezQqKQ+UYqlJ4y4X7jHSl87YuxctH3yAwUAALXv24FR2NqKcPiPim7yu+9nPfhZPP/20KW/xhw0oySJK/eLyy82/Q9wcpDzxdFYWCrq6LLo9nfNs7EWp99hhIspXemtqEDNO5lManToV11xzDXoJoA1I6uM33XQTuru7cd999+Fnl1+OtTt34rGFCxGLxYR7Pj08IeLPe6qr8d6kSdhXWZnUdwMBFJB5zMvfJqDF7cbzc+Zgg7Hnx8i+015YiC/ddZd50K6tqMhcI/QbnM3MRKaxz8j2SL/fbzoou/LyMGrI3pqm4Y9Ll6Ls5EnsnD4dLVwZdrIBP4+oLUYUtY8dqAKAUwQ4xAOlAODVWbPw2owZZv+dEAVKDQ8Pm+N++eWXIzc3F/feey+AJI/h5UCn9saMjRuRmZkptBN6DFA0AxD8xyc/iR0GiC+DHtQKhfBiSwtcsRi0WbNwp2H/YiQCSp3MzcVXbr8dN23ciF3HjiEhOEAlc9Dx/GDzkiV4Zt48c2w/qKnBxa+/jqjLhZ6qKuiGLLnzE5+Aa88enFq6FLW5udAEfRaVT/nWINk3aDTTU9nZuPuWW5DQNEyNRMzvPcdIbSqbywyck9A0bJ47F6WnTpkg9C0tLViaSOClvDw8V1WFWbNmIbptW1K+opFAKiqgE93ydxddhGuffhqvzZiB3XV18I2P4xuGPbo7EkkZV9o2yrM1TbMA4Clta2jA4u3bASQBrScmTUrl8TxQyqBRjweJQMCMHL6zrg6X/H//H5555hl0AogDYC2KM4ARARyLIvj3RSIoLy/H2W9/G7FHHsEzM2fCFY9j/4cfwrN4MTxf+xpG+/uBrVst/dZ1HZs2bQIAvEkOS7D7sjlI+8kiSHgIUIrRkeJiFFRVmfdoRKnGxkasWrUKP4/F8Nbkyeb8HamqwnurV2O0vR1ds2djB4C3Jk1Kzi0BUKqwsBCf/exncYAAMgYCAcQEEZRktpPi4mJEyXxmfgfW7kFu36Ly6ggBSo3l5aGb22uZLfP5uXOx7aKLkm3gIsYDYr+E5Z6mmfan4UAAL7S0IKu/H33l5Up96v3aWlMvlZEFeCgBSmmahqjbjT8uXYr6o0fxwOrVpnxHD0GP5uQAgn2VjSXrn8V+o2nYPG8eph8+jNGvfhXPEN8Bz0vZ71ORCHqIDYJFrj4lOJAtoxG/HwmfDzm33IJTN96IkWefBT74wPY9j8eD4WgUPRkZyO3tNTOaAEAwFMKjy5ah4fBhbG9owHwjEwAglrcikQhuueUW6LqODgPgOjAwYNogGVGb+KCxr/L2SDbGI16vMAVXc3MzlixZgh7ukLau63h9xgy8MW0adI8HNZJ1P+5yYbC5GTB8Pv9+6aVY+fbbqDl+HO/V18OLc9/3F5ddhr/+/OdRNGUK3IK2sPRiKUApVpfHgzOZmSgy1pPP58Mhogv0cvqoBSjF/FfGM7FYDD0ZGabuUONyoTc31wRKDXBRtIBzfpgjRpRrv8EfEi6XGQGNHq5xu93mftGbmZkClGJkSR9eXp48xO1yoSM/HyGuDcOBADqNPrSVlGAG4d8xAfhH5MccGxtDQhDZmkWEGmptxbf/9m/Rx4CSfj9G/H5kkbaMut349o03Ys6cOVjEUhySes4WFQGGPAsY6dIPHIC7rs4c1w9qaswoeGeLixEIBHDbbbdh8+bN2LVrl/numjVrUGqADjVNw77KSry9aROyX34Z706dislsrmgaHrnjDpw4cQJzjWs9kUjKgZNjhYXYy0WAB5L+lNraWhwzQNWxWAyjNTUp+yvPj6dPn45JkybhIQJethzYycjAzzdsgB6PmyBFGU/iAYLPbNiAznnzkMXZmkT8nek2oz4fPqysxJQjR7D2+eeF9QCpQKmBQABXXHcdMjIyMPTTnyJzcBD7Kyrwsw0bzL2YRs2LsUOtxro9RdruNvYB/oA0T+cjSv3l0Hmg1Hn6WIltlDKgVFlZmRAoZQkrbwATqMJNjaHj06ah65FHMHjoEGAoxtRA5hgoxciBM5YJrR6PxwQ5UGALcM4QlW5Eqffq65Hf3Y33DEVbRrzhhfWROcn5CCrAuY2PNwjwTjJVVAc+tRatGzjnYI9Go6ZD2ev1muPKjHXRaDQlohTLG9/R0YESQxFwu90YJSjjHkMAoc4YegrMrI9rH5s/GmnHBzU1uGDXLhOJPBQMIsdQhBOJhOkcBM6lNzqdlYVYXh7AjYFlnhHhIKZpQmGBB0rx85TNLyAZTv7xdetwBsl0Yyri5xute4QDmYiiWrG6AauDbCgrC4jFLKdOdF23nBoZJafRmVOakgz1T8szHkSsoACuU6csp4Fo31jaBUadubmIGo7JqNFn3kCqOiHu8Xjw0pw5eDGRwO3cOGlEyWPOQBExYWisvBxn778/+S7n+OS/M4uixuiIYeSIulw4Nn8+6hRAKWoEHxO0S8V7mCNXhHRnzjq+3UDyG9JxtQNKse/01OLFOJ6ba0YoA4DBuXORYaTuoA6CgVAI927YgLKyMswz6hA53ijF43H4AgHz9PuQ3w9N00yDtR3IiJXBeJLsFLLb7ZYCpY4tWICpP/85AKA/Kwvo64PL5TIdbmzfeqepCR/MnWvy6PsuvTSlPK/Xa+HhmZmZaOdSi/HEjN6sz/z3p/y2q7gYTyxahNPZ2edy3MdippGC9VE219MFSrkDAZzOzkaxcbp0MCfH5BW6rqNt7lxMefVVjHo8CAaDluhXjJyccBER6x9r8/H6euQdOYJ9tbXmKSYnRB0YTojtrXYyAOOLolPe4wTww9YS7/yjjh32DZ5dswYFu3ahZ/p0UAienSzE7u+rqrKkWdN1HVFioOkLBvGTjRtxl5HK0+1246ELL0R1e7vJw4BUfsBSb7w2YwY6CChoLDvbYgxUta8rK8uSgmUkK8sESQHA/V/9Kg4aERjZO/F43IwqxuSGMW4/0CIR6C4XdGOeUd5I595pAtzmo2iwsQCAHRdcgHnPP4/j06ZBM8r46YYNqD5+3AQyAckw1QwoJYo+ya8r2T7mdrvRkZ+PHxPwHnWa0j6MBAK4/6KLENN1dGdmwktkAX6dUaAUAJzNyzOBUnyoedZ3mtZtwOBj4XBYuob5+at6xuPxYEtjI+a8/z62NDY6WpcioNS4x4OHrrgCue+/jzv/8Adk9/Xhys2bkdXWhpsDAdMZOk7kCSf7CCufylesftX87r3hBgTdbrgXLgSefVZaLiMRmOSJJUlI3SKXKyWiFCUGdJaRyllEye/3myeAqa4mSr3n9/st88jr9ZrjsbuuDrvr6nCRoQOIdAogCQinYAZatgisyGgwEMDPN2zAZatXI5O7xwOlTuTnY8a+fWZ0AAqopLqlKgKex+PB00uXYsjrtYCg+TGXRfYaz8tDgDwjI+awYePHl01lJ8b36Jx0uVwWndclMOi5fT5gfBxHi4vx9Pz5SMyZI2yTLKKU2ScBUIoBhsY8nqQBmotuy4jnCydzc/Hjq64y0+aw701tA1Rmpf22lJOXZ4mG4xQoZYkoZUTwfHbePMR0PUV37+OMv7Fw2DyFHHO58LXbbsPCHTuwpbERg4GAmc4uRkAYPLlcLhwuLbXw+geWL0cikcB0gxdS46xsrb9yySVoGxtLpoMgY/zHZcswGAhg65QpKCP7DR/R+GBZGebt3g3gXCQUChLi0zKJwOA7Ghqwo6EBrbt3o2XPHjNVjt2BOdonJkPxzhIZUIoCAQYCASRuvRUnZ84EiOOCl12ok/h4fj4aDx60pFITRZQSAaUYQIrqPH1GFOWY242+YNCMRNdfXo5cTUM8EkFXZiZyDRmfzTlW576qKjx+4YU4tX8/dC6iFB0jFVAq6vHgN+vWWa7x8jcdT+rgfnP6dLhjMeQtWpSyVqmtak9NjRAoBZzT12X8rqysDI8vXoy2fftw+LLLsJbsqa8agP5sLsIcbaeMRBGl2Ds8SPatpia8Mns2ao8dw4jXiyiRf0RAKSDVVmdHfEQpetDDbk+2k5+/e/31mH/2LCr/5m+g/eY3wmeysrIsQKl4drYZ0Z9fc08sXgwAKBfI7rK2xNxuIDsbOkkRLnqPn0f8XHS5XBgn1zry8/GHlSsxFAjA6/ebY9Vv7P1NTU2oFZQrKl8nBy8AI3KuIKojNM3cg9k3T+i6KeeI5p6u65Z1udlI2c1ozO/H2d/9Du//7nfAiRPmvulyuRAk8hM4G1tvJIKfbNxo/rZEeSLR5M41/dy7rA6mg4nA8R25udg6daoJlNpVV4e+ggJo/f2mAx0wACM4F5WL0eGSErhcLvzqkkswc88evDhnDm4yxjzq8aCLRCeMG0CIsfx8PLhyJcbdbku0c0rV1dUYaW3FgTlzMGwAGX565ZVYv349avx+aNx34+UCkW5AeT+1edOIPXy6yaMlJYhrGjpzczHm9Vr0HRpRisnJmqZZeEM0GsUbl16KAwcOYKXfnzwoYLSRX/eMP+i6jjHCa07k55v6KyXZnC8qKsIwAS8xfieKKNUbDiNE7IzDRD4Zzc/HSU4WprxTxZdEfglGovXzpMFzZitssU6J9m80ErGkxQasAKVXZ80y9xlG9CDyeF4eIOBpVN4FUiOCvzZzJvasXIlPTJtmRiwCxPINe3+cpv+SHD6ifZClVwcAXaKDiIi1ickiFLwfDAbx2syZeG3mzGQ7bfZdagtn9sahoaEUHTuhaaaMvotEy6XExvj1GTNw6csvW2xQtC7RnhKPx5Ew7snm05Dfj1MLF6L3q1/FG4ODiMVi+JNh+wKAPOrb0DREEwm8+t3vInHffThSUmJG/wKAgexsYHgY8Xgc25uaUNnejgEO/EOzG/j9fsRcLtx72WXI7u9HJ+efoHvJmaws1Le1ocfgwfxc03Udfbm5wP79AICdkyYJgeLsAFN/MGjqRolwWOgfdblceH3GDGiJBHa0tqJIImP6ye8jxcVmtgtWJz/2TF/bOmUKpm7fjrr2doxPmgRNYOvhbYfMznfCiE5HD+ky4F0ikYAo/iydI7z9BoAlxdsoB6TvMWyD0cmTzXcsOhPZc/j+Un2TtWHP8uXYZXxvyg/Y3yKdtudf/gUYGMAP+/uFKXnZWLP6aVYZSiJ5jp8rIv4si75NaWd9Pabv328GbxgbG0PCoQxJbUvPzZuHKUeOoFyAL2DEgHFMFuk1Mge5XOcidA77fJa92LJ3cWMTd7kw6nbDF43ipAFss6PzEaX+cug8UOo8faxEI0qJqKysDNsNpYuSCsgDWCNK8SAZIBmemkUVkhmiKdmF5pa1jypTFuWHMFY7Bz8ln8+HMa8XTy1alFZ7aJtEaaHYfZFiyINXfD5fCqKfEkspQokXUJhDhIUI5x17zIDJR5QqNoTbs2fPIotEuHCTqECD5eWmwU4U0Yr1gW8zc2hQoNSBigpLKPihUAgFbrepGNMQsLsmTcIvLrsMh0tLsc4QJPk6zPEgylNvOCxU8EWRd2iZvIPj3Zkzld+FET/XT+XkYCgYxJiuY4w7hSETelg7ErqO72zaBN/YWDL9x9mzFsOHrusWwZk6nqkTjD6vUmxp/8/813+h8913LQ5vXnGkZQ0Gg/jplVdixOtFk9Evfl2r1iJbB2xestDCfL18BAARWaI+CcBLfEQpSm0lJfjZ5ZejMy8P1YIx5J0HL8+ahSXbtuGxpUtT2qVqJ2uHzJHAk+y72QGlWHqMeDyeEpp0ZOpUIVBKVLYTRb6wsBAjxvwcMgxNTAHvJ+FSZUT3FVVEKRGPjUajGIpE8J1NmzCprg4xYxz8xGBLTxXa7QuUZ7pcLtMhSCnBjQk7LcX6zNdB+a3L7caLra0AgDlE6WI8hvVRNu52QCld1y0KmMfjwcncXBMoNcQBQs7MmIGfr1+P0zk5CAaD5t7Bl+mUqHGIOhoA4I0LL8RWvx+Hp041nS1OaCJAKfae3XN8RKlf33Ybuvv7MYcYfFwuV0oIf0A8RocrKrA9IwPzBMBFFcnaquu6xTjHTqJREBoNp8+In4MPrF6N7ZMnY291NcY9Hvzw6qsx5najmTMmykjXdXRnZOCBVauw/oUXEAsEMJKdjRGv1zTE8IZilnKPjbPISRgndYuMyvRaD5FHAobjQgTSeG3ZMuwNBhFatw4LkBz7/ZWVlhRoAHCwvBxdmZlIwBoZUVQ3IAdKiXhKIpGQRpegIGTeCUXlWL7cnoICwDhJPMjxJR4QFI1GLVHqZN+XXVfNT3bP7Xbj0WXL8EFNDfZWVWHGBCNKsfaxU9R5vb1mStQAAbHHDecIDxBWnRLjnZpU7pS20e3G4Gc+g4yMDClQinfm8XVSMKwKKEWdwSKyA7Uz8vl8ppzMyqSyPSUKgAWS85g39Inmh6wfFKjkN1JOMXISlYJGIaLv8hFgKVCKRnrkgVIs3RKQ/BYJrxfPGuk6GYkOcYja2vHpTyPjtdewdepU2+/AH3jgia1fGlGKvef0Gw8MDCSjX8ybh8bGRhRLeI0KKMXmhCiiFB+aXwQoE/WR12kpkJjXZ0TvJzQNv7rkElz31FPI7enBMWLUVgGl6OloFlEq5nanfG/AAIUTigcCFqd7fzhsRt0FktGiM/x+rOOAJJTnyIBqwDk+RfmTjO+MxmJ4Yc6c5MEk4uQb9XpNEESV241v3nQTIoODOMVFJT5EnKXjnPGe6bQjNkApRtumTMGI14uDRpl2sh9vJ+KvqWRsqm/0ZGRA/8IXMHTmjBIoRfXXF1ta0JGXh/0EnMhkYAq8NJ3KpN9snKgxvn/KFMCYtz2RyDmgVFkZco2xOJGXZwKl4gJQEWuvLIqkHVBKRKpvQPfjhKbhldmzsWzuXLgUe9wHNTVY++qrAJCSMsoOKFVSUoJX8vPRkZ+PqYRHi/ZEO5AdJZE9i5VD7R0xTcNDK1cioeumg7xEAlyeiE2RRsKjQCnaJzv5WLans/JPFBRg69y5qBTY8RhlZWVZIgElMjMBI8qraM3xf6uu0Xt2e7Qsghn7W1Q+S6fXQmx0bC3YgfH5/riJnuXz+9HP2d8GuflL32cykeh7OJ2PPLDC5XLh1Vmz0LJnD3bU18MjsEPKqE9wSIG2l0+HTDManMzJwVMLF+JocTH6g0EcLilB8enTeGb+fDMleFdmZjKtqtebBAIjNaLUnpoa6LqOUzk5JsiA2j33VVaaQKmYsb41TUs5tMcTO2DLjzUPUBH1W/abt4kzu1B/OIzvX301hgIBMz02q+dUTg5+dNVV6DP6TPUdemBF5LMAkt+ZfmuV/YvqIqMcUKpEML9k86SgoABHuNStAAFKET7WFw4jk9h5hgm4I1pQgBMUxAdr5BvlITpFRCnVHm5nT7YjCtQHDKAUF21O5H+iRA8iy4BS7H0KmuNJBILleS37zeS6b950EyIDA5a04iLiDzrx7eL/VhH7VodKS1Hf1oZjRP7jbZRPLViAOx98EG8KonsD1vkfNOxJ8XjcDJ6QlZVl2jR/eM01yOnpwcm6OkAQBIDN11dnzkR3RgYOcWluebsEI2oDV+m83RkZ0F0uDN56K04++6xFTqRlMYrFYhgoK8NLhi/vyYULsfqNN9BXVYW412sCpd5qbka314vqa64BSHRFKsMxPWQvSUUt6jsAPL1gAcaXLcPe3Fygp0cIlKJ2vJdnz0aL4EA7mw+DgYAJlIqHQkLQna7r6I1E8OTixQiFQigz5ghf94dVVYhpyci74x4PQPRu0Tpje9JwIoGfXHklPj95Mnxc9HPaZp5nDw4O4mBVFR795CexW9MQGB2Ff2zMXPMy8Ar14/IBFowf5p+8DejA0qWYvHQpRhctgmYclk/oOl6cPRvLtm7FOxddBAaLFvmGwN2jY0jbwL45u08jNA0ZkRIT3/teCvCTlkP3JtpPmY4p+kbp+Lcp7aivx7jbjcKLLwY+/NCSHYivkyfKP4+WlOBITQ2qDD/hgZoabJ41C3o8jtseeQTAOTmt3YhS2VZUhEwDZH68oAC1x4+nZv0h/YwL7K3fvukmFJ05A1dzM2ATBR44D5T6S6LzQKnz9LESjSglohIuLQwjO4WYGqLY5kIN1llZWRaglJ0QmI7zk7aPd2ZTsIWoL3Y00U0HOLehiKKdAHLwhgiJrSLZCSlK4XBYCZRiZbANmb0fCoUQiUTQ39+P48apQ7c7mT5r85w5mHzkCI6uXw+XcYJV1iYRWEMElBrzePBWczMWGdEcWFhXv99vAUox4XCPIahSQZKRZc4So2iv5HuIHCa8s5I6OJyGbuTHIuZy4Ud//dfo7unBdEEEAlEfaN9YqrMC493HFy9OhrhftixlbtO0DCJnrurEBl9vrLwcA9EoIAFK6bqe4vg4bChH04w6+HXNzwsqFFIn35tvvokKvx8Rw1nK12vHT2TGRHZPBZQCYEZyEYESecP4fy1Zgpdmz0ZfJJISNpjNU9HcYYh6p+RUkRZFlGJEHY79gQDGWfopiCOl0XedROYrKirCsZoadGVkYGd9PXI1zXSyOokEQk/xqCJKiRxozMjVkZ+Pwupq87QsD5RiAnM6QKlIJGKZR/euX4+b3ngDOz/3OcAAHgHngFI0bR7fPyBVqaQOFj6ilGyOiHgsv6/Qfdrr9VpAIHwaULfbjQ+NdEq5ZOxlxniRwk4pHA6b35x9LzOcPIADdXUIGVHVnFK6QCm2Zuy+NTOCMSNlPBLBvrw8jITDWE4cehTcIaqHlQVYTwjLnhWR7Hvrum4awIGkI9VvRG0D5OuT7/uo14tdJOIGi8gwTXK6V0bvNjZiV10dqisrAY8Hv1q3DhuffRa/X70aXq4tLHqjChwyRk5nixxnlmukDOYw32HIEHRtjSIJsG61WUtRtxvfvf56aC6XEFTtFCglKp8a3EQgEUZ03KnDFzi3D7Hf/QS8x0eU4tsSi8VMkKoKKMUbk3mi38Dj8WDM68UuI1KPjCfL+kfriUajGOaAOOM1NfAYckd3JAI3Ab0ykgHuaPl2Dlyeh8mMuaJ2A6nfkMq5LpdLqguw+3ap95ysRTruVLZ54403Up7l91SRAT8doFQkErEApVQRpWgb6TOxWAzbtm2zHEJIAUqR+v1+vwmG4udcWVmZmfbLI9lbVFFqKL0yPIzf3XYbhsNh1DsAt6pARKxOtidQQyiTyVk6HNF6Fsl0MqBOQnC4gJHocNOgBCilkiMp8WtGFFGK3hPRsaIifPvGGxEaHrZ8a5V8LIooJaMRDiglS1vIqDMvD0OCKAGUB6vWbjpAKR68JiKPx4NTOTnCyMg9kQh21Ncju6/PTN2nAgmNKPh0wuOxyAYTOZBC15wqgvC4x4NBvx+hkREMBIPIQCrPYHKZCFg45vViZ3190jlIIuqxb8Q7G+hpZebUoGttqKkJMGSIvnAYOHkSQDKiFKN3p05FsxE1fYREbWFEx0v0XSlQivFNVXpC9o6ofNnBO6/Xq5TLacRMHjRHo6SIKI8c9KL7Bn1e1Ca7eST67qKIUv2hkDSSOyCPKOWEZECpWCxm+VYTld89Hk/KulQBpSh/Q3a2CZSS2RFFZdkBpez2aL5MXs+xsyXxwAQ7+Yrvz5nsbJQbdmS61//24oux7pVX8Nu1a6XtY9HiRd/DziYtA1bouo4TxcX46m23YTAYxM029jQgaa9bsH07nlqwQOmEpGAyTdMsUWr6g0FLtMqfbdgAbzSKwUAAEaMNUY8H//xXf4WhaBQLjHpcLpclosUH1dUokNiogCSIcoGRrotFlHJidyowHKAymYEHhKh0H/ablsUfHm7j/BZ0TdAIg5FIxORT7LCgrF2AFSjF2/74/Z7qImNEZjmRn4/yNOx6fr8fGgX4GTo96z+Nct0XClnsPEMEKDVeUIDu3l6MeDzwE1AZIyc6jWit2EW9dWqXFJHb7baAdcczM1OAUnZ6UFdWFvZVVCChaYjZpL5TAaVEB4t5Xsvfl8lkPHk8HluglFNbMGvTc/Pm4e2mJowXFAAGr+OBUofKy/GPt90mTV3O62LBYBADAwNmWylQqicSQU8kghDEh5TYfE3oumkXELVbtfZF4N0HV67Eyrffxh8uvBCzFXMtkUikAGyoHPTCnDl4u6kJsxYtgm7YFhKJBGKJBHbX1aGSS6GbSCTMeWJn27Ck3gsEcKKlBYkjRwCkHg7RdR17Fi5E9dateGn2bAwKUu/RdWUBTBvrn7d7yOYtP8+7srLw9dtus6w5CpTiy2H28lgsBmgaxleuhDsQgC6wu/DfzvSdxWI42NCAno4O9HDvbNu2TZh5h/pNRBGlnrrwQlz3hz+g/wtfSHk37vVi5MILzXLMdxYtwkutrShQ6DeiNSiqHzg3xmy/eHbePNS0t2PLvHlgsGKXyyWUxXk5iNlAWJupT4z/reJRaZGm4f3aWuQWFgIffmiJmilqKyU+uMqO2bNNoNRQKIT9FRVwk7nHbLTHDNlpIBjEHcaa+q+lS/FCa6tlr2J05PbbUfbkk3h/7VpLekUgCZzszsjATBtdntH51Ht/OTRxaPZ5Ok8cMcFB13Xkck5RRiIDOO8UFimVdKNmjJqWxRvvCzghhKcMQyl06gRlzJw3QtF7jOgzIuf7RIRVEVGwkYj4tGW0fqfGRXZfJFhRYt+i2zCu8GWKTmoyKjSiNdDQ1WHjxO0911+PhJGihxI/brzTXvSd2P9/XLYMD1x4Id6bNAl9hoDD5gFNKUJJpGzLDEii3NyAPVCKKutjY2MTBkoBwKDbjVGfz/bEisqAxso9m5WFb9x6K95bvjzlO1Djmij1nkgR4e+rftspjvx7dqn3+PFm63PPnj3YboTUjJaV2UaUsmsnJV7xVhlURc423lid0DT0SdKkqYBp/BqZKNmdMJACpUIhDKxcicFrr8VzglQ6/LtOeGNJSQn6s7Lwz5/6FF5sbYVGgFJOIkpRo7RsL5A5lKLRqMWhwsY2EAhYQAPsGTtDOt3DeIDB3upqHHn1VYwtW5bSflq2rK28gYkCV9k42UWUEvFclSHb6/Vaw5xz4Gm6NunYyIBSbrcbtQRox1M+cXazdc3Gg0ZdSRcopQIf8GQH/mDEeL2Zxi0729z/RGOhSn1LlV9R3Xb9VQFZEuQbjRmRIxk5BUrJyOlYVRtgOiCZ6mfcMN7sr6zEN269FQcrKlL4Lz2xyrfnlDEPd5AQyk7G6BeXXYYd9fV4hQvFT+Uj/iS7yqgw6vNZUrzy9VGSGc5EY02j5InkIFEdon2Ett0JUIoacpgcxcv2ovqdOLH4fspAKbL3AavROq7r5jzoCwZx5oEH8Ou//3tsa2jAsxdcYD5LdQw7/s2fEBb1T7ZXqtaAak+kPJQZnmXj4vf7bZ0QTvZcGVCK7SP0vkgeUzlDGcmAUhnEmef3+y16npOoEeyZbdu2mQdrgNToljuIcZP2h1+HGRkZyDSij9F9nxIvg8pAR3v37kV/OIyE5D4lVRRAIBUoxRtfXS4XfnnppdhZV4efC2Qx0TyVRa+TRaGj9bMx0DTNjFgwIknhyfdF1kcKhmL7O2sDH1lERDGXKyXiqYqn0EMh4zYygdsmWpaIWN0VRoTG0tJSx+APts5EIEyenAClZO1lctVv167FD6691ky5wKfTGPN6ETe+gSqilBPHgaxdIt5pZ8tgYABmJBfxIjouIt1PlA4DSE29R4kBpahtYIxE4tSIrj9k2EM0TcPuSZPwbxs3YmddHdqMFHmy/YR9V1nqPbZG7MZIBoaR9VvE0y2kabj3ssvwztSpeH3GDMstu4hSbve5dLH0kKVon01HdxTZd8x9jDgKRVGPPy6gFD+eVI6kp+3t5BzZ2KsA1jxlZ2eb6xUAXGSflR0CE7VrokApOwAV+1v1Xantgz8o4GSMdF3Hfy1Zgl0NDfjxFVdY9vodDQ34+m23WUAxrFz2HVl0fFlEKSdAKT69DtPb+8NhxHV1qihGL7W04Bu33oqzWVkpbbEcTCR16LpuiSg1yvGIcY/HjMpBbaGDXi/GCMBH13WcIanqzmZlKW2pBwgoVD9zxizDjviDUIz4/Z//26xLYHek7bQDKoj2Tl1PRnRl90QRpXgnNh9RStVGC1CKiygl6qPoGrNl0HuHS0uhaZoJSqX7dczg7SKgFLKzk7ZIwiMHONuF3bqeCFDqo9gw3W43hg3+Htc0RAX83Y7nJjQNP7viCvx8wwbzQI2qvYBYDhUdXE1XHpKRbI8XHbCzI3OuG3Znuz2vLxw200fyxPeHt61lCSJl8bZLds1ujfKHJui7jET89K1p0/BPt96Kk3l5tjYK0Z5DaTAYBIhOTg/O8vM8HaAUvxfSMeLbkZubi/7iYnzjU5/C60aKRBFPNttM9LIE4WeU6HgkEgll1NL+UMgCnqU2Mn5cqe0KkEfiY20W+TFp5hmednMBF2hZbAzYvkjHpLOkBF+/7TZ0X3JJStlFJCIxbU9c180o/LQeSnQOsHuiSE9AapToruxsfOPWW/EWiWgs0+l4W+vAwAC2bNkCIDVquh3IeMJAKQCZmZlCGZeSE770AbHPZBvAyqjHgycWLsTLs2ZZIu71h8NIGPZ2XU+mthWBpADg1M0349Rbb2GEZBDgyWn/zwOl/nLofESp8/SxkaZpuOKKK9DZ2YkcgnrPy8vD9OnTLY5MIGkMnzVrFiZNmmSiWwGxoCraPEtKSnDhhRciNzcXBw4csLxfX1+PFStWAACef/75lLZmZWXhoosuQjgcxkMPPWTbN8bMRQIoH72IMv7rrrsO+/btw9GjR3H06FGzDD7a0UchmVAlM3CkC5QSKfn892EbNHOQyRRY0fv8qQS3221Naydw4Ig2U5Zuh68vRdjVNGxpbkbgrrsw2wjxzIQFhjZ3u92WOedE2e7My0PRmTN4SxJ2VhXWn/2mwpCoTnoKkV7jSeY0lxkTVUApRiLAHDWosPSKlOycb3ZOsxSQkET4YO3i14IqnYeu61i9ejV+//vfAwCeWrgQfZEIWu++28xtzd4RAaOoUqAaS97YzgMhaPocJxGlZPdEfaQkCvU8EZKtfUZ0zEe9XjO3c18oBN3tRu+3v43dDzwAtLenlC0zxlOaNGkSMjIyEAqFUFNTg1deecW8R4FSohNVPNFTf7KIUqx/1157LTo7O9HW1oYDBw5Iw6bzEaUYH5k3bx4qKipw5swZfPDBB5Y6eAdNWBI2v6KiAitWrMDrr7+ektKItUNE/DqkdbE+RCTgO9E77DcP+qXKvtfrxd6qKlz68ssY8vkAhcOJ7gEqoNTq1auxe/dujIyMmIreMiPS3aRJk7B9+3bEYjE0NTVZ2szGSgRaFJ0won2aMWOGecqpo6MD7ca8raurQ2lpKd59912zDN5RrSKXy5UcFwBRQ7HTdd2iuLJvlk5EKbu92inxBqoxLrrWRwVK2RmhCgoK0NDQgKamJouBg5ex+DIoIJTuqYx+fvnlmL5vH7bMmoU7SJmy8tjvPTU1ZoRJSmvWrMFbb70FINVBY6dUs8hXPNnxWEai8mmEFZEhRlSHKHKB1+s159QwcWgMSwClrLz+/n7z0EQwGJSmCKPOFVV5gFye3LhxI3p7e7F582bblG7smzB+/8Dq1Sjv7MTb06fjsyUlGCwuxn9efDEAYJ0xbi0tLfB4PIjH4ygoKMCTTz4pbCuQus+L+kd1BXrPiSFW9BwPHNA0DaFQyAQtXXzxxTh58iTy8vKQmZmp5HUiWa2goADNzc348MMPTb5HZSzROytXrjTHSRRRygl/UkWUYuT3+9HY2Ijx8XGUlZXhHZLGgJIjh7GmYWddHaYdOIDHFy9GJ9FVVcAvj8eDiy++GKdOnUJBQYGwfKfRmWgb7Xi27H3e4aoCSp3JzsavL7lEWI4oIrCoTpqqQHSfdwroBKDYzR2mEkV/FZEIKNXZ2QngXAQa3ujtlFT6OE0zPm4TUUolE9vVvWbNGrz//vuYOnUqfvnLX5r3nQClnBhnnUaUElEgEBDuV7y+mdA0jHi9CI6OKoFSTMbgI00D4r7YAWTsZI+eSARlp06ZkaT5dcbLFiJnDq2DyZN0z6XPd2VmIre3FzsmTwaQjNb8wIUXoisrC7MoH6XOFy4SwuGyMhwuK8PKadNQwfWXzisRUErXz4HGRan57EgG1OPBaXZp/fbW1AjTyLB5K2uTy+XCpk2bcPDgQcwgICsREIJv66ZNm9DW1oaXX35Z2S/2m10bDAQQ1zToiURaQClRqnQV8bqupmnw+/2mDY1dn+hewM9TQM7fMjIyLM5MP9m3Py6glN0hLlH7JgqU4iNKOQFR67qOvnAYv1m7FvF4HA0OIgfouo4bb7wR+/fvx/Tp01PaTNvuBCgl0uV4m1U6NmOVnkTHSNd1y6Emj03EOZFTl9W3u64OD65ciW4jzbfMyQ0kI+seLC1F7fHjGL7iCunzQHI+L1y4EKUkxZbIvseXIfse/G8+opSKRO+vWbPGAn4ZHx9P0cNUQCk7mYHeHyGO4FM5OcI+8vNk9uzZmD17tnnv+9dcg9qeHuyqq4Nb11FVVYULL7wwOS/uuSfZXmMcTOc24YfRhgbg6FH0B4MoMA5Iw+s108nqui6VR/5cQKnm5mZkZ2fj4MGDZoYKShSoP+T3QxPUJQIHyIhv64wZM9DY2Gj+pnOBJ5+Dg8z8/fr6elRVVeFZSZp2RqoDk6K/GbHxe+2116RyvZM9jwd5yOrMz89HR0eH2WZRefw7paWlmD17tu03kvF+uzF2UgYlFt03FotJ+8yDQ4DUbyRKvaeqMxgMmno+tWsynlNXV4eqqipUV1en2JtVPJkehEsEg7a8hQKl6DxfvHixxe/JiKY9FI0r9Y3KgFLsXRG4VQWUkpFoTxMBnOjBoFmzZiEzM9Oy3u3mpGot8TqrTO/gbcGygBh8/0RlAkkbEfOB899ExG8nApTKyclBU1MTGhoacNCIkCsaZ/53bm4uQqEQ2traLM+M6DremzQJ0/fvx7Z588zrL86ZI22D2+22nRf0gK2MeJmspaUFxcXFePzxxy3PnU+995dD54FS5+ljpcmTJyMjI8MiMIyOjlqMHIwCgQBaW1sBpAov/IbDBAwq2GiahmkG0IUyUqaUzpgxAyeNcOaUGPOnG5wdsTpFAiivzNO2Z2ZmorW11dIOn89nSZcxUWL1OEnLwgvIvKHLaV2y32Z+cwlQSnVaWARuCXCGGpWAQdsgAkqxttI2B4NBtLS0mL+ZwY69rxIkZb9/uWkTQp2daCPRF/j2UeKd9lQwHB8fF/aRhlOn5fAkS8MkM/I5cfBQoNTzc+di6Tvv4LGlSy33eXCKCKGuMuarjNIqQxu7zk6gMmFSNOa0vNLSUkybNg07d+7EuMeD1y64ALOqquAm/ERkrOTT8MgiSjFeQ+ulTkCPx2NxntoBpZycOFIZTj8OoBTfPiV4S0ueOMvv6UFfOIxs7mSDqI3CcghVVVWZfJ9vj67rUicrJebcoPPVLqJUcXExiouLTcWeN4Sx7+73+00hmUaUys7ORmlpqdBwzzsiRSmrmDF9xowZOHr0qAUczOa5ykAic7AASR7M3pWNu2juqU6oeb1enMrNxb9edx36QyHUcuXRtjoBSrlcLlNm2LVrl3m9vLzcBGEvWLDAUgfrpwwolZ2dbQuUCgQCZrnPP/+8CRjIy8tDS0uLmYINSD+i1LGiIsTcbgwYJ71oajtajioyBm8gkQFEZKRyIliAUlxEKdl7ThVpO5BIVlYWWltbhc5uft/knaXUYM6vie7MTLzU2ioEUzv9zaipqQnV1dUmaI/fd+3G3snJT9VzorGmYEWnQCl+LfNGqrHcXJzIy4NvfNxy8pwS6ysLnR8KhRzt2U74jUyeLC8vR3l5OV544QXHQClGR0pKcKSkRMj32N+RSAQLFy4EAKEuwbdJxLtUgC+VwwCwB/CJ5nA4HEZ/fz98Ph+mTJmCKVOmWNrIl6cKhV9SUoIZM2Zg37595jU+ohR9Z/HixWZkBcAZUErER2SG4kwSrcDv90PXdcwyIrzJ5plMD+LpD6tW4YXWVhzj5HdVRCm3242SkhIz2onoO04EKGXHN+zmiyr1nup9Rmwu0LkxkYhSjNg9XdfxYVUVfrppEwaqqgCy96rkSBGYhu57bG2y070URPVxkSWilEDGpCAij8djgi2A9IBSwWDQtIvYOXxp3YC1v7L9mab1kpFdRCmeREbvYb8fwdFRZeo9ph86BUqJ9CwVf+Vpf3k5ph46hCPl5aiHeJ/ndRB+3Pn7vIOFPn/Ptdcir6fHYhPYYhykmkvK+dMFF6C+rQ0vtrQI7RX0t2xftEu9J3pHRCL5k/+bjpsT+5GMmDwp4/dutxs5OTmWg5d8/SI5wuVKRpUvKCgQ6luifdWMsqvrGAgEkDE0lBJxjq+bztF0I0rxkcsACIFSTh3CPDnd94Dk+NOIUvSb2tmJnLSF3ZPxMBlQSiWjsudpenn2PHXGOm0vv2eI5iRvv9I0zdRT+L7w/VO1hdqv+Pbzuo7dt+Tr5dvP+pACvqLfXwDsoG2VOZVdLhegaXhr2rSkrNbbK3VyM/rF+vW4c9ky6IbDUzZOLpfLlPXMdkoyF9gBQkR8n46VE6AClY/q6+sxyUj/RR3afIRhFVDK7XZb5pYMBAYAcb8f37zpJsR0HTFjj6LtAVLHsbW11eRRmqahrbgYZ2prgaEhc21NmzYNnZ2deL+mBtXHj+ODxka0kvaPjIzg67feisDICC42okudzM1FrQFK8ng8lj5PBCil2p/sgFLhcBitra2mjU5UL4soNWToD6JnnK4x/hvNnDnTslep7DcieyzPa/n7FRUVaGpqmjBQSmWvA86N344dO9DX1ycsi7ZRJg/yB80Z8f0pLi7Gzp07ASR1bRHv5O1QtbW1mDRpEg4fPiysm5EMHKKyHcnKEPEkXqei0aL4+kSAOVFEKSbDOQFqRiIRIVCKzbXS0lIpeFe0j5pAKWKLjQvs0Pz7IqBUKBRCa2urJWozI6dAKbpnpiMLTxQoxdtRZd+cffeCgoIUH7LdWKlsUiI7LuWfMl7iRP+R2VrLy8tRWVlpeY63A34cQCm/32/KSKp9jW9jOBzGpZdeih/84AeWZ+LxOP7j4ovxSmcnBpqbgbNnHbXDjq/TyNcyYjoVBSRS8Daj8xGl/nLoPFDqPP3ZiZ6gpiRzVIkUYtWpVb4s3sDK00QYvQoo5SQKigwYxPo6EaaaDlCKH5N0jIu0LkayzZNPgcBIlQJNdHqZgh1EioudgiUy7vACAKWJpN7j2zQaiaBLscGKxoA3SrJnYrGYFLzEg5FEY+HEaZ7uOqGnpZ5asACb58yxTb3HKyK6rlscmiIjiqy9KsWbn8+yU1q8kgRAGCVFdNqTGiL4sZGh+qnDnhEFhfDR00QGNSeOVtnzlGTpiig63gnx7VONBZBMv5ff04O+UAi5Ns5x2RqmZDdnWEQnJ31ia0kFIpMZCigIin43v99v8kG691GAr6gOel0E9lIBnexOQvAGJr5PPL8VkdOIUowYLztOUolQosqs04hSousqQwdrAzXo0udzcnJM4JOInIAWRYqw3Z7K2tGRn4/Hf/1rlNTVAQ88kALW440fonZNFOQjKot/j97ryMtzlKpYJI/wRlxar6x9KiOVSp6hzk2XS5wyiq/XjqfI2sinq0wn9R4gN4jx9aUDlIrH4+Y6VNXP760yoJTb7YbucuF7118PLR5H3MbZNTAwAOAcT7GbfyqexZfNiB8Puzmiqoddt5Pj7frhNKIULU80x3Nzc9HV1QUg1bGiMlpRoBQgBv6KALIM3CECBbAyafv4iHe0TB7gKwJKpcufKKn2KSeAO5UBbNjvTwFJAefkpng8bhuxVNQXp6n3aBkfF1CK8SNRRCkViXQTGa+RycSULA5MTUN7RQXCwaBjoJQoCjPrS1dXF8bHx+HxeJBrRKliz3ycEaVo9NyoIKIUBUp5vV4zopKob07rtnP0MxJFlJK9y76XCuCSLlBKpG+OGOWPKGQGNtft7DuMRI4Ffp6o6LVZs7CluRmujAysgtgBw8vZKmcmlftFfRgKBNBmE6kWAI4VF+Pv77wTYx4PFkvkHsqLGT+idYlS64mAUnZjJJMtZfujz+dzPE95soso5UQHFDmBnPA3/jd9pz8UQsbQkG1EKer4tHNu8iQaT5H8b7c/yu6LZAPZd/J6vWgzovEBcntqugAUSioAggwoxc9F0Z5PHa+8Q1qlc9v1R7ROaH2yckVzT2TTpsQ7fvmIUrSN6aw1UVuYvZlGv+X73kHmguh99jwFqbH2MZKllONtqWNeL0anTwfjknb6ICWZHcQOEGIHlHKSZUH2m0aP4lPv8fIID5RStZGfB6cMQI4McOBEh+X1Vfb3fZdeClc0irBxMIGVNTIygp5IBH2ZmeYY/Wn+fJSdPIk9ra2OZW2VHPpRIkrZ8TmXy4WjlZU4UlyM9+rrhWXJbO+y8ijJxlwUcVGkC/HfWGSXcNI22fy12yNFdguVfVdmD6LRqCnxddK0ZcFg0BFQSgSSEZFsnjjVG2ldKqAUBbjIoqCyfqkiSlGerLKzMf7LZ6bgbYWqb63iyZbUe6HQhIBSoucY0faJ7lObPN8+1X5DU+99FH+qCCjF/qZAKVHb7fYaO2AkYLVVOwFKyXx6or7ZgZ54W6qIB6UTkZaWI/pb1Gb+WVF90WgUcZcLR0pLUZhGe+x4p5OIUkxWsAt2cj6i1F8OObdQnqfzNEGSheWWMXiVUilj0tRIIXOoiu47JfaOTHm2K5u2g09dMVEjE1UKZCkBRW3kNz8nJwLtnBt2EaRUKGKRA553iKg2U0Z0XEUgPNU480ApJwqKndDBkyg6Ei8U0DJkp1B4EvVLZniWzVWnQCna3jFPKhjOzgDpVLEUtUG1VpwYdPn62TuiVFeitaNy3MoEQV7wcrvdKfOUflO71DRO1oEK6GIHMHRCfPvswFssX/QZEi7ciXHXTugX/WbrlKboUZXB1rto7oraRH+Pjo7apt6jQCnRaUdaJg+Uos/xCky6p8RFvIb+pvzWiYGBrUXemUrftUulQ/mbDDQtm/tOlENAvP5pO/iT6jyplDoVUMrOiKNp51Itjui6aRzgDSS84Zy+76SN/LOytoiIfeOfbdiAV2fMwCuzZjkCSon2QZGD1c7gJdu3eecBvzYogE+maPPl2u1DsjFifIa1hzee2c0Dp9EYZAZiUd/i8bjpsFft8fS3CKBLo9Tpuo64riNmY8SmZBfZz04uU8moTgAqKpCj6LqdHG9nfOOd6iIHrijSKU8sOpGIVHI3qztdoBQtW8Y7ZN+CfycSiVie5dvgNPWejGh7nRhl+fInomtRgPlEgFL83sbzL554fiYima7BA6XGx8dTokeo3qft5NeD7B0nQCl2j64JO8c0/Vb8PKX/nzVOkxYWFqaU+bECpWj0HglQipHH48EWI/1ve0GBI5uDneFdNSdEQKmJziFALk/K9n+agon1g6XcG5EAhdjzsj6KDM0i/UBlSxDRGCcf8O2xc1amE1FKRfz48/q0U0czddTx7RMBpZzoCqK/ZYAZURRkp8TmkxPHruy66Ft+VKBUlwEQOG2kCZW9qzr0ZUf0O7C/+fUlkstU7eHf5Z+RleXz+fDmvHl4dcYM/HTDBumBJTt+pBoDmQwLqFMv0r9VjkaVs1gFnGAkk39lz8vK/ShAKb79Ipk9nbWmAvyLHNb3XHMN3pg2DU8ZUVRFJLLDUUABK58Hqzl5X0WiZ2R2ZzuZT7T+efCninhbB69LMWJ6PQVPUVJFlHLiVGd/O5EZRSQCOOu6joSmIcpFZqb9oXL8QDCI7193HbYvWCCUdUUk2rsZ2UWUUvVVZKvl3x8LBvHDa67BK7NnC+sfGxtzPJYioIGoPSJb/kRS74mAO07WBS1T9DdflkqmcmKjdXrIldrfnI67U6CUDOSksoPK2qt6hoIgZUAp9j7zhYrkMvquys7G+k1t3CI5NB2/AV2rAxxQyo43i4BSKoAZ3XdE4yoLtmBnZ6VBBiai96nGj95TAaXsrqnmIrsni8jHy/mM6Dyys3XaAeZ4ni3i4RPZZ3g/gao80ZjkccDticrdds/aZdVgbXLifzgPlPrLofMRpc7T/zOiiqidcUr0nKwsO2FwIkApVo4dIMmJgEiFINbXiTBVuvnwqcD4tvCbH22Pk5NwdpulXQQpp0Zw4JxBJBgMYmhoyPZUp6gOUd9VAgszclOgFP0uToSidJyiIuMeU9Y1TR5hTNRvJwZVURtlhk9ZXV6vVwp6ZPdFBhCVwG5nMOGVMpkATOtQrUcRb+DTPMrKkDk8+edF/WX/+7lwzy6XK8UoqfpmTiJKpQuUSpcfpguUemrBAhwqK8P2yZMxx0bJla1hVf2ibxoOh80UUKoyWPo6Gi2NJ9m3fvfddy3XKFCKARWY0kd5rsyZSq+Hw2FL5Dg7BYe1UbaP8EYXnr/xSreIRIZ9lVJlF/VF5tST/S1bY6r5K4rmQY1WdkApO0MW4AxkyhP9HrFYzBYopUorplI0Rb/TIV3Xsa+yEvuM8MzpRpRie1kwGExJcWjnxFBd55VpnqdSvjsRAIXTMWSn+mTP28kETgyajFwuV8r6Fs2zzs5O4X2RcZ2WzY8He1cWiVDUPkpOgVJ2ACZgYhGlVPuo6Dm7AxZ2xrd0gVKy9hQUFEjrUMnd7B7j5aK1ys83HoAim8cyfYGfNyHuBKrLlTxNS1MhfxT+pHrWyTyaiEOffddoNDohwJ7om6v2Bzsglep9Vj+rc2xsDD/60Y9STj/ajTk/F3hHIiN6wtbJPkznE98G1aEGkd7Nf0t6Ol1mVLYj1fwYoxGlIpGUZ+l683g8eHrBAnTm5mJvdTUqP4aIUqq2sTXp9HngzxNRyuU6F1W0MzcXde3tOG2kRZaRTA/9c6TeY6RyovFOb5msze5P1JFgp9+oymX8SGQ/4oFSdrYZWf18nTIHqUjvd0psPqlS7zlto9PDE6L7vH702NKleL+2Fu/X1irfpeOucs7LUvLwZcrkfxXJ6k03opQWCOCPy5cDAKY4iCjlROai5ATgYDfnVTKdCqQjq1c21/my6TN29lrRnLUDE/IyqCrqRjrykqgPIocsu3asuFgYVZN/X2W3Y3qKKLKJ7H07mz1fB62Lfg9RRCknYDZevnESUcqJnYLp9aw+O6AU3yZZm0WOZztbqmhMRPZt0X7KrtFoL6L2OQVqq4BSdhGl+PZSUgE02Pt2PGx8fHzCe7idT4DOVZHNkdfXVUApeiiLl3OdyEGiPop0YVUbZd9Kdl0FkuAjZNJnRHPX7hvJnuO/v2qPVc03p6n3qC2F+U9EfJ2Siv+w+vhgAqq5Z2c/pjx5kET3TwgOhLD2U+KBoCpbt13qPR5cSusUpno1iI6ZCJioIio7iHgi+/v+++9PucaXo7qm0nnZczSilYif8gfERHKkrA12OreIP/L7nBOZVFa/qI0qnsD+LioqwpkzZ8zrdJ2l0x47PUV1mJ22yQlY9Hzqvb8cmrgH5TydJxu69NJL4fV6cemll1quL1iwAH6/H4sXLzav8cxextBkAqAMdCUifnOYPXs2QqEQ8hUGPda+GTNmIBQKmbl/+fqcGHZ4R4OovZmZmbZOSRXYiG+XzKAAiMc0GAwiGAyaeWXTBUrZRZSi78vyzE+aNAmhUAh5eXmOjBi0HNHJfZXAwkeUEimZdmPAtykQCKC6ulrYPpEBh9WRjuNf1FZVG2VClcyYwAMfVGtLFIKfF7zSQZMDqYKkyhgpe0fWFva3Xeo9kVKvmt8ioTAvLw+hUAi1tbUpz/IAFDtjISXRupeNkczh/VEjStk5D/vDYbzT2IgocSrI5pETAVRkeOP/lvHOwsJCZGRkYMWKFZZyqqurHQOlysvLU55xuVyoqqqC3+9HWVmZWRbNty5qL62DXg+Hw2kpuqyNRUVFyM3NRVVVleU+r+Dwv2kYZyffRgQe1HXdrNfj8aC0tFRpsGxqajL3UpnR0YkSqOJJon0nJycHubm5qK6utqT8o1RRUYGCggIzlY+oLpGBUqTAi0jXddNJNDw8bALrZKn3GEUiEQQCASxYsMC8ZmcgVbWlublZun9UVVWl3OPXwsyZM1Peo2NeW1sLv9+PlpaWlBOUKmMKvS7qn508Q/dXJzKZnQItayMDpchkATvAnMwgJmqPqCxV+Ux2kpXPz1sZX58oUIqurUmTJkmNyk7WtZ18+VGAUk72dwAmP6iurkZrayuCwWDKAQ2REV4ma/PtmTRpErKysjB16lRhO0V9EpVXUVEBn89nkT1ldaYbUYqXV1wuK3idj4So69aIbunIK2vXrhUC4ubMmYNAIICWlhZH5XxUoBTlJ3YRpez0EidAJSdAqXR0XFH6Xyf7Ey9T2wGlVHIkLy+I9F5VenY67jIHbDaJ/sIbnQGYspmIfD4fVq1apZwfNKKUCCjFR5SKut14p6kJ/aGQZeyYPquSYxk5cSDTb7N27Vr4fD6sXr3adq5PJKIU7SPdd2lkCnbtsaVL8a+33YZDAj7EiN936JywA0qJ9g+nERpljgN+XxTN03QOtqjI6UEQ0XXKR1TrSCT/2Ol7su8hc5B+FKCUXUQpJzqg6Fs64W/8b/pOT0YG3m1sBNzJCNBUD6Dvzp4927ST8XWGQqEUG5CM2DehMpPKDqrqCyM74DcjZnOS2c8+johSbJ2rbBOsLZRUOivfNlo+H5FJNo52OnZ9fb1lX5E57WVl+v1++P1+LF++3NG3ZO/KnMmifQNI2jVElG5EKSckel609mQR9uycyU74HyUaBcLue4vay951YnsCYPoKZHySym+8/YcHUoyMjJjfgZct+T7Y2Rjt5AnRGPNgD/45Xm6j6V1FY8gf3LDT7UXjbBdRiv6f7n2ep4rqdxLZKDs7GyUlJUqZVfSb30N5nqiya7BrPKUzhrS85uZmhMNhodzsVPd2u92mT4xSOvv5qlWr4PV6sWzZMqkMLJq7dnu8jBfwe4rdoRUZpZN6jwe58EBLSjJdi94HUoFSqrlipwPTfYZGlIo7TL0ni/4kqovZOmX8gUato5SObYXxqVAohNzcXOGBWH5MWJki/dIpKMpOJrKTXwBxRCv6m9dpqa3fbt2r+BFrg0rekM1btyEnZ2RkKOtnZVCy8wkCScwA85/x5ER2ofZyEYVCIZSXl0/IPiN79jxQ6i+HzkeUOk9/Nqqrq8Ndd92VwsjmzZuHuXPnSjdylRAhE45kkUhkTJ3S0qVLsWTJEvzxj3/E6dOnheUzphcIBPDpT3/akTGJkszoKxMWli5ditraWvzsZz9LicQgKjOd1Hs8oxe9GwqFsGnTJqnAY+dAtfutajtr28qVK7FixQrhxiTaHD9KRClmsBOl0mLP2wGlaJ2ZmZn45Cc/iZMnT+Lw4cMAxKf/RQKELL83X4esHZRUQokdeIMpakww83q9FqcLTzKQj8oYZTem/Hd3whecRtEQgWpYOSIHpEwoF7WTbwvlGzwaPh2gFF+vKGqHCugiuvdRI0o5cRby7zoBJcmecWIAkikMF198MbKzs6FpGhoaGiynu4DkWPPGLL6s6upqXH755XjkkUcsbW1tbUVLS4vSUAaIBWhRRCmVQUfmvHG5XLjxxhsBAN///vctDixeAaJl0IhSTgzvopObLpcLy5Ytw4IFC0wHk6bJo+PRNXH8+HHzOt9OUZ9pmek4/Fi7brzxRmiahu7ubuF7V1xxRUpb+DaIgFJODbXAOXDawMCANAoM/53nz5+PxsZG6Rg5+c3o8ssvR3V1NT788EPL9dtuuw0+nw9erxdbtmxRlrV8+XJMnz4dv/rVr8xrdB++4IILTKPylClT8Nprr5ll2vECflxpyGuVPEPlR56/0ug2KqeP0zFk/Fem7NsZ82SRFET1icqSrbH8/Hxcf/31SmMPbxDnx5tGlErHycOIzoN169ahv78f9957r3nNzqhN67STJ50YrdIBSsnGmvFWTdOwaNEi3HfffZYomyI5QCQPiNp3ySWXIJFIKMdaJXOye4WFhbjzzjuF5agiSolAAaxMVpYoahYzfLLy6WlO3hAtmkuy/k6ePBn19fV4+OGHcfToUbO8RYsWYeHChbayo+i6nQNERHRvZg41p1EA2PuMnACVVA5lRnYgCzsApp3MJ3LgyIBSTlKOiSJK2emQMpme6Uaq9c3KZvJPIBDAHXfcgYMHD6K9vd3yntvtNtcLL4dQvkqBUvFAIKX9PFBK1rdp06ahubkZAPDYY4/hyJEjwv7w12Rzgq7hsrIysy87d+4UPs/oo0aUys3NRX9/P0ZHRy3GfTZmcZcL3QUF0BTRV5wanUXtEq2ldCNKiZxLdsAEvg0qGVFFdnKPik/SdcS378+Vek/0N+ON6QAtKDF5V9YmJ/Y0lS1FRnZ2CkYlJSXYuHEjdu7cic2bN6fUE4lEcPvtt6fo9UDSmb5x40acPn0aBw8eVLaB1U0dzk71cpW+z4jfxykxoJsoYrCqHXb8ipKdrO8EECfag+yABSIdTVa+qOx169YhkUiYujRvE7OzL8+ZM8e0CaiI50d0j7OzQ1533XXo7e3FE088kVKuaFx5h6vL5UrbqafiTXa2CjunsxM5jpLH48Ho6KhjYKDovkiHFNH8+fMxb968lLkm2iNopGhZeSzqOXM00+9gB/Dg/7YD1ajs37K+8EAp1h/ZoVi7ucr3JV17pJ3OKFrvvM5vJ1Oxda6im266CZqmmWmfGdnJAjTzB41eIkpfzc9JWj7/Dp/pwS4FF5Dce2+77TYcP34cDzzwgOW+yqfF2wFXrFiB5cuX45577rFNwy363s3NzWhqaoKmadizZ0/KfdG8kpUl6qvKlqNpmjKjimrfZMT6qgJKsbay76TyccoyP/BtorZ/kRwok4dE65Jeo0ApCACR7HlGiUTCEY9n1N/fbz4jKltkM+fLFNnX2KEFGs3w8ssvR35+Pn7zm9+k1OPxeCzRm3idUcUvZdfsxornPaI6qGwhiijF+paVlYVbbrlFuffyZdvZxEQ+MlWbGU2ZMgUXXnghnnvuOezatSvlvkrOslufQHKuf/rTn8bg4GCKLE2fX7JkCXJycvDoo4+a1z7zmc9IIyEzuuGGGxAgOr2dfcaJrHA+9d5fDqVvNTxP5ykNkm2YdkqAzKDrJKKUnSAs2/RUypVKgZGdtKNEy3YClPL7/UpFgyeR0VOmWPHlit7lHTZ2Tgm776QygqueFW1cTsByIlCSqj+iSB5OlT5Ru9j7su8uynPMnnWiKFJStUtltHByyoC2RZRTnZIsrUo6QCnV2pKtFf49pycg2W9RRCmRoiirQ1WnaIz5NvGORJUwyxvm+ZM8/POUPq7Ue6JyndQP2Bs6JmKgFQnWqnfpM16vV5gSkz4v6g8/7vwcYb9FhjKRAE2/ezAYTHFa821QzT/Gq3g+qgIdTjSilIh/2UWeoyTi73ZGO8C6H6vqks1NVq/MSCLj96J2OjHy8qTrugmOGhgYsE29R9+z24udGi1kTgR6utyuLtn79G/q+HNi4BWVq1Le+W9F15KuWyPa8GmPZf2yMzozYhHcvyTEAAC4+0lEQVQAZO9PNKKUnQOGPidqW0VFhbIP/BiKHL5s3GQAW7v28XxV1h47ozdti+y3E6OVnTPOiRxP55qmpTpH7fZ7kVwqKltGKrnbTp5j12kZojTgovoob+fnDYvCKmqjruuWeZBu6j0Zz3BqpGRtpOXJSBZdUMVPnAClRLqpii9Eo1Hb9ebEICpqC3vPbp/iDfm8nMpoohGlRPxAZRinJHNSi9YWBfDIyqP3VEZnmnpvLCdHqUOqoqwyh78InCpqm+o+IOeFdrzEyal1nmgfi4uLzTqoPuvEsE7bKtOXZE4nWjb9X9VunmR8RMSDVQBgUX1ObTZ2YEeV7EXXMb8OqEzL6/CA86hbfJ2i/VEmJzqljyOilMhpli7/lOl5bP6qZHzZ92LvpSPf0gMr6c5lntIBStH/+XdVdkSnbVHVD8gjSvFzXiXT8Tquk3pVgACqH9E5ZjcGfJlO+DEvF1C5kp97ojFw0j++Lhq1yqneyt5X2e3sdCcRj7Wz2YvKYUT1FFEZTnUDJ7Yn2nZVm9n7fApInthBrYggQqXqu4vG286W6tSeL+L57BqN9iLqs9OIUmw8ROP8cUSUov1T+Vvs5GhVO0Tz2E52EO1Rsn1LtCeJeImdzsG3my/PzgehAqdSO6BMz1XVT9shu8/zGzu7Af+c3VxXzTcV7xal3hPJrFR3oqn3VPu2au8XgapVujsrk+8TJToPRqgNcnTU1ubnNKIUk/X6+vpS2keJpveU9UdmNxbp47L9TWQzZ/3h2243BqprsnSkMn1XBpSi84z2jVK6QClRG1T7jkyfk/FDvn5RG2QyG/+3zIbIP2PHk0XE9+s8UOo8UXIuHZ+n8/RnJBkYgAcOOAHJ2BnGZQxMJXipmJ5K2RY9w5/iFrWRCRV2TgRG6QCl+E1BBpSS1SVqlyx9HiOVEZx3VquUe9l9vg12qfdURm5WXzpGbEAsjMqcfXzYVvr3R43wo2pjOkZl3shqF1lCdMqIb58TIwolu9O7onKdgGRoXSLnuV0UAJVBIN0xtosopTIGUsOq6HlKshRKH3W+OTWO0HdVbbRrlxMjXTqnYCmJToCJyAmgBTh3Oka09inR9rKTQiqeJwOjyNrOG13433QefVSgFCU7Hip6V/b3RIxado7sdNNOihwITvvIt4NGlHKaek9mSEr3HXo9HSeX6Buo+IGTyHvpGsZF5fDyI3Uk0jbwqYNkdTlVtmUGCJHzTkTppN4TlSVyHgHiVBx8f2nbRf1l4yYyiovITiaUjalsjNIBSjlZF3ayuRM5nieel4t4l0wecAomlZUPqIFXMqLv8GA2O8M8D5pzuVwpp5l5wxXtsyhNk1277ZxetC1211V6nCg6J2AFmDOQCyMnQCkRwFfV5/Hxcdu54US+UemEduXzPFVmvKcRpVRrhneEi4BYvJwr++7pRJTif9vpcSpjaVzX8Z1Nm/Cv112HOBfxE5DvLYB8ndrJDk5ki3T2EFmbeJLtK7SPRUVFQl2FXpPJprSNMjuFnZxs52hUkWrftnM+8DJpOvKTqA0TuU77rtrnRM4jO6CUTKYXjfNHBUqxcmQpWe1kV1p3Ovu36LvL5Cv+eZUeYrf/2xEfJcIJycZetK5Ez9IUy4xkkZ3t9mK77+Vkj5aVJ5rLMmcnX66TNaXay+m3tBuDdMHr9J6I18jkdtkzsrbwddHo+emQrA2MVOAQ9q5Kv0qXL4qAUnb8yG79O5mPquuqeUqJRZRitgDZgWy7PYh/3u63ExsabTe7RkEMorUm8+PwpOKNTg4Kp2PT4H1DTvSJdHg2JTvZQcRjZfOO309o+XZO/XSASiIepdpLZdHcndi97XiNzL4kmrt2ZclkftE3Sde+IypPBZRi7ztJvcfsLbL7rD5qs41Go8p+qvx/AAd8omM9Omqrl6giStHnWHspUErUR5HNnO+DaA7wtj76jt0+TeeY6CCO3RiI2sgoXaAU06c1TVNGlLLrk6hdqr2ZPaeaKyKeRMtPR3dRtUH0nuw3v3c5td3K6hT95u/Z+T2A86n3/pLoPFDqPP2PIJnxSdOsoTE/johSMmO5SvBSGdidnkRnZJfugj7jRLkG0ku9p+tWpLITZ7Gdc8MuopQq37AdyApwZgyVgSxEwi7fn48DKCVSOOh7IrCEqA6V4Tsd45RdG2WCtOx5u0gxH0dEKTujrxPFVmYwkQk49NtTIZXd540FfB1OjBgy4oV7u9R7fJ9Ezj3Zt5RFlEoXLGLnBJqIQVBU1kSAMezex6WoOwVKyU5dMaWPlisSoOnacQKU4teliOzAfLQMJwZ60T5nN9edGED5cmR/yyJKqUiW1lVUphOyM1Cm49xghoPx8XHTeOAUgKe6ZmcY4p9T8Ru7skXXVGBHUVvScYaxv1UGRR7Y4CSilB3PtfuusvXpJKKUUyOMqCyZMbqoqEhZJpUlZIA/Vp/b7XY0r/kxsANKOTV6szZQmkhEKTsZZyIgJlVEKVH/nOxvKrKTj5wQfcdp6j32Py+f2NVJ5RtZmia7Miayh8iuy1JaA2qgFDUEqiLKiNogkvvtdM10+Q0jleOXvucESKCSFxjt2LEDp06dAqBOn8XrYHz5/NyTOUcAuaFYdDiGtp/+L7rHk6i/Hfn5OF5YKNTF6LxgxnZGTqJd2PEw2dx3CpRSjZfoXZVdAhADpUTfVUU8P0hHPpc5S5yQzLAv+q52+h1f58d1ktiJM1ukX/Nzxm7vVNUr24PZ9XSiU6nI7qAfT7Kx4K/JSCTXqoBSqndlz8vka/4+JboHOdVNZOOUbkSpdIFS6fBSO1nPaUQplT4h+oZ230AlY8pkOTuenE5kI/6eqP1OHIGysu10clamU74pe96pI1T0PVR7vZM1bQeUEo2NqI3pHtJT7XNO9F7gXBoq0YFH1dwUtcOJU1l2T7bGeaAos2exQ7F8O5wcmqRz2Mm34d+VvSe7zwOlnOgv6dhxVL9V9nc7u7JI5hb1L52oXHYyJm/zVpUlai+jdCNEqton4w9OZEvR+zxP5nU6WRk8OY0oRXUbmnpPNofZmNqBiul3GR4eVs5FlW4luwYA8dxcR7YVJxGlMjIyACQPhqrq7OjoUJZJ67fTUdk7Ipmc3y9YWaLUe05JNU8AtR+Tves09Z6IR6Vr63Uibzixoznly4C9zUS154vkDpUs4ZRUfJonvg7Zs+cjSv3lkHPp+Dydpz8j8YK6zDAtY0oyI6WIqcucrCrjT3Z2trTt9JSlLBcqbYddugv6THV1tbReO8FUdVKBjoHoNB/P5O02LLsT/6rNUQWiErVfpsTKhHvRJs5vpvwYONmA+d924Cy7k+V2TgyRkcSOVEYLJyeweKeabB4wIVWkKKq+Xbpj6sSpUV5eLiyPHz+RUkgdaSwViyi6m8rhaafEUuKNC6IT2HyfaRtF/EalYPFADCdt5En1jZwqwnZGL1W7nAjuE40oZcfX6HUnhjL2reycE2632+RBWVlZKW1RGeJkfbUDStG1S9MOpQtEpWXyZGewFL3rxFHDxsiO7Bx3H4WfipR1p+Wxdc+++ZkzZwDYR1eUGZL4slW/7a6rvpndNwbOpWjljc/8s6wsJ05//m9+zHlZh/E5n89nmTeU/zk11tO2UlLJpex9O94qi7hh54Ch7RK1TbQ+ZHuhDCjFeEIwGHQ0rycaucLJ/FSlEZWV4dT4IZIDJhpRSuQUkvGwj8OgMxHglQwopTI0snp5sLXL5UJZWRkAoLa2NqWuzMxMS2QyUR/S2ZNVzzpxbtgBpXJzc1Ouu91uU84KBALKeeLUsW43v+y+pdNom7L7dmPF81hZe86ePWv7jEgX43UFEcBDxo9lUblEa4+v147XOnGiOSmHOQUYOYn85tSJxZMqfTAlp4cA2Lsi3YLydNFaEclbqjnJzzP6t9OIUiojvKpeUf0iPV9knKf18c/LUng6JZlTg/5mcozf70/ZJ/n5nC5QSrbuaTlsbrBIKBPZy+zaJLOl8W0U8TSnTlT6WwWUmogeYyff5uXlpVyjQCk+UqOTOik5BUqx56jdRKbr2fEjO1nOzvmrWnsiMK1Mp+XLlRG9r4p+S9ek3VyYiLwnGx9RfaK568R+J2ofq9OJ7CRrE7umKl9Uhuhv/nc6Nsp0gFKiOlVObNF7qrXgNKIUI7bunUaUErWjpqYGgJwnq+wUdvYX9j9Nvcc/y0cdlc3LdHmz6J6dHZjWyx+it9sn8vPzHa8Hu31PZX9n4DjZvFPpY3ZyKk3LZtde0Tx2upc6sdVRsvv2IrsFP4+c6jC0LLt1+1GAUuyZWCwmBEdQgC9Nved2u4W8VxRpjC+Pp6ysLKVebad/8Dz9qU99CkNXXonBTZtsx1kVUYq+y+Y7HTdR2SzKHi//iXgUv15kEaUYuIiSLKIUTdfO1yfqo901OidU64pvq6ZplgOP7D49zK/qk6hdvPzAP19YWJjSb9Vvvm0yfpiOfKAad9GzdrzQiW6i4tM8ydrPrjOsQLoBCM7T/1xKz0N6ns7Tn4l4YZEydllKNdn7ok2Rkl3qvbKyMtTX15vCR1dXFyoqKqTltbS0wOv1IpFIoLm5WVk2oAZKXXrppZYNf9GiRcjOzkZPTw+2b99uKVOmDDBSKY4ylDOjdFPv2QGjVEYIu8gD/PMyJcAuopSKRAKWSoFnz1ASGZRkSpAq9V66pzHScR6lY8ThhSJRRCn2HouMITIqqwwKdr/5MXXiZJg+fToAoKKiwjyxJWqLqM+Ud6xZswb9/f2mgC8bO5Wg58QoQE9TiqJ3OFVURc9HIhEsXbrUdKbMnTsXOTk56OzsxJ49ewB8tIhSvPFS5RihyoisT05AV06MdB8VKOV2uxGNRpWKRyAQwODgoLA+1TcUOYA8Hg+ampqg6zoaGhpS3lEJ8rLvx+ewlxlhQqGQ0ignus76a/feR3Ew8H/T8ouLi3HRRRfZAqbYmqIGio9CovnptI98u4CkgXR0dNQEd9ul3rMzdPFtVLVJptyq+uNEEfV4PFi3bp2wLXZAM1ldfJtUhmOPx4PZs2cjHA6jsbER7e3t5j1ZRClWhswJT3/n5+ejqanJAgyxU55lJAv7LnpP5sijcsOyZcuQnZ1ta8QRrVv+naamJmiahsmTJ+PDDz9U9kPUZhH4XPS8071A13XE43HhmDkZQzu+JpqbdpRu6r3/6RGlZPOejS8vn7hcLqxduxZ79+7F1KlTzesbN27E4OAgcnJyzPpkaZrseKZKfpQ9JyOVbhgOh3HFFVfgww8/RDwexyuvvAIg+c2WL1+OEydOoKSkRAkYtlt3IiOsiNJx8MrqYqf/Re85kUudOD4oOUn3QecTP4/YtXg8nrZDmq9fxmtURl7+Pbs+i+bx1VdfjZ6eHpSUlFjuyeTadPooWydOowcwmZaRCsiqaRouvvhi9Pb24umnnzavZ2Rk4OKLL0YoFJIejFHZFqqqqlBWVobXXntN+Aztrx1QSrR/0PfD4TAuuOACtLW1Kfcvl8tlWZdOjPP0b/757OxsrFmzBsFgEA8++GBKfZMnT8bMmTOl7bGT1wBgxYoVaG9vR2lpacqc5eeMXZRSVf0y+b6qqgrLly9HZWWlsIwFCxagqKgIDz/8cMq9QCCABQsWWNYI3YdCoRAWL16MzMxMaRtFPEUG6rJ7n/1WgUqc6Ef8PTv5tra2FtnZ2cjPzxe+z0AJdiQrP92IUtOmTUMikUB5ebkjW5pTuZU+a8fDVGuP/0Yie46TCI+y+04cdvy+aOesdCpTyuwiIv4imrvp7A0ivcep3iqrT7U+ROPl1Bbg8XhsAYM0YqlTEtlTnOz9TuwUorbY8Vy7yPAqOZOVvWTJEuTm5qKuri7lGZ5Uc0omrwHn9mR66IHtnRQQwt6x02NFvhgnMr6dzYDe5w+DqNZ8c3Mz5s+fjyNHjqSUnZWVhVmzZln2PDv7NV++2+3GFVdcgdHRURNMr7Lzyew/srlaXV2N2tpa8/AKT055Nm9PcUIyPZcS3etElJubizVr1mBgYAAvv/yytH2AfE1dffXV6O3ttYBMZPyJ+i9EpOJXbC2w8ZdFlKLrgKbec7vdWLduHRKJBB577DHz+XSAUps2bUJHRwfq6uqwf/9+y3N03CgoW8Tv+WuHZ8zAjPXrU8qhzzNymnqPPzzC84cZM2ZYePm0adOkdcpkf9n6Ee0hdkApO1nH6VqSpd6TjRnVRZqamhCPx1FWVoauri7bupwCfCnPBs7NoylTpuDtt9+2vGfH42j5TnQXu8NlKvnKzh5uJ5vIyImdmz4rmos33XQTDh8+jKlTp2LPnj3KICfn6X8XnQdKnaf/EcRvIFRAdxJRipIMwcuID4vPl63rOhobG83rxcXFyvrC4TDmz5+vfEYmuPMKGlNyGHm9XsyaNQtbt25NKZO+91EiSv05gFJ2v0UbjYroMzKgFN2A6XiINnHRZupyuSxhL+0MIqoxoYYV0X1RGey+6jSGU4FNVqfMcOOkXFle+lgspjyR4UQ4lLVX5CyV1UP/ZoZoFuaVXbebdzTiAK9sysB9KuOcE4cUPREnUmKcOkBFz+u6jvr6evN3JBLBrFmz8MILL0jbn0757FQMI5XRzYmx2YkjWSW4U4euk3d5YnV6vV5Eo1GlM8nv90uBUnzbRel3+PuBQACzZ88WtnUiQClqfOPBJVSp5MO+O/k2orDhdvzNKZ+S/c23i+7RKqLG1omAEyiJ2pPuXkbfCYfDFgX440i95+Qdel2lWNqVLXofEEeX4d8X7ZGycvm/VQYSl8uFcDhsriVRJARRvaq5ystvs2bNkt6nv+14azpAKVFZdE9khhUnRA0gIlAXc7CyMXQyr1U8T9YG0XuMRE6wsbExYblOxtDO4Er/d+o4SjeilFOgFC+jM+L7IEs5riIZUIpfV7RM9j8Plne5XAiFQpZ9C7BGp2BtlAGl7No9kT1kIhSJREy+sXv3bvO6x+NBfn6+aeT/KKlFnaTe498RkZM1I4qe5RTAyfPUdHU0GdE1L9rnmRGXl9WdrG/VwQ+VIVemB9mtT1EdpaWlKC0ttRzQsGub6rqdfAXYn4YXtUH0m28L6wsFSgHAlClTpO/peipQirdvFBcXm0Ap3hBvd6BANCdVjsZp06ZhdHQ0BSjF82S2VkTf1U5nFf1mhx1E1NTUhNLSUul92Vylv/Py8kznF68L8OvGDnwvq58vm9fFKdiLb+vMmTOVQB92mEnUpmg0agHdisgOkOSEv/G/VU4up2U7kc8Zud1u6cFKQG6nTKd8u2foc9Ruwn7H4/G0bEZ2uoYT56/susvlSmkL3x6nuo/ovgrcQueY3RikM178PRGvseM3srkLOIsopXpfRIlEQinDqWwVIt6mktN9Pp9pY5G10Q5Y4FQ3UO0jovfS0ZM/7ohSovFmvgLR+/w8cqrzy+RFkSzPA6Vk8yodoC6QtImwvUTE64uLi015S2TT4P1HMqA6kDz0Hg6HhXPG7XanAJydrE1KHo8nBVzM21PpdSdzmj6Tn5+P6dOn22ZNkZXlxO7gBAwh0/0peElGDQ0NZjpvUZvs7AZMbpW1WbSX28nQKv7I2kGBUlR/p3OOt0OK7GSiCHmi+gCgoKAABQUFwjby84KRKE0fv1bTseuKnhHxed7OzOt4RUVFSpuuiPfy1z6OiFKq+mT3VddkQCnZuqJAKV3XMWPGDABAd3e3bV1O/B4ul8scD/Y8nUf8WlHtI3z5TniDnYymGnfRN3Kij6VLojaqDtMAyQMyLJrUzJkzJ1TvefqfSR/NsnieztPHRLxySTdCJxGlKNml3pNFlGJtSBc44IR45Y9ed+K8tduo7SJK8eNrByb7cwKlZBuNimj7RfncAXnqFJlQpXrfiYDA/xYZplQCAn+f/a06mS1qt2osVUYLO0OapmmWeSKKKEWVdFE5dgYIuzGV8QWeZIqMndDHkyrigEzIVQGlnJxsnagj0YkiZWe4BD5aRCkeKOXUyWxn9GJl29XP/2Z/TzT0M78HqL4fdUDYGcbsHEB2Bk1V+bI2UqCUaO6z8nngqezbiHiHnZFlIk5u2d8TBTl91CgulERry2kfKbF3+b2MDzc9EaCUE+c9fc/JepL9dvqMqK12RihVO3hjp4qf0d+y1Huytsme5Um2L9rxf1EEQVl9dvKDXRtl8owI8Od0D6LE99UuUqjd95cBr0Rj6tQZIiLeiZeO/M/rEnYOXKfOS6dyjpMIjDzRd/gIazL5jO6rdjxfVt9EgVJ2RltGH5W3O4lUCziX/RjR/joFStndn6iO6sTwz+6nI8cCzuYsrV+0t1NeZMfPVGtBtvbt9k+nDlw7HVYVUVnmqJuIEwtwnnrPjj+r3nX6HD8uvD4gcsjI1vdEIkrR+9RppWo3/z2cOoGc3lf1QUQiJ5OqXF724fdxn8+ndLqrynPKe0VtlT0vc+IysosIL2tXOrqCnZ2Cb6vT8bPTD2TPfhRyYh9QfTtVenlVOU4dhfS6nd6vmvN2QAxdT40Klo5s4QTgw9dpZ0d0Gtle5vwX7TOiuSsr28mhAh60bEcs4qOsTL4sO6CUqizRgVeePq6IUulGM1fxBLsMCzzZAaVUYBUn3y4d/dWJji6y94rWp51e5uQwCG/HAqz9oYcyRPfTiSil4lMTsX04OTykkkVk7ZN9f3rfaR9E/Ew195yAsGTzXea7UbWTl8lE/hw7ku1brCy7iFIqEgGlZOtCdmCTPs/aIhtDp4eA+TbYyW+yvjqZ97K66XN2QKl09D3RfimS4dg7qkNDrLx07KDpXJMFpbADINrZr0Tf04nPxE5OtvOZqeS+dGwAsjao5Cu+fv67pcMTVMS3iZ+7TvXj8/SXQR/PrDpP5+kjkszZrmnpR5SihhYR47QT9D4uAwYlmfLnVEm125RFJ8tVJ5v+X0aUmsgmQ9soClPM1yHKyWwn+NidSLYbA5lhRXRfdVJRNlYyEIpq/tgJz6J6KFHQoUhIYr9lTjC+TjthT2XcVwnzTk6A8UKfaNxEArXoeRX4wqlxGUj2iQfl2AmSjPiTwqLn7QyXtF6npDJeqoBSTozNTviEas6wexONKMXKcmJ8UwGlVPxRtP+IFHXVN6L1yZR8KtzzSiT9/VEiStl9U6e8XsaXPso8ZSTaCyZKImPqRBQ19hzvnOednk6UYzuHqKxNMoecSlF1Ur/qm4t4Y7qnd0X3VGBc+v1VEaWc7lNO9mCZ44OnjzuilIpkxsePCyglM6bLyrQzeMrABhONKCX7FumAY3n6KKn3VGPqZE3w5U0EKCVKj6jqgyiilB3ZAcEnYiC1e24iRPdBWg8/31TRRO3AjB8XUMqJI09EdgZN+pydQVVWtuo65fmi8mn70pkXgFp/c6ojOXV+2rVP1TZZfenqdqJ2UVLJBfz3tXvXKYnmjZ3TK515Rp/n5wz/twooJePJou/qRE/m26gip3zK6Rym7fN4PEKdV5VyWFWvyrGjaqvMoQLYA6VkBxll9YlkLSeHwPjfov6J5pDTdW8nA9rJ5U5JVr5oDOzsXqLrKjsiT3Z7gJ0Mplp7IiCGrBy79oiel0WjoH87ce7KADeq76qaK3bykmqtOZGV05WbRBGlVPumaByd6hpO7EETiShlt/6d2I8m6vwVkcimne6YpkNOdX6ZbikCSum6nrI+RWMvsoPL2gJYx0a059sBpXjfiMpeo9Klnc4jSukCpexkNLvxtLPHifpltz7TtWkBzmVSJ2WJZEb2/0RkKVoe1WtV74nazety0WjUTHfOjyn7zfwLqnaL9l1KE5UfCwsLpfdkYyx6Nt33Gfn9fqWsna79CkiVTWSZa+xSfIrk/nTHQHZNVqfsUJrstxNe4ESmtLOp2+0tKrnLyfq2s5mkU79IHkvXviQivl7elzJR/fg8/e+kj2ZZPE/n6WMimXFN07S0I0pRSmczs1PmPwrR/nm9XotA7qQ+u02ROjzY36pTIh81opTKCAuogVITGV/aRidAqXRPMQHpR5RyYgyXOZVUQCmZwX8izhHVKTknJ1v58O8yxVIVUUolmKU7pk6cMbLy0xXMVXU4jSrgxFDHn9y0U7YZySIgOHEsUoX4o/A7PiKKSoh0Mped8HcnCo3TaFQ8sXY5AUqpALxOo/rInuffUa0LWV/p/OD3Gfqb56dODO9/zohS6Sh1TujjjCglUnQnwlPYO1QB8/l8tgZXO0OZ6Lcdz3RiwFeVlY5i6tR4pyqH51k8X5ed5uVlSZXhwakhWVYWD76REe/YtHuWJ6dAexHxxqZ05oGI7AB6snni1CDIyheNgxOnmVOgVDo8QrVeRUZ3pxGgnAJ9nUYskL1D1wMNLc7XR2VTlbFPVd//9NR7dL+k+g//Leg8ccL76DVWrh1fmIi8IKtfVK5d+bys7WRs0zHSymRxlUOad2Y40b/4Nth9H5nTiv9tZ5BVOchkji27fUU2vk5Pw/Py20fl96LnRPPGTl5PB4gBpDpLZTqtSMcWlS2Ti2X3VWWp2i1qo4hkc9WJXiWKKAWkRg50Sqr1oGqbpk0cKGV3HxCvCzovVPIgfVZUnqgtTvc81d7JkxO9zQnJyhfNW9EcsosopbIjquoUtVE2h2URpWQOZ/Ys/ztdvVv1XWXjZ8ej0gWS0/KdzEuRjc1uXO3eT4cniCJKqcZRNF4qnZne46MBiUilF8hI9K3pXuREvlL1IZ2IUpqmmWveaeq9dO3C6TjhRWXz/RPJ8m63O0VGsuMRTnRp0QEG+kxxcbH5N0vRJ5tDvL4ss2c7WXei9ovG1W4vSkcWEa2f/26glBM5XzTfWapgJ8TXL5vLTvmrnS9HFpXViY2MtWHLli3Yt29fSrt0PTXSoWo9qyJni97l2yr7PVGglB2YRnRNtE41TUsBnKSjYzqRrdIBqPLrRjV+Tta+7Ll0U+/JynJiC04X4GsXnd2pXG+n8ziVs/hnnYyxilc4aZuI+DZlZGRYyptImefpfy99NMvieTpPHxPxyiXdCFUneCktXrwYwWAQixYtMq9RhlZQUIBAIIC1a9cK3y8vL0cgEEjJIf1xEFWEqYCg6zpWrlyJYDCIpUuXSt+n/cjJyUEoFMLcuXPNa1QAr62tRTAYtORpVhn77DZ3J+/8/+29eZBeV3nn/7xv7/3223u3et/U3WqptVqrLVvyLllGlmTLG9iWbQwOBZkhKSoBMkyFgUpSBSGpwgxjAwESz6QCMxRkpkg8ZJgQMkDMDk4wtrzIeNFu2dq37t8f+t3X5z3vWe89d32/nyqXW++995znnHuW53nOc89hHa8iBd90G3AZbHqy7Vv7+vqot7eXJiYmQgmU4lE5olm5R0ZGaGBgQLgDkEiBYds7H+xgIocsfU8ekbyydPlIfD69wcFBam5upomJCWE6tsqeqk5Vi8Imiosqr1tuuYWamppo586dRs+b7iglk2vjxo1UKBRo48aN1NfXR4VCoXReua4Or7nmGmpqaqItW7YI02aNPln+rAHIyt/W1kZNTU20Y8cO4XN8mjU1NRVji8m7MHHumuTP/9v7229QzcTEBBUKBVqzZg01NTXR2NiY9F5VsJIqUHTdunVUKBRo2bJlpd90O0qpjAvTHaX4sWZsbEw438nen2gM1y0g6MZQPj1Vmn6DnCYmJiiXu3R+Pfv1oceWLVuoqamJbr75ZioUCnTFFVdI09LJw5bxpptuqjhKz8Mr4/DwcGlemJqaUubHPqf6TWeA88+pnEj8s36+eJY97+U/ODhI9fX1lMvlqKurq+K6SEY+HZXx39bWRt3d3bRw4UKlk1Y1btssjrD363Qdmx2lLr/8cioUCrRixYqy+2QLqzx8HcoWZ0Rp8fJcccUVFfOEbkGZR1dHvFzeOGe6o5SuDPzv3d3d1NraWtJlTNixYwc1NTXRtm3bKmQWOQtNd8f10t26dWvZ77yjqqGhgYaHh2lwcFC6wySPTB5P1xOVwbONRkZGrN/zyMhI2VyqcnTp5FXl58euILpkN4yOjpbVH7srMT+/qtqhbo5SBW+w6K6bLOTddNNNFW1C1+d6e3uptbWVZmdnhWPqlVdeSYVCgUZGRpR5i/IkKg/Ukv3upcWPV7feeis1NTXRTTfdJCyDyY5Spg5+0b26BT7VAo5JQKNuHpA9Z3r0HuvsjSpQis9H5EeQ9W9vDOTzUwVKiT5G0tUr/5X7pk2bqFAolPxIfHmWLl1KxWKRVq1aJUyf/ffatWupUChQR0eHUEYRsvlc9k54m17UZlS738ry5+9VPSeStbGxsbSIzZbfBaIyiuZbIqJdu3ZRU1OTcjfRmpoaamxspKGhIRoaGir9brLjCYvoqDDPB8Tqtt7vIjxfxI033lj6bf369dIAKlm70O2qLrqPZXJyklpaWqQLrDYLZrp5x2RRuKZGf/SezUIpf52vB5kupxuTXe4oJVqUE425Jm2AvZ//t25Bme8TusVK/nmZ7KLfZH42WRlHR0eVfnsT+8r798KFC6mrq6tsrpQ9p9JLZYvw27ZtK/M1eHnqglr8HL2nW/BW/ZtPm78uCpQS9U9d3S9btoyKxSItXrxYmD9RpQ/cy8ujtraWVqxYQcVisaSXsvnyH0ep3ptqnLRtu6I8dH5JXk90HSglQjeO821tw4YNQj8ZO1eydT4xMaFcdxPB5ymTxytjoVAo08l4+DGbr0fZHKiat1S7A7PjJe8jFz0jmodk78/P0XtEl/xHxWKRVq5cWfGsyu/n2Xz8/ar8Re00l8tV9GVT255PSzQOzM/PK3eF5OH7jcm6guy66jdZoJRuLUz3PkVlMwma1flvVO+E9z/x95n4APL5PDU3N0vzsJXPdI3BBr4e+eNfXeUD0oG/1UQAHKNabDcNlFq7di2tWbNGOnAuXbqUVq5cqTS43vOe94QyCHqDO6sEXbhwgWpqaqirq4t+67d+y9hxuXHjRpqampLW0apVq+jGG29UKtNsAIyf4ATRFpe1tbV0/vx5odIZ9PgjVkbVTjr33HMPEREdPXq0Ij/dhBp0RynZF2i7d++W5ilS/lg5+vr66Pjx46X0TZUzkUy8zCYODN2OUr29vbRt2zapk5KvN90imWrxQ+XQMXEW8O+UfWZqaoomJyeN+37QHaU2bNhA69evL+X38MMPSx3kfBqXXXYZrVq1Siorr9SJYA0NNp2xsTG67rrrjMci3jkia6M8foNeiNRtyPvbb6DUFVdcQZdffjnlcjmanp5WlkU1L/ELlGx5W1pa6OGHH6YzZ87QL3/5SyLSGwSq3Q1MvkzmvwLN5/O0atUq5XzIo9uZycbQVT0rc0T7fafr168v6QUiGZcuXUqzs7OUy+Vo0aJFSjlFwWKyr0CXLFlCixcvpr/8y7+kw4cPl6Xj3dfZ2Unvec97aH5+XlinJl8R6Qxo3RdoNg5Vk7nbdOzw0hocHKT3vve9ND8/Ty+88AJ94xvfUMrFv0feoSj6eu++++6jXC5H+/btk5ZFNU/pFkdMnBgibAKlvHHj3Llz9POf/5yIKj8qUCHTZ9jgBBl82tPT07RhwwZpnem+VGP/beoQVH05HuSdeM82NjbSQw89ZKX/Dw0NldkMonFMVi+qfAYHB6W2CD//3n777dr0WGRjrShQyrs+MTFRkuf1118vy18HX0e2Y4qpM9WvTvH2t7+9QibV8e2qncd087iojkX4vc7m5c0/jz76KJ08ebLsuqwer7vuOurv768YY7381q9fT+vWraNvfetbyrxZROM4v6htEijF9wm+XajGaJUjVyY3X8e8Daub5/L5t3Zultm/Ns54mZymO0oNDQ2VvniPKlCKtwdE71Vmk3rjxte+9jV68cUXS+nzgVKy8UEVKKXyjXR0dJTZY3w7bWpqone9611G49mmTZvoqquuoq985SulcdN0ntbpYqL8THaU0o0tsvq03VEql8vR3XffTXNzc5TP5+lTn/oUEZntGKVDJKNXLl5Ob9z4zne+Qz/+8Y8rnvf+ncvl6I477iAiqpBV1l54RDt3eT6gc+fO0SOPPKJNp7+/v2Luv/LKK2njxo302c9+lk6fPl12v4n+pBr/ZO918+bNtGnTJukYpBtL6+rqKo4a0smqavP8grPODuDlEaFauBSVVeVDEqUTRqCUrO2KMNkNROezufPOO6mvr6+sT+jekyw/W/+lKPCQZ3h4WOm3F/0uk3H79u3C8onSUumlvK/Ee27x4sU0MzNT8jXMzc0Jg3v5vFR+AFPfpwpZv+TnWg/To/d0/cObS8+fP0+/+tWviKhyfuA/+BPle8MNN5T5uNjr/Mcpqvcmep6/pvpN1tY8P7pIV1PpIq4DpUzLJbuez+eptbW1TD/yYNeU2Hawbt06GhgYsLKr+TxlerJXxqamppKPR5eeN29cvHixVB8yHVo1b8oCpe666y569dVXae/evaU0dL4INn1PFhMbT/U7/3xzc3NJb3355Zel+fP/bmtro4cffpi+9a1vlfzVurlf1E5zuVzF7nA6+0eXPj922sz/fHqqedZ03hLlJzu9x3ZHKRO/ickHVDZ+Olufkukc3NfXR88//zwRqec23dzNvzc/45sIXiZ+RylQXdhHLAAQArzByirEpoFSROpBTOcc1D0fBK88nvy8wm+rJPD389vLqhSfXC5XEeWsUnpF8omUOO89id6RyZdBKjyHC5H86D0vbd6B4qFbcJEZt2y6fF4sskUw0bMqmVg52G2F/QRKqZRnk12++EAp0XtXKTYix7nsWV4O/j2qHEImRoXK4BL9m4e9brqjlEpRl8miM3h0stoESvELVroFID5vb0xlHaEmynKQQCkTg8ZvUA2bhq4eVIvefKCUKLA0yJcdbN6yr6FYGU6dOiVsbzZjscgBrHuntoaW6u8gbYZ3kPGY1odOHtMxhS+jqVNE106I9Eeg6X5X3ePXWegha/OiOlAtKKvuVRn/qj5rOjfYON51yAKlVGOobCHaZtwW9VsbPcLbAUyGSd8QOb11eRL52wpeJhN/nx/dVOe05hcPdfLoZBG9f79OaLYuVUfvsc/5GZN1OqIK0/fj13YTPcfrvSyqY3lNHXVRHb2Xy1UeRySTyfvd1jlpkqYH2+dF7Yy1h3V5yNqxSBZR2+Xz5uHfgWkeoudNdhnRlVcmp0z/49NjbcmTJ0+G0pdEgQQqW1hk4/FyyO5nbQ4P0XimK4tu5x3ZB1Aqmfl/6/QT1fOyfETyefoErxOwtoCNniAL+tDJzObP24QuAqVE9c8HW/L3m7wz/j5RoJSq/mT1zLcBmZyqPERpEMnbheku7qojy0xsbdl1dnFJp+vJAqX4tFWBGKK5Tqdb8H1Hdk02b+nmStNAKdFY5v2u05dU+p8uMMNLT2cb831CNffxZRDVgWl/MgmU0l3T3S/zC+rat2mZZXqDyI6V5aVq17I0TO1ZPj3RfTJbjJfRNlDKy0M0b3uwH/yJbFVdm+J3lFK9N9V6jE63N9GdbQITROO9aBy1CZTSlUs034nyEqWj+vjetn+q1rtk9oTp+CDSj3S7sqrS5ssq2sVXd/QeW15PlqBH76nsCdF4oBsvdGO2aGzk35VqRyldG1HZi0TiHaVM35uqr9kgeobVd1X6tI09KcvL9shYXTClSZti7zO1Xfr6+qQy2OiYOvtSJZMKXl5VgB/IPgiUAomAn0DYiZZVYoIsgPuZ+FzhlYc3MPzIJBqkeWOAh1cKeGcVn6buumiC9d6NyDhnF6r9LHifOnWq9LfJWfS6IASdQcMrTiYTsC5PESKlhC0fr1ColF8RKgNe58TJ5fRH7+nqhK83nSOLV3p0yqwsHVF6ssUZU2TlsI2It8mHyF5O20Ap24VikaKtU5Rl+ftB12aIgs0TpqjGoYaGBmW7J9IvQqicYbLFdxY2f29HCdHzJsgcTLr+ZNoX2PRlhlyQQClXqPo9kflcY9pPTIxjPi3TxQITp7XJWGRjmOrmHJN2qZsXVH1fNUer2rKN8S76twyZM1n1vExX1uUpcyjwwfv8vaK0ZV9gyu5XpSnr17IdpUwWf0TpmugIQZEtromu+x3P/OiZLDInuOroPZf52/YVmbwquYLC7ijFozoaQdeXXR29Z7I45qHTPXTPi+63mdNkDm6VPiFbvJSlq3OQmy6AqZzIfJCtbt6T7bQqy89GNhbTHaVYP8rFixel6dk4gkX1rNLPRddt9GB27hcFxrB/mx69pxs3dLqFif6jW5wQYapXsb97/YDX7fwevWcqt26xwjWifqHTJ0znERbReK2qB1VAmqrdB0FWFt2HLR42trLO3mPz1O0EYytDTY36aC/eLuDlEaF6r7IAH92Y7OfoPZkMIp+Xzscmk0X2vG7M5uF3p+bvN2nnqnlPdoSX3zHF77xq8xx/r80HESyyHaXCPnpPN4bw1z1dgp8fTIIzdToy73PmF6n5+3W2Jh8Eo6o723UZE/+WzlcnSyOfr/x4TOcj083XpvaJrI5UbVl2xFhQH7iq7aqCo1Xp8e9Zp0OLyiDbUaqurq4iOEY3L7Hp63aUMv1IxsY25+cQPz5L0Tvn0xT1ZVN5RfKxv/E7Sun0UJt7TetDV0eq/qnzi5jM0SZBdLrATV2equOoTedSdl3T1teqssNNbSYdfD2y7fbs2bO+0gTpBYFSIBHwznd2ImSVyyAL4FEsnsvwBn/+2AY/TjPR4M/WkWgi4+uXN0Z4OfwESnkyyIxz0YKcLH0efrtxHaKdI3R5qI5W0BnNRPZOET4N7+9z586Vfuvt7ZXKJJPDVEYXgVK6oBXe0WPj9OEdX6pAMRMFja8/20U+kUOayO5IAtt8iOwdqmyglM54541xE3lFDhx2XDOp1yBO4qQESqnyyOfz2gBfG6ezn6P3WPgdpWzbPv9eRYaRn3FddK+sXuKcvz1EQQIyB5GH7Zgty88kLdEcoRsbVe/QZCyyMU5tHJwqpzR/zbSdqBy5pvVg4qCwGd9sHS68nDonheg5ds4UPa9zYukCpWx2sTFZ6CPS65e635IQKFVbW2vtjOfR9SEdsvcscvzqHOsuFnttgoZMx5agqHaUUh0BqRvTZM51Ht11U2e57F6TRSzZl7CyfEz6F9v2Re2IXdC3sb9MjzHQvR+VI1sXKKWSzyRQStfXZPnpvob3qKurK/ui29SprZJPNC/r7D3Z/GWaBx/0IXve9Og92bGIHrpALhP9R6cjyp7X9QE+PT5QyrsW5dF7un4R1tF73v9N5iTTuUK3cMwjOnrP9N8m6MYIFlMfmE6Xk+Wl61e6AAeRrHyaqgVnkT/Hdkcp2Tjg5cenI/NByZ4z9a1410TzrGp88epAVk7RuxW1Q9FcIZNbtKOUSicU1aPpeBH0JAIZJh8s2NinqjL79VuodBETHVxVx6a2kUxv8t4LL4efHaV4eJ+z6AQJnc7A/sb2AT7IT+YfN/XjmLRJtry6j7x52UzereweP4FSovRN+yr73mz0ARE6n5aH6n2ZpOf9X/ZeVL4VmS1XX19fsbuWzbqJauds0bOiNFT3ydK0sbdMr/Ptmf+I28aXYWIL2cwXQfMz/U2205rt0XsmNriLo/dU5c7lxIFSKv1S9DsbKMWeFkRk9zGtSAd0oSeobH9+LQVkH3eeRQACwE8grGFtc/Seis7OTv8CBsRzoHiOSu/f/DadMnRKDFtHIscpP7mMjo6W3dvU1FSWzsKFCyvyZ/NVHa8nUzpFxpXHokWLiKg8MIjFOzbAdIJi8xBtwa9b7DRZcObLYbrVuSwN7292y3L+SEURNotHMiVJpvRNTU0R0Vv1r1Lw+esi5cnmy/R8Pk91dXUlB5gsCEfVh3h5ghpwHrqdZUT5mxLUocouhsgCDFkHiKkT2EP0Ptn/2zoPgiLqQ7q27YIFCxYor7PtUre4zzqVPVQGi2mglGeYjoyMGDlXZPB9T/SFsu2Xozwip5yr/uqKurq6ksNe93WgCj/zg+w5neHr1xFsmr/JQqEInaNB9e75udrUMa0ywlX9zcZJJPq3ClOnLHutqamJcrlLu62qnHmyNNnFFVFfVpVfdlwgi81ipc5J79Hc3ExE5fObTF7R8370J1tE7UTm2PGjG7DpEvmbR2X5erq3rq2zOpkfe0ylk+nuV9WZSX2a7EZLRNTT0yO95rU/z2ZiETnu8/l8yTHo6dNBj96TzbWmzlMTZ7squMOkv4l+Z+1e0XtlxzIbx71ugVzVNmT56AKlVOnw9+fz+dKYLbNX/CxOEMkDHUTj34oVK4hIfXw9j9cXpqenK66J6k5nc6n+baJD8vOWTCdTBeTI8tT5BUwWH3WLJTZH75nYZqKFWF4n8LujlElAgSnd3d1ERDQ5OSm87vmAdHYVkbhfeOOxaFxm7+P/Vt07PDxccb9qLFHtKOVCz7AZd0XBmaLn/fpFdbYIO8Z4i2G2tgg/B/FjsE7H0+kEqvYtm59M9CPPX2W6cMuPaapndD42FpO5X+TrVMmt21FKVY8ieXl52P7L+j/96ssiTHRK0/lOlIZnqxDJxyMRsh2lVO3CRJez9WV7eGM2X1+iwEZXgVJtbW1l/2brT7SGoLOfVcf6yeZuU5vcZE7RBUrJ3qVofOP7D1/HIh+drgyissp2fPHzYb+ffss/r+t3ujxkOqT3u58dpTz4Mba+vl45bxGFs6OUqb+Dz8/7t64t696pbpzP5XIVgVI27UTX59va2qRrcCL/Oq/3q/R4E3tPJpfMjtbN9TZrbbI0Rc/afPghksF0RynTOZ6dK3XPyWRmn7XR82Wo3k1HRwcNDQ35Shekk/g/0QeAKicQduANevTeXXfdRSdOnFA6v8NmdHSUbrjhhtIAu2XLFjp48KCxTLrJI5fL0e23307nzp0TLiTxSszll19ObW1tND4+TkRE27ZtoxMnTtDQ0BA9++yztHjxYmEe3iQpeg+qL63Z30WT1/XXX0+Dg4OlhQSeVatWUX19fSnASwcrn2j7dJmDw8PPwoAfR6LovY6Pj9ONN95YZqx46ZsqbN7vqp1odDsHEBHdeOONNDIyUnIa6JQ7UXlMDX72Oc8ZU1dXRzt27CiNCbycmzZtqqgnlTxBDDiZ8a3bWcgWUyeGDLaO2SMrRWma7gAlk4/fIU/kdBM9F/aOUmxfHhoaoqVLl9Ls7KzvPEUMDQ3RTTfdRB0dHcLrukApIqI77riDzp49W+EcIlKPVyZ9l4jo7W9/Oz333HO0ZMkSeu6556Tp6eDHHlFwhc65pMtT5PQwXSSPitraWtqxYwcRmTuibMZsHlvHuZ/dQ/wsIOl+M3leVxZZ+8/l/B+9pwpmVh3zYOPE4f9933330YEDB+iJJ54o/XbTTTeVFqhsFr88tm/fTmfPni0tvsvSYeHr0Pu37Gt+mTwmOxDY7Lxh6hBcvXo1tbS0lBZUZfLJfosiUEq3o1Q+fymo7+LFi77nwKBjIl/ePXv20GuvvVaqV93c4ulksoUQm/xN6t4kWIS/T8Z9991H+/bto+9///sVx9GyzMzM0IULF0ofCLDwtpxIhtra2tLOsLlcjnbt2kXPPPMMzczMVMh6yy230MmTJ2nx4sX061//moaGhrSBPaYLOUTm8xT/u2mgiU2ay5cvp4aGBlq0aBH9/Oc/r5CR7TM2c4Xu61zVGClrX6pAKZGeK9PRvHu3b99OJ0+eLHMM+50PWUyOXvbuW79+PTU1NZUC50WOb/652267TeoTEMnKy6yqJ34uN1mA4dsKq5OZ7jbIllkXzOB6RymbQCWT39n6MTl6j9fZb7jhBjpw4AD97Gc/U6YddEep3bt3K9uRN6bKfEAyuby/+/r6aMuWLdJAK5t554EHHqCXXnqJli5dKs1PhGpHKReY6DkebP8W6frr16+nnp6eUjCEbf46Wdh+5c21NgvaROrABl7/4McSk/xMbWzvmihPnpqaGtqxYwfNzc0ZB0rxujj7u62PjcXEHuR9QLoy6naUUtlConmYT6upqYl27txJtbW1dObMGel9QfB0qLm5Oel4fO2111J/fz+9+eab9MMf/rCiLKpF76mpKTp9+jSdOXPGaDyTyShL3yR4RVXHOvv27W9/Ox07dowGBwcrrhcKBeF7FAVK6eZTlrvuuouOHz9OPT09ZXpJLpejO++8k06fPl0KeLDx47L38kcOy3QVU5vcZE6RjYm6NDxbUSWD6r3a6P0eXp1PT0/Tli1bqK+vz9hv63JHKdX7FcljO6/wv8t2ZVWNr6J1Je8jIr4uRLtOyeTT7ShlGmxso3/w84zOvvNjq+RyuYrTLkxte6Lyd8Tey67vHj58WCjD3XffTc899xx997vfLdnl/PyuGhNN7V1dndt8eKDzX4nyMmkbrNy2O0oRif0Con5SX19fOqZOJOu9995LBw8erPCjmOhX7L38WOFCTxD53T0/2eTkJM3Pz1NtbS0CpqoEBEqBRCAb/HK5XOAdpTxlP07y+TwtX7689O/e3l7p7kmy5z1kE8HIyIj0eb5+6+rqSl+XEpXX0cqVK4Vp6BRm7z3JHLd8UAVLQ0ODNF/vWVZeHWwefnaUEimOOmPT1Y5SuVyOli1bppRPlgYvj0r5M+lLjY2NZe9FZ6jZOEVEdcre46U1MTEhzW9qaora29ul8quUKFtHpuxZ1ztK8QsYQYKKTHaUMg26YeXz4HeUMlVUgziRTRyObJnm5+dpdnaW+vv76bXXXvOdr4glS5ZIr5kESnlfLItQjfmmO2YVi8VS/w1iQMiMNBPj2ERONg9Z33LpKA2CF1wswtSgNi2LiXGsG4tkfU1k3No6VE2ekWHTXvi/+b5hOq+pxlLTQGkT5y/7fE9PD/X09JQFSrHjhp/2wY4busUSEezca9IO2PLInIosJk5a0RiiSqOpqclIN5U9r3OWukC2uObBzrd+53Xb+VpHd3d32WKpSfqsTmaLrQ5mukhtklZ7ezu1t7fTj370I62MIh3cy4e15UQy8O+2ubm5rO2yY1Rzc3NpMc1Llz1+W5SHTZv1u8ugbaCUbp4hKu/DonlLNt/rxkgbu0Qln8rG9Xv0nvd/kR9C1xdM+orJ0XveYk0ulytrh6ydIXqO6NLCqMm4K5tHdDaYTfAFu+jEvh+RTubZ/aI0ZYFLLvQrUbuQLSKKMNGBZPnzO254/1ftKLV06VLpTiamdq5MfhZVOyLS+4BkebDtzgts0j2jewcdHR1lH8CYzllhB0qZ6Dns7zU1NdJgkKGhIRobG7PK32YRi73ufbBl2/b5sUm1Y41JYIFKXh5RWU3GKyIS1quJ30K02K2ay3Q6tIltwdtP/EdR/P1zc3NGwQuitHU+QQ/vRIO9e/cq7zNBp/fLrnvj0Y9//GNhWqq+UFdXR6tXr/Ylryj9qD/G7O/vL/tIgL3O7wrjEXRHKVY/4vu+7WK6rI/ygVJ+9U1dPiy6HaVk6fHPsjKw44VMbj+BUux93lx67NgxqXwsYQVK8Tqkyv8sQ+Yv8tLS7coqKoPIP++lwwf48vLxOjubvm5HKRM7Syaz7JqJPaN7p7o+mcvlSkGWXvC2ybqmh0y3YscNduco9h7PD/7kk08aB0rZ2Gaq30x0a9G/dWO0SCaTo/dsxgid7cTfxz5bV1dXCpQS1YtsDVxnj6nem00fUCGqa9ZPlsvlpD4gkD3cW3IA+IBXuNmBl1Uugxy9l2ZsFxd4XDhtWBn87CjlKYBhOJB4WFnZL1NE1z34hVJbw8nPor7Ne5XtKCVD9B5kEe1+DEPRPaLyyIxJnePXT/4qXClRROV159qJEUYasjRtjRX+Hj64xbSNutxRSiQ/2/YvXrzoO68gmARKqVD1T9PFYxZX7Z39t43Rpctf1O/9lDMNmJbFxDj26xwzcVrrHHeiZ0wdNDYLw7q51tSpzAdQssi+WNPJwl/n89Fhkp7J87pnZM5HUV9WvVO/O0rx6ciCSvjrJtjqZ7pn/aJbxOJtmyB52AbMeJiOwyb3+sF2TDfVkW36XBD9Q4WoTeucfSLHo0o+mY4le1c2wbMsrnaUMkmD7ysmbVvVjmT/Vjl5db/rAqX4f6s+DBLhZ/FBJKcIG9vRb5831Q34eUYXjCObi4OUh13ICrqjlElALr9w5geT9++1Ob6OZIFSoo/IZP0q6I5SLgnqa3FpC7HIjtV0hemCnXevLpAmSP66OYD929QG59PUBUrx+cnsVNP8dP1ANH6ZorpXpguL5pmgNjFfRj4Pk6O1VfWm++BUJIMM1ccrpuj0IpsgC1n7d6VPyhbVVUcLmwTJ2ehSuuthBUqxBNH9+OfZ6/yxkTa+Jts+4WHqKxbJI/NZs7a7rDx+9H6dfqx6XnbEmJ+5ln9e985sfQW8z0S3K6uoDKpAKb4edTtKsff7PXpP57tT3cv/pmv/prYK3yby+XxpR13+vereoepYYw/2NB3d2MPLa7KuILuu+s30owydPWliZ8jsJ/Ze3e62qv6ey4mP3hP1E293NVE6KmzqXeQncGF/+FkXA9klOytPINWwAxOr/OVy5UfvheXgTjpBnTwuFpx1Srhuy1DeiRcVfnaUEjlhdIqoqx2lZNgukOgCpXS70pgohyplTxf4oHP8mhirtot+Noq5Km/ZEYausDmqQYRpvfhRCEX1wC4KmaThMlCKnStECvuFCxd85xWEoIFSpmN+FEq8SSBI0EAp3nnBP5PWQCmbMZvHxDg2WWhUjaWqd2TifLEZk/0utPD3qBwOpkfv8YuXrPPK1mli+yW77l6bPu0n8IZtEzaL00T6r2JlafLpivo7i82YaeK0iiJQStQueR1PVe8m6OrN9HkZrnesUuVvGyhlOrbYpOkSr+50ujW/eKO6zmPqKFfdb7K4psLUcWz6O79oqVoc4Z9R5WFy3XShyTZQymQhNuiCoOmzpsfzmcgku1c2j6nsaF430Tnu2bk/6A5HHjq7XRcopbOJiewCpUwWcmXyyY7eY31ourlS1geSFCjlp18Ekct0zjLdUcplHanGV143DNuP6HJxSbQop/PR6Y5g5TGxr7y8vP+HsYDmpSMKiFHNM350f9E7VC0+8mnzwSb8PTY7PugI88No00VcE/9lGHqyal7U+eL5e3SL8jZ1wB+f5VFbW1uhZ9joibrnZGno8lDp2jId0jQIQuZzlOUR9Og9Pi9VX/X7gYTqGZXOFebRe7oy2uj/rM4p0o/Y+0xsbVGglOoeosp2wPqo/R69J7M/TNCN+fxvfvq194y36xOfp+55k0ApdmwS7cqs2ihANaeZ2kmi30wDCHVjsomf1fTocdX9OhlEgVKi39iAa782pc7uF+kXrmwRBEoBj3SuPIFMwiov7N+s8qH6yjXLBB38XSx+6JRwb9KVKYv8tvBR4X3NpqtD3Y5Spo5xWfoiXARK2Sw0yhRF08Vamy/0ZE4YVfrs7yZltXVyuFKi2DFK9/V/UPz0F3YLWlWa7A4XpnmJxgHZApcufz/I+qEsXxdfc/vBZaCUCtO6DFLnskAQXdux6W+i/hT1AowfdDqJX2chkVkADvubrJ35WSgW/TtooJRfZwz/N18v7Dsw3eGPf29BAqVkjjgTgrQP9nmbuVA0hqveG5u2ydF7JrtO6eQOOnea6gouxxXR2MXbNbYL/TxBA610c5EfPdYG2wUm0wUtmz5j0j79IHo3fmxW3RhqM2aIFmdM+oKt3DKZbQKl2L5is1hmuhCo+2KeX/hjsT16z2RcDbr4oMJ2MTVonrL5XGWD8bKZ6ASmi2OqNE31Be951Zira3t8fjpMdCBZ/rJAKd14J8vH1DaMWk/3s4gRREbTemhqair9bbsjn60cHqodOfm5M+h70s3dfD2x9WGbvgh+DObbAd+XbXYLEv2blytIoJTJPCAqk8q+MtX9WUTzLj9X6GxClUyqoCtVGUToAs5NkD1nOo+YjI2uPpY01UVMxqOgdr3suux4Kz6wRxRQR+R2Ryk/7ctkfvNjf9vMzyayivwcfF6qspl8AGWCiR5J5DZQSjWGiOSx7cP8uGnzXjy8+Z3tm6ZH7/H62Pnz5yvuVc3rJr+b6msm/+Z/09kNKt3AC2YKEihlYuuKPpCWjdm6OU2Ero5Ev9l8NMOX0cQXbDK2sm1Tp8MFqRO/gVI6/UoXLG8jbxA5QPWAQCmQGCYnJ6mnp4fa2tpKv3nK98KFC2lgYIA6OjpilDAZ+Bm0XSx+6BZkx8bGqFAo0OjoqPD5uAKlTI/e4ydgncNCpcjIyrhr1y4qFAq0a9euCjlkz1x++eVULBZpw4YNwuu5XI5uu+02KhQKZWe5i5yjKkXRBF5GftFUVIbBwUHq7e2lmZkZ54FSNoob/05t26Hs/Yv6wqpVq6ijo4NmZ2et8hDhxwlzyy23UKFQoC1btgiv9/f3U7FYpIULF1q3A5EDh11I0L1X9jkiokWLFlGhUKBbb7214pnt27dToVCgkZERqYy695jWo/dYRHW6bNky6urqosnJSaM0xsfHqauri5YuXaq9d/PmzdTS0lJqv14bWbJkCfX09NDY2FiFXCZBNCpkTo/p6WlasGAB9ff3G6eVZPr7+8u2iFbB3xd1oJTpeGvqGOvu7qaBgQGanJy0csao5Jqbm6O2tjYaHBykiYkJY2eEakcpVX66eSnIIpyfNESLYCL4+uT1NVUZ2GuqRddNmzZRS0sLbdq0SSu3l4fsfdl+Eal7nl+E4uVwgUi/4N+PaeCPjKCBVmvXrlXqk0F0JBNsneim7ZuVdXh4mAqFAt1yyy3Ce2+44QYqFAp03XXXmYhszODgILW0tNDy5ctpaGiIxsbGpP1l8eLF1NPTQ4ODg8bpd3Z2Go2dLJ79cPnll5d+M3G22y705/N52rp1KxUKhbLFNJMFJD4QRecA5X/TOZG9ezs7O2lgYKCszmXjHp8Gf0Sbzilr209NAg927NhBhUKBtm/fTm1tbbR27VpperzTWneP6jeTPGTyyxapvOu6BWf+/UxMTFChUJD2G6+Odu/eLS2PLFBK1y/SGijV0tJCIyMjNDw8TI2NjRV1ZLJgnKUdpWxlNF3QY/0hoh0N/Oavek4VKDE5OUmdnZ3U1dVV8XzQBWydDy2Xy9HOnTupUCjQ1q1bjdLn5Vu6dCm1t7fTZZddVpE+Lw8fqMFfFxHljlKqe2Vjtc7vqNKNZPmJxjt+LhU9e/XVV1NLSwtt3rxZKRNbp4VCwWqB3URWV/D6uAwT/cDVmOf5cXm9NeiOUjpdxaYOWJ8ELwfbdufm5nwv5pvasqZBYp5desUVV0jv071PG/tahm43Zr5vy4JfWNtZ9p5tdpJV+RL9tPOgfUM134qu2QTEsn4AL626ujoaHx+n9vZ2YT6qMoh8I7qj9/h1E5GPWncyi0oO0bzBIhoPbMZpds1p586dRCReTxIdJTo1NVVaq7LR40x2lNIhW6PTzbN+2n1jYyMVCgW64YYbhOnoAtts/01k1udtPuwVldvTyVatWlWRJq/H+PF16dajVO/NxG9wzTXXlObYQqFA119/vVAOBEoBj/D2NQXAkptvvpnm5+eFiszOnTtL16qRsB0ctjKIFNOJiQl6+OGHpeknPVBK5aAwMfBNvn7i68hEUbziiivo8ssvlyq/+XyexsbG6OGHH6Yf/ehH9PLLL1fI4yHbSt/UMOR/4xfyZUbMPffcQ7lcjp566qmK66LyyK7rDH5ZWt7fsm1QTeDzqq2tpQsXLgjr+dprr3U2XvlJY8GCBcq+WCwW6V3vehflcjl65ZVXrPISjQPs0XsmsPctXLiQbr75ZmHe09PTNDU1Rf/yL/9CL730klBGndMkq4FSN954o1Ubq62tpT179hjdv2bNGlq9ejU9+eSTRPTW+7rpppvK8tTNCTbzlqzfb9++PdFzv43h+ba3vY2mp6eNy9LR0UF1dXWlL85085DtV2h8mrrxVeWUFc2zIjnuuusu7YIE/zcvo+jL1TvvvNOqjfDjgipQSteOg+zY6ccpy+I3UMobW0V9WeU0UgVKrV27ltasWSOVRaQfyOrLJhDIdAEmn89XBMi51EdVO0rxgaB+8w36fKFQKM39IlzsPqtC5SwUYdq+WblHR0fp9ttvlz7T3d2t1I/80tnZSe9+97spl8vRqlWrlOlv27bNel67//77KZfL0aFDhyquydJpaWmpeN8mC0yqeU2kU+XzeZqdnaUlS5bQ//yf/5OOHz+uzEs0b7HvWjfmmi6m8OnedddddO7cOXrkkUcqnlWlqfsCmcckUMqmjLncpcCHhQsXUi6XKxu7dWnb7Chl0x5N9D++DPy/dfoLf//y5ctp2bJlUjnZOpKVh50DTOz2mpoaunDhglA+k2CLMI/eEwVK8XNELpej22+/vTTeqOrIZF4wlTksbOcQ/hlbeU36Ei+LKlAq6Nwvk42/9/rrr5faa0H9iLrAzlwuRwMDA1bzLC9fQ0MDPfjgg6Xf2b46Pz9fkZ9q5x1dfqr72foLYwGNTaexsZHOnj1b+l1li6h0I1k7Fe3Mwb9X0Xi1evVquuyyy7Qysfn29fUJ25xpO0zajlKmuoJfhoeHS/3l2LFjFbKK8jPJW2fX2wRKyYLga2try/598eJFq2AdlXyyNEz9CKxdajIP2OhFXn+RXWf7ku2OUt54w/dH1ra01RdEqHyJpv0urKP3VO/MVR/O5XJ066230qlTp+izn/2s9D4RbN/0u6OUCNuPHoPMS7b2Vi6XK605mY7p3m9LliyhxYsXUy6XK9mIJrC7U6reN+sv5ZHZGro5zbRfsOmvWLGCNm7cKH0XujFZN0abBqHy6ehsEdXcwutkP/3pT4lIvMZaW1vry1elm9tU783ELr/ssstKvhnZR2d83lHYNCC5RBuxAIAGftKN2gGTVGwNI9Xzfo8v5CdB3T08cQVKeYqBrv3otnTUKTKmRr1MaTdZzFYpbLwTR6SMy96hqSLIK2L8EW+6hW4T5UNVVt2CiCwt72+X44luISTu8cq0bmwVQlEbku0EIIMfj3T9ReUAULUXovQevcdiamz5TUd2r8jQsXHM2PQ3kzEujejmDd2zCxYsKP1btzgha2d+F7lsHaqiZ2yum7SXXK4yUMokXx7VjlIqp4RuXrTd6Uf3TnXoxj/+Ptkzpu9F91Ws7fsNa0cpE/1Fdp9fREFG/P9dHb0XRI82dfyGMe7a6mCm5eV1zyDjUBBM+6MfGfzOkabjuKk8omMNZLKZ6C6iIEKbujENlPKu6fQWViYPvztK+Q1S5p/lFwdt2ndSd5RidUyZk1tVByZyiZDtKCV7TjVmm9hPLmwQnWxElTv8qtqo7N2xv5seURi1ny6oP8zvHGSTXxQ7SqnGSVEbCPqedG1dp2P6QTRPEImP9jLdIcr2ftZXEkZbZ9Phd85QzWUq3UjWX0ULzvwCsq7NmMhEZBYopepPLgKlZPD6uAyTMdPV0XtsHiI/mwgTXS6oXc9eZz+OVY2LbP+U9WGT/ETYHL/Ly2AyHtrY5Lpxjp37dfanaHwV2WMm45HJ7pcyOWS/m/bBoGMkO+6ZlNHW92GrH4lQHb2n21FK50MRPeNhEkBlM6Z5z+rKbjOOB31ehOmOUqrd+lWBUrY+P5MyquS0sVm9f9vYi7LfbD7stV1rYX+vr68PHCglykcVKGW6Pmiim0Zt04DkgkApkEhcLAZkiaCDNju5uAiU8mMY8k68qBAtpIpkYJVXkbNAZ2wGPcrO7yK0rG3ogjN08pooYqodpXTP6xx8JoufNgZSUCeX7H0HDYKJm6gCpWTjh8l4ZOL0keUb145SbOBFWIFSYSNy1rDoxi8buathzvfzHnt7e5XPmzhI/BqEpg5VV0alieOFn4v96jP8c0ECpYIu3PHY1KGJ0c9ft9EjiMrLxG8bb4Po/ZoGKpikq3sPQccoHapFLFeBUroxOShh7yjlV+e1WczJOqZOUhmye9nfVeOqKlBK9TeLKLhUZpPo+qhqvBY9r5pbZGmoPqQRYRsopRuvbNt3UL3AFtmcopq78/m3jpeRLSzY2icmcrk8es+knfrdUcr2d0+HMdUJdOgWeUUyRGGr+GkTrmx/02fPnDkjveZ3rtKNc7prQd+NjR4ctK/q0ucDpfL5yqP3dJjWJ6vD+S2jaj5l0xTt+CS7V9XPTXaUEgUamCw2qu6xDZRS1aHogxhb/PgZZc/L3n3YerJqR6kojt5jgz7Zj2NVcrBH79kGlZnqeyZzou3iuegZk+f8zv06vVm1S7FtoJSfMTnoXOu3b7D1quvDtkfv2epHojJ44zl7zXRHKRMfip+PHj1sxjTv30H8Q3ye3nWdb87GvjENlGpubpZeU/k2TG1E1W825bG1afln/PRFouA7SomQ7Sjlxw4JYhObtGNXcoDqAW8fJJIonC1pIujgb+oAN5XBz8J/3DtK2UQqmzgj+HKYOFx5XAdKsWmIvlqw/ZKWh5fX1GEie16Vh4lyarM4bCKfTVpBFzyTgm2An6gO2bowSSNIoJSszcnyjStQiu1faQ2m0zkibBwzLhYWk4jNfOpn7mYDpXRjqp+j91h046XtIp4tJgvYtoa/DNWOUrZOE1cL2n7S8OPwN3X8eIi2lw+KbmwJGihl+kWtS1tD59Rm/+8337DHySBt2QRbHcy0vtI2bwTB5YK3LF3bQCnbvETtzGQByCQPna0ma+Oqtmm7A6+Lo/eCBB6w98e1o5RIn+DLZLMzb1Dfh4efo/dkMprYT351RPY5k4VYryxBFgJlviLTgL8ofHdhBM+Z3m+ql4Rx9J5sjDG51/a67hlRGcLYWUcGG4jh3W9rZ5suBIYdKMWmo9tRSvQOdP5MFlEgFt++bW0F9t8nT54s/d3b2yscW0zHC3becu3HCRooJUrLJSp/u8l4ZNM2dfKfOnWq9LdMl+BlZAMZbT++MB27bHRLXT62ugz/uwv/o0huVd3ZBkr5aad+xrug8zP7nEkZ/fpcVHaB6Rgl8o3wYz2fj8yHEmSsCWK3i+YZVfo262em2ARKqXQr00Apm6P3TMeDMG1WXmY/a4xEdjtKBbU5be0QIr09pTt6zxUuxjCQDarHswhSRdDFhKwRJMCDfyauQKmWlhYiKld4okAU7SxqV6wByCrnpovDrBPFtN2yE72LQCmdc5xVIv1EzLO/sVt462QR5SnDRrmydQYG6Ud8Wl75RfWQJoIE63njgFcHjY2NTt6b6n6ZcSuTPa5AqdbW1tLfQQOl2GCZKPHGapMxO2iglE1eacWPPjM0NFT6WxdUY3LcggpTxxEPO2YH0dlk7UXVjvzqM36P3hMRxEkkau9+Fqtt5kJbJw9bJleBUjq9x2bRTTR2mC7k9fT0GOejQ9QOeD3Bk9Gv3mC6wOOXLBy953dMSDMuF8aIiEZHR4lI/PWzTqcyeceioEZ2hwubdiI6Qkn1vIkdwD8TRqCUDldOYJPFVD8+F93CXG9vr/Y92ATj+6kD0TO2O0oFPXrPRTC9yUKsZ/PbLlDIysDaMKZE4bPzsygo6/O28ury83bZ9sZPnSw28IEHMpuJX1wW5etHBl2927wXrwzs0eI28okCpYK+S9nzrM4WxsIcmw6vww4PD0vv9f6ura2lmpqaMp+fzBYU7czB9w0bW4H/d3t7e+lvdrFUlp+qDtn3Y+vH8fSWsbExZdo2eiUrq2kQqV9E+pFOJhZT/YdPT0RnZ6fwd1Ud9PT0CG0dE31ocnKSiIg6OjqE13XvzrR9ye7TjW2iNGT56D7kGhkZET4vKiOflyqoMepAKe+dDQ0NORkj2fLL0jP1wcvmCV2/UP0+PT1NROKj9wYGBpTPy8Zm2ce1Jj4+dlzX1UdQ3cCVbuFHXyAiOnv2rPS+hQsXSq95fY1Pj7VD2N9Ef5v+pitPV1dX2b9NfI5B9V4if4FSXruWzaXeOM0+W1dX58tXZRuQp6rzIPoZAqWARzq3OQBVQ1iLAWnDpbPQxcKiH+fvokWLaH5+nsbHx33l7xfR0XuiOuQd4X6My3w+X+HA0ZHL5Wh+ft53W5cpCiKFuqWlhXbt2lWx2GmqCLKIIvdtgq90RolJfeju4fML4tzg5b3xxhtp//791NfXZ5VO0rAdW0TG+Lp166irq4tmZmboV7/6lVU+JjvCmDh9/DoqwqJQKNCuXbsqnIU23HfffXT48GGl0z1Mpqam6OLFi1IDyY8xKeOaa66h6enpCsdw2glqZLW1tdGtt94q3a1N5xwjItqyZQsdPnyYvvnNbyqfV815Jl9mujQoZXLxeUSxo5Sunauc2jo2bdpE4+Pj9PTTT9O+ffsq0tMRduAMn3aQQCnRDhkuAqXWrVtHnZ2d9MYbb9CTTz5Zlr4szeuvv57q6+ulY5sfRIFSnZ2ddPPNN5cWGzZv3kwLFy70na8usCAoSTt6zzSAI+07e/Ls2bOHDh48SH/3d39XcS3oXGuywLRu3ToqFotC3eP8+fOlv3fs2FHhmDeZN0TzFvuuXTjuRcdjeNdEtppqLrVdlBcda6SS29Xig+h+2S4Q7Hjc29tL+/fvt8pH9p49vXVsbIx++MMflt3j1d38/HzZAoWsnQQdg3TlMfmIQTXmmjjU/R69Z2KvsgEE/Jxq+i5l7ayzs5Puuuuusl1ibJ4PC5sFKdEzLmxeGffccw+98MILNDMzY5SeDd5zra2tdNVVV5U+Prz33ntp37599Nprr9Evf/lLowVfPzK48O/cf//9tH//fpqcnKRf//rXpQV2W5l4n1nQ8qjSYP0b3//+933l6XdHqRUrVlBdXR0NDg5WyOz9XVdXRzt37qR8Pk9f/epXicju6D0Wk13BVfbRxMQEbdmypRQsIGoTpu2QvWYbKHXffffRvn37aPHixcLrpoHMMlnZ9xmG7mm6AGwTBC26RqSfA8fHx2nr1q1lQY1E4t0MPb114cKFNDc3R1u2bKHGxkb6xje+oZSXZfPmzbRgwQLpWoFufmPbmWn7svEly/ISoVtvWbVqFTU2NtLQ0JBwPBN9uCKznXXtIujaker5LVu20Pj4eMlnGCRP9jnVWLNq1SpqaWkpBS3p0vL+lumcJjrC0qVLqb+/nxYtWlSRhqdnz87OUi6XqwiYEqXHwvpWbI/eGxsboxtuuIFOnjypXWMT1amNLWIaSGhz9J5NO1HtKDU7O0tElcFqRJfaS0NDAw0NDZXptKJxwo9v26Q899xzDx07dkwbTKfzX/m1i2wCpbw89uzZQy+99FKFTvuOd7yD3nzzzdIaGG9z+vn4RleHKjvc1m+gImqbBiQXBEqBROJngM0yLgftuAKl6urqaNmyZb7yDoKfQCk2UlmmsIsUldraWrpw4YK1YjA3N+fb2JZtzy9b0JyYmKj4zc/CiyhQykaZ1jnGbR2YtteDOuC7uroqvgpII0F2kPD6TKFQoOXLl/tKw+boPdE70zkq4kTU12zo6elxuuOJLboxWxcgYjNvdXR0SL8gTDI2hqdfVI4Pk6/NvHakC5RSXTMJlAqKbH5Qpe9qRyl25xRbp4mfL7082traqK2tjZ555hllHjJM50sbx4+q/EF2xxPpKi6O3mtubqbly5fTD37wg9JvOv2jp6dH6sj0i6zNsg6m9vb2sq/ubdHVW1Ci/JLOpK+o5n7RfUTZ2FGqu7uburu7Iw2U4ucS2dzPLoSwC90iZHKJxkyTr8hF6PqC6dylWmiy/ZDG9ug9V18Qi+6XjdmnT58u/d3d3U379+938sEOq7fKFspNA6WC+j5Ez/jdUUpUjybvyG+glMnvorHONnhaVYaZmRl67bXXjAM9orDDXHxZr/udxeQIRI+Wlhatn8tvH2N1vampqdLvra2ttGzZMjp8+LAy/aDvRlfvJroD6zfxfAYidLKyR3vJ5NGhCoZlkfk3bPL0GyiVz+dp6dKlwjzZv/nAe5OdR0Ty+zl6j5eJlVc2/qvSF2H7QYzXJ2SY2k2y+g57RykWVTs1sQN0uorOpsvlcqUABBb2nXgyeXqrJ9vSpUvp0KFDVvKa+p38+JBNgmFcfqikC/Dz6oioPABEFJwtWpMw1V/5635Q1UtjY2NpjGSPavSbp4kt0NTUpJxD+LS852U+YxNbhc9TpD/yY6ApbFp8UIzX11Rt3qQuZM/a+Lj8Bgnx+NUbVTtK5XI5ad2z7+XMmTPKvG2Cwk2fIbq0gyYfcCq6X7XWIbsugr/PJnjN+7u1tVVYp319fWUbBbDy+d1RStcmVEfvsf1E9rwpUfrBQLIJV7sDwCemzvFqIWpHlIiggVJx4TdQyvSrFRaTr4h5ggYGyZx4NguafvqZbkcpnaKnq1ebRTQZLpWdrCpLtk5nXRsLI1BKJReCauND55iR3VuthFEHtk5THtWYbJq2zPHkUhbZ7353lOLHHf7oXRbdPOL6Sy+bevRT57aLXCaL7n5l0C1O26D7yjts50fYuzGxeYQ1noZdBltnn59AwCwEStniZ3GHx7RNXbhwQXnd5B2L5hbZ0Xs6/AQZidqVav5ROWhV95uOYzrHu21ftLEFGxoafM3hJu9ZVae5XE5bT0HHbNEzop0wVOnzO56Jrqmed6Gj2CzE2r7LoP6lOAOlgpbRVl4Xvq+gwYhR+E50z5gsYrlOn0W1G6ApfD2ZpOE3T5VOwqYpOhqPxVR/MtlRSjSPmyyamwYYmFw37Qu2O0rpEAWimD5D5N9e85OXqp26CDB2YdOZvmMXNoWpb17Xdk0CY3T36q7bzP2isUX0m/d/26P3ovLBudAHZO/Qxbxi4lvyYxcE1Q1kR+/5Xdcxha8TkzGfx4/fwO+4oNpRyhReXltdwO/YYpqeztbwm65uPLL1z8hgT9KwSUfXjnSBUq7GuKhtGpBcEIUCEgkWv8txNXkR+XfaudhONQ5c7SjFo0rDj5PfhXOLvS47bsFPuiJ0O0r5dfwHDRwzlSfIwkOWsFW+dcETOmOdJ8s7SmUd3bwEYyP8OggaxKJbyJRdE90XtHyy+UGVbhhH7/HXogiUkuWnw9QZYeMIU82VrnaU0s3zQZ2OOidLGEFAQRcKTfCzwGNDUo/ew0czb+HHkc0SNFCKPXrPLyI9kh0TbOZNP1/fitqV6hn+PtOFA1W7tbGXgjjedWP2ggULfM3hJrq+qIzs/3XzVxiBUrIdpWS2iGrMNZHPxdF7srRFAQS2/rOgOmrUen7UgVKud4/xW0e696rTDcJ+z2H0VRnejnRB8lON8SbP2Morg01HFyhlmr+sDbB+QdGCs8mCsa0vTTTuq9IXEVaglE72sD+ukKHSRUzWA0zteiL/Np3pvGbrEzRNz+bdiWSR/S2yUfzqzH7nfu9v3dF7sjLodBU/RKVPEJXXu8t5i03PNDgmCt8IUbkPSmaHu+w/sn/78eWKrvs55s0Edjcov+g+fLHxp4mese1rJrqIn/T5+8I6DpG/v7a21pdNqcvfNIA4KNW6XgEqgecRJBIsfpfj0hHl93m/C5JxI/oCX1QHsqMVbNqil4aNkuQyUIpNI2iglC6vQqGgzF+n6OmcfS6+lOKvB3F4pmkXNRtkjnmT+3WGoU0bNMnTdNEJRIOuv0e9gBIHNs6AMOogzEApWT6yNFzqJqYLW353j+HHc9ZJxX9prZu3crm3jhAKw5GlwnRR1MbRJcuDyP2YLiPojlJhLOTpYNtBWIE9YQdKRVFHNun7+Wgm6ztK+dHXWUyCUmzzl103yYtv0yLHtQrdzqaqsUDW3l0dvWeqs7pyjIvS1ukFfX19gT9Os7HX2LrX1ZPLRTIPWaCUzMdhevSeTD4bvcxksU73u+lCsofLAJco9HzVYqcMU31SRxJ2lNL1FZMy+XlPNvaenzLavJcwdpQy0W39vjvTQKmmpiZlXuzco5KFtWdkiAKe+V1qRNguUPLy+ul/rgOlTHd8lLXpsHVMVV/SBcTw9+h0lbADpVhcjp863dIm2EFW37odfHVjrt8dy0R2Hp9X1IFSprjUB1wHSrE2uqpf2OphRGbvWnVPQ0OD8D6T/h4E3p7R2ZeufCt+9QUXOqbuwxfduoifOlKhG6OJ/H3EZjvWs2NMkDKwR+/59U3o6iCXy1X4/FyNPVGNlSD5hNIS5ufn6eMf/zj94z/+Y9nvx48fp09+8pN033330Xvf+176p3/6pzCyBxlgZGSEisUijY+Pxy1KInAx+F922WXU1dVFixYt8vV82gKl3va2t1GxWKS3ve1tRKSvN/7LUt4oMal3P8eiTE1NUU9PD3V2dmrvZdMdGBigoaEh6ujoEF4PK1Bq9erV1NXVpT0P268iaVPfOlT52SpCGzZsoPb2drryyisDy5UkWMXTNlDKZkcpvv7XrFlDXV1dNDs7a5ynykDjr+3evZuKxSLdeuut2vSBP2zaQhQLKNVIUCeKyllhulDrasw2Wczi87B1WN90001ULBbppptuKvudLR+/gGAzb7lYSPHjNPLrFDa5ns/naXJykoaGhqirq8tYNh6b4yr81GPcgVJsHmE5WoK2Mx1J21Gqp6eHOjo6aGpqyjiPLAVK3X777VQsFmnXrl2l32z0dRF+v4732Lp1q3AMFaVjkpfX5oaHh6lYLNLExITRmLt+/Xrq6OigVatWVVwz/WhDNibwedoevef5MBYuXCiUnSfoO+UxCaD2fAJr1651OnfLfhfZ1H19fdTR0UHT09PGzwdFdvSebDF+cnKSWltbaWBgoOKayZyya9cuKhaLtGPHjrLfb7jhBmptbS37TbdAw7N+/Xpqa2ujTZs2VaThZ8EqrHbgGtt5MEgZOzs7aWhoiKamppz7Jfw8J3ve5UdmqvRleUS5uOQiUIq3l7Zs2ULFYpG2bNkifcZvnqK+3NfXR8VikUZGRkq/6XaUYn8X1ffVV19Nra2ttHnzZq1MZ8+erfjNJDDB1s9o4r/R4dr/bDpGyuoibB2ztraWFi5cSCMjI9TW1lZ2TRTIw6N6h7aL5zJM68BvQIQM3QK86t2a+hg8e9f7INivv9pbh7j55pul5VHJIxpv2GuyMgwODlJbWxtNTk4Kr/vB9Pn6+noaGxuj8fFx3x9Wse846LzFPy8bP3XzqugZIqLZ2Vnq6+srG8dliPrrtddeS62trXTttdeWfpMdvRfGh3gmY76Lj+BVcpg8s3PnTmppaSmzhf3C16MqcEo09/ipIxtEz09OTlI+n6dCoUBDQ0PaNDo7Oyv8Jtu2baNisUjbtm0TPhPEl8vrBVNTU9Te3k59fX3GaejqTeWfcjFWmMoBqgfnh53Ozc3Rl770JfrFL35RsaD8mc98hs6fP08f//jHae/evfToo4/SwMBA2UQOANGlIJB3v/vdcYuRGFwYGtdcc40rcVLBokWLyoLCdIqczGEqUhxkE7CfHaWuv/5643tZduzYUXH8nd+dH2yc9FdffbU0HV0dmyjTOkUtl8v5MtD552z7UaFQoHe+851Wz6QBth5MnFE6o83UibZ582YjZx6bpuorVv7a6Ogo5pCQsWkLUS2gJI2w68DEaarC1KFqknbQ8pksWvN52DrQlyxZQkuWLFHeY7ujFNGl+rl48aITA9tP0INfh7/pdX6R1w82gVJ+2pJOL4jiaLyamhq6cOFCaOmHHYgVdh3Z2jJNTU304IMPWuWRpUCpkZGRCj0maFBN0ECpBQsWGOtWJosPXpvr6ekppfvDH/5Qm8aVV14p/XBB1850gRaixQT2b11d9fb2auso6OKEadqyuZv1CfhxkNv2ZT6PXC6n7d+ud40hks9DskCplStX0sqVK4XXTMbLwcFBYVtYvnw5LV++nP78z//c944pxWKRHnroobLfbNuKyx2loiKfz1cEy6gw1Sdlz9555532QhrI4uc53ZgVRaCU6PmguoONfGEcvcfOPy5kZBHpJNPT07R27dqy34IGSq1evZpWr15tJJPIduJ3lNLpGqy8MkTjvi28TRYU0x2lZG0+ih2ldu7cKb0m+tv0Hv7faTt6zzQgNMjHQ569+8UvftEoL9l76O/vt/JD8vOa3x2lWltb6aGHHqJXXnmF9u7dqyyDjWwm5HI5uu222wLlZVJGU/g+bOIzsdEXtm7daiyLqP2vWrWq4mMP9j62n4W1Y3lQ/5AogMX0mDc+wEXGwoULjT880cHXo62P0U8dqdCN0URqe5enpqaGHnjggYrf+/r6lOOR6dipepbo0trPhg0baMOGDVZp2ARKBV3TCyIHqB6cBkodPXqUPv3pT9OBAwcqjmXav38//eQnP6FHHnmEent7aWRkhJ555hl64oknECgFgAYsOAfHRtGbm5tTGkA6538U70gnV9BAqaAy+f3qIMyFQJuF2mqBrWdb54/uyBNX2wSb9EW8z3hRLUZmmSQdvRdmoJSJU8ll+eL60piockcp00Ap/l4b/M5NpvNlUEdYGjB1zPF/uyRoOzBNP4qj98Iog21wBagkrEApV5i847jbmWjOUo2Btkfv2coowtUOeCZjhR/b1UTXF70HG30hyiAeP8FKLt6R67nXdrEjaP5x6A627dVm4TNs/I53ujInaUepsPuqix2lwqgDGaa+FTbw6Ny5c1IZLl68GErbNTl6z2WglGkZXNt5fuymIL4yl9juKKW7FnagVFAfhSw9nW5poyfrfo/aX+3lp9pBxSSIyOVcF+VcaRtEo0Kmq0elH7GYtn/RkdD5fD6UdmZbx0HtT48o18tkeXu4CJQKoo+I+nYQ/M6XQcYzv+uPovyJxHOsqo5dBFW6eBZkC6cj7vPPP09dXV30J3/yJxU7nezdu5e6urqot7e39NvMzAw988wzLkUAIJO4cphWMzYTqChQyqTePeU2rHekW0xlf7Mxfl0rvvzfot+iDjZDvxHD1ouJ84e9J8iOUjao+mCcxla1o/uaA++knLAc2x5+HJ4qmUwXBVwFSpksZpk4MYKi2lFKRtg7/cgwrfug19OAzY5SYRH2fCT60tglYR+9F0WgVJZ2lBKR9EApFp2eTxTObpS6dmYTVCCTUXW/CaYyyq6bpm2iF/iZw237sh+bOuh4IcpDNj740SXCDJTyO47ZzkFBgxbTECjFktZAKd0Cr+2Y5jd/WVouA5dsfHR83mHit4yivix6np1nREfjsc+FUWYbW4coeKCUaRn87rgnw9Rei+LjClvY+rMJUBZdI3Lnp5Phup/q9AdV//AbKOVXFlv4eU003rBBVFkNlGLL79IWYIOCTNOKI1CKfe/e2Odq/BGVJ+jc7mdeDHMe0yHbGEEkTxSBUqKgnyD4tR2CvBO/648sukAp1Y5SbN/m5bElC/5Q4AanO0qtWbOG1qxZI7z2+uuvU2dnZ9lvbW1tdPToUet80ICTiWuFEbwFb6zFXcdx5+8H3rhUlWF+fr7iiwaTd8AevRd2HYnyYGWsr6/35ShVpW+TDq+0EJUrObJ3IDOQ+Ov83zr4e9PQhkV1GEWeKlijoa6uTtkGdV/hm8LuoiHLT9VeMTeFA2uk1NbWKvtYEuatsDEZr1zXAb/gbOuk0L0zk7Rdff0nmx9Ucy9/BIcL+KPTeONctcBh+0W26Deb8pjWva4vht1OVfL4ue4nfT4IKIwyenOeaV+0nZtM5rsgsHN2GHlEYcvEoTdFicxJa1pmP7sQ2GAy7/MBvio9MqgtorKVTPspm563mwnrqPXT5kxltJHT77OyxTeTZ7z8dIsH3j02Y1jQeUlk2/ILI7rfVbiYU0zauh9b10/bZvM3nZvi0POD9F+dnyJs/Oap0/V0vpOgY6qurQdN36Ydzc/Pa+UJQ8f0299lgVKq58+dO6d8j7ZzggiRj073Htl/NzU1GdczP/7L0hfhZ2xWYWqvmbTJqMcPk/pT3cPPiSL9ywTWF6h6nvcJBq0vflddG5+gzM6W9UWdrsLOkS7aAd+3RfaYTKYwxmSWKOdK2RjnwhYw8Zmw11zqC7Z+AaK35g4X4z2RuDw2toioDvzMxTY+M9ew/Ypd7yMS+xh5dGUMYq/5eV5EEP3GTztn729oaAisX+naGe/HEAVV+q1DV8dIR92ugXusAqXOnTsnDWxqb29Xfllw9uzZigjDurq6iiMudPT09FjdD6Knr68vbhEyR11dHRWLRSIiGhwcDP0LEBFe/kSXzt1OG93d3aUydHV1CcvgXV+yZAmdPHmSisUiFYtF6u/vp4sXL5au19XVCZ8fHh6mAwcO0MjISCh11NXVpWwHp06dKl0fHh6m1tZWo3RffvnlsvdLRNTb22tdBq/OPFn55+vr60vX29vbhel3dXXRoUOHqLOzU3i9tbW1tOOHiXysPGz+SW7Dnoz5fD4SOXX9gmX//v2l+4eGhioUwddff710vaenh9544w0iImppafFdlqNHj1KxWKS2traKNF577TUqFovS9sSCucktnZ2dZeMRb+x1dnbSwYMHiYhowYIFie5zfmlra6PTp08TkXhMCbsOzp49W3oHuvRFc/iZM2dKv3d0dJQ9z47n/DWWtrY2mpubC9THiS4deefl19fXV9qBtqOjo2R79PT0UH9/f+m+XC7nrE4XLFhAp06dotWrV5elefr0ae0Y2dHRQfPz81rdgkjcTtra2nzNTcPDw/Sv//qvNDQ0pHyO1R1EcyurH3V3d4fSV2V1wOse/HVT2PFI9Hx3dze9+uqrREQ0MDBA7e3t1nno8HTFsbExWrBggfFzpnPT8PAw/epXv6Lh4eFQ3tGbb75JxWKR8vk8DQwMOE+/sbHRSt+wwUt3+fLlmZxrPNjxyMNE//Fgx3UWV3XG9kNvvOZpaGgo3TMwMEDd3d1l13t6egKNR2zfE9ljHR0ddPHixQo7x8tzenq6rI5GRkZK/x4dHaXGxkZqbW0tLRb29fVRV1eXlYzsmCyqp+PHjxvP7Tz8XKp71qtvm3bU0dFBR44cISK5vciPyS0tLdTW1kb5fN7ovb766qtl7cRkBxOWfD5f0db5+d27vnTpUut2duTIEa1Nq6O1tZXOnDlDROV6T0tLS+kem3QHBwfp4MGDxnME2xdF71E3N7HjkUpPdElfXx8dOnSIxsbGqKOjQ3v/oUOHyvqD93dra2tkc0Vvby+dPn2a1q1b5ytPb7yQ+UZ6e3upWCxK3wHfF03qjaW5ubmsL/L6E3vdZMzhYccs2XtZsmQJ/eY3v6EVK1bQggULyspTKBSkOmZ/fz+dOHGiLC0/78DzN3jPs31UxbJly+hnP/tZ2W+yudFLf3Z2Vni9vb2dTp486Vt/2rRpE/30pz8tGx+8PFeuXEmnT5+m119/nYguveeGhoay5w8ePFjWDnQyePJ67Zb1N8rassfMzAy98sortGrVKqf9dGhoiF544QXtGDk3N1fm4/D8Xe3t7bH5EtnxenBwUNiPa2trpWPy/Px8hW7jZ0G3WCwa+WJPnDhR1l7Yk2X84Omv3rzEz09e2UVj0MqVK+nXv/51SWbdvNXe3k6nT5+W9tX29nY6d+6cs3mvra2Nzpw5U9L3WLt8YGCAcrlcaR7o7u4ujflEch3Rrw7JP6/rqy7p6+ujc+fO0ejoKO3bt6+sr9na7aye3dvbS2fOnKFXX31VaBeI5h+2L/lZFyG6ZLcfO3aMLr/8cuPn2Xo/evRoYP+aBztPemtZOluE1XNFdcC2Q0+vX7FiBf3bv/0bEYnHh5aWFmptbRX69aOA9UPkcrnSv5uamsrkYcd6j4GBgQp/N2uv2baTlpaWsjz86E9ERCtWrKDnn3+eFi9e7Ot5b7zx09ZYHXt4eJjq6+ut8yeiinbEws4l/JrewMBAmW8jSLtibdsgbRNrTunHKlDq2WefpY9+9KPCax/4wAdo3bp10mfr6+srjrM4f/58hQKu49ChQxXpgGSQy+Wor6+P9u/fn/mjD6Lm6NGjdPz4cSK6FKjgd1vDIHj5E11yFqSN119/vVSGo0ePCstw66230rFjx6i2tpaOHTtWuv+1116jixcvlv5dX18vfH5mZoYaGhqos7MzlDo6fPhwSYYDBw5URFTv37+/dP3IkSN08uRJo3TZ9sXmZVuGU6dOldJ54403Kp5n61R03fv9+PHj0uvHjx8vzQEm8rHv/MSJE2XvNKl4MtbU1EQip5ffoUOHtPkdOHCgbCziYdvo8ePHS3/Pzc35LouXpqg+jhw5QsePH6fm5mZp+pibwuHQoUNl4xEP298PHTpk7FROE954RSQeU9h559ChQ9Y6r47z58+X0teN2aI5/OzZs6Xfjx07Vvb86dOnteM10aXgiuPHj9P8/Hyg8erChQul/A4ePFjacpyt4yNHjtBrr70Wij6yc+dOeumll2h8fLwsTbaOZHXsjXVvvvmm9LpKXl7fMKW/v582btxIY2NjyufYdsi/Z/66V8eukdXB7t276dChQ/S9732vFBDnJ39vLpA9z9bxgQMHSgGOLtmwYQMdPnyYLl68aFQG27lpYGDA6H37xavDsHQPb6wgErfDIHjtqFgsJlq/C8qZM2cq9HXZuGP6PJG7cdTE1mLH9EOHDlV8NMf2ZVkaKq688kp67rnnqLm5mQqFQsXzXjvkx7rt27fT2bNny2wZokvz0c0330xzc3OlReQTJ06U5qgDBw7QuXPnrGRk7S5RGVld+tChQ1aOZ3YuNak/TxbVPM/DvsOzZ89q9R/PdvD+e/3117V5sXWwf/9+a/2JfX758uU0MDBAixYtEs4/fsYN9h3W1dX56kPHjx8vBUqxeo9fHWfJkiVUKBSora3N6Dn2PbL6jencxI4nNu0nCFdddRUdO3aMzpw5Y5Qf7zvx/s7lcpHNFbt27RLql6Z4+ousjr222NLSorxOdKkveW3OFNZ/cvDgwQr9ib1+6NAh66DGgwcPan0fV199NT3//PM0PT1dZgccOHCAmpqapH1mx44dtG/fPtq7dy89++yzFddNkbUjHU1NTXT11VfTsWPH6Lvf/S4RyfXs22+/nQ4cOECtra1SW+LkyZO+9aeVK1dSc3MzTUxMlJ7fvXs3HT58mAqFQpmevH///op5h52bT506pZWBl5d9XleGa6+9tux9u2J8fJzm5uaov79fma7XJnO5XJm/i53XotY1ed1J1I/ZOubHi/n5+bJ2K/Lj2cqhqgNWl2LnN780NTXRVVddRUNDQ0REwvnpmmuuEfrh29raaPPmzdTb21s2fqj8zcePH5fqUJ4e6Wre83QBry+ydey9J3YeaGhoUPqX2DHVr10flr2mYt26dTQ+Pl7KN4jdzj5/5MgRWrRoEdXX1wvbh0gvYPuS3zq8+eab6cUXX6SpqSnj53fu3EknTpygn//856UxyEX9s/O0t5bF6gaiMrLznug6+7yn1xeLRdq8eTP19PRI5b7uuuuE9lkUiOwSIqrw3YjWx/bv318RXKqrIxUnT54sy8PveHLllVdSf3+/VTtjYctq+zw7nh4+fNj3bkrsXCFb7yG61K/z+XyZvOxcU1tb67tdmc5tMrDmlGxqa2uNN16yiraYnZ2lr3zlK76E6uzspGPHjpX9duzYMV9f9KLRJZv5+Xm8o5CJu37jzj8ouVxOWIbu7m7q7u6uuCa6V/Rbc3Mzzc7OSq8HhT8rmc+DNUBra2sDyeCnH/PbXvLP81voqtKXvSNeRhvY+ktLG45STpN3zrYx3b18QGfQsujahEl7Sct7TwO2/SmLdR93HejGXFs5ZL+r0tZtU20Kb1ibyuiqTltaWmjJkiUVafLlk23F7d3rZ97yOzfV1dX50jlcz622sOl3dnZSZ2dnaQHJb/66OuS/AAyjjF5ZbNM3nZvq6+tD1TFt2nFQXOfht+7ThuwYH9MyyxyYYdSZTC4bW8CPbF1dXWU7PMlsEV4+7+tR0RwzODiolCVo/anspSDpm9Qvm6effAqFgpGdHHTuDlLHMvvc1bjht+5M3rNNuoVCQajHmCJ6R2G3H1tkvhpborQJZfqlLbox1WTM9SODjX/HRb2Knm9qapLqP6p/e33iueeeU6bvQkYZ09PTtHfvXu3zHR0dpV2C/LxnHSKbgR0DeVR5NDY2BtJzdWVQve8gNDY2WqXLyyn7O2pM5/YgfjMZNr5ADxfzQy6Xo8WLF5f6gWismZqaksq1aNGiimt+7fagfZGHtVHn5986Ekz0nkV6fJh2fVRzO5H/8cgEk3Ua1fzlVz+2Hcd6e3upt7eXfvGLXxDRpeDhMOrfRN/U6Q6y66K+xjIxMaG8HgX8uhrfzmWBnS77Gl9/tvMq+5yL+dJPX+c/dgr6Tufm5irSUPnwRG0yiM0sS9eGKO0LEA55/S1umJqaokOHDpW2MiMievrpp0vKDABADn9+LrDH73m7orNmk3DurEgGdrc9frcp27SCnMsre96k7bILdbo8bEmbwhJ1XzepH93XYOz7cbXzneiseA/WkQCihTcweZIwTmYdl7oB/75M5zxX57Hzi+e6e6LCxGj25lubeTcudPN9XP1WN57o0M1f7LvBfCHGq6Ow6sekjwM1QfX1KOvdRI8XjZlhj0FJ0Btt7CVbOXX1K8vLb72b7Baqsql1z/iVLezxxsV8H7eezNZLGHZ/EpDJmFR5RZj6RkzaeRjv2aX+73ds0JXdRZCG6O+onicKf+7SycVeN9k1LOm+VBWyPhenL5EP8BERRR37CcxPqs7vd0x15fuQ5afSjfP5vNWYnPS+JiNoGfzoN0nSF2zmdb9pB21HQXXIOJmbm1PKb+qXclkHtrtxuiKIbhF0p0Ae3ceOYbaztLVhEB6RaSwLFiygFStW0COPPEL79u2jb3/72/TP//zPtHXr1qhEACC1xK2oscSdv1/8OmHCcAj5RWcgx30sqc6xb6LkhOUEivJrGFdE3c5M6scmOMZ1oJSqL6Z1XMoySZq34iLscrt03POYjsFhBEolqe2w+esCpeKWVUYaHKphB0ql2ZkXFWEvwuEdBCdovYW9WGW7MBaH491FO3c5ZurG5LADpYLqDrJAKXZM5hedbfNMYqCUi0D1uOdeBEqlA92Cqc1HZmEsOLPjTFBdzgQ/5clCoFTYPg8bWyHrgVKyPpeUQCnZ3G5ax0HmRD99PG2BUqZjqutAKb7did5n1IFScfXVuMfcpGxU4OojPFF92NSRbu5P+pjOMzc3p7QTTMf6IHo0f39cgVJBxjN+R6kw4NuZamezIO0wbW0YhEekI/773vc+amxspA9/+MP0ta99jd7znvfQ5ORklCIAkErCjCi3JQky+MGvEpNG494W0TsNwykdNEDNr1xpJeq+ZvN+TK4jUCrb6AzILI+ZHro2HmUd+HGkqGSyld1F+UQL2HG3HZNAKdUXoEnAxdwcNkEX13R1n6Q2lVTCDvirhjkhbHSBRTqSsKOU7p6w20nQHZT4Z8NYwAmSvt9AKZt82A9zbHaU8lv3SQyUcrFAFPeYGLSO0jCOZyFQSvdudH7CsAOlgh5XEkQ+L++GhgbrfP0SRh3apBHFjlK692yyoMvLm6b+J5urkmLnBfWTBvHRmT4rCpZOGn6CQ9jfwwqUEtljfgOlgta9K3+uLS717Djyd4Vrfzr7t66d2Mz9SR/TeXh5+X+b+qWC9DX+2bjmlyTstOyhC8gL04+ZhPKDZBDarPeZz3ym4re2tjb6/d///bCyBCCztLS00NDQELW2tsYtSmonEL+LvjrjI0p0zqfp6Wn6yU9+QqOjo1bphqFc+F3MwY5SbxFVO9uwYQM9++yztGLFCu29y5Yto3/913+VHpsrC5QKUpb+/n7q6uoqnXfOMjAwQJ2dnTjGNwZsdhdLm/FsytatW+nrX/86bdiwQXtvWHUwOztLb7zxBvX391s/6yJQyqWzcGZmht58882yhVeRHLt376ZvfetbdOONNwbOU4dNoFRS9aMwF+VdETRQat26dfTCCy/Q7Oys8HpWxyCXdHZ2Ul9fn6+xxBa8D3+4tEkKhQK1tLTQ4OBgULGEssjkKhQKNDExQfl8PtLFbY+pqSk6c+YMDQwM+E7DZfvV2Ut+5pXFixfTiRMnaMGCBcb525Tp5MmTpb9l71C0C7JNXnEvktmkn4VAqTAC/pJAFgKldIFQg4OD1NHRQdPT08rn+b9Nqa2tpcnJSZqbmxP296gDpUT379y5k775zW/S1VdfLXwmCztKxR0oxeJnRylZXkmkra2N+vv7qaenp+z3zZs305EjR+iyyy6LRaaxsTGqr6+nuro64T2mi/ZBFuS3b99O3/zmN2nTpk3K+xobG2lycpLm5+epubnZd35h4jcQynWg1MzMDL344ovU3d1NROKj0CcmJuill16i0dFROnHiRIUsMvyOF5s2baKnnnqK1q9f7+v5oIQd4GuTZ5z6WZi+JZtAwaT6j2xZt24dPf/887RkyRL65S9/Wfqd/+iD9UsNDQ1RW1ubMD0Xgd5E0QZ78wQZz1atWkXPPPMMzczMBJJhzZo19NJLLwn1WL4vq/S5IO0wqX5cED3xhAcDAKzI5XJ05513xi0GESXnS5ogZDVQqr6+nu677z7rdF2V0UaZlpXF1DCtBqIq68aNG2njxo1G9zY2NtL9998vvS4LlApCU1OTNM9isUgPPPCAk3yAHdhRiqirq4ve+c53Sq9HUQdBjrBWyWTqYHLpLLzpppuU1708RkdH6aGHHgqcny26o/f8GthhB/HavJu4+urFixcDPd/c3KycC4J88Vct1NbW0jve8Y7Q0ke9B8elTVJTU0P33HNPUJGksqh2N9m1a5dRGmGMR2vWrKE1a9YESiPsRfOgX2lv27bNWhab/skGSvmxqW3LFLSO07CjVBwkIfgjStImr4eu33R0dNCDDz5olZZt/jt27JBedxko5ffZgYEBpV2QhUApV8/7TZe9HvTovaTrgzU1NfT2t7+94vf29nbjvuaaXC5Ht912m/Ye0d88Qfz5/f39St8Hm79q3EgCsjqK+ui9TZs2lQWeiXaUmpycLJ3G8+yzz1bIIpIviIxr166ltWvX+no2CfipgyQGSoWx9iZqv7p25GfHqSRy1VVX0VVXXUVE5TLzH4mxOoNqHTbIhy1s/vX19VbPuiRIELZqncaGzZs3S69FtaNUWtowCJ9ka6gAgMSR1kApW2XXxdEMrglrMdVloJTK4W6ifLk2PPl000TaZY5rq2YQDbodYNJoPLsm6eU2CYAyTSMKx33c9ZnVHaWS0FeD7iilI0ntqFrBOwiOy0CpKPuc3+eS2k5cLprHvfjgZw4/ffq0VR58GW3sQf5vU8JelA+66xdR/G09aBnilt+ENMiow08wo+h5/u8wiGL3bj/lcRko5ec9uBiDorQ1RPXKftBgEygl+nda+2LSiSJQKkv4DYQKOibrMA3Ukt2TpqBEGXEHpybBN0IUztF7ot/82JcuPhiIE1bmvr6+smt+jt6zrQP2/jh3lPJI6ljBtzNen3OlWyS1/CB60BIAAFakUQkisld2XSwgpwWXkdkqw9LF0XtB5Erb0XtpBIFS1YPNjlIgmfXh5ws72TUESvl3PEe5o5TLQAuXhF0HSXF4VjOo9+D41a1FhNHnXCzOpKGdhL2A4yIIx5QoPgzi9YSgdrhNnkTp2FEqjnbvMs+k9ltZHSdVXhFB+2iUZY3i6D3ZsyqStKOUX+IOlDp79mzpbxMfj2rcx4JkOJi2U/joLhE0UCosRDtKydD58dM017HEESyfJH3BdTCeqDw2tkjctkoYsMFQfKCUqc7gakepOAOlkrhBBIuNvRWkDEktP4ie9I1mAIBYSesXKLbKrspAimsSjXJHqaBp6Yw23YKz6zpOY6BUGg0OWaAUFM/skbb+FAdxO1lcEWfgcBrqLejRe2FjEyiVNf3GAws08YNgtXDwW5dJOvJT9lxS24nLIJ64x+Qgwc62i61hB1aL8iIKZ8x38Y7ibutBx+S45TchDTLqCLpgmvQ6iEKmJNmsfssbdqCUbnw+c+ZMxb0u0gXuMO3rafXnR4Xph7thtWkbv0LcOmRYBC2DS5szzkCpMIMag9oiaW9nhw8fLv3d2tpads10R6kg83FSAqVcB+W5hj/eGTtKgbBBSwAAGNHZ2UlERNPT0zFL4g9bh2kSjfqwnDxNTU1ERFRXV1f6LajT1+8uVZ4s3v/9pCGC/0ogyXR1dRER0aJFi2KWxB5ZoBTIHkNDQ8rraTeeXZCkOpicnCQiooULF1o/axIoFVb5klSHsjm4ubm57P9JJqmOrpmZGSIiGh4eDiV9BOnED+o9OLncW0dcewspJkfgiAh7R6mgi8FB0oiSMBZgovxKW2d3ifBsqhUrVljlZfMxTNjBaEFx8V7inntdBnslta/ycnmLYVNTU3GI4wtPt7TpoyxRvpuOjg7rZ2zbIb+gacLY2BgR+V+MTMKifdiLmbq+3Nvba5UeH2wS93hXDSBQyg5ZHXljrUy/Dnve0/VxXb5Z6GtBy+DnedkzcepnrvpqGIFQaT96r7+/n4gu9XNefs9vqtNpgnyUkZRAqaA6Ztiw7Wxubk4ZKBUE3doGqB6wigkAMOLOO++kffv2pcqxxGI7gaoMoDQqgioGBgbobW97G128eJH+7u/+jojcLHCokC3QrFy5korFoq/FfBEPPPAAHTlyhMbHx+mnP/2pkzTD5o477kh1X/NAoFS2Wbx4MdXU1EiDEON2MIBytm7dSs8995x0bDUJhlJdq4ZAKRkbNmygBQsW+B6zk3T0Xlx1fMMNN9D4+DhNTEyEkn4Syljt4B24ZWpqiiYmJmhkZMTX86Zfy/olq7ufEIW/gBNlsNjk5CRt27bNqh3t2rWLXnzxReXHU6J5LcqvlsOut6wcvZfLXdpxOUh/DfJ82PB1/Pa3v51eeumlVH34Nzs7S/X19TQ+Pu7r+Sja2X333UfHjx8vfexlg618xWKRdu/ebbWweNlll1FLSwsNDg5ay2cql+nzQX1sUdhbIkZGRuiWW24xfscq+zCp40WWQKCUHlkdXXnllTQyMlIKlpA9F1Zf1B29Z2PXZ6GvRRUo5fJ5V4R59J7suukzafuwhWd2dpbq6uqEH+ldccUV1NPTQ6Ojo8o0XLWTOAOlhoeH6W1ve1spcCxp8DtKqQjyDqanp2n79u3WQeEge2AVEwBgRHNzMy1evDhuMXzjV4lJUqBUmEfvLVq0iF599dWy3/ymRaRX6mVlaWhooCVLlmjTN6Wzs7O0G1paSHNfY98PAqWyjTduqK6L/q4mklQHurFVRZyBUqZyRIFs3mpqavJdt1GTJJ2Gpb6+PtQ6TFJfrFbwDtzgBSbU1tYG0hWTuqNUNbQTm8WHsBe5ampqrNtRc3Ozr/E6qP0dVl5+cL1AFFdb98aTauhr+XyeGhsbU2dj19XVOdOPwnrPPT091NPTEzgdU/l0i5c8+Xy+tHNpHKRpRynVdZsPQnj7sBrm9rgxrWMESl1CVkeFQkE5TyBQKnyCjhd+xlxZvcVRh54sSTl6T1QHaQ+UUtk/pja2q3YSZ6BUPp9P9EkmbL3qdpQK0g5zuVyqPqIA4ZHOWRMAACyxVeRUBlDWAqU8XH7tlkSjLOz6AwiUAm8Bh2h11EHYzsIk1WFYc0jcc3vc9RoF1VBGUF0EbdNh7CiVhcWZKLAJlMoSNvpCEnZwUeH66L24CKrDRRks74ck6ZBxgTqIH5dBxHEdvRc0PbTDaFHVMXx0l0iqv1u3e5yNXZ/Wvha0DEnXIU3zD+PoPdMx2cZWSWs7C4qrOogzUCpNqHYrBsAV2fTCAACAgrQGSoWNyy9io1g0twWBUuHDGgusEyarfQbIidvBkDTSXAdRLGpGna4f0jqHVINDVUdWy5VW8D7846ruogzQ9PtcGtpJ0AUc0UJbFgLOknT0XtiBUn77UhLaetAFXwRKpYsk1kEa3lESFt3DDs6IMlAqrfNa0jFtZ6j/SyR13vOCY2TyVdsHUEH17DgCrVwRxtF7qt9k1xEoJcbVvIZAKTPm5+eVNle1tkPgFmhIAICqwFZZVn3JkdUJOMqv3eJYcK6rq4s8z2qDbTeo7+omq+OkDVmpA1U5ogyOjbs+/c5bcTukbRxhWSXudwDKqYY2FxZpCZQKugDF/51VdIsPWRq7bPSFoOUOu+2wX/m70A3iDpQKavenoa+mQcYwSPqYmnT5iILv6uGirwftqzpcp1uNvtS4Me1L2FHqEi4DIF0S9Og92b1pwmWgkx99Mu55ycszjL5quqOUbt5Kgg4bN67qoLGx0YU4mWd+fr6iT8TdV0H2gIYEAKgKbCfQJO4oldSvv0VpJDFQ6uqrr6bXX3+dVq9eHXne1QLbhlinIpTW6gNGS7owCYZSXUuL4z4IfuetO+64g/73//7fdM011zhN1xTsKJXdcoHqw9WYm1SbIm3jURgLbfX19TQ5OUm5XC5THx0sWrSITp8+TYODg9p7x8fHaXBwkHp7e33llbYdpeJiyZIldOjQIWpvb/f1fNIDpdI2noQB6iA4IyMjNDQ0RN3d3YHT8vsOpqam6I033qDh4eHAMqiIYkcptMNwQKCUHUkNEO7t7aXe3l5auHChMn8i/a6kae1rQevYTwCLrN7i+GBh4cKF9Oqrr9LY2JiT9HT+H107EoFAqeB9bcWKFXTkyBEaHx93KVZmmZubo/Xr19NLL71Es7Ozpd9zuRzNz89XbTsEboGGBACoCmwVuSQ6/uJeTDUh7K/dgtDW1kb3339/3GJUDVla3AH2ZMFJ45Ks1kGUc2Xcdeh3Dh4cHKQHHnjAebqmVINDVUeWdmUB1U2SA6VcjCVpGINcfukuW7zYsWOHP+ESgqh9rVy5klauXGn0fE1NDd11112+809boFRc7f7aa68N9HwS/SUy0iBjGCShnalIunxEl/r7nXfe6ft5F+VaunQpLV26NHA6MsLqywiUig7TOoZNdImk6qkNDQ107733GuWfpI+6XRJ0PHKhp8cZfDE5OUmTk5PO0hPVR9AP6bK6+60NQdvZ9ddf71KczDM/P0/Nzc20Z8+est+9vgqAC6pzNAMAVB22Sozf3TXCJKnHZLCYGjVp/voWyLl48WLp76Db1IPsUK39NitO4aTsKBV3HabVAA/qCMsCWS0XqD6SHJjg4gvsavhCuRrG3LiJsl7THCgVlCSPR0TJlQu8RRb6gY40LCK77svYUSp6sKNUNHj9Oa5+XU2BUi6e97OjFPvvLNSnCJt2JGrr1WCv6UCwWLTMzc3FLQKoAtCTAQBVgd9AqSQZH2naUSqJR++B8GEDpbCjVHUDh2g5aa6DOAOHk9SO0jpvVYNDVUc1lDFN4H34Jy2O+6R+qe+aMHaUygJxz5dR1jECpZIrPytfUmUMm6TXQRb6gY5qKCMPAqWiBztK2RFUT01qO87C+w1axy6DeJL6nm0Ie0epLNSRH1AH0aKzt/AOgAvSP4MCAIABWQiUipKghmNYBlo11H2aYaP8YThUN3jn6aoDv8FQ1bSjVFrBjlLZLReoXpLYpl3sKJW28QiBUskkyjr2+4VzFtpB0heMky5fFFRz2ZNCGvp6lDtKZSGQI4lgRyk70hoolYbxJChB69jFjlJx7xwWNi4DpaoVzGvRIguUintMBtkCPRkAUBW4/LI5rgl4ZGQk1PxdGF2mSkrcXxqDcGhtbY1bBJAQqsGJoyMrdVDtgVLe7nhjY2OhpD81NUVERG1tbaGkz1KtgVK9vb1xiwAYstrOoiAtzsAoFzeixqWMcKynHxc2bVLbuo6kj0dJlStK8I7iJw0fj7luJ6ogg6TWQdox1U0GBwejECfxeL51W+IeU20CWJqbmyORKSzitCXifs9hYbq+hR2l9OTzeWpsbKSamhqcphEBw8PDcYsAqgCEkgMAqgLbaO8k7ig1OztLDQ0N1NfXF0r6Lg0K7ChVnbS1tdHtt99OTU1NcYsCYgZ9tZw010ecgVJJ4MEHH6TXXnuNFi5cGEr6a9eupc7OThoaGgolfZZqDZTq6emh2267jYrFYtyiAMpuO4uCJI+5rseSJJbRBdUw5iaJsOu4mo/eSzpJHi+jIullr4Z+kIYyRrmjVFLrIAvkcjman58X1vGDDz5IR48epdHR0RgkSw4PPfQQHTp0yLddH/e8YhLA8o53vIMuXrxIjY2NUYrmHJcfu9s+k9VxynRM1gVC4UOPS/Vy22230cWLF6m+vj5ucTLLu971Ljp48KB0zI57TAbZAoFSAICqwNY49xS/JAVK5XK50s4TYeBC2VXVGwt2lMoufr/OAtkCDtHs1IGJ7FneUaqlpSXUubempoamp6dDS19Xh2lumzaEtSMYAFGSZGeg7UcpujSSWEaeoIsxaSijH5Jk56UhUCrtJHXBLMnjZVQkvQ6SKpdL0lDGsAKlRP9O6niRBVSBUh0dHdTR0RGDVMmira0t0C7OcY+pJjpkWB9WR0XQOmbHmKD2SBrGbz/oymUTSJUknT9q0t7X0kBra6vy5JKs91UQLdBQAQBVga1TOok7SoVNGraozWrdA5A1qmEhUEeayp2GMT9N9ZkkgjrCAHAN2ln2ifIr8DhBoBTwC6s/pbUdJH1xIunyRUHS66AaxkO2XNWyoKzaUQqED+o7POJu09UQdBi0jv3MK7Lgzqz1JdMdpWwCpQAAICtgZAMAVAUIlNLjwlHlKcxQnAFLVvsMkFMNjm8b0lwHKtkRKJV8gjrCwpIFAGBPkvtQNe4o5YdqWOSqlmAAIqK5uTlfz2VhES7pZUi6fFGShjpIg4x+SEOgVNh2XDXM7UkAY174xF3H1dCX4giU4sn6uoZNIBR2lAJJJu4xGWSLbI74AADAoVP0eKpxso3SoPCrTDc0NPh6DsQLzuyuPqrBiaMjK3VQV1cnvYZdBJOPTaAUAFGgGlOAmrTYJ0HtiCBphE1W5vZqoaamJtT0q/novaSPR0mXL0rSUAdpkNEPaSiX677izeXYiSRaMOaFT9x1XA06aNA69mNL8P7quN9z2Ni0IwRKgSST9b4KogUaKgCgKrA1KIaHh6m7u5ump6eVaWUJF+WamZmh3t5eGhwcdCBRJdu2baPu7m7avn17KOkDt2zfvp26u7vppptuilsUEDHV4MSxIY11cPXVV1Nvby+tX79eek+Uhmka6zAJJClQCu+wurnyyiupr6+Pli9fHrcoqSXJzkDsKGVPNZQxLlavXk3Dw8M0Ojoaaj5+F4iyECyQ5PGIiKi9vZ1GRkZo6dKlcYsSG0l/R0mVyyVp6Ouu28miRYuou7ubxsbGKtKthnceF0nv71lgcnKSurq6aGJiIpb8q+HdumzHujRuuukm6u7upuuvv77s99nZWRoaGqKurq7AMiSRoDuOp2GnRFBdVMPYCMKnNm4BAAAgCmyN887OTtqzZ0+YIiUOF4rFypUraeXKldr7/CrTXV1dVfde0sz09LQw2BCAaiDtxtrq1atp9erVynuiPKot7fUZF0EdYQC4Yv369crAS6AnLYtgLo7LyCouAsqSThIWTa6++upI8gm6o1Sa23zSy5DP5+n222+PW4xYSfo7qgYdNA0Lyq7rnvcBVcN7ThKo4/AYHR2l+++/P7b82TE9q+85aLlsdpRasmQJLVmypOL3q666KpAMSUWkEwT1DyV1XgPVQVbHQRAP2fTMAAAAh8vJM6sTcRqcOACAdACHaLrKHXRRG0fvJRcESgGQHZK86O1iLKmG8agaylhNzM3NBXo+zW0gyeMRuESa3k2aZLUhTeWKwp7LaoBwEsCYXD1k+R0HbcfQs/XoxmT2N92YjbUjECeY94BLoKECAKoCl8pyVifgKMsFZRqAbAMHRTlZrYMoA6WyWodho3OE4eg9ANJHEvuS66P3kopLOzIN5QVqsKMUSDJJb2dJlcslafgYEfZcNkh6fwfBqaZ3G8XRe9WG7qM50W/YUQokGfRx4BIESgEAqgIESunJarkAANFjs+V1NZD0OkjDjlJJr8OkkqQdpfAOAQhGWhbBsLghB/MaIEpPX1aRhTJUC0l9R9UwHqahXFH25TTUR1rBmJx9quEduyxjluvJDzh6D2QV9HXgAgRKAQCqAgRK6Ynia7fe3l4iIlq0aFEo6QMAkkFWx0kbqsn5D8d6OkCgFADpJuiYu2zZMiIiGhsbcyWSEBc7SsU1Xnh1NDo6GnpeWT2CqJoWTap5RymPLJQhqyS9nSVhzAdvgQ9f0k3S+zsITkNDA+XzeWpubo5blNDA0Xvho6uXfD5PjY2NVFtbS3V1dcp7e3p6XIoGgBXo48AltXELAAAAUYBAKT1RlGv37t30yiuv0Pj4eOh5AQDiAw6K6gKO9fSCQCkA0kPQxYNrrrmGxsfHaWRkxKVYFaQ5UCqqOiLCmJgF5ubmfD2XhQXtLJQh6+DdABOi1P/RJsMDY3L2aWpqojvuuIMaGxvjFiV0sKOUe2x2lLr99tvpwoUL0kCpBx54gE6cOFH6GB6AOEFfBy5AoBQAoCpAoJSeKMrV1NREk5OToecDAIgXOESrow5w9F7ysdlaHQCQDvz227q6OpqamnIsTSV+5UvCsb26OsKYCViqeUepLJQh6yT9HSVVrmojSnsuqzspJoGk93fghsHBwbhFCBXsKBU+JnWkC4Dq7Oykzs5Op3IB4Bf0deACaKgAgKqANciDGudZnYDZeqmmIxMAAO7J6jhpQzU4aaJ0rAN/2ARKYUcpAJJNkvsQazu4WNzIKmw9YcE4/SBQCu04ySS9nVWDrcSSVB8bPnzJFqhjkGZcjkfoC+WY7igFQFpIup4L0gUsWgBAVYAdpQAAIDpgfJeT1TqAYz35IFAKgOyQlj6Er8DNqIYyZp2ggVJZIEtlySpJfUfVNuYnFRy9lw0QvAqyAAKlwgdjMsgKaL/AJdCeAABVARRBPagjAEAYVOt4kqZyB13URqBUcklSoFRjY2Oo6QOQdZL81aSLnZKqYcx3sfNW0qmvr49bhMhoaGjw9ZyuL6dhvkzyeATKwTtKBkl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+ }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dickey-Fuller Test:\n", + "Test Statistic -1.267679e+01\n", + "p-value 1.210928e-23\n", + "#Lags Used 2.200000e+01\n", + "Number of Observations Used 1.802000e+03\n", + "Critical Value (1%) -3.433984e+00\n", + "Critical Value (5%) -2.863145e+00\n", + "Critical Value (10%) -2.567625e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "ts_diff = ts - ts.shift(1)\n", + "ts_diff.dropna(inplace=True)\n", + "test_stationarity(ts_diff)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_ciryxxVQH65" + }, + "source": [ + "Now the series looks stationary. The mean is constant, test statistic is below 1% and p-value is low. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "jUobbZbYd9XT" + }, + "source": [ + "---\n", + "## Step 3: Parameter Estimation\n", + "\n", + "The next step is to compute autocorrelation (ACF) and partial autocorrelation (PACF) functions. ACF/PACF properties will be used to pick proper ARIMA and SARIMA parameters p, d, q. Refer to Part 1 for a theoretical background. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "id": "3fWMiEg0S1Z9", + "outputId": "109b14e5-d665-441c-85f8-a246ff9e9c94", + "ExecuteTime": { + "end_time": "2023-12-24T13:56:17.759507Z", + "start_time": "2023-12-24T13:56:17.139949Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.tsa.stattools import acf, pacf\n", + "\n", + "acf = acf(ts_diff, nlags=28)\n", + "pacf = pacf(ts_diff, nlags=28, method='ols')\n", + "\n", + "fig, ax = plt.subplots(2, 1, sharey=True, figsize=(10, 8))\n", + "\n", + "for i, (ac, ac_name) in enumerate([(acf, 'Autocorrelation Function'), (pacf, 'Partial Autocorrelation Function')]):\n", + " ax[i].plot(ac)\n", + " ci_boundary = 1.96/np.sqrt(len(ts_diff))\n", + " for ci_line in [0, -ci_boundary, ci_boundary]:\n", + " ax[i].axhline(y=ci_line, linestyle='--', color='gray')\n", + " ax[i].title.set_text(ac_name)\n", + " \n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "lKMNNeemTe4u" + }, + "source": [ + "We make the following choices for ARIMA model parameters:\n", + "* We choose the difference parameter d to be 1 based on the previous analysis that shown that the differentiated series is stationary.\n", + "* We set parameter p for AR(p) process to 7 because PACF cuts off at this point, except seasonal spikes.\n", + "* We set parameter q for MA(q) process to 2, based on the ACF. This excludes seasonal spikes as well." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "NJuQhCUb4wGG" + }, + "source": [ + "---\n", + "## Step 4: Fitting ARIMA" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 84 + }, + "colab_type": "code", + "id": "W0pOGShUVuEE", + "outputId": "17d32e1d-8e9a-4252-a827-fa11ddeb1713", + "ExecuteTime": { + "end_time": "2023-12-24T14:04:52.128681Z", + "start_time": "2023-12-24T14:04:50.195297Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ikatsov/anaconda3/envs/py310/lib/python3.10/site-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n", + " self._init_dates(dates, freq)\n" + ] + }, + { + "data": { + "text/plain": "Text(0.5, 1.0, 'MSE: 26.35')" + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "arima_model = ARIMA(endog=ts, order=(7, 1, 2), freq='D').fit()\n", + "fitted_values_arima = arima_model.predict(typ='levels')\n", + "\n", + "plt.figure(figsize=(30,4))\n", + "plt.plot(ts['2013'][1:], color='black', alpha=0.5)\n", + "plt.plot(fitted_values_arima['2013'][1:], color='red')\n", + "mse = mean_squared_error(fitted_values_arima, ts)\n", + "plt.title(f'MSE: {mse:.2f}')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "6fZ8ETjax_BY" + }, + "source": [ + "---\n", + "## Step 5: Fitting SARIMAX" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "mmwFl3rZMP9C", + "outputId": "b53ab93b-eeae-4f1b-abab-ee5f77e7f6f1", + "ExecuteTime": { + "end_time": "2023-12-24T14:06:41.019090Z", + "start_time": "2023-12-24T14:06:10.530215Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ikatsov/anaconda3/envs/py310/lib/python3.10/site-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n", + " self._init_dates(dates, freq)\n", + "/Users/ikatsov/anaconda3/envs/py310/lib/python3.10/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + " warnings.warn(\"Maximum Likelihood optimization failed to \"\n" + ] + }, + { + "data": { + "text/plain": "Text(0.5, 1.0, 'MSE: 23.60')" + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sarimax_model = sarimax.SARIMAX(endog=ts, trend='c', freq='D', order=(7, 0, 2), seasonal_order=(1, 0, 1, 30)).fit(disp=False)\n", + "fitted_values_sarimax = sarimax_model.predict(typ='levels')\n", + "\n", + "plt.figure(figsize=(30, 4))\n", + "plt.plot(ts['2013'].shift(), color='black', alpha=0.5)\n", + "plt.plot(fitted_values_sarimax['2013'][1:], color='red')\n", + "mse = mean_squared_error(fitted_values_sarimax[1:], ts.shift()[1:])\n", + "plt.title(f'MSE: {mse:.2f}')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "O0uwWN4KNg48" + }, + "source": [ + "---\n", + "## Step 6: Checking the Residuals\n", + "\n", + "The next step is to check the distribution and autororrelation of the residuals." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 998 + }, + "colab_type": "code", + "id": "LLUHat-Wfbc6", + "outputId": "b9495669-5e54-4dad-8047-fa2b54547bf2", + "ExecuteTime": { + "end_time": "2023-12-24T14:08:54.600727Z", + "start_time": "2023-12-24T14:08:53.385302Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NormaltestResult(statistic=22.979480175680685, pvalue=1.0234562473446272e-05)\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_residuals(residuals): \n", + " print(normaltest(residuals))\n", + "\n", + " fig = plt.figure(figsize=(12,8))\n", + " ax0 = fig.add_subplot(111)\n", + "\n", + " # Plot the distribution\n", + " distplot(residuals, distribution = stats.norm, ax = ax0)\n", + " (mu, sigma) = stats.norm.fit(residuals) \n", + " plt.legend([f'Normal dist. ($\\mu=$ {mu:.2f} and $\\sigma=$ {sigma:.2f} )'], loc='best')\n", + " plt.ylabel('Frequency')\n", + " plt.title('Residual distribution')\n", + "\n", + " # ACF and PACF\n", + " fig = plt.figure(figsize=(12,8))\n", + " ax1 = fig.add_subplot(211)\n", + " fig = sm.graphics.tsa.plot_acf(residuals, lags=40, ax=ax1)\n", + " ax2 = fig.add_subplot(212)\n", + " fig = sm.graphics.tsa.plot_pacf(residuals, lags=40, ax=ax2)\n", + " \n", + "plot_residuals(sarimax_model.resid)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "9sXtAcCz5Yve" + }, + "source": [ + "---\n", + "## Step 7: In/Out of Sample Forecasting with SARIMAX" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "colab_type": "code", + "id": "fLRMo96i6H_-", + "outputId": "171e05aa-e910-4845-b808-0f61a5d655c2", + "ExecuteTime": { + "end_time": "2023-12-24T14:09:47.836947Z", + "start_time": "2023-12-24T14:09:47.555342Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "[]" + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "# In-sample forecasting\n", + "#\n", + "n = len(sarimax_model.fittedvalues) \n", + "predicted = sarimax_model.predict(n - 30, n)\n", + "\n", + "plt.figure(figsize=(30, 4))\n", + "plt.plot(predicted, color='red')\n", + "plt.plot(ts['2017'], color='black', alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 386 + }, + "colab_type": "code", + "id": "_yOVhZNh9tyj", + "outputId": "98093a4a-a4ea-4012-9de4-50fc71067710", + "ExecuteTime": { + "end_time": "2023-12-24T14:09:58.357290Z", + "start_time": "2023-12-24T14:09:57.923228Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "# Out-of-sample forecasting\n", + "#\n", + "fcast = sarimax_model.get_forecast(30).summary_frame()\n", + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "ts[-60:].plot(ax = ax, color='black', alpha=0.5)\n", + "fcast['mean'].plot(ax = ax, style='r--')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ms_2lmZZ5kVw" + }, + "source": [ + "---\n", + "## Step 8: Improving the Model Using Exogenous Features\n", + "\n", + "The next step is to improve the results using exogenous features like holidays, weekends, and pre/post holiday day indicators." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "xHGuCpL9U1G_", + "outputId": "2abbeac8-aadd-408f-9e5e-c33c36ac6add", + "ExecuteTime": { + "end_time": "2023-12-24T14:58:08.179616Z", + "start_time": "2023-12-24T14:58:06.832557Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " year day holiday_bool \\\ndate \n2017-12-27 5 361 0 \n2017-12-28 5 362 0 \n2017-12-29 5 363 0 \n2017-12-30 5 364 0 \n2017-12-31 5 365 0 \n\n holiday_Birthday of Martin Luther King, Jr. \\\ndate \n2017-12-27 0 \n2017-12-28 0 \n2017-12-29 0 \n2017-12-30 0 \n2017-12-31 0 \n\n holiday_Christmas Day holiday_Columbus Day \\\ndate \n2017-12-27 0 0 \n2017-12-28 0 0 \n2017-12-29 0 0 \n2017-12-30 0 0 \n2017-12-31 0 0 \n\n holiday_Independence Day holiday_Labor Day holiday_Memorial Day \\\ndate \n2017-12-27 0 0 0 \n2017-12-28 0 0 0 \n2017-12-29 0 0 0 \n2017-12-30 0 0 0 \n2017-12-31 0 0 0 \n\n holiday_New Year's Day ... month_10 month_11 month_12 \\\ndate ... \n2017-12-27 0 ... 0 0 1 \n2017-12-28 0 ... 0 0 1 \n2017-12-29 0 ... 0 0 1 \n2017-12-30 0 ... 0 0 1 \n2017-12-31 0 ... 0 0 1 \n\n weekday_0 weekday_1 weekday_2 weekday_3 weekday_4 weekday_5 \\\ndate \n2017-12-27 0 0 1 0 0 0 \n2017-12-28 0 0 0 1 0 0 \n2017-12-29 0 0 0 0 1 0 \n2017-12-30 0 0 0 0 0 1 \n2017-12-31 0 0 0 0 0 0 \n\n weekday_6 \ndate \n2017-12-27 0 \n2017-12-28 0 \n2017-12-29 0 \n2017-12-30 0 \n2017-12-31 1 \n\n[5 rows x 32 columns]", + "text/html": "
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yeardayholiday_boolholiday_Birthday of Martin Luther King, Jr.holiday_Christmas Dayholiday_Columbus Dayholiday_Independence Dayholiday_Labor Dayholiday_Memorial Dayholiday_New Year's Day...month_10month_11month_12weekday_0weekday_1weekday_2weekday_3weekday_4weekday_5weekday_6
date
2017-12-27536100000000...0010010000
2017-12-28536200000000...0010001000
2017-12-29536300000000...0010000100
2017-12-30536400000000...0010000010
2017-12-31536500000000...0010000001
\n

5 rows × 32 columns

\n
" + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def make_data_exog(start_date, end_date):\n", + " # load holidays\n", + " holiday = pd.read_csv(f'{data_path}/usholidays-1966-2020.csv', header=0, names = ['id','date', 'holiday'])\n", + " holiday['date'] = pd.to_datetime(holiday['date'], yearfirst = True, format = '%Y-%m-%d')\n", + "\n", + " # remove unused holidays\n", + " holiday = holiday[holiday['date'] >= start_date]\n", + " holiday = holiday[holiday['date'] < end_date]\n", + "\n", + " train_df = pd.DataFrame({'date': pd.date_range(start_date, end_date, freq='D')})\n", + " train_df['year'] = train_df['date'].dt.year - 2012\n", + " train_df['month'] = train_df['date'].dt.month\n", + " train_df['day'] = train_df['date'].dt.dayofyear\n", + " train_df['weekday'] = train_df['date'].dt.weekday\n", + " train_df = train_df.merge(holiday, how='left', on='date')\n", + " train_df['holiday_bool'] = pd.notnull(train_df['holiday']).astype(int)\n", + " train_df = pd.get_dummies(train_df, columns = ['holiday', 'month', 'weekday'] , prefix = ['holiday', 'month', 'weekday'], dtype=int)\n", + " train_df = train_df.set_index('date')\n", + " \n", + " return train_df.drop(columns=['id'], inplace=False, axis=1)\n", + "\n", + "y = data.sales\n", + "x = make_data_exog(start_date='2013-01-01', end_date='2017-12-31')\n", + "\n", + "x.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 84 + }, + "colab_type": "code", + "id": "nQlfCgc22j22", + "outputId": "9f8098d2-a88b-4ca1-f55b-c41dd8197d38" + }, + "outputs": [], + "source": [ + "#\n", + "# Model fitting\n", + "# \n", + "sarimax_exog_model = sm.tsa.statespace.SARIMAX(endog = y,\n", + " exog = x, \n", + " trend='n', \n", + " order=(7, 0, 2), \n", + " seasonal_order=(1, 0, 1, 30)).fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 298 + }, + "colab_type": "code", + "id": "jljMKRgh4dm1", + "outputId": "44a83138-39be-4698-ee86-52af5370a16d", + "ExecuteTime": { + "end_time": "2023-12-24T15:02:12.589720Z", + "start_time": "2023-12-24T15:02:07.309724Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "Text(0.5, 1.0, 'MSE: SARIMAX Endogenous 21.08, SARIMAX Exogenous: 28.69')" + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "# In-sample forecast\n", + "#\n", + "fitted_values_sarimax_exog = sarimax_exog_model.predict(typ='levels')\n", + "\n", + "plot_year = '2014'\n", + "plt.figure(figsize=(30, 4))\n", + "plt.plot(ts[plot_year].shift(), color='black', alpha=0.5, label='Ground truth')\n", + "plt.plot(fitted_values_sarimax_exog[plot_year], color='red', label='SARIMAX Exogenous')\n", + "plt.plot(fitted_values_sarimax[plot_year], color='orange', label='SARIMAX Endogenous')\n", + "plt.legend()\n", + "mse_endog = mean_squared_error(fitted_values_sarimax[plot_year][1:], ts[plot_year].shift()[1:])\n", + "mse_exog = mean_squared_error(fitted_values_sarimax_exog[plot_year][1:], ts[plot_year].shift()[1:])\n", + "plt.title(f'MSE: SARIMAX Endogenous {mse_endog:.2f}, SARIMAX Exogenous: {mse_exog:.2f}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that we have a much more regular and meaningful structure aligned with weekly cycles for the model with exogenous features." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "# Out-of-sample forecast\n", + "#\n", + "n_steps_ahead = 31\n", + "x_out_of_sample = make_data_exog(start_date='2018-01-01', end_date='2019-01-31')[:n_steps_ahead]\n", + "out_of_sample_sarimax_exog = sarimax_exog_model.get_forecast(n_steps_ahead, exog=x_out_of_sample).summary_frame()\n", + "\n", + "_, ax = plt.subplots(figsize=(15, 5))\n", + "y[-60:].plot(ax = ax, color='black', alpha=0.5)\n", + "out_of_sample_sarimax_exog['mean'].plot(ax = ax, style='r--')" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-24T15:04:07.526095Z", + "start_time": "2023-12-24T15:04:06.740148Z" + } + } + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "xcejA8dp52td" + }, + "source": [ + "---\n", + "## Step 9: Checking the Residual\n", + "\n", + "Finally, we check the residuals for SARIMAX model with exogenous features." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 998 + }, + "colab_type": "code", + "id": "8JPhvLDZ6DZc", + "outputId": "804fcfd7-0a1d-4be9-cf6f-cd695b8d429f", + "ExecuteTime": { + "end_time": "2023-12-24T14:25:59.776744Z", + "start_time": "2023-12-24T14:25:58.800152Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NormaltestResult(statistic=23.431013195134355, pvalue=8.166202253907315e-06)\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "resid = plot_residuals(sarimax_exog_model.resid)" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ARIMA_SARIMA.ipynb", + "provenance": [] + }, + "kernelspec": { + "name": "py310", + "language": "python", + "display_name": "py310" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demand-forecasting/demand-univariate-bayesian.ipynb b/demand-forecasting/demand-univariate-bayesian.ipynb new file mode 100644 index 0000000..2c06e1a --- /dev/null +++ b/demand-forecasting/demand-univariate-bayesian.ipynb @@ -0,0 +1,331 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bayesian Demand Models for Dynamic Price Optimization\n", + "\n", + "In this notebook, we demonstrate how to specify and fit lightweight probabilistic demand models. These models are useful in dynamic pricing systems.\n", + "\n", + "### Use Case\n", + "We assume that each item (SKU) is modeled separately. We observe a limited number of price-demand pairs and need to fit a probabilistic demand model. This model can be used to solve applied use cases such as price optimization.\n", + "\n", + "### Prototype: Approach and Data\n", + "We use a probabilistic programming framework to specify and infer the models.\n", + "\n", + "### Usage and Productization\n", + "This type of models can be useful in dynamic pricing applications. For example, it can be combined with the Thompson sampling algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-23T21:02:17.830540Z", + "start_time": "2023-12-23T21:02:17.791676Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on PyMC v5.10.3\n" + ] + } + ], + "source": [ + "#\n", + "# Imports and settings\n", + "#\n", + "import pymc as pm\n", + "print('Running on PyMC v{}'.format(pm.__version__))\n", + "\n", + "import numpy as np\n", + "from scipy import stats\n", + "from matplotlib import pylab as plt\n", + "import seaborn as sns\n", + "sns.set_style(\"whitegrid\")\n", + "\n", + "import warnings\n", + "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "\n", + "def to_numpy(inference_data, var):\n", + " d = inference_data.posterior[var]\n", + " if len(d.shape) == 3:\n", + " return np.vstack(d)\n", + " else:\n", + " return np.hstack(d)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 1: Poisson-Gamma Demand Model\n", + "\n", + "We consider the following scenario:\n", + "* The seller offers some product to the market at price $p_t$ for time step $t$ \n", + "* Prices are limited to some discrete set $p_1, \\ldots, p_k$ \n", + "* For a given price, we have observed Poisson distributed demand samples $d_1, \\ldots, d_n$\n", + "* We assume that the prior demand distribution is gamma\n", + "\n", + "The code snippet below shows how to compute the posterior demand distribution for a given price under the above assumptions. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-23T20:54:52.195748Z", + "start_time": "2023-12-23T20:54:52.194236Z" + } + }, + "outputs": [], + "source": [ + "d0 = [20, 28, 24, 20, 23] # observed demand samples for a certain price (n = 5)\n", + "\n", + "prior_a = 15\n", + "prior_b = 1\n", + "with pm.Model() as m:\n", + " d = pm.Gamma('theta', prior_a, prior_b) # prior distribution\n", + " pm.Poisson('d0', d, observed = d0) # likelihood\n", + " samples = pm.sample(1000) # draw samples from the posterior" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-24T13:37:07.522494Z", + "start_time": "2023-12-24T13:37:07.183817Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(10, 30, 50)\n", + "theta_draws = to_numpy(samples, 'theta')\n", + "\n", + "fig = plt.figure(figsize=(10, 5))\n", + "sns.lineplot(x=x, y=stats.gamma.pdf(x, prior_a), label='Prior')\n", + "sns.histplot(theta_draws, stat='density', kde=False, label='Posterior')\n", + "sns.lineplot(x=x, y=stats.norm.pdf(x, *stats.norm.fit(theta_draws)), label='Posterior estimated')\n", + "plt.ylabel('p(Demand)')\n", + "plt.xlabel('Demand (Units)')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 2: Constant-Elasticity Demand Model\n", + "\n", + "* The second scenario assumes the constant-elasticity model. \n", + "* We observe price-demand pairs and fit the model $d = b\\cdot p^{-c}$ where $c$ is the elasticity coefficient. \n", + "* We use the logarithmic form of the model for stability and convenience: $\\log d = \\log b - c \\cdot \\log p$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# (offered price, $) : (observed demand, units) pairs\n", + "price_demand = { \n", + " 15: 20,\n", + " 14: 18,\n", + " 13: 35,\n", + " 12: 50,\n", + " 11: 65\n", + "}\n", + "\n", + "p0, d0 = list(price_demand.keys()), list(price_demand.values())\n", + "\n", + "with pm.Model() as m:\n", + " log_b = pm.Normal('log_b', sigma = 5) # priors\n", + " c = pm.HalfNormal('c', sigma = 5) # assume the elasticity to be non-negative\n", + "\n", + " log_d = log_b - c * np.log(p0) # demand model\n", + " pm.Poisson('d0', np.exp(log_d), observed = d0) # likelihood\n", + " s = pm.sample(1000) # inference" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-23T20:41:23.253683Z", + "start_time": "2023-12-23T20:41:22.529099Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p = np.linspace(10, 16) # price range\n", + "d_means = np.exp(to_numpy(s, 'log_b') - to_numpy(s, 'c') * np.log(p).reshape(-1, 1))[:, :500]\n", + "\n", + "fig = plt.figure(figsize=(10, 5))\n", + "plt.plot(p, d_means, c = 'k', alpha = 0.01)\n", + "plt.plot(p0, d0, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", + "plt.xlabel('Price ($)')\n", + "plt.ylabel('Demand (Units)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 3: Two Related Products\n", + "\n", + "* The third example shows how the model can be extended to incorporate cross-product dependencies. \n", + "* We assume two products and impose correlations between their elasticity coeffecients." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-23T20:41:30.339119Z", + "start_time": "2023-12-23T20:41:30.125306Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "price_demand = [\n", + " { 15: 20, 14: 18, 13: 35, 12: 50, 11: 65}, # product 1\n", + " { 15: 10, 14: 12, 13: 13, 12: 17, 11: 20} # product 2\n", + "]\n", + "\n", + "p01, d01 = list(price_demand[0].keys()), list(price_demand[0].values())\n", + "p02, d02 = list(price_demand[1].keys()), list(price_demand[1].values())\n", + "\n", + "fig = plt.figure(figsize=(10, 5))\n", + "plt.plot(p01, d01, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", + "plt.plot(p02, d02, 'ks', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", + "plt.xlabel('Price ($)')\n", + "plt.ylabel('Demand (Units)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "p, d = np.vstack([p01, p02]), np.vstack([d01, d02]) \n", + "\n", + "with pm.Model() as m:\n", + " # priors\n", + " log_b_mu, log_b_cov = np.zeros(2), 10*np.eye(2)\n", + " log_b = pm.MvNormal('log_b', mu=log_b_mu, cov=log_b_cov, shape=(2,)) \n", + "\n", + " c_mu = np.zeros(2)\n", + " c_cov = 10 * np.array([[ 1.0, 0.9], \n", + " [ 0.9, 1.0]])\n", + " c = pm.MvNormal('c', mu=c_mu, cov=c_cov, shape=(2,))\n", + "\n", + " log_d1 = log_b - c * np.log(p.T) # demand model\n", + " pm.Poisson('d0', np.exp(log_d1), observed = d.T) # likelihood\n", + " s = pm.sample(1000) # inference" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-23T21:03:19.441194Z", + "start_time": "2023-12-23T21:03:17.878038Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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CX889F8iNOH6zsFYDPXCs620kyxEIBAKBQCAQOHURxGKLgPSJzABduHkPcgFcErXZ5AL4eclUrOd6Ti6i4U4gEAgEAoHA6YkgFlsEiMXY2FjKXqxGLgjaOW6zycVqJGIj1Z82kuUIBAKBQCAQCJx6CGKxxaAiFF6FYeTCvQxOLjazYtQwEpFXfzoWYdhIliMQCAQCgUAgcGohiMUWwcu0joyMpMzFYDDQwsLCUcG9k4uTUTFqNRKxUXIRPS4CgUAgEAgETk8Esdgi5GbsUqmk8fHxFJgvLi4e1eGa35CLzTZ1b0YDvY0SkUAgEAgEAoHAqYEgFlsEpEw5KRgbG0uBOaZuqRiwe+Zis03dq/W42EjfiiAXgUAgEAgEAqcfglhsETBmU27WqymNjY1pbOxIi5Hl5WUtLCwkf8UwcpH7LjZjbKuRi+Ptzh3kIhAIBAKBQODURhCLLQJVoTzr4KRgZGRE4+PjR5m6c3LB71KplD6/Gabu1cjFaq+vdo9BLgKBQCAQCARODwSx2EJALryfhZOCUqlUMHUvLi5qeXm5ELDn59pMU/fJIBebVcUqEAgEAoFAILC9EMRii+HkgqzDMHJBZsNlU8PIxWabutfqzr3ejtsb8WcEAoFAIBAIBHYmglhsEZaWlpJ3QlKBXCCLcnKRy6YI0OkdIekoqdRmmbpX66y9kY7bG/FnBAKBQCAQCAR2HoJYbBHIKnjPCm+WN6wTN+RDUqGi1DBywc9mNdNbi1yA9fS4CHIRCAQCgUAgcGoiiMUWguDae1bkzfLwVUjFzAUVpchueNDu5GJkZCSd+0SDeScRTi420nE7yEUgEAgEAoHAqYkgFlsIgv685OwwX4UH7JALTN95p2xphVxwvMuiTkQa5dmR3HPBdYNcBAKBQCAQCJx+CGKxRYA0QA4gF15W1n0VntXg88MqLnmQ7n0uNtN3MSxDsdHSshsxfwcCgUAgEAgEtj+CWGwhaILnQT/eCsrKjo2NFXwVw8jFsAAdgsF5Ntt3MYxEnAi52IzGfoFAIBAIBAKBrUMQiy0CWQgnB5SbzeVPuWl7YWEhnQe/hZealVY6c0sr5MKPO9F+F6uRiCAXgUAgEAgEAqcnglhsEZA2LS4uSlrJAHjQ7z0tnFxQTcpJRN6Nm79zAuHXOdF+F0EuAoFAIBAIBAIgiMUWwUvKQiDIMuSEwMvKjo+Pp+O8VO2wbtySjvJWQFKG+S6ORxoV5CIQCAQCgUAgIAWx2FIQxGPYpmws5IJA30kGvguC8GHlaHO4zAqSkkuwOMfxSKOCXAQCgUAgEAgEglhsEUZHR5N5W1LKPpC5kFbK0Tq5IOAeHx9PQfvi4mKSVHHuXBLl3goyJLk/40RK0ga5CAQCgUAgEDi9EcRii0B2AWkTWYO8Z4WTCzdjLy8vFypGIavyz3lPC0gE5W3d3+HSKC9bG+QiEAgEAoFAILBeBLHYInjWAILg0igIhsui8nKy/nnpCLno9/vpPMN6RUAu3OOxVr+LjfouglwEAoFAIBAInJ4IYrFFWFxcVL/fV7/fT9mLsbGx5H9ws7WTC4gAIEAfJquSVsrRSitN9KgwhQkcn8ZqpWs3Ko0KchEIBAKBQCBw+iGIxRYBCdPi4qK63W7KGkxMTBQqQ7mpOs8yAP7OfRcE43lAj48DE7h39s5L1zrBORnk4ljZkCAXgUAgEAgEAjsDQSy2CAT2BNmdTicFzmNjY4Wgm9c9sCcr4T4KStJyTu/UTVYkl0aNj48Xmu8tLi4Wjj0RadR6yMV6qlAFuQgEAoFAIBDY/ghisUUY1rCu3++nrtpkH/LMhJedpRpU7qXARyGtdOpezXcBGXGfBsd7SdrjlUYFuQgEAoFAIBA4PRDEYotApoDsAP6GxcVF9Xq9FPAjVUIe5cG9tEIc8gBeUqFTt8un8opRkJFhzffco3G80qggF4FAIBAIBAKnPoJYbBHwM/gPpmrpiDRqYWEhZROcALhEip+cjAAnJwsLCykgz03d3nxvWH+ME5VGrZdcbNTQvdFmfoFAIBAIBAKBk4MgFluEfr+vZrOZAnqCa89eLCwspPKxBNSQB2klKKcULcTBg2+O82Cc7MUwU7ekVP42761xog31Tka1qOPpFB4IBAKBQCAQ2HwEsdgiICciM0HwD4lAKuXSKD7nWQevFrW0tJR8GrmEKQ/GnVzkpm4vSZt36+a6/pt7WU8GIchFIBAIBAKBwKmJIBZbhNHR0bTT3+/31W63E6nw4H5iYkKlUillI8hWSEcCcEzXXop2YWEhkRUnDbm3gv4V+XuMy7t1++uMzTMhXhY3yEUgEAgEAoHA6YcgFluE5eXl1EeCgL3b7aZsg5ebJYgnI0HQ7b4LD/Jpvuf9MTzL4MH7auTCz+0SKLIS3vPieKRRQS4CgUAgEAgETi0EsdgiuJeCjttUeOr1ekmKBDHA94CXAkBAOCZvkIeMyrMXXj4WcoE0KiceLn/iHE4gkFNxjI/pWNKoIBeBQCAQCAQCpw6CWGwRxsfHVS6XNT4+XsgMYJT2qlAE96Ojo6kkLHInN1cjUYJgIIvqdrtHVYPyClAE75zHA3tpReaUV4aCQEAu/Ge9PS+CXAQCgUAgEAicGghisUXAZD06OqpKpZKCaIgG1Zt6vV6hHCuEwBvgSUoZh9z8zXm63W4qHZt31s4N2nmGg2vnsisnEE4wuIb3vFgre3GyyMV6+2wEAoFAIBAIBE4cQSy2CN1uV7OzsymbMDExobGxsWTQJiuxvLyc5ExkNCQlU7X7Hvr9fiGAHxsb08TERDJ1d7vd5LvgHC7Hkoq9MbzMrXS070JSoawtx/C6EyJ+r5dccJ/HQy42cnwgEAgEAoFAYHMQxGKLACGYm5tL2YSxsTGVy+W08z8xMZGyDHgmaJbnfgjkTC6RcvJQLpdTXwykUU4A8Ht4eVmulxOJ3HeR3xPICcZ6jN2MBaxGLo7VdXujZCQQCAQCgUAgcOIY2+gH/v7v/17/7//7/+qf/umfdOjQIZVKJT3gAQ/Q4x73OP3Yj/2YLrnkkpMxzlMO1WpVk5OTGh0d1fz8vPr9vur1evJRYKgul8uFDtgLCwuqVCpDO3ETQJNxmJiYSGQBb0a/30+yp0qlkjIVLnFyKRZEBuKRV6OCNEhK5GZYViKvdDWskR9wX4kfl7/uJCTHMEKTE6FAIBAIBAKBwOZh3cTiE5/4hN7znveo1WrpKU95ip761Kdq165dWl5e1uHDh/W1r31Nv/Ebv6FaraZf/uVf1gtf+MKTOe4dD2RLtVpNy8vLarfbWlhYUKPR0NjYWDJW9/v91M9icXFRo6Oj6vV66ZjccF0qlRIJ6Xa7mpiYSARDUjonWY2JiQmNj48Xgnf3KeAD4bN5sJ5XioKEOIkALqmCwORGcTCMxAS5CAQCgUAgENi+WBexeNnLXqZzzjlHv/d7v6cLL7xwzWO/9KUv6cMf/rA+/vGP64Mf/OCmDPJURLvdVrPZVKfTUbVaVb1eV7/f1+zsrOr1usrlcjJ2Q0LGx8dT4ztkTRxHkE7TPHb6+/1+ynxAVpxcIE3KyQdSLe+z4Z/3crME+GsRDjAsq7Fa9mIYKRhGLlbLfEhBLgKBQCAQCATuL6yLWFx99dV6xCMesa4TXnLJJbrkkkv0jW9844QGdqqjVqtpZGREnU5HklSpVFL2oN1uq9/va3JyUouLiylb0e/3VS6XC96Hfr9fKBsrqeC/oFqUZy9GRkYSkcBzsby8nEgKkigICudcWFgoSKNcBuUBfk448kpPTi64j9WyF2uRi2GvD0NOLo6V6QgEAoFAIBAIbBzr2rpdi1T0ej3dfvvtmp+fL7z+yEc+8sRGdhoAs/bi4qKazWYiAeVyWZJ0+PBhLS4uJvIxPj6uXq+XPkvlJrIX9LCAGCwuLhaM171eT+12O70+NjaWZFC8RxYD4PnAY4H3wvtm5P0jnBx4D468FK1UJA6rlaVdrUfFRnpXDDOGR6+LQCAQCAQCgc3DhjUhd999t1784hfrlltu0dzcnH72Z39WL37xi/VjP/Zj+sIXvrCpg/ve976nV7/61XriE5+on/iJn9B//s//Ob1355136ud//ud10UUX6YUvfKG+/OUvb+q1TzaWl5dTd22yB91uVwsLCynoL5fLajab6vV6BekT3oeJiYnCzn+n09Hi4mIiFuzqe2Wo5eXldJ1SqaTx8fGUKVlaWlKn00nyKa/sRF8MMiMuo+J60ko/i9V6YEA6vBTtsLK0eSWnzSAXkoYSoUAgEAgEAoHAiWPDxOLqq6/WQx7yED384Q/XRz/6Uc3Pz+vzn/+8XvOa1+jtb3/7pg7u13/911Wr1fTxj39cv/mbv6k/+IM/0Kc//Wm122296lWv0sUXX6yPf/zjesITnqBXv/rVarfbm3r9kwkCdX4gAouLi2q1WpKOBMEQCTIN7XY7Hdvtdo/aiYeASCtm66WlJS0sLKTMw2AwKGQvyEpQIardbqvX66XMBCAj4n02OGZYSdiccOSN91yixHjXyl6s1gBvo43xokt3IBAIBAKBwOZjw8Ti9ttv16//+q9r9+7d+sxnPqPnPOc52rt3r573vOfpnnvu2bSBzc7O6tZbb9VrX/taPexhD9Ozn/1sPf3pT9dNN92kv/u7v1O5XNaVV16pRz7ykXrTm96ker2uT33qU5t2/ZONbrcrSSnAxt+A5KjX66nf7xeqPSFV6nQ6ycxNYO8B/9LSUspKQAboY4G/QlI6rt/vS1IyeI+Ojqrf76cMiAf4lK7lOLInHJNnBPiMpAJZ8AZ/vA8Z8c/mRGG1BngbbYwXXboDgUAgEAgENhcbJhaTk5M6cOCAvve97+nWW2/Vj//4j0uSvvKVr2jPnj2bNrBKpaJqtaqPf/zjWlhY0D333KNbbrlF5513nm677TY96UlPKmj2n/jEJ+rWW2/dtOufbCwtLWlmZka9Xi/dh5d+pZeEeyqoCoXvguxFqVRSr9dLpmgC9sXFxfR590h4jwuyF2QokEZBGlqtlnq9XjKMgzx7AQFxKZZUlEaBXMrkhuxhJWvz7MVqDfCiS3cgEAgEAoHA1mHDxOIFL3iBXvva1+pf/at/pXPOOUdPe9rT9Od//ue64oor9PKXv3zTBlYul7Vv3z59+MMf1kUXXaTnPve5+rEf+zH9/M//vPbv368zzzyzcPyePXv0/e9/f9Ouf7LR7/fV7/d1+PBhtdvtFNSOjY1pYmIiNcGTjnTddk8Ery0vL6eStcio8CwgsYI4UAkJczfZEHwakBjkVeVyOcm1qBw1LHuxGrngfWklU7FalsDJkJe6zRv/5Z8Z1o07unQHAoFAIBAIbA023Hn7jW98oy644AJ95zvf0fOe9zyNjo7q7LPP1r//9/9ez3zmMzd1cN/4xjf0zGc+U694xSt011136S1veYue8pSnqNPpJDkPmJiYSJKejeBYgefJgu/IHzx4UOVyWY1G46hu2WQoJCUpE4Sh3++nik6UoiUrQaBOcE2p2HK5nDIKeDG8ShNdvt1zsbCwkIgQGQ3v1E1wPhgMCqTCx5r7LoYRBODducle+PGcn7+H9bRwknCsXhdcc60x5dcJ7AzEmu0sxHrtPMSa7TzEmu0sbIf12si1N0wsrrrqKr3pTW9So9FIrz3jGc/Q7OysXv/61+v//r//742ecihuuukmffSjH9X/+B//Q5VKRRdccIF+8IMf6I/+6I/0kIc85CgS0e/3ValUNnydO+64Y1PGu1F85zvfkSTdeuutKYtAqdlqtXpUBSYCfo6VlORF3gtiZGRElUolEYs8wyEdMY5TBcqDd88U0McCfwbXhxhUKpX0Ga/qhITLz+nBvqSjyIWkowJ/b8CXV57y337tYZWi/MuwEXKx1vFb9cwEjh+xZjsLsV47D7FmOw+xZjsLO2W91kUs/tf/+l/61re+JUn6y7/8Sz3+8Y8vEAtJuueee/T5z39+0wb25S9/WQ996EMLZOFxj3uc3vOe9+jiiy/WgQMHCscfOHDgKHnUenDBBRdsSbO0PXv26P/5f/4fPe5xj9PY2FgyYA8GA42Pj6tWq2liYiL1uVheXk5ZA88EEPwTWBOw49dwQ3i+s1+pVNLnKC+bkwDPPEgqZDkgKBznmQLO6VkNxgw8a8M580yBkwvuLycYeWM+f83Pkb++GtYiKXfccceWPTOBjSPWbGch1mvnIdZs5yHWbGdhO6wXY1gP1kUsqtWq3vWud6Ug8H3ve18hACyVSqrVavqN3/iN4xvxEJx55pn61re+pX6/n2RP99xzj8455xxddNFF+uM//uNCB+dbbrlFr3nNazZ8HbwI9zfq9XrKTiwtLWlsbCxVccI0jXSI+yeQpwoTRITu3B6002eCzAJkw70QdON2Y3heZcnLv46MjKTxYuZGguXkQVIiSt4l3KtGeeAuaVVy4efLPRY5yRgfHy+QAs7lXbq55lrk4ljHb9UzEzh+xJrtLMR67TzEmu08xJrtLOyU9VoXsXjsYx+r//bf/psk6WUve5n+8A//UNPT0yd1YD/xEz+h3/u939Nv/dZv6bWvfa2++c1v6j3veY/e8IY36Cd/8if1zne+U29961v1kpe8RB/60IfU6XT03Oc+96SOaTMxNjamyclJNRqNlIkgu0BnbMq9VqvV5L3gt2cv6MhNcE0GY2lpSa1WS6Ojo6rVapJWAnDKz0JSvEkeUiYnL7wGSZiYmNDCwkIyh5M5gYBASvyekFrxfp6tcC9GHsy7p8ODfsilVPRSeKYjJ0l5341hGHZ8IBAIBAKBQGB1bLgq1Ac+8IGTTiqkI2Vt//N//s/av3+/XvSiF+naa69N1agajYbe+9736uabb9YLXvAC3XbbbbruuutS8LwTQMnYiYkJ7dq1S/V6XdVqVZKSaXpxcVHdblfNZlOtVkvdbjcZsyuViur1eqra5EG+d++WjgTc8/Pz6nQ6KctAN2525zudTjJ4Y86WVjIfLitaWlpSv99P/guyJv1+P2UoyLYQ6I+PjxekUt7ZW1JBhsV18gpNZET8ui6T4nOci/NuRq+LqBgVCAQCgUAgsDbWlbE477zz9PnPf1579uzRYx/72DV3b7/yla9s2uDOPfdc/af/9J+GvnfhhRfqE5/4xKZd6/4GgXyn09HY2JgajUYqKQtJIOjv9/spcK/Vain499KxVH4imO/1eikIJ5CHdFQqlUKWgkyCZy8mJiZS6ViyGJyPgJ4sy9jYWPKBQES4LmSA7IW0YqjOMwdu0nbSkGcWMJa7UTw3eLtMjiyIl7SFgPD6aoDAePYiEAgEAoFAIHA01kUs/uRP/iRlKf70T//0pA7odAGeiPn5edVqtRR4T09PJ9JBxsLLyy4tLalarWpxcVGjo6Mql8tJloQEqNfrFfwGlJmlWV673S74M/BhEKR3u93k55iYmCiQCwiPN9ujC7ikQrDvx3lAD9EYVg52vdIoqWja5poQCggB77sMy8eSX38YON4lYusxgQcCgUAgEAicTlgXsbjkkkuG/h04MeB9QIo0Pj6eyuaWy2W1222NjIykjIWk1BRvfHw8EQwnAa1WKxnBB4NBMmzT9A4ZkyS1Wi2Vy2UtLCyoXC6nv8makL3APwGxIbgul8sFGRR+CkmFTIKXzvVKTgTr3Je/58eu5YsgI4KPI++Z4YQFkuGdvnMvxlrkgowH4w1yEQgEAoFAILCCDfex+M53vqM/+IM/0B133HGUTl5SMnkH1kav10sdtWu1WvJHjIyMqN1ua3R0NBEGump3u90U0EIcqLyEaZsSsgTMmLy5BgSDLITLlsheQESoHAWx4HPInZBx5VkN90B4TwskRy538qpP3hgvrzp2rOyFV4Xy7IVLoCAnTlKOx9Tt5OJYxwcCgUAgEAicLtgwsbjyyit1+PBhvfSlLz2ql0Vg/cA70el0ktGanh1kKCg/S8M7sgb0kiCrAMGDdHCuTqeTgmCyE3gqkE9BEvr9fsqAlMvlRDAgKcir6H9BlgJCgRGc8eXmcQJ9gvxhsqa8W/ZqQfta2QLPhJANocqWkwhvKDjMR7EecrGWDyQQCAQCgUDgdMOGicXtt9+uT3ziEzr33HNPxnhOGxDgE4x3Oh1Vq9WUGSCbMBgM1Gq1ktGaUq/9fl+9Xi8dBwnAjwEBwKtRKpXU6/XU6XTUaDTSDr+kFIQ3m01VKpXU7ZsO4Jzbzdqjo6OqVqtpDJScZexkVDBakz2QVgLz1WRNOcEg+HcPxrGyBcijfB4hGO63cLKTZy+ORS6cjBzLBB4IBAKBQCBwqmPDxOJhD3uYDh06dDLGclqhWq1qamoq7f5jmibgr1QqSdrj2Q08D1SHgmAgearX64WMAQE22QlJSWpVrVaTr0I6Eqy32211u101Go3UeK9arSYpE5kK/k3zvk6nU/BeVCqVgieD8XA/ToDySk7uf2BcfCavGrWWkdqrR0GuvHoU51+NXKzX1L1eE3ggEAgEAoHAqYwNE4tf/uVf1m/91m/pFa94hR760IemXW/w5Cc/edMGdypjYmJCtVpNu3fv1sLCQsom4KVAejQ5OVmQ90AQvGP22NhYCuzn5+c1MTGRAnu6YrsBm+wC8qdarZaM45CBmZkZ1ev1VEK2Xq8XOmsjwYK41Ov1JI3ClwExQi4l6aiMgRur/W+OhUAMM2SDY2UvyPK4PCrvzYFf5XhN3es9PhAIBAKBQOBUxXF5LCTp6quvPuq9Uqm0qX0sTmV0Oh21222VSqWUnRgfH1e3203B+dLSkg4dOqR6vZ4IBGVj8U/wuWq1qvn5+YL3Ac8E1aHYma/X62q1WhoMBmo2mylDUalUNDY2lozlc3NzGh8fV71e1/z8fLqON6DDBzIYDNIY8VkgD/KO3pi7PUvhXbUhE9KKydsb6+WZBD/PsTIGXj0KePEB7oXjNtJ5e6Mm8EAgEAgEAoFTDRsmFl/96ldPxjhOO7Dj3263NTExkUza4+PjqYQsDfSazWbqlF2v1wsEABnUxMSE6vV6aoTX7/fVarUKpmxM20tLS8lL0Wq1Cv0rpqamNDk5qW63m4Lk2dnZdG2qWLFLz3ipTDUyMqLx8fHk00DGxHtkXSAjkAY3V0s6SrZE1mVYQzwP4NeTYfDqUdLRXbUhYE4W1tupeyMm8EAgEAgEAoFTCRsmFoHNAZp++koQyCIhmpiYUKfTUaVS0dzcXAree72eqtWqKpWKGo2GlpaWki9iYWEhZRjK5XKSVjWbzULVKQzYvV4vdfzGd9Hr9TQ5OalaraZdu3ap2+0maVa321WtVkvnIHuBHAhzNNWgnHQgNcqrMLlfIicYLoWCKLi524P+jZaBdXmZEwHkXXg6/HpePnc1bNSnEQgEAoFAIHCqYF3E4rGPfezQwGh0dFRTU1M677zz9IpXvEJPe9rTNn2ApyoIjAl+ySh4EF0ul7W8vKzp6enkw3AiUalUVK/XNTk5mTIU7XY7VZiq1WrpM4uLi6nLNxWmyFpwPTIovV5P9XpdtVpNjUZDExMT6na76nQ6arVa6drLy8sp2+IyJprsEZhzv2Qq8gyDtJI1IJDntx/n/gquyeeGNcRbT1Dv1aP4vK+FZy/cn+HzloPx+fFBLgKBQCAQCJzqWBex+NM//dOhry8vL2t+fl633nqrXv/61+v3fu/39KxnPWtTB3iqotlsqtlsan5+XpOTkwVTtKS0a47EaHx8vOCvWFpaUqvVSkbuarWaMgy9Xi/5N+r1esogDAYDtdvtZOrGAF6tVlWtVtVsNjU6OqpOp6PDhw9rfn4+ZTVqtZoqlYparZY6nY56vV6SRfm5VqvkxC4+P0iyyDZ4czzvNQEJISh3AuAduvkcx3rlp2NlL7x6FA0DOZ+/ttGsSG7qDt9FIBAIBAKBUxnrIhaXXHLJmu8/5znP0VlnnaX3vOc9QSzWCcrHHj58WAsLCyqXy2o0GqnnQ67px3BMIN/tdpNJmt8QBIzcvV5P8/PzyUDtTfba7XbaSUd6NTU1laRA/X5f3W5X+/fv1/z8vKanp1Wr1TQ1NaXx8fFELDB/VyoVVavVZBKXjgTs/X6/UPaWa1KZisxE3p8CUkJZW9/t92yEm7jpVeHEwgnJsbIG3l+DzAXyKM+euGF8o/0uwncRCAQCgUDgVMWmeSye9rSn6T/8h/+wWac75bFr165USrbZbKrT6aTmdXTallaqDeUZDYzeVICijGy5XFa1Wk0+iWazmeRQ3tgOSRU79QTzIyMjmp6eVq/XS74JshSNRiNJpKanp9Xv99VsNhOx6fV6ifi4z8LlUWQD3IdAlSgPuiEJ7Pp7xsBJCBkL3qMClVdyct/GerIX/uPVrCAZ+Tg30u8ifBeBQCAQCAROVWwasaCkaWB9mJiY0K5du/TABz5QnU5H8/Pzmp+fV7/fV6VSSRkA+k8gyXFfAaVqkUsR4FMZql6va2pqKmVHKCO7sLCQJFAQDMhLuVxOwf6uXbtSxqHdbqcfjN3j4+OamprSwsJC8l64wRx5FLImKkJBOiA7nn1wsuH37P4M74UxrLKUpESKyIZgLGccxwrs3cdB9sJJhn/eSdFG+l2ENCoQCAQCgcCphE0jFh/+8Id14YUXbtbpTnksLS0lCREkotVqaX5+XrOzs+r1emq1Wsk8XS6XUzNCqkh5VSQICOSBilBkMKgS1W63U48JAm1M3jTHg2AgnZqamlKtVtPs7GwiEZ1OJ2VFRkdHk4Gc6lHLy8vJRD4xMVForkenb68kxXiQRuGlIGj36k8E/HnFJv6GzEBOOJf7PtYb2Ls8SlIiNE48wHqrUeXjDXIRCAQCgUDgVMC6iMUf/uEfDn2dTs+33nqrvvGNb+gDH/jApg7uVAZlZpvNpmq1WpIQIV9qNpsp+0CPinK5rJGREVUqFY2MjKQMAbv+S0tLKUuAPAoiAcGoVqspQ7K4uKixsTG1Wq1U5hbSQoDM+UZHR7Vnzx71ej3Nzc1pYWFBs7OzifzQW6NarSZZFIQB4/n4+PhQY7V7STB2SyoQjLw0LCRFWjFJE6QvLCwkAiKp8Fmv7gQxWU/2AhkXP3mfDY5zH8lqyH0XIY0KBAKBQCBwKmBdxOKLX/zi0NfHx8c1OTmpH//xH9e73vUunXXWWZs6uFMZlF+ly/bY2JgmJibUaDQSAWi1WskcTQBfr9dTYE1fil6vl14jG4AnAV9As9lMjfcqlYpqtZparZZmZmZSkNxut1Uul1UqldRsNlNJWQJpqj+dccYZWlhY0OHDh7W0tKS5uTl1Oh3V63VNTEwUMg/9fj9lDegcjg8C/4WXnMXwjexp2M6+95LgXLnUiDn27IaTCkkpW5LLqFaDkwvvvcHn/T6PRViiJG0gEAgEAoFTDesiFpGJ2HwQUCIbQhZEX4ipqSmVy2VVKhW12+1EAprNpur1euqyzTHSEYJRKpWSH8DlR7yPDwMTNiVk5+fnVSqVUhaE89N0j27VZDYk6cwzz1S73U6kZWZmRpVKJREQduIHg0GSRUE2yErkPSnwQ5ANmJiYSPPj8ij+7vf7ici4bMkJBoQA4uLejVyWlMubhoHrMU4nPsy/pJTpOVYfjfBdBAKBQCAQOBWwrgjmox/96JrdhnMsLS3pIx/5yHEP6nQAO+QEzjSgo0IUwff09LT27t2rBzzgAarVahoMBpqbm9OBAwf0wx/+MPWb8K7blUolERRJKagm+O50OomkSNLk5KTOPPNM1ev1FDTTDE864unwn06nk/wX5XJZZ555piYnJ5PHo9lsanZ2NhELpEl4PDhPt9tN5IVgPK/G1Ov1JK3s6Ls52/tXeOUmjoWMkB3ywJ3PezM9sjue1VgLXkbXyQBEglLAxzqff3493b0DgUAgEAgEtiPWlbG499579bznPU8/+7M/q2c/+9l6+MMfPvS4b33rW/rbv/1b/dVf/ZUuu+yyTR3oqQayAJ4JGAwGKWOAbImMBP4Fr86EAbxcLqcMRLVaTX0pkFm5bwICsry8rFarlapHlctl7d69W5VKJfko8F9IR7qAl8vlNC4C8nK5nN6fmJgoNM8jA0PlKukIQcBgTmdxemnkvSskFYzm4+PjR+3mI7lC1uQSKmmFVBGsuz8jN8DnVbfyLuHD4BIrJF25hIusCib2YfBMC/MU0qhAIBAIBAI7CesiFm94wxv0/Oc/X+973/v0cz/3c9q9e7ce8YhHaPfu3VpeXtbMzIy+/vWva25uTj/90z+t//gf/6Me+chHnuyx72i0Wq1UorXRaKTSqDSYa7VaqVHdxMRE4adWqyUJEp24u92u5ufnVa/XC52yJyYm0s45u+cEzwTWs7OzKdsxPj6eKjn1+321Wq1EYHq9XvI0QAwwafvO/fj4eJJ4QTKobEUDOzID9LwggHZPBH4Gz0Zw/jzj4F2yfSwuCfPMRE5C/If3ISuUx10N3rnbu4nzHuPCS4OUbNh5QhoVCAQCgUBgp2Ld5WYf8YhH6N/9u3+nq666Sl/60pd055136tChQyqVSnrkIx+pl73sZbr00ktVq9VO5nhPGeB1oHdFrVZL8iW6aHtzOjICkAUnGK1WKxEHsg2YwOk3MTY2pkqlkiRIEAsC4cXFRR06dCh1ACdD4WVq8Wh4iVjvhwFpoLwtgXSv10s/tVotSZjIRpCZ8SpNyJK8jwfkiwzP6Ojo0NKz3rPCsx/SSrlXCMYwguKEhIyDn2M1uJyJzAPnh1xAqCBHq50nqkYFAoFAIBDYadhwH4vJyUk961nP0rOe9ayTMZ7TBsibyE4QRNfr9VTRSToi5cHXABmhshMduskEtNttdTodLSwsJA/F/Py8JicntWvXrnQ8WQdK0RLoU6L24MGDqtfriSAQ+FO+tt1uS1LKRHhDPElJ+kN38PHxcS0sLGhhYUGdTkeS0rF4HzwzQwdtMhujo6PpvX6/n1534uESKggIn/WqTxi4pZXu3u658CpRnjVw/8ZacBmWf57MC2SBOWLsOYZJoyJ7EQgEAoFAYDtj0xrkBTYGGrghfSLo7vV6haZ5yICQHRHUd7tdTUxMqFqtqtFopIpQtVotZUIWFxdTKViyGLt379bExETyYUAWPAtBEzwqULl3g34YnU4nkR2C/JGRETUajYKvQVL6rHcF73a7GhkZUblcTtkBjN14L7zSU7fblaTUwwNCxLVdOsX1yYjk0idH3jhvtfdZM663VpDvBCWvOEWWKDeV55kVzjPMBxLkIhAIBAKBwHZEEIstAmVZa7Wa+v2+xsfHU8fs2dlZtdvt5JOgnCxkhGpJBOlUZ5qcnEzm7927d2swGKSsBRmNw4cPa3JyUmeccUYaA7Il90O02+3Uz6LVaqlWqyWSQZYEMzkyJ6/YhHSrVCqp0+mkLItnAJaWltJ7XgUJIoU0zLMMVKRCSkQ1KYJ+ZF+jo6OpWR8Eg/mTVjpqe0laJyEuj3KJk6SClGq1/hfeBJB/g1wexdhWIxghjQoEAoFAILATEMRii4BpuVKpqF6vJ+8DlZiWlpY0MzOTzNSNRiNJmMh0EDRTspVeEZOTk6kiVK1W09TUVKGM7aFDhzQ7O6upqSnt2rUrSZ7cg0GGodPppCZ4rVZLExMTmpqaSl4PpFpUn2q328n4TBaDrEyn09HIyIhqtZqWl5fV6XRUqVTSuKgeRVfy8fHx5D3JDedkNjg3ATw+EF6HYDBHuV/CCUbeLwMSArFxCVX+s1oGw0lB/rqTj2EVqfKu3mHsDgQCgUAgsJ0RxGKLsH//fs3MzKSSrFRyIqgng9Dv9zU3N5e6Yk9NTaUdfghGr9creAAI2BuNRoFwTE1NJVkUZu3Z2dnkwajVahobG1OtVkvBfaVSSWNxM/n09HTKeEAy3AfifhBvrEeH79HRUTUajeTtqFar6vf7R5GHXq+XsjEQAoJryAzn9s7cZF+QfJHJQLrlHbIJ0N3TICn13yBrAoZlOty/MUxOlXcFhzTkxnGA3ConGN78zwlGZC8CgUAgEAhsNdZFLK666qp1n/Daa6897sGcTmBX/3vf+55qtZqmp6cLlZgmJyfV6/U0MzOjbrebshPtdjs1waOTNVIoshRUH2o2m2nXn4zB6OioHvCAB2hhYSERDJrsTU5Oql6va3p6WqOjo6pUKlpYWEgkgPK4i4uLmp2d1eHDhzU1NZWyCvhACOrJvCDxIUtDV266fU9OTmphYUGSUhUp5ghy0W63UzYGEuGeh4WFheSvcLM04yU7BNFgjBiol5aWEnFxEgFZ+4d/+AfdfPPN+trXvqabbrpJT37yk/XkJz85fY5A3ytK5QQjlzRJK6TDyQng/nKCkZ+H6wa5CAQCgUAgsJXYcMai0+noU5/6lC644AJdcMEFGh8f15133qlbbrlFP/uzP3sShnhqol6vpyCeSkylUklTU1OpwlKtVkv+B7IWdLZGlkSwzc41MqNer5cC+tnZ2SQJwvMwMjKiBzzgAer1emq1WlpYWNDBgweT5Ml7YVAtqlqtql6vFz5Dl23uBX8DATe+ESQ/IyMjqlarha7jEAwyJezKY1AnwKYi1fT0dCIzeFPIhJCZICPB3xAQvB5elQp5lFeP4r0/+7M/03vf+17dfvvtR63hRRddpNe85jX6N//m3ySywzpIGkow8mpPXNOrRvG6E5ZhBCOkUYFAIBAIBLYT1kUsPAvx67/+63rd616n173udYVj3ve+9+mmm27a3NGdwiDwRQ6ERGdmZiZVcKIKExkKpD+HDh1KmQkyA1Ruko6Yg+v1egrOCXDn5+e1tLSUgnIM17t379bi4mIyeUMwGo2Gdu3albIoyJPGxsZ0xhlnpDK4EJ4f/OAHyQ8yMjKSvCNjY2NaWFhIlZ0gD0iv8DLMz8+nAB1JFpkWOoIPBgMdPnxYMzMzBfkWBIjrcA4yJcjLIEn0BHEiRNZjMBio3W7r5S9/uW644QZJR8z2l112mfbu3asDBw7oxhtv1G233abXvva1+qu/+it98IMfVK1WO8oUzv160L8aKeDaGNK9FwbH4ltx+VYYuwOBQCAQCGwHbDhj8dnPfla//uu/ftTrz3rWs/Sud71rM8Z0WoByqM1mMxm4CfR5XVIiARxTrVZTNSayC5yr1WqpUqmkJnSSkkSp0+kk2RS7/y6hGgwGiWBAFGZmZlL2Ao+Gl8elMhOkBy8GJXMZt/fkcBI1Pz+fSFCeXfAMQLVaLWQCOp1OknAdPnxYu3fvTp3DIRhch/mkkZ+k9J4TDErBIid72ctephtvvFHValVXX321XvnKV+qMM85I63fw4EFdf/312rdvnz71qU/ppS99qT7ykY+kZn5kFvBdEPQ7wViNFOBFgWDwem4Ed09HZC8CgUAgEAhsNTZMLB7+8IfrYx/7mP6P/+P/SK8NBgN98IMf1GMe85hNHdypDAL+er2e+jSMjo6qVqulMrIYsTFu45fAMF2v19VqtdRqtVIHbwzWZBnYBafPA+fEizA/P5/Mz8htarVaGkez2UzN9rwELjv9vV4vNcGjvwVVosg0INnC40EZWCRIjAGJFAE+5IWAmiZ9SKaYox/+8IcpA8PcUNqWOZGkubm5Qu8QGtV5hanR0VF94AMfSKTi05/+tJ761KcetX579uzRFVdcoac85Sl6znOeo0996lP64Ac/qH/7b/+tpKL5WlopN+sE41iSJrwoSKQ8SyHpKILhMqvIXgQCgUAgELi/sWFi8aY3vUmvec1rdOONNyYi8U//9E/qdrt63/vet+kDPFUxNzenubk5zc/Pp4wAO+3Ly8tpp7/dbhcqJLkReWxsTLt27UqN7w4dOqR2u5125Am0CfrZSd+1a1d6nw7X+CAgDPSKmJ6e1sLCQvJ2NJvNlL1AqoXBeWxsTFNTU+nc3muDkraSjiIY+C+azWbKgHA+ejzgifDPkH0hqD5w4IDGx8c1OTmZrudldJFBIUPjPkdGRgplaq+77jpJ0tVXXz2UVDie9rSn6ZprrtGVV16pP/qjP9IrXvGKQhnavLM38DK1OSFwUsDnmAcnCznBcBLBuSN7EQgEAoFA4P7ChonFxRdfrBtvvFH/9b/+V33jG9+QJP3SL/2Sfvqnf1pTU1ObPsBTFb1eL3WvJnDGeOxSGA+yKR1bKpVSEMxOf6VS0VlnnVUwVBNEj46OJskV0icyE5RtpYQt8iGC2kqlolKppHK5nAhGr9fT/v37U2UqxkF2hA7c1Wo1+UKoaoX8iiwN4+N+IVNkVJaWllJPDUmpqpOX16VDOfN64MCBZDQnW+IN+siWcL5SqZR6Zfz93/+97rjjDlUqFb3yla9c11pefvnl2rdvn2677TZ96Utf0iWXXFIgRTTBI2skrZSszQmGN9VzUuD9LnKy4CZvb/CX+zwiexEIBAKBQOBk4rj6WJxxxhl66UtfutljOa3ArjplVwnOS6WS6vW6RkdHUwDtO9QQDEzKBPwE7OVyWaOjo5qamlK73dbMzIx6vV4iF/gfCHxLpVIqW0vwzt9kHiA7ExMTGhkZSZ4KzOYevDNGxousqt1uJ6IzGAzS+fB/dLvdtCMPSVheXk4ki9dc1sVvZFNkIJif/fv3q1wuq9FopDEyPwTYZD+Y55tvvlmSdNlllxU8FWthz549uuyyy/TJT35SX/rSl3TxxRcPzShwb4wdidewRnv+Wp69gEB4Dwvvh+EEg+tH9iIQCAQCgcDJxoaJxXe+8x39wR/8ge64445k+nX8t//23zZtcKcyCHj37NmTSrJ2u91CkDgxMZF20tnVx8/AjjtGa3b1yTJQ1pVyta1WK/VuWFxcTIFtrVZLXodGo5EyB1RKolqSm6HJVLD++DogQ3ghqMqE7Mk7exPQQ6TIbiD9Ijgm0+C79kirmBfulQB8YmIiVYZaWFjQoUOHNDY2psnJyWTWLpfLhZK3XjlLkvbu3buh9dyzZ4+kIxI3N2l7h23uiTVYi2BIxUZ8Tgp4LT+W3/zNPLrp2ytTRfYiEAgEAoHAZmLDxOLKK6/U4cOH9dKXvlSNRuNkjOm0QKVS0eTkpBqNhgaDQSqniulZUqFCkqRkBPYO1GQblpaWUkM8JEWUYi2VSknq1G63k/wKiRKVmShHW61WC1kHCAYZBxrLlcvlgpQJL4g3q4NYSEpVmSqVSiJSbhqn4lWn00ljwaOBVAyiQYbDMxBkfbgnsjp4Vw4cOJCaD0KAuC5zzBgPHDiwofU8ePCgpCOZKCcIXiEqrxIFoXO/hzfPy0m7m7v9WM92OCAR/r5nOljjQCAQCAQCgc3AhonF7bffrk984hM699xzT8Z4ThsQFFKJiN18Kh3Nz8+r0+mkIJ2gmuCQoJAKSpJSlqHZbGpiYiJlHjBvu7eCTAdB99zcnJaXl9VoNFJ/CsbGzjskAKLBrjuB8bCO1YyhVCqlgJ+gnm7eSLW4n0ajoXq9nhoBUgLXe3BQUhfyAKlAYsUcIRVjLilTC/Gi1waE5aKLLpIk3XjjjTp48GDKRKyFgwcP6sYbb5SkJINynwRBPeRBWvE8kIEhewIR87Ky0go5IPuwVvnZHFzbMxzI3ThPyKMCgUAgEAicKDZMLB72sIfp0KFDJ2Mspx3yXWPkQvgaGo1GyjC0Wq30vvd7ILAfHx/X0tKSut1u6uWAtMorKbm0ql6vp4Cd8q2tVisZvRmjZ0rcGOwdraUjmQhvMgeRkFSQNyEV4tharZbK1C4tLaUAe2pqSlNTU5qfn9f8/Hyq3sR8YM6m/KxXuiIbAelBKkavjaWlJc3OzqrdbhcyJY985CN13nnn6Stf+Yquv/56XXHFFcdcx+uvv17dblcXXnihLrjgglQmV1Ih8Cd74eTBvSPItyB0ORlwwgK58OxF/mzlGQ8nGL4eSKTyylWBQCAQCAQCG8GGicUv//Iv67d+67f0ile8Qg996ENTAAWe/OQnb9rgTmVQ+pSSsL6TjbdiaWmpkMmg3CueAvpSEETm8iQ8EDSic18Eu9S1Wi1JmAi+ISiMDTKCcRpigHFaUmHnfTAYpACf7t/4JJAoSUo75vTwaDQaKatANmdkZESTk5OamppSt9tNXccXFhZ0+PDhlIGpVCqpqhbmbbIXVGKSlOYVwiYd8am02+3kv/i5n/s5feUrX9G+ffv0oz/6o2uWnP385z+vffv2SZJe8YpXpACfe4QgUMWKNcbkzhp6oM980IDQPRh5Uz33mayWvViLYLhRPghGIBAIBAKBE8FxeSykIzX+c5RKJX3lK1858VGdBiCAJogmKPbgm4Z5XvGp3++r3W6r1Wql4J6meQT8SIGkIwSGHhCUt3XzspukGQO+DsbY7/eTTwMZkweilIQlg+EdvpEkYfz260BinMx4Odl+v5/8J8wFWZHDhw+r3W6r2+1qZmYmZSkmJiaSz4FmgJyDTA6B8/T0dMrQEND3+309/elP17/8l/9SX/jCF/TsZz9b11xzjS6//PKCLOrgwYN6//vfrze/+c3qdrt69rOfrRe/+MXJzC6tdNaG6OUZB+aPdSebg4SMzzFfXvXJ/RJOFHPvhZu0hxEMsktOMDwbEibvQCAQCAQC68WGicVXv/rVkzGO0w4Yhgm+8ypB5XK5YP7Fm7CwsKByuZwauvX7fbVaLbXb7eQTkFZ2rKmWBEkYGRlJwXS5XE6Vo8g4kCmALHj3aqRKdKr2vgjdbjdd13fLCYZ7vZ4kFbppexds5EneFJBMCfdJ53HIx8LCQuo6TuUrOpVPTU0V/AOQBuYY70W5XE6ek06nk3woV1xxhd72trfpH/7hH3TllVdq3759uuyyy7Rnzx4dPHhQN9xwQ7qnZz3rWXrPe95TKFvr5WwhX9wzBMKJnTfr433vg+F9S3xuIRcc7xIqN4LnZWxz5JmTYeQiCEYgEAgEAoG1cFx9LBYXF3Xw4MGCPrzf7+srX/mKfuqnfmpTB3iqgp31vXv3pt3ydruddrbdP0HgTw8ECAQSKRrNOXmAMBBgkqXwXhVIijCPY4jGd+HBLp27KVnL5zCGk6GgdK6klGVxaRPjJbvAM0QjPu4BQuG7+vSroCkg2RoyD3Nzc4kgzM/Pq16vq16vJ78FGR3OTyYAElOv15PkrFar6eqrr9anPvUp/c3f/I3uueceffKTnyys4XnnnaeXv/zl+rmf+7lECCARyI3y0q+sjzdBdM8KWYdc1jU6OlroDk6WA7LAHOcEw4mCtFJmdlipWi/p6+PxErfRZC8QCAQCgcBq2DCx+MxnPqPf/u3f1szMzFHvPeABD9hUYtHv93Xttdfqb/7mbzQ+Pq4XvehFesMb3qBSqaQ777xTb37zm/X1r39d5557rq6++mqdf/75m3btkw0yFV4mtdFopDKsGK/JXkAyMG5LSj0larWaWq1WoRws3asJUgkYKdvqJVnpLYFBvNFoaHJyMo2DIFg6Uk7V+2FwPczgGI+p5ESFKkrE4snx7te1Wk3SkQC3XC4nuRMSLIzgEJuxsbHk2/Du3zQFPHz4cCIwP/zhDzU6OqrJycmCuRySwxx7Sd9du3al6lo/8zM/o5/8yZ/U1772NX3961/XP//zP+vhD3+4zj//fF1wwQVJnjYxMZGkW+VyWdJK1siDcQJ7juW63Kt3L/dnA1LlpWqZa0gS5BNS4KVu87K0ee8MMKyUrcvHeA4iixEIBAKBQCDHhonFO9/5Tj3nOc/RL/7iL+pf/+t/reuuu04zMzN6y1veol/5lV/Z1MH97u/+rr74xS/q/e9/v1qtlt7whjfo7LPP1v/+v//vetWrXqWf+Zmf0dve9jb9+Z//uV796lfr05/+dApStzvY2WbHmp3hqakpVavVo6RO9DvA0ExASgC5e/fuRBCoCOUBOcEn12ZHnACba3U6Hc3OzqpWq2lqakq7d+/W0tJSkhl1Op1EdpBkLSwsaDAYaG5urtCFm27b3W5XBw8e1MjISOqCLSn5MlqtlgaDQZJtIfchS4IHg4Z3EBIqRHG90dFRTU9PJ/LTbDY1NzeXfs/NzRWa8Xk5XQJmzjMYDDQ5OSnpiDfl8Y9/vB7zmMfoq1/9qh772MemksALCwvq9Xqan59XrVZLBnQ31kMEIYbuiXCviqR0b0jfOJbPIknjs17ul3PyTHiGxAlAno2QVJBN8Yw46ci7ducejiAYgUAgEAgENkws7r33Xr33ve/Vv/gX/0Lnn3++9u/fr2c/+9kaGRnRO97xDr3gBS/YlIHNzMzoYx/7mP7Tf/pPuvDCCyVJl19+uW677bYkD7ryyitVKpX0pje9SZ/73Of0qU99atOuf7LhZUWRrxC4EfBLSsG+ZxbwCHAOKjt5pSa6TyMncgkQx0kq+A0gF4uLi5qdndXc3FzKiExPT2vXrl0pC0FADMFAVoUJG4IxOTmparWaCNL8/LyWl5eT4Vxa0fcj7aJaFUGtz5OkFDAjE+p0OkkeBckgewLJOHjwoFqtVhoD9+VyL+aEilbMJedtt9tp9x8vCxI2SBYZmunp6UQOvPwuGRdviucZAs9IeKNBJ2MukXLJnJ/TSUvetRuy4q8PIxi5l8MJiRvCcx9HIBAIBAKB0xMbJhZTU1NJQ//whz9cX/3qV/XsZz9bj3jEI3Tfffdt2sBuvvlmNRoNXXLJJem1V73qVZKk3/7t39aTnvSkQuDzxCc+UbfeeuuOIRZITshAQC4Izp1kIM3xpnYYrb2SEv4LJE80yYNgYDbmmoyDHXPv58CY6Blx8ODBVPZ1z549yUtBxqJSqaTAEwLU6XSSB6NWq6Vyt3ggKINbr9dT9oIglywGGSi8B0iOkIThCcFbQVldKkhhUK/X6+p2u4kwIZmiTC1zRfYFEiYpkZxKpaKpqanCehDwk8HgXK1WK2UwkILR/RzyhdTJnwOvIsU6M5/I2MheMQcQDPdmeNlYgn+fX5c0ufQqJxjMgZMfCImTFWklExJZjEAgEAgETk9smFg84xnP0NVXX61rrrlGl156qd7xjnfomc98pm644QadeeaZmzawe++9Vw9+8IP1l3/5l3rPe96jhYUFveAFL9BrX/ta7d+//6jO33v27NFdd921ade/P5AbfPk3wa3LmPBgILWBLCCNQR6DzIkAG+M2pIQKTN7ngfNjnqYjNT6JTqej5eVlzc3NaWZmRtVqVbt27UpBO34EZDeMkYAXORLnpdEfHb9nZ2clqdDLguwBGQEyIOzGc/zi4mLhegsLC4m0QCjwYNDRe8+ePWq1WqlBXrPZTEZw5gFJ1sjIiGZmZlLw774XGvtB9hgHmY2FhYV032RIKNcLIOkuTcN0740QIWRe/cslUBjB3UPC+D3QH9YPw8kFc+uSJ0hI3kMjrx7F8Z7FCLN3IBAIBAKnDzZMLN70pjfprW99q7785S/r+c9/vm644Qa96EUvUrVa1e///u9v2sDa7ba+9a1v6UMf+pCuvfZa7d+/X/v27Us76uwUA3ayNwrkNfc36DTd6XRSgzyyB176E5Ovl04lSKZbNsSCQN7LxnLuqakpLS8vq91uJ68CnbaRQ7nkCCMwJMA/R4BLloPqSwS3BMtUfUJm1el0dOjQIdVqtVQ2dnp6WtPT08nbQVd3SI+kQrlYDOsE1V7tCTKCyXt+fr5AGgjsx8fHtXv3bk1OTiZi0263NTc3l+RdZGDAYDBQp9NRs9ksZHQgccjJ6AFCNgnyhMm8XC5rcnIyjYVgnTkjG4Ex3eVNmPN7vV4ynpMJ8QwC851nMCAQ3I9XrPIMhpe09fv37t7DPBnDembw/dqqLAbX36rveWBjiPXaeYg123mINdtZ2A7rtZFrb5hYNBoNXXvttenfv//7v6/f+Z3fUblcPqoL94lgbGxMzWZT73znO/XgBz9YkvTd735Xf/7nf66HPvShR5GIfr+fdO8bwR133LEp490o5ubmtLS0pFtuuUWSEmkgCJRU6E9A9sJ3lekHQXANwYCMsGuOLIaAcWRkJEmkOC9VqghE+U1WhDEi46FBn5MegmHOT9WovKEbxnL8IZyXnW5M3wSyeedsyIGb0HOjMffjvRmYMycYBPY0HYQMUL61UqmkhoMExXfeeWeSHkFAPKCGELp0iHPSyM+b+XF+5sBL0pIZITMBsfC55b78eeC6PDOewfDxSioc734Jzw4Bz0jk2YnVel7kfTO2IouxVd/zwPEh1mvnIdZs5yHWbGdhp6zXcfWx+MxnPqN77rlnaIbgda973QkPSjpSurZcLidSIR3xdHzve9/TJZdcogMHDhSOP3DgwHFJsS644AKNjo6e8Hg3ina7rX/8x3/UYx/7WElK3go33/KbYBPy4Dv0BGm+W09gi4SJgBHy5QQQAtftdtNOOGShXq8XZDVkOSAJvV4vESTkWwTDfBbdPYG6B7BIsiSlYN9Lp7p3guwAO/gE/QTpdOb2Xg5IhPIKWUtLSymDQGDPvC8uLmr//v1qNpvJl1IqldL9fO1rX9O5556bnhk307s0ye+TxnvMAQb16enpJJHatWtX+rx3HZeUKmRxv2S03MDuvTNcHpX7IJyA5FWdWFffmVgrg+E/ns1wr8ZaBOP+yGIsLS3pjjvu2LLveWBjiPXaeYg123mINdtZ2A7rxRjWgw0Ti//z//w/9Xd/93c677zzClpxSZsaIFx00UXq9Xr65je/qYc//OGSpHvuuUcPfvCDddFFF+mP//iPC1V0brnlFr3mNa/Z8HUIxO5vsMuPbwAyQJAIIUDOwlyXy+UUeBKoSkoSKjIT7HQTWPd6vYI0iYzBYDBQvV5XrVZLvR8IxCnnSjbKCUOv10vBPCZvyq+ScSCIJZNRKpXU7XZTYIyExxv9IQMaGxvT5OSkGo1Gklfh40DmgwfEvRn4JCqVSgrmkY3xWYJh/BsY5Lnuwx72MHU6Hc3MzKjZbKaxQcDotyGtVLSClLkZG7JHYO7ziRdkbm5O1WpV8/PzqX9Io9FIcipkTXRXZw2cVEkqeEx4fpxs+ljJYjH/0kqQ70Z2PueZsmHZiJwwruavyEvV5t+Hk0kwtup7Hjg+xHrtPMSa7TzEmu0s7JT12jCx+PSnP60//MM/1DOe8YyTMZ6ERzziEfrxH/9xXXXVVfqd3/kd7d+/X9ddd51e+9rX6id/8if1zne+U29961v1kpe8RB/60IfU6XT03Oc+96SOaTMBISKYcikRATFBojfEcykNmn7fuSaL4R4EqiQh+YFYIKuRVMhM1Gq15KUgS+FVngg+CdgJ9Ov1uhYWFlIQTCDd6/UKgThBKoEzDewgHnwODwLZk0ajkYhPu90udOj2TuDj4+OampoqZEHILEC2XOJFlgISBDnZs2ePHvCAB6SqWO12W4PBQDMzM6lk7dTUVGGufa7wakCCIANODMksYSKfnZ1VvV7X9PR0Mp6Pj4+ndXYC5sZ072TuzQt51vCpYAqHzJKRcLmaZz5yORnnGiZ7crmbdHTvC/dxDOuTwXtRUSoQCAQCgZ2JDROLs846S7t37z4ZYzkKv//7v6+3vOUt+tf/+l+rWq3qpS99qV72spepVCrpve99r9785jfrL/7iL/SYxzxG11133Y5pjietlE91uQvBFVkHyrMS3BMQE5gRCEMQfNeaYB/CQFBI0zcCWpdakWXAO0BXacqdcn1K3CJB8mvwd6PRSASBHwJ7NzsTvJJ94b7JtOTZGe9R4b03kPBw3/S2wCzdaDSSF4XeFATf/KZk7NzcXMoMELg/5CEPUafT0X333aepqalUmYsGfXhFmJfl5eVEqigry84/FbuQL42PjxeyRTT0m5iY0O7du9VoNBLZ8SpRhw8f1vz8fCKaGOIhGe7RQWbHHCBBg4iRVXGi4XI8/BwQDJc6eSUpL5nrvS+GVabyzw7zbERFqUAgEAgEdhY2TCze8pa36Hd+53f0spe9TGefffZR5s4nP/nJmza4yclJveMd7xj63oUXXqhPfOITm3atrYD7JHJDrZfyzIN8mqJREYoAmmwHxyFRYofbO3eTnUAaw3nZ7ZaUMgBIezwzsri4qFarVWjox/GMo1qtpopP/GAYdxmYm47xVkhKRnD3aPCbIJ4+GZAQgmmyC5VKRa1WK2Vidu3alTIrmMw9GCYIXlxc1MzMjGZnZ5PJfGJiQlNTUzrnnHNSE0EI2oEDBxLpgRg1Go20DlS1crna2NhYIileHrjdbmt+fj7186hWq6nUcKPRSGQSCRaVqpBKQYaYUwgs9whh8IpdkpLkzb0+/rcH/pxH0lHEwcmJE4zVStMOIx1SZDECgUAgENhp2DCxuPXWW/XVr35VV1111VHvlUolfeUrX9mUgZ0OyIMxDLeuPyfI9fKxGLEJhNml5xwYkyEATjQWFhZS4MdONcSEAN6JBsEeBAOS4QSD3XbOB2GAuExNTaUgu9VqJUKEKZv7wrSNN6DVaklSkv0gs0Hiw869eyy4V85FNodyrXNzc6knCHIp9zKwFlTNyv8+dOiQ5ubmNDU1pQc96EEpazE/P19o/NdoNJLhmoyMy5+YHwgSXpJ+v6/p6emC76Tf76eO3pT2nZ6eTo33/D4Zj8ujvByt/3hBAEiKy928KaE33JNUIBrAs29eVMArXnlzvZxg8NmcxKxWeSoQCAQCgcD2woaJxXXXXacrrrhCv/ALv3CUeTuwfngZUg+UPHsBycCsQ2DtJltpxbjrXgzfFYc4cIzLq7xPQn4sgS7Bp1cI4jiCbtf0z8zMqFwup8wIO9VjY2NJRtftdpPZm+zHYDBImRdpxfS8vLysQ4cOpepMkCtM1F5xiUZ6eDXcaM19ID2amZlJ/S3oLcH8LC8vJ7mSB8atVit17kaSxTnoUs69IamanJwsZCScZBB4u3GdNSRLhKSq1+ulbMbMzIzq9bqmpqZUrVYLZYrxuTjB8PK8PEteGABi5RkfnguIGaV+eR5XC+5z+ZNLpLw6mEuh1vqsk+1hWY5AIBAIBALbAxsmFhMTE3rmM58ZpOIEQaDtwbOkwi6uB11IUjiOAExakSwRtLqunuAMHb77Cii/ym61y5LYCa9WqwUJFrv7EB434rLLjllZUiEo9R3varWasirNZjP9TWM7SSmrQgUpSSmwRgJFNoX3IVns1ktHMh8+Zkidd+o+fPhwoXHf5ORkYTffy9YSsJOlITgnM0OWARP7wYMHJR2R9nmjPM/2kBmCOFarVY2MjCRvyuTkZMHozc/8/HyqauXlgSFCrB1ry3khNO7X8Tl02RvPmD8jkBngBm6ezzzTwHXcEO7PqCMnEG72jixGIBAIBALbExsmFm94wxv09re/XVdddZXOOeecowKCwPrgWnuCSmklK+FBphu9IRcQD6/Aw/sc4/ITSAhyJeRMBJCci8wEkhiM1mQJCHS5HoEn2QLGSRM3SalyE2P2ak+SkqEcwzMEhcpUXqUIcoLHgYwEJMQlVWQbpqamks+BDtfSijmY0rOUmG00GklCRGaGdfHSuZyT3f52u10gDlSNggQ0m001m800RkzulM1lbFSBwvRNla6lpSU1Go00vxjIJyYmkr+iUqkkszf36CZuKnS5tM3XwkkG5NKldJBXSBVr7j1VhlV9yjMR3mvDPRs5ORhGTvz11QhMIBAIBAKB+x8bJhbvfve79cMf/lCf/exnh74fHov1wX0Mbl72oB1S4M3HpGK5znyn23d6vR+BB1yQDAgGwaL/YNx18oABmnNQwtVNunxeUjIZe9WlsbGxRE44p5vYJycnCxWVcsO4pFRClutiIndvAAHvyMhIIk5kYsgS4DnhPcZCxsTL4HJNzo2kivNhgIZgUAGrXC6nQJ/3MFtzzPj4uHbt2pUyR5TTJeNCSWDmBgkb6w4RgwzOz88nP0aj0ShkiiCN3meE++Z5wdDO8+I9OXJvj/fEgKjwt59jLRLgpNqzFDmGyaTyc+bHBAKBQCAQuP+wYWLxtre97WSM47QDQa13uoZc+M6tS3dca54HWN5zgOP9vP45zsu/vawojdkob4vZG3mTf75arUpSOh7JDVIcvATo+b0nB+MhMPWeC6VSqdDTw4mFy3N83Oyid7vdJP0iqOVc7PpjMKd0rnfEZs6Yn8OHDydPS7lcTpkNTN/ATfVkfbzaEiSjUqmkqlRzc3NqNpvJ80GlLAgZXg3WZXZ2Nh1DxoQsFdcni4EnY2ZmJmVRXL7EM9Lr9VLmgepUkCzuz5/Hcrmcru3NFiFK4+Pj6vf7hV4qZJP8uv4MsO5OQijNOwxOJNYiL054/VqBQCAQCARODjZMLC655BJJUrPZ1Le//W2de+656vf7ajQamz64UxkeSLETL6mw0+vSEgK9YZkMz1JADAiqfAfXfREeyA8Gg0LAubS0lDw0/BuCQMBIwMaYkdcQ3EIsqDbV6XSGEgxJhfMijyFQ5dyVSiWNAYJB1sGlUqXSkSZ1mMEpWZtXYiKI5ryQJsbuFaLGxsYSCZmfn089PfDGeJ8QDNgE7RiW3eeAzOqBD3xgqlRFB3AwPj6eyAhkCvJBh2+yM1JRwjQ5OZkM3N5QkDWqVCoFzwtZD0lJVra0tJTO71kdz44xBu8UDxFFruayJzqb51WfeM78t5PhtTIPeUnanGTwd14oIbIZgUAgEAhsPjZMLPr9vq655hp9/OMflyTdcMMNevvb365Op6N//+//vaanpzd9kKcikCERvLkfwqVProOXVgiJS6Z8R9b/JlDN5Up5kzNJhcyEG4C9PKikRBg8QPNgkoCTMUACkFzhm+h2u2m8nI8ANvc1uHSLH/edkM1wUoTZnf4ZZEHY2SfIpiM2c+DVmtzk7RkfSubSbRxSgt/DpWMQjl6vl7Il3vywVCppampK09PThUpZ3uHcJWtIkchIeA8RsjXSCkEYGRlJGYxms6mRkZEks/LeI8w7MigICOspKd0LhNcN8cylk4bcP8Fv5oDnOpfweVZjvQQgz2I40fBzDDsuEAgEAoHA5mDDxOId73iH7r77bn3iE5/QS17yEknSr/3ar+mqq67S7/7u7+r3fu/3Nn2QpyLyHgEeRDu58N19gn6pWAkHjTyBmxMTgjVJhWwGO+lcL/df+PX4HDv6VBTyoD/XxnuAm2v36Sjd7XbTrjrESlKSJ3FvyGggD5yXIJ7xIOshMF9aWkolXsma0CzPzcfIe1wC5WV2uR+viuVkyD0Fvkvu68IxklK2Bc8KfSYmJia0d+/eggyq3W6nbuXMhfcI4b4gS6wT9ycpNSrEaE4WA48MRI61q9VqSVrmBJjnlYwGRJTnwg3Z0op/huwFxJE18yxV3igy9w7lmYa1pE05KXHJnBOLPNsRJCMQCAQCgRPDhonFjTfeqHe/+916zGMek157zGMeo7e85S26/PLLN3VwpzJyfbkbXwmoCPx9t9yr57hcivNwLt8x9mDXd4e9xKiXoQVcix/G56ZurzjkYyXwde9GXm60VqulMrN4FzAqs+tPkDysJKpLkVyyJK3Iq1yiRIlXZE1e+UqS6vV6kjFBCMrlcpI0IUUie4CnwpvKkRlxjwX3gfQIydry8rJmZmZScF+r1dI9jY6Oas+ePWq1WskkTUaEHyRekEOyIk4SXTpFTw1K4nqDPIiBZy0YE2tCliNvaOgSPCRkzD2/c28H64uJnGyHZxvyZ5ln3J/5tQiGS6By4jvMj+HfoSAZgUAgEAhsHBsmFq1WK5l2Hb57HTg21gpeXJfufglv1kbg6zvtOcFwqdOwJmMEW/SJcOM1XgPvh0GAzrXoI8EOvpMMglMyIz4uDzLdfDw5OZl6OzSbzUKTO3bG3RjMbnqeDeEeKHHrc1ipVArlaCEZo6Ojmp2dVavVSn0akGPRw4G+Hp75YW7pW8G6ME/SSslXflwixXHLy8s6ePBgGj9zS8aHPhqQMEzcjMezAWRX3CfiPUKq1Woidb5+PmcQjE6nkzIlZDEwx7tfBHLnDfg4txusJRW8HZIKzw7v5x4jwDoyrxyTV07LMcxjESQjEAgEAoHNxYaJxU/8xE/oP/yH/6C3v/3t6bV7771Xv/u7v6tnPOMZmzq4UxlOCIaZWTmGDEOuXfdshgf/eWWpXJqUezH8GgTA7l/wcrHsSHOs+zE8WPdxeblbJzYebHoFIu/vQKWpdruddu453mVKZFJ4ncAz75zNvBE4Y97Gs0DQ7mSDwB7JEtfhPtxb4V3A+TzmcTe6M8fuW/FmgEjEmFvmF0kRPhDK1pKNofoVRnBvqMh5+d1sNlWpVFSr1Qp9OSBQbmCXVCAZ5XI5ETzvi+Jkwz1AfJ779wyde4tctufPsxOIYabsYWR1NazmxeC6wwi4fxeDZAQCgUAgsDo2TCz27dun3/zN39Qll1yi5eVlvfCFL9T8/Lye9rSn6bd/+7dPxhhPCwzbmc0DJA9uvEKP/7ixmsCJIM+v4UTFAzYkTC5lcT0/RMF3pKWisZrdbd+1J3NBZkFaaQaYZ1fIOBBo00Su3++r2Wyq3W4XduPz3WjGTMDpY2HOIEgE3gTlkCdITV46VZIajUbBFO0yHa4hKRnVl5aWCuQLmZR7CxgPayMpzVen01G5XC70iCCrBAmCLExMTKSsDDIorsd64stwglGtVpMUjGt7gzzWzatTubcEj4hnXChv688L52Gu8k7cbvbOCxQ4EeBcfk8+nzxfa2GYx2JY6dr8+xgkIxAIBAKB4dgwsZicnNS73vUu3XvvvfrGN76hxcVFPfzhD9cjH/nIkzG+Uxa+i+5BSi5nAsOyGZKOymT4rjw79+jX/TOc06/HedybkGdTOK/Ln5DeuKGXIBA5EYFf7iHxbEXe40JSkt1gGqaa0sLCQupo7b0y2LmmvC07/Z4ZwtSNz8DnjDFzHfwHBOZzc3OanZ1NGQz6Y5Dt8LUgyGZdICH4MAiI8apAXtw/QrBL+V2yBl6GFwIDEeIYyBI7/swv44VELS8vp34ZU1NTajQaBTM3VbZoWMg84r2AYDCOiYkJdTqdtHaMA0Au8J1ARr3iGMfxt5fidYkZ801GBK+Ilx8+FgFYjTQMk0qtdXwgEAgEAqc7Nkws7r33Xt19991qtVpqNBo677zz9OAHP/hkjO20wGoSqPz3eoiGG2XzHWAkJ8hy/HgPwPJgarVxEDS6Rp/sBYTBj3ddve8u+2617xa7EdzlSwT+vV5P5XJZU1NTaRed3X06XxPs+hz5WJBKUaUo94vgGaD6FEE1ZENSkkmNjo6mykvcj/sVIBPMq5Mhz7AQ8Lv8jXkjy0H5XsYzOjqqRqORgn0yEa1WK/WsgAQNBkXTvhOG5eVlHT58WIcOHVK5XNb09LTq9Xo6HoLB/XuVLO/ATTZkYmIilbZFQlWtVlPGhbXt9/uJXDBGz4x5WWEkWy75g2h4UYF+v69bbrlFN998s+6++2495jGP0SWXXKJLL710Xd/HnGAci2QEwQgEAoFAYAPE4qabbtK1116ru+6666iA9vGPf7z+r//r/9LFF198UgZ5KmKYD8KDFf/N8fnvnGjwGwLBv/Mytv5aXuKTzw0LkpCO5Jp3l6wQeBJ0MhYyBwTrZDc4H+dnLD5+yJDfg5ehxVRN8E1g6T/swOdBv3tFPFMAKYEweXUrZEZIjA4dOpS8BWQIkBKRpSBQZp3oDcHOPRkf7pvMDmZ2qkCVSqUkkfJKYnwOGRTEpdfrqd1upypc3iSPIL1cLqdKUVSZWlxc1IEDB7R//35Vq1VNTk4mQzvNMBmbZ2qQSUHAqOoFGWy1WinbgrwLouUNEZln9+24LyfvpcJ7y8vL+sAHPqD3vve9uv3224/63l100UV6zWteo3/7b/9tWoNhWCuLMYxkRBYjEAgEAoF1EovPf/7zevWrX62f/umf1r59+3TuuedqcnJSzWZTX/3qV/Wxj31Mr3jFK/Snf/qnesITnnCyx3xKwCsv5Z6IfEd02G9pbbLhx7NLL634GtxgPewc+ZikFeMxY+T4vDoPu+kEqMiEfIfZd+P9fvJruWzLSRElSxk/8qDx8XH1er2ClIkA2/tgOFmBUDA23mOcrBdmcUhEv99P5u/BYKBOp6Nms5l29yuViiYnJwsEgdK1ufxrmH/ApWWMkbnhWAJ7DNMLCwspaPe1wDfC+Kh8RTaDzAqZE0jGYDBIkrOxsTFNTU0VyImXDIbUMaeQDPqGYFInA9Rut9NcUdmK87CWmMP9+fU5cNLR6XT0i7/4i7rxxhslHSFZl112mfbu3asDBw7oxhtv1G233abXvva1+su//Ev92Z/9mSYnJ4dWn+J5HEYahpHvIBmBQCAQCKyTWLz73e/WL/7iL+qKK64ovD49Pa1LL71Ul156qaanp/VHf/RHuu66607KQE81eBBJsDSMZORmUv4e9pvz+m83RXs2ABmSy448oyEViQTnzPXt/r6/jkzKTd9ONggenZTk/Tc4rwfYzA9BKiSAHg68nldagmhASKgCxa61B8Tca571GRkZUaVSSQE888gYfTe91Wppfn6+EIRjkva+GLlHwMmDZ4J8fbietEKoBoNBkmHRKJCMzujokQ7h+Eowb0MWmCdM6ZIKfSpolLe8vJyyMxATLzmLJAwSBpnzCk9OwCAZdBD3niKQJggGxKlUKhWeXbJICwsLiVRUq1VdffXVeuUrX6kzzjgjPZsHDx7U9ddfr3379umGG27Qv/k3/0Z/8Rd/kciUr7t/bxx8X3LCECQjEAgEAoF1EouvfvWrestb3rLmMT//8z8fDfI2AN+RzXdGPWBfTYYhrZ9sSMMr3wzzZORZAQ/yCRp9x9YDwZwQ8L6btslguPwHqRHH43dgHLlnhHtwKYvLoqjohHSKeyWAxJPgBMNN6mQ58Dv4fTJ+AnL3guAPYGyMHwlQqVRKngf8BuzyQ5AgNnlFI78/vycCfy8R7H4XKjMRLE9OTibigSeFZoEQCMZPXxOvysX7i4uLmpmZSceSoXE/R61WS3OMl4P5gpC52RzDuWdf8ISQ3cCv4SRjcXFRH/jABxKp+PSnP62nPvWpR33n9uzZoyuuuEJPecpT9JznPEc33HCD/st/+S962cteVgj+80yek99h370gGYFAIBAIHMG6iEW329X09PSax+zevVuHDh3alEGdTvCg1YNpAhAPMIfJk/Kd1WFkI3/dz8dvr840jGR4sOWkx420ko4iGnnGw6U3LpVysy472JASH6sHaG7MJtAkeHaZE9WfvBIRZVjZNec9ZEVuBPYu1ZIKJWK9ZCnjY9yjo6PJyA6ZgvT4earVaiI67PY7uWH33te8UqmkLBBz5eV8mYtWqyVJyf/hpIQg3r0QXtUJckR1K54RxuVkEcM4lbvcQ0H2CiLlhBLiyGvcJ5+tVCppvqg65T1ISqUjnp0//uM/liRdffXVQ0mF42lPe5quueYaXXnllfqjP/ojvfzlLz+qBLJ/R1YjGl6V6kRIxrDPBQKBQCCwE7EuYsEu7Fpw3X3g+JBnFHKiMSybIR3d6CsPTpxo5GTDf/sYvOGYG6ZzyZT/eMUpfiAa0tF9A8hk4FPwMqgE2WQMCMI9g5DPCSQH8lAqlVJ/BgzUnU4nERcCW34j4WJsEB6IByVfPfjMe3xwT5ISOcj7eWDodmOytCJ/yslXp9NJJI5zQAa8tC/EzYN2ng/mlOO5xujoaAr4/bPtdjuRC7IOHJ9XiIIIMG9kP6SVjAmmdkoHuwSM8/j6IZVrtVoFksL7zMHo6Khuv/123XHHHapUKnrlK1+5ru/a5Zdfrn379un222/XF77wBV1yySUF748/+/7vY2U0/DuWZzlWIxn5dzNIRiAQCAR2KtZdFeq//tf/mqrBDMP8/PymDOh0AYHuML028ADcA2hJhb+PJZvKf/P59fyWVqpAcS3PbOTEx993yVVOmriGEwd2uwm2CTY9gPX58HO5FIggGskO40dK4xIlGsxxHeQ6nJOgFs9GvV7XmWeemczYblL2LEWn00mSH8bKb6/I5H00IDNOqEqlkur1ejoesiOpQP743MTERBpHXlKWZ2BsbCyRBp93skxIxjivdyLnnJAMgn2fN8gimSE6p3vVLEmFPh+Yzbk/r6I1Pz+fyBWkRlLK5tx8882SpMsuu6zgqVgLe/bs0WWXXaZPfvKT+sd//Ec96UlPKhC13OPkz6uTitWIBq+vRviDZAQCgUDgVMS6iMXZZ5+t66+//pjHPehBDzrhAZ0u8B1raXhJy2GByLBsBv/OZTnHOp//5hxr/fZzEjR75abVMhkEgLmUKx8nx7uh2Eu1EnC6LCmvSJVLsgj0Cf64Pjv1tVotZRGQ9EAYIA0+34ytXC6nzxK4dzqdRGjwW0BY8EFISsG/Nw2ketOw7uTcK/eT+0kGg0E6h2dSCPglpZK0lNolE0ImoN1uJxKFMZt58TK09NKAxLgvA6LhRAQplHTEn9JsNtPrHsh7Q7tarVYoWwxpgqj4NcfHxzU7OytJ2rt375rfuRx79uyRJLVaraFlbd2bMky+5ETav5u+XvnzPqwCVZCMQCAQCJwqWBex+O///b+f7HGcdvDd3lxCIRWrOh2LaPhnh/kzctlU/lp+zWFSqpxk5OdjN37YePwcblD2jMYw2YgHeC7BItD0HXzPCLg0Kzebcw52/TGLQxJqtVrB90F1IwgH1+T8nm3BwwAhIQhHRsTYMGwjvYIQIGVi3ujV4LIojiOrQVBO1Sp/VrxkrkuuyNpwfy7F4j7oLE72gSwMwf7i4qLm5+fT2rhPgnMxTkzfjAVvByZ41sc7cHtxg3q9XrguZHUwOFIKl+fmwIEDR3/R1sDBgwclSVNTU6msrRNY1o/1dc+Py8y4fp5p4n0IbU5A/Pvvz32QjEAgEAjsVGy483Zgc+ByoZxceACR7356YDKMJOS7q/nPMNlUfo4cw95bLZvBa/zkHgv/N4EyQT5j97KynNdJC8EnPwSa7Dq7RCyXdHmA5xkVMg34Dzzj0O12E1mo1+uJQHAtHy/yKScaXIOdcY4hg9BqtdJ9uYme83on8NzM7h4PjvHxQEqcmAzr3UEmo9/vq91ua3Z2NgX19Xo9zQskCCkYAbj3xyCj0ul00v06gSCbQTUp9044GfbPQDS88R7jePSjHy1JuvHGG3Xw4MGUiVgLBw8eTP0uzj///ERynNwx78yLZzCcaPAM5v4Mz5L5M8h3Oi8v7cSFOQiSEQgEAoGdhCAWW4xhmQAPJqThu/5gmHE7DzLWIhl+zfUSDd733/m18usyVj+OoBjk2YRh48qzBARvSIk8K8K5PZDzneZ8Nzl/jx38qampVNZ1ampKD3jAA1LA2el00nXZ4ZaUiANB8GAw0PT0dBoD51teXi5Im1z2g+/ASQWZBuYA4uGN+vJqWYyJ0sZ4Glx6NRgMUhaBaywvL6vdbqfeFbVaTY1GQ5VKJUnBkElBWGjCNzY2VjCh02yPKlb0r2i322m+kGEhFeOc3oUb4kTWZXx8XJdccoke9ahH6a677tL1119/VL+dYbj++uvV7Xb1+Mc/Xo973OPUbDYTYXCTupcTdoO+E36Oz8si59+H/DuRZ5e8m7g3Z8y/A8O+X3kmMYhGIBAIBLYCQSy2CASvLoXwAEQqNkuTjiYY/pp/Zq2MxmqB/1r+jPwca+FY2Y2cGHkGg2DSJUs5OfAAmwCMOST4JBglkCXYzs3dvOdjxpPBtRgfO9TT09Oanp5OpAGpFH8TqBOg87lyuVwIwJFoeUYDMsT9tNvtwnPi6+875YwVMzcEgWA197h4ZiGXmEFK8GC4dKvVaungwYPJQD01NaUzzjhDpVIpyaTIbEC8kI+RjZmYmFCpVCpkmCgpS68KjiOj4QG99xPhmRkZGdGLXvQiXXvttdq3b59+9Ed/dM2Ss5///Oe1b98+SUf67zSbzURqyMA4gfHny+eLbBXz5tkHN8Dn39v8mXOfhhONPKvE/eakfhjBiGxGIBAIBLYCQSy2ELm0CeTBwbAdf17PAxfpaG/FWhmN1SQWw/wZq5GO9dyn/3aixLWcKHBMTnx8t98JSD4mAjGC7eXl5UJvisXFxYJEyImAZzDco8EO/vz8fCrNWqvVVK1WC0E5O/h5YE/QjceA+/GeFeyQ857fP0SIgJUA06tZ8Tqm5sFgkJrU8YO0i4wPZGRkZCSZ2TGF0wAQnwilernPZrOp73//+5qYmNDU1JQmJyc1OTmpUqmkubm5QjbHTfdkR3ieW61Wkhl1u12Vy2W12+1EQrxzOefKMwSXXXaZPvvZz+qmm27Ss5/9bF1zzTW6/PLLC7KogwcP6v3vf7/e/OY3q9vt6slPfrIuvvhi7d+/P3VF98IBXCs3c/O8MXc8i/79c5mT91jx7Id/1mV6Trx5xnPZFGuWm8FDMhUIBAKBrUQQi22I1WRGUpFseADs7+XVmYYRAg9Q/LW1AhP3Z+TjPJ6AxfXzfo1h40aawnsE1J7RWC3DQkDvxmDvCeF9Gdhp93Mi41laWlK73U6ei3a7nYJQzjE5OVkI4PEh5ASDsdVqtUIfD7wLBN/MAxp/MgqQEQ9wOadnRHg+vGzuYDAolNqVVGg2t7S0lDqDE+y7/GgwGKQ+F2Q28GRQknf37t06++yzk1yMkr6eKYKsQdwgcvzN7263q3a7nTI/LrNiLavVqt761rfqTW96k2666SZdeeWV2rdvny677DLt2bNHBw8e1A033JCqZP3Lf/kv9aY3vUljY2Oan5/X/Px8Oj8khpK5SLeYe747edEA71XCs4wnxEmff/fywgTHIgr+bOfH5uc/FsnIvyeBQCAQCJwogljsMKxGOjx48KCC1zxgH7aDmRON3A9xPERj2DiPdV95F/I8ayOtBFB4BjyTwd9OTtxASwA4LGtCkOckAzmKpBQQE+S67IUAlB9kPJISySC4pkEe/gvIQa1WU7/fT94KsgNe0YkAFxJIsMs9eLDNnHBfBP5c06tYYbSWjjS1Y9zImCAZSIXwnpB1mZubS6Vkm82mDh48mLI6jUZDU1NTiThQltcJG54TpG2My70uXJ9/89xUq9V07DXXXKPPfOYz+vjHP6677rpLn/zkJwvP2aMe9Si98IUv1HOf+9z0vLGuvV5PrVZL7XY7zVe9Xle1Wk1EhufO59IJkbRS6pfxurwpl0Hl38OclPDMgjwr4tkL5pJz5pLItb5Xkc0IBAKBwGYgiMUpgvUQDklHEYxhZEPS0N3QYdmRk0k08l1bv66/50GmS6XYFXeyMcxL4pWRCO5433swdLtdVavVtJPNjjtEwbX4ExMTKQCmZwa9IchgkPkgm7G8vJyM0dwz2YtWq5U8C/RzoMGd74gjiRoMBoW+EgS/yIfY+ZeUiIK0QoIo48q80LPCK1qRTZiYmEiSMILzTqeTqkuRCajX6xofH08G8EajkTwYvV6vIHXiviEaXIfnENnSyMhIas5JsH/ppZfq6U9/ur7+9a/rG9/4hr7zne/o4Q9/uM477zw9+tGPLjwH/vxQVpe16Ha7OnjwYCGTwZyTAfJKUnw3IDk+fi8MIK1U/AJ+jGee/P1h3w3uwZ9xnkOe55xYuyQrJFOBQCAQ2EwEsTjFkQf0w4jBsGyGV7bJMxv5eV2SlZ93tc/4Z9dzD3kglculeD2XBjnJcPnUMGM4n8nJi6TkjcBHwBxh2PbMCdIfdr0JeL20Kpp+b/6HbAqyQbZhaWlJjUbjqMwHfg8IjPtDyHT42vqOP1Io5GVTU1NJatVutwvj6vf7arVaiTQh3WLH3JvbQRwgT+12W81mM0mnmJNqtZoqS/GbgB4Sgi+EjEKz2SzItVhzPo9fpVQqqdvt6oEPfKAe+MAH6lvf+pYe97jHqdFopIwOcwQZ8oDcmyDyPvMNOSMjRR8Sng/W16uWeT8M1ij3TOTSJjf2+3c0J8T598OfX193/z6sRvg5/2rSqyAagUAgEDgWglicphgWoEjFDt6r/c4/P+y80tESjNWIBn+vN6uRZzP4PWwX1omGd6Z2k/QwCRX364GY+y8IGiuViiSlAHhxcTGVvnUi0+l0NDc3l7wKSGvIChCYeglYAl8CfPwcBO67du1KjeqcEEA2JCVZlBMrB4EwVbMqlYrq9XrKVHS73UR6kCe12+3kVXGjM/IdzPEQqN27d6dAfnZ2Vp1OR81mU7OzsykDgqeBzAdBNsE7a+bNB72iGPIwMgrcF9K1+fl5tVqtRCzK5bIajUYhIwWZcp+HdEQaBhlA+rW0tKRWq5X6d1ANi+pSntWpVCpHla71OfNmjTwP/r3k+WUN+Zx/n/IshUuu+Jt5HSbJyo/171pkMwKBQCCwXgSxCBRAYCMVKzNJRWLhZGNYQJIf7+fPq+isFtCsh2jkxwzTkA/bfaV3BMd4rwsPMJ1oeVUp7oGAlh1ufAsc47v+XIesAzIcz2oQoObdsbmWEwOITqPRSJ4FzNJUceK6rtknaGYtqPI0MjKSDOk0+Gs0Gul6bsKGKCwsLCTjc+578UAYQrV3796CfKzb7SbSNTMzUyBZyJ28QhMyM9YHosOz6lkbMglOzDqdjkqlUiIbpVIpNT10SRcyNXb8/d6Ql3nAzlpQItizVFS9gnAgdfOKUDyH0pEGgjnB8CpneVbRixjkXdjz7wLzk7/vGcBh3yk+s9r3NIhGIBAIBKQgFoFjwIMGlzq5hlwa3szPz8FrubE6D1L8mmu9t57xcs31EA12hZG5cC8eRFNZyhvacU7kNPlOM7vu1Wq1kB1BXjMYDApEg8A5Nyfjc3CZ0+LiYioPSxbDzdjeGbvVaiWykWdkfB68QzhZBALrer2uBzzgAYmAtNtt9fv9NAbG5M8LO+Ts9PMamYJKpaLp6emUGYGsuInapUcQJJ4jCJCkQgUuf9YwlrOu+CF6vZ5GRkZS9oOMR6PRKJAMzkdDQ54DN0y7NIvnodvtJvICcWFtITRjY2OJQDkB5NxkM3w+vUQwpIPP5mVsc4kVa+8mbz8u/844kcizXcPkWOvNOgYCgUDg1EQQi8CGMCxw8CDE5Skgz1AM++3Bfn4tD4w2mtXIZVNrXTsnL149iqZzU1NTajQaaVc+l8+4Jh4i4bvO/KbztWv9JaUdeO57fHw89Z1wLb5LaXKJDSVfCXo5Z6fTSVkHCAe9Jtx7Qs+P5eVlzc3Npc7e7XZbBw4cSIQDKRE79ZACH9fS0lIKqKvVaipxSwUono+JiQnV6/WCFAz/CkG9G8qRGGFKh7RgqHYZ2uLiYsreYHYnm+FSMebfMwaY9Z0QQIAY+/LycvKMcA7WnewB/U24drlc1vz8fCKqzE+1Wk3ElWyJ/yabwnPKPeR9PfLvJcjL3Q77DqxG4vPjWGP/nua/I5sRCAQCpxeCWAROGGsFIARFHOefyf0L/M4DIg/8OJ4dZj/nMDPresa5GuHJgywCOK8AlJvDXfrkPTMGg0GSNPm8sJstKTWl83v2UqhulM6rC42MjBSyFi61ITiWlMbWbrdTBoMf5Dy+U440C28DMiICWYJkmutJRwLrZrNZ2Mn3xnjlcjkF6BANPCr5cT6njInPeU8Quq5753B8DvybeS+Xyyk496AcksJ7Y2NjqRv4yMiIarVa+htyJyl5ahibkxaXm2H8lpSuwecwliOZqtfriWyw3m74hqiz3l4ZzO/JZVLDCEQe/Ptzw799U8AlVLnUyr+nObnI/x0IBAKBUxNBLAKbjmEBPL/975wU5NpvqSjXcc+GS0T4vJ8nP+8wsrFR2RQBO5+VVMhqEJT5uL26EjvZkBBIg2dI/O+FhYUk3yFA9S7h3B+fy/Xz7GAzLqpMEbgS+NPIj6yGN/ZzouQBKoSALIGXlaUTN2PEYM7fkC3GQXYFguGN9HydaOK3sLCQDNpkfCBE/K5UKol8UP4WokGw7Z3HFxYWkrE79x9wb/Pz8ylzQSNEb4BHMM+4WQ/mhapcECI+VyqV1Gq1UmBO1SwyPV7qljlgnV2u5Jki/s3zAXFyAuzfQZdU8Tz5dzAnNDwHLo/077o/d/6MM27/CQQCgcCpgyAWgZOOteRT/D3st6QUFBGceIZgGAlwaUauAef3sB9/Lx+L/+069mGfd+O7NLwSFeTA5TpONriW9xwguOO8XHMYQeH6HjTm5U45B1kHrt/r9dIP5IGqUwTxfh++w0+wXiqVNDs7m4J/fBQ+XmROBNd4DSA8ZGnwrlDxyufFjcqYzF2WRjUrAno3cfs5eE68WhcEY3FxMfljGBPGbwhIo9EoSKF8PaQVrw3H1+t1SUoldrlHwH17NoaSunhKIHBkULgGzysGfZ4tb9QHGc7JO881x3r2w7+3Tlp4jnz8XMO/s1zH52UY0cjJfCAQCAR2FoJYBLYE68lq5P8mKPGd/TxDkGcYcoPyakRjrffzneFhY/Nz+TE52UCK48FcXurUKyrl4887hiPJ8f4IkpIkyO9FWglyOZcHnASxZBD6/X4ygiOfQuLlXcSRNXEvSKG4BpWmGCsSn5GRkRRYu6kdMlmv15O8ateuXSmjgS+k0+mk8/J5gnHkWfV6Xffdd1+aIzIKw4JYJ20QBaRI/txxr8zZ7OysZmZmNBgcMZNDNDBlUwWLc3OPZDImJyfTWCBaTkabzaZarZbm5uZSlmV8fDxJsyAazC3ryHk4t39XqGYGKXFTPESB59KfDydinsHw3/7ceVbDMyF+f07UeQboseIZyDzjGAgEAoHthyAWgW2BE8lq+C6sB1PDKlR5oMV7ObmQhvs1cn16rj9fL9GQViRUmLA9G+JyJ3a/vXwt1yWg9mDQG9W5JAcQuCJFIhjOAzjPNmCqJoNB13B+CLTJZnAvEBMkU8B7TUAi3NhOEM48MabJyUktLy8Xsho+DuaPQJn7pnEdVZ4kFaRpEA3OSWaGZ4k+FJjVvTt6LjWTpMOHD2tmZiZd2w3grAvEj/K33tG70WgUMkjMu0vQlpeXNTs7m+6Nz2L+JrvB3LoUivXnx3t2DJMU+nPmhGqYz8ev4c9lTgpY12EeGPco5YQm91YF2QgEAoHthSAWgW2LPCiXjl3ZyT+Lft6PcU34WucZVlrTMyBemtN/52PNScWwe/JAzTs+e4BOsOvVpgh+fewEpASGLiXzABqfg6SCf4JjnWxQuYgMgKRELshm0GWboLfX66XqUqVSqdDlutvtJsOzNy9krMO8IcwTQT5VtSqVylGlexmby764R/efYPjmfgjcnVyMj4+nhoBzc3OFz05PT6tWq6XgvlQqpQaKjKfT6aRqVmQX/DcZEO+Hwnx4bw2kXmR4mOdms5nuC+ICmYBkQDiYW9Y2N3izTtKKfM6zJ05mGTf3mgf7TvR5pobJF4cRecYnrfg7hkkc/RkPshEIBALbA0EsAjsKeWC+HgmVf853VIcFOtLRHcb9/WE+iGGEIQ+khmUt1irH6bvBXlqWH+9l4RmNhYWFwj16XwkP9nidbANEg8CS6zE+gn0nAJScpdwrZW29j8bS0pI6nU7BsO3zCQFAdkN2AzmTpCRfQhZEQC4dCcBrtVoKil1mhi+DoJ7zsiPOnAAC2nK5nMzjPp98BhJFdSwqRlEyF/kU68Ha4M/woB5iwmueReh0Oul193+QkZCUdvap6tXpdNJ6zs3NqVwuF5oOQjQgLTxf3seFZ9Sft5xU5D4jryTFd8gLLPj5vZN4/v1zP5DL/qQVj5JnI/Pvkf/tPqMgG4FAIHD/IIhFYEdjNQkVv9fKTuRkAwzLRuQkJT8uJyO5tMTPMazKlZOT1SRUeV8NiA6/PbPhGnkPyPBEMC5KvxKYU63Ie3L4jjbBrgeB7K4vLS1p9+7diSx0Oh01m80UXEM63EtSrVYLUjCCVvwXjJtAHZ+K36vLqFzyRFbjrLPO0llnnZV2+sfGxpLh3KszOXEka1OtVtPcYOKGRDH3NPSrVCo6dOhQGgMGa4L7ycnJ9Nnl5eUk4fJ55DN4JXhmmHcIHUSBe6RHiLRCNpChsVazs7OJmJD9gWDg0YBkUFIZUubyJs/m+XPqVZ5yYkpGxit9uYnen/W8pDLz4HK63DuSV8Ia9h30a61G6AOBQCBwYtgxxOJVr3qVzjjjDL3tbW+TJN15551685vfrK9//es699xzdfXVV+v888/f4lEGtgNWIxtrkQz/bP55f9+9AQROLhUBvsvqngiC5Hw8q8m5hklFgGva2Yn2XWaCS6/g5A3opGIFIM7v1YYI4Gh+5yQjz34wDoLfWq2mM844IzXiwwBOszgyFJAg7j8PEAeDQaFXhKRkPGdcyKq8zwjjIKsxOTmZ7t17d3jmxjNZTta4t7xpHpkRpFbMD5kJDOvIkjClS0rrBdyzwnpCSrz5XqvVKvTTqFQqKfsBKfN7YH5dnsX1CPDxeLD27gnBT0LJXIL+XDro3wMn7f6d8GpUZMf8GYco5EQi/67yGSqRObnn77xamj/juZckTOKBQCCwOdgRxOJv//Zv9T/+x//Qz/3cz0mS2u22XvWqV+lnfuZn9La3vU1//ud/rle/+tX69Kc/nSQCgYBj2A7lWmQj/6z/dm03/wY52fDPOdnwMfn5PTjKsxx+XH4vLnfy8RAUenCZm63zqlTcG4EgwWSlUinIrpD6kCFxLbwHcwSn3B+N+XIDuPdyIGNAzwoCfO6RHXfmkmZ1mJ2RA5VKpdTJvFQqJa/C+Pi4du/enQgOxCeXLvk1yTIwL/QZQQJFUO9Ga+ZrZmYmrYuXtK3X6wVpkPtj6MHhBmx+Qwi4X0manZ0t+Cz4G0O7pKOKADBXnMOlSqwbUq+RkZWyvt6J3EkOxMylUP48QBj8eXYDN2OBqPEMOREY5s3wrBbwrEkuoRqWEfRnK79ukI1AIBBYH7Y9sZiZmdE73vEOXXDBBem1v/u7v1O5XNaVV16pUqmkN73pTfrc5z6nT33qU3rBC16whaMN7CRslGzkMir/TC7XyGv/A6+Us54shQdHfr6caAy7lr9HJgKJkLSyy+wN6TwLkAeHXnFqZGQkdZnmvnIDNJ+BLLhcaXp6Wrt3707yLAjG/Px8oY+GpCTRytfKO28jHcILwg9k4Xvf+17KZNRqtST9oeEcfpB+v5+u3ev10rxAQAg2uf9ms5kCZSRKBPSNRiNlB5hvyFe73dZgMEj9Pshe4M+A/I2PjycZEeV2x8bGUjUpJ33IupaXl1Wr1VKwjWwOcpBn4Px5ovfHYHCkdwhzNjs7q3K5rEOHDiVSkWdikDY54cifWdaMsRH0O/l2iZNnHFaTXTlp8e+dX3c1b5Vfh+vn3xvPaOQyqyAcgUAgUMS2JxZvf/vb9fznP18//OEP02u33XabnvSkJxX+4//EJz5Rt956axCLwAlhLbKxVgDvQQu//ZyAwCcPcvJrScXMxrBr8d4wMpEf49fnGp6NILB16Qw/7Gq7tCSvysNO+vLycqGHgnsqqBRFUC6tdHyenJzU7t27dcYZZ6Tr0jGbHwJ9MiQE9GQPuD+CacZCbwkC+2azmXb3yXxMTk6m3wT1XuqVLAQyLoJvb54HYWDOMUaz80+g7Tv6ExMTBa/F4cOHU5BOtoXMBPfj5+CePeNA1sSD/XK5nF7z9apUKqkbOuvuPTdYC8oA8yxRZerw4cNJrlUqrfT/4NrMMc8aJId78DKzBP95FszJUF4typ9vJ5/+mWEkfxhh92wh/3ZJmV+L/054j5qc/AQCgcDpiG1NLG666Sb94z/+o/76r/9av/M7v5Ne379/v84999zCsXv27NFdd911P48wcDog3xF1jbm0tmfDzzGMbKwViBzrvMOyK37uYdcZRnycOBG4UYqVgIqsBjvi3ovBgy7X4BN45bvDBKs+homJiURCRkZGVK1Wk2eAn3a7rVarlUzglIHtdruFikrcM+vlfgWXgRFAz8/Pa2ZmJu3EExxPTU2l8VFtCQkXMrJer5fmAp8HpGpkZEStVit5JlwWRrC/tLSkycnJVNqW8bfb7RTIk0lBEsZcs0YTExPq9XqJdECmyA6wRgT8ZBW8dwakZXR0VLVaLY3fCwCQ3XACRclf1pzSupzbJVn8eBla6egiCO4B8ud3ZGTkKKmeFxIYZirPsxz+PvfDtfP38++WF11grKsRDs9sBeEIBAKnE7Ytsej1enrzm9+sffv2qVKpFN7rdDpJggEmJibS/3Q3grxfwf0FD9gCOwPHWrPVAv3NRi6jGnatPMMiDS9zO4x4cD7fkYUwkAnwnWUCX6QueTDIbwJBdsulle7o7FAj+/GSsgRojUYjGZ/JJpDVoMStN+Qj8Ot2u8lg7RkN+mwQODt5IROCCZ0KTI1GoyCNwi/i3gD3angAOxgM1Gw2U6UsD7SpPgUpmJqaKuyWc78uC2OdqHDlmQGXR5EpQD6F/wSC4V3RkTY5OfTeIqyZpESYmHMyHBAcqoUNBivGdzejc01IF9eAmLnfZhgRd0mV338exA/7fE6+84yjy6P8uzOMkDDOPOPhn/XvQp7d2OmEI/5ftvMQa7azsB3WayPX3rbE4g//8A91/vnn6+lPf/pR75XL5aNIRL/fP4qArAd33HHHcY9xM7DV1w9sHBtZMw9A1kM28gBnGIbJn4ZdTyrKO4ZJo/h3XprTj3Mdup8PjwY/GIO9FCxBF+fOtemeYfDxerDmu9M+Ni9PS7BP8E3gz078fffdl0q2EtwhC/KAGSLijePcF0MPCcrCMq/cq//mBxkTVaiYD8iUS3byxnJ+Hcq+usnZd83JDnmWiIAeokDnb7IdvJ6TCElJtlatVgs78JT4ZU3c5M668Ix4JoxrQnhcRpf7NL7whS8UytFyT54N8mvmJNkJsT/fw7BWgD8sw5d/P3JDOWvsxGi1z59KGY74f9nOQ6zZzsJOWa9tSyz+9m//VgcOHNATnvAESUpE4oYbbtDznvc8HThwoHD8gQMHdOaZZ274OhdccMFRhr/7A0tLS7rjjju27PqBjWOz1mw90qn82GORDXAs0uHa8tUM4Pw7l5A40Rh2TgIqb9rnmQj3Iri0TNJRxMWDNP7tpXvdF8BxLvvxErdf/vKX9ZCHPCQRBe/zwFhy0kPgjCTHu3tzHrICZDNoOCcp9crwzuR4RMisjI2NqdVqpTFzDHMJ8UFqxN9e+Ulaadjnc09QzlhdbkSQL0mTk5Pp3C6dYt1dwuWSJg/6eY5c+kYvE5cveRYil2Q5wbjzzjv1xCc+MVX4c88Jn/Hmd7kHwwmNZwqGBfJrkYa1yMaxpId5sQEn5ydCONYiSFuF+H/ZzkOs2c7CdlgvxrAebFti8YEPfKBQt/73f//3JUm/8Ru/oX/4h3/QH//xHxd2k2655Ra95jWv2fB1+B/aVmGrrx/YOE7Wmq1XSrXW7ukw5FKPYddcK8jJsyiradF9bE44vJEcgS+77v4dd6LDMQSqucbfTcAuteLf9HVYXFzU3r17dfbZZxeqPuUld8lycG38Euza1+v1QtDv2YaZmRlJK13SIRrj4+Oq1+uanp5O2QV8E2QvvOQuc+BzgzSL8ZCBIJvhUirPVEBSnCwxn4wfs7hLn5Cc8Rn8Dp4FYF7K5XJBwkX2AiJCBpnxuNSO+3TZGGs6NzenAwcOpGsg5eKc3W43lVH2ClSezZCKkr+8vC3H+TGsYU7g/dnnJ/8+eVZr2PfMCYIb0J2Uu1ncz5uT7WHnyonMViD+X7bzEGu2s7BT1mvbEosHP/jBhX+jrX7oQx+qPXv26J3vfKfe+ta36iUveYk+9KEPqdPp6LnPfe5WDDUQ2BQM2yEdlt1YbRd12PmGncMDH9/t9XMNC5jy6+Tyk2Hn9h1j/BlId/IsBj8ut3GvhGcqGAvvEYC5jIhjKbHr/SIgGK1WKwW+TjRcSuUEiCDcfRl+X8if5ufnVSqVCtkGvAUEwnTMZi4YV7fbTT096vW6BoMjTe28nC9lbiEb7OpTUhaTuK9hXu4VL4p7Qaj+5F4U1pRgfGlpSc1mU3Nzcyno5zc/kCyepTwbJB3JQjOfjI0minQJdzmXZzeQZ+EJ8aaB7h/x55JnkTG5DC/Pbrgp3P9HnpPf/J7y+Xb5FuQuz57wXDrx8jF6tsO/K/n3fLUMx1YTjkAgcHph2xKLtdBoNPTe975Xb37zm/UXf/EXesxjHqPrrrsumuMFTjkMkyodD9k41jG51MoDq9WkWy45yXsF5Lu7wHdZMet6sARBQI/PeV33z/V8d9+9GTnZ8OCX63lH7lKpVOgETvaCgM7JBsTBgzZ2y3u9XgpmyQ5AFJwEUKGJ4Jvxsds/OjqqRqORqlbhz8B87v92L8fo6Kjm5+eTzIkshvssvGoVY4FYIRGTVnbGIIRIoSSl+/W1h6ix5t79nLVjrll7J4CMZzAYpExFqVRKHhXG5cZwl3R59qRerycvB9fy+3H/hT+XTkQ9k+GlkZGokS3hO5I//xzvpCI3v/O943dObBi7f+fcOM+/nXisdW7un3PvhJ3PQCCw87BjiMXb3va2wr8vvPBCfeITn9ii0QQCW4dhZENaX/dw3w0dJnMalt0Ydp2cXEjFgMkJxrDz+BiklSDHycKw3VrfBSZQJ6Aj+HT5ju+++7U9s0Hgh9QGUgLR8AwGAZ33e6BMrqRUBYmMAME873tfD67lQWylUkm9MQj8kYF5BoUCFrzearXSvTIXNOeDuLC+zBsZA+aD47zz+MjISglZglJ8JTlJoYHgYDAofBZC0mw2U9ZGWvFOQCbIkOC/yINgzxTRAd2fHydq3sDPsx1ektdN7XkTRifL7hGB7PAMML+MISfV/uz7+fMKUk6M/TNOCvxazGH+PcwrVHnxhGGlcTlnnuEY9r0PBAKB9WDHEItAILA21iIcOdnIj813O3lvWKYjlz3lEo7VruuBjFTcMYUweAUgzoHEiJ113ynntTw45/2JiQlNTk6m3XLXs3tGw7MrEAsnGoPBoJAdgHh0Op001na7nV4ngOd+CIg9yOt2u1pcXEzZi9HR0WTqzsum5mVx+RxlXqenp9McexM/shCeCQIjIyPqdDppHTyD4Vme3LsxNzenZrOZsjI02vPMBp/DN8E8k2Xh+v7zzW9+U9/61rf07W9/W3feeace97jH6bGPfWwaHyV688yAZ5UoqevBOCTCO697JSr/nUuo8uu5Id0zEk5s/VlnDMNIx7As5GqEw0nMsPPk95xvEOQZDv++5x6OPOOSk7wgHYFAYC0EsQgETnGslnXw3xw37JhhhGPYccMq1hDI+HEEYB7Q5LulTlRcry/pqAAb+QrBEoG0B0jshPu4vOIT42NsEAkPwPAwIPlZXFxUo9FIJmwa+vmuOuP0zuDcJ7v6fn3kPfz2bAtBPNW2lpeXNTU1paWlpVRxiiwEMi/OC4mhWhYgg+BeBz6TS9jILPhOPmOhKpUTO3we/JvGg04IlpeX9bnPfU6f/exndd999x31/DzkIQ/RZZddpmc84xmamJhQvV4vVKSi1K03a2Rs3Ic3+BsZGdGhQ4cKZMM9KmQ28MZ453BpRYrn2QfPauQZQMbl3eKHBez8zXWcsKyWFQSrkQz/PpE1yr+LbhrPr7cW4eB3TsbD0xEIBIJYBAKnIdbKbvB7WMYil174+8POmZONYTuzwzIq/lkvLeoad99FZ9faMxGSklfCA02CrVyv7+egSpGTIDpl04yTTt6lUkmNRqNwfa92BLHwrAW+Cw8EOZdXiGKc7KjT6Vpa8Rv0er1C40IyJlSbWl5eVr1eT1kOgmCCXY5jbqhmRdYFIgXJc7MxWQ4C116vl+5tdnY2HeOGbgL4crmsP/mTP9Gdd94p6YiM7LLLLtPevXt14MAB3Xjjjbr33nv1/ve/X1/84hf1mte8RjMzM4kUDAYDNRqNRPgGg0Eid55h8mpYzLFXI+NeyFRMTk6m50JSKiWcl9wleCfD5JmOvGqTP+/+LHJtl+flRCMP1j3oH/b9ySVYw/7t5MPHspo0y0lH3hUd2Zx7YfKspP93IIhHIHBqI4hFIBBIWA/h8N/D3l8P4cg9D/lnpZXgJjek5kERRKNarRZkKXgQCAbdvC2pEOAReBI0o2GXir4IAiveh9SQOSFo532XIZEx8AZ+fn43jKP7p7M1/S9KpZLm5+cLlY+8czaGcekI8ZicnCxcG+IC2YF4cN/c46FDhwom5Wq1msr3OnFjLd1EPRgcqVxFkI8Bm2B/eflI9a5Pf/rT+uY3v6lqtaqrr75ar3zlK3XGGWek8x48eFDXX3+99u3bpy9/+ct673vfq1e96lWSlPwkBw8eLOzOk30hM0LpXOaTz+bSIGRapVJJBw4cOEpe5BIvJ0d4TSqVSiHD5P4NN7DnGTnPFvCTE/o8m+GlgXnfA3//LuXnyrOXw6RZfu5cWuWExn1DvJeTjtyHMuz7m5OfQCCwsxHEIhAIHBPHQzhW2wVdjXDkO6jIQfyzw7IbqwVEZBymp6eTBwEDtgeWBNMuP+F8g8GgIMNiDG6SJUPggTPExgNGJDZ+Dkman59P5MHlXAT++BQIpiEm3De7504yIEs+F+VyWcvLy6pWq4nYnHHGGYWeGWQvCMwJWjudjmZnZwsmb5dPudRLUirvS0ldKmkxX//4j/+YSMWnP/1pPfWpTz3qmduzZ4+uuOIKPeUpT9FznvMc3XHHHfpf/+t/6ZnPfKZKpZWGifhcmH+CaUgAHhZ8H2RkvFoTpM3XlX9zf81mM8058+z+GM/K4M9xQsKcsk5OPhjzsCpP/O3eFO7PMxx5lsS9Mf5s5xJE/w45nLjk3y+eYV6nd4vL6Zy4u//Er3esjMowIhQIBLY3glgEAoHjxskkHPy9mmQjz3AMM88SIHrw57vFea8KJzL5eT3IcdmLB04eiNbr9UQucrmWS7L27NmTzoMHAmM4fS4kJaIhKTXrc0+HEwlkNWROCCx9Ltyv0ev1NDk5qampqbS7D8mg1wf3TMDtPTH8ernsBxmXm8O/+tWvSpKuvvrqoaTC8bSnPU3XXHONrrzySv3N3/yN9u7dq1qtpsnJSZXLZdXr9ULPDKQ5rIl7WLhvl5cNBoOCHG5sbKxQ6Sv37HAN5k1SYR68QpU3MoR4eKbDGwDyHlkOAnknFzmpHZYl8O+My7UYZy6rYj2dkPEd8N/+3RomqYIs8b3hmsM2Bfy7uhrpyOVTw8hGEI9AYPshiEUgENh03B+Ew6v1+O5zfi4CsNzvQQDo1yNwc3M48IpJSJ+4PgEqwVS1Wk1+CII/N/J6JsNf9x1uxkIA2+/3EzGCcFD1CakR5IRMC3+XSiv9KKSVvg1kW5BMcZ+Ual1cXNSePXvSXLRarZQx4TX8HePj42o2m4UStvmO+9jYmO699159//vfV6VS0Stf+cp1PU+XX3659u3bpx/+8Ie6++67deaZZ2r//v2Fyk8QjKmpKTUaDZXL5VSWt1QqJSLk1aMY2+joqCqVSnpGWDcyClQH4znhPX9u+IFs+HPmQb53FPcGitVqNZENJHw54fC/nWj4s8saOiGmepj7elxilQfz/p3IA/w8a+g9Xvx4lyr6Of17Mswr4j85ocvHOSzb4f/OjwkEAicfQSwCgcD9hs0gHP6en8/lIX7MahIOfuefJfhzUkIQTfBGAz8CvHxXF+lLTlr8N1p/gkDMwn4dScnjQLBED41Op5N25tvttiQdRYrImEhSp9NJFaEI7pAK5bvGvsPt80Rnb8gODQUx73p2Bn+IB7KdTkff/va3JUmXXXZZwVOxFvbs2aPLLrtMn/zkJ3Xo0CE95CEPSeRmMBio1Wqp0+mktSELQcA+OTmZpEkE9dIRAkG5YtaiVColeRWyJUgJ80CQ78+Cz10eGNMnAy8NpYk5J9kNyB+yKaqZkfXgHjzrgrzKg2snrsyRP6cE6Xmwzt/eTJB7cOLOv/3zTnR4FjnWvxf+exjp8HP538NeA/6dX410+GurmcmDfAQCJ44gFoFAYMux1q7iasRiWOCRny8nGPnnPDjiHD4Wlw25jIpgDaO0B+YEcBxDcJqPCb8FRAKiASHwcXp1KTwV7LC7p4PSr5Sf9UaBfl6CRDqDc18E3V71iB196UggiOyqUqkk6RTSrV6vl0rPci0Pyl2Dv3fv3g08IUqSsZGREZ155pmpEzkZG+YOrwpka25uTocPH05r6jIk+m+wFgTUGNU5f26OHuZl8MA7785N1Sonfjw3GMeRn3EunhcyFxAOSYWsBpkZz3bxvLk0Kzde+49UlDzx3Lg0ivvy3z4/jlxuBVYjHWtJnVbLZPLaaiQkJz759UBORPy1/PUgHoHAsRHEIhAIbGtsNMuRBxm+c5ufLycSfG4YMZGO3nH1zAYBFtIbD0Zds8/n84Zs1Wq1kNXAYE12QioatSEMmKjL5bIWFhYKsib6VxD0exaD6lCS0q49c4WXg+DYd5iRfo2OjqbSsqOjo6rX66rVaokAIJ3qdDpJPuVzd+DAgXU/A9KRKlHSkWAW34fPJdkUaUWulMu2lpaWND8/n9bb74seGdVqVQcOHEj3yDqxVvhIkFXxQxDu2Q8ImZM31tDN78iVnFRA6DqdTppnrusmcQiGP1PVajUREY5zA7vfD2A+c8mXB+qQNkoQcxzr7F3TITZOToZlOfw3WCvD4BXl8s/mpMNf83/7f0vyf5dKpaPK5uZjWo1sBPEIBIJYBAKBHYpjEQ6AqXSYftz/PSzY8Qo8w65NoOdBFLvKkA2XUbk23r0W7JTTgM17Jbj3wXe2KafrXhC8AVynWq0etUPe7XaTZ4Mf3+VfXFxM8h/O79f37A6BtqQUtLpvYWpqSlNTU2lOO52OHvGIR+i///f/rhtvvFEHDx5MRGQtHDx4UDfeeKOkI5kLJGAEqfTb8DX3vhOsjRu6kZWxO99qtQpGbYJ3+lhARPhBpsQxXlbWg1WaFuYZKM8oubzK+1k48ZOUeplwL61Wq0CQGBNZNsYF6RgdHU0EjPvjWJc/cX/ch8u6hhU2gMT5mji58Hv08eYkweGZCCcM+ffeA30vj+vkzM+xXiLC8yEdLQnMr7vauPx3/ncgcKoiiEUgEDilkEsaPGA7lpYbrCa7yK+RB0r+GQKPPKhE0kSA5oTHPRC+qwzpgGywq0pwiqSJQNl30gkcGQP9PiQlotDr9dRsNgvnI2OCd8Hni2DNJVrIYghmmR/mBLPyhRdeqHPOOUf33Xefrr/+el1xxRXHXNPrr79e3W5XD3rQg3ThhRema3o1L8iaVzhyCZcH2cjICPIJmP1v5qfdbmtubq6QreJc3gAOUklwT8fxWq2WgnWuwXp4diJf01yGVqlUtLCwkBo05sULIINkN5h3Jw/4TqiQBjGCSLh0yg3jkAM3/+c+k7wqFHPofS4gnr4ufr48Q+Hz46Q8/z76dzIP5PPv6lqkw8877Fq5NGvYGg4by7HkWEE+AqcSglgEAoHTBqtlOaTVq1LlAUx+rAcbnJtddD+eXV+CNn/PA+XcbEtFn3a7nc7rspyJiYnULZqdcDITyIDwIUhKJWCXlpbUaDQSGZiampKkQjM7Mhici34bHsAi7yEA5dq+S50TjUsuuUT33Xef9u3bpx/90R9ds+Ts5z//ee3bt0+SdPHFF6vX66UdeDwSyKwgQRAG5nYwGGhubq5A5vAnQNaYS5e2eTUoX2NI3DBzus8HzwY+iFKplKpXcX2IBn4LpFT+bNFHQ5JarVaSY3mgzjpT1tefO2lFQuaBtpe7hWQgq8v7bLjMCRLBtSB3w7ISjMGDcF5n3fje+PfHMzeeAVktSF+NcOTH+W/+Hlb0AaxFOvxeho1hNZKw3qxGkI/ATkQQi0AgENDauu6NkA5/3z/vu7J55SA3eHslIQ/a3KjtPS0kpV1nJFT0d3DZFT9Ub+LvfEeYClQLCwtqNBqF4JwMBg31kOOQueB83CuZDDIxkJrzzz9f//RP/6Svfe1revazn61rrrlGl19+eUEWdfDgQb3//e/Xm9/8ZnW7XT3qUY/S+eefn+aEINgrONVqtZTdcRIEeeK+uedOp6NWq5WCed/dx8Dt2QWyIdPT0ymQd2+Kd/dmTiFazK+XiyXzgTypWq2muYN0EPhLK6ZqSSmjxDicaHC/nvngmR4dPdJksVwuq9vtFmSCLsnzrAvPBJkOl/8tLS3p0KFDqVs7zzGE0omBz4EH5y6vcmLHmDnOs0ZOYPz9POB3gpNnFoZ974eRjtWwVsYz/7dfm/8+5BKrY43teP4OBO5vBLEIBAKBY2A10jEsmFhNQpEf4zucnuEgOPRytXwWCZVLqQj8CWCReLiUit1oSUkyw24xfgUyEm489kCQ3XB29Xft2qVSqVTIFhDMI6uiOlUuQxsMBnrJS16iD37wg7r77rt15ZVXat++fbrsssu0Z88eHTx4UDfccEPKsjz60Y/WS17ykrTD7mVbh0lQCLTJaHhGAI8J80jwSSaE1w4ePFg4r5u56YLOeen5Ua/XU7aB9SmVSokEQtB8PQeDgWZmZtK6eeaA8bvRn9/0MqF6VX5O1pHrOjF1sre8vJyImBMGnkU3fNdqNUkqSL5GRkbUarUSSfGMA3OXZx/cq+JZl2GSIoi2Z/LyTIWfMycgTsZ4LZcr+vfcSdhq339/3Yk5a8Br+ff3WO+vtVExjCwci4Ssdsxq1wkENgNBLAKBQOA4caxdwjyYzklH/j/6/D0PXNhJHgwGqTyqVPQ5ePDlVary4MurHWFMdrM5WQF+ut1u6tTNeXzXVSr2JNi7d2/BpwDpaLVaicBUKhX90i/9km6++Wb9z//5P/Xd735Xn/zkJwvz98AHPlBPfvKT9aQnPSmRAmklQGdHfWxsLJEq3/1mPC4xoomel4mlTK4H4hMTEwXjvRMoJ4JjY2Oan58v9LtgXSEIkAPMwO476Ha7hSpTg8FA8/PzqlQqmp+fV6lUSo0IvcSs+yRcqsSacr8E+NzLyMhIMpQTsHIcAbx7QTxzMDMzk54fv+YPfvADffvb39bY2JgmJyeTX4OxcL/unWDuIK6e1cizBL5+fN6/F9wD54SosPb59YaRUbBa8L1aEL/W997JxrDsxGrZDn4Pe93HsNb7q41ZKhaWWOu4yHwEjgdBLAKBQOAkYbXgRRouqxpGMFYLcHJ5CwRBWgkiJSVi4ZIZl1I52YBweLUnxuCVf1xSxbWoIuSld5HkMLY9e/akwJYxnHPOOXr2s5+tu+66S//8z/+se++9Vw984AP1L/7Fv9CDH/zgwg48hIaxed8KSAMBL8GmG7Ix0vd6vcIu/ejoqBqNRkFyhNzLKyMxv94zA+JBxiE3KDMvLgsi6zAYDFIWQFrpyo5si8pcPCftdlv9fl+zs7PJ3wBBoD8HZCPPUnnmgNclJR9JqVRKMrFcvsQ9j46OJnM/7y8vL+vQoUO67777CtfzylyU86XTOMSD7AmEyskN42V9/H3/LuQSI6+k5YE/2SjGl5P3/GfY921YxjInOJ69yDcH8u9+TlBWIwprEZA887na356l8Q2EYf+NOlZ2ZD3HB05fBLEIBAKBLQD/Mx5WcvNYpGM1AuLyKAJSr0pF4I9vw4mAN+XzANgDUg8IXZ7iGRP6ZPAbgsN1+Jz3YVhaWtLDHvYwtdtt3XnnnXroQx+aDNLSSlnTdrud+mf0+/00HoIogiUnUwSklUql0FSPOahUKup2u8kEvrCwkLIz1Wo1BeWcC2O694lgzprN5lHZB9+td8mPy5qYa4gRzwcBq2eRXNZEwDgYDJLXhPc8C0AGo1qtJuJD0z7WzZ9JJ3Gcw5sm8txC0nhOuFcyN166l894BgcCW6vVEunweWBuuS4kMg/Imcu87wbzw3uM3b1APB/5s+7zkZOG3CORj8krk+Xf+Zyc+HmG/fch/xusJbPy13JS4Rk9f8b8Pvy/MRvNZkT2IxDEIhAIBLYZ1kM6hsmrhjUDy0kIwZ2fg2O9KpUbgwl8fCfbd+YHg4Hq9XpBDy+pEBCz4w6pgAiRWSDIrdfrmp6e1llnnZUM4VShajQa6vV6aZefsZN9IcPAtZFPkSWBqLCbPT4+nmRBBIMemLskjPNSNcmlOZwTiRoBnJfllY42XENG8kwG80vmAhJGMO7z7Jkk1hDZFeSy3W6naxE4z87OJmLFXPiz4ZkMruVeGbIWZLkwzo+NjaXMC59fXl5O6+gBsd8z5IBO6JAOSKFX78pJR06MckM3Y8+Dai+J60TEy9CSbePe/BqrXZfXhmUzONY9OLl0alj25FgZA8+U5CQlJx4+hpwcreY/8c/nmxsnQj7W+5nAzkEQi0AgENhBWC3QAKsRDn+N4MFlPm72HgxWOkST1ZBUIAnsakNEuIZr29l95vONRkNS0RdCR3CkNtVqNTXVI9Atl8tptx1SAEnpdruqVCpHEQ7PXmAqh2C4AdwzHATkyKQI5geDQQrymTcCa/edMGYM6xzLe/V6PREADwIhUJArgrVms1mQPLnUizGVSqXCbj/nxvhOR2wnI6Ojo0lmRQla1syvh5mcAFtakd5xz3hwWq1WCsrd8M2YyZAwh5AtSgRz3x6weg8XpFVkipDY+XUoeOClcvmuQCwgW05w8yyRrxnzyJzmJMC/Nzkh8A0CrxTnJB2CmX8fOW7Yd92vPey/A/4a1xom1/ICDTnx8fFwnjyzkROf1bIexyIfORFa7bhhfwe2H4JYBAKBwCmEYTuNIP+ffR7kOYnIMyMEQJ5tyOVX7q8g6FlNdoIJGbLBsd/97ne1e/fuRF7YTXbfCCSA8RLk5yVm8wCZClgc5/IignqX+niHb+aFLAeVoAhmCbKZJ/deOAFjDjyIHB0d1eTkZLq/YZkBsh0e2JLtILD1gBrz+eTkZCEIZE49m+Prw3zTNwVS0Ww2E7lw6dBgcESGNTc3lyRXjL9cLqdsCWvmn8eDwfEu0WPO8XQsLCxofn6+8CyTOYJkSEcaQJLpgIzgW/EO40ir+Nu/O4zXs1iY950seBaE9z0bmBvH/fxkO7h3l1d5QJ9Lr6QVaSC/fVzAr+2yqzxrwfs58cgzIE4AnGwMIxx5Vsqvl5MIJ1yO/HqrkY/83oOAbD2CWAQCgcBpgjygIAgi4POshptgCX45RlIh+MvJhb/nASjnJWAcJl2pVCratWtXIYhCSuNejlqtVpBuuRwo3/3nNcYP2WCH3XfN+Y2UiCAwJzFkE3IvgpveCeTZfXezOwTEd/4hCR44uuHapXHIjbg33/HnWM7Hjj1zimSr0WikuUdSRaBHBTLfbfb5BIPBIJXw9fGy249nxbMunNPXHZkX/gueC38uuT7rwVjojs4z7RkzOp/TL2R5eTn15SDY53rIwig6kAfbbqT3TAPjyK/t9+dmcieUPhf+ffDvKhkqn3c/N2PICYT/djkjWTo3b/sx+dwPy5Lm5+X9nADk48j/Xg8RWIt85GMMArL1CGIRCAQCAUlF4uFVjYDv3hPYeRbByYUHQph63ZOQSyh4H3mUa+ip2gT8vIuLi6lCFZIq3nOy4FWcMICTJcFPUK1WC8QJiRQBN80AfdydTqcQ+BC0Q0pcToRpGsLlVaUkJcN7HiA64cgDIszQkBOkWMwHa0YgPTY2lrIR7Lr7ebwXha8LXhTgu/qMk/n2QHowONJ0kcDbMxhelYv7cgkemRhey70XEBkyL6yzX581cwIIISSLMT4+Xhijez5KpRXzO9+FXALE355B8Ovlu/+c34kgx/lznxMQzpt7SHw9fN38NZ4dngmejzwoz+8tv0fOu1aQPizDMYxg5P/O3/NzrXUtPjvsejkZOhECMuzfgaMRxCIQCAQC68JaZnKX+uRZCy9F68cS2HhGwN8DHuB4UMPuNsbxXELjP37+VquVMh4E955dQHrjOngnN3m5WZcp4eGAuOQZB8/kECTnwemwTAzjcbkU8+HSGZfsEMAShDN25twDUK9OBQikqdzk1+McBO0+JrIPBHiUAu50OkftnDMnHvj62js5O3z4cCJpBONkHwj+6/V64dns9/uq1+uJ8LA+S0tLqZKWV3HyZoQ8X6wRRnUIiJd5hnjkWSfuwbNQHtBDtvz7xXPHveaVw9wD4t9Jf44868FxnlXJvT65v8OxVnDtz8swQuxZr5xgDSM1/J3/5vOrkZbVxjjsnMciII71EpD836czAQliEQgEAoHjhss1HPn/yHPJVE4qCKIbjUba9SfA9mo+eTDk5VsJDNHU+447GYKlpSVNT08XMhH4Mihx674GTLteIYndbgJhrgHR8HvFnO56fg9Mc8kSf1cqlcI9S8XMT26iZyfad7cJnPicB2UEpNwThnMfPwZvpGUuh3Mz+cTEhOr1eqEZnqRkEi+Xy1pYWEgGeAJMgl2CZ+6zXC4X/A3cA0ZxDzDn5+fT2NxvQpDPPPIaZIlniwwPci3GwPPgc8l4IISQNoiUZ3t4Jrlnb2zIeHh+IN48I06ChsmGnHjwOhIzl2H5Ovg5BoMj8jUaX/oxOVnhe+Wf9e92LlPKpVH52P0e/JnMj82JRH4esF7ykWO1bEx+f6tlPIYhsiBHEMQiEAgEApuOPJDwgHcwGKTA3zMei4uLmpyc1OTkpKSij8OzGhCEUmmlahUmcaQ27Aa7dATZi++kurfAsyqdTieRDAgHwShBnzcKHB8fL5RoJctQrVYLWRgCWcgMO8XMD2SDDt+QLALa0dHRJKdijnq9XiIF+XzlwZbvivs53GANsfLMCb09POvE+A8dOqQzzjgjkQUPsGu1mhYXF9VoNAqkhfNDKPIA2okG1/fz+lqxhvzN67nnAVJRq9VSDxI3knsFM19r5s8zLc1mM60n77mMCmM69+KlfP259O7pEA/ujzn30se8JxWlhZRczgN37ikn/q1WS61WK30f+AzPSS53crLi7/l4nVQwRs8oOInIS/XmBA54Ra08ozIs2zEMwz7jWT7/2zGM7Pg5VyMSw8iQH7sWARl23bWutR0RxCIQCAQC9wtysgF8x7lSqSTDrZMOlzh58OySIQJXf82zJejmpZUMC9mHXH5RqVRSloOdZQyvnU4nkRsaxLG73e120+vsRHvmhPuBWBCsOoly3wbyIQ+qCYQJ8Bhr3kfDCcaweeQ1SMnIyEhqIoh8ygMqPs/rzK/v7hNEM9+8BvnyPh3MDwE+mSH/bJ6F8QDUd+d5Fig9zLE+r6wN1bQ8eEfyhOGb3hnSSvd0n1fu06/DfS8sLCSZlRu+IYfu75CUCIkH9G4sZ368l0meAeO59vXmefTsG/PR7XZTw0knDE5wnYw6KWCMw7INTlz9vP4ZD7yHERCHZ0SGBeyrZTr8byc8/gz538ciHz7utbIh+Zjyc6+FnGTxt2dAdwKCWAQCgUBgS+G7rL7rzf9IPTDwqkseNPoPQSaSIZdUsevLDi/nGBbYuZa/VCql7MP09HQKMrlGt9tNGQyCbelIczoCuTzQc68CQbsTEg9WCVj5fLvdLgTu0kolJ/dMeDdv5jf3svi9QBikohSN4NV3q91o7KZ5XuOH8Xlw65WfPMOExIz3uEcvkVur1dTr9dJOPuTDe3DkQS/mczeiu7GdzM/CwoKazWZaF0gA8+u+Cwiey4WYNw8SXf7l8juvDEawyn14pkNSgZDlsi/v4s5YnYy6vMlJUC5p8udiWIDM9yP/twfzTiz8t8N9NsNkXRyTy6z8+v7fBv/3almN1YhQPr5jZRc8ezCMKOXXHkZA1ptdyV9b63PbCUEsAoFAILAtMSzD4cFQvhMJvFKRG7MJkp10rJbl6HQ6klQI7Lwyku+GViqVQkAMccBb4X01ut1u2j2HSCCN8myCkyL3UhA4etUl6QhBgsTguYAI8RlICgGg76ATcOGLcLIAuB/PXHhQT4Cer5fPcb67TYBP4NxsNgu9QXznG7kZgTzjpSoUzQBZA18jshp4LXhOWFfWmGeDsbOOeE48sOR4N5CTfYCEDAaDRES63W56zX0l/Jv5o2qX+3F8Fx1S4z+5lI65cRmWZyeQDvIZl12VSitVpPLsAs8hY/WMkmezOK+TKl+XPKB34uPk1cmHf9a/98P+OzDMw+HjWCtYz1/zseYkbVhGw49dLQuRX28tAjLsHNsZQSwCgUAgsGMwjGxIRcLhO8gEmgSrBDr+t5dnzT0XBJr+N4G1+x48eCUgRO5Sq9VScML5yXK4R4SMBiV0CXiRvWAEl5QIiaS0k0+TPXbtkTMREHtgnwegzJ1LxSAdBMcux2AOB4OBZmdndeaZZ6bAnqyKNzdEZuXkA/JUKpWS/KtUKml2drbQOI8MBOOBxHig7ESK4/FAuHTLTevMLfcI0WBd+TdzzA669wxZXFxMhM530Qn2GQvSL5d/0TeDe8kDcgiyz3tOoAjs3R/hYycQ99eWl5d14MAB3XfffYU5ZQyQHydhPBNOEPJCAYB54vn1uYMkeF8PfzY9m+LPav7s+n8HnHjkJMD/u8F18v9uONlwkpKTEb+/YxEBJ0g5Gck/txYBYU5y0rKdEcQiEAgEAjse6yEcw+Qd0oq8KpdW4efwCkwuD8IrkXs5fJddUtqV5xpu1iXwllQgAJ6tIFBvtVpH9dbwrAuERVLyK0Co2I0m4PHgHomSVOzunO+cuywsr/Q0OjqqXbt2qVQqaWpqqlDeNq/85QZ3jiHwZUxO0rrdbqFClffbIKgmoMZ74sSK+8KDwhrgxfBxQD48KPaA1+8dspD7UVgH5pD7yImHk1I3p2P6rlarhSwT5C7fJffsld+Xm8sJbHl+5ubmUlNBPzdEzgmJZz+GvcZ3iHlyQzjH+q58nglzSRjr41kQ/w47ICu+kZB/z51sOAnJZX0+FuaK83tgn8vcOO8wgjGMlHgmxl9zYjgsU+HSyO2OIBaBQCAQOGWxXsLhwdewY/x/7k4y8qyGv89r7GgDlx950OlZFWnFiFur1TQYDDQ9PZ2uC7HAq0Hg3W630/Xd8+EkidcIUr3nBGPxnXwCK845MjKSDNCtVkvtdjuREA8kPdj33WYv0SsVCZ2kgtwK4ua76Mwl52KecvmLS4DIHgwL6gnePQPi6++eE3wSzIfLlZgvGi16GVsIE+ft9/uJvPDMODnwTIkb9akcBanxbIePmWfes0T+HoSSZx6i5ME8Y/J5dZIMIeEcTiiQh/nzzjHur/FqWU6c8qwi1/PAn3N4iWMnpFzfSZ8/48yLkw2IoW8O+Lk84+VE0efN59vN9P5c5c/ZapseyBrxhO0EBLEIBAKBwGmHYxEO/9sD2WGvE2gNIxq5rCqXXDlhIajMJUr5zj4BjGdByKRMT08n/Tyv4ROAGAwGgwLhkFakVb5rT5A2Pj6egjd26z3A5PPcCwGjtLI7DzEgi4JUzAMqPktwmd93qVRKmRi/H79/9yqMjq6U9h0dHVWr1SoErqVSKcmRGKPLmLim+zYIWiE+SJ0gEjwnTg4JJCuVShqXG8yHBfOUTc6JoAe7BOWQN6ROBPV+D048eL68MhhzJhXlYX4vrNHExEShf4pXwGLNeGYgRoydRosck/ficELqY8+7nvN8ka3hPc/e5HPG/fv6+99OAlzGlGcZ8kwZa+YkzK/p9+jkY1hGJv93/h2GlG1nBLEIBAKBQOD/xzBJA8gJhe9YSisBhAcILlch+GTH2oPR3BDt1XmA7wizc+s+BTwN7GTnO+uclwCMgAUigofDsy0QIOQ+BJZLS0uJLNCLAf0+wTP3TDlagjZK6DabzULwDtmQlHbkPaND8Fqr1Y7aYSdQ4778XpzYce9OBggq6YDNGhJAsitPAE/ATWDNb4JwTP45efWeJy7/cvM74yqXy2mcuT/FA2AyD/6sHDp0qBD8QpqY19HRUR0+fFjNZrOQ9XDSyue4P2mF+OX+CM9osO7IzTzrsLCwoJmZmTR2/yxr6QTPyYVnNvy+PHPDv52cuhk991L4OnNPrCH3zXzkBMvLXrvHwyVzTkQ8a8NznI8hJ4B+LYoW7ATsjFEGAoFAILDFWI+syn872Gl03Ta/h8mnkAO5iRey4RKcwWCgSqWSdjMJbghgOYbPIY+hu7U32+MajIEmgQTknU7nKAN7t9tNO89+j1wfvwIBHkQKGZBXWhoMBmq1WoXeDx7wUl3JTcjMt3tbarVako8RlEOMch+KtNLJ3Oc2zyJAwrhv4BIrsk0QRJoNuqSIdaaaFUTFszNeTYlAmeyOm7whMT5XngVz8uRzsLy8rPn5eX3ve99LGRvuxU39BPYQHebF15nxMa/uJeF54zlgjbhnvktOzAaDQcqA8L4TZp5RJFWeHfOGhDx/3JcXI3DC4RIt/577nOTf59znwm8v3MA4AT4pjh1GPADPEu95RmQnIIhFIBAIBAIngNUIh3Q02ci12rzuQfIwqVMu/cmzHQQiBM0Ehy4zYme2Xq8neQ2f9wCa6koEne6B8IpWpdKR8rAzMzM644wzUkYEU7dLYVxvLxUDOY7LsyyMm0Cz3+9rfn6+UG4WQGzGx8fTvXE+l5pBpPJsR26A9/lwgueEhoCYeefeIQQQMoJaMjwElVyDc7BezL10hPxQVcwzTjwrBM1kcCqVSiJUjEVSIjiQUM8uMCZ6gzBXLmFyCRJrCKniGK/kRXDsZM2feycaZDeYA/f8QEwAx/JceEYr90v4OCCd7lfx+2DcXp6XdWPdXf7EMZ4dce+HkxEnIsP+28D6AEi8f/7w4cOJoG93bP8RBgKBQCCwQ3GsLAd/+06vv07AhC+Bc7GLS0DCjrpnQHIDqWcmqtXqUYZel9fku+i8n3ckn56e1vz8vM4888xUahai0ul0ND4+nhrO4c3woHJpaUmNRiOdz8kF1+71eqkPhIPxj4yMpC7SuQSHv2u1miQVMgh5qVbIGJ3fCeI5l/tSfG44ptVqqV6vSzpClvBUsPbMDWvLfCMlc10+vTkgk17dygNbJxlIrHhGfLcdiZl0hNTt2rVLjUajEBAjicvXAOLnzx+EwsmKE1mX7bl0yY3pLhlC6pUTb+6TZ5jnlnuC+DI3XnGMf/MdYc5dxuXeCIiFExFIjo+FNWAOIB3uEXEC5sQslzvxPXMp1bDshJvJtzuCWAQCgUAgcD/DA4djSatyOQZBMMEkAQpwYpBLrKSipMo1+/ymOhXnoPeC6+sJnNgl37Vrl0ZGRrRr166CT2RpaUmTk5PpmgR5EAayBC5NYYeaYHpqakoLCwtqNBqSjhAKMiZIs5gXiAQ7zdzX/Px8YT7dI+LlVaWVQJrreyDsO+uchx35RqORrler1dK8e2bATciLi4tJ2uVSNQL2XAZEcI/kiXOCZrOZxuRBsJuMkYjNzc0liRPXJWgnaM6DXoisk6JSqZQqgvnOfqfTKWQwpKL52YPnUqlUKFsMKcm9CBMTE2o2m+n+xsbG0th5ZllXlzg5geCzThp5f9h3xb+b/nwxnjybw30y906e/HXm2F/LSYwbwfPv+HZGEItAIBAIBLYRNiKtGvaay6w8IHGy4QZx34HnGH68nKsHhOyO12o1VSoV1ev1NF4kWgRnjUZDIyMjyVDtZmp8CwR2fk0awS0uLib9PDvELpchMGScBPLIoCAwZDjcpOwkjPMx9wTeBNNkZAgMPePh5nMCf7IXfm/4OlyORUUnAlB22wmYke14dsqJoZMxaSWYziskSSta/06no0OHDqUxcB03kfscc06yEz4HHrhDhtxrAjliDSB0PKt8ZlglJs7jwbsH68x/s9lMgbrLu/w7xL05kfX1dm8PwbwTJsbvfh0nJcwZx7lkz8ka/g+XNXmlsLw882Aw0Pz8/ND/HmxHBLEIBAKBQGCHYD2kwyUTOekg2M+Nz+ygEwC7FImsAp/zsrXsyOfBogdmkgr6fa7H5zlvp9NRqVRKkqNdu3al5n1OOJzo5MSCv8fGxgryH65BUIkkyqt0kRFwE263201Ezasv5bvX7nFhvHmVpdHRUVWr1dSXgwA4z64QHGNS5hxueiY49TmGfLkcCsLi3gcfm5vwR0ZGCpmgnDBAoCAxEKJ8vfNeFxi/PZDn/Mw9hMuvl3sm/D58zoFLj5x85J4NshueFWAOXXLkPiWfU/+OORl0ksj3i38PBoN0jyMjR7qnQ1BWO6/f/w9/+EPNz88n7812RhCLQCAQCAROAayHdHhglmczPBDmNa8uRIDkQWGv19P09LR27dqVXoN8eDUrAiKCVh8XATbGY78ehMa7WRN893q9wg61y7n8Wm7uZTcYskBGhLHweR8X9+Pvc12v9ORBou/cQ84gYJAoPCFuHva/kU05IeC8jMuDa/ceME6kRC5xyruGey8IPxZQUYp77Ha7BRLrhMEzClyPeXbCy/wvLy+rXq8Xur+7R8bX168NCWLOnAQ5kch7SHhvDDd2+3wz5xBTPufmbCdPZNDwifh9OmnHwO9+FK5Pxoaxcu+jo6Nqt9s7poeFFMQiEAgEAoFTHh4o5sRjmKzKMxr+b/4m8CuXy9q9e7d27dpVkEIRAEMEJBUyIgTJBFyue/fzQzI8Q8J7EAskVbwu6SipF4EaBuVqtZrmIi/56qSAOXBZEZmO0dHRJLMi8PZmdtwzASNSKDeuc29OBJzg5aVfyRAMI00u/WH3HFA5ir9dekMmyZsYetUsrg2x4H64RyRakBIvFDA/Py9JhaZ60kpWi8Aa+ZiTCvcm+H3wrHA995C4nK5UKqXGcpzHyZuvC3IySAv348F/XjnKCYpnhPJ/O5kha8H5nag7IeaZYl34eycgiEUgEAgEAqcxhpGOteRUeVahXC6rWq2mQImd3ty34cTAMwPei8GDLJfkYDrmnGQJJBWCtbwylv9bkur1eiEbQmDqu/IjIyPJyEzAS4WnPBtCJ2nIlBuwGZ8bzAnukVh5SV6XWXH/jAsvCtcmqHbjOUSoVCqlDBFjZt6/+c1v6nvf+56+//3va//+/Xrwgx+shzzkIYWyqkiqXA7lZYzzINrH4OsHueFv5sXlQW5A535zg7xXk8ozb56dYM68shNmbp8zxsCzIRUbDTrJdXLG/bpJnWckl6NJShXQJBVIYb7ezB/PHlItJHO5PHG7I4hFIBAIBAKBVbGWxIrAyAOqYXKqYX+7tEo6upqVB1QusyLoY6eZUrIEqgR/bpR2guHmdGmlNKzLtMhsSEVpDkElrwPflSYL416Q/G9pxWfA2HynnYwMATQ7176b7ffgEjDkQ8vLR0rB9vt9ffWrX9Utt9yiH/zgB2nMt912myTpQQ96kC6++GL9yI/8SJorzxZQgcmlWe4R4fo8Dx5sM1+VSiVlmFgfX0fu1/tMALwukBl/jnKZV54hIAtDEO/ZESchSLFYPzJaThCdkEIMuX/WptVqHVUGmIwQr3MfXhXKSZT7lYBLxbY7glgEAoFAIBA4LrjZ1jXoYFiWY7XXnGTkpMPJhsujCKL9fJIKwSGv56VE3RuRS6c4P4EmrzMWzuPlZD2YRBLlvQ0IZLkngmIfH59HU++ZFYJvAml8GsBlQuyWd7td/dVf/ZXuueceSVKlUtFll12mvXv36sCBA7rxxhv1ve99T3/913+tL3/5y3r+85+ver2esjZ5fxHus9VqpSDfg3knmATC3FelUimMGekX9+kE0efG18fnjuyCS6GQo/Fs+vxSHtYDe8bBa6wRmSzm1Q3vSABZG+7de3E4IcllZWQ6IJRcl8+5pA0itn//fs3NzWn37t3r+VpuKbY1sfjBD36gt771rfrCF76gcrmsn/qpn9Ib3/hGlctl3Xvvvfrt3/5t3XrrrTr77LP1m7/5m3ra05621UMOBAKBQCDw/2OtbIdUJAOrZTZcWsPOvrTi5cgJh5+D1zm/V13iOC+Bi/QI8uAkxnesIRwEkGRKer3eUZWnfEy+y59LefLAVzpCYhqNRiJA7La7B8FJkVe76nQ6+sQnPqF77rlH1WpVV199tV75ylfqjDPOSPN/8OBBXX/99dq3b5+++c1v6q/+6q/0Mz/zMyqVSqmxoUuVpJXmdwT2XlYV8sN7PufuPahWq8msDznIu67zN36Qfr+fyvk6+coN7dw/kifWwKswMZ+sqRunmVcny36c+x0ov4skkHE4MWPsnl1xedyw7wPPQl6VbSdg2xKLwWCg17/+9ZqamtIHP/hBzc7O6jd/8zc1MjKiK6+8Ur/6q7+qRz/60frYxz6mz3zmM3rd616nv/u7v9PZZ5+91UMPBAKBQCCwDuS7szlygsFrTj5c1+8+CAI3dtkJ7DifH+sZEycykAaXaLnJPM+oeNUoSIakZCL2MUIIciLjch9M18iavPyqew587Hz2c5/7nO6++25Vq1V9+tOf1lOf+tSj5nfPnj264oor9JSnPEXPec5z9M1vflN33323LrjgghSUexUv7w1CsA4Z8zWFDHg2y83KvV4v7fAzf2QLIFr0esAvMTExkTIHeS8K78extLRShYzzukTL19LJHcf6OH2dXLbk0iaeK1/P3EzuWQueda7Dj1fYctLhhHEnYNsSi3vuuUe33nqr/uf//J/au3evJOn1r3+93v72t+vHfuzHdO+99+pDH/qQarWaHvnIR+qmm27Sxz72Mf3ar/3aFo88EAgEAoHAZmAtXfmwDEWe4cizHN43w0kFwWfuGXDZlP+4pMp3v51c4Nsgm5GTH/qBkAVxqZbvpkNUut3uUYErc4Q8h7GXy2V97nOfkyRdffXVQ0mF42lPe5quueYaXXnllbr99tt12WWXJbLDXJAxcDLA3PhYmRN6YjjpIcPiHgMCai/hymcgLlyPeyMLICn1LGHtyBR4iddOp5OuR0UviBnZBM9KQOq4rpelRWoGEYE8emaL+1taWkqGdP+8Exg+688b9+XZm9WyftsN25ZYPOABD9D73ve+RCpAs9nUbbfdpsc97nFJjydJT3rSk3Trrbfez6MMBAKBQOD0w2Aw0Be/+EV96Utf0te//nU9+tGP1iWXXKJLL730fguAPNshqbBrzhilFVIwjHB4UCytZD+caDjh4LxeNcnJhLSyq5+/l/tEXCbFOD1QJSiVjpjJMTDzep6BcbP617/+dX3rW99SpVLRK1/5ynXN5+WXX659+/bpvvvu04EDB3TuueceRQz8vv16/E0g7JKyfC4840MgPhgcadKXZ30glmRrmBcvFwshk46QrHa7XXg2XNI28f+x9+dxcpVl2jh+VW/VW8KShLwC8w0EFAEDRDRBRQRNwNcVcJtXRAUUfWUZFWEGkbAOqHED2YYPIGDcRhDEUQfEURRfEQQCAQQhOgiiTBIgpLurqpeq3x/5Xaevc/epXtKVrq7kuj6f/nTVqXOe/ZxzXc9938/T1pZa6YluWTqedE+JSmV4t/HYX7p0LtuBVg2Nx1G3OFpl1HWMdWEb6maLUXg0AqatsJg5cyZe//rXJ9/L5TJWrFiBAw44AGvWrMEOO+yQOn/WrFn4+9//PuF81MQ3ldCHmNEYcJ81HtxnjQX31/TH4OAgrrvuOlx++eWZk3n77bcf/u///b/40Ic+NGJn5HoiksBqsRj6P+uYCg0N7lXS3dXVlbKQKMnMCkJXC4YGD5PUlstldHZ2plxulPD39/cnpLxSqaCvrw/PPPMMAODQQw9NxVSMhlmzZuHQQw/FLbfcgscffxy77rprQny57CldlGg5AJAqC5B2VdM4lCwBpsRb41+UyKuI0brzXLozsSwMCGef6OZ8armgEGCZNYhaYz8oZJimbnCnFi3+TgGRy+WSZYs1gF+FGpDe0Z1B4PxNx4IGr081JpLv9Lnrx8Dy5cvxyCOP4IYbbsC1116b2iER2LjUF5X9RLBq1apaFXGTUO/8jYnDfdZ4cJ81Ftxf0xOFQgH/8i//gt/85jcAslcYWrlyJT72sY/h+uuvx+c///lkNrjRoPEb/K4ET12mSH7jqj7xc1wFKgqN6KalS9PyeIw1oXUjXsON6aLXx1iYNWsWAOCpp57CQw89lLSDkmi6LQ0ODqZco5QEs0yMr+BndQfS+JEYzKxuRXQB0/bQPSf0uAay68IBJPQsh/aZik7dDwRA8l2tJzzOfDVeQuMpdJEAHVNsHxUiHB9q4dH4jZaWFjz44IN44YUXJtSf9UBDCIvly5fjuuuuw1e/+lW87GUvQz6fH9G4/f39SbDORLBgwYLMJfI2N4aGhrBq1aq65W9MHO6zxoP7rLHg/pq+GBwcxBFHHIHf/OY341ph6De/+Q0uuOAC3HTTTdPKcjFZRF/4rDgDtUTwmixXKnW10qVRNQ4DGN5UT2f9mTeJrVoCAOAvf/kLAGDt2rUTqt+6desAALvvvjv22WefJA+SfCIGxKsFhySblgOWS/fh4LVqpdF21LbSuATWUy0h/C3GpwAbuSHdsmht0J3OKXxif2n+FEwAEp7Jc7grtlpNsnYP177WoG2KlmiJ0vIMDg7i2WefxeLFizF37twJ9WetwGfzeDDt7/bzzjsP3/nOd7B8+XIcdthhAIC5c+fiiSeeSJ23du3aEe5R4wF3kawX6p2/MXG4zxoP7rPGgvtr+uEb3/gGfvrTn05ohaGf/vSnWLFixbh9/BsZ0RdeBQKQDv5WoRF99jWegzPunM1WshqXV1VXqsHBQbz61a8GANx2221Yt25dYokYDevWrcNtt90GAHjta1+L+fPnp1zAKDJI5ovFYuK2xP01VHhVKhUUCoUk/UKhkFrWlS5VSux577PuJON0X6JI0DgGpqnWG4ot3acEQOLZwnbSGA8GnNPCQgFC6H4lUcyoZYFt1dHRkdqMjwHd+mxjf6o1iGlQ0DAAnUvvTndMa2FxySWX4Lvf/S6+8pWv4M1vfnNyfN9998WVV16JYrGYqMd7770X+++/f72KahiGYRhbJCqVCi699FIAE19h6JJLLsGxxx7bMCvabCrU7YbIiufgfyXhMXA8WjjUtYakN86c6/K3uVwOhxxyCF7xilfgoYcewjXXXINTTz11zDpcc801KBaLePnLX44DDjhgxEpOahEhoaa1RffyGBgYSP4YA8LldmMwN8+naxPzY700joXtmbVKE8UHwf0jOjo6kt/jEsHqFqVLAeuKXBpIrnEelUoFGzZsSK3cRJFEK9LAwEByDYVCT0/PCOHEcsfVstj3zLtR7qFpKyxWr16Nyy67DMcffzz2339/rFmzJvlt0aJFeMlLXoLTTz8dn/jEJ/CLX/wCDz74IC688MI6ltgwDMMwtjz87ne/w8qVKzdphaGVK1fi7rvvxuLFizdzKacvqokODdAlVFiou5VaAlSwxDgCXYr2ox/9KP7pn/4Jy5Ytw2tf+9pRBeGdd96JZcuWAQA+9KEPobu7G8CwgNCYB86qq6VBV2BSAUJLiroiAUgsHOqaVCqVUlYRFVgUA7RKqEsV24Sz+xRgTEv3+2AbMS6iVCqhtbU1cWmKm9apEGFd+X3WrFmpMhaLxUTsDA4OJvt00PpRLBbR1dWVWS+2q7q3qch5/vnn0dfXV7X/phOmrbD4+c9/jqGhIVx++eW4/PLLU7899thjuOyyy3DGGWfgyCOPxLx583DppZd6czzDMAzDqDF+//vfA9j0FYbuueeerVpYVEOW4CDUusEg3+j7H1eW4nHO+h999NH48Y9/jNtuuw1LlizBueeei2OPPTblFrVu3TpcffXVOOuss1AsFnHooYfiuOOOQ0tLS0rQ6F4dkWDzM/eHiPECtK6oS1dnZ2fKYkCooOAsPS0etCKoAFELCMtDVzFaEPr6+lKxLMBwoLkGYHOZWY2DoICKLmoUJbrUbGdnZ2plJ42r4Hd+jnE0uhEjj+sO79GFajpj2gqL448/Hscff3zV3+fNm4cVK1ZMYYkMwzAMY+vDZFcY4vXG+DFe0cH/WTEb5XIZ3/72t3HUUUfh1ltvxWmnnYZly5bh0EMPxaxZs7Bu3TrceuutibvOm9/8Zlx77bXo6OhISDXT5tKycaadx+LqWSTJuVwusU7kcrlkLw6mrbuN0w0I2OgC1dnZmdpckOnFIHldWapQKKRcmSgwVLDwXLUu0FJB8s5N7XQjPABJ+dQti7ugU5QAyFyKV92uYnC2upzxXLZZqVRCqVRK7d02nTFthYVhGIZhGPXHjBkzAGz6CkO83qgNqomOaNFobm7Gtttui5tvvhnXX389LrvsMjzwwAO45ZZbUtfts88++PjHP44PfOADqeBqdbuKiEvLknBzVl6FRnd3dzLzri5d6uqjM/YaUM2VpHQJWd0YUPOK7cEZfxU6tHgASH1mTAiPc/8QWlkoCihU4rK5WRYNAKn2pOWD59P1ivueMF6D6dCC0tnZifXr19tiYRiGYRhG4+NVr3oVgE1fYYgrFBmbF0qsYzzH8ccfj4985CO4++678bvf/Q5//OMf8dKXvhSvfvWrsWjRohQxjgKlmmVE93WIoEWCrlEAUi5dGrwc3bhiYDvdnWh5UKtIXFVKrRok8LokLgBss802qTgG5q0rPNH9ioJIV5jiylIUOyxbjMVgmnFJ3miBoeDQjfLUJUtXlGoEWFgYhmEYhlEVixcvxn777YeVK1dOeIWhhQsXYtGiRVNQSmMsNDU14YADDsCrX/1qrFy5Evvtt1/VlauA4b06qv0ef+PneG60JOiqTzq7T+Id40li2ipGdK+PuMdF3IBQXYwofEjcudIW029paUksbRQhLIPGnmi+Gu/B4G0VLOrmpFYZpqNiSwUGl/Pt6+sbd4xTPWFhYRiGYRhGVeRyOZxwwgn46Ec/OuEVhk444YSGWSZza0aWe5WSaWKsuI4sQaDH1XWJM/m6qpR+rlZG/cxytLe3p/aD4G9qVdDvDKCO1pDoqgWk969QKwKtEfyu+1uwjLoUrZaF+3FoHEi0yqibWHt7exK3Md1hYWEYhmEYxqj48Ic/jJtuugk/+clPxr3C0Fvf+lZ86EMfqmOpjVqgmosVMR7hoUJAYwV0QzzGdMSVoqJ1IgqIuJmeHmNeKlzUYhKX9OUf3Z0oAqI1olwup1y7tL7Mi25ausQt4yYYd8Jz4kpaGlBeqVTQ19dnVyjDMAzDMLYMtLS04N///d/x3ve+Fz/5yU/GXGHorW99K773ve+l9mgwtkyMV3iM5WYVXaSIuKGcXkciHsl9NfesmLduwKfndHZ2ZlpZ4r4Wuuxt3JlcLSW0gPB+UAsI68GA+KampmSnbbpNdXd3O3jbMAzDMIwtB11dXfjhD3+I6667DpdccglWrlw5YoWh/fbbDyeeeCI+9KEPWVQYAEZ3swKyLR5ZwmO0dHWPChUcKjxUIPC8mN9oecUgaqapefC4CgoKEAZoq1uUihAVI7lcLiUuYtmnM3zXG4ZhGIYxLrS0tOC4447Dsccem1ph6GUvexkWL16crDBkGONFlsVjLOEBjB5cXi2APEvsRjERV6kaKw8F4y1oZYlip6urC8BwQLgKCooH3eeCq1A988wzyUaD0x0WFoZhGIZhTAi5XA6LFy/Gq171qhErDBlGLVHN1Wos8THRAHNCx3Hcn0LFjH6O36uJEqYTXaC0PjGAfWBgALNnz24YC2BjlNIwDMMwDMMwMjBWnAewaeJjNHEQA8M1eFxXh8paPje6XukSujGtrPynMywsDMMwDMMwjC0aUyk+YvwHP/N3BovzWLUVr6rlM51hYWEYhmEYhmFs9aiF+BjtnGrH1K1LRQfR2traMK6GFhaGYRiGYRiGMQ6MR3wAE7N+xHPify5X2wjiwsLCMAzDMAzDMGqIWgkQBnM3ymprFhaGYRiGYRiGUQeMJUByuRxaW1sbRlg0jX2KYRiGYRiGYRjG6LCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0rCwMAzDMAzDMAxj0mipdwHqhUqlAgAYGhqqS/7Mt175GxOH+6zx4D5rLLi/Gg/us8aD+6yxMB36i3mTO4+GXGU8Z22B6O/vx6pVq+pdDMMwDMMwDMOY9liwYAHa2tpGPWerFRblchmDg4NoampCLperd3EMwzAMwzAMY9qhUqmgXC6jpaUFTU2jR1FstcLCMAzDMAzDMIzawcHbhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWU4j+/n687W1vw+9+97vk2FNPPYUPf/jD2G+//fCWt7wFd955Zx1LaERk9RkAPPnkk9hnn33qVCqjGrL6a+XKlfjHf/xHLFy4EIcddhi+//3v17GERkRWn/3617/GO97xDuyzzz54xzvegTvuuKOOJTQiqj0XAWDDhg14/etfjx/84Ad1KJlRDVl9dv7552OPPfZI/a1YsaKOpTSIrP565pln8NGPfhT77rsvli5dip/85Cd1LGF1WFhMEUqlEj796U/j8ccfT45VKhWccMIJmD17Nm688Ua8853vxIknnohnnnmmjiU1iKw+A4C//e1v+NjHPoZSqVSnkhlZyOqvNWvW4KMf/SgWLVqEm266CSeffDLOO+88/PKXv6xfQY0EWX325JNP4sQTT8SRRx6JH//4xzjiiCNwwgkn4Omnn65jSQ2i2nORWL58Of7nf/5niktljIZqfbZ69WqccsopuPPOO5O/d73rXXUqpUFk9dfg4CA+9rGPoaWlBTfddBOOO+44nHbaafjjH/9Yx5Jmw8JiCvDEE0/gve99L/7yl7+kjt9111146qmncO6552K33XbDxz72Mey333648cYb61RSg6jWZ7fffjuOPPJItLW11alkRhZG66/Zs2fj05/+NHbZZRe89a1vxeGHH44f/ehHdSqpQVTrs7///e9473vfiw9/+MP4h3/4BxxzzDHo7OzEgw8+WKeSGkS1PiN+//vf46677sKcOXOmuGRGNYzWZ6tXr8Zee+2FOXPmJH8dHR11KKVBVOuvO+64A3/729+wfPlyzJ8/H//4j/+Igw46CPfff3+dSlodFhZTgLvvvhuLFy/G9773vdTxBx54AHvttRc6OzuTY/vvvz9Wrlw5xSU0Iqr12S9/+Uv80z/9E84444w6lczIQrX+ev3rX48LL7xwxPk9PT1TVTSjCqr12eLFi5P7a2BgAN///vfR399v18NpgGp9Bmx03TjzzDOxbNkyT7xMI1Trs56eHjz77LPYZZdd6lMwIxPV+uvuu+/Ga17zGnR3dyfHLrvsMrzvfe+b6iKOiZZ6F2BrwPvf//7M42vWrMEOO+yQOjZr1iz8/e9/n4piGaOgWp+df/75AJDpW2zUD9X6a+edd8bOO++cfF+3bh1+/OMf46STTpqqohlVUK3PiCeffBL/+3//bwwNDeGUU05J9aNRH4zWZ1dccQX22msvHHjggVNYImMsVOuz1atXI5fL4YorrsCvfvUrbLvttjjmmGNwxBFHTHEJDUW1/nrqqaew00474Utf+hJ++MMfYrvttsPJJ5+MJUuWTHEJx4YtFnVEoVAYMbPT1taG/v7+OpXIMLZcFItFnHTSSZg9e/a0nOUx0th+++1xww03YNmyZfj617+OW2+9td5FMqrgiSeewHe/+12cfvrp9S6KMU786U9/Qi6Xw/z583HllVfiPe95D84880z87Gc/q3fRjAz09fXhpptuwosvvogrrrgChx9+OE4++WSsWrWq3kUbAVss6oh8Po8XXnghday/vx/t7e31KZBhbKHo7e3FJz7xCfz3f/83vv3tb9uPuAEwY8YM7LXXXthrr72wevVqrFixAocddli9i2UEVCoVfO5zn8PJJ5+M2bNn17s4xjhx+OGH45BDDsG2224LAHj5y1+O//7v/8Z3vvMdLF26tL6FM0agubkZ2267Lc4++2w0NTVh7733xu9//3v8+7//OxYsWFDv4qVgi0UdMXfuXKxduzZ1bO3atSPcowzD2HT09PTguOOOw+OPP47rrrvOPsXTHI8//jh+//vfp47ttttueP755+tUImM0PPPMM7j//vvxhS98AQsXLsTChQvxzDPP4KyzzsJHPvKRehfPqIJcLpeICmL+/Pl49tln61MgY1TssMMO2GWXXdDUNEzbd911V/ztb3+rY6myYYtFHbHvvvviyiuvRLFYTKwU9957L/bff/86l8wwtgyUy2WceOKJePrpp/HNb34Tu+22W72LZIyBX/ziF/jBD36An/70p8jlcgCAhx9+GPPnz69zyYwszJ07F7fddlvq2NFHH42jjz4a73jHO+pUKmMsXHTRRbj//vtx7bXXJsceffRR32fTFPvuuy8uv/xyDA0Nobm5GcDGOJmddtqpziUbCVss6ohFixbhJS95CU4//XQ8/vjjuPLKK/Hggw/i3e9+d72LZhhbBG644Qb87ne/w/nnn4+ZM2dizZo1WLNmzQgXRGP64B3veAfWrFmDL33pS/jv//5vfOtb38Itt9yCj33sY/UumpGBlpYWzJs3L/XX0tKCWbNmYe7cufUunlEFhxxyCO655x5cffXV+Mtf/oJvf/vbuPnmm3HsscfWu2hGBt72trehXC7jnHPOwZNPPolvfetb+PWvf433vve99S7aCNhiUUc0NzfjsssuwxlnnIEjjzwS8+bNw6WXXoodd9yx3kUzjC0Ct956K8rl8ghSumjRInzzm9+sU6mM0fC//tf/wtVXX40LLrgAK1aswE477YSLLroIe++9d72LZhhbDPbZZx9cdNFFuPjii3HRRRdhp512wpe//GUsXLiw3kUzMtDd3Y1vfOMbOPvss/G2t70NO+64I7761a9Oy+dirlKpVOpdCMMwDMMwDMMwGht2hTIMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzAMwzAMY9KwsDAMwzC2GGzYsAFXX301TjnlFPzP//xPvYtjGIaxVcHCwjAMwxgX3vjGN2KPPfZI/vbee2+8+c1vxrXXXlv1mqeffhp77LEHnn766c1Spu9973v46le/CgB45JFHsGTJEnzjG9/AnXfeiaVLl+K//uu/AAD9/f044ogjsG7dus1SDsMwDAPIVSqVSr0LYRiGYUx/vPGNb8SHPvQhvOUtbwEADA4O4q677sIZZ5yBCy64AIcffviIa4aGhvDcc89h++23R3Nzc03L8/zzz+Nd73oXbr75ZsycORNHHXUU5s2bh3e+8524++67UalUcMMNN+BXv/oVAODGG2/EPffcg89//vM1LYdhGIaxEbZYGIZhGOPGjBkzMGfOHMyZMwcveclLcMQRR+A1r3kNbrvttszzm5ubMWfOnJqLCgD41re+hQMPPBAzZ84EADz88MM47LDDkt/f//7344QTTkB/fz8A4O1vfzv+67/+C3/9619rXhbDMAzDwsIwDMOYJFpaWtDa2goAOProo3HeeefhTW96Ew4++GA89thjKVeodevW4ZOf/CRe+cpX4nWvex2+8pWvgIbzv/3tb/j4xz+OfffdF2984xtxySWXYGhoKDPPcrmM733ve1iyZElybNasWfj973+ffJ89ezbe9773oa2tDQDQ1taG1772tfje9763WdrBMAxja0dLvQtgGIZhNCYGBgbwi1/8Ar/5zW9wwQUXJMd/8IMf4Oqrr0ZbWxu6urpS15xwwglobm7GihUr0Nvbi0996lPYYYcdcNRRR+HEE0/Ey1/+ctx0001Ys2YNli1bhlwuhxNOOGFE3n/84x/x3HPP4YADDkiOnXTSSTj99NPx61//GvPmzcOzzz6LuXPnpq573eteh29/+9v49Kc/XePWMAzDMCwsDMMwjHHjrLPOwnnnnQcAKBaLaG9vx4c+9CG84x3vSM45+OCD8cpXvhIAUkHbjz76KO6//37cfvvt+Id/+AcAwNlnn42+vj7cddddeOaZZ/D9738fTU1NmD9/Pv75n/8Zp59+eqawePjhh7Hzzjsn1ggAOPzww/HSl74UV1xxBW6//Xb8/Oc/x1lnnYX3vOc9yTm77bYbHn30UQwNDW0W9yzDMIytGRYWhmEYxrhx8skn49BDDwUA5PP5zPiJnXbaKfPaP//5z9h2220TUQEgcWVasWIFXnjhBey///7Jb+VyGcViEc8//zy22267VFrPPffciGMAsPfee+MDH/gAdtttN2yzzTY455xzcNBBByWWi2233RblchkvvPACZs2atQktYBiGYVSDhYVhGIYxbsyaNQvz5s0b9Zx8Pp95nHEYWRgcHMT8+fNx2WWXjfhtxowZI47lcrlU/EWhUMCvfvUrHHTQQQA2Bo0fc8wxuOKKK/Dggw9i6dKlAJDEc+RyuVHrYBiGYUwcDt42DMMwpgTz5s3DCy+8gL/97W/Jseuvvx6f+MQnsOuuu+KZZ57B9ttvj3nz5mHevHl4+umncfHFF2eKgNmzZ+OFF15Ivvf29uLkk09OBW8XCgX09fWlhMnzzz+PlpaWTGuHYRiGMTlYWBiGYRhTgpe+9KU44IADcMYZZ+Cxxx7D7373O1x55ZV43etehwMPPBA77bQTTj31VDz22GP4/e9/jzPPPBMdHR2ZsRB77rknnn76afT29gLYKDRe97rX4fOf/zyeeOIJPP/88zjrrLOwww47YOHChcl1jz32GPbcc09bLAzDMDYDLCwMwzCMKcPy5cvR0dGB973vfTjllFPwvve9D+9///vR3NyMyy+/HOVyGe9973tx0kkn4Q1veAM+97nPZaazxx57YM6cObj//vuTY1/84hcxb948fP7zn8e///u/46mnnsK//du/pVyz7r333sRdyjAMw6gtvPO2YRiG0ZD4+te/jmeeeQYXXnhh6vhdd92Fe+65ByeddFLqeF9fHw466CDcfPPN2HnnnaeyqIZhGFsFHLxtGIZhNCSOOuooHH744XjhhRew7bbbJsd33nnnTFenH/3oRzj44IMtKgzDMDYTbLEwDMMwGhbf/va38fe//33MDe/6+/vx7ne/G1dffTXmzJkzRaUzDMPYumBhYRiGYRiGYRjGpOHgbcMwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJg0LC8MwDMMwDMMwJo2WehegXiiXyxgcHERTUxNyuVy9i2MYhmEYhmEY0w6VSgXlchktLS1oahrdJrHVCovBwUGsWrWq3sUwDMMwDMMwjGmPBQsWoK2tbdRztlphQcW1YMECNDc3T3n+Q0NDWLVqVd3yNyYO91njwX3WWHB/NR7cZ40H91ljYTr0F8swlrUC2IqFBd2fmpub63pj1Tt/Y+JwnzUe3GeNBfdX48F91nhwnzUWpkN/jSd0wMHbhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWhmEYhmEYhmFMGhYWdUSlUql3EQzDMAzDMAyjJrCwqBPK5TLK5bLFhWEYhmEYhrFFwMKiTsjlcgBgcWEYhmEYhmFsEbCwqBNyuZzFhWEYhmEYhrHFwMKijmhqarK4MAzDMAzDMLYIWFjUGVFcGIZhGIZhGEYjwsJiGkDFxdDQUJ1LYxiGYRiGYRgTh4XFNEFT03BX2HJhGIZhGIZhNBosLKYRmpubAWzc38LiwjAMwzAMw2gkWFhMM9ByYXFhGIZhGIZhNBIsLKYZcrmcxYVhGIZhGIbRcLCwmIawuDAMwzAMwzAaDRYW0xRRXHiPC8MwDMMwDGM6Y1oLiyeffBLHHXccFi5ciIMPPhhXXXVV8tv555+PPfbYI/W3YsWKOpa29lBx4Q30DMMwDMMwjOmMlnoXoBrK5TKOP/54LFiwADfddBOefPJJfPrTn8bcuXPx9re/HatXr8Ypp5yCI444Irmmu7u7jiXePMjlcsjlcolLlO55YRiGYRiGYRjTBdPWYrF27VrsueeeOPvss7HLLrvgDW94A17zmtfg3nvvBQCsXr0ae+21F+bMmZP8dXR01LnUmwdxd25bLgzDMAzDMIzphmkrLHbYYQd87WtfQ3d3NyqVCu69917cc889WLRoEXp6evDss89il112qXcxpwwWF4ZhGIZhGMZ0xrQVFoo3vvGNeP/734+FCxfisMMOw+rVq5HL5XDFFVfgoIMOwjve8Q7cdNNN9S7mZkcUF4ZhGIZhGIYxXTBtYywUF198MdauXYuzzz4bF154Ifbee2/kcjnMnz8fH/jAB3DPPffgzDPPRHd3N5YuXTqhtIeGhjZTqceX76bkT4vF0NBQslu3sfkxmT4z6gP3WWPB/dV4cJ81HtxnjYXp0F8TyTtXaSCfmv/8z//EZz7zGdx3333o6+vDtttum/x23nnn4c9//jOuueaacaU1NDSElStXbp6CTgHUHcriwjAMwzAMw9ic2G+//cbknNPWYrF27VqsXLkSS5YsSY7tvvvuGBgYQE9PD7bffvvU+fPnz8ddd9014XwWLFhQF2I+NDSEVatWTSp/VZAWF5sftegzY2rhPmssuL8aD+6zxoP7rLEwHfqLZRgPpq2wePrpp3HiiSfijjvuwNy5cwEADz30ELbffnt885vfxP33349rr702Of/RRx/F/PnzJ5xPc3NzXW+syeTf3NxscVEH1HvMGBOH+6yx4P5qPLjPGg/us8ZCo/TXtA3eXrBgAfbee2989rOfxRNPPIE77rgDy5cvx8c//nEccsghuOeee3D11VfjL3/5C7797W/j5ptvxrHHHlvvYk85dJA5oNswDMMwDMOoF6atxaK5uRmXXXYZzjvvPLzvfe9DR0cHjj76aHzwgx9ELpfDRRddhIsvvhgXXXQRdtppJ3z5y1/GwoUL613suoCWC91EzzAMwzAMwzCmEtNWWADA3Llzcckll2T+tmTJklT8xdaOpqamJKDb4sIwDMMwDMOYaph9biHI5XKJmKC4MAzDMAzDMIypgoXFFgSLC8MwDMMwDKNesLDYwmBxYRiGYRiGYdQDFhZbICwuDMMwDMMwjKmGhcUWCosLwzAMwzAMYyphYbEFw+LCMAzDMAzDmCpYWGzhsLgwDMMwDMMwpgIWFlsBLC4MwzAMwzCMzQ0Li60EFheGYRiGYRjG5oSFxVYEiwvDMAzDMAxjc8HCYiuDxYVhGIZhGIaxOWBhUSfUk9RbXBiGYRiGYRi1hoVFnVCpVFCpVDA0NFSX/C0uDMMwDMMwjFrCwqJOIKkHYHFhGIZhGIZhNDwsLOqI5ubm5LPFhWEYhmEYhtHIsLCoMywuDMMwDMMwjC0BFhbTABYXhmEYhmEYRqPDwmKawOLCMAzDMAzDaGRYWEwjWFwYhmEYhmEYjQoLizqhGmm3uDAMwzAMwzAaERYWdQL3sWgUcVGvchiGYRiGYRiNAQuLOoFkvVwuY2hoCJVKJfX7dBEX06EchmEYhmEYxvSHhUWdQCFBUVEul6eluMgqRyynYRiGYRiGYVhY1AnNzc3I5XLI5XKJ5YJ/8Tyi3uIil8sBQKYIMgzDMAzDMLZuWFjUCblcDi0tLWhqakIul0O5XMbg4OC0FhcsK2BxYRiGYRiGYaRhYVFHMIZBCbvGXSjUYlBPdySLC8MwDMMwDCMLFhZ1Bi0XtF4ASCwXUUBMF1I/XcphGIZhGIZhTB9YWEwTNDU1obm5ObFgaMyFxYVhGIZhGIYx3WFhMY1AcUHSPjQ0lPxp3MV0IfXTpRyGYRiGYRhG/WFhMc3AuAv+cb+LRhEX3qXbMAzDMAxj64SFxTSEigvGXTDmQuMuppO40F26LS4MwzAMwzC2PlhYTGNo3EV0jZpu4iKXy1lcGIZhGIZhbMWwsKgTKpXKuESAigu6RumeFzxnOrgjWVwYhmEYhmFsvbCwqBOGhoYwMDAwrg3vSNj5R/GgcRfTxR0piot6buhnGIZhGIZhTB0sLOoE3exuYGBgTOuFxl20tLQk1w4ODmJwcBCVSmXaWAxYVqKeG/oZhmEYhmEYUwMLizqhubkZra2tyOVyqFQqKdem0UDLREtLywjXqOkkLoD0buFejtYwDMMwDGPLhoVFnUB3Jq78RHFBgTAa1C1KXaMoTqaTuJguweWGYRiGYRjG5oWFRZ1Awl+pVBIXJ2B4WdnxuEap9YLXDg4OYmhoyOLCMAzDMAzDmFJMa2Hx5JNP4rjjjsPChQtx8MEH46qrrkp+e+qpp/DhD38Y++23H97ylrfgzjvvrGNJJw6NsaAQaGlpQS6XG7Hq02hp0OKh1zJuA8C0CaSeLitXGYZhGIZhGJsH01ZYlMtlHH/88dhuu+1w00034ZxzzsHll1+OH/3oR6hUKjjhhBMwe/Zs3HjjjXjnO9+JE088Ec8880y9iz1ucBlZujLRSqGuUXHPitHSYnotLS3JUrYMCp8ugdTTZeUqwzAMwzAMo/ZoqXcBqmHt2rXYc889cfbZZ6O7uxu77LILXvOa1+Dee+/F7Nmz8dRTT+G73/0uOjs7sdtuu+G3v/0tbrzxRpx00kn1Lvq4QJcgzuRTXJB86zGeR1KeBbo+MW5jcHAQuVwOg4ODiasV8yyXyykLwlRCy6llMQzDMAzDMBob05bR7bDDDvja176G7u5uVCoV3HvvvbjnnnuwaNEiPPDAA9hrr73Q2dmZnL///vtj5cqV9SvwBMGlYuMmd3QTopuTHhvL2qCuUVxxSl2jcrnctIh1mE7xH4ZhGIZhGEZtMG0tFoo3vvGNeOaZZ3DIIYfgsMMOwwUXXIAddtghdc6sWbPw97//fcJp1yvugG5OfX19aG9vT5aOpQtUJN8UBmrRGA1K1gcGBtDU1ITBwcEk0Jv51MtywTJoOetZlvGAY8Wb/jUO3GeNBfdX48F91nhwnzUWpkN/TSTvXKUBluhZtWoV1q5di7PPPhtLly5FX18fhoaG8IUvfCE554YbbsC//du/4Wc/+9m40hwaGqqrhUMtFnR1am1tzSTbjLnQVaRUeFSDpjU4OAggvZoUu348aW1OqPVkuosLwzAMwzCMrRH77bdfKm43Cw1hsViwYAEAoFQq4TOf+Qze9a53oVAopM7p7+9He3v7JqU9ViNtDgwNDeHBBx/Ey1/+8uRYpVJBS0tLSkjQfSm6DpGAj9d6QQuFxjRovS0uxsbQ0BBWrVpVtzFjTBzus8aC+6vx4D5rPLjPGgvTob9YhvFg2gqLtWvXYuXKlViyZElybPfdd8fAwADmzJmDP/3pTyPOj+5R44HuITHVyOVy6OjoQC6Xw8DAQMpSwdWdeExFRDw+lihg4Db/0wUKSJP4eooLDS6vd1nGQj3HjLFpcJ81FtxfjQf3WePBfdZYaJT+mp7MDcDTTz+NE088Ec8++2xy7KGHHsL222+P/fffHw8//DCKxWLy27333ot99923HkWdNJqamtDW1jZioztg2KrAXbmzgr1pjRjNq0136qbLFQUK06x3ILWXozUMwzAMw2hcTFthsWDBAuy999747Gc/iyeeeAJ33HEHli9fjo9//ONYtGgRXvKSl+D000/H448/jiuvvBIPPvgg3v3ud9e72JuMXC6H1tZW5PP51D4WdF2iBYM7a/OauHTraGRcV5qiyxWv1XiPegYIRbcvB5cZhmEYhmE0BqatsGhubsZll12Gjo4OvO9978MZZ5yBo48+Gh/84AeT39asWYMjjzwSt9xyCy699FLsuOOO9S72pBGtFxQX/C2XyyXLx+pxDe4ej/WCBJ6ChS5WuvrAdFiOtt5lMQzDMAzDMMaHaRtjAQBz587FJZdckvnbvHnzsGLFiikuUe3AWAfGPihovaCIiMKCbkyDg4OpHbw1sJuB39XiFPT8lpaWhLzrpnr13khvumzqZxiGYRiGYYyNaWux2BqgpDkLLS0taG1tRWtrK4DhmXsG8DDGgu5R0TVqLOuFukapOKG4oKipp7VAxcRYrl6GYRiGYRhG/TCtLRZbOmiRIKHPmpGnxUF34CY4o6+7csd9LyZivWA+g4ODqcBwio56rdIUxZIumWsYhmEYhmFMD5id1Qkk6rrjdrUZeV3RiefTJUp34qbAGBwcTH6jYBiP9YLp0A2LIketF/WCV4wyDMMwDMOY3rCwqBN0Bp6EebTgayX+LS0tCfGnyIh7XFBkAEjyYR7VSHl0jWLsB60YAwMDyTK49UDWilEO6jYMwzAMw5gesLCoE3RnbRJ/ukbpCk8KJf4k2eo+pbP6FBBxnwr+H42Ua7oUF3RHosCo54pRGuxe7xgQwzAMwzAMYyMsLOoEDa4GkIqFGGtfiqzdslVwKPGmCxP/lISPZb2gwOCeFxQtcbnbeoD1BRzUbRiGYRiGMR1gYVEnxNWOGCRNaEB2lnUhK5iaQdYUBXqNWkI0vdGsF+pipeKF19TbNUrb0HEXhmEYhmEY9YWFRZ2g+08Aw7PuUTBwR+ysWflondClaDVGQl2umEa0YIw266+uUS0tLaldu+vtGhWDuh13YRiGYRiGUR94udk6gUQ+ayO4KAh0KVkAqRWbAIy4Xvel0NWiAIywZDC2g+lx+du47K2WM1pbuAoVBcdUQ/fvYJm8mZ5hGIZhGMbUwhaLOmFwcBClUimZ7df9J+he1NraOuL40NDQmK5RutcDLQxxJ2+1Vuhyt6PFdmg+Kl6AjYKkv78/ERlTDQ1sBxx3YRiGYRiGMdWwxaJOIDmniKAA0E3vdHM6jbfQPSzUFSrO3NP6oIHd5XIZAwMDqXLojtu6QlW1TfvUeqG7f6soqteGet5MzzAMwzAMoz4w46oTmpqa0NramgiDgYEBlEqlTOsFyXGMm8hananazL1aL/L5fCJWmAYRYy5G2xhPA7tpEalUKklQd73iHbLiLgzDMAzDMIzNCwuLOoFWgdbW1lQwdLFYxMDAQGojPHXr0eVfOSufFUBdbcUkCpR8Po98Pp/8RiGgcRzAsICp5uKkrlF03QKQXFMvlyTdTI/lcVC3YRiGYRjG5oNdoeoEXaWJlguSe/7ncV0mVq0E6iIFbLR6qOsTxYfu6M3rdZM9Whh4Di0bcc8Ltaaoe5S6RrW0tKQsHf39/Whtba3qVrW52zgGtjuo2zAMwzAMY/PAwqJOUHHAWAUKCYqL/v7+xP2ppaUlIeu6ihOFRwzAjkHWcdUo/Y3/6VY1MDCQCJsYEM4yxPgOIL3iFONHaFFRS8hUxzxo3IXW3zAMwzAMw6gdLCzqBF1VicSXFgUKDBJ8uhOpaxTFgy4Xq/ERtGSoZaJaUDPL0NzcjP7+/iTPUqmU2rciBpFzaVwl6SpkWltbR6xCRSE01ZaD0aw3hmEYhmEYxuRhYVFnZC0TSyGQz+cxODiYuEZRXOimehQUKi40PX7nalIqMCK5Zp5cOpaB2Gq9UFcntUZowDjTijt/c7nbelkvvN+FYRiGYRjG5oOFxTRA1vKtJOBcglbdlOgepcHZMT21aGRtiKfWDSX4DBqvZr2glaKtrW3EruC6KZ/Wi+lzKVoVNVNtvRjNNcwwDMMwDMPYdFhY1AlxkzogPcsfSW9bW9uIlZboGsXz4/4TGu8Qf+c1Wp7o0kTrBUWNBpVTSDAmJMZfREuI7uxNUcH6Mb+4o/jmRHSN8n4XhmEYhmEYk4OFRZ2gcQpKarOsF/ysm+VRZPA40ySim5P+j4JjNOsBxQOXwFXrhW7Sx1WttF4qMGgJ0fIz5kID0qfSejCWa5hhGIZhGIYxflhY1BG0AmSR+izrBX9Xgq5uU7QeMK0sNx8VFUTc7Ttr12zut9Hf35+4NXFpWlovKDZ0cz1aSXSZXN0jY3BwMCWMWK+pIvh2jTIMwzAMw6gNLCzqBHVriuJiNOuFEnWd/ddVl4D0vhMk70rUKTCUQGu8hG7QR9A9ipaSrKVpNf5DiTqhm+lp2bPqOpXuUaOtmmUYhmEYhmGMDQuLOqG/vx+FQgF9fX3o7OxMzejTIjGa9YLnqnsUrQRKyLkCkq4KpUQ9ulmppYGB4vEaDShnHtxzI+6hEd2tWB4N7KYL1cDAAFpaWpJy6XK6U0HyvSStYRiGYRjGpsPCok4gOW9qakKpVEKlUkE+n0/IN2f+aYEYbeUotQBw5aV4jS6xGveeUBKdJVR4jVoPcrlcKqA8xk3oErQqMNSCQbHDFaa4HG2sK8+dCpKf5RplcWEYhmEYhjE2LCzqhJaWFrS3t6O1tTVxvymVSil3IsYtqBAYj/WCLlbRvSoGi0dXJ02r2n4V0eqheTIPul5luXZlrVCle1uwXhp7wfJOZfyDukZFdy7DMAzDMAxjJCws6gQScCXxFARc3pXnUFy0trYm5Lya9SKKAmB474qWlpbMnbPjnhialpL/SLBVZGiMBS0YOuOvcReaV/zMAPTpYL3Ico2Ke4YYhmEYhmEYG2FhUSeQ+FNEtLa2Jq5FLS0tI9yL+JlCgMQ/Wi90CVgN7lZLBEm85q9uVyxftE7Q0qAWBo3p0HJpcDrBc7JWplJUExIsw1QGd+uStMBwgLu2lWEYhmEYhmFhUTe0tLQgn88nRLtUKiVWhbiqkq76pK5M/BvNehEFRtbeE0x/cHAQbW1tiWCJ1gvmr+IASG/OpwKD5WFwdnTNigJDBUwULip0snYS35zuUWo1YZ5eNcowDMMwDCMNC4s6QWMompqaEssBV1qKs//qjgQgtYcE01PirdYLChbGLqgrUQzAZpwH3a6AtPVCCTahcRO6jC0DymkdUSuECoIsFysVG1rvKExinMbmtF5ovIhXjTIMwzAMw0jDwqJO6OvrQ09PDwYHB9He3o729vZkV2vO8gPDgkEtGFwGVq0JjKeIS9Qq+Y37R/Cc5uZmtLW1JcvG6upOaj3Jsl4ASFkjKCx0WVmKFFpT6NIFpN2covBQiwCv170mVFxonpuT7Osyud5QzzAMwzAMYxgWFnUCxUChUEisDy0tLejs7MTg4GBiweAyrFzBiWSaFgYGddMioTEXhAoCACN27lYrQEdHBwYGBjAwMJCICRUYGtuQtWM13aTiX7TAaNyHCgUtr6ZJIaXWGw34VkwF2feGeoZhGIZhGGnUXFj8v//3//DrX/8aDz/8MJ577jnkcjnMmTMHe+21Fw466CAsWrSo1lk2JFpbW9HR0ZGs1DQ4OIjW1tbkf3t7e0KkGWRNVyQACdHWna8pMJTwaqxE3KsiWhFI7ilymDZjJHRPDf5V21ROBYMKHp3xVwtEXFoWGLmpXxREGleibQMMuyptToHhDfUMwzAMwzCGUTNhcdNNN+GKK65Ab28vXvOa1+B1r3sdtt12W5TLZTz//PN47LHH8JnPfAadnZ346Ec/ine96121yrohQRehjo6OxL2JlgpaMDTImjtTc38HJdyDg4MoFAro7+9HW1sb8vn8CIFRbXUpdY/i+Uy7tbU12WGbv+uqUnQHopDQlZPiilKathJvLZ9aH9TVib+p8CGJ1+BubTdNf3MS/mqWG1svDMMwDMPY2lATYXH00Udj5513xvLly7HPPvuMeu7dd9+N733ve/jBD36Ab33rW7XIviGhs/7t7e1oa2tLduDu7+/HwMBAYoVQFyZgeMlTHmd8xMDAAPr6+lAqlZI0daM6XWFKN9FjeeIu3STI+Xw+03Kiblca2B1XlFKirW5ParVgWbi3R9aytCy7/q7B7bxeg9+JzU34bb0wDMMwDGNrR02ExTnnnIP58+eP69xFixZh0aJFWL16dS2yblgoCSXpZXyFLtNK60JbW1tynVoIlHy3t7cnwde9vb0olUrI5/OJi5SuwhQDqTXAGxgOhFbRwBWaGOMRxYGel2W9YDl1FSn+RpcrJeLRpUqDyLnsLdPVYHYtn9Zrc7tHZe15YXFhGIZhGMbWgpoIi9FERalUwmOPPYZdd90VM2bMSI7vtttutci6YUFir8KCZLmrqyvZ14K/FwqFJPYBQMoKoSsxtbW1IZfLoVQqJQKDm+/xeg2kVitGFAaRoOsSspovgBECI8sVS0l2FDEk5boxoLpr6f4VTJNCRMWFtkUM8NYVpzaXRcGuUYZhGIZhbK2oOdt54okn8N73vhf33XcfXnzxRRx++OF473vfi4MOOgh33XVXrbNrWOhqQkrUGWfR1taG7u5utLW1JbEOXA5WrQnqUqUxFPl8Hh0dHYkQ6O3tRaFQQKlUSpaypZBgXALzj/tW8LhaUChOdNlZFUIspxJ3dbNSaDlYX4oMxneodUMFQdzfQ1esYjpq/dH8VXzUGll7XmyOfAzDMAzDMKYLai4szjnnHPzDP/wDdt11V9xwww3YsGED7rzzTnz84x/HF77whQml9eyzz+Lkk0/GokWL8PrXvx4XXnghSqUSAOD888/HHnvskfpbsWJFrauz2aBB2SSeuodEf38/BgcHkc/n0d7enuzSDSCJwdCVkdQCQLciYGP8Bf+GhoaSGAymr8u5qmuTihb+RoJO0UDLRFxCltD9OAh1AYtQQUCBwaB1FUQqMDRdlkFFBt3IdKM9XVWK5axWpskgWkqqCSvDMAzDMIwtATVfbvbBBx/Ef/zHf2C77bbD7bffjqVLl2L27Nl429vehssuu2zc6VQqFZx88smYOXMmvvWtb2H9+vX47Gc/i6amJvzzP/8zVq9ejVNOOQVHHHFEck13d3etq7PZoDtmMz6gubk5Ie66/Gpzc3Oy0pNaDuJeEEq4eR7dnygaSMC5rK26QLEcAFIB0So+NDYjoeGbtgAA/flJREFU7t0Ql5ul6GE542pQ1VyEND8uextXzKJLGMWZiqGsWAquZqWWA40FiUvo1hIO7DYMwzAMY2tAzS0WM2bMwNq1a/G3v/0NK1euxMEHHwwA+MMf/oBZs2aNO50//elPWLlyJS688EK89KUvxate9SqcfPLJ+I//+A8AwOrVq7HXXnthzpw5yV9HR0etq7PZoC48GpBN6wLjKmhdoKVGLRgkrP39/QmpZnpcUapcLiez/XSpIoGOG/FRxJC401rAc4DhZXJjMDfJOIXHwMDACDctjTvQz6NZCiiq2tvbE2FDC0a0TGj8CTBsuVERo25fWWJkc7lHZS2/a+uFYRiGYRhbEmpusTjyyCPxf//v/0VbWxt23nlnHHjggfjOd76DL37xi/inf/qncaczZ84cXHXVVZg9e3bqeE9PD3p6evDss89il112qXHppw66UV0M8OUSr0qi6W4EIHEVUqJdLeBZg6r7+vqStPv7+5Pf+vv7E9KtIkevVbcpACNEAwk695gAkIgLrkhF8Fy1ZKjLUATT0NWjVNBovAfLpytM6RK5Kqw0zoX5qPCJ8RyTBfMdLajdMAzDMAyjUVFzYfHpT38aCxYswF//+le87W1vQ3NzM3bccUd85StfwSGHHDLudGbOnInXv/71yfdyuYwVK1bggAMOwOrVq5HL5XDFFVfgV7/6Fbbddlscc8wxKbeo6Q4lta2trSnCSZJcbQ8JWhJIlBk/oS5KJOMk+roUKleY0j0gKDA03iKKn7jHhZJhJesqLgAkwiWKB529j4ImC1om3XWclhaNWVHXJ20zulJlrdyk+cTVsmrpHhWD3r1ylGEYhmEYWwJqLixOP/10nHHGGal4hze84Q1Yv349Tj75ZFx88cWblO7y5cvxyCOP4IYbbsDDDz+MXC6H+fPn4wMf+ADuuecenHnmmeju7sbSpUsnlK4S4KkEZ94HBgaSYySwugoSXXJIOikegPQKSLoRHX/nrD0FhhJ4BotrjAJjM1RYKNnndSouiLgvRbQKsL66nwXz1nqyrnRrqgbWiy5crDNFg7pAsXxRoOku3drm0bKQ1Xe1QtyLxOKittCYIWP6w/3VeHCfNR7cZ42F6dBfE8k7V6mBM/n999+PJ598EkC2sAA2xkysWLEC991334TTX758Ob7xjW/gq1/9Kg477DBUKhWsX78e2267bXLOeeedhz//+c+45pprxpXm0NAQVq5cOeGy1ArcZ0IDipXIayA1MEyMgXTQMTA84x2XgI1EnqQbQEKwKSiiWw7jNDQgPJJenemPMRQagM1zdZY+BpwzDRUrKpiqQV21VITxT0UTgMSNSsWS7mhOIRSvj8JnNNetiULbhenbNcowDMMwjOmE/fbbL+F11VATi0VHRwe+/vWvJ6TsqquuSpHQXG7jrtKf+cxnJpz2eeedh+985ztYvnw5DjvssCQ9FRXAxk36NmWfjAULFozZSJsDxWIR9913Xyp/kmNdiUlJL/9rYDSQjg3gd6ZBIq0Cgfs7ABgRn6GrTWl8RIzbUEGh5dClXEnG1QLCtDlWCBU0mma0mlSDrlalweQsd8xPLRoqylgnXcZX2+qBBx7A3nvvPWKJ3lrA1ovaY2hoCKtWrarbfW5MDO6vxoP7rPHgPmssTIf+YhnGg5oIi5e//OX4+c9/DgA4+uijcckll2CbbbaZdLqXXHIJvvvd7+IrX/kK3vzmNyfHL7roItx///249tprk2OPPvroqDuAV4POqk8luOkcMEyqKSI0doAxAfl8PiGdjKmgG5Veq+RUV4fSvS0GBgYS96iOjo5ECFBcqMWD11QqFbS1tY1wzYoCh0JEYz5I6umaFf9YbhUuvCaS/GqEmyKM+eieGkr+1SIR97LQdtT8mQZ3L6clh9dVs+hMFNr2hK0XtUG97nNj0+D+ajy4zxoP7rPGQqP0V81jLL75zW/WJJ3Vq1fjsssuw/HHH4/9998fa9asSX475JBDcOWVV+Lqq6/G0qVLceedd+Lmm2/G9ddfX5O8pwJKQjX2QfdvoBjo7+9Hf39/shoUSSz3eIhxAwBSblBMWwUJYyxaW1uTPTJItknOGXPB7/39/Whvb0+ECoAkCBoYtpyoOxfLoq5K6tKlK2FVs1ioKGF+0XLC9HK5XGKR0eV8dUWoGA8SN87T2AtCBZLu+RGXzs0q10SgdVRRZeuFYRiGYRjTHTURFnvuuSfuvPNOzJo1Cy9/+ctHJVV/+MMfxpXmz3/+cwwNDeHyyy/H5Zdfnvrtsccew0UXXYSLL74YF110EXbaaSd8+ctfxsKFCydVj6lE3CVaVy5Ssk0xwEBvBly3t7cnbk0MYqZYILmOs/1KirnzNl2rdAlbJfaadi6XS/bUYL5AekUo3Q2crkK6ChMFRrRiKCnXNFVgsN00xiS6MfFY3BGcdVAXJm0fLZuujsV6RSuMikBdWUvdqyZjbYjxHV6W1jAMwzCM6Y6aCIvrrrsucX2qldXg+OOPx/HHH1/19yVLlmDJkiU1yaseINktlUrI5/MAkCLIJJIAEvcitR5s2LAhEQN0z9FZdMZhkByr2xXdmigU+vv7E0sG3a4oMAAkbljcAZskXPfVUGuJEuIYkK6B4ipEomuYxhpE4aCCIF6nLkkaq6ICg8vTssxxVSy1XkTTI8/VuBVdcUuFFRFF0nhh64VhGIZhGI2EmgiLRYsWZX42qqOzsxPd3d1ob29PhIASR5JVnc3npnnRRYp7WVBc6JKznNmnONG4DI3B4A7btIy0trYmu13TuqDxGsViMSH/3FNjYGAA+Xw+FX/A/OnepatB6WpNumSsxns0NTUl+2ComxEFgcaTKKlXi4FeR0FDVy+1PPCzum7RbUx/13aNq0ipq1W0RvHzRAWGrReGYRiGYTQCah5j8de//hVf+9rXsGrVqpRfPcEg760dzc3NyOfz6O7uToQFxYW628Rdq2MMhooBuk4xDiOLeKtQIHK5HPL5PFpbWxPrBUk1LSKcOWcanZ2dicBRot7f358QbQY5kwwzEF0JvVoLdIldCg9dRYq/MRak2hK4MehbLRdqvdAYDLV2UKSxXdViwHbW4O8YwJ0VfK7lZv0mYsWw9cIwDMMwjOmOmguL0047Dc8//zyOOuqoEXtZGMMolUooFAoYHBxEPp9HW1tbYoXQmACS1hjPoAHcSoCLxSJKpVKy6pNaMOIyrDoLzs/t7e0pwcAZe+YV3YwAJLEbSv4rlQpKpVKSF12yaH1g2VgXnflnnTR9/lchEoUDxYy6WvFzXIlK4yd0I0G1bmgQOF2k2Ca6hK7uGaLH48pS6t4VV5war8Cw9cIwDMMwjOmKmguLBx98EDfddBN23333Wie9RWFgYAB9fX3o7e3F4OBg4mbE5V9piaC4UHegGK/Q1taGfD6PUqmUCsgm6dTz1YWH0JWWSLJbW1tTAc2cmacFhX9cgpb5aZxFDJ5WAaBxDhQeOhtP4q8CQYWRzvyr0NAAbZZD66xihNaLGDiv+1NoLIYKCbXgqDiKaUTLEcuhQmCiVoxq1ovJrEZlGIZhGIYxWdRcWOyyyy547rnnap3sFgfOlBeLRQwODibB1AzI5p+u9qQuRySqakXI5/Nob29P3KrifhhKeIHhvRt0mVWSUxJkugRlLbeqabS1taUEEQmuul6pBaGpqSmZ+VfrCklzXL5V96XIEh4aTK3lUtKvFhB1T+L5FECDg4NJmaIrFZfnBYZXqFLRkCUwslahIrRME7ViROsF62j3KMMwDMMw6oGaC4uPfvSj+NznPodjjjkG8+bNQ2tra+r3V7/61bXOsiGh7kyVSgWFQiGxGNA6wWBskm6SXrVgqPsQv1OcaPwFSXN0QdLlVLm6kloTYvzDwMDAiLiIOLvPYHCSfgCJBURXXNIVlrRs1QSGChtg2CrCMkfLSjWirUvaajpsfwq4wcHBpP21v9QNTevCtAiWJdYtWlFiWXgtj49miYjWC7tHGYZhGIZRL2yWGAsAOOecc0b8lsvlxr2PxZaOtra2ZLM5IO13XywWk3gEiguS9nw+n3Iv4sy4WiTojkSBQZJMYVAqlZKYAgZYkyTrPhG6yZ4GKDM95se4Bl3RikKIsR8ULXFzObU4xBWuNJ4ji4DH40rwudyurq4VLQWRvLPNKCw0kJ7pqGVEl6ONcR0sI9tOzx1NYLDO0crDclazRqj1gnnaemEYhmEYxlSi5sLi0UcfrXWSWyTU7UlXKiqXy8m+EQzGVquFioy4MR7Tia48KjA4u01XqVKplJSBK0OxHErWKRzUvSi6WVEMUHBQILB80SVL3axIvknqWWeWjflqrEUUBiTXakWIweIxUBxI77uhgdu66hPLqVabKFRi4LiWj+5RWrcsgRFduKI1JAaixzFl64VhGIZhGPVCzYWFMT6Q/Clpjnsz6PKwnP0nIY+B3BQZjG/gXhMUDDyvq6srIdx0V+JKVLSQcFdtXfKVlgcF8+GMPsk6yW2WeFIXKbWa6EpYGuvQ39+fnBOX3o3uQ1miIAa/qzjjtRonweuYngac83cl6zyuMSC66Z4KA4qauAu4LuerVooomKpZMaLIiOfbemEYhmEYxlSgJsLi5S9/eeaMaHNzM2bOnIk999wTxxxzDA488MBaZLdFQGfRgWHXHCW2JMJxedFSqZTEEeieFdw1myKExL9QKCSz2RosTStGW1tbstleXF6WsRvt7e0AkAgM3b8BQCIaND5CBQatFy0tLYmQoSWAv6vFQYVF3NdDYx7YdoSSeI0NUZGh+2mwvLxWrSJZqzkxbbUixMBw1kmXtI1EXwWGxmBkiQgVGMxDXaiiNYltwry9NK1hGIZhGFOBmgiL66+/PvN4uVzGhg0bsHLlSpx88slYvnw53vSmN9Uiy4ZHqVRCX19fssu1ksqsZVpJqGltIKHs6+tLZv4ZJ8FYDJ0BB5BKU4O4Sfrz+TwGBgbQ39+fijHQAG3GbyhZpWsQ8wCQuP7oZn50l+KqSpoPXbnURYhWmP7+fhSLRQBIWVRYJrUs6MpR0RKkMRMURYwxiRYI1oF1BJC0A92ZKNyydhSncNAlagnGa2gbajD8WAJDA9vHsmJE9ygvTWsYhmEYxuZCTYTFokWLRv196dKlmDt3Lq644goLi/8/ent78dxzz2Ht2rXo7OxEe3t7MmuveyCoKw83vqMQIcElOS0Wi6nYC0KtIvyvblN0rdJZfJ1NV/LM9DRNJa4MDB8YGEh+p1hpbm5O3K0ohLiClLpB0d2LLk26wpWWO5/PJ+XSoOooDqLwUDel/v7+VBuwzDGehOmwbBQVFHoAUoH2WRYNCoyspW6jRUVd3aLVI5ZP86kmMrw0rWEYhmEYmxtTFmNx4IEH4qtf/epUZTft0d7ejvb2dlQqFfT29qJQKCRkmntY8Luu6qQrN5GY08pBa4JaDZqbmxOSr2SV30n8STLpIkVxwtl1WhZ0NaUoMMrljTt363kUODEYmkKDZFz3wSiXyyiVSkl5KLoYbM4lYblEr8adRNKtG/bpTL8GoNO6om2YNfuv7UNhwTIDSEQKrS6aD8m8LuOrAeMqzpiuupKpC1M1gREFSNa5Du42DMMwDGNzYcqERaWycYdoYyPa29vR1dWFmTNnptybisUiisViEi9B4k3Crrtr092GbkMxJgAYdgkChuMgolUESK9cRBchXXVKYxUAjCDHmpa6DFEE6N4chKZN0s5Abv6R/DIIne5apVIpsaiwXdQ9SkWTulZpgLkGbDMfkn8N7o7nsf4UDGp1YRuyXyjs1CVKXZ10BSmSf+1bYDgYvJqIyBIYWvZqVgytl92jDMMwDMOYLKZMWHzve9/DPvvsM1XZTXuQVGvcgRLxwcFBFAoFlEqlhKBGK4YScMZq6KpMcTUgXX2J7jtxKVZgeFlT/sblb3VFJxUYnL2nixLJqcZ9MOCc7lpcKQpAagZdLQNMk/mwrbQNNCaE+bMNgGG3L93XgmJN4y9igPfg4GAirjRQWvey0L98Pp9YVVQQMR11cdJ4Cgai65K7Ki44VtTNS8l/dNXKCuBm2aPAINS6YfcowzAMwzA2FTURFpdccknm8UqlkgRvr169Gt/85jdrkd0WAc4Yq4tRU1MTOjo6MDQ0hPb29lRgtC43S0KqsRYAUjPjOqOuM9QM1gaQLDGrgdEaQ6DiR5d8VWuCBjCTEOvSq8BGC0ZHR0eyd0alUkFPTw8AoKOjI7XcKsupYodEn38sH8vT1taWiBcl9rENAKRiVXRVLRUYamVhfpHQVwuWZttyNSu2M4BMkaLuWxoYz3Zk36p1I1otstylsgRIlqsUf4uWLbtHGYZhGIYxUdREWPzud7/LPN7a2ooZM2bg4IMPxte//nXMnTu3FtltMYi+8NGFRpd5VTKvO1+rP7+ueqQCIe7NEMk74wQY16A7YPP6UqkEAIm7kc7Cxz0heB0JOgkqXbqKxWJynLuMcwa/vb09uVYJN8s5ODiYXMO20pWi2Ib8r8vOKilnG9IipMvh0n1JLRhRsKkrUZbIYMxIdOkC0rtkRwFEMA+NsQEwwlKkglED2GPQOlHNiqGuWUwzBsIbhmEYhmGMhpoIC1siJg6S33K5nMQdkPCRPOuSsJxd10BqDY4GMGLfBAoFWjjiSkj6Gy0Sum9EXMEJQOJSFIOUVUBw9juWh0S6s7MTnZ2d6O/vR6FQSH5jfXT/DHUdostR3EhPl7VVV6ms1aZiELOSfrY5g9cZo0FxwTbVuJBqwdLsTxVFMZ5C41Q0roOIViZ12WI7R1GisRnsX+2LmH4UGSpEtZyxbIZhGIZhGBE1ERY33HAD3vWud43bdWJoaAg/+MEP8J73vKcW2TckuI8FZ98BpMibxjXwP8kz94Hgcd2jgASR1gIGXZO4chZc3X50qdmurq7U8rbcOI95k+Bz6Vgl6hrYzBl0znzzHKJSqSCfz6OjoyPJg6SdgiCursS0aWHQuAjWW93FGPBOiwwD5FVgUKxpIDrzJmnX/UNo2WHQts7qjyYy1Mqhrk4sB8WPbppIaNvq/hmECjl+Zz4x7kSXDVaoyIiB+SrM7CJlGIZhGEY11ERYPPXUU3jb296Gww8/HEuWLMGuu+6aed6TTz6JH//4x/jhD3+IQw89tBZZNyzo3lIoFJIZaAZxKwFVNycS7mKxmFqWFhh2leJnzScGY9P6oBYB3am7paUFHR0dSVwEV6KiOxTJuLoGMRhcd9DWmXTdIE5jBFjHzs7ORGSowCDB1U3o1MVKl4jlcXXR0pWqOjs7R8QuqHsS24KWCpJ1dTtSK5FaV1SsANkig3XX5X5VEKqLllptNB21IrAt2Le6ulYMCNegdLWkVBMZGt+i40r73QLDMAzDMAxFTYTFpz71Kbzzne/EVVddhSOOOALbbbcd5s+fj+222w7lchkvvPAC/vjHP+LFF1/EW9/6Vlx22WXYbbfdapF1w4KrCNGfnySxv78/sUrongpKQgGMsCTQhUfdWQAk1gm69OjytCTDJJe6IpXOcM+YMQPlchl9fX1JkHR0kWF6/E3jRID03hoaJKz5VyoVtLe3p5aU7e/vT8itkm2WXV12NNZDV6liPRR0DVM3LQ2UViuMWi3iKlh0GWOMhoqQaiJDXbE0TY1xUIGhoiVLjNAqFVfQYnuxnfSc6OaklheWW/tR3cFUYMS6GoZhGIax9aJmy83Onz8fF1xwAU4//XTcfffdeOSRR/Dcc88hl8tht912w9FHH43Fixejs7OzVlk2NGid0GDlYrGY2vFaV2NSAq+BwCSgJIAk0TF4OJ/Pp5an1VluBlszIFuJOd2dOOPf1NSUKivFDcsCbCS2Khq0/Jo+kA4m16BjEnUNLKeY0jgIBm+rSFCom1EUMZq/BnirlYcWFbVwaHyE7l3BvmJ76pK3UWSwnaJVQNspq3/V9YzpsYza31FwaZC7nsN4HbVCxKBvTSO6SMXzLDIMwzAMY+tFzfexmDFjBt70pjfhTW96U62T3qJA0kfXIYoIkj26HUXBoH79GtyrcQm6GhLPJ3Hn7LOSTxJT9e+nONBzdPO8jo6ORBDFJV51ZjyXy6WCwHUpW7UWqJWF17H+TU1NyR4RjHPo6+sbsb+HxiKQ9Op3YOSeDfqbxl0Aw/tHqOsVxRRJuloDuNxtqVRKWTDizL4Sb3XpUquAChF1a1IrkMaukPRzOWAVPRQBKkxoydL+jUHlscwqanTZXBVzUbBZZBiGYRjG1oMp2yDPSIPEk8SLAoMEvrOzM0WkGZSsvv+6wRpJrIqG1tbWlNuSuhBRgFCQ0BLAdHR2m2Vi3AOJOMk8XbCUqCoZJtmma47mo0HeJNHRLUjJcLRi6BK9+Xw+qWMMgNagZRUSBImy5qluZhR7pVIp2fejUknvt6HWC21PiqosS0AMmqbFhAJDy6ZtqrERamVgOtGKoVai6FrF9tY2iKtNxbLymtiORHT9ssgwDMMwjC0fFhZ1QktLC7q7u9Hd3Z2QURJTbpJHYqvuUXFlIyXSGrzLNHXGnMSRM/v5fD6JZ+AfBQAFg5JjklQSZ02PxFmXNVULAlea4h4WdGeiOCEpVmHCPNX9RmMeVGQMDAygUCgkoolCDRgmvlpeJcYat0DrDz8TnOGnIKLgU7GkS/Iy9kKtPPzTNsqyCFCosd8BjBAGWZvlaXoafK2rPDEttiPB8zU/tXyp+IjljZam6G5mkWEYhmEYWwcsLOoEzoBzZ2eSbP6mwdMAEmFBssmAb/XF19l+zuBn+fST/PE48+ZMuW4yp/756o7V3t6eEPpyuZwswQogZe0gyeR1uvdEX19fkr9uvBctCxRK6tvPelEAtbe3p9qUeWt8R1xZiWJIyx2D35WQsx1iQHTWPhq0LmmQN4VIjJ1Rkp1loeH1uhwuy61B10RcgYp9ra5t2g5q3dEYD82PbU0BomNP3bZie+lv/G+RYRiGYRhbJiws6gQl8PSNV0KrM/jq6kRyzpgDdZkBhl15YuC1kmLO5kdSyxgPBnpH9ycSVV2ZiftJMD8AqbxZZg0Q7ujoSIQJ618sFtHU1JRYTIBhVytdPpd1UbKtvzMYnhv98Twl0LokLY8z4JqrT7Hts1y8KIRUMMSgeN1vhO3BPUsoKqLQiG5S/E/Rom5uKhLYrhr8TuERV6LSFZ5UlMYlZHl+FDIDAwNJP8QlZ6MFI7qyESyjRYZhGIZhbFmoibA4/fTTx33uhRdeWIssGx6ctS+VSsjn8+jv708RRGDYdSeuoqRWg/7+/hF7Vag4UUJINySuSMUlbzVGgnnH1Za4t0SlUhlRVgqIrq6uxKqiM960TKirlsYv8DwKJRLSUqmUWvJVXXt4LYmvLpWrK0sp+aYwiIHbFAcMEifB1RW4VCQRtCi0tbWl9t5gn8WyqhApFAopFzbG20QXN/a59n10b4oCQ2M2osVA+0GvVdeqKDDy+XzqnCi0smJFdPxqUDjTjKt3aRn1XMMwDMMwGgc1t1gUCgX853/+JxYsWIAFCxagtbUVjzzyCO677z4cfvjhtc6uYUHiqEG/ekzJZZxh5sw6MLx/BGMD1C9fCV6cid+wYQM2bNiQuEzl83l0dnaOsC4Q3FxOZ8u13OoaQ/LNmXzNVwPRdTaepB5Iu9SQ1FMAEEwzxoDQRUyXmCWR1eVRNRZBrQC8hmkCwy49nLnXTQD5u+4loaKxqakJ+Xw+EQ+0dqj1QVdt0v6PQkP7lPlTeJH0q6jU2IcsUq9iLbpIadwLBYfuq6LWHA28Zx78r7Eq0TpBaLm1jLZiGIZhGEZjoSbCQq0Qn/zkJ3HiiSfixBNPTJ1z1VVX4be//W0tstsioKRdCRxjFXSmm58BpMioEjedHScZJdHlClHqQsT0+vv70dvbi0KhgOeffx75fB4zZsxISDDLx/RJcoeGhpKYBCWGGrBNtysVOywrRQmPKYmP7kEqGNhOtAyoeFCLA4m7rrAUhQDrQ8sAr6HlQ1eyIpHX1aWUmKuFh/WjO5YGlfO89vb2EUH7tNjoqlYcC2o1iUQ7xoVwNSgVJDEYne3Oemi/qvuTriCl10W3smorRFEk8By1quhYUfER4zdiOS00DMMwDGN6ouYWi1/+8pf45Cc/OeL4m970Jnz961+vdXYNC64YRNKvgdTq+04CTesFZ795HkkYiaCuCKUklS5MzIOEmK41XOmpUCgke2i0tbWhq6srcZci+eR1wHCQr7rtKNGPs9267wW/0+2JhDFuBBfdtUiydeUkto/GC6jrEgUZy8xleym4YmCykn6NceFqWOyzuHQty8G9PtjPXCWKrmsqbFQ0almVfMeAdoqH6LbEQHotiwapxxgMQvstxl8wv7iaFq9T6021mAm1QjFtjTGptpKUigwVR9HtyzAMwzCM+qPmwmLXXXfFjTfeiFNOOSU5VqlU8K1vfQt77LFHrbNrWAwNDaFYLKK3tze1bKm659BlhjPw5XI5FZCtS7XGDetIxCk6mA6AhNzSKkEC2t3dnZxbLBbR39+fxDnQNai9vT3ZL0ItAKyTkr8YNE0SrbuAs7y6YhPToEjQgGGWWfOmwFACCgyTT13RKM6E07KgKzXxGo0tKBaLGBoaQl9fX2rJX6YFIDXLz/zZXoytYH+USqWUy1mM+1D3MrVERfckFQsa5K0rUqmgVLLP8aZiQV3yoquWrrQ1mlBRK4WKTLWeULDoamZqOVGLXnS9Yhupy1+8xjAMwzCMqUfNhcUZZ5yBj3/847jtttsSIfHwww+jWCziqquuqnV2DQ2d7S0UCqlZWJJcdUcikVJXG5JAkk51ByJ5o3WD8Q3q9rJhw4aELCohnzlzZkIoOdPOAHCd5ddN6VQIxZnmGIStgdEk7+oWpFYRJbWx3upipEulklQrmSUp1QBs9oNaP+IO5JVKJVn9qlKpoKenJ7WTeHRdiqtxASOX22V6umeGWnfYx8yfVg7dLyNrxp7tpsvUUrhp0L3GjGhZmR7LpAHy2l8aD8R6q8CI1go9xriTGHzO8ZEVFM7xoxaVKEb1nrLIMAzDMIypR82Fxate9Srcdttt+OlPf4rVq1cDAD7ykY/grW99K2bOnFnr7BoWXJGJxJFkl4SpWCymds1ua2tL7Wuhq/SQrAJplxV1XaFVQ5eH5UpIAFIrGpHA83NnZyeA4RgQzrg3NzejUCiM2JtBl6PVtFkXJbC6KpKWjf9pGeBvGm/B9oiWAtaXlp44k85lXzVvjS2gACOJ13R1BSeKLRWCSmo1UF133qYFgwKDfcm2oojSVa34G/uFFqQYzB2JvW4kqGNG3de03kwrknMS+ygG1Y2MaRFqYeB3ihL2RxQnKhCidUmtIhxDWUHkGoSvwsWuU4ZhGIaxebFZ9rHYfvvtcdRRR22OpLcYaAyEWgsAJG5KdO9REaCuKCSs6uJDC4PO9JLMR5cZbqCnO3rrik8AUuQNQIpAUwDokq3071c3K81fZ+JVfLC8vE5nyFl/zp7T2qKEnHXXGWueq/nGmfVSqZTUJxJddSFjTIXuT6FEX3fZ1rgBWgY0Boa/c9ae7UHyS1cvFS16nuYdx4G6KEXLgc78x3ZnfQGkyHk8h7+zDOruxrGsba4WEHX3UuuYiqEo4tRFK0to8LvGxvD8LFdAvUY/G4ZhGIYxedRcWPz1r3/F1772NaxatSq18g/x85//vNZZNiRKpRIKhQKKxWIyq02iTfcnEkogvaGeWhNIZHX5VQ0qJvmMM+cKWhk0jkNJIH306XfP3yOJ1lnxUqmEYrGYct9RAqyiQUm9CiLmqW5ESrDjrDUwLISU1JK4xh28eU6xWEzOY1uoKAGAu+66CytXrsTq1avxu9/9Dvvvvz8WLVqUajf+p7hiuYFhVyG2n7aLBoLrrHt7ezuAtBWDaVF8ar4q1mJMg4oMFY48L5/PJytVqUhVK4Gmo25LFEAqDrUdmQ/LHi1IRIzNyHKp0jQ0HU0jpqfXRzcrhcWGYRiGYUwONRcWp512Gp5//nkcddRR6O7urnXyWxy4pKkSa646pDPBOhtMccFZciWJcSnVSNS4twIw7IYEDM/6aiwDSSvjCIDhXZpJ6mgdAYaDgdV/noHPjFOIQkhdeLQeWia1yjDWQIOKeR7LoSKH0N/1+miZ6evrSwmbG264Addddx0efvjhEX23YMECHHfccTjqqKNSLk26QSCXD86KR2B/qfuYxpewjGrVovhQ0amxJbpKloovndFXywXdnzgO8/l8aulfFRVxJTCthwpetdxw344soh4tELFs8Xe1ZozmclXNMsHvo+Uf08lKwzAMwzCMbNRcWDz44IO46aabsPvuu9c66S0KM2bMwDbbbIOZM2cmhFB9wRnDwIBbYHjHZP6fMWNGQvB0+VrOIANIXKcoKoDhzeVIrNV9SN2tNLhYd5SmIKFVRH30OSuv1hSdJY+/UUCxXHE2XGfXNb5BXYEAJOVTkaGCJLr1qEtQDP6tVCpYv349PvnJT+KOO+4AALS3t+PQQw/F7NmzsXbtWtx2221YtWoVPvnJT+LHP/4xrrnmGnR1daU269O4FbWikOTTEkQLhgbDs11jP9FNSldsUuuMijJg2OqgS/KyP2hdoEWEQfpqxVCBS2jsBcugdeaqY7Rc6api6qbGtlZ3NvZddJ/T+Az9LVpECbVURPe4KFpYj2ouX6OJFsMwDMMwhlFzYbHLLrvgueeeq0lazz77LP71X/8Vd911F/L5PN7ylrfg05/+NPL5PJ566imceeaZWLlyJXbccUd89rOfxYEHHliTfKcCra2t6O7uxjbbbJPM1nOJUN0/gb/lcrlU7ATFhxIt+v7TVYmEjLPmABKxoq4+6p+vBFUDfzWGIpaPFg0NpI2CBcCIvSiKxSKKxWLKnUpXetLrgPTqP5xBZzwGMEzA2S6c1acVhdfx3BjjQnHX39+PT33qU7jjjjvQ0dGBc845B8cddxy23377pP/WrVuHa665BsuWLcPPfvYzfPjDH8Z3vvOdVCxLLpdDR0dHyjqiRJqEnXmyjynsSOrV1SsG6evStIT2PX9ju+r1KrKYtwZx0zqkFjOOF16rIpXtq6uQlUqllIsdrVW8Lro6ZYkMtgGQXtI4BpnH2BJFdH/Sc3VMZJ2rLlujWTX0v2EYhmFsjai5sPjoRz+Kz33uczjmmGMwb968EUt7vvrVrx5XOpVKBSeffDJmzpyJb33rW1i/fj0++9nPoqmpCaeddhpOOOEEvOxlL8ONN96I22+/HSeeeCJ+8pOfYMcdd6x1lTYLNPCVrjDt7e2pYGUKACVycXWfYrGYmqHX2Vz6uHNmnCSK19LyQaGgM8nNzc2p/SPixnyc3S6Xy8lSuboilW6IlzV7zHqTzKufPkUT601Cqvsn0G1L25Az2hrnoe5U6m6kVgt+Zn7f//738ctf/hIdHR342c9+hte97nUj+m/WrFk49dRT8ZrXvAZLly7Fz3/+c1xzzTV4//vfn7j/qLABhuNf1DWNwoDnUFhw5l/3KtEYjLgRIPspps9+1z0fVFRo+bgRoY5BDcZXa0Z0u4suV7yGK2BxF/K46SD7VONBVIjpeNG+JWJ8TlYsR/yuwkFdoOIfoedmBYnrf56v1xmGYRjG1oLNEmMBAOecc86I33K5HP7whz+MK50//elPWLlyJX7zm99g9uzZAICTTz4ZX/jCF3DQQQfhqaeewne/+110dnZit912w29/+1vceOONOOmkk2pXmc2I3t5erFu3DuvXr0c+n0c+n0+ISFtbW7IZHX3XdaZWCRlnxHVlJnURAoYDoJV0koSre5KSOCXpOpPO/HXjN12ilWQYQEKudTZb3VyA4T02ontPpbJxbw+Wn8RW66PiILrQUIjQlYtCSGfeKYA0VqBSqeAb3/gGgI1jOEtUKA488ECce+65OO2003DdddfhPe95z4ilaiPxjS45KgRikLqWWS1DWas2adA2RY1aeLLiSjiOlGBrULm6o6n7mVoTVEyquNUYnnw+n4oNYnxHdNFS9zmWNQafq3jR+qkbWCxjrCOhfa9iTNtLr8mK6dG0sv5rmfjZMAzDMLZE1FxYPProozVJZ86cObjqqqsSUUH09PTggQcewF577ZXsrwAA+++/P1auXFmTvKcKuVwu2Reit7cXzc3NaG9vT1l5lCjrvhUkLdENimSMhIzigNaFSqUyYudqklR11+FvukGallljMUh4OYvOvLgqlBI9kmISThVJJK+sI9tBBRMJnS5lq4RSV5MC0sKFBJnBxay7Ev7f//73WLVqFdrb23HccceNqx+PPfZYLFu2DH/4wx9w9913Y5999knyjkvBxjgSdSGjoNPlh9kf6uKlFhGSc7ZZnF1n26gFSYUMXbBI6LUt2V+8nmNA4xPYnzoudMNCdXOjRaSjoyPZeVyXLI7iVy1fSvI1KF9dm3T5XRVtURzof7ZDtDKo+M1KJ4q6ataJai5Ueq3WwzAMwzAaGZtlH4vBwUGsW7cuFdzb39+PP/zhD3jLW94yrjRmzpyJ17/+9cn3crmMFStW4IADDsCaNWuwww47pM6fNWsW/v73v0+4rOpWMZXo6upCV1dXsoISycqGDRtS5CZuhMZzNSg4uqbQZYnkikRf02DdI8HN5XJJm6jvfwyCjsufMuhYySwtInS70v0adGlWkiqKKp6vZExdvAYGBpLVm/in+ydoTIGSZZ0dp1iJpPKee+4BABx66KGpmIrRMGvWLBx66KG45ZZb8OCDD2LvvfdOrDxaHhWJKjI0MDoKA44P7noOICXY8vl8ko7uWh6JarRIsT04LnK5XGo1pzjLr2NAA/fVesAxrO3KelIIqgVHxZFaRrScKmj5x3GrokJJum6gqJa8rNgLFQzaB5qnWj7YvllCJUsoVLNqVMPWLjb0+WI0BtxnjQf3WWNhOvTXRPKuubC4/fbbceaZZ+KFF14Y8ducOXPGLSwili9fjkceeQQ33HADrr322iSgl2hra0tcZSaCVatWbVJ5JosXXngB5XIZjzzyCIB0YDJJEI8DSGapScz4m67cpDO56pJC8slZXV0SVWedgWGSprPTGpegrigkeBpcDKRXDYrLqKrLSZbrCa+nO5i62qirFIAUcQeQIui62pO6kEWRwfQ5Y/7HP/4RAEZYysbCrFmzAABPP/00/vjHP6YsQJGcq/sN66tkO7oEqYhj7IjGv1C0qBVHxWEk3kCawGqbRpcyXSZXz1XLAcUp/7OcHGO8ToVerKuOoxgjwvJmfVYRpQRfy5zL5fDggw+mrlXLTHSNyrIuxHT1nohtEYVGFAgTERtjCZUtFfV6LhubDvdZ48F91lholP6qubD48pe/jKVLl+LDH/4w/s//+T+48sor8cILL+C8887DJz7xiU1Kc/ny5bjuuuvw1a9+FS972cuQz+dHCJf+/v5kQ7GJYMGCBSlCOlVYu3Yt7rjjDuy7776pAF0SYrrsRLcTJZy63wBnZknodDZaZ+91R2ySongdMEyQKDA0boPklWmyvDEWBBgOUqfvvtaTZedvJMt0reHsuBJRJbs6S8981Y1GiWB0EQOQuJepGxCXSV67du2E+nPdunUAgL333hsHHXRQKmCZ7aN9qSKDUPHFOrJcuiyv1r1YLKbccnRsxJl2tlWMK6AVScWitrGKARUuKgTUGhDTVSub5s9z1YqhYy+mxzGh7ZUFvZ7ifcGCBal4HyKOk6x0NM+sa5Xsx/5U4ZIlMjStmHc1bMliY2hoCKtWrarbc9mYONxnjQf3WWNhOvQXyzAe1FxYPPXUU/i3f/s3/H//3/+HV7ziFVizZg2WLFmCpqYmfPGLX8SRRx45ofTOO+88fOc738Hy5ctx2GGHAQDmzp2LJ554InXe2rVrR7hHjQcaYDqVUFJG4klyTZLV0dGBpqamhJBpYDaFAIBkxSZucKZmMy4hqt/pRtTW1ob29vYRMRosl+5vEFesiuS/o6MDwPDmdBRFxWIxtcysWld0Z2p+Z7n0XH7WHatJuvlZN+XLsqDofhq6/Kmm3dTUhJe+9KUAgNtuuw3r1q1LLBGjYd26dbjtttsAAAcccAC6u7tT/aoCg32p9WUZdTzwXLUsURSqeGCwN9swCq0si0bW+IvWKLW2cNlZChwNjtfxEtudFgz2EXf2VhGoFiuKvGh1YTraj5qHjtsoStRtUAVxFAzRqpP1X60vMf8ogmJZtDzRmlIN0dVraxIb9XouG5sO91njwX3WWGiU/qq5sJg5c2ayms+uu+6KRx99FEuWLMH8+fPx9NNPTyitSy65BN/97nfxla98BW9+85uT4/vuuy+uvPJKFIvFxEpx7733Yv/9969dRaYASppzuVwSb6CBsiQIam1QkprLDa/YxPPb29sT4pnLbfTDJ5EiyQU2WiG4VKwG13L5W5L+zs7OVKyGruxDK4WuXsQYDwDo6OhIkXe1cABI9jkAkLLccMadS9KSVHEJVBI0lpUxHhofoDEHkRzncjl0dXUlxL1UKqFUKmGvvfbCHnvsgcceewzXXHMNTj311DH78ZprrkGxWMQrXvEK7Lbbbujp6UlZGtQti65rbDNaBygm29raUm5fuq9Ef38/CoVCym2KY0Ldp4D0ErMah8P81CVLxxnP13gbCsqmpqbE3VDjJlToRNe46N6kVhX9nUKVn1lnImtRAV3RSol/FDpsdw1UZxosA6+r5sqU5eqnLmCKakJNf4+IFpMsFy3tpyg24n89d0sRG4ZhGMb0R82FxRve8Aacc845OPfcc7F48WJ88YtfxCGHHIJbb711QhaF1atX47LLLsPxxx+P/fffH2vWrEl+W7RoEV7ykpfg9NNPxyc+8Qn84he/wIMPPogLL7yw1tXZbNDgVZ1NJ1nQFXmAYbJEkFjprLLGaMQgWZIKElGSVpK4XG5j8C5JMQk7BQKXmAWQzCbrhmr6WV1o6L7E65U4Dg4OIp/PJ2RV3b8YoMyVlfin7jwUBH19fQlhbm1tRUdHR5IvCRjzZNlUuFBkUCh95CMfwamnnoply5bhta997ahLzt55551YtmwZAOCDH/xgyvqhQklXR+IyuNzcj8SdVivWQ8UAy09hyPbnPhNsH+0jQgOi4+w/xwnbVGf19Xq1QrEsFKUcKyTqKnA0fXWRi7P2eq2OdRVkFKMcO4VCIdVWOpsTLTVaR02P52l9IwHXcmedp2kr9Fxt0yi+mAevyRIMmk/WZ55rsWEYhmHUEzUXFmeccQb+9V//FQ899BDe+c534tZbb8W73/1udHR04Etf+tK40/n5z3+OoaEhXH755bj88stTvz322GO47LLLcMYZZ+DII4/EvHnzcOmllzbM5ngAEvcdEs5yuZzaAI5CI86ORiLA7xQLJEzFYjE1wwsgmdmPsQtx1pgEltfqzLT63pOUdXZ2pqwSJL8kyyynkm0VGV1dXejv709m8tXS0Nvbm1xPty3dJ4Oz5Bpj8vzzzydlb29vT8rNdqRwicui8u+4447D7bffjltvvRVLlizBueeei2OPPTblFrVu3TpcffXVOOuss1AsFnHwwQfjiCOOSLl26Q7n/COJpWAikeY+IGyzgYGBpK20fHQ54zmMsWAbvPjii8mYUZcxik8l9hRaJN/AcHyLmlvpJkd3OF0wgAKnUCiM2LuD6ahY0TEdx7GOwXi9LhSg+bO9tH31P602KjrUGsRrVYBXEwpZ9x3HVHR34hhQsq9tTyGl50W3LuaTJTZ0kiEKHOahZRtNbGg+sW6GYRiGMRHkKqO9PWuEnp4e5PP5Ebtw1xNDQ0NYuXIl9ttvv7r4rK1fvx6//vWv8YpXvGKET7kG8PLz0NBQiogSnJXXJUA1CLtYLCZEX11ESDrVqsG0OENLwaOrbSkBj0KDUIsGrQo6W6zuXbqSEcvO/9zjg21CVzGu4KRuUCwvxQmARCTx+riBGwkmz+XvbW1tKBaL+NjHPobbb78dwEZSfeihh2LWrFlYt24dbr311sRa8PrXvx4XXHABuru7U/tyMD0l9EoSY0A0gJS4UAtGS8vGndljYLQKE64WxTpH950sN6i4ShXrrxYMLUMkt3FskfBHtycVGzqG1bJWjdQruVa3J1qY2Oc6ttXN6YEHHsDChQtHPH8ioWd5tSxanmgh0PqMRt7j9Vov/o8WjdEEgCJLjFQ7n+2e5d6VhXqIjXo/l42Jw33WeHCfNRamQ39NpAybZR+L22+/HX/6058yl3898cQTN0eWDYfe3l5s2LABAwMDye7ZkRyw/YaGhpJN09SaQeGhVgcSQxLwrq6uhJST+MWA7mKxOIJ4kmTpUqckFyRydLlSlx8VD7Qm0EqiQcycMaZYUAILbCRB3ACR53JJYc6al0ol9Pf3J/s7UGQwDSVQSpB4fXRrYXn6+vrQ1NSEr3/967j55puxYsUKPPzww7jllltSfbhgwQJ85CMfwZFHHpnUj8Hx5XI5tUEe25CCgG2r8Q9q1aHoYJocM7RyqVBnX9HqEPuZQpN11JW7NG/+XiwWU+5i7COtj7psKcmn2xQtCxzPdLdjG7C/OA4Z/6AuY8DI2XteT0GkAexaDl3AQMujfa6uh/zjOeqiyHbS8mi51MqiZSeiSMiyUEQLhN5zOn4VWdYMpp+VL9tEoe5xWa5Vo4khWzYMwzCMiJoLi3/+53/GT37yE+y5556JCwXhF9Ew6D7y/PPPY8OGDUnwsfqkkwi0tLQkwoBknf+B4Vn+6NZEkZDP55OAbiVe9NHnLLkGhevsr7oRcRZd3WV4Dl2V4uo9JNOaDvPQJUg1xoJpqPVGxQqJIl2BKHT6+vqSetNyoLtvR3IaXXPU335oaAjvfOc78fa3vx2rVq3CqlWr8Kc//QkvfelLsf/+++OVr3xlyl2Jwc1aLo0BUdcrFWzRdYhtSqsM+2pgYADr169PBS+re5gSzba2tkTQxUBwtaCwL5TMskwUkBQyuncGhYzGOOTz+dTiApHUE8xHCTDHJnfvVjcoCmk9N4oiiizdN0T7O7oXalvzd44jYFgIsS11zKuFQkWCCgS1Quif1j+KFK2jWt20/LG99H+WCCI0ZkV/43ftnywxk5V3/G2qrRuGYRjG9EPNhcXPfvYzXHLJJXjDG95Q66S3KLS3t6Orqwvd3d0JqVBSpG5GGq/Amd2enp6UlUHjDZTQqG95dH1qaWlBZ2dnMotPdxrNTz/TakCyyBWKolsPZ9U7OztTgdc6K0qiFn3n6V6kS42S/LKu6jpDYs1yMg2SVLUcqCuIzixnBTLHWfP9998f++yzDx544AG88pWvRKVSQW9vbyo2hu5KnEVnPWgJIanX5U8ZkM7ZcyWwKow00JtWjFKplLgZMhZG6woMi4BKpZL0HYDEZYpkWmfrgXTANwAUCoWUlaO5uRl9fX0p60V0k6M1Q0UG0+ZntZDFGX3GPwBIkXodL+rSFYUaz2FfavkVvJZl1fgLlpf3pNZXLXtZIkPFQRQX8TsR0+Ex/o8WChUy+l+fAayj/tdro8DJcsNSa4a6MxJRhFhsGIZhbJ2oubCYO3cutttuu1onu8VhxowZ2H777bH99tsDQMpKoGSPZIKz0xpgrRaGuAypugMxOJdESN1uVHyQmJLI654IuoKULourrlh9fX3JeRo70NbWhu7u7hTp5vUsY1yeVoUUkJ5xJbHRQG4ASZt1dnamVqvK5XKJew8wLGoobOJsL92RmGfcbI7H1LJBwt/b25u0J+vLJXzVsqLLuCqZY/0I5sMg9I6ODrS3t6dECl3C2Fa0HHDVMCC9aR3HVHTBY3qxPCTnStgZ+E03OvZhtODwu7Yny8CxRTKtAdgqLNnO0V1ISbYKDa1rjP+JIlXrpCKsvb09cW+jEFIXPL1vOJZVRDOvaCmIwiLrWLSkVCP82jbaDjE/FVMqqrKC6LPyzBIY0UUqftd6ZdUxS1QZhmEYjY+aC4vzzjsPZ599No4++mjsuOOOI15er371q2udZUOCpJeEintNqD+8EiWdrQeQEh4kPExL95ngTHVcnUl9/0m0ddaepFODgzUQWi0azItB1CTPxWIx+f/CCy8kebW3tycxAhpPQBKtVgm606nbFL9rrIBeDyApP6+jJSaXG44zUNKp7UqXKhUiHMd9fX3o6elJAqkBJAHo9PtnOhs2bEgFmmt8RC6XG7GCloocpsFy9/b2ptyPKB4oCLU/2Fdsl/b29pSlicdJTHXsdHR0JONJ3bXY5krYKSBJzEulUiJwY2C+flb3JorTKB7UOqEChL/pzDyQHSit8R7RLUgtgexjlkPrmM/nk7Gk/aSWDQp9vY7jIQoNLaPmp1YIHY9RGIxG9tkeWW2RJcpi7FSW6Il5xLRj/tFVqpoQycqPY8IwDMNoXNRcWKxcuRKPPvooTj/99BG/5XI5/OEPf6h1lg0Jkkb1d1d/f51JJqGmm5C6ftA1QwkEiaemQVKkpJWzzeVyOSH6JIWadnNzcxJITdJAQRFXm9LZXR6ngOrr60vyZYA0hQWJenSriasJkQBqLAiAxDVIz9X6aAA5ywMgZT3QWXnGvJB4FgqFhOC/+OKLqb7g6lTsE3Xt4ey7znTTrYZuXJwdVyJMokryScvGhg0bUrPrnZ2dqbxVXJC407pA6wlFBvte42HYDkoQlYCr1YN9p2OUQpj9DWy0unDPi7gyl4qMrLgCFZkczyoUdP+LSGjZbmpZAIZjkTSdWD8l3fxTAa5jg+loO2mZ1Kqhx7NEm95jrAdRjfirZTO2n36OfzHPLIFR7Tct22hWjCiYxrJ+qKtfXPQgtoNhGIYx/VBzYXHllVfi1FNPxfvf//4RwdvGMAqFAnp6erB+/fqE1OusqboYcVZZSYK6CMWZYIKzsiRs+Xw+NduqBJJBxkyTxFrjBVhGkiW6LxGcNVehwfICw3ETuqITZ+RpDeHGcaVSKRFMGkOgdaXblsaAkKCT7GqbkMjOnDkzaUMNcNaZe10diOKhXC6ju7s7sS5RPHGjNnWP0Y0ISbQ1tgAANmzYkLStBggrCR0cHExiZ9Q1jflynw9aG9hWnZ2diYhj/ZguLSgM8Fa3NXXDYZuyTjprr7P0au3iSk/RusQxrAJLV4CK4kbjJzS2Qe8FtgXHGNuf7aHWGf7FGXfWh+KAfa/iAhheTYzjiZ95n1JosfxaNrrjcTyqyGHa6qbIY/w/GoFXy02W5UDPy7JCaB/F8+L5WcfHsm7EcsRz4ud4jj4zssoQ2yur3IZhGMbUoebCoq2tDYcccohFxRjQly9ddZQ00z9eiZfOrioJ1oBW/tcXrrrB6AygzjYDw+4gnI3VfEiW1X8+urtozITOoCsBUwsCyZYGW6t7E5ezLRQKyVKzOutNws3dpln3rHgVdZ1imVgftqleo6QmirXOzs6kHUkWafmgWxg/q9uZLo3Kc3Sn8WiJirO1Kj5padAlfHt6evDCCy+k0okuRWqtUYHIGB6K3OjCxDxZP13Bi+1AsatxIfyd/cAxwmtYDhVxaqXSIOpoyaJFQ4Urxy9Juroh6Qw6j+uKYerup4I8Citer9ZFig2ez/qwzpws0HGmgi66AOmzIGvSYCxrQbRaZJH3KEZievzMvhivW5NeU628Wdey7fQZE6+J6YwliMbz2TAMw6gdai4sPvWpT+ELX/gCTj/9dOy8886pWT9jGJxdJkni7K8GAussps7EAkisBSR56lKis3n6cuZvcZafafE6knPu8gwMEy0NFNdVqFjGrMBskiid4VYCSAtAPp8fEbRNokdXGmCYYLJtNDCdQop1IfHmTDTTrVQqyWy+umBpHVSM6MZ7rBddzoaGhhIh2N3dnQqwVxexlpaWxLpBi0EkxiqytL65XC4RKmy39vb2ZNdz1o1WDbVu6BK+bBfdV4IrjKkIYlxGR0dHKk5ASXtbW1sSRK4Cp1QqpYQNyS0JtIpVkluWM1qX1HIzODiYtJ9aXZQAsx0pSlRo6hLNahlUYawxJryO/cHxpUKL40CFC4WQuosxH+3vKGS1fbM2VeSfti1/VyHAvKt9VtERUc1aEa+NYmUsgRPrkXVdtWu1vPo+ifnHNLLETrX6jvbZMAzDGD9qLiwuvfRS/M///A9++ctfZv7uGIuN4FKo6i+vs6m61CVJKgksZ6r1RcrZUX3x0r9fSQ2P0wJCEkPhoSsL6WxpdMWK1gCCLjA6G82ykcgBw+4i0eVL4wBIkDUvkjymz/pEQaN+9bqTtK46pW5FnK0meYkESNsjxkLQ8qH5lEqlxDoBDIs1Xk/iqhYCuiapwNSNDHXmWK1ZrG93d3cydlgO5sXvbEv2CccOY0ZYTiX5GmjPtlbhyOMUUBRIQHrmnX1NYsyyaD043ukKR6gLUgy8Z7tFlyq1rGg8k7oj8R5QQcMxoyukaRyFinR1M1MBxc9q+YjEWi2JLK+KJE2DfaNtpSKPgoPCRa1Uimqkvhr5rvabtlu0ioxH4Gh6sV2ihSYKx6y6VBNC+jkr/7GE1mj5WHwYhlHtubEp51U7R/lPI6DmwuLzn/98rZPcIsGlSBm0rOQ8EgiSRc7oU5SoRYOz2eqeorOeSr6VjADpIFPOgGcRRKZDYsbZepaf4keDctVlRevFlYxI1qKric4GaxlVIJGok/w1Nzen3KXUzUWvV1cWJdskcSpaNEZCZ7iZP6/hb3EfCrVYAEhmvtlunPEHNloOSNRVyMRNAYFhUsOyUmjqTH+lUkmsUdquSljZ1xQHlUolSYv1ZjCtbojH/mddKQJoueHYoDhSa4uS7ShcdWxxU0AgvWoT4zjYttx5nS5dKoI4NihUmB8FdIx3YNuqZUAFZQwiZ5myrAZqIWQeeg/qRIBaQoC0C5MGfavQjEsJ672t95/ev0qisywCOj5GI+uxvnqNXhvFxlhWDk5UaD7avtWuyypnbPtq9VFrU7ymWpkVFh6GMX0wGQK/qecZadRcWCxatAjARpL0l7/8Bbvvvjv6+/vR3d1d66waGk1NTakN8vhSB9Lr9Svxji5PJCJKApk2r+GNUSwWk0BfYHhn50qlMoLEMh/O8JMEcjdplkutI/TFj3tEFIvFpOy6ihDFBcsCIEUklbRrHnRpYT2VcEdBRnei6H4CDLtose1VEHCXciAdz5K16hTTUMsAf9cVgpgn60CLgV6vIoDL3TY1NY3Il25bFJdsr+i6RWKrolDHBceSBujTBY/lYDuxDym8WltbE6uMulBReHBcadtQRGk/kfizfhwL5XI5sUQwDfYJ20+tHIzxoIDRPlJxHF2Y2B5KAtWqxn5TS0u8LhJsjgO9J/mfrm5ROGsZWP4oAJVss+7RksJjKi6yLDKaL9OM6cfnkhL0aKXIElZZQoMYS2Ao4Y/QdqqWRhQTUVBFwTGWIBjNujGW8IhpWnwYWwumYjZ/OmE89/N47/l4XtYk2HRFzYVFf38/zj33XPzgBz8AANx66634whe+gEKhgK985SvYZpttap1lw4KEiOROSTHJAoAUkVQXEiW9JDI6s6ppKQnmtdxNuaenJxEZJE507VEXLd25mbPQAwMDaGlpSW2UFtMiQS0UCsnLmQSUs8cko1w+lWRS93eI1gWSXuapbjwaO0FCT2hAr4ogTVMJCsktYw4okvU8/tdZeloQAKTaTgUhwXKyvqwPRQ/bRy0KLL+uyEQriJJi5kPBqP+17Ep2oysN3cR0TLKNdalgjVVRkUn3KU2DVgO1vjAfjg3+pyUtxiWwDOpCxnFA696GDRuwZs2apGwdHR0pYaLucyTVSjaVxKvFTQm9Wgb0vmO7s0xxJl7HtNZHBXG0LurYVYugjkm1buk4V4GmiG5V0cLBdLIIvBL80awDLG+1l2Ns87GsBpFoVLOyxPJm/c8SHFnXZ6UTRVZW2Sw+jOkAHcejifctgehvKoGfTFrGRtRcWHzxi1/EE088gZtuugn/+I//CAA46aSTcPrpp+P888/H8uXLa51lQ4IEiLOvfOFnzQ6SkOkstRJzndnUmAedndWXvxJf/axEb2hoeIM3loHkEUDirtLR0ZEQXc6sM9BaZ9iV3JAs9fb2pogE60OCCiAJJI7EXa0CfDiyDZVUc4aYZYpiiQROLUFsu+imw7bVWBcVCLSmxD7QWX72X1tbG7q6uhIhoUvR0v2I5SPh5nUMTo+rKrH8dKUikVTiSvcbis8sgsryqAVFg5mB4Zn3pqaNu2+rGGAb0x0NGHYBYlvxd7UO6Ew9y0DhzT7jxoCROMf27+joSDZn5DlMkxaMeB/pOFByr9BA9vifY1D7hH3G+1TbM4usajyFukUxH7Z51uQB25XfeW9lCUi1umgfqIWQZVKLFzByz5AokuP1vIZ56G9RDOhYi22vdYj/9fk2Wjk4xkcTA3osWkWixaKa4FBhNl7rhsXH1olakfiJEH0+X8gPpgKbczbfmF6oubC47bbbcOmll2KPPfZIju2xxx4477zzcOyxx9Y6u4YF3V3o8qJBp0pKgOF18KP7g7pHAcNxFEpIos8yZ95JPEmcmQ/JEV/u+mJUn3zGDZDk6Io6JJM8j5vhscwalMv60G0qztjqPhKcuafIoShj+bgnBcvMTbZ0dSbuncFrNL1IfJUkspxxWVoVhtqW7DsNktY+UPHBeqnFqVAoJO49lcqwu1Bvby/a2trQ3d2dzMDrSlAsA9uRbUd3Nw1EjrP/Kqw6OjpSxFRn13mMaemeKiTz0YKholSX+dX2pbjImlUj+vr6kvHLtLXcGphOgdPd3Y1tttkGra2tqeWN2a7qugSkZ+9pKYpjRMVHFCNqQdT7mX1B8Fz+pkJGrYtsC+0HFYAsjy5vG90Umaa2OcuiZdV21/MVallhPaqBfaMTJtWsBfw8GkaziFQj+xGxXpH8j4Vo3dDxMN5yx/PHEh9RQMbPWXmN9tkYHfUg+1ONLGGfdc540zIMoubCore3N7VMKaEzjMZGkEjw5UtCGEWEzibri0Y/qzVDXZLUNzzOhqr7D2eDlewo+dJ4ARUYwLALiQajcgZbffp11ljJnC4XG129OOPM+um+GeouAyBFlAAky7GybIwRibEItLSoWGHbEEqydbZeyZ8KOrUERPcVAEksgEJFSVdXV3I+BRd3Lu/r60vc1+gG1N7enogs1ktJKNtXLWBqIaEFREm+iqNYVp1FL5fLyR4kXPKWbTw0NJQsP0sxoOKMaSih1pk0JW0UWr29vQmBpnjQlaFImu+77z7cd999ePzxx/HAAw9gv/32w8KFC5MNEoH0KmZaHtaRlgG1jOn9xjGgyx9rnIiOiebm5tRSvEqmlYCoyGA+FBpsD44fFQUqmLSvtWxZEwXazvo8USueClEd+zpulaTo79UITHzWaZ1VNFYjLdWET9Z5Y4kOzSMr3ax2iv/VZTOeWw3V0opQC1csfxZ5Ha8FBxge76PlP5G0NxfGIulbAtGv1Xnj7Ud13TSMWqHmwuKNb3wjvvrVr+ILX/hCcuypp57C+eefjze84Q21zq5hobObGgegq84oASP5ATDiZd/c3Jza50F9+XUVmkgwI9FQ8aBkQN1WIokChgkYyxPTYR2UnLEulcrwng0kGi0tLckKWBrkrJulsX5AeqUdigtaZFRg6SpGJMORTOdyuRHWB7apuq9R+KirlMaWsC5cwUv7HBjeaTtalNgmPL9SGV4it7OzM7WfA2fbC4VC4t5DgUGCqzEf/Mz2YvoMcCbpZ30YeK/tzPKRBHIWnZsUzpgxI+krtQaoZYTtpuRRXXKUWLMdNVhahTLFFoCk/W+99VZ8//vfx2OPPTbivttrr73wwQ9+EO9617tScSlcxUrLyrHL/Dm+tD917JBIsi9oiVJhzXNVhKtlQwUE21YnCPibxtwoEeb45BhUwaSCgf+z7mG9/3Xcss+iIIrCh2JbyTU/c8zpbyq+eF+WSqXU/jps61iu8WCs88Zr6ci6Jsv6kXWujiFt42rp6tjj9/FYHyYiPohqE37jsXywr9lnWe5r4yG5Wr5NIbqbixzXisR7Rt/YmlBzYbFs2TJ89rOfxaJFi1Aul/Gud70LGzZswIEHHogzzzyz1tk1LJQAKMEncdRdrjXolS/fOFve3t6e+p3knTP+hO73oGSYDz51U1KiB4ycpSaBVFJPEqDxHiynuirpOQwEZ1okpTr7nMvlUu48uu8CN2fTsqo7lZIztgHTJsHS+Az2Bd2kmPbg4GCyOzXz1lgFtXwwX64wxXPpNqR+/hpTQmjMAcupy87qamI9PT1J+2k8hq7SpKSU/UFRxQ0PdZldjgWN/2AsRRSmKmI0OFddoZifxmroJpC6FKzGEuisvMb3qEhhmuvXr8fnPvc53HXXXck9ceihh2L27NlYu3YtbrvtNjzyyCP4l3/5F/z4xz/GRRddhM7OzkQgcdywfrzP1N1QLShKRDVwXu9N9gXHE8uuwkIFE+9LFZtKMHViIFrKCHXHihMUasmK+WtbR9LPe0v7XPterTxa7ih+Rpt5Z510jOh4q5Z/JN2KiRC6LHJaTXRof1Q7P7azirJY96wyj0bSsywcKtBGg743RhMfUbBWKyufEVmr4G0KxrJEZaWbFRs0GnRSYDToJM9Y52TlYRhbI2ouLGbMmIGvf/3reOqpp7B69WoMDg5i1113xW677VbrrBoanEEnsVV3o6ampmQpT3WnADCCAPBYljDQgN34R9cVphfdH4DhmWklyyREdEWpVDa6eLD8OptNwgUgWVmJ5aGlhYSss7MTwPC+DLo0qcYMlEoldHZ2JoQwzgLTHSfWWwWUkkSuaMR2V4tFtByQPJNMsQ4UNjozq0sDqzBoa2tLlYsztNzDIssFhO1JCwL/GMQ8a9as1L4jGveg8TPc50H7Q8tLkqAzrC0tLan6cbzpGAOQLGWs45NpkyCxTt3d3YnIUHGpS/7yHiE45nRVI1oamM9nPvMZ3HXXXejo6MA555yD4447Dttvv32Sxrp163DNNddg2bJl+PWvf42TTz4ZF198cWoWXwk7x6G2i9ZL+0rHKMumolPd7tT6oGOe41utAxp4reOJ1ki2kxJeHee53PCKaCo0VHAo2dfdydkXKkh1IoFlYgyYjg8VK0SW4GC9tXzxd/2s95WORW33rN/j58lCLQ/jsRJoG2alFdOslmdMNysN/V8tnTiRETERy0dTU1OyqIS6NMY8R+uTOIk1FsbrBlcN1fpic+U3XkxUjEwn645hEDUXFk899RSeeOIJ9Pb2oru7G3vuuSd22mmnWmfT8FAyowGuJCR8wUZ/8+juxFnFOOtNlxeey/0p+F194PmZBCfL91ktJTzOGWeWi3lyllZn3bNm61h2tYDwHAYck2iRMDNAnCSHqy3xJdHe3p4ipAzgVoKmRI7B8/yuLz9dOYvfn3/+eTz77LPJkqXqdhQtAjpLq4JA/d7jjDJFAdNg2lzWV8kF09HgbMa10G1KXbbo+kWRoyQ+Cg6WiwKGs+AcJ7GMdIVqaWlJYlk0fkgFh/6uVqH+/v5kjKmlhfcEoZYEtt0Pf/hD3HHHHejo6MDPfvYzvO51rxtxz82aNQunnnoqXvOa12Dp0qW488478aMf/Qjvfve7k3IWi8VUoHYcC+xPtbhpPIpaViJh1s0RmW4uN+xepYs0kLCrFUPHVC6XS8Qjl76N7mRxtp/HuapYJOysm/YrMPys0meBCnclaFGcaz2j1UGfBVnETcuoYie6DnJssmwqfqJFI/5XoajHI8ZDQrMI+FikfCyLyFhEezRrDTByY8Ss87OuryYEssqvViu9DyaCLAtCrUXhRMXB5j6/nnnyeav7Fo2FqRIxFj6Nj5oJi9/+9re48MIL8fjjj48wb++99974l3/5F7zqVa+qVXYND5IzvsDVlUBneEn0YgCizo5GQltNfFR72ZKk0V1HiY8SDqajeRYKhURMNDU1JW41JD3RZUSXJCWp4nkah8HycqlZtoOa3Um2eT4JuOZLgs02YfvozC2hFhu2Ey0TzI/Bwwwg1nNJAun+xBk8JWEqnkhguUEdSQ7z1PZgPeN+EqyLzhB3dHQkZad4oOhjusViMSFUJPfsI7aVbkiohI6WD87C0+JG6wvFDkUOr9VVxOJMeJxZpxuf/qYih+OT53/3u98FAJxzzjmZokJx4IEH4txzz8Vpp52G73znO3jnO9+Z5E2BpEKe+RI6dniO3o9sJ3UVZD+zL6J7ktZHX6xMl/1IAqdCNG4wGK2OKjKYTxQcFEqxbVkGpqXWtKzV1DTeQu81zVfvARU/HLM60RJddtSaVI2U81kQyaqKtjiZkEW4tR/GIz6iWKoG7YvRLBlZddN8WGZNL5Z1vOlk1Wu8M/rRqh7TGktcjTe/rHKORyQRU2ENmCg2RRhM1TXTJd/xYjz9FcfYpvbxZMbGWPd61nG+MxoFNREWd955Jz72sY/hrW99K5YtW4bdd98dM2bMQE9PDx599FHceOONOOaYY3D99ddj4cKFtchyiwAJCoDEzSXGXUSyQZKp5AUYfsnwxawvLBIPJXSavubJOAgtn85qqhDSmVtgeKUjpktSOTAwgLa2ttQMOl1hODOts15KCjhLDgwTBrqQsT50m+LsKWfT+YKl2xnrreKJs+RAerZWA91Zrs7OTmy//fbYYYcdknxU5PT396Ovrw8bNmxI2p7lVDckjSdQC4vG1ZBIKonktex3dRPTfqJoUCIKDLvMsL/VvUddcHSWnP2g5JbjMQaEFwqFpG66chZn4tmHOkPG8qvVif1MKxvHQalUShYpUAvQQw89hMceewzt7e047rjjxnXvHXvssVi2bBkeffRRrFq1Cvvuu28yHtgu2v4UD2wX/vF3lpH9pLEmbC9ek7UXCTC8e7r2j4pXdXFTkszvel/HZ0gksvxdxULWzCXHGOuv1ie1LvE77xdeq4RWhUbWZAfPo+jScadl1z8VMjxH25Ll0nsgS1hp+/G79pv2o/4e04qTN8RohDdiNGtHFCJRVGh+rFPWOVnEP55bTXCMVu7xioOsa6t9H6/AidAxNd6+mEg/bcr5Y10/nrrWwgqgXKGaxWIsUZBV1nqKjxhnU2tsiiCI2FRBos/F8VqY6omaCItLL70UH/7wh3Hqqaemjm+zzTZYvHgxFi9ejG222QaXX345rrzyylpk2fDIemFp4DAJBH8jqVGyry8/dQ8hqVNizQGpBIAvZr5Q9UXNFz/Tr1Qqqdlc+t+T3NNNCUivgjI0NJTMfLO8FAK0MKi7DsmczpqTjAFpYsBZcxI1fUFmuXawfrphGXd0VrcWfu/v70exWEzElpLIrq6upLxsy0KhkIgNElQKF41/UCL13HPPAUDK7YcWB4oRljWSfHWnYj+ybXX1KPaZirYoMvThzjrp3hq53LD1SIOoKUYrlUrS/1zRhwIvBrtTuHEMUXwocVdLgfYd01G3oFWrVgEADj300FRMxWiYNWsWDj30UNxyyy1YtWoV9tlnn2TcKCnTmI4oKHR8sVx6f7DtVByzL9mfupgCF2CIs/Saj8YzaD5KtDVvJcL6zKHlSy0OSoo5PrQdmA7HGu8TTZ/58bPGYSnR02eQfuf4ZUxQNeKuzz4lxCyTCo6ssRMJnZZV+5ppjEbMs77H38YSIixDteuz0tM6s131v97TWi/+liUcqgmOrPOyxM5YxHiiImEigiN+Hy/RrFb/yYqG8eS3Oc4fzzXj6bOx0sj6fSqsPMREBInWUSdOxzoXGH7mTRRZ7aNpV2vfrONTafmpBWoiLB599FGcd955o57znve8xxvkBZA46bKj+kKkiwlf/roUaJypBIbdJoBhlxadNeY5JIdKJPQlzOPqHqNEgvnpC1qXfFWrhrrAMC0l9mr5oLgiKSfxVLLDPEhWWReWm/lwBpzfY1ByJNNqqVHiqvsyFItF9PX14bnnnsOLL76Y9F9zczM6OjrQ2tqKrq6ulEsPABQKhSQ2gcKP8Q5RJA4NDeHFF18EgCQeQq0aJJ+6nwfHUnPzxv0vmLe2o1rGlGiRUOkMts72smxaV/5pfASFUblcTtzPuIQrSSzHMMct668ES0WtBkRTFOkY4nlMc/bs2RO6/2bNmgVgY+C51pMCnX8qpFT8sA3YnjqTpIHRvJb1ZnoqvtWdie3OsUhwLLDebFeWUa1K6o6kzwUFhX2cqY7WGRUL+nxQNy22QdwNXsvOe5X1p+WVafN/FG5MT/POIupaLyAdDM62pHVMj7GtdfEMps30soh8NeKuZG0iRHo0ghtFwHgIcBQRWqas66Oo0D4ZLR+Oc30fTIQMjyXKJoKsdh9LjGQJp6xz+ft4hGYtsSnEfzwCLwqLzSFgss6dyDWjkf84cz/ee22yM/4TFQSb0q5RSOh7uhFQE2FRLBaxzTbbjHrOdtttl8zOGunZW50F5kuPpCMuNasvNZ1xVHehKDo0KJtEXgWCPljUqqFuU2rpANIWFyU5TI8vQ41bYHrAsAsM8+Uxnk8CTTJaqaSXc1X3GiXYTF/deoC0CxHdk3g+iZ0SSBJZtisFQVdXF2bOnJmIDu6j8OKLLyZ5k3Bz5aqmpo2rXlEMNTc3J7P5ABLxUqkMBzbrbDDL19zcjL6+vsT9KxJx1pMWnNbW1mS1LZaX1iPWn/+j60ilUknEIgP8NmzYkLSt5sW2YlyFxozwYUgCTPcmCgo9T8epWiki8QU2Ciz2Jftt7dq1o9xxI7Fu3bqkPuvXr0+JbY6N1tbWpK/03mPZNa6GdSUpj3u1EBwTfDnSHSG+7FVkqLBXq5fe//oy4v2mMT68RtON9yXbW2O+9D5n+dn/SuyVWKrlRQUW+17z1okDllVd+2JZtC/0RavPMRVEOiFBsJ6sky5sEclWFD/6XFPBqG0f24zpZImSLIESP8dnpX5mfqMRK61Tte+KasQ55smycZnrSIji+yL2Q8w7i4SN99hox6thvAJkrDyq1SH2y3jKN1ZfVsNErskSFlnXj1Xe0Yh/LY7Hsky0fyciwOP3WojFTRUx1VzXGgU1KanOblTDpt4sWyqU+MaVhTgYdYMoEgd1k9BZ3RhXoS9offEouYgvNJJIJRBqKdBZWZ1VVIIIIBWArcRErS88RoJIq4YKBP6pf7SKitgu6tdO60f0D9fVkFgnuu2ov3uW2KJlYubMmamgbrocFYtFDAwMoFAooFKpYP369Ul5OLutsRZ0w+LvnOVneWNwOaFLtXLmXmfIN2zYkJpNjnlTeHCmW13wlABRzKhbmr6EyuUyNmzYkLQx419IlJkfH4h0a2JQtxJlHbM6BniunjMwMICenp7k+7x58wAAt912G9atW5dYIkbDunXrcNtttwEAFixYgObm5hH7kFQqwy6J6r7FsdXX15e0MetJUazWHY7tSMDYNzqpoG1H6P0byaZOQCg55vk8xrS1HaP4VvcnbXOmqf3C9CMR12eYChuOKy2j3meMUwKGhbZaQ4CRu3lrOkxLxUS0uumfTozECQ8d4yrwma+WIZYny/KSRcZHI58xfz1W7XMUQ1EEZyE+W+K9re0by6F50crMJdLZ/9UEVpZIiW0yWUQSOh6hMBoJ1fdYFArV2jEr39FEhqa/KW0xkWviPTFWeauJj/Fyuslwv6x21+PVzp9svuPFZMfveK7TiZpGQM0k0E9/+lN0d3dX/Z2zncZGtLa2oqOjIyFrkRTEG15nhUkQdEabL8BcLpcKAlUySGIT/b314a8ihS+DLLGhL3CNoSB5jySIFg21bHCPBE2D5WDAM2e5KZJYJ0KJTHSjAdLiTINC1e1ByZESbf3PchUKBfT09CSz1bncxtgDxh8oeaTo6OvrQ6WyMQajt7c3Ifrr169Pxa1EaxH7Q922KBRJ4BnjokRP25xtyeBy5qU+8OxHFRgk0NoOLIcKn+bm5sSNjEvNKhmhqx/PY1/rGGLbkogqGeK+D+oqp66DQ0ND2GeffbD77rvjiSeewDXXXDMi1isL11xzDYrFIvbcc08sXrw4KS/bWMeavjjUwqPil/E4ANDT04O2tjbk8/nEUqXxKiw3+4dtpnUFkLL+6L3Hz2o5qVQqqaWYSfZYbhXOTU1NSXlYb9aN948Kjij2dYyxPrx/+UyJFgElopFwc5yz3PzPmCSd3OB9x+sisVMrZ4QKCp2wUFGg5WO7aDySEiy9L/QZS4FTjThX+y3rPMVY4mI80PJnEZoolKJwiW3AdxcnLOIMbZbFMev9psezztU2juePB+M5b6x2zPo9i2hXI8JZ7TAexPbKareJEmh9do3n2k0hz+Mh/lqeLDE3UWyqkNiUe2i8104mbUJdxCfryjUVqImw2HHHHXHNNdeMed5LXvKSWmS3RUBXRlIfdwApEsmXJ8mqPkRI2HK5XOKWoq4TAFIvAyVDzCe+zJXQ6h9fsJoWy1gsFlOzn2rZ4AND90cgedE/3cNAiY/GSkSriJJpzr6zrCTeQPqFxbrq7CjP4UuS57N9SSB0xjW6emgf0CrCsvE63R2b+yXwYaEbvdENjAKElguScrYB3aJYFiXt9Mcn2PYqOmN/6O9scx2DFIHqjlOpVBJirG59OuPPzRgpZDRGo6mpacSytvzjvcH2VvECpHdQP/zww/GlL30Jy5Ytw2tf+9pRl5y98847sWzZMgDA2972tkQIAMOkj65NFE8qVEmk2G607HAMcyO8QqGA9evXJ+Ign8+jra0tiZOga1xXV1dyHdub97uOT207FaJKRNmfJHocg9ECwVXA2F9MIytN3s8cE/pcYV+p1ZFpZgnkKE6UhEeffiWTHOPse9aRZdZnqOalz9SsZxzbS58R+jxQd7M40aPjVO8lPkfU3S2LNGkZtQxRWKgLFv9XI22jkZ7xkNpqZD/+rnUdGhpCV1dXsuhEtHRp/vpeilCrWCyHWjxi/SKx1n6PiCI5Ho+YKInMaqus77G8WUKxWl7VjlcTa/Ezx6y+2yP0GVAtvdHymCjGe10tSPp4zx3P9VMpfnRiabqjJsLiv/7rv2qRzFYFBjEqCeNNrrOARNbsgvpVq5ksxjXw5UiiyZlfPpTV5UYfODorp+JDH+ZRpNDdieXQMmi5oltDtKzw5cwN7vSlq0SH5WCgsC51qWSKRBBAQroAJC9DEheKHLZFdN2IxEnbnmSNJJB58Y/xDsBwEDWJt5aXAlLbUANIGWNBFy4NZC+VSsmyvxRjuleItoOSIZItHW8cBxqTw2WR4wyatglFCMvPMrPcbOO+vr6UFY4kXttb68+ydnR0JGOW9Xz729+OO++8E3fddReWLFmCc889F8cee2zKLWrdunW4+uqrcdZZZ6FYLOJVr3oVXvva12Lt2rVJv9Kqovmyjhy/vG/VRUxdpdra2pIlf9VixXFPUaV/Kgr1/lDSxHtCXQr1ftcZeO2/6PLE/sia8eeYYPo6xpmfBs6zTJqvnq8iVdtRCY0+B1hedQljXZiGWiViHdQSx3ZUQaPPPBUToxELfZkzTR3/rN9oJFrTZ3/FNuK5SrK03VR8VRMhkeSNR4CMRZ6rnRvrxzEWhZS2cXyPZb3XoijRsRKFjR7LIu7VBEpEtePAyP7P+hzbLEsAaT3HIuPVRFgcH2MR4iiUieheWq28o+WjGKtMWedN9NxNPafW12bdn5sjTz1X3Z4bAY0TDbKFgS8/fSGomV5nVni+flZyrTP/JP9xhofEj+DDP7o1ab76WeMm1M2B/5WEkzhEVyISTyU5PM6y6PK12kbqp65uMSQqSkrVTYbtSbLOc6OViDPnlUoF3d3dKTJNS4MSAS7py5naSJaUHNJ1h0G+lcrwylhtbW3JMq261CYtKponZ/35IqAFijEdzFPFaqlUSmIBOL4oLtStRMVCJNPaFsCwJU3FMOutbkQqltTaw/ZWckyhwRgTtWioW5b2lbZPU1MTLrjgApxxxhn47W9/i9NOOw3Lli3DoYceilmzZmHdunW49dZbkyDqxYsX44wzzkBHR0dSB5ZbVzHTccp7gkKC45axJeVyORHv7GeKLLVWsY2ipY/3AmfgVUwyf973KnQ4FpRA63hUARKfJWo50HuEZYiTE6yP3jdqadJxkUWYI5HncY2F4jNMy0kBplYJnhetMTyuearAiNaTLPAaTVefJcxHj+u9nyXe2S8xjiOObS1DFJdRWHDM8Fj8LUtwVCNDWQRdMRbRrEaGI7LqqNeMlk4cN1mkONYn67heFwVhhI6ByaKa2FPRON7zgfFZPoBs4aTp6nOgWrmzPsfxORbGMz7Gi7HG61jnjlXX8aRbq3ExVtq1HINTAQuLOqFUKqGnpweFQiFRonzxxNkonVnQl1m8Rl+cfFkrweNvwDD5JhmI4kLT43HmRTBt/kYBwVlpvvSVXAFpi0lTU1PiSqKuE8yThE8JAvPVYNQoNNRyEUkIgMR9R0mXWpDYHnRvophob29P9rBQUqPtDAxvJhiDkblMLcsJDAfWsr3b29vR3d2dkFz2AfOi0Gpvb09tNKgxN8xfCRX7hm3PcsRZbXWn0vgIthPblasl6fgkyWSdWQcSel0JTYUUBRH7urm5GYVCIRlbGmxOMq9iKpfbuLfIl7/8ZfzHf/wHbrjhBvzxj3/ELbfckrrvdtttNxxxxBF405velBBVjjkG05OoqzDV9mKQ98DAQOKqRtc2knMl4pVKJbFWsa66KpcSWLUUMB/mr22qIiNaUNTVLN6rKjYisdLYKq2/Cgu2A9tNj7HeMTaDeeg9qs8z/vH+UZcwfZkqWdb7XJfaZR2Zp1patL4qqPmbkiu9RkVYJOg62aHlrPas1gUimJeeE9uY52gbcSzwWl1xTMed9rGmr+dWI64R8ZxI0NQ6pu2n9Yt1rpZHtTJpO2T9Hvsv5hPTzcpP/1cj25HAa5ox0D+rDlmf47XjwWgEOP6WJTDjc6NauaqlPR4RouO0Wln1t/GQ500l2JsqfsZz3Xjuocmcq/d+I8DCok7QjdTU9UVnAoHhm01nBSORrlTSPs0qAjQdfeHqH4/xv4oE5hldnPTlrMHgAFIzzURHRwcqlUqKcDNtklQluSoclKAxn2i1UVLG73GGX9NWcz3FjZYhEjUS21xuOH6D6cbdu9V6w2MqtEjINX6DrlyR7OqDJZJcmkdbW1sTMdfc3Jza9ZrtwHIy3Upl2BKjgk3Hi5JFzsrrTDZX9GJMCJAOamY7tra2JkKJbaMWDJ5fKBSSe6GnpyepH8cl24bjBRierWWAf2trK4488ki89a1vxR/+8Ac89NBD+POf/4xddtkF++yzD172speN6De2B9uCUFEbLSfq118sFtHa2pra8TyXG3bv06VnKRS1X9jPOputRJACIa6mxbLyGaKuZbyG7acbTBJat3i/RqGsu9lzHCr5V3dFfYYp0WU9VaQoqeOY1Ngx9oE+o3RZU50Y4H9tNyXYKqzUnUrLTNGqZWXeWS91FWr63NQxpO2pwlyFRBToOk7ic5zlJ/T5xzT0eafkPoqOLOHBPy1//KzHtNyjkXHtQx6LIkzzicQuS5zoMa27/h7z1DYfy6ITn4fV2oGotiRorONYx6v9NpZY0WOjEXW+i+J7HsheNGA08TJa2UY7Hn+rJvyqYaJCodbnbu70tP+VqzUCLCzqhK6uLnR3d6O9vT0JSlZ3IyVd+nKND1slCvoS1Jljkg19mavfvQoVnQ0lqrk1KLJm+fQFQQEADPukM20SNh5jeTRYXYWIPviUnKhY4GyMtoWWX1/gGvitL2UlVgxA1tiASDCV7EQ/cG1XzV9dY4D0nhY6E6siBEi7ALG9mpubkxgIXqcvjxgIzmMsS0tLS2o2XoWGiiy6UHV2dqaErbYH02absY84FiMZ41K70QLENmlqakoCopuampIVaGLQvvb9q171Kuy77754+OGHseeee44QaewrCjEd90qy9B6gcKJoYqwLLQ9KLGhJ4jVcHUoJLduH0LiBuB+IWpD4eyRyHEs9PT1JH0RLFAUPx4nOgrPuGtBdqVRSgbkamKyClKKHroGxPSNpiM8FCuzOzk50dXWNWF2O96PeO3xOqOBiedRCqmVQch3rTqsZ24xtr8JJ72O9F3UM6jNQyQWv1UkQtiWFh8as6Hnx3tc21OealiPOoEcLGdsnto0+V/W7WlSY59DQEHp7e9HT05OyYkWMZ2Y8igr9nHX/6nHmoWMukjE9VyelNA9tf33m6iaW/D1+rkaU42/VypT1PSJyAL2u2m88pvWMZR7r2vGg2nnxPhhNQFT7bbznZeW9ObC5BEs1IR3vn+kMC4s6oqlpY0A1H+Zx5SR1q4nWBmD4oa6z5YTOousMPV8O0YdaXypKqFhOnelm3hzsvAGim0WWK4OSfyXEAJJYBP6mVgF1FWL6cUlJdfHR4GElnCwnSS/bnNeTVEdXsSwBw/KobzrBstOFKCs9ri6kokOJk7pSqVsT24OEnC9zzpjrC0TJo26qp8SJM/2lUik1JjTvQqGQpEfx8txzz6VEBOMjNKZExxvbi22v7ck201l7vRfULYT3hJJwzlBT+OgxBuvrMrUc1+XysAsU01RXPiXH7E8lK7QWsY91N3ElpWopo5WJVjyKC7V2cVyp6GGZ2cZ8fgBIBfbpuOEiAc3NzZn7bvBatXIqmdQJCI5THtPz2BZR/LJdNW0VqXGGn22owpnpse2UsKuFR0U8x7papfSejWSDfapWmPg8VMHOMabPKBUXcRJBn+fxd30u6P3Ae4/nxyB5FXbaRpHcx3uJ95o+5/Q5reNdRZn2heY3NLRxaeA4+aXnsW+1/IrYfgqOzTjesghjliDRz3osy7o02vsllhWoviu5tlUUtuPFRInkWOQ1psexoiKxWprxNx1L4yHNWWMijs/x1GW8QiPWdazvm4KJ9GUtxI1ymekOC4s6gS8Umv6BtO8vX2T6Io4Klv/1pRMJkRIVtRLoyym6TsVlWvUlor+RPGbNwmld9IGd9RDRF7DOOOlLNbpTDA4OjlheNxIMfXmzTZU0A+mAcn7mcqAkKCwL20gJOc/THdNJCNg2JGNRbOn+H2qtIqlkvjrLqO0CDM9INzU1oaurK9UG7DOtO9tNCQ37QDe3AoY3NGSdOVtN8qykm7OWer0KQs1LXXvi+I5khu5XlUolEQAUjdoHlUolWYqUpJr5FAqFVBwH66NWJfbR4OBgsh8Ex5H6sHNcq1sU241toZYXxhZVKhs3TAQ2BnbTnY6fdXWySmWjWxjTofDQfSZ6e3tT/9mnGh+jM+G6Y7u2jQqM9vb21DOAxJxtTdGm41z7TJ8dajHUZxVJKKGLKOg44bkq4tQ6wvSqWSNYb9477Esl0noP6Hf2Me9DfT7yuREnY/R7tAgx/WhZ4HjSsaXPiGqTSfpf9wXSe0nbjP+jdUhF1likUq/TCSS19CiZZhtFIce20rQj4a5WnixUs0hkvSs1vyhOsogtn9/V2iWrX5hmFBVZ5dPz4uesulUrx2ioRkQp4LN2S59IOlm/VRN38dhExErst7HyUIwlIrLGXzXhOJqwqXZsa4SFRZ3Al7BuVAUMCw4SDB4DRvoTMx2Sm0jQCHVd0LRVdPBlpq4rSoiZdwyk5uw1y6kveyV9Wq5otdBZ9XgNMBwArIJJBYQSEqalLzUlkEB67wr9zLaNs+u0LPC7xrNwZjT6m2cF8vI3rTvrGV1oOjs7k3rzmAodzq6TqOkLjvmopUrJG9uJeaqJX1+WJFJMS8cir2O5SBb1BaCxBfFhTdLNMg0NDSUxGyS+JHYco3o966VWLhJIHi+XN24+19fXh/Xr16Ovry8RK1G0AMPLECupUIJaKBSSPtBVwti3zc0bg9wZWM+x29TUhN7e3uR7f38/CoVCUh+WI5/PJyJDlybWiQMKu6GhocQawSB+dV+jgFBiRzc3LQd/U1Ggrla6mWG0evI+V6sGf9eVx7QtdRywLcvlcpJ3pVJJxrOKlijk9Z7ViQO1Lsay6diOEw/6HNR0+Fscr7rcsU445HK5xHIYn3f6fFJRknV/xOef1lvFfFZd1IqjbaWTKdpf0Rqo12pbEtp/UXzos4PWVK2jPr9jnccSFzGd+C7ZVOhzWOuf9ZvWWy0p1dKrJsh07Oi9ofXUdskiv5s66673YUx3rOtG+z7e66phLNKu6Y32uwol3g/6PYrATUE1Uajfq9031fIcrU/02dUIsLCoE/RlzZdfnBlSl4r4EM+a1dcHnX6PyxEq6AeuL1i+hGJ+0QrB/0pmtLxKTKNfcNbNqC9nTUctAvrS42ydtoES4FhfbQc+1LWNc7nhjQjjTB+vJwEjGVY/cKZHcaYvdTU583rdFVytVi0tGzfOoxuPEn4VSCw7Z7OZH4mNHtf2p9VC89ayaXuQCCkxYz5tbW2J+1RnZyeKxWIiVlm+crmcEHnWhyRbZ9DpvsZ2ZZn1PlExF2cLlegCwzExXJGqUCgkZLCnp2dETEh7e3uKEGq+FDoaSM6xSHIeg9b1Xh4cHMSMGTNS95UKRQqXXC6HQqGQCCDmydgM1p9kXwU37z8VQhzjkajSChLJqLY3wb5jO6lYYdvo/aV56sRJU1MT8vl8svEgwXuGY2VgYAC9vb144YUXUm3P8RKfHWqRY5n0maL1VvLKtHhMn1EqNPS+4XiLm0hGqwrHiJY7Cgl1E6wmOKI1gHXKIh06LlUUxLGpf3ptFJbR0hDJWladY7ur4NFjkSxH8aHP3ljnav+1bFntFMeCfs8SMeNFFFZZooKf1XoV+0DLoGI/ig5tF61L1rt9tGMc8xqzFeuk12xK+4x1zWR/H+2a0a6N54ynD2NfRoxG+qsJjLG+x2f2hg0bEr423dEQwqK/vx9HHnkkzjzzTCxevBgAcP755+Ob3/xm6rwzzzwTH/jAB+pRxAlDyRAHUrQ4qODQWbKYTpyJ4399EcaHqObFBxuAxIecM04cyHwBZD10Yrn1oRhf+LxpSco1pkLTJOJMu4I+6rxWfbr15R9fIjqDqpvLsVwqXvTFTKLKgGHOxiqxI6nTMimJJBnN5XLo7e1NBYVy5lpJibZHFDPqwqJ9zvxZVubJMigxb2pqSi1rqmRfCQ/rE90n1D2E5FHbifEZStqUbKrLTSQFJLU6rilk1CVN+4ppMd6CpJzxH6w74w3YBry/dOd0FVX8ri5ESixVYLKf1WWKQcHqXqFiNpfLJWXi+OA45qpTOvvPtDQYPrpoqaBk/trGzc3Nqbgc9htjO9h3HGtMU13YKJbo1scxqgH1SmAoUNjOjA3RuvF3PoPUOqT5apuy3lnPEH6OrpXsA5ZbJx7Yn/ps0OdDJM7R/ZLjkO2h5Wlu3rhyW5yk0YmVatagrBlsJeIq/Aha4Thu9Fmp5YrH9P7SyQW2D48PDAwk1jZ9HnC8qPhimkqmdQleFXysVxSBWedm9ftoyBIoWeJDSV5W2irMFFlENEvQaT3idbpKnd63bNNq9dH3McsW68lng777q7VdNZKedX41YTfaNaNB22yymKx4zCpP/JwlMKqJHT1eTZjouNPJ5emOaS8sSqUSTjnlFDz++OOp46tXr8Ypp5yCI444IjnW3d091cXbZLS1tSUrQukDGxiewYgmPH2xENGXX1+iJKk6aFV48AWnL059IMSYivgiZbk4O8rv1R72Wi8l2EoKeC1fsDHYNuuFwPbTYFS+zJUIKDHg+UostO5KtiI5YL+oZUJn+zQYVl8kJG0k86wv89dAW87UqhCilUNdIEgi+Jl9Fh9ILK/+kbDFVXVIAtUiQMKnIpf10JlVElb2Q7lcTkiqCq/BwcEkJoJ11jYsl8up5XGZN0kS81UizbZQKw8FC8cpRQbvDwZNU4yUy+XE5Ul95Tn+9H4kKVaLip5HVxC2s94/2m88rtYi5sEYLLaVCgyOpUi64z1LMan3IO8vtUiw/3ktxwXHBsenzoarUOR1FEVa376+vqQNOL5YDz4HSaz7+vqwYcOGZBljCgf2A9tVnyNqndU+0e/aJqOR0fg81GeTWvdUYGtd1WrH75qeEgQV6Gq5iv2k95X2Ne8XPZdjUAVIFOtK7tkv+qfPSkWWa1MUH1nPUULTj5Y9fdZroLo+K+M40zx10iNarqqVJ/Z7FuL4yCLi1dKP58S+Y5to/vq8jcfVIjVamWN5I+Evl4fdRHUxBmB47IwlErLaZKK/TTaNiQiVydShVoj9NZqlQ0GrdyNYK4BpLiyeeOIJnHLKKZk3z+rVq3Hcccdhzpw5dSjZ5MGHC1+o8SGd9TDRF54SeJ6b9WCND7I409HR0THiQRW/q9mf/2nZiC+FeK0SXH1hxs/8ndeRhPJ3vnyV6JF0KxliHVUcAcMkPJaZv2ke+uLVpWq5tKi6LSl5Y9vog1lffsDw6j0a2Kr15QudRJz14ux7LpdLzVDHtomzGhSQagUhMVNBoS/0mL++/AnWo6OjI/ms5FWFXVdXV3KcwczFYjFlSSNBVLES+6WpqQmFQmGEG4laC1gviriWlhYUCgUUi8UkKD/605OEUnywfUho2Da6kSXbSkW9kk5dUSaK2ui+o7PBOkNP8UarAa+JpDmKAy6HTPHDoGydpWSMBqFB12xX7h6uxJp9xLGjdVUrEtOgNSaOMxKbXC6Xsh61tLTgueeew9q1axOXL6atzzIV89oukWzqc4Kii89cDTDneWzH+OzRftR7TM/j8zz2u7Y7x4He+3yG8F5VgaRWFiX6rJMKfm0PJbE63vQ9oM/I6A6j/aQWIy2/Pv84brXNqj3v1Wqn5+t7Q8eLinBeo89uRayfviu0zlmTVPpZn3dZz794zniRRdLjO1nf6fr+jJ9jWbJmtON7XcdtqVRK3cfaHirg4ufYd9rf1UTVaO2hdaj2e/xtc4qdqRAYRBQKWf1KxEnl6YxpLSzuvvtuLF68GJ/61Kew3377Jcd7enrw7LPPYpdddqlb2SYLuhvEzZ504MSHo77k+Xt8WStp1hdHHLBqDeE5ajVRshPXy896Kah/tZJ4naHSF7/WLxJ9nYVmPiRafEHxGiXf/B99muNMHtuKM9daJ77USFija0lLS0uygo8STH3Bsg6sO9tSSaiWWQWCCpUo1uiypHWjdYRkM7YFg88jkeBvJEL6cok7apNYxDHG9orLvpKAk7CwPfUcXsMYiP7+/mTJShUlFAI6Q60iLpfLJUKEfUKCrxv4VSrDq0Zxpp9WCd3fQ/3Zo3CkdYp5c4letqcSKyV1KuiipULHsI7Pzs7O1PLAungBrYwAkpgVtVSxLRhIHicc+FkXZlCrBMesxlxwfMV7iudwXOsCCbyO/agW1EplOOhc7wkdFyoEeO+paOU4VatGJOTAsFjS+0QFiLpo6XnaJyx/9HFW8cD7iO3Le1rvTT1fBUdcfY7jM1pW9LmqLo/6DmGb02IYRVkk1ypmmEYUZRqDEoko75XoShXzrEbgdcyyXOoiqnnE/9E1TdPUZ4VC+y/G3WWVPfZBJNKR+Ou7JAqfLGI41rs55l3texayBBLbjW6i0bqu13CSKZY95htFmraNnhsFrOZXbXxUq+Nov2WVcSK/R7E3nmvG89tEy6TtUK1M0xHTWli8//3vzzy+evVq5HI5XHHFFfjVr36FbbfdFsccc0zKLWq6Q4lQfJBk3aRZyj1rpp7fdfZKBQNf6vowIXnJesBomvzOc2JQthII5qHl14cu01dzPB/kfMHrQ1ln+PQlrm2h7Zl1QyohUl9gfdjF2UItq74gSZL0JaizeNEaEt0N2F+sl/YPybn2h7os8cUADO9XosKF17Je0ZVEx4v2H8tJC0Aul0tm/Slq1JWKrkRKxAEkS3Rq8DaJpI41BkPPmDEj1U6lUikRGaxrXH2L+bA+bBdaLJR49vb2YmBgIHmJcjlZLaOKDbYFiTeARKRwDKv1gWOS+ZIIs33ZV+rqxH5ScsQxxXgQ3dSyvb09FRTPz5yYiNYtpsXVp/SZwPQp8FS8xeeGEhElgST5tKSpCOU9znPUOqcim6JM9w1h8PZzzz2XuEjp7uGMv9D203tXLW0cl+q2yecExyjbJU566MaCSsBVdGSR9axnayRJWRMedHFU0RAnjvQZyfS0TfVZwT7Ve0fbJFp3NB1+Z11Zbl1NSieF6K6nz0cl9/o+yRIakbjrf21HnThQAqZ1zyL1+lknRrSteE7sM62rtpueo//jrHLsqzgeIqmOQiQiipCxfs8iqvqOUQu8CqMsoRHT1rLGd5jmq9dFC0pWG45Wfk1PJ/dGw1hkPgvVxN1405zI7+MRJOpe2QiY1sKiGv70pz8hl8th/vz5+MAHPoB77rkHZ555Jrq7u7F06dIJpTXWANpcyHqhKXFRIs3zlQTqjRkHafw9PhiiYMmaZdKHRswjviiiQIgzvkqgea0Sb51BjC/RmB9f9nzB8DfmpQRRZ//4X38H0i+1LPcxlpkv2RjPwvryYa3CQ/tU0+J18YXHOvJPNwoDhjeQU2icipJkph+tB+oapm1Dks06xJeDBrMCSHabVrI8NDSUcmcieWcb0fVFX75KGll/uu+oiCGB0fEAIBUjxHwJWqQ4M6ckQctAqxzbXEUn86JbTrxn9Z7iGNB+YLtWKpWk/jxfNySkECLUJSuKMZJrdTPiOawDxZkSZbV4aP9qndge/E5RoGQYGBZ1tDjpvcxFFVS46VjgvUYXLlqUWG7Wpbe3N2k7FSstLS3I5/PJ2GY6MXaD5Fr7kXWkyNTFDHRcMGBen0985mRN4CjRVgIcJzaiKNE8VZTE1eDUfU+fHfEdEEW+TiRpHfncUOGQVdZ4v3AMMD9NVwWtPuf1Oad9os93FavxXRDJvN7/8f2l6WY927VtaOHi+IoTcBzf2qf6WcsUSXLW9/i52vf4X9uO9Y3jWY+NBj1Hheto18aZcr0Xs4RMNYGinCJOWGbVIauOWpb4jorpZdW52m+Ra2h68Xg1PhTTzSpLFmIdso7x/a7W7anGRLhyrjKemk8D7LHHHrj++uuxePFiVCobN5vadtttk9/PO+88/PnPf8Y111wzrvSGhoawcuXKzVPYcSDLtzEqeyXk/F1vLB28caDHh1B8oem5MW8i66GlxFjTzxIB8SGdNQPCWd0oTpi/plPtYRRJu9aZs4BqzdAHtVoZ1GVM0wTSuwSzDdVVQYmBtl98OUYByfbJegjHF3Tsj/jg4jUqqHQJYC0jSZmSnQiWnQQxK44jvpApBFQ8qf919MNWsRTJjPqrR3FKsqWEmnmRDOqiAmrR0vaM94Zag5iuiow4PnSWNwZfkyhlrcqm40hdhNhusb5ZYlnJv7aDkn09rkH9OvPOsU3yH2fAdfywbfUZo26Qel+wrNHdRO+T6Bqh458v08HBwSQ2R10iCRXNOput7ctyqDVSy83fCLW8RNeoKO5VdLF9tP9VOGQRG70P+cfya8yK3nt8jumxSJCznk0cy6M9y/SaLKIb21bzUktp1rOF45yf47Nc09brs951LHck8npNzL8akdexm/VZnwNZfZn1ro3vg3jfxGdBtTJWa/+s67QsWi9tX2Ks73psNHI+Wj5al6wy8/zIWWKdss6PyCLyo7XzpmAsuhy52HjTymqTiFwul7y364n99ttvxDMwoiEtFrlcLiUqAGD+/Pm46667JpzWggULxmykzYFCoYD77rsPr3jFK1IPIiB7hiOS+3i+QkkP/8cbLD7g9Fi1fKohEvpILCJJ1zT5YojkVGeseF6WmMiqg74k9SUR047tl2VVie5IDz30EPbee+8RM1hKwuPDJfZlfEHyt6xYmPjC0hdzJBeRGOhv+pLUuuqLWYmZkrE4e6/lif2qxIVpc3a0XC4n5FDduvh7JK4kWbrAQZzdZXlICjUehO5Ujz/+OPbcc8/UrLyOCxLNLNLPOAqmTcKpge1K+Jm+ElySVnUtAUa6wim5ZD24pCr7rLW1NbUKkpJFJbW8/zTmQZdlZZvxGrq8sYw6Q860m5qGV7/SQPY4linq4oy9Ek7WlWnpeY8//jhe8YpXJEtB03KgK3gx+J97fnDPllg/toX+1/5hG+rkAq07dCnUZ1Olkl4NLJcbGYyskwjsw9i/vEYtm7xe7/usNPlf7wF1EdT7leOSfViN1OpkQHwf6WSIpqHP/QceeAD77LNPivhofXXyIEuY6TNEBYeOQaarFqQ40abnxXEZSb+OCa2PphnLps9AnTDTd5WWI6tM8TmdRb71mRBRjVhm8YBq3/kuI//JIvWxPswjq67x2GhEOX6ObaBl1TEW+7LavTIWRmu/KI6yvo/Gh8biSqOdV01MABv7a9WqVViwYEFqAmQqwTKMBw0pLC666CLcf//9uPbaa5Njjz76KObPnz/htNQ9ZCqRy+WSGdUsQlltBoDXZp2jD38AqZcFr4uiI+thpOfwOiVio5VNz+cNEGMVNC19KWuMBjBSTERSzGsiydcXENuC+USXHiIumctr4oulubk5WWWHdY0zh9UsUWyX6D7FfOMMGftDH7wkPmw7rSPTiD7m+juQJpn6guZYqVQqqaVSdaOvODPNPmA5lDDx9xkzZqR89FVk0BWF5JBkWN17GDitJC2SOrpEsV8YR8BxqPEKbBOWlzPg0QrB/HktY0T4R0sEXWnizsza7uqWpPeHEnUl7/S5V4uLEmF1LSIB5/jg8ThbTlM6021qakriHOhapeJaY21UBNESFn332S46HpgW89SXtwoG5jE4OIgNGzZg/fr1yeICdG1qbW1Fe3s7ttlmm9SzjoKPba73YVypTIWk3rMcF9VieNgeKgLiM1TdJTm2siYdmKa2nT4HVFgreWJ9VVwQei9wHFA08hq9/1h3LafeH9omKqK1znovq/jiuXqc94aKDR1XUYzo+ye6gGo+sS/0nPjuiMJIP2u6KmTUbUvvX96nmm9sE33vRQu/1k8nBKL4ixNosW7xnRXbKAo2HhsaGkrcVfWaLD6gx/T9nNXW8ZjmGcuhiO96vS6rj2I+8b1J6PMri0vEc6Ng0XbI+pxVnolgPEJE30n14qsTRUMKi0MOOQRXXnklrr76aixduhR33nknbr75Zlx//fX1Ltq4wZtHfYjjg5n/4w2jDxW9IYH0bFV8uBLxoRMf9PEm1Jde1kxEVh76e5x9iA/N0WYHeExVus7CkTCp0NDr9SGmokIf5HEWPKvtlEjqi0EfXEqc9MEYyaymHd0YtM7xpRn7MApSfdnxmki0KpVKauM55qO7NrNuJMMaS8F81bKhL9pYb/1juXkuCTHbTfd7IHGtVCqJqNCZdPa1BjJru7PeTGdwcDCZgWaeSqz0BaXX6vk6Fim4dK8LjiXuLE7Roe0RxyTblhvhMQ2SbgZYRgKoY4355HK5JG8SXI57psvNFNnOHR0dyXcKJ/XvpzUj+teWy2V0dXUl9dJ9K1Rw8EUYnxO0PFCEsMxDQxs35WN8BccX684YE42l4DnsC9aNgknB/mWaQ0MbFytQl8FyuZyK3eG9z3bSe0kFbiTZSjA5ZvT+Z/+w/uqKpve43t/arvrMYhmVrOrzQ2NNVGhQZHEs8hzmzz7QftP/vG5wcBCFQmGE2x/LGNtJ72El7Ry3+ixTgh+f17w2S7jqu4Z9oYHKWbPi8V0cyW4k9/weLScsF/NW0cdz4nsqvuO1DzVPvf/jc1XP03GjYom/qYUyQvsnHhuNTEdSnpW2juksXjPWsfiO0TbNKosKlaxyR3GSVd8s0aK/jfa9Wr6jfY95618joCGFxT777IOLLroIF198MS666CLstNNO+PKXv4yFCxfWu2jjhs7MEvHhBlS/mfkyjwRRSW+cBYg3ZySqKkpigJ4+uIDsYMX4QI/lzSIYsY5ZDyKFvpxYD60fX3p8YekLQF/sfAFmPRSUKOoxFQMARrS/3vxMg+2nL3PO+OrDTh/+zFf7MOvhxpn8LNLOa9Tfm79FAqRBjMAweVLSyPJGos1ZXBUd+tJWFyH2jbZ9fKAr6SIhVvKrL1y2qYoOtpfOYmsf0ALBfOJeDRw7LS0tyUpM+sd7hC9kzsSy7eJu0jrGNaie47GzszMZqzNmzEjqR9ceAMk+D9yLg+2v9wMFAIPMeX2lMrzMrvYPx4T2swZha7ok7R0dHYkVq7OzM2lTFaUk9bw3dDUvlpv50cVNSSPbmK5ITJft39PTk2prlpOWDd4DuumXumZFK66OJa0z917hPRgnbFTgat31maD3IEUDxU68Z3lvsc3ojhWfEZGo83yNbWDekURru+m7Qt8FagFmvzNvijAl2LzX2AeETmjwPL2H1TqjdWOb6H91SY0ztlluUdo2bH999ukkWhYp1ecsj+tzWNuN52SRTqYVSWF8P+rzXsdFdM+M7zcez5pNj89jzU+f0Vkz4Fkkulr9so5nveM1bf0cZ/9j3uP5HI/pb9F7gJ8jr4r/dTzpufq+Gq3feZ3mW83SUU0w6DF1e24ENIyweOyxx1LflyxZgiVLltSpNJOHzixHc+dYokJnH4j48ohmXk1Pz40uAXHGFxj5sNKHsr7M4kM7vhR1NquaaVsFQdYsg4omfo/lijuJ8qWf1a666kd0feC52qZsJ11CM6v8fOGS8AHD5B4YXs6SL2wleCQZ2i+aT5w9VuGipC7WlX2js/TapkrS40Ncy6MxElpGpkHLgLofaf/wj+5ntCioCNQHd1y5JT7wOZZ0+VElac8++yy6u7sBDC/PyjrpEn7MV12LWJ/BwUHk8/nEjYyiTv36Sbw4VkgO1defY0DFHF/urBdnt5XUcllhDYRnOzJtEnUAycpMJCFKfHVDQb1PVPiXy+XUBnrapiSR/K4WDr1/+vv70dHRkRqPvCdomdCxqPcB9/iJhJDCiv3M84rFYuqZpAJbZ791/LDO+gwuFotJfytx00kBiiK917W/Y9tq+7PfVaRzTLBNdX8RfZaq+5ved3rfsG2iK6C6abHe+jyK1+vkCcFxw3RZ/tbWVnR2dmLmzJmpiQsdf0xLBRqhizAoaWa91F1Rl7cmogWD7R4nc7IsPtoeahms9o7TvtW207z1Wa7vsyyXYL2/+F+FUZbgie8cfXZqWrFfdTwNDW3cIJMr00UxplABEHmGIr5fxyLB1d7vWWVXROtQHA/aFurpUI1XZYmfau2pAjCrbKPVOYsvZAm4LLGjE3KNgIYRFlsa+GBWcsDj1W7yaqIjDkBFJGkR8ebmw5DHI+mNBF19x/XFrTMlUXBUm5XQ3+KDmu0Uy6sPPCXhPBZnDPSFBQw/eOh2wjpnPZzpHsFZWl6X1Uf80xezxg5k/anpP0LFXbQKaBtGFwX+xrLoTLIKx2ozh0qEtP0iCVAyEq0ojAMgsSFB4cw+253nKhnWvHSM8bu6p/H6OMY4o0r3K6bL5V+5QV9Mg/3R1taGfD6P5uaN8TUUQ6wzCXsM8ubSqSoadPxGksVnAsUJiSbzL5fL6O7uTtqc+VHgqGhTUsJj3E+E5WZsA2fQeT7FMM+lqGEZSUjYZyyrEn8d05pHc3PziD1KcrlhiwZXgGJ91FWG1ypZ5r2g8Vz6zOJ4YVmioGabsAxNTU1JQHi8F1h+PisY8K4kW60RFCcqPlREa2xRS0sL+vr6UptyaiC0WtlUkMSxr8IsznDqM1ktBjoZoCKHxFvrzWeAjlmdxGLa0SoT30MqPCqVSup5mmXlZN7RXUsnwvg/zgyrFVPfbWop4LkqJvS9xD8VaTq+te56/8W09d2iZdP3a3znZr3zs4htJMLROhSf688//zzWrVuXcnPVsaITdNoGcaKR0HaP946WL37m9yyCn4U4rvXZFMul94e+E+IY0etjWWK7x+s1nSxRwn7OyqdaW8R20fdrI8DCok4gaVBTZBx4+gDRm1SJPKEvoCxEMj/a8fjQjt9jkCTPiZYBfRkxL70mEqBYDr2R1M2CaWWR/9husV760ND2jg/ImD5nJNXHm+fqTa8vDjXhs320PbMehMwrCrH4EmL6Onutbc2XINNl3twfgsfiSzauMa/9whefzlRzdl/7iORD44eUWEXCrW4cWYGaLJMScSUcJGkAEmuCCp+BgQFs2LAhFdMRyRNftkyLeTDAXK0cao3J5YYtHPoS554UJOUaJ8K2iv7m7A8Sbx0jFBa6+SHbjmKNZSdh5ZgBNt6LxWIRzc3NCZHluGEQp5JwHZN8VrEe7BeOP7oY6VK/bGMlKGoxoZsZ8+P4KBQK6OjoSFzUWAb68Gud9B5hOVUks210pjDu9E2BREsAoQs3MB+9L+mSFclovF/Yb/yNAjtudsn0Yt1YL45NurrpGNQ+UvcntgMFE+87nVRg/XTsat+pqNP3VJwA2bBhA1544YXUggTR9YjtrP8J3cdGn3VKstXKE59dLLfWS/uZ/c7nIsUo+5Tp6eQP88wqf9YxjoGsz8xXr9P2ViGs73WWS8uj7RPFGvOL93B89/T396NUKqFQKIx4P2saWe9R1lnrpWJLn+1xvOj9qm3A8/RznLTLEh/6PZ4bj1cTDtW4UeQJ1YSS9kEUFVnHY71HKz+vpTW8mtiabrCwqBP0BR5n0rNuBL3h9SERH9BZN22csVBEUjuez1o21kXJnh6Lv2XdpPEm17aJD8Ssa7RMWQ8DfcnEB5u+WAkVA/rABzYSDr7c1VqiaajPuLaDiir19ea1Wu/o68x8NAgwklMlQCoCdVZXybH2jZY/1l1JlfYBy6kvPm13nWVlWVg2FWL6IlcCo8Kb5JV1yBK9LK/mUyqVkvgAzhiyLNqv6sKhrkLsZ6ZP0k6iogRdSQDbvLOzE5VKJXHFYhp6v1N8RJGRy220qmi9ohsU8+dmgIw1YB01MFnryjbm0rXaxiS+LG8ul0tWj4rubcCwexkFkd5nen4+n08EAzDsuqb3XEtLC7q6ujBz5sxk/FDMsO+4pwVJOdsoWiq0X7Wt9LmrgoICTZ9THGtZsQEkuiRnWX7vFEO6cIAKhkqlklik9DnB+4LxTcy7r68vNfbVPUldmxj0z7KwHzg+VJTRcqfWA7qh6TMgPruZd7lcRk9PD1588cXUfarPEiXVKohZPhXL2sZ6/+l4VNKvv+kEiZJw/s5+0/M1Xe071pViI4vAc7JE3zsqOLKO6/jjZ22fKF5UjOjzPr4HVWzw/CzrB5/NHR0d6OjoyHym6jtM36va5nqfRwKtz07WWa077PPITbQ99JhymdHIdRQN8bse2xSSruMp8gb+HkUBP2eVfzSOFYVGtNRMZ1hY1Ak64PWBqL8DGPEQyZr1joMtqmF9IepDj4jiQo9Xg/4WH3xAtolayx0f7ppGNbETiZeS3ngT6wOgWr7xf9YLR8HZb5J1zVddcNgGkZDri0kf2HpM6xP7uKmpKSGWrKu6wLAv+ALlf56rwoUve01f25vkSh+iJA0cO0yDxEwtSjpmmZ6KojjTzTToK59FDjUAXY/rPggkisxzaGgIc+bMwQ477JC0n1o0NChbLSLsX6bD71w5ifnp3gpsRyWzhH5WQq1jkP3J9gGQuBZRnHD8sa1YZrokqphje6vvuB4fGhoa4QbF+mrgeZx91meVWik6OztTAkwJMi0l9JHXGU4di/ryJFlva2tLzdbpONbYk4GBAfT09CT3krq3UfiQ4DBvFd50AVOyqtYB9cdnuYeGhjBjxowkXbaFuk2yjTSInmNHZ9DVGqX3kN73tHSoGGVbq6jT5ZcpQIBhizbFKH/XneV1zOnziO2hsWjaF6xnFFnNzc2pOAqmo89z9YXXPlLRES0o+p9l1Umh+B5RchZJsI6t+OylRZJlp6WD94qOVbY5n8tMQ5/bep0KAApofYYoEefYiiRbx3MU/TrxoTyjXN4Yh8MJl9geTF/bJ74fOf6ruacR+i7Rdz2foVpHrZeKrMgHODa03/XejOfqd+VWWm4dJ/H4aGJBzxnrmLpG83cdJ0QUpeQeWbxkOsLCok5oaWlJ/vRhWA3VHoJAekCqz7v+Fr9nkXf9yzqn2nVxsGeJAp0R1uNZN5a+yDQ/JZz68MlCTIPpx/x19jyrPfUhCiAhGJqmzu4oVCzpQ1PJBB+0fBlpG0QxGS0gKkjULzm+ALUs+oLSNOLLJYohEkMSGc1HiSf/1M2A7a3f+SJQlxMSWhIUtisJoq4spEuv6vhS8qGz5ZyN1h3HY7uStFEgkUDxgU7ypPeqvlTj8o1R4Cj51DJz1Su+7CnCtA/4Am9q2hgrMTAwgG222SYVRD80tDEgmm1PMdHf358Qcwovkk0lsewnFbvxhR9jeDQNto9aTZTk8ze6q3Hc010o3tfqE09Szr7n5xjoPHfu3JTYIGErFArJ+NWXNMuipJTlIuFmXroYQxScOnvJ66JY0nsnjnGKMU5QVJvpnTFjRlI2Xsv+prhi3zAftjX7ILpG6f2uAk6FlJaB1gYdDzr+tT9YTiWRHA96jgolfV7qu0jLyWewEkr9TZ9zhJYhEnV1BdR7Qt9b8bkBINlvRs+N7ajlZRn0fxQ6We8rQiegeB1XBdN0VFCoMNV7W59j2iZabn0G6WSLThJpefWz3g/6Do3PUO1ffR8r+Ls+37P4QCy39neccK0mWqJw0HGaJSq0L/XYWCKj2uf4XUVco8DCok7QQUpkmfl0QMeXf9b5WWRab/B488bfq0FvZKYfH/5K2kcTJFk3rJY/Swzxxsp6AEchlNW2EVoGnbmvJnj4guzu7kZ3d3fqNyWo2r5KHHhO1sMhijnNX18isQ80PRWUTEPzIpGJ+fJhHcuhZeH1WQ/TaNlgG3L2jemopYEvb3U50pciiRoFE9PjGGC7asCvzoQxPxK5NWvW4G9/+1uyf4cKAJKkSmV4f4//X3vnHmRXVeX/1Y/0Iw+IdAIj4C+YYIBkeIkDYpDhleCAgwEFHNRSQYspA4zCgMUA4Smiog46IkNV0BkRRUEESh0CogLD8DQBRAIkCCQGEBoiSb+77/39kfqe/pzV+9y+nQ653bC+VV1977nn7L324+y9vmutvbd/5xiCIyVI9cF2JcmT8qYwGYUkaZL3k6LZ4GSo8CmzwdhwTxxVP6xvtjFPOJcSzHfNe9y8Miniofz0R7JG67TS5na4krm5uTlbWyCZGDIpuSdOnJjbQrmuri4jHZJZdUulSkohSY4Ue5E17gomwqEF9ioL1/IoTe1cVVdXl221ytCx+vr6LBSLxJlEVvVBb4T3WokANDY2ZjKpjnzYFZVG1UlDQ0Pm2VE+6pPqK1wgrX5KGdh3tROTxj32V5Iqydvd3Z3tqJUyIDD0SX3Cz0s0MOg65yq9O3zfuIZG6dFYRzJE+b3Srz7sf6eM3HVO8pBE1dfX50LI9BwX2bOfqF6ZL99rffZ1zjpLEQT1c8no53eVlwYTPcuxj+ODnpdMntz4dtTv7F+6zvpQu9Bg4ckNZVPbc6c5ysv2prGM6fjPut+3pf8tJYvA+cunz/E9pevwGV/nuk+eW0+OxiqCWNQIstqkzjNIsV2BCi+fMUuHLvmBkC+2nkkNUl5R9Iolf1M6RQNUiu0rLe+t8M/zNw7KXhY/KPhJxL/wvo6HIyJKVwuWaQlLgW1KYuLrWJO5r1Pdw7Aqyqt0vEVOAywVN7OhC59ZV/yNyh/r1WxwFxopMZwI/LoSyiNFTYuGdZ/i+5UmJwX2WSqNXpmmJUyTE63B6rv+VGn2C05EKqfyliw8jI2hIsqXp4ar/nm+gFneqqrnOUnqHAop1rTOaVJhG6mskl/vujw/sq6rntg2UqR0P5VU9h22BX8nWWF5FN4jjwVJkvqm1lmo/CI/y5Yts2eeecb+/Oc/2xNPPGF/+7d/a3Pnzs36gMrH50XYVBeqc64dUduVy+XMOyRSoj7R2dmZkRS2IddWaKG3PEpcu0IPE9e1MNxJJEd16cdhEW1ag9nOIkSSW949Ku1UtjVOceyShZ1KmupL/UDpsJ05ZnGXNZWF76Pgt+SlgsV81K+4O5z++xApr/hS0fWQvAzFYtmVlrZcVX/05F8yay2Kn+v0rqrulYbuU79hHVAJ1r0c3/U+8p3Xc0zLe15SZIB1xnbUuOXPJmEYDgka5xovsycRrBfKT48tZaRniPXJuZFhZxzrJB/riGSUY53vXzRAeUJBsuLnTJ+e18FShI7wsrBe/TMqZ6qPj1UEsagRvDWeSpqum6UXKg/XwfgSEFRq/MBY9DtJBuVNWaq97L4cnnikFPxU2f1LyMGTVlP/DK1AKp/+qMB65Sj1mZNjyq3q6y1l5fBgm3tCx2ssK2Xxdc+BVtd9+ZQuLX8qD5UoTnzKk4pHV1dXNtHQG6E4ce/RoaVZ3yknw5w0Ufp+6SdaKY207DF9KTtTpkyxrbbaKpv0NUh7gsfQK9/Guo9ETwqjZKyvr7eJEydm9aw6Vdn1X8odFRilkbLksz2khCmM0vc13aPYae3ApL7C0Cmlz7AWjgcsK8OSGE7FepNi3NPTk6350OF+Kh8VYOV511132S9+8Qt75plnhrwjO+20ky1YsMAOOeQQa2lpycKspNhT8UiFdZVKpWwtivJmGJ1C43Q4IQmKnuvq6sraTnXGAwzL5UFvl5R01YMPtxAJUr/VZhAtLS3W19eX266Xhgj2Ca/kk9B54keFUmF2dXV12XoY9pnUOQ7Kg+9disgrTaWn/M0Gt3v2yj3JGEPKlDfz4xjI8qsd9Q7oN28lJlFjf9F7yD6v9pEcXmHXe8AxWe+F2p6kkYoo0+O4oufZbz0JIYHgHKZ0dI3lkCzMi2Mz81edeG+Ayu3XB6hs+uN75xV0feacyv5ZpI94cke9QWSUY7+uk0ByXlCZlA7fMeolyosEhe8x69rPr+rbXn/wXhQ/N3t9ihgYGMg2xyja+XMsIYhFjaAJkgdNecLgOyYHVirZ+t0/5xV3r8RTeUwNyszXf6dS7hVgTjx8jqCFJPWC+oFK/z3JoXLrZfBhSJ7keIsDd42hpY91p4FrNCgiHH7g9BYPT0J1LUVazPJhUqo71buUQE8gmT5DQjhY093P583yMcCqd9UrFTo/QShvPu8JE+OEaQnz/Vh5mQ2uiZk4cWIuT5bZe4z0X3KpvIyT5gSmtmP/IzHh5EsFSHUphYFx2Z50+vM6pEzyu9KXEsftV6VENTc350LIlDYVGxIc1k1KWRJRoqyqNy5o9+06YcIE6+rqsiuvvNKWL19uZhsXqi9YsMCmTZtmr7zyii1dutSeffZZu/rqq+3BBx+0z3/+89bS0pKzYpMg8H0olUoZqUkpB+wj9fX11tramlMa6uvrbeutt87Vgdqgt7fXuru7s3A/eoWohHPHJtUfd/kiOTQbPDtAXlF5BeSBEFlUn1U7qW6VL0ms6qK/vz/bbrhcLturr76aU46koNHDxrbyYybrUjt5aYch9i2O1yLSHI+5Xkt5k0SzvXz7qM44tnmFTvlwvqJHSHVIiz/7jF8Lp2temZQslQw8HEPZXiyT2sTPMaobP14yff3JY+nJBtNXfTFcTmXx847uT8nt01Y7eqJAZb2SFyNlsKOuwzlHfc3XtfKnkcbrJH6s5txKwp6SKaUrsZy6zvHFzLJ5RPcX6VbUO1Q/MhKNB1JhFsSiZmBHYTiIWTr2LmV9UDoeHMy9oqLPHLh5nb/rM8kLXyDmkWLwKSVZL7m32hTJymt+UOJg5AkT8+JnlocDkpnlwn982SRDR0eHdXd3515wXy9+4PVkzf+WQhH5KCIRbCM/MReFbXGw1UCssqTq0IdXmQ3WmSYqT07q6uqGLNRkO/jrfvLjZE2lkWWlPCqrFDwqWVzTQUsl+27KqiVLLOtNChLJESdXtoMUd+bD9lRICwmXyqE20W5UDNWRvAqHUblVb5JLC7jpVaqrGzxTgQoGSYDalwqF7lW7iKiQ7OnUbyqXDPcy27ij1Xe+8x175JFHrLW11S688EI76aSTbJtttsnqpr293a655hpbvHixLVu2zL7xjW/Y5z//+azeRJrq6wfXsuicFi7UpwVW3gi1O995ejBUN1JSVDaN1xMnTsxZ4HUCuNZwiFRRWeV4I+t2V1fXkLGLY5zIh+YKESgpmlKUOU5qblF6VFYkmz7Tmqu60qJuyd3V1ZXVEUO49F0ksru7O3eujfo2jUj8zn6nttH7qnoloedn1QsJq/KgZ1X9nV4Svq+sR1rIlb/eCXoKVF+8rveEdaP20P+UMqvxg+OJrikPru2QUYAeHpJTs7xhgOMw3+X+/o3nwnR0dOR2klMfZxsqb74PhJ9H/PumdDgXesWaaZI4+vmXuoaf5zi+cj7xCnzKMEjCxrJwLPQGEo7/ktW3qeY/ls1s6HpUyZfyjCjv9evX58KJxzLGvoRvYmhg9Yq64C0H+syO7BV3wZOSFEP25IQDH9Plc7zm5fKExhMGgZZcfy/lSineqby998N7G1L1xP+MpaZyTOuT8pHyQEWRg52vB+XPwclbt1PKph9w/X/fZ7xlKoVUXZL0cMAiISuqe1lRvTLOCYYkQnXNAdgPqqwrTZ5FVkkpuCTbnOSofDNOnIO7FD9PdiSPlIZyuTzEE8AJWPcyH4bn0dJHyyUnNN/3WEdUbM0spzjqFGhasUkw2A5Mi8qerOXsPwMDA1nIDN8PT6K4oJsKk1eepNCUSiW7+eabM1Jx++2327x584b017a2NjvzzDNt//33t/nz59sjjzxid911lx166KFZvbKPclckKqL6U8hRuVzOES0p96VSKVs43dHRkaWjtFROnmOj8mmxuBRrKQBdXV3ZmMH3SEqHZPOKD70k/f391tnZmT0r8qP2kidQbcvPIpYkOXpnuHObSLfalnXLPq2y8T3p7e21jo4OW7duXe7QSR+fz/Ai3SOwXyk/5qv6U1gax2SWWe3gPSokd6wfji1+kbXaniGB+k/PI9uVY5pXhKmUi9ipvUlOOE4pFM/P+SQOVOSZHmVjOWkg8POoJ5zKk2M325UkTkSLY4v6KQ2K/t1VPhrv6UHRM+yTPsyJZafCn5qPKQPrU/l7AymJBPuFN6ApbY7j7BO6jwYkgn3FhzCqrTiGjHUEsagR5D6ntVHwL6aHH7ioROv5omc9MTFLhyUVpZHKu0hmKu+8xoEhVTbKmcrfv+C8h3Jz0PLy87OsgRwAOHCqjgYGBrJQDO9d4kDPyUUDhR+sUnVTVB+pMqTuY7v4ydEPpmZDXfqsPz8YF31OtYX+y7rKcnorj09DSjD7AZ/xbUprOAdt7haj9pLlUs/JU8B25toO5kWCofUDmgD8xKq6Vf3Suqm4YN9nWR8Me6JCznsYvqG0SdjVftxiVenQOiqyTGWOfYb1qXSpaDGMQemzb7Ft5VFoaGiw//mf/zEzswsvvDBJKogDDjjALrroIjvrrLPszjvvtEMOOSSp+HC9Ci3pqgM9Q+Wzrm5wvYHaXnWtOuGCcDPLbX2rdFX/qhtZmXUImV/UT4WB4XSqe247rN2iOF6zP/IwQ/V71QE9aNw1y2xwS1qSVrY3FT4aQ7QOhHk2NzdnhEv9QIuWBZZP9c1wPdWddgLju9Pa2ppTvP1GGGqr/v5+6+joyN4Jhp9IVvYF9R+ly/JzMb1+57bNfJbrjlJrffROcL6ipV3vBtM0y+8KJ5nZ3qwDfW9qasqtWVOf8cTNv/sC331fnvr6+pwHWu1Nks17RVS8Qu7LyXrxoU0cH2nQYz+n7OybXifxxMGXmcagVBqpz6xjzr8sm2T12xDzN4EhVGp7vWNFRsOxhiAWNYIGUioEKRQpfv6//90rmakXIkUefHq6Vkm5rCSzH2y8TFTcvJLplWNPaPwEwf+0GHi5/IDiZU/lRYuYdpYxS8ek+rQZ3yuwvL4uK9U164Xy0bXqy1wknwcVU5IRfvZpse96T5TZULezn9B9XfGcCS87SRonKU6qZvlQuN7eXmtpabHW1tacRUzPS3nwsauU0eejyV2TJl3dCjPhYVdmlp09wTCXVN9raGjIKVZ6XgpoqoxS6FL9jKcCcxckKRpcG6D0qCRI+ZQln/Us+XxYBmXWdZb3kUcesaeeespaWlrspJNOsmpw4okn2uLFi+25556ztWvX2qxZs3JrTNR3VA+sU5ZFZdRaBxEMWa/l2RBxYziMJnmVjZ4dKrzqB34jA3p5ZFTi9rfeQq/69DuwkWSrjykPLu5Uf9L7yzU1amNaWFVu9VOSNBIeEhbVkcrC8DqVWXXoT6j2ChUJh28PXtM4LMMF0+3v77cpU6bkvH/Mi23F0CCSEzPLdoCijBovBHquuKaBO3+pvUgiBBo/qDAzX13T5gAilH6+VLl4XUZLkgz97tcQsE/xedWpZOL4nQr78uXzm3JwbvHP0gDHd5bysY50j9KibLzPE0f/n32A82slwqIxI0VePFkqan/JyrBXPc/3RG2YIiFjFUEsagRZUDVoehZLeIWwms6VUqiJlFLD54rk8YTAp5PyElCB9sp06jmvVDJfyutJiicqvnxeNq8s+nrwShotvoy91v2cUFOKLmXzXgySl6KBulLdMf2i+0kOJB/z0vdUDGpKVg/K6/ufr1dPGHg/J38/+XAi8R4XP6CbbZwUp06dmh0spj7glQpNbLTwksR4D5W2UWU5pJRJkaJLW3HqVMqpcNMTwDALlYPKb7lczqyGtKT7yZe7ICmsybcdFWX99xZ1//6nyIjyVTry6nBy1b2PPPKImZktWLAgt6aiEtra2mzBggV2yy232Isvvmj7779/9i7qT3Uspd17EFh/VOrq6upyp5hLVn8YJsmb+ooWr9fV1WWeBfZpKohq47q6jWtmSLZ6enqy/qLdXySPPnNDAq8o8V3hdxFdKUopQ4AnIjy/hFZuM7P169fn3g2lsWHDhqxf0KqvP4FpqlyqG5Er5SfZ+e7wfdSf2tmvlfC7namMUtBoICLUt0nWqHRLdr4f8pKwbikn+5Tk8++pWX6MM8t7UPmMH18ZDqr29tv3SrFXOdS/tS2w+jcJAMc31X2RR8HrJdosgKSEfd4TYrUXx1XVtcqRmt8pG8caP2exbTi2ql9JPt3DsDmv50gOPzbqP9s8VV5vxKNc1CP0fH19/ZCNK8YyxoeUb0J4pbaICBR99mkRwxGTIlKga/7+IuuqTzP1rC+bV4KLlPpUGTwpKJKnSMHVIJ0qX1G6lEPWRX+wUJEM+u+tIFRoPHStyJ3O//qN96ZkSF0jUpMD64lWfirsrDtPTFmeFBH2JMHL4Qdu/36w/jWB+8Favzc2NmY76vhnU2sipDAoXyrdbEPlrTSbmpqyhd4Mk5JixHAjpe1l4XWlz/5JRUN9gGTDp0urmo8VZ1iIJlIpQrSMU6kql8s2adKkXJgO+4T6Bc98YB03NDRkv02bNm1Iv6iEtrY2MzPr6OjI6l0WbTOzKVOmZEqg3lOFQnV0dAzpH1rordASeUDMBs9g4P1UmNk+PLOC1l3Viz940Vuny+VytjhfipuUWxJUjT/qo1758Aqk+p/GB70jinlXu8vroGekiOseeUHU5iRJkouHd+lsBFnXZc2XDKwP1a/fRUrl7unpyXkbpBB3d3dn7xxJljwGHFfk+eDY4scIr7SyztS/RDZUfhmYOH7RSye5acTwC+e9Ysl+5smFJ6zqh9y1i+mIQDMPyURSwfLSwOHnMH3mQZGpUG4P5u29SCTEPmxNZeH9Sk9eMrUtiS7HLtUd3xXOWSoPjQWsa7aj18U4PmpcIGgAEzwJSuk+anPmxfFgPCCIRY3gFUWikgLtn099Hu5FLyIaw+VZ6Z4UO/dM3yu4qbKnXhx/zSu/lcgAX35Nyl4x8/fye+qaBiZNIJTFDxYc7Ckb7/MWelrEmA7z5uDIeF/vQhcoH6+xXGZDz0TgvX4yYBpUQEkYUnXBsqbqlHXD71Q6KIvZ4G5IqTKtX7/eXn/99cyqyXAk1RWt276+/OLV1KJ0WrKp0A8MDGSnPktmKhxqf6Un5ZbhL1JavaWN7T8wMJApbJSLioiUfHqk2I/UZ2hRpZLplVGGoGhSlvVbcd6STUrQwMCATZ061czMXnnlFRsJ2tvbzcwySzMVMJVRSs/AwMadoSZPnpw7MV3/tSCadSwlVUoyDzZjKIIWgCsv3d/a2prz8KQs2z4+Xf2GcdVaX8HdyHSAHYmaLP6+X/pQJfUFElu1iw970jPqC1pXxvKShOqsDi1Ql5LHvq13S32DZVa+JCxURHVCNy3t/M8dvvQOabGzrtFqrvV0bHeOeT7cUAqv0lN5vHVbMnHLcnoGPPSeylKvZ3370mKvtuGYz40TdA/l53oM9TkZBES+GcalMnK8lawsF+cBkWmO43qO76fkprJOXYXzh58f+E6xrtnufBfYdnxWv1G+zs7OHLGiPHovRbi8UYFjJg1DTN/PH/qN+aTqT7+pzPSqjnUEsagRvGLmr3uFtojZCiklvRL5GO7ZlEz8XqSgVptm0e9+oPFEKZWvryf/3SucXhkuSosy8Hc/+fG5SvJR6U4NThxUPSmj1Y51IaugWXq3Ld7LtAmv8Hv5WW4+42XxeRIc3FPkTfBl4GJUX8e6romNSq7u1+n2PNDM58e/VN1QiShSFKQ88j4pMpSd+VDh0f3aZUtKo/qEDrmjBc5bRml55oTLvqUtS1mnmjSlBDO0yltUy+XBGH2SFSokelZp6zd9njNnjpmZLV261Nrb2zNPRCW0t7fb0qVLzcxs1113zfKQ5VLtoraXIivllMqQZFbfUL9Qfaxfvz5HFL1FkzsUKd+6uo1x8FLC2bY+dlqy+O14fd/nieETJ07MkQW1g571p6urnFSsKAffGRFAKp2qP78XP8ewxsZGW7Vqlf3hD3+wNWvW2OrVq2327Nk2c+bMTA4RAypGsnSrvWR15livBfb+mlce9ZvKSWIgQkASVyqVMkXSW/YlKz3AaiNuxCAykDpI0yvMajPWn1c8Vf+Sl+F6JEgqx4QJE7J3VP2Y5IiWdhFltj9DGbmbnMrMMc/nTwKSetfZv1VekW89y3TouZHsfryh8YSkg+MbjQsc8whuZayysuz0WHOs4736nUYoP5+QqHM85nbnvo5ZXrUb5fRlGesIYlEjqKNSSa2k8Bcp8ikluSiN1PWU8lkp70ppEkWEqej7aJ4rKkPRPUyniJx4y4UmGZ49QuUsRVJ83j68ic+mCCMVaD+QM1zCK+tmQw+R0nPeosT7q2kTPu/TKqoHPu/rVf+9paZSH/PEy6+14O4rDQ0bT6HWjiveI6J25XvI9EkEOPnyPpWZE7Hy9hOgryNfDj2vMtFqyYnbzHIkI+XNoHIhpYn1zf5VLg+G45gNTojeMql0SYy44J5Ew4e3aKKeO3euzZ4925566im75ppr7Mwzzyxsa+Gaa66x7u5umz17tu222245jwxJKPuCQnekCLCeBgYGMhLX0NCQbWPa1dWVO6FaZVNaUuK59SMVIbWLSJz6HpWflpaWTDn1Y4K3ynOdAUORVP8iM/pOIiOlkSRVZdc1v6Cb1nkSCLNBT1GpVLLbbrvNbr31Vlu1atWQttp5551t4cKF9oEPfCDbeY1bq5bLg6eSq79wC29Z7tXvSG5osWf78KBZtZ3Kp3FSO1X594j9iO+PFHIphFp/wvbhWKF8Uu8QiYmu0dgicsC2oDGIBgSd2aK2UBosA+fxnp6e3KYKInTNzc1Zm3ovLvsilXFvyOBYqr7MtmOaKU+HJwGUkwYRGsvY/3156fnib3rf2VZqRxqiPPmX/DrbReXwZIpt4UmNbw/WGQkK3zlPwMysqrCzsYIgFjUCX4yU+8srmClFRN9TSJEPfi5SIotkrUR+hiMvleRMyVh0bVPJyHCymQ1d7E0LkNDf359tH8nYWsErzd7KwMmEcrK9/TNUWAUN3FRWOChKVj3LHUBUVrVbaoDmYOYH9Url1T1Kw5Nh75HxZedgTXhrWqrevAwpGXn2g571ExfzkaKQgicbnHDpyUkp+5IxdZ8vj/LgXvCsw1RoE5UBpecVEdYD4Sc8TmQ8/EyWZikIDG+hpZR1wgn9Ix/5iF166aW2ePFie9/73ldxy9l77rnHFi9ebGZmxx57bLbGQ54QlVlhRlICJbsnG6pTKRUNDQ1Z2NFWW22VlUnWYK0ZkOWVpJNKrBZg0/Pz2muvDVEYRIAYG19fX5+Fj3HBudngehWFHvl+J2VXaXF7ZZ5ILqs4txxWXymVBk+YF3Hy78D69eutp6fHvv71r9vvf/97M0uflr5y5Uq7/PLL7e6777Zzzz3Xpk6dmlP4VJdqD65L0TtJRY6KGpU5ESn2Ua/0sj+q3vxOaSI6UupVJ1obtWHDhtwOSH481PhJz49f1+Kt/rwurxjHef6vqxsMx/IGCnmYmD4JGs91oUzlctlef/11W7duXc4zpL7qF4Oz/rxlnSRCMigP9TmOJ378Z9vqPz1TbFsSj9R5Usyfc5zeUb4naid/fo/vU7qmfPnOew+Jjx7QOJAa3zW+qH1Yf6or1YdCN7u7u3PbPY9VBLGoEYZTtP191dxfpMh7Ba/ocxHp8ArcaPJPfd+UNFJypq5tTjJChTSlxNIzUG0+qXr3inNKkU4RESrLdNvyeiX5NImkrF/00JAM+zbihOFRZG3hxFIpDV7XxMCJtChNb42sROSpuHiLvUCi4y2QmtDovaD8TMd7vcxsCIFItZlZXkHmwlS1O70VtKR6xYQWYqXL/5TdtzVJi1c0pEDSY0DSc9xxx9k999xjd911lx122GF20UUX2YknnpgLi2pvb7clS5bY+eefb93d3TZv3jw74ogjcttgMk16iIoUCX5WiBTlp+zaPlXXGG6jOpJSNmHCBJs4cWImh9q0s7Mze4ZksqurKwul4qJ6KXWSnd6YgYGBLESIfZ7KCHcd8gooFUuFH5Fs09MkhUhtKrLx1a9+1X7/+99XdVr6/fffbxdffLFdeumlmczKR59FsrgWpL6+PrOk05qsdla9872oq9tomecZMXovRIhVLwx50n8aEKjwyeujMC7Jz3eNxFpEiaFQSofvgFd6aWWn95TjiO5lPfG/Jz4kSSQnIm7r16+39vb23O5xIjreM6TfWWdcmyEw3Ed1U1c3uNUzd4vjM5KP7cn6Ul14wsF+zv7u3zkScb0DSseHnOl3P1/48ZaGAcrAfuSvcd5mH2I/J5nnHEPCOtYRxKJGqKTIVkMEKqFIcfckJaUspOQsIhzespx6ppJsKcJRbRmL0vTXi8pUSfkvuqbrw5GwauRjWf0Alkoj5clIkQr/jJfXEw2/UI8Tv68jTzhS1i3Gl6YUulSf8e5v1kGqrodbYM7rpdLGOG/tv1+pvooIHuubLnKSAv3501E56ZJ4sm96okOLLuuGHi8qiV5m1jX/lB/Dq3Q/lQv2Bd8OnkCQVHGCNbNMOaNVUZN3S0uLff3rX7fTTz/d7r77bjvrrLNs8eLFtmDBAmtra7P29na77bbbMmv9vHnz7Pzzz89ZuFluKqaamCkrFRAefKb6oJVQSgfXZkhBoUKgsBp6YwSRk6233jrLmwvAWbe6PmHChMxy7vuF6lJkhIoMCcn69eszwqAwKoW+iOh5sst1JHV1g+FF9JQ1NjbaLbfcYg888MCITkt/4IEH7Fe/+pUdeeSRWb1wrQfloDKutlP/V32pTdhuIn08PVx1prJKWaaBgd+58YHGFxJX9fVUSJlImIgnCZRk0XbHKqt/t+RtY5m5Xoj9iu+273tce0EjB8cqkdOmpqbc1sWSiVZ0H9rFQxY9KeJ1EWESWoFha/KQcZzzpFjgGMRxnoq3+jPJhN5pppma8/hekOQoH28s8uN4KpyMfdkbAigXwXJL5oGBAdt6661zh86OZQSxqBG8kpaCV4CL7tO9w32uhCLlN0VC+CKNNP/hFHYvTzV1sCnlrYb4eNm8kubl3RRSNBxS5Ev/vddguPw5men+apRnWq9JOmRV4QFxZpazdkk+PwD7AbWSR8GDk4MfhFP3Cqk+zN94fxE59pZ81lWKpDEdv0iYEzMnTE6WnoBK8fEyk0j5d9ZbSqVEeeJJCxvT8QSKsniPC9PSs4z9V7lkwb3iiivs1ltvtR/96Ee2YsUKu+WWW3L1u+uuu9o//dM/2RFHHJF5B6Q40HLMEARdU/mVrxRNnZy9fv36LPRI6yp43gUPNDQbVESVj5RcKZhmg8osQ42YVl3dxoX4iqlX/lq/IUVPZfX1yrURrONSqZSVSzs0qf26u7szmVJ9S4RG5evs7MzeXxLIG264wcxGflr6TTfdZAsWLChcDF4u53dyUjvou94Rkmj1Y/VBvxZGirUIID0BalNav6mEqn7o2dE7RMWOSp8gxZz9UmXyO4SxDmiR5nhCApkKgRWoyPNdZ/9RH5AcIkLs43V1g+tV1De8h0HhdH4LX93D/qu65XzQ2dmZldts0GPBMCkRLEFycs4jOeE7ot/oAWIarMO6urqsf6j96RGT/N5TwnxT19iv2K7sY6xD9gc+z3KxzsY6gljUEFQsRoJKyvlwz4yEgGwqKSkiAp4kVHpJmHclz0gqr2oVzeHyTf3mldlKz3FSSN1bRJ6KZB/ut+EIWMqNWkSIWEb9p7VO/30IARVNHxdslj6dmwo/CYbeDe8CTt3vJ1GWQc9X8575icHXo1duUvCKAAkH66/Io5QiOSwP65TPUqHwdemVH582lTffv9WmmqTZ/n5RuOqb9aB+os9U9Eqlkh177LF2zDHH2GOPPWaPPvqorVq1ymbNmmV77rmn7bnnnjllwhMeKvFS5LhVM+ueyoYslJJDiq08JMpLZyJQifHvmZQxT7pEvrn4Ve8Fn/chcbyHxgDloxhr7qqkfBTGo/6neldID+tQypsUYfajpqam3O5JTz75pK1atWqTTkt/5pln7KGHHrJdd9016x9qU61tUdnM8iGCvj04Joh86DfJ3t/fn61XkdKqdBmGRWVRnjqG1Enx1la/3lCi+vNnQUyaNCk3JqU8gGwbtZuUTa/kKl2GeflxiO+3vpOkmA16eFQ+nbuj+2kAYkilJymTJk0a0odIlmh4Ujn5ngrlcjkj1H5uksJPmXhwo55TOqlxW+UgOZUMHMt0v/5zDKVhht9VtywPy862YZpsN/7ONhV8WK0nH2MZQSxqiJSSWkmhHO4er5AM90xKQRb8AOCVh03BSAgIPxf95uF/S6XPF1nw1p9K6TImeDh5RoNqiV5RmavtAymwrvSfgyLv85YU7rlOBVrg5KK+5JWCVBtRDn2mPCQY+p0WwUoegBQp8b/7/D1S7zD3p0/d74kF3y0qPZQ3tWUu0/TvKZVaQfl6UuY9LKpX3euva5L3fcBb5hoaBg9FM7PssEKFK6ms733ve+0973mPPfLIIzZ37txcG1CB9H3bb//rxy4ppyRzAq3KsvRTmWJ/lkKrOk0dNKc+RyWQipoUnVKplFswzPAshtzoN8nd19eX7fLT2dmZC2HTeRoTJ060xsbGLH2+h97rKk+F6krKrFewn376aTPb9NPSV61aZe9617uGECvtcKQ6qa+vzy1k5mJ5KZNS+Dds2JBTcEk45LFhH+fWqqpTkhm2lfokd8ni4mw929PTMyRshkqoD8ehAiyPF5Vr9TtayVU+jpv0HIsA813xC/pLpY3nrzDMa6uttrKtt946R7r5jnC3vCLjAduN5aZCzL7Fttb7z/eb7x3HTbWFSAq3LlaZOI+oPZUGxza+X3zXWb8ktxxPJCOfYwgUZWF9sIy6znA1D1+X/f39tmHDBuvp6cltojFWEcSiRpB1xLvYKsGz60oY7T3VMmPKXq0Hoprfi5Q5fvcExH8u+p3pe7kr5adBkYPoSMpUzW+V2rjaaz7tauqjKK2R/pY648ErnvzslWESEt3nLWECJyYvCy1WXV1d1t3dnQ3iftJj+3orUpFnhd+L+uRw9eaJGkmFry8qDPot9e555VtW3dS7yTagrJwEi+rAtweVNOVHj42vU6UhJY99YNKkSbb11ltnEzItupSdbe+3Xab82mZS99FyXy6XszNC5AkgKVMf4/oIWWi5/a5XVFRXLBuVSK+M8kwB7kDEE+MZsy9vgqy6DQ0N9te//jXzsChv5S8lVkqKCIR22GK9cbtThXAp3HFTT0s3M5s6dWpWl+Vy2To6OnJlV39gWBt3NRJp4DunLYOpMHZ0dAxZFCuw/zLUy8xyoWktLS1ZH9f6LPZ1LvhmP1Q7STktl8vZGgI/vigcTnnzHfHjoD57ef14VvSuUrFXGKKel9dRWwNzAbYUbMnlvdBcL8O2Inml/NyRi/eyz3NsYNiQ2eDOdLxXafNEcMkob5PeEd8+qn+NH36rcnn/1CZ+HPXkRPJwHlRZ/Pomf0I821rjBLdpVtnGA4JY1Ahk6tUSCz5b7T2VFJuUQubhrxd914tYKS8+O5ySO9x1Xz7+9+WqlNdw3wmFGfgDiZSPl4WoVI/VkMBq5KvU5iPpM6lr1bRXESpZZDioagBm+ryP17nYjpMuJzU+4xeMVuo/+p19h2Xw4TC0impS9Ep5kVcslQcnH0+8UmPGcP3b/67JlRZPT+b4LL9zIudEykXPSkOKnr4rHV3jZMxJX8/6UADlJeWYsjFNs/xJ7FRy2Md8WIKUXpZJp2mzX2i3JMErmFQ2uGMQPRyTJ0/OERaSHW1bqzAlKiT6L+sz60HrCaQk+bbSol1vzeV75NtR5dhqq63MbNNPS588eXLOql5XV2dTpkzJ0qeHRuVnWJvK0NXVZQ0NDVlZREjYn0gQPdGTV6pcLufOtKCyXFdXZ+vXrx+iLJKQSAa1K63k9Gqob7Ovas2N3g+uQVIfIGnwZIhKtF907McL/c6+qYX9qmf2BZ6TkqoXv5aD74a2l2a9636/XsSPYxx7uAheafH9IyFUeloXInIjgiAZ/DibmjvK5XK2TknvqfqMPFbcNtmPH0JdXV2WDscvtr/3aLC9J0yYkK2L0hof9bfxgiAWNQIHKB8/noJXGDZVeRzJfSN5dlMV10rwpMCnUU0dkNCkSEfRsz6dlMW3WmV7tKSi0j2V0qqWsFRDVob7rRIpqSY9DrKCn/QrKdTeUsfJvaWlJYt75j2c1FLKu79Pv3svI/uYLwMVA8lJIpK6J3U91ZbeglnkBfLQZOvJkycOuuYVdE9ERAi4g4xXOvyuL/RCeGW9u7s7F+ZDssZwCrO81ZakiW1HUiNlzJdN7arxmASDoUjqT5Knt7c3O21bBge/lqFoHJOlVlZxnh2h/62trblFtgyPUZ1R0aaiapYPTdTp81KUaEWXd4M79MhS3NjYaLNmzTKzTT8tfeedd04uHpccDEkSMVJblUobF6b7RcednZ1ZOmoXKWFS9tUP2B/UPuwH9JJ0d3fn+qInwgwxY/pUclUuKr30drMv8x2n0kyCK9nYDxkGRKjdpAxLOee7K4VV7S+PlMpETwW9HCIXIsWp8ZiKO9cyeVKheyWTPnObapVNsnPMUD9QfiQwrC+2jScLKivr34Nyqe5UtywX+682gfBeN46hHD+5AQoJiMrQ399vL7300pBdB8cqgljUCOrk1YbVjFYBHSk2J1EYDZGppCxXIh2bkm8lJZ3WKA3KAkmHJy6VlOvUbykZ/ASWSmtTUA1hKbqnmr42EsJSNEEVPZciHCkyqMmGiyJT6RYp8Kk0eZ9X4n1fSBFSbz2rRCSKyIb/zHu8BbeIjKUIUVGfTJWNCrn3EKTICp/l1qesw/7+/iz0hJO334FMz3jLrh9TfdgVy5wiiPyjcq57vSImUlEuD4ZUUcGhYk/LtcgAvRskUgpB6uvryyyVsuIrHW7zTMWG5RYZkXVe9avPVLYVNtLU1GQDAwMZgRoYGLDZs2fbzJkz7ZlnnhnxaemzZs2yGTNmZAvkqTCJDLGNqFBrTdvkyZOzulH/Ur/r7+/PQlZkKVa90PNFZZqL4OnVKJfLmTfJzLKzMegZKpfLmWeI27vSe6a20nUS+VQb6bvakH1B74PSIRkpIiZKh/1e4TVqU74/9DBSCaecJFZKm3KRFIt4SBavXOseb7XnWRl8b/j+0dpPAszxSIo7z09RekpLaRd5NNnP6DXhOizqbjxfRnWpfOnB0sGVkpd1zcMERaLVP7RZw3hAEItAEmORyPj7KuU/EtKRUvRT8mjCSL3clUhJJTKUul8oUkqVTlGefsArwkgU/5FiONJSqY6G61fDta13o2uyogWrKN1U/+KkyknPy+oVIz4ruZQH24eTnieTXhn27errKtXuqm/KrftIAqhgpdIsWhOiGG0qfWwDkg4fskSipr/m5mabOHFilp8mdk7ULI8nBFp3wDagYqB29EqZ8vJt4YnawMBAbq2L7uFOTrROMl2mLw+F5OTiXZEJEizJwLhvenqkmFF50jPc6jWlgIk8sZ5puW9oaLAjjzzSvv3tb4/4tPQjjzxyyO5MOnyQ8e9S2FR/9CLw/VW/qKury4iHwqz0nPqg0lBYlcgI60JjhBRRhjhNmjQp6+MMO/L1XF9fnxEz1SfXzdDirvbUNS6gV1+VLGaWrUUREVCe+p3Psg+oLCwj3wERTh66yHVSukeg14KeAMEbHhiS1tramlOkPbnneEEvEd9dlVnXOCZr4wI/ztEowj9d45yu7ywL643ho6nx23vQvPeEMqnv6jeNBZ7o6KyR3t7eHBke6whiERgTqJakbE4yY1ZduA6VFh/Gknp2OMU3ZYXmfVRkfRpF5MfnkVq0yHu9QlyUjk9jtIRjuDyqwXB9gOGFAwMD1tzcnMWkq+wpyzTbrqjNOOFQIdc9VHyVDhUq38ZSFioRXU9O9JsnAlRAKXclMu7lZN6aQKnUsrx8ntZNyaZrVFZY594KrOd9mIDqR+lQ2eAuYiRobEspBVSUmD+VAR+iw3Zn/ZAo0DrK+0m22G6qT55cTJl9G6gOlJaU6P7+fmtpacnKpT8pYCIPfoGqvBJmg6RQCi8VcdbdwMCAHXTQQXbvvffaww8/XPVp6e95z3vssMMOy4V5CbLGMnxMirEUKSrwSkOy+ZPdVVfqgyonrcH04NBbRrIvL4R2E9M74E+a1rtLJVdeKCnrbEcSbZJgtb8PD/SkXG1H8pEae0huurq6smf4HtTX19urr75qf/nLX4acGC9Sxfu9YYZ1Vi5vXIhPgmxmQ86yILnnOgOe3WJmWd9MzRMkY95wINLJ+ZPKu8rBbWsVusTQL45J6m8kJOqLfhyQx5Lp+PGX7as+RsMP5yMadAYGNp7+3t3dnZHdsYwgFoG3NFJKapHiqoGKp4+aVVbwi5To1HXmW6QA6nMlQlQtWRIqkRB+50CeQqV6KLrGPKolHCMhl7RS+XIoLS7C87J6K1wqptlPcGb5GGVOMj49nw7T8t4VT1qLyKTyZL5UnpkH6yRl6fMWPG/FTJEf5kkSQsVCdeRDFbq7u3NKospFq6P3ILDeqahwrQGVBf+ecE2EyqIye2WVYUhSIFmnei7lNWDd0qpJBZJeAyp2rEPlQa+JLNM+JMcsfzAjY8tFJOQRULnq6+tzu+9IsSqXy3buuefal770JXvooYeGPS193333tXPOOSez9kvJY9nK5XK2IFsKv+qoVCpla230PNe/aAGyLOlUduvr67OQE7WfyqjyeU8hvRkkPSK1VDpF8Hz7iCjU1dXliAnHH8qhzQGouDIfhib5/uR37xLBUl2oXniquupW6wB4jgn7nxRnEinWIwk9iRXfL445vv9S4feneTNEMuWFKJcHtyFmf08ZLFQHLIPeY9UTvZd8R3WNOzyRTOm7nmO+XLROkPyXy2WbOHHiEGMK29l7QVNbl49FjA8pA4ExjEqEwGM44jEa5ZoTx3CoREKK7i36zvw40I5UrpHWXTW/k1hUAy9DyptDBTQVEsB7itLyoTlUmClHikho8vITnP6nnuV3Hy6VmsD9ZM7FlMxrODLJBbseUg6p9FAeXxf6zMmayr8nBvpMxcGHg6SURipxLLMUd/1OJcmHrFE2Kvi0SlIxo2WdoRokHISeJ7kxG7ojEe9ViBC30JU8vvzsY1q8Xle3ccelyy67zH75y1/azTffbKtWrRpyWvo73/lOO/LII+3QQw81s0EyI6s4PYoTJkzIlGu1u95Xv5hdoUUko14pZf10dnba+vXrc22l9hKJ4inTnpQoPXksuO5B1mmeTC0llcSB3gb1ba49YLnpuVG/UPp9fX3Zeh4919ramn3Wuhj1UYXrKT+VQ/+Zhw8v0rO6JuKhNpAyr/RF+vQ+++1q1fbqUyonD6vjyfT0Osh7QUOFvHRKnx5RbhLhz/zhxgUisZKJ7x29lilS6r0bnlypTVQWfufaCl5X/mof1avKWCqV7KWXXqpqbh8LCGIRCGxBFCndRdgUIlItOVH+lYiBV/KGS7uagc8rvtXUSYqwFMEru5qQUjt+FD1XCUyHCoMnHrzGCawIXiH2hIx1QAucf5bKolcYfVpFbU0CQYXEy5FqQypOAhXjlEw+Ha9gULH3i6CpiKv+PTGi7EzfzHJKrle0dR/bjiER/E4lg8obdwdiGt6DIoVNipdCfVhGlcGfzE1Fm3Urxc1bO0lK/Za1XrFXniQGRx99tH3oQx+yJ5980v7whz/Yn/70J3vHO95hc+fOtdmzZ2eEUcodPREMuxHZkYWXlmieyeH7FcvEw/BUj2obLX5XGblYvK+vz7q6unL9VNZm1Q09lFyH0NnZmbUn3xkp+FTWfT9Wu9A4wP5A8qS+wHYUUeKOYorDJ/jOqG219kOKtTyEKje9bfS+qi9rQb/qSr/rfoVVsW+TLHnSqvLLQyblX16R3t7enBzl8uD5J3xn1VdINPTucqG5TnrnuSn+PWQdsC5Zj1T4VSZvDOH4o/u8UUdpk8joXoY/+rllrCOIRSAwhlELIjLc9+GIiO4pUtRHk1813z28lbRSXsNhU+9PEQxOZv67/80sHW5UVHZPUlLhXsPJkLKqpmThvUUE0O8ln6obWRK5PSfT92RDz/oQEk7CtPylFDtZWc0s21GIeUs59qESPlwp1V4CvVE+/pzPMJyJnhWlTc+bV0KoxJH0qAxSoKhI+RAjlVULqf0CZW4DK7ne85732O67725/+MMfbO7cudnOQ1OmTMnIie7VQmblpYXnSrtcLtuGDRuysnd3d+faq6WlJWsrpaFQKS7+bm5uzi3A9hZys/xibtaf6oghSJKNcf0NDQ25Rca0mquNaW0nUZDs9HZorYvSlpw8IE3tKpkVn6/+JHDbYcpBRbivr8+mTp1q06ZNy/VhKfaqIzMb4lX06yO45oXto7Jx61/lw0XlqpdyuZwjaz48SGXm+6QF0xs2bMjIjdqTC/q5toLeGM4NIhpqM24n640URcYj1SUJMA0hJBGeLJB0s270ThXNYWMRQSwCgTcRxgIRSV1LKaKVvo80P5+XQGuUV5j952ow0vurBWUsIhcjJWD+WqW0/DVOnEWWtlRfq+TJqFQGKTVSbBR6kiIv/llNtt6ax8X6lM8vcKdCmeo7ZjaEXJDYUZnxf/QcSKGjDKwzKrOUjaRJ//2iVKVNqzbJiCdULFPKQqs6lWXch90xXYUz6RA9hnIIKq/IhRRwkhitE6AVX/1CYUApC79OIVdanZ2dWYiY8lHYkxROKZ1+i1+RHYWhUVlUG+k3toVIFEmBlGy2nV8A7j0b+k3hbfKC0LsmUqa89L6orvxOYfQO0PugvqV1GbqHmxqIjKnPqvzqSypjqVTKnQLP959p6DduCMGx3xsH/DvGEDXvaWCdq8/xHVR+3uOsviOCI0+h6sB7vCkvxyj2WRpyeN6G8qSxhuMTw914vb+/3yZNmhRrLAKBwNjHliAio3luU+AVaFqnU6imDt4oQsH0K+XByUv/hyMeHj58ip9Tk3sqX36uJrRLMnqLPfP2Cm1LS0tuF68U2UqRICpMlJXxz7TkpspIMkEZqSgzHylYvtxSonyonFeKlQbj4EmYPOHxJCRV52ZpjwifoQw+9IX3sc4YukYLs7Y1pVLEeujv77eJEyfmFEp6eUhsGPeu37V/v5Q+nkmjdqEHyYd5Sfnu6urKLMBUCLmDk5R61b+Ua6Xr4/Lr6zceqMd2YTiPZJIXgeOQysS1BvRAiQQwtE5lE1mS3DoAlO8aFX8p2V1dXbZixQpbsWKFPf/887Zs2TKbPXu27bbbbjnLPTdQkBw8X4H//fvIg/NkLJDsaiu+lyI3DC1UO6kdOD6qrlLWe3+YZYqISmaGnskTxPdNZSdZ9IcfkrSpjurr64eEKjLMkuMFxwAzy20lLVlVhu7ubuvr68vW1oxlBLEIBAJVY6RExGzLkopqZKnWil4Jw9XD5iYiXrH0KCIevOavF+WRys97I/zkV5TXcCSN1kg9I4syrXOpydiXnfd4ZZ/hP3omtRBbMkkJThGulHeCz8vyKSWT9UDFn3KmiAAVOHo9UkSKSk6qvnUP81d6XPuhOuGicSpW3prf19dnPT092UJpWt99W5fL5WyRuhRq/de9fj2AvmsBMT1HDH0xs9zp5SQZsvCTXKoM9fX1mfIthVH1o7rkGRwiHspblmTVP0mC2eC6EPYFLuxVOty9Sv2H/Vbp0/PFsw+6u7tz5IMyqH2XLl1qN954oz311FND+sjOO+9sCxcutPnz51tvb2+2UxcVYYbiKK/UwmldV9sq3M57GFQetgXTYp+Qcq37vFfMy8aQMx8GyHcoJY8n7an1TAxZUv5+DRPfaREGkhYRRIZWSSZC5Mx7WscyglgEAoE3FGOJjKRIhVd+eJ//Php53kjPSLXEg59Tk1mKIKRk42eGAlE5oIWx2ny4wJSgtyXleSlqj+GIFkHl2a+bYJ2RUFAe/e5JQFG90avBBa5UemjBTn1neXWd4RgMuWCb0KpNeXQfF/QyD19H3rLr21yKocK0FCMvGZQnt0RV2BLrToohvRoMq/KhS8pbsskLoX6lcym4pkBps52kIMrqLBKgupclWvcqL5I5M8uu9/b2ZguVvZdIC9l9SJ7WkLCO2bd4OrO3opuZrV+/3i644AK77777zGzjafELFiywadOm2SuvvGJLly61lStX2uWXX2733nuvfelLX7KWlpYhxNiHy/X29uZ2WVKf86SvXB48r0PXJRvvUdv7MVfeBL53vg+pj5DEsV9LNt7H9Vr19fWZx83nwfdKdeC9IcqX4wLPIBEJobfUj2X6rn5E78mWNL5tDowLYtHb22vHHHOMnXfeebbffvuZmdnq1avtvPPOs+XLl9v2229v//Zv/2YHHHBAjSUNBAKbA5uLjGjAppVoJPmk8i0iH7rmv1eSbzhsLjKSUm6pEKeIR5Ey7pVar5ymPqcIB5Vhfffx0AIVGg+Wo+izR0oxZ5gJQxdYRh8qRSumV8ilvDA/Kh7Mmwojw1BYR7KQq25VJ7TEU15ft7S28j56JGhVpUWWipwPRREx4AFhypPpMiRGZVF6ClNSOVUfXFQrJV9rDpS2FE+GWVEppjKoXYZ4XeVTLDzXg/AenURO0sNYfK3boKz+kDhZ+GXFl+dBSjct+GpTkR0RILPBMC3Wj/qf6ltrThYvXmwPPPCAtba22oUXXmgnnXSSbbPNNlla7e3tds0119jixYvt3nvvtXPOOce+8pWvWEtLS+ZhUhnZ/7mVNIkFF8bTS0APIYkiCZNfl+OJpcqm+kz1b6/Aq170Oz1eIozlcjlbCM7y8v3SuCAoHYZ+qfysL7YnjQKpd5hjAs9t0WGH44VgjHli0dPTY2eccYY9/fTT2bVyuWyLFi2y2bNn24033mh33HGHnXLKKfbLX/7Stt9++xpKGwgEaoWUEq4BnlYyIjVQD0cARkNGKFclpJTrInmLnh3JtaLPqbyLSMVIyQfrQQqZlAxNqj7f4WTwIVA+v9RnszQJ8Xn5/GnFJGmgwkOFwmxQIUwROS4Q9t4LKvS09lL5J7zHoKhudI3KkU+PO0dRsVT5Gxsbs52YlGZRO1GxVJtLAWXMvOqyq6sr6YHg2SMKW9JhYyQ0fk0HPRbMi8q9LM1S6MrlwVAWkQt6TwR+NrOclZpjEEOf1N8V+ueJmepKZZLCzvJINu+5qK+vt1//+tcZqbj99ttt3rx5Q/pAW1ubnXnmmbb//vvb/Pnz7d5777WbbrrJjjzyyGwRuW8jKvxaZ6NwM/UHEkUSKclGwsf3iDt1kej6d5ahigwfoxdDBI+y0HghYqA29x4FysDdpNSvGdLoQ670TKlUytYYKU+GU7E8DDtTus3NzTljx3jAmCYWK1eutDPOOGNIZd533322evVq+/GPf2wTJ060WbNm2f/93//ZjTfeaKeeemqNpA0EAuMNm+oBqEbhL/JcbGoeo8HmIiSVFPKUsmxWTD5Siq6UJi6UZt7VEICiPCvVQSXykfotVVZPMKQkeTLiD+5SurL4S/GgJ4MeCCrFtPAW1Y0ULcZ8F3mFKpXFPyO5SqWStba2ZgoQlUm2hT8sMRVuxrwYisV6kYeDhgPWJz0+el7nKzANhvDouz/fgPVLj0dvb2+m5Pf29uZCtNh/VW7fPhs2bDCz/BawlN97PLRmgTH5yktpq+5ENAYGBuxXv/qVmZldeOGFSVJBHHDAAXbRRRfZWWedZTfffLPNnz9/SPlZBr2PPT09mcwDAwNDTqqm94WERP1b/xW6Z2a5bWzZT/TZ/6d3y28Tq/tSh+35fqM28QYCkU8f9sT7uc6DdcawQbaVJwotLS2551g/XsaxjjEt5QMPPGD77beffeELX7C99toru/7II4/YnDlzssNOzMz22WcfW758+ZYXMhAIvOWwKUTBbGSEpNo0/bOpPLybvdr0NwchSW3TyLSLPBFmxTtPDedt8RMwFVZfR5Xyr5SHV+RTu9SkSAaVdt7D7UmVHq30Xj56JWjlTsntLcH6TZ+9x4C/e0WKHgmSI+9B0W5OqieG6TC0jOVh+AjJidngVq+e8NCiT1JG74Us5ZRTi8epwGlhtuqcirDCnbTLlSdIPjRLSrUU3Z6enpwHxcxy27VSieTibB+mJgXay8j1CwMDA/bUU0/ZM888Yy0tLXbSSSdZNTjxxBNt8eLFtmrVKnviiSds7ty5uUML2cZqJ4WAqRzeMMB7eYCj+oTClMrlwZClvr6+zNovD2bqXAnfBvICUJEXsVF7aztehjppVyq/6F/5eaJKr6Hu4Q5YZhvP2FD6TMevK6Eni0RZ4K5cm9PY9EZiTBOLE044IXn95Zdftm233TZ3ra2tzV588cUR51EpdveNBN3egfGBaLPxhzdLm1UiIJXuqfb5orSqJSSbQoJSz0jJ8/l5xT9FDiqlX0QE/fVq6mS4sqQ+09vCbXSpKHsLPuOvzSz3PBWRVJiIkCIBnmBRDl+mlMeIO0pJ8dP2wFSYmK/Pr6huad3lwmEqYX6hsp6nl0FeBdY/FVyu70gpeVSk6SHS+RFUnOnhoILtQ5i0aJsy6z7lx3AYeUhYr0xTfYQ7KkmeUqlkK1asMDOzBQsW5NZUVEJbW5stWLDAbrnlFnvsscfs//2//5erHy1gl8VdMui91WeezyFwXYyUZC87PTAcs+UN8p4d5SES4r0Q6hf04rAPsK6VFuvU90Hftwm+jwodVP46l8fMMk+X0lAYmdJQOiS9fX19tm7dOuvo6MgZ1LckRjKHjmliUYSurq7MrSVox4WR4rHHHttcYm0Sap1/YOSINht/eKu2WTWEpOja5kg/NQlXQ0weffTRinlScahGpkrXhyMFqbypZPi0R5KPzyNlBa+kiNMKX0QweI2Kr777BaSeAHjrcCrNuro6e/zxx4dYW1lHVIq9R0FlFlkgcRG8YuO9HlQslQdJkPdmiDiwLek1YKw+SRRDu2RdZxlZh1Ly6cnhfx4Ux/KRSLA8RWSQXiXV3+rVq83MbNq0aTYStLW1mZnZ2rVrbeXKlbm+R68BQ4X8blAif7Twq31Ul2qT1Foq3S9PhScV9NSkCKZZnvDQS8D65X89z/pV2qmdqfSc71++XXwIoOqHa6m8oaCpqSkLvWIdr1ixwv785z+PqD1rgXFJLJqbm23dunW5a729vbkYtWqx++67J13YbzQGBgbsscceq1n+gZEj2mz8Idps0/FGkpKidNheKdd/td6SahT94a5XQzhSykoqvSIi5ElY0WfG1Hsl1Cyv0HrlK6Xs07Kb8kx4pckruUpHll+1mbcY+/qhLAxFYV5Mm3npGq29fh2Hl5lpeQ+BbxcqdiIQKSu7tyr7fEmU2MaeHLDuKYvf4SpFKlimurrBU9f1XKlUsueff97MzF555RUbCdrb281s49kW++yzT9bf1Nase4WUqRwpkurDt1RHWlNEApgKMWK9i4yxnklQSIRJJkR4eK8PDaTMvo8yRMp7WFhmLq6nB0enknuDBEP0iowIWr+yatUq23333W3q1Kkjas/NBY3N1WBcEovtttvOVq5cmbv2yiuvDAmPqgapBTdbErXOPzByRJuNP0SbbVlsKinRxK3FqtWkXY2HoOhaESnw1uUiObxy6q34w4HPpH4TpDRx7Qit1FQ0+RyV8yK5UopVkWWYSpDu7e/vt9bWVmttbR2yaLYSeaNiqP9UKHWNSrhX3j1p4H96QPjZe0q810CKINd7MFxF7aD6l9zqr4yJp2fEK8S0ipN8NDU1ZTst6RrXTugZkgilx3T+7u/+zsw2HozX3t6eeSIqob293ZYuXWpmZnPmzMmUei3MZ5tx9yxd085QDGViG5gNejE6Ozuz3aJ48B3Jp1/7wPAnfha50nf/XmmdiOpG5IIeqoGBAWtubs7qUe3F3br4jjDsi2ny3eHicno0SJDZjrquHah4iKPqdDzMY+OSWOy555529dVXW3d3d+alePjhh22fffapsWSBQCAQqNazkALXEBApT0IlxdxjOJKQyqfICzFcOlTmvVfCy1ukSHuwPnR/alE3lR4f6qPfi6y+usfn5T0RDBPSdZHBFLmgl4VKvb7zHi6ApUxeafT9w6fl1yMI9PbQ+k6PhidqUujNBs+8oMWeIVgiFKoLKc6SWUojFVXlSy8OPTNSPqVoc4colpuhRvPmzbM5c+bYH//4R7vmmmvszDPPHFJfHtdcc411d3fbrrvuavvuu29WJnpG6IWQwt7X12eNjY3Zlr+q49Sp0fX1GxeyNzc354iSyqy6Vbno7eBBit4rxs0B9Kzagv2PbSyFXe9RV1dXjuB4D5uIkJll4fjsc/QalcvlbO0H+6D6BPtMKkSMO481NTVZU1PTJkXl1ALjkljsu+++9va3v93OPvts+9znPme/+c1v7NFHH7Uvf/nLtRYtEAgEAqNESgEfLYGo1osyknQreTlS8qa8LV7xFUZSfv8bt/yk4uoV/BRZMbOkpZXlopW6VNq4yFjbjnpyIgWNip8nAGZDvSveEp/ybik9T0T8Im+m7w8/9MSLnggSDm9hVl1yVyOmqQXHntRRqdSOR/rMspB0pLxIUozNLBc2KOW0sbHRPvnJT9oXv/hFW7x4sb3vfe+ruOXsPffcY4sXLzazjbtDtbW1ZW3NTTA8Kezv77eWlharr6/PbclaLpezU8plzSepVf3K81EqlTJPEfspv4vYcAcsKfAqu+qTRFFhbWb5d0P1L7LoQ5K4Q5hkUfmVDhf8q971vLwWPjzO9zXerzIqD6XX2to6ovGqlhiXxKKhocGuvPJKO+ecc+yYY46xGTNm2He+8504HC8QCATe4ihSwGtJTDzp0OdKxMSvOShCioB4ZZSkgIqXQOLARaZeDj3H71TeUmd0eBk9IaCSreteFhIQT0ooO+sgRThShNUTOymnDG2hJ0n1oRAdr4jyOkOwzIYuytfaCMpN4iCCJM+IP5WdYTH0tCjNhQsX2m233WZ33nmnHXbYYXbRRRdlpEFob2+3JUuW2Pnnn2/d3d128MEH28KFC3N1oRO4PSn0nh6RtlQdi0BoS1/Jr/4obwz7CD1Y7F8640LeErNBr05HR0fOk6OdrNhuerZUKmVeChJiEgV6FFXHCk9SHfA8ErYL21NpMsTNbHC3LG55LNALwjCrsY5xQyyefPLJ3PcZM2bYtddeWyNpAoFAIPBmxGiJidnod6vy11KhVSmyYpYO9fFhI2ZDQ7B0P88pYDpSGPmMtwp7JZnP+rIUkQ//XwpZaqF0qp68F8TL7fPwBIRlZmgKFWYp3PQ+8JnUeg+z/OnKIhYkSfSICGwnhe5QYeUaDCmwDL264oor7JRTTrHf/e53dtZZZ9nixYttwYIF1tbWZu3t7Xbbbbdlp4Yfeuih9t3vfjcLuWEf48JtgZZ8X69asCyCxbAkT4KUrj/nQ+FPkkEEJxVGRk8GSY/ai2FWqiMp9JSN2wmL7CgMSnWq5+g1YZgU+y5l8uUn6WBIlGTWf5LU8YBxQywCgUAgEBgPSCkAI1UKqMSl1lLwe5FHpOg+s6FkxXsJPBnx3g8qyzrQjYp4yksh5YqkxCtdAsOwvDy+LJTR7yjEe0lIWP4ipS21UNZbvrkmRGVV+IrkSa0vSREQXVMIkmRT+/hT11Pl4fqOUqlkkydPtiVLltiNN95o3//+9+2JJ56wW265JVem3XbbzT7+8Y/bMccck4U0qexUotVOlMnMclvukrhqTYnq0nudeK5EuVzODiBUuVJeBhIx/cb299vCst1Ub0qLIW+sVz2n0CzKQjIl4iGvCGVRWJPqU/eqTzQ1NeW8gX4ROOUwM5syZUpyXdFYRBCLQCAQCATGGDY3OalEKqr5XKSkKbxDCq2sqz6EimWopMRzpx4psnouFWaj38xsCDmhp0W/Uwb95r0r3nPh14uoDqjYU7FNERUplCId/hRqkj+GV/F3LkAmsWE56CWgdf24446z4447zh599FFbtmyZrVy50nbeeWfbfffdba+99kp6VyS3PvN8CnquuNWrJzpKjyfL0+vCdTmeIKgfqRw82NB7KfS7Fniz/ugpYN1KPrYXiaLq1q+jUfoMh5IcIhRmlu0yxXrQPa+//vqQ8024e6HeKXozglgEAoFAIBCoGajcpjwIKVQiFKnPAwMD1tLSku0IlFLcBFrmGZ5UKeQmFapERZ+/0yLs06hU3qJ7fRn8fQzPosLLdBmyQwWWZfG7O8l6zWd9ml5xNssf2qf69s/vscceNnfuXFu+fLnttddeQxbce5LlvS1UqNk+IpX+/Bmlw7AgEk/fR/nHECWzvKLuPWw+hIyLwr1HjPVKosj2JqFSeql+0Nvbm520rfJxMbnS83IyfE1eD24nq9PCS6WNC8tfe+016+rqstbWVhvrCGIRCAQCgUDAzIrJSApS0LR7DUOHUqTBhyBRefW/mQ1dwO7/UvJROdZ3KZb+OtP3oTyp/5SPxKjIm+K9Lb4uzCxHpBh+RIJEZb2oXum1aGlpyZEY/c6zJ7hGxC8uJxmQ/DzErsiDxbAiXaOSLWIgLwrvo6dC5eD2trTcC1yjwHBB9UmGbfmwKdU7Q9VIkurq6oYQGZI0kgz1YU9E1HZcW8M6UB9hG4hQ+FCtvr6+3I5WYxlBLAKBQCAQCIwYtC5XCtWgEqrvKcXY3++9H95K7Rdne28IlcaihdiSXfd4LwiVvkqyU1n0hIN1Jfh0fQgR8/Py8Bm/cFrPpNY0cGH+5MmTbfLkyblrCgOSQk9FmhZ33x7sBwLPn+DOSXxGBIMEyO90xbb1O1ORkHovlSeOvm9yLU6qzn27Um795+F5XOhNT488H5JRng96k7jYnvXBMK8JEyZYT0+PTZkyxcY6glgEAoFAIBB4w5Bab1AEKnGecOh3/xvJBX+jUszQFyqiVJ6pjPI3KpNU5klQ/GfK5634lI1KpL57jwHTZGiZJ0p8jp6F1OJ/bl2rP1nEW1tbc6SOW776tQ1eJpZbu1iVy+XsnBPK7newInGgx4Y7XnkPB8vlyan3VIlEkeRQmU8tshd4OrhvW7/2hLKWy/ktZP12sr4fKIzNe0JaWlrigLxAIBAIBAKBkSDl9aDi6Be88p4iz4aZ5QgE7+M9Ph6fyivXdSi9VMhVat0Az6bwMvt1EL7MXpHmf79WheXkNe9lKJc3rpPwpInP+d+42xTTIanwSjEXqPuD68xsiMeBC5yVJ/+zTVKhbP6sB8rqPVa+rfjdE0nWD8mqPAmqX6bh28d7sZSOiIbS4KGCgk7fHi8IYhEIBAKBQGDMgsod4YmE9274+7wiTsXUh12l0vOLswWG4Xgi4r0K3gvhSQc9JVxrMVy5GdbjlWFv2Zeiz21k9Ts9O4Is/FqAzrSYl18DICu/woHoFaCXyG9VTI+TD8Uqlwe3EZZiT09SiiixjCobiaJ+82dtsI3YHj6v5ubm7F4vu+rUnzjuiZYIRaoPS4bU9sdjEUEsAoFAIBAIjDtUSzgEr5jR++HDhfz6Ah+a5D0MlMWTBH/dr5Pgf/0mRdJbuFPEx69toFeDO1fpGXkfJkyYkKuDVGgR/3QtFXamOpHirDUIup/nWbD+vFdIW7eqzFwronx1zka5XM4O9+Oib9YFiZlfKK1QLN3LtSVsH11j+Jhk1Xf1EZ7CzQMUWW8qGxfY+/rwxJLtNNYRxCIQCAQCgcCbBiPxcPh7fCiND8VJpeVDqjypMBtciEtFlZ99ugKt5F4+nr7NfFPy+dCovr6+XIgUlfsUKUmV34eaefCQNynRDP3iM1LM/VatReFW+qx0/Inx5fLQAwU9MWS9ylMhD4iUeT3HUDeRM9+GPASPbUPyoef8ehMvl2QXkWppaQmPRSAQCAQCgcBYwUhDqvz93pLt4RXvIkVf/4uUbJ+n9zboepG3pZIcCoMiIdF9zMdb/5WPV8a9LEyPyrMIg1/8TLmUb2qr3JSnRM/pPxeWa+clEhpuMcuD8HhfT0/PkAMOWe8iGSQpqk95T1JeDJENv0id9cc258L1hoaGLNxqPCCIRSAQCAQCgbcsRko4hksn9dkr05U+U9Es2j0qtVg8tfDdhzcpjebmZmtubs7tkOTJjlfqqfx7LwaV7UryyOOQCgFjGJiXP7UQWtdTRIohZAp/4vqOFCHRtrD0tKi+2Ea6j2SAHhG/0F2fFWrF9iMBo3eMnpGBgQHr6uoaEn43VhHEIhAIBAKBQMChiHCYjYx0eGWyKO6e96dCmKhc+9AiL6fPy1+bMGFCtsbCy58iO/IAeA8DQ538trNeBu/h8KTHe1BSz1BOeQFYdu89oZxNTU05oiavRcorQqLF8CSeQcG1ICw7r5dKJevt7c2VicSsoaEht8idYVasf3lDxgOCWAQCgUAgEAiMAJvi5ah0LWXd5z1eWfbXaUGnYsywHlrX9Zfavcp7Hry8Pn9a9D3hoKLvF6D7MC8vB8OivCeHdZYqd+oUc/0X/GndntCxvbRzky+Tv6dcLufWfigES7J4z4knJKn2YJuNBwSxCAQCgUAgENgMGI5w8HPqWlGaTC91lke1xEOfdfAaFXXv8WDe/GPoTpEMPuxouAXmvpw8yNATklS4li9Df3//kFO9fR37BdzcLcq3jc7kSJEO3mdmufUQKU+I6kftwDrin37r6+vLzh0ZDwhiEQgEAoFAIPAGotLC7+GIhleIixRxKbDDEQ9t18pzLIrCsYpkr0Q8zAYXNKfk9tv4FpGOSocOpjwi+s4wMZ8niQY9GKkwLObNPPwBip6gKL0iz4qZDVmM7b0zJE/d3d3W1tY2bg7JC2IRCAQCgUAgUCNs6lqOSl4QpplS8BsbG23ChAk5pVfwin7KQl+01WwqX4YimeXP6qBMKeKRKp8vt19f0dTUNGRnqaIdrKjE05uge/nZgyTKkxu/+xXz4PoOD90veRsbG23ixIk2ZcqU3C5bYxnjQ8pAIBAIBAKBtxg2J+lIfU8p3P508FR+ldYj6H+Rl8aTDv8nwuFPJTdLh3mlZOWzLB89EEXrJPh76gBBliNVB5THh4/5dFPExqfV399v3d3d1t/fPy7IxdiXMBAIBAKBQCCQw6aSDn1nGFJRut4bUJS+v+aV9VSYVaXwsJTHw3/26ZmlF4gX1Y1fKM68ec17UPy6iZS8TKeorN6DQ2ghN58fD6TCLIhFIBAIBAKBwJsKw5EOf16C/53/U+nqMxXqajwmnnSk/oZTyAW/la5k8QfQFRGeVLpFXgeGcnniUUTiUuQjRWpSdeXXsHCr3LGOIBaBQCAQCAQCbxFQAU9Z//m/2s9Mm//NLLmOY7hQrSLy4c+h0OeitRAp8lEul3OhSUX/KZdf/J0iWHqGu0pVIg8pGfXd59fU1JRbkzKWEcQiEAgEAoFAIFBVeBU/j8bbkcpnU8hH6uA+pV1EPnRd3yut+eAOT5XkYzp+RyvvveAzRSSGZEqnfY8HchHEIhAIBAKBQCBQEZXCksw2n7dDn6mop/LR59Tp4Wb5XaWKyEel/It+T8nlw8roZRkuHRIheir4ObV971hFEItAIBAIBAKBwKgwUm9HtZ99+vxcdGK5QpL0uYh8FHk+GHY1nAxMK0WO9Nl7Lfw6D7/gnN6JSiezjzUEsQgEAoFAIBAIvGGo1tvBz0VhVqnfivIo8nqk0isiH2b58KTUOR8+pKlo0fZw5EOeCu4IpRO4xwuCWAQCgUAgEAgEaoZaEQ99Ho58cEF2UfqV1n2k5BbhYMhTioCIXIwXBLEIBAKBQCAQCIxZbArxqPbzcPlUCvFKpTWc98PvdOU9H1wsbraRmIwnr0UQi0AgEAgEAoHAuMXmIB7D/VYpn+HyH0m+/F4ul62/v98mTJgwbtZZBLEIBAKBQCAQCLxpsamK/0iJR6W8qpGhKI/YFSoQCAQCgUAgEBgn2FJej0p5+fUeWncxXrwVZkEsAoFAIBAIBAKBihhNuNNoyEfRuRtjFUEsAoFAIBAIBAKBUeKNIB/aOWq8kIsgFoFAIBAIBAKBwBbASMmHdomKNRaBQCAQCAQCgUBgRCCJqK+vH1drLMaPpIFAIBAIBAKBQGDMIohFIBAIBAKBQCAQGDWCWAQCgUAgEAgEAoFRY1wTi9tvv9122WWX3N9pp51Wa7ECgUAgEAgEAoG3HMb14u2VK1fawQcfbBdffHF2rbm5uYYSBQKBQCAQCAQCb02Ma2KxatUqmz17tk2fPr3WogQCgUAgEAgEAm9pjOtQqFWrVtlOO+1UazECgUAgEAgEAoG3PMYtsSiXy/anP/3J7rnnHjv88MPtsMMOs8svv9x6e3trLVogEAgEAoFAIPCWw7gNhVq7dq11dXVZU1OT/fu//7utWbPGLrnkEuvu7rZzzz236nQGBgbeQCmHz7dW+QdGjmiz8Ydos/GFaK/xh2iz8Ydos/GFsdBeI8m7rsxzw8cZ1q1bZ1tvvXV2QuFtt91mZ555pi1btswaGhoqPjswMGDLly/fAlIGAoFAIBAIBALjG3vttdew+vW49ViYmU2dOjX3fdasWdbT02N//etfbZtttqkqjd13333YSnojMDAwYI899ljN8g+MHNFm4w/RZuML0V7jD9Fm4w/RZuMLY6G9JEM1GLfE4u6777Z//dd/td/+9rfW2tpqZmZPPPGETZ06tWpSYWbW0NBQ0xer1vkHRo5os/GHaLPxhWiv8Ydos/GHaLPxhfHSXuOWWOy9997W3Nxs5557ri1atMhWr15tX/3qV+0zn/lMVc8rAizWWASqRbTZ+EO02fhCtNf4Q7TZ+EO02fjCWGgv5V3N6olxvcbi6aeftksvvdSWL19ukyZNso9+9KO2aNGibM1FJfT29lbt1gkEAoFAIBAIBN7K2H333a2pqaniPeOaWIwGpVLJ+vv7rb6+vioiEggEAoFAIBAIvNVQLpetVCpZY2Oj1ddXPqniLUssAoFAIBAIBAKBwObDuD0gLxAIBAKBQCAQCIwdBLEIBAKBQCAQCAQCo0YQi0AgEAgEAoFAIDBqBLEIBAKBQCAQCAQCo0YQi0AgEAgEAoFAIDBqBLEIBAKBQCAQCAQCo0YQiy2I3t5e++AHP2j3339/dm316tX2qU99yvbaay874ogj7J577qmhhAGPVJuZmT333HO2xx571EiqQBFS7bV8+XL76Ec/anvvvbcdfvjh9tOf/rSGEgY8Um12991321FHHWV77LGHHXXUUfa73/2uhhIGPIrGRTOz9evX2/vf/3772c9+VgPJAkVItdkll1xiu+yyS+7v2muvraGUASHVXmvXrrXPfvaztueee9r8+fPtl7/8ZQ0lLEYQiy2Enp4eO/300+3pp5/OrpXLZVu0aJFNmzbNbrzxRvvQhz5kp5xyiq1du7aGkgaEVJuZmb3wwgt28sknW09PT40kC6SQaq+XX37ZPvvZz9q+++5rN910k5122ml28cUX229/+9vaCRrIkGqz5557zk455RQ75phj7Be/+IUdffTRtmjRIluzZk0NJQ0IReOi8LWvfc3+8pe/bGGpApVQ1GarVq2yM844w+65557s78Mf/nCNpAwIqfbq7++3k08+2RobG+2mm26yk046yc466yx76qmnaihpGkEstgBWrlxpxx13nD3//PO56/fdd5+tXr3aLrroIps1a5adfPLJttdee9mNN95YI0kDQlGb3XHHHXbMMccMe6R9YMuiUntNmzbNTj/9dNtpp53syCOPtIULF9qtt95aI0kDQlGbvfjii3bcccfZpz71KXvHO95hn/70p23ixIn26KOP1kjSgFDUZsJDDz1k9913n02fPn0LSxYoQqU2W7Vqlc2ZM8emT5+e/bW2ttZAyoBQ1F6/+93v7IUXXrCvfe1rNnPmTPvoRz9qBx54oC1btqxGkhYjiMUWwAMPPGD77befXX/99bnrjzzyiM2ZM8cmTpyYXdtnn31s+fLlW1jCgEdRm/32t7+1f/mXf7FzzjmnRpIFUihqr/e///325S9/ecj9GzZs2FKiBQpQ1Gb77bdf9n719fXZT3/6U+vt7Y3QwzGAojYz2xi6cd5559nixYvD8DKGUNRmGzZssJdeesl22mmn2ggWSKKovR544AHbf//9bfLkydm1K6+80o4//vgtLeKwaKy1AG8FnHDCCcnrL7/8sm277ba5a21tbfbiiy9uCbECFVDUZpdccomZWTK2OFA7FLXXjjvuaDvuuGP2vb293X7xi1/YqaeeuqVECxSgqM2E5557zv7hH/7BBgYG7Iwzzsi1Y6A2qNRmV111lc2ZM8cOOOCALShRYDgUtdmqVausrq7OrrrqKrvrrrts6tSp9ulPf9qOPvroLSxhgChqr9WrV9sOO+xgl19+ud188832tre9zU477TQ77LDDtrCEwyM8FjVEV1fXEMtOU1OT9fb21kiiQODNi+7ubjv11FNt2rRpY9LKE8hjm222sRtuuMEWL15s3/72t+22226rtUiBAqxcudJ+/OMf29lnn11rUQJV4plnnrG6ujqbOXOmXX311XbsscfaeeedZ7fffnutRQsk0NnZaTfddJO9/vrrdtVVV9nChQvttNNOs8cee6zWog1BeCxqiObmZlu3bl3uWm9vr7W0tNRGoEDgTYqOjg773Oc+Z88++6xdd911EUc8DjBlyhSbM2eOzZkzx1atWmXXXnutHX744bUWK+BQLpft3HPPtdNOO82mTZtWa3ECVWLhwoV28MEH29SpU83MbNddd7Vnn33WfvSjH9n8+fNrK1xgCBoaGmzq1Kl2wQUXWH19vc2dO9ceeugh+8lPfmK77757rcXLITwWNcR2221nr7zySu7aK6+8MiQ8KhAIbDo2bNhgJ510kj399NP2X//1XxFTPMbx9NNP20MPPZS7NmvWLHvttddqJFGgEtauXWvLli2zr3zlK7b33nvb3nvvbWvXrrXzzz/fPvOZz9RavEAB6urqMlIhzJw501566aXaCBSoiG233dZ22mknq68fVNvf+c532gsvvFBDqdIIj0UNseeee9rVV19t3d3dmZfi4Ycftn322afGkgUCbw6USiU75ZRTbM2aNfaDH/zAZs2aVWuRAsPgN7/5jf3sZz+zX/3qV1ZXV2dmZo8//rjNnDmzxpIFUthuu+1s6dKluWuf+MQn7BOf+IQdddRRNZIqMByuuOIKW7ZsmX3/+9/Prq1YsSLeszGKPffc07773e/awMCANTQ0mNnGdTI77LBDjSUbivBY1BD77ruvvf3tb7ezzz7bnn76abv66qvt0UcftY985CO1Fi0QeFPghhtusPvvv98uueQS22qrrezll1+2l19+eUgIYmDs4KijjrKXX37ZLr/8cnv22Wfthz/8od1yyy128skn11q0QAKNjY02Y8aM3F9jY6O1tbXZdtttV2vxAgU4+OCD7cEHH7QlS5bY888/b9ddd539/Oc/txNPPLHWogUS+OAHP2ilUskuvPBCe+655+yHP/yh3X333XbcccfVWrQhCI9FDdHQ0GBXXnmlnXPOOXbMMcfYjBkz7Dvf+Y5tv/32tRYtEHhT4LbbbrNSqTREKd13333tBz/4QY2kClTC3/zN39iSJUvs0ksvtWuvvdZ22GEHu+KKK2zu3Lm1Fi0QeNNgjz32sCuuuMK+9a1v2RVXXGE77LCDff3rX7e999671qIFEpg8ebJ973vfswsuuMA++MEP2vbbb2/f/OY3x+S4WFcul8u1FiIQCAQCgUAgEAiMb0QoVCAQCAQCgUAgEBg1glgEAoFAIBAIBAKBUSOIRSAQCAQCgUAgEBg1glgEAoFAIBAIBAKBUSOIRSAQCAQCgUAgEBg1glgEAoFAIBAIBAKBUSOIRSAQCAQCgUAgEBg1glgEAoFAIBAIBAKBUSOIRSAQCATeNFi/fr0tWbLEzjjjDPvLX/5Sa3ECgUDgLYUgFoFAIBCoCocccojtsssu2d/cuXPtAx/4gH3/+98vfGbNmjW2yy672Jo1a94Qma6//nr75je/aWZmf/zjH+2www6z733ve3bPPffY/Pnz7c477zQzs97eXjv66KOtvb39DZEjEAgEAmZ15XK5XGshAoFAIDD2ccghh9gnP/lJO+KII8zMrL+/3+677z4755xz7NJLL7WFCxcOeWZgYMBeffVV22abbayhoWGzyvPaa6/Zhz/8Yfv5z39uW221lX3sYx+zGTNm2Ic+9CF74IEHrFwu2w033GB33XWXmZndeOON9uCDD9pll122WeUIBAKBwEaExyIQCAQCVWPKlCk2ffp0mz59ur397W+3o48+2vbff39bunRp8v6GhgabPn36ZicVZmY//OEP7YADDrCtttrKzMwef/xxO/zww7PfTzjhBFu0aJH19vaamdk//uM/2p133ml//vOfN7ssgUAgEAhiEQgEAoFRorGx0SZMmGBmZp/4xCfs4osvtkMPPdQOOugge/LJJ3OhUO3t7fb5z3/e3v3ud9u8efPsG9/4hslx/sILL9g///M/25577mmHHHKI/cd//IcNDAwk8yyVSnb99dfbYYcdll1ra2uzhx56KPs+bdo0O/74462pqcnMzJqamux973ufXX/99W9IPQQCgcBbHY21FiAQCAQC4xN9fX32m9/8xv73f//XLr300uz6z372M1uyZIk1NTXZpEmTcs8sWrTIGhoa7Nprr7WOjg77whe+YNtuu6197GMfs1NOOcV23XVXu+mmm+zll1+2xYsXW11dnS1atGhI3k899ZS9+uqr9t73vje7duqpp9rZZ59td999t82YMcNeeukl22677XLPzZs3z6677jo7/fTTN3NtBAKBQCCIRSAQCASqxvnnn28XX3yxmZl1d3dbS0uLffKTn7Sjjjoqu+eggw6yd7/73WZmuUXbK1assGXLltkdd9xh73jHO8zM7IILLrDOzk677777bO3atfbTn/7U6uvrbebMmfbFL37Rzj777CSxePzxx23HHXfMvBFmZgsXLrR3vetddtVVV9kdd9xhv/71r+3888+3Y489Nrtn1qxZtmLFChsYGHhDwrMCgUDgrYwgFoFAIBCoGqeddpotWLDAzMyam5uT6yd22GGH5LN/+tOfbOrUqRmpMLMslOnaa6+1devW2T777JP9ViqVrLu721577TV729velkvr1VdfHXLNzGzu3Ln28Y9/3GbNmmVbb721XXjhhXbggQdmnoupU6daqVSydevWWVtb2ybUQCAQCASKEMQiEAgEAlWjra3NZsyYUfGe5ubm5HWtw0ihv7/fZs6caVdeeeWQ36ZMmTLkWl1dXW79RVdXl91111124IEHmtnGReOf/vSn7aqrrrJHH33U5s+fb2aWreeoq6urWIZAIBAIjByxeDsQCAQCWwQzZsywdevW2QsvvJBd++///m/73Oc+Z+985ztt7dq1ts0229iMGTNsxowZtmbNGvvWt76VJAHTpk2zdevWZd87OjrstNNOyy3e7urqss7Ozhwxee2116yxsTHp7QgEAoHA6BDEIhAIBAJbBO9617vsve99r51zzjn25JNP2v33329XX321zZs3zw444ADbYYcd7Mwzz7Qnn3zSHnroITvvvPOstbU1uRZit912szVr1lhHR4eZbSQa8+bNs8suu8xWrlxpr732mp1//vm27bbb2t5775099+STT9puu+0WHotAIBB4AxDEIhAIBAJbDF/72testbXVjj/+eDvjjDPs+OOPtxNOOMEaGhrsu9/9rpVKJTvuuOPs1FNPtb//+7+3c889N5nOLrvsYtOnT7dly5Zl17761a/ajBkz7LLLLrOf/OQntnr1avvP//zPXGjWww8/nIVLBQKBQGDzIk7eDgQCgcC4xLe//W1bu3atffnLX85dv+++++zBBx+0U089NXe9s7PTDjzwQPv5z39uO+6445YUNRAIBN4SiMXbgUAgEBiX+NjHPmYLFy60devW2dSpU7PrO+64YzLU6dZbb7WDDjooSEUgEAi8QQiPRSAQCATGLa677jp78cUXhz3wrre31z7ykY/YkiVLbPr06VtIukAgEHhrIYhFIBAIBAKBQCAQGDVi8XYgEAgEAoFAIBAYNYJYBAKBQCAQCAQCgVEjiEUgEAgEAoFAIBAYNYJYBAKBQCAQCAQCgVEjiEUgEAgEAoFAIBAYNYJYBAKBQCAQCAQCgVEjiEUgEAgEAoFAIBAYNYJYBAKBQCAQCAQCgVEjiEUgEAgEAoFAIBAYNf4/h10SQs7oNI0AAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p = np.linspace(10, 16) # price range\n", + "d_means = [\n", + " np.exp(to_numpy(s, 'log_b')[:, i] - to_numpy(s, 'c')[:, i] * np.log(p).reshape(-1, 1))[:, :500] for i in [0, 1]\n", + "]\n", + "\n", + "fig, ax = plt.subplots(2, 1, figsize=(8, 8))\n", + "ax[0].plot(p, d_means[0], c = 'k', alpha = 0.01)\n", + "ax[0].plot(p01, d01, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", + "ax[0].set_xlabel('Price ($)')\n", + "ax[0].set_ylabel('Demand (Units)')\n", + "\n", + "ax[1].plot(p, d_means[1], c = 'k', alpha = 0.01)\n", + "ax[1].plot(p02, d02, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", + "ax[1].set_xlabel('Price ($)')\n", + "ax[1].set_ylabel('Demand (Units)')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "name": "py310", + "language": "python", + "display_name": "py310" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demand-forecasting/demand-exponential-smoothing.ipynb b/demand-forecasting/demand-univariate-exponential-smoothing.ipynb similarity index 99% rename from demand-forecasting/demand-exponential-smoothing.ipynb rename to demand-forecasting/demand-univariate-exponential-smoothing.ipynb index 3663304..deb3cc0 100644 --- a/demand-forecasting/demand-exponential-smoothing.ipynb +++ b/demand-forecasting/demand-univariate-exponential-smoothing.ipynb @@ -5,11 +5,21 @@ "id": "490c7fe9-3a80-4bc8-9907-32daa3639cdf", "metadata": {}, "source": [ - "# Demand Forecasting Using Exponential Smoothing\n", + "# Demand Forecasting Using Exponential Smoothing (ETS)\n", "\n", - "In this notebook, we develop reference models for demand forecasting and decomposition using exponential smoothing. The exponential smooting methods are commonly referred to as ETS which stands for Error, Trend, Seasonal.\n", + "This notebook demonstrates how demand forecasting and decomposition can be done using exponential smoothing. The exponential smoothing methods are also referred to as ETS which stands for Error, Trend, Seasonal.\n", "\n", - "See `_basic-components/time-series` folder for more time series models that can be applied to demand forecasting. Among the traditional time series models, exponential smooting and ARIMA are the two most common methods used in the demand forecasting practice. Both methods are particular cases of state space modeling (SSM). Among the modern demand forecasting methods, Bayesian structural time series (SSM) and sequence-to-sequence models such as RNNs and transformers are the most common choices. " + "### Use Case\n", + "We assume a single entity (SKU, product, etc.) that is modeled separately from other entities. Each entity is represented by one metric (revenue, profit, sales volume, etc.) for which we have historical data that be used to fit the model, but we do not have any covariates. We want to accomplish the following:\n", + " * Create a point forecast for a configurable time horizon\n", + " * Create a probabilistic forecast for a configurable time horizon\n", + " * Decompose historical observations and forecasts into trends and seasonal components\n", + "\n", + "### Prototype: Approach and Data\n", + "We use a small data sample defined inline and off-the-shelf exponential smoothing routines. Among the traditional time series models, exponential smoothing and ARIMA are the two most common methods used in the demand forecasting practice. Both methods are particular cases of state space modeling (SSM).\n", + "\n", + "### Usage and Productization\n", + "This prototype can be straightforwardly used to create basic forecasts for suppy chain applications. However, it is not suitable for capturing complex patterns and covariates." ] }, { @@ -27,8 +37,9 @@ } ], "source": [ - "import os\n", - "import numpy as np\n", + "#\n", + "# Imports and settings\n", + "#\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn-white')\n", diff --git a/demand-forecasting/demand-neural-prophet.ipynb b/demand-forecasting/demand-univariate-neural-prophet.ipynb similarity index 99% rename from demand-forecasting/demand-neural-prophet.ipynb rename to demand-forecasting/demand-univariate-neural-prophet.ipynb index 6669efa..8796f51 100644 --- a/demand-forecasting/demand-neural-prophet.ipynb +++ b/demand-forecasting/demand-univariate-neural-prophet.ipynb @@ -7,7 +7,16 @@ "source": [ "# Demand Forecasting Using NeuralProphet\n", "\n", - "In this notebook, we develop a reference forecasting pipline using NeuralProphet. We use a univariate time series wihthout covariates." + "This notebook demonstrates how a demand forecasting pipline can be created using NeuralProphet. \n", + "\n", + "### Use Case\n", + "We assume a single entity such as a SKU or product that is modeled separately from other entities. We assume that this entity is represented by a univariate time series such as revenue or sales volume data. We may or may not have additional covariate time series (regressors) which are known for both past and future time intervals. Our goal is to create a probabilistic forecast for the metric.\n", + "\n", + "### Prototype: Approach and Data\n", + "We use the off-the-shelf Prophet/NeuralProphet functionality to create a reference forecasting pipeline. The pipeline includes data preparation, model training, and prediction steps.\n", + "\n", + "### Usage and Productization\n", + "The prototype can be directly used to create basic forecasts for supply chain applications. Additional regressors can be straightforwardly added to the model inputs." ] }, { @@ -25,17 +34,17 @@ } ], "source": [ - "import pathlib\n", + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import pandas as pd\n", "from tabulate import tabulate\n", - "import datetime\n", "\n", "from neuralprophet import NeuralProphet\n", "\n", "from matplotlib import pylab as plt\n", "import matplotlib.dates as mdates\n", - "import seaborn as sns\n", "plt.style.use('seaborn-white')\n", "pd.options.mode.chained_assignment = None\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", @@ -254,14 +263,6 @@ "\n", "fig_comp = m.plot_components(forecast_past)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "931fa8e4-df05-4cc4-b3b8-cd75ee0b3174", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/promotions/sequence-modeling-lstm.ipynb b/marketing-analytics/behavior-patterns-analytics-lstm.ipynb similarity index 99% rename from promotions/sequence-modeling-lstm.ipynb rename to marketing-analytics/behavior-patterns-analytics-lstm.ipynb index 2fb622a..55d3688 100644 --- a/promotions/sequence-modeling-lstm.ipynb +++ b/marketing-analytics/behavior-patterns-analytics-lstm.ipynb @@ -4,11 +4,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Sequential-input Model for Customer Analytics\n", + "# Analysis of Customer Behavior Patterns Using LSTM/Transformers\n", "\n", - "We develop a basic prototype of a customer behavior model that accounts for individual events in a customer journey. The purpose of this notebook is just to illustrate the idea, but similar models are used in other notebooks for real-life data samples. \n", + "This notebook demonstrates how customer behavior patterns can eb analyzed in the space of attention weights extracted for sequential models such as LSTM with Attention or Transformers.\n", "\n", - "We generate a dataset that simulates customer event histories and then use LSTM with attention to predict customer behavior, and analyze the contributions of individual events into the predictited outcome. " + "### Use Case\n", + "We have a large number of customer event histories (journeys). Each history represents a sequence of real-valued measurements and labeled with an outcome class (conversion, churn, etc.) Out goal is to provide insight into behavioral patterns within each class, pattern difference between the classes, and contributions of individual events into the outcome (e.g. the most recent events are twice more important than old ones).\n", + "\n", + "### Prototype: Approach and Data\n", + "We generate a dataset that simulates customer event histories and then use LSTM with attention to predict customer behavior, and analyze the contributions of individual events into the predicted outcome. Each event is represented by a single real value - in real-world applications, this should be extended to a vector. \n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to validate whether the weight-based approach provides useful insight or not. If the initial results look promising, a deeper pattern analysis and interpretation can be performed. " ] }, { @@ -18,7 +25,6 @@ "outputs": [], "source": [ "import numpy as np \n", - "import pandas as pd\n", "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", @@ -28,7 +34,6 @@ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import confusion_matrix, roc_curve, accuracy_score, auc\n", "\n", - "import tensorflow as tf\n", "from tensorflow.keras.models import Sequential, Model \n", "from tensorflow.keras.layers import Dense, Input\n", "from tensorflow.keras.layers import LSTM, Lambda, RepeatVector, Permute, Flatten, Activation, Multiply\n", diff --git a/promotions/promotion-effect-causal-inference.ipynb b/marketing-analytics/campaign-effect-causal-inference.ipynb similarity index 99% rename from promotions/promotion-effect-causal-inference.ipynb rename to marketing-analytics/campaign-effect-causal-inference.ipynb index 505cd29..daaceb9 100644 --- a/promotions/promotion-effect-causal-inference.ipynb +++ b/marketing-analytics/campaign-effect-causal-inference.ipynb @@ -3,15 +3,15 @@ { "cell_type": "markdown", "source": [ - "# Promotion Effect Estimation Using Causal Inference Methods\n", + "# Campaign Effect Estimation Using Causal Inference Methods\n", "\n", "This notebook demonstrates how to analyze causal effects in marketing campaigns. \n", "\n", "### Use Case\n", "We consider a scenario where selected customers were provided (treated) with personalized offers. Our goal is to measure the treatment effect of these offers on conversions (purchases) taking into account factors such as demographics that influence both offer assignments and customers' purchasing decisions. \n", "\n", - "### Prototype: Data and Limitations\n", - "We use generated data (simulator) to demonstrate the causal inference methods in a clean way. \n", + "### Prototype: Approach and Data\n", + "We use generated data (simulator) to demonstrate the causal inference methods in a clean way. We simulate a simple promotion campaign scenario and then use regression and propensity matching methods to estimate the treatment effect. \n", "\n", "### Usage and Productization\n", "This prototype can be used to evaluate causal effects in a real data sample before building predictive promotion targeting or budget optimization models. This template can also be adapted to a wide range of customer communication and personalization scenarios.\n", diff --git a/promotions/channel-attribution-lstm.ipynb b/marketing-analytics/channel-attribution-lstm.ipynb similarity index 96% rename from promotions/channel-attribution-lstm.ipynb rename to marketing-analytics/channel-attribution-lstm.ipynb index 6ca548e..751bc78 100644 --- a/promotions/channel-attribution-lstm.ipynb +++ b/marketing-analytics/channel-attribution-lstm.ipynb @@ -6,61 +6,64 @@ "source": [ "# Multi-touch Multi-channel Attribution Model Using LSTM with Attention\n", "\n", - "This is an attribution model that uses LSTM with attention to assign weights to touchpoints. \n", - "\n", - "### Data\n", - "We use Critio dataset (see `datasets.md`). Download the dataset to `data` folder.\n", - "\n", - "This dataset represents a sample of 30 days of Criteo live traffic data. Each line corresponds to one impression (a banner) that was displayed to a user. For each banner we have detailed information about the context, if it was clicked, if it led to a conversion and if it led to a conversion that was attributed to Criteo or not. Data has been sub-sampled and anonymized so as not to disclose proprietary elements.\n", - "\n", - "Here is a detailed description of the fields (they are tab-separated in the file):\n", - "\n", - "* timestamp: timestamp of the impression (starting from 0 for the first impression). The dataset is sorted according to timestamp.\n", - "* uid: a unique user identifier\n", - "* campaign: a unique identifier for the campaign\n", - "* conversion: 1 if there was a conversion in the 30 days after the impression (independently of whether this impression was last click or not)\n", - "* conversion_timestamp: the timestamp of the conversion or -1 if no conversion was observed\n", - "* conversion_id: a unique identifier for each conversion (so that timelines can be reconstructed if needed). -1 if there was no conversion\n", - "* attribution: 1 if the conversion was attributed to Criteo, 0 otherwise\n", - "* click: 1 if the impression was clicked, 0 otherwise\n", - "* click_pos: the position of the click before a conversion (0 for first-click)\n", - "* click_nb: number of clicks. More than 1 if there was several clicks before a conversion\n", - "* cost: the price paid by Criteo for this display (disclaimer: not the real price, only a transformed version of it)\n", - "* cpo: the cost-per-order in case of attributed conversion (disclaimer: not the real price, only a transformed version of it)\n", - "* time_since_last_click: the time since the last click (in s) for the given impression\n", - "* cat(1-9): contextual features associated to the display. Can be used to learn the click/conversion models. We do not disclose the meaning of these features but it is not relevant for this study. Each column is a categorical variable. In the experiments, they are mapped to a fixed dimensionality space using the Hashing Trick (see paper for reference).\n", - "\n", - "Key figures\n", - "* 2.4Gb uncompressed\n", - "* 16.5M impressions\n", - "* 45K conversions\n", - "* 700 campaigns\n", + "This notebook demonstrates how multi-touch attribution can be performed by analyzing weights in attention layers or transformers. See references [1] and [2] for details.\n", + "\n", + "### Use Case\n", + "We have a large number of customer interaction histories (journeys). Each history is a sequence of events (impressions) of different types. For example, each event can be linked to one of a few ad campaigns. Each history also has an outcome label such as a conversion, click, etc. Our goal is to estimate the contribution of each event type to the outcome. We also would like to have a method for evaluating and comparing different attribution models.\n", + "\n", + "### Prototype: Approach and Data\n", + "\n", + "We build a progression of attribution models starting with basic last-touch attribution and logistic regression, and then create an attention-based model. \n", + "\n", + "We use Critio dataset (see `datasets.md`) for prototyping purposes. Download the dataset to `data` folder. The dataset represents a sample of 30 days of Criteo live traffic data. Each line corresponds to one impression (a banner) that was displayed to a user. For each banner we have detailed information about the context, if it was clicked, if it led to a conversion and if it led to a conversion that was attributed to Criteo or not. Data has been sub-sampled and anonymized so as not to disclose proprietary elements. Here is a detailed description of the fields (they are tab-separated in the file):\n", + "* `timestamp` - timestamp of the impression (starting from 0 for the first impression). The dataset is sorted according to timestamp.\n", + "* `uid` - a unique user identifier\n", + "* `campaign` - a unique identifier for the campaign\n", + "* `conversion` - 1 if there was a conversion in the 30 days after the impression (independently of whether this impression was last click or not)\n", + "* `conversion_timestamp` - the timestamp of the conversion or -1 if no conversion was observed\n", + "* `conversion_id` - a unique identifier for each conversion (so that timelines can be reconstructed if needed). -1 if there was no conversion\n", + "* `attribution` - 1 if the conversion was attributed to Criteo, 0 otherwise\n", + "* `click` - 1 if the impression was clicked, 0 otherwise\n", + "* `click_pos` - the position of the click before a conversion (0 for first-click)\n", + "* `click_nb` - number of clicks. More than 1 if there were several clicks before a conversion\n", + "* `cost` - the price paid by Criteo for this display (disclaimer: not the real price, only a transformed version of it)\n", + "* `cpo` - the cost-per-order in case of attributed conversion (disclaimer: not the real price, only a transformed version of it)\n", + "* `time_since_last_click` - the time since the last click (in s) for the given impression\n", + "* `cat(1-9)` - contextual features associated to the display. Can be used to learn the click/conversion models. We do not disclose the meaning of these features, but it is not relevant for this study. Each column is a categorical variable. In the experiments, they are mapped to a fixed dimensionality space using the Hashing Trick (see paper for reference).\n", + "\n", + "Key figures: 2.4Gb uncompressed, 16.5M impressions, 45K conversions, 700 campaigns\n", + "\n", + "### Usage and Productization\n", + "The dataset used in the prototype can be replaced with the actual campaign or click stream data. Campaigns can be replaced with channels or other qualifiers that need to be attributed with the contribution value. Then basic and advanced models can be compared to each other and the optimal approach can be chosen.\n", "\n", "### References\n", "1. N. Li, S. K. Arava, C. Dong, Z. Yan, and A. Pani -- Deep Neural Net with Attention for Multi-channel Multi-touch Attribution, 2018\n", "2. Ren K., Fang Y., Zhang W., Liu S., Li J., Zhang Y., Yu Y., and Wang J. -- Learning Multi-Touch Conversion Attribution with Dual-Attention Mechanisms for Online Advertising, 2018" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import pandas as pd\n", "import matplotlib.pyplot as plt \n", "import numpy as np\n", "\n", - "from sklearn.utils import resample\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.utils.extmath import softmax\n", "\n", - "import keras\n", + "from keras.models import Sequential \n", + "from keras.layers import Dense, LSTM, Input, Lambda, RepeatVector\n", + "from keras.layers import Permute, Flatten, Activation, Multiply\n", + "from keras import backend as K\n", + "from keras.models import Model\n", "\n", "plt.style.use('ggplot')" ] @@ -200,7 +203,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Last Touch Attribution" + "## Last Touch Attribution\n", + "\n", + "In this section, we develop a baseline last-touch attribution model." ] }, { @@ -263,7 +268,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Logistic Regression" + "## Logistic Regression\n", + "\n", + "In this section, we create a basic logistic regression (linear) models and use its coefficients as attribution weights." ] }, { @@ -319,8 +326,6 @@ "metadata": {}, "outputs": [], "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.20, random_state = 1)\n", "x_train, x_val, y_train, y_val = train_test_split(x_train, y_train, test_size = 0.20, random_state = 1)" ] @@ -340,8 +345,6 @@ ], "source": [ "# Quick sanity check\n", - "from sklearn.linear_model import LogisticRegression\n", - "\n", "logisticRegr = LogisticRegression()\n", "logisticRegr.fit(x_train, y_train)\n", "score = logisticRegr.score(x_test, y_test)\n", @@ -384,10 +387,6 @@ } ], "source": [ - "from keras.models import Sequential \n", - "from keras.layers import Dense, Dropout\n", - "from keras.constraints import NonNeg\n", - "\n", "m = np.shape(x)[1]\n", " \n", "model = Sequential() \n", @@ -418,8 +417,6 @@ ], "source": [ "# Visualization of the attribution scores\n", - "from sklearn.utils.extmath import softmax\n", - "\n", "keras_logreg = model.get_layer('contributions').get_weights()[0].flatten()[0:n_campaigns]\n", "keras_logreg = softmax([keras_logreg]).flatten()\n", "\n", @@ -435,7 +432,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Basic LSTM" + "## Basic LSTM\n", + "\n", + "In this section, we create feature engineering procedures for sequential models and test basic LSTM. " ] }, { @@ -510,9 +509,6 @@ } ], "source": [ - "from keras.models import Sequential \n", - "from keras.layers import Dense, LSTM\n", - "\n", "n_steps, n_features = np.shape(x)[1:3]\n", " \n", "model = Sequential() \n", @@ -530,7 +526,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## LSTM with Attention" + "## LSTM with Attention\n", + "\n", + "In this section, we fit the LSTM with Attention model." ] }, { @@ -559,12 +557,6 @@ } ], "source": [ - "from keras.models import Sequential \n", - "from keras.layers import Dense, LSTM, Input, Lambda, RepeatVector, Permute, Flatten, Activation, Multiply\n", - "from keras.constraints import NonNeg\n", - "from keras import backend as K\n", - "from keras.models import Model\n", - "\n", "n_steps, n_features = np.shape(x)[1:3]\n", "\n", "hidden_units = 64\n", @@ -599,7 +591,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Analysis of LSTM-A Model" + "## Analysis of LSTM-A Model\n", + "\n", + "In this section, we compare the previously developed attribution models." ] }, { @@ -715,7 +709,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Simulation" + "## Simulation\n", + "\n", + "In this section, we simulate what would happen if we allocate the campaign budgets proportionally to the attribution weights. This is done using a simulator that perform a counterfactual evaluation based on historical events. This procedure enables us to evaluate and compare attribution models." ] }, { diff --git a/recommendations/customer2vec-prototype.ipynb b/marketing-analytics/customer2vec-prototype.ipynb similarity index 98% rename from recommendations/customer2vec-prototype.ipynb rename to marketing-analytics/customer2vec-prototype.ipynb index 48c61ff..e6b025a 100644 --- a/recommendations/customer2vec-prototype.ipynb +++ b/marketing-analytics/customer2vec-prototype.ipynb @@ -4,11 +4,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# A Basic Prototype of Item2Vec and Customer2Vec Models\n", + "# Customer2Vec and Item2Vec Models\n", "\n", - "This notebook demostrates how word2vec and doc2vec models can be used to analyze customer behavior and compute product and customer embeddings.\n", + "This notebook demonstrates how customer and product embeddings can be computed using the architectures originally developed for language modeling, specifically Word2vec and Doc2vec. \n", "\n", - "We focus on a very basic scenario where customer event histories are generated using a simple Markov chain. We demonstrate that word2vec and doc2vec models capture sequential event patterns." + "### Use Case\n", + "We have event sequences where each event is associated with a product/SKU. For example, it can be web sessions on a digital commerce site. Our goal is to learn product and/or customer embeddings that capture sequential patterns such as product browsing patterns by different personas. These embedding capture customer/product semantics, and can be used for audience analysis (e.g. clustering) or as inputs for downstream personalization models. \n", + "\n", + "### Prototype: Approach and Data\n", + "In this prototype, we focus on a basic scenario where customer event histories are generated using a simple Markov chain. We demonstrate that Word2vec and Doc2vec models capture sequential event patterns.\n", + "\n", + "### Usage and Productization\n", + "The generated data can be easily replaced with real event logs. Production-grade implementations of Word2vec are sufficiently scalabel to handle sampled log date. " ] }, { @@ -70,7 +77,7 @@ " [0.1, 0.0, 0.8, 0.1] # Dress 2\n", "])\n", "\n", - "# Look shooper \n", + "# Look shoper \n", "transition_matrix_b = np.array([\n", "# Hat 1 | Hat 2 | Dress 1 | Dress 2 \n", " [0.1, 0.9, 0.0, 0.0], # Hat 1 \n", @@ -310,9 +317,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/recommendations/customer2vec.ipynb b/marketing-analytics/customer2vec.ipynb similarity index 99% rename from recommendations/customer2vec.ipynb rename to marketing-analytics/customer2vec.ipynb index 999c4ae..316aca9 100644 --- a/recommendations/customer2vec.ipynb +++ b/marketing-analytics/customer2vec.ipynb @@ -4,12 +4,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Customer2Vec\n", + "# Customer2Vec: Customer Embedding Learning From Event Sequences \n", "\n", - "In this notebook, we demonstrate how to learn embeddings for customers from transactional data using Doc2Vec. Each customer is viwed as a document, orders as sentences, and products as words. We also compare Customer2Vec with the baseline representations obtained using k-means on manually designed features.\n", + "This notebook demonstrates how to learn embeddings for customers from transactional data using Doc2Vec. \n", "\n", - "### Data\n", - "We use an external dataset from the Instacart Market Basket Analysis competition (see [datasets](https://github.com/ikatsov/tensor-house/blob/master/resources/datasets.md)). Please download and unzip the dataset to 'data' folder before running this notebook.\n", + "### Use Case\n", + "We have customer event sequences such as product browsing histories on a website or in-store purchase histories. Each event is represented by a categorical variable such as SKU ID. We want to learn customer embeddings that capture behavioral semantics and use these embeddings for audience analysis (e.g. clustering) or input for the downstream personalization models. \n", + "\n", + "### Prototype: Approach and Data\n", + "We lean customer embeddings using Doc2Vec. Each customer is viewed as a document, orders as sentences, and products as words. We also compare Customer2Vec with the baseline representations obtained using k-means on manually designed features.\n", + "\n", + "We use an external dataset from the Instacart Market Basket Analysis competition (see `datasets.md`). Please download and unzip the dataset to `data` folder before running this notebook.\n", + "\n", + "### Usage and Productization\n", + "The dataset used in the prototype can be easily replaced with real click stream or transaction data. The dataset size and compute resources need to be carefully selected because Doc2Vec and subsequent clustering are computationally heavy processes. \n", "\n", "### References\n", "1. Arora S., Warrier D. -- Decoding Fashion Contexts Using Word Embeddings, 2016\n", @@ -54,7 +62,6 @@ "InteractiveShell.ast_node_interactivity = \"all\"\n", "\n", "import glob\n", - "from IPython.display import display, HTML\n", "\n", "import multiprocessing as mp\n", "print('Number of CPU cores:', mp.cpu_count())" @@ -698,8 +705,7 @@ "Silhouette score for 4 clusters is : 0.04837\n", "Silhouette score for 6 clusters is : 0.03828\n", "Silhouette score for 8 clusters is : 0.0385\n", - "Silhouette score for 10 clusters is : 0.0253\n", - "\n" + "Silhouette score for 10 clusters is : 0.0253\n" ] } ], @@ -1224,8 +1230,7 @@ "Silhouette score for 18 clusters is : 0.2724\n", "Silhouette score for 19 clusters is : 0.265\n", "Silhouette score for 20 clusters is : 0.2662\n", - "Silhouette score for 21 clusters is : 0.2597\n", - "\n" + "Silhouette score for 21 clusters is : 0.2597\n" ] } ], @@ -2241,9 +2246,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/recommendations/item2vec.ipynb b/marketing-analytics/item2vec.ipynb similarity index 99% rename from recommendations/item2vec.ipynb rename to marketing-analytics/item2vec.ipynb index abf94ec..864befd 100644 --- a/recommendations/item2vec.ipynb +++ b/marketing-analytics/item2vec.ipynb @@ -4,15 +4,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Item2Vec\n", - "In this notebook, we demonstarte how to learn embeddigns for items (products) from transactional data using Word2Vec. Orders are interpreted as sentences and product are interpreted as words.\n", + "# Item2Vec: Item and Product Embedding Learning From Event Sequences \n", + "This notebook demonstrates how to learn embeddings for products or content items from transactional data using Word2Vec. \n", "\n", - "### Data\n", + "### Use Case\n", + "We have historical event sequences that capture interactions between users and items (web sessions on ecommerce website, purchasing transactions, etc.) We want to learn item embeddings that capture behavioral semantics and use these embeddings as inputs to the downstream recommendation models or for product affinity analysis. \n", + "\n", + "### Prototype: Approach and Data\n", "We use an external dataset from the Instacart Market Basket Analysis competition (see `datasets.md/Instacart`). Please download and unzip the dataset to `data` folder before running this notebook.\n", "\n", + "We interpret orders as sentences and products as words. We then use the standard Word2Vec model to learn the embeddings.\n", + "\n", + "### Usage and Productization\n", + "The dataset used in the prototype can be easily replaced with real click stream or transaction data. The dataset size and compute resources need to be carefully selected because Woc2Vec is computationally heavy. \n", + "\n", "### References\n", - "1. Barkan O., Koenigstein N. -- Item2Vec: Neural Item Embedding for Collaborative Filtering, 2016\n", - "1. Arora S., Warrier D. -- Decoding Fashion Contexts Using Word Embeddings, 2016" + "[1] Barkan O., Koenigstein N. -- Item2Vec: Neural Item Embedding for Collaborative Filtering, 2016\n", + "[2] Arora S., Warrier D. -- Decoding Fashion Contexts Using Word Embeddings, 2016" ] }, { @@ -33,7 +41,6 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from tqdm import tqdm_notebook as tqdm\n", - "import numpy as np\n", "import os\n", "\n", "from tabulate import tabulate\n", @@ -44,8 +51,6 @@ "\n", "from gensim.models import Word2Vec\n", "from sklearn.manifold import TSNE\n", - "from sklearn.decomposition import PCA\n", - "from mpl_toolkits.mplot3d import Axes3D\n", "from sklearn.metrics import pairwise_distances\n", "\n", "pd.options.display.max_rows = 20\n", @@ -343,9 +348,7 @@ { "name": "stdout", "output_type": "stream", - "text": [ - "\n" - ] + "text": [] } ], "source": [ @@ -847,9 +850,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/promotions/mediamix-adstock.ipynb b/marketing-analytics/mediamix-adstock.ipynb similarity index 97% rename from promotions/mediamix-adstock.ipynb rename to marketing-analytics/mediamix-adstock.ipynb index 1882ca9..d65edc4 100644 --- a/promotions/mediamix-adstock.ipynb +++ b/marketing-analytics/mediamix-adstock.ipynb @@ -2,31 +2,35 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "jupyter": { - "outputs_hidden": true - } - }, + "metadata": {}, "source": [ "# Adstock Campaign/Channel Attribution Model\n", "\n", - "This is a reference implementation of the adstock model that estimates the contribution of individual campaigns/channels to the total outcome (number of conversions, site traffic, etc.)\n", + "This notebook provides a simple solution for the media mix modeling (MMM) problem called Adstock model.\n", + "\n", + "### Use Case\n", + "We are looking to estimate the efficiency of different marketing activities or channels to provide a guidance for future investments and budget allocations. We assume that historical metrics about the intensity of different marketing activities are available in the form of time series, as well as the performance metric (revenue, number of conversions, site traffic, etc.). Our goal is to estimate the contribution of each activity/channel at each time step. This estimate can be averaged in time to quantify the activity/channel efficiency. \n", "\n", - "Assuming we observe activity data for several campaigns/channels as time series $x_{it}$, the total outcome is modeled as $\\sum_{i} c(x_i)$ where $c(\\cdot)$ is the convolution operation with the exp decay kernel.\n", + "### Prototype: Approach and Data\n", + "We estimate the contribution of activities or channels using a regression model. The input metrics are transformed using a convolution operation to account for time-lagged effects (memory effect). Assuming we observe the activity metrics for several campaigns/channels as time series $x_{it}$, the total outcome is modeled as $\\sum_{i} c(x_i)$ where $c(\\cdot)$ is the convolution operation with the exponential decay kernel. We use a small generated dataset for prototyping purposes.\n", "\n", - "### references\n", - "[1] [Introduction to Algorithmic Marketing](https://algorithmicweb.wordpress.com/ ) book " + "### Usage and Productization\n", + "The data used in the prototype can be easily replaced with the actual metrics. Adstock is a simple model that can be used for crude analysis, but it accounts only for basic memory and additive effects. More complex Bayesian models can be used for more advanced analysis." ] }, { "cell_type": "code", - "execution_count": 66, - "metadata": {}, + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-14T20:14:58.431130Z", + "start_time": "2023-12-14T20:14:57.879975Z" + } + }, "outputs": [], "source": [ - "%matplotlib inline\n", "import numpy as np\n", - "from mpmath import *\n", + "\n", "from scipy.optimize import minimize\n", "from sklearn.linear_model import LinearRegression\n", "import matplotlib.pyplot as plt" @@ -110,7 +114,7 @@ " return -reg_model.score(x_transformed, y)\n", "\n", "#\n", - "# Optimize exp decay coeffecients jointly with the linear regression model\n", + "# Optimize exp decay coefficients jointly with the linear regression model\n", "#\n", "y = np.array(revenue_series)\n", "x = np.vstack([campaign_series_01, campaign_series_02])\n", @@ -178,9 +182,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/promotions/mediamix-bayesian.ipynb b/marketing-analytics/mediamix-bayesian.ipynb similarity index 99% rename from promotions/mediamix-bayesian.ipynb rename to marketing-analytics/mediamix-bayesian.ipynb index e66c78e..2327dc6 100644 --- a/promotions/mediamix-bayesian.ipynb +++ b/marketing-analytics/mediamix-bayesian.ipynb @@ -6,20 +6,60 @@ "source": [ "# Media Mix Modeling with Carryover and Saturation Effects Using Bayesian Methods\n", "\n", - "This is a reference implementation of a Bayesian model for channel attribution. The design of the model can be summarized as follows:\n", - "* We assume a company that runs promotion and advertising activities using several marketing channels.\n", - "* For each channel $i$, we observe a time series $x_{it}$ that corresponds to channel activity/intensity (e.g. spend).\n", - "* We also observe the outcome time series $y_t$ that corresponds to the number of conversions, site visits, etc.\n", - "* We assume that the relationship model between the channel activity and the outcome needs to account for the follwoing effects: \n", - "* * Channel activity generally follows the law of diminishing returns. This can be modeled using some nonlinear saturation function $s(x_t)$.\n", - "* * Channel activity at time $t$ can have delayed or long-lasting effects on outcomes $y_{t+1}, y_{t+2}, \\ldots$. This carryover effect can be modeled using a filter (convolution operation) $c(x)$.\n", + "This notebook provides a solution for the media mix modeling (MMM) problem using Bayesian methods.\n", "\n", - "The above assumptions result into the following model specification $y = \\sum_{i} c(s(x_i))$\n", + "### Use Case\n", + "We are looking to estimate the efficiency of different marketing activities or channels and provide a guidance for future investments and budget allocations. We assume that historical metrics about the intensity of different marketing activities are available in the form of time series, as well as the performance metric (revenue, number of conversions, site traffic, etc.). Our goal is to estimate the average contribution of each activity/channel. More formally:\n", + " * We assume a company that runs promotion and advertising activities using several marketing channels.\n", + " * For each channel $i$, we observe a time series $x_{it}$ that corresponds to channel activity/intensity (e.g. spend).\n", + " * We also observe the outcome time series $y_t$ that corresponds to the number of conversions, site visits, etc.\n", + "\n", + "### Prototype: Approach and Data\n", + "We assume that the relationship model between the channel activity and the outcome needs to account for the following effects: \n", + " * Channel activity generally follows the law of diminishing returns. This can be modeled using some nonlinear saturation function $s(x_t)$. \n", + " * Channel activity at time $t$ can have delayed or long-lasting effects on outcomes $y_{t+1}, y_{t+2}, \\ldots$. This carryover effect can be modeled using a filter (convolution operation) $c(x)$.\n", + "\n", + "The above assumptions result into the following model specification: $y = \\sum_{i} c(s(x_i))$\n", + "\n", + "We use data generator that enables one to compare different models and fine-tune model architectures and parameters. \n", + "\n", + "### Usage and Productization\n", + "The generated series can eb easily replaced with the actual activity data and covariates. \n", "\n", "### References\n", "[1] Jin Y., Wang Y., Sun Y., Chan D., Koehler J. -- Bayesian Methods for Media Mix Modeling with Carryover and Shape Effects, 2017" ] }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "#\n", + "# Imports and settings\n", + "#\n", + "import pymc3 as pm\n", + "from pymc3 import *\n", + "import theano.tensor as tt\n", + "print('Running on PyMC3 v{}'.format(pm.__version__))\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import functools\n", + "import math\n", + "from matplotlib import pylab as plt\n", + "plt.style.use('ggplot')\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "pd.options.mode.chained_assignment = None" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "markdown", "metadata": {}, @@ -63,28 +103,6 @@ } ], "source": [ - "import pymc3 as pm\n", - "from pymc3 import *\n", - "import theano\n", - "import theano.tensor as tt\n", - "print('Running on PyMC3 v{}'.format(pm.__version__))\n", - "\n", - "import numpy as np\n", - "import pandas as pd\n", - "import datetime\n", - "import collections\n", - "import functools\n", - "import math\n", - "from matplotlib import pylab as plt\n", - "plt.style.use('ggplot')\n", - "import seaborn as sns\n", - "import warnings\n", - "warnings.simplefilter(action='ignore', category=FutureWarning)\n", - "import matplotlib.dates as mdates\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()\n", - "pd.options.mode.chained_assignment = None\n", - " \n", "def step_series(n, mean, scale, n_steps):\n", " s = np.zeros(n)\n", " step_idx = np.random.randint(0, n, n_steps)\n", @@ -113,11 +131,7 @@ " x_sat = saturation_link(x, alpha, beta)\n", " return carryover_link(x_sat, k)\n", "\n", - "def create_mediamix_data(links = [saturation_link, carryover_link]):\n", - " days_year = 365\n", - " quaters_year = 4\n", - " days_week = 7\n", - " \n", + "def create_mediamix_data(links = [saturation_link, carryover_link]): \n", " # two years of data, daily resolution\n", " idx = pd.date_range(start='2018-01-01', end='2020-01-01', freq='D') \n", "\n", diff --git a/content-analytics/sentiment-analysis.ipynb b/marketing-analytics/sentiment-analysis.ipynb similarity index 99% rename from content-analytics/sentiment-analysis.ipynb rename to marketing-analytics/sentiment-analysis.ipynb index 8b9e64d..da3cfe9 100644 --- a/content-analytics/sentiment-analysis.ipynb +++ b/marketing-analytics/sentiment-analysis.ipynb @@ -12,7 +12,7 @@ "### Use Case\n", "We have a lage amount of user-generated content such as product reviews, call transcripts, or social media posts. We want to create a model that assigns labels to individual content items. For example, movie reviews can be assigned with `positive` and `negative` sentiment labels. We assume that we have a significant amount of labeled training data.\n", "\n", - "### Prototype: Data and Limitations\n", + "### Prototype: Approach and Data\n", "We implement the sentiment classification model using a transformer that is trained from scratch on a labeled dataset. The implementation is based on [1]. \n", "\n", "We use the IMDB dataset that contain 25,000 movies reviews from IMDB, labeled by sentiment (positive/negative). The dataset is automatically downloaded using Keras repository. \n", diff --git a/content-analytics/virtual-focus-groups.ipynb b/marketing-analytics/virtual-focus-groups.ipynb similarity index 94% rename from content-analytics/virtual-focus-groups.ipynb rename to marketing-analytics/virtual-focus-groups.ipynb index 89a3792..f5f797e 100644 --- a/content-analytics/virtual-focus-groups.ipynb +++ b/marketing-analytics/virtual-focus-groups.ipynb @@ -10,9 +10,9 @@ "#### Use Case\n", "We have large amounts of user-generate content such as product reviews or social media posts. We want to understand what users think about our brand, products, marketing communications, corporate social media posts, etc. Performing this analysis manually is a daunting labor-consuming task, but we can leverage language models to perform content summarization. \n", "\n", - "One particular way of implementing this idea is to cluster the available content in the embedding space and create a *virtual persona* (or *virtual focus group*) for each cluster that impersonates the real users and answers questions based on the psychological characteristics and traits such as values, desires, goals, interests, and lifestyle choices expressed in the content. Marketing users can perform the analysis by asking questions to such virtual personas. This simulates the analysis using real focus groups, and can also be viewed as a cost- and time-efficient alternative to using real focus groups.\n", + "#### Prototype: Approach and Data\n", + "One particular way of implementing content analysis using language models is to cluster the available content in the embedding space and create a *virtual persona* (or *virtual focus group*) for each cluster that impersonates the real users and answers questions based on the psychological characteristics and traits such as values, desires, goals, interests, and lifestyle choices expressed in the content. Marketing users can perform the analysis by asking questions to such virtual personas. This simulates the analysis using real focus groups, and can also be viewed as a cost- and time-efficient alternative to using real focus groups.\n", "\n", - "#### Prototype: Data and Limitations \n", "We use the Amazon Product Review 2018 dataset (see `datasets.md` for details) for the prototyping purposes. The prototype uses a small subset of reviews that fit the LLM context. \n", "\n", "#### Usage and Productization\n", diff --git a/pricing/bayesian-demand-models.ipynb b/pricing/bayesian-demand-models.ipynb deleted file mode 100644 index f9b93d5..0000000 --- a/pricing/bayesian-demand-models.ipynb +++ /dev/null @@ -1,293 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Bayesian Demand Models for Dynamic Price Optimization\n", - "\n", - "In this notebook, we demonstrate how simple demand models can be fitted using a probabilistic programming framework, specifically PyMC3.\n", - "\n", - "This type of models can be useful in dynamic pricing applications. For example, it can be combined with the Thompson sampling algorithm." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running on PyMC3 v3.9.3\n" - ] - } - ], - "source": [ - "import pymc3 as pm\n", - "from pymc3 import *\n", - "import theano\n", - "import theano.tensor as tt\n", - "print('Running on PyMC3 v{}'.format(pm.__version__))\n", - "\n", - "import numpy as np\n", - "from scipy import stats\n", - "from matplotlib import pylab as plt\n", - "import seaborn as sns\n", - "sns.set_style(\"whitegrid\")\n", - "\n", - "import warnings\n", - "warnings.simplefilter(action='ignore', category=FutureWarning)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example 1: Poisson-Gamma Demand Model\n", - "\n", - "We consider the following scenario:\n", - "* The seller offers some product to the market at price $p_t$ for time step $t$ \n", - "* Prices are limited to some discrete set $p_1, \\ldots, p_k$ \n", - "* For a given price, we have observed Poisson distributed demand samples $d_1, \\ldots, d_n$\n", - "* We assume that the prior demand distribution is gamma\n", - "\n", - "The code snippet below shows how to compute the posterior demand distriution for a given price under the above assumptions. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "d0 = [20, 28, 24, 20, 23] # observed demand samples for a certain price (n = 5)\n", - "\n", - "prior_a = 15\n", - "prior_b = 1\n", - "with pm.Model() as m:\n", - " d = pm.Gamma('theta', prior_a, prior_b) # prior distribution\n", - " pm.Poisson('d0', d, observed = d0) # likelihood\n", - " samples = pm.sample(1000) # draw samples from the posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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y6IzScYQQd0DKmRBCVKQgs2w+yqxz/DRvDs5Ojgzp3aHsPkOR0uluqH9QK+q52DN/7R6lowgh7oCUMyGEqIg+F06u5/LeFcRu3srI4FbYpmyFk+vBqFc63Q3ptBrGR3Zm66EkTqRcVjqOEOI2STkTQohKWBp/mBJjKWP6tlc6SqWM7dsBayst/5O9Z0LUOlLOhBDiFkpLTSzeeJDAVn408Xa/9QZmwNXRjiE9A1i1LZHcgmKl4wghboOUMyGEuIWdiec4dymLsX07KB3lttwT1pFCvUGG1RCilpFyJoQQt7Bo40GcHWyI7OqvdJTb0rZJfQIaefLrhgOYTDKshhC1hZQzIYSoQHZOLrF7TzC0R2usddU6412VU6lUjO3bgT+S0zl46oLScYQQlSTlTAghKrA6djOGEiPDQ9oqHeWODOnZGjtrKxZtPKh0FCFEJdWuXwOFEKKGLVsdSwtfD1o38lI6yt+MJWXjrN3IP8Zec7C1ZnCPAFZuO8orefk41UA8IcTdkXImhBA3cebMGQ4eTuSlcX3Ma0YAQwGc2X3jZb6B1901tm8HFm1KYGVMPOMDa8fVpkLUZXJYUwghbmLZsmWo1WqGBLdWOspdadvUm9aNvfh1VYxcGCBELSDlTAghbsBkMrFy5UqCu3XG08VB6Th37Z6+HTh++hwHTp5XOooQ4haknAkhxA0cOHCACxcuMCiyj9JRqsTgHgHY2drw6wa5MEAIcyflTAghbmD16tXodDrCQ3oqHaVK2NtaMygsmLW7/iC/yDznBBVClJFyJoQQ/2A0GlmzZg0hISE4OtgrHafKDO8fSqHeQOyeE0pHEUJUQMqZEEL8w969e0lPT2fQoEFKR6lSndu2wreeM8u3HFY6ihCiAlLOhBDiH37//XdsbW0JDQ1VOkqVUqlUDAtuw46jZ7l4JVfpOEKIm5ByJoQQVzEYDKxdu5a+fftiZ2endJwqN6xXG0wmWCWToQthtqScCSHEVXbs2EFWVpbFHdL8SyMvVzq18GHZlsMy5pkQZkrKmRBCXGX16tU4OjrSu3dvpaNUm6hebTiVmsHRs2lKRxFC3ICUMyGE+JNerycmJoaIiAh0Op3ScarNgKBWWGk1LN9yROkoQogbkHImhBB/io+PJy8vz2IPaf7F2d6Gvp2a8fv2RAwlRqXjCCH+QcqZEEL8afXq1bi4uBAUFKR0lGoX1asNGTkFbD2cpHQUIcQ/SDkTQgjKDmlu2rSJiIgIrKyslI5T7Xq1b4qro62MeSaEGZJyJoQQlF2lmZ+fT0REhNJRaoROq2FgUCs27T9FfmGx0nGEEFeRciaEEEBsbCx2dnZ0795d6Sg1ZlD3AIr0JWzcf0rpKEKIq0g5E0LUeUajkQ0bNhASEoK1tbXScWpMpxY+1Hdz5PcdiUpHEUJcRcqZEKLOO3jwIBkZGXXmkOZf1GoVA4NasSXhDNn5RUrHEUL8ScqZEKLOW79+PVZWVoSEhCgdpcYN7N4Kg7GU9XtPKB1FCPEnKWdCiDrNZDIRGxtL9+7dcXR0VDpOjWvbpD5+ni5yaFMIMyLlTAhRp504cYJz587VuUOaf1GpVAzq3oodR86ScSVL6ThCCKScCSHquNjYWFQqFX379lU6imIGdQ/AWGpi3aZ4paMIIZByJoSo42LXraVj2wDqWRVC1rnrbwbLP1G+ha8HzXzc+T1ms9JRhBCAVukAQgihlNTUVBL/OM5L4/rAyfU3Xsk3sEYzKUGlKrtqc9bSbaSlpeHl5aV0JCHqNNlzJoSos9avLytk4V1bKJxEeYO6t8JkMrFmzRqlowhR50k5E0LUWevXr6d500Y08nJVOorimni7E+DfnN9//13pKELUeVLOhBB1Uk5ODnv37iWsV92ZrulWBoT1JiEhgQsXLigdRYg6TcqZEKJO2rJlC0ajkT7BQUpHMRuRfXsBEBMTo3ASIeo2KWdCiDpp06ZNuLi40L5NK6WjmI0mDX3x9/dn3bp1SkcRok6TciaEqHOMRiNxcXGEhISg0WiUjmNW+vXrx759+7h06ZLSUYSos6ScCSHqnOPHj5OdnU2fPn2UjmJ2+vfvXz6llRBCGVLOhBB1zt69e9FqtQQHBysdxew0b96cpk2bynlnQihIypkQos7Zs2cPXbp0wcnJSekoZqlfv37s2rWLK1euKB1FiDpJypkQok5JTU3l3LlzckizAv369aO0tLR8kF4hRM2q1nIWFxdH//79iYyMZM6cOdct3717NyNGjKB169bXjUodEBBAVFQUUVFR/Otf/6rOmEKIOmTTpk0AhIaGKhvEHBlLIOscrerb0dDHm3XRy/+eY7QgU+l0QtQZ1Ta3ptFoZPr06cybNw8vLy9Gjx5NWFgYzZs3L1/H29ub9957j+++++667W1sbFi+fHl1xRNC1FGbN2/G29ubJk2aKB3F/BgK4MxuVEBkRz9+WLOH7IPRONvbQPNwsJOZFISoCdW25ywhIYFGjRrh5+eHTqdj8ODB1+0i9/X1pVWrVqjVcnRVCFH98vPz2bFjB127dlU6itnr360lJcZSNu47qXQUIeqcamtFaWlp1K9fv/x7Ly8v0tLSKr19cXExI0eOZOzYsXJJtxCiSuzYsQODwSDlrBLaNqmPt7sTa3f9oXQUIeqcajusebc2btyIl5cXycnJPPjgg/j7+9OwYcObrl9cXExiYmK15yoqKqqR5xHKkdfYci1btgw7OzuaNGlS/hrXsyrCcPHiTbdxcisk5ybL73SZUtve7uMGt/Zh+bY/OJl0DheXDNIv5N90W3Mi72HLZ+mvcbWVMy8vLy5e9SZPS0vDy8vrtrYH8PPzo1u3bhw9erTCcmZtbU1AQMCdB66kxMTEGnkeoRx5jS2TyWTi0KFD9OrVCwcHh79f46xzcNVe/uvY2WJ/s+V3ukypbW/zcUf26czi+ESOnc9jSIQ7Hi43/ww2J/IetnyW8BpXVC6r7bBmu3btSEpKIjk5Gb1eT3R0NGFhYZXaNjs7G71eD8CVK1fYt2/fNRcSCCHE7Tpx4gRpaWn07t1b6Si1RofmDfB0dWDd7uNKRxGiTqm2PWdarZZp06YxadIkjEYjo0aNokWLFsyYMYO2bdsSHh5OQkICTz31FDk5OWzcuJGZM2cSHR3NqVOnePPNN1GpVJhMJh599FEpZ0KIuxIXFwdA7969ZXDVSlKrVUR29WfJ5gQKCouwc1E6kRB1Q7WecxYaGnrdWELPPPNM+dft27cv/8C8WufOnVm5cmV1RhNC1DFbtmzB398fLy8vKWe3oV+gPz/F7CN++276j/RXOo4QdYKMYSGEsHj5+fns27dPDmnegS4tfXFztGPtxnilowhRZ0g5E0JYvL+G0JBydvs0ajURXVuwedsuiouLlY4jRJ0g5UwIYfHi4+Oxs7OjU6dOSkeplfoF+lNQUMi2bduUjiJEnSDlTAhh0UwmE/Hx8fTo0QOdTqd0nFopMKAhTo4OxMTEKB1FiDpBypkQwqKdPn2a8+fPyyHNu6DTaugTHMSGDRswGAxKxxHC4kk5E0JYtPj4shPZe/XqpXCS2i2yTy+ys7PZs2eP0lGEsHhSzoQQFi0+Pp5mTRrjY28smw0g6xz1rIrKv8ZQpHTEWiE4qDO2trasW7dO6ShCWLxKjXN26NAh9u7dS1paGjY2NrRo0YLg4GCcnZ2rO58QQtyxgoICdu/ezX2jhsLJ9eX3Gy5e/HvKJt9AhdLVLrY2NoSEhBAbG8v//d//oVbL7/ZCVJcK311LlixhxIgRzJkzh6KiIpo2bYq7uzv79u1j4sSJvPLKK5w/f76msgohxG3ZtWtX2RAaPboqHcUiREZGcvnyZQ4ePKh0FCEsWoV7zoqKili4cCE2NjY3XJ6YmMjZs2dp0KBBtYQTQoi7sWXLFmxtbenaoR0kyyCqdys0NBQrKyvWrVsnw5IIUY0q3HM2fvz4mxYzgICAAHr06FHloYQQoirEx8fTrVs3rK1lCI2q4ODgQI8ePYiJicFkMikdRwiLVeGes3feeafCjadOnVqlYYQQoqqcPXuWc+fO8cADDygdxaL069ePqVOnkpiYSOvWrZWOI4RFqnDPWZs2bWjTpg3FxcUcOXKERo0a0ahRIxITE9Hr9TWVUQghbtuWLVsAZHyzKhYWFoZarZYBaYWoRhXuORsxYgQACxcuZMGCBWi1ZauPGzeO8ePHV386IYSorIJM0OeWfxu3YR0NfRvQ0AkZLqMKubq6EhgYSExMDM8884zScYSwSJW6Fjo7O5u8vLzy7wsKCsjOzq62UEIIcdv0uWXDZZxcT/HRtezas4+QgPpl9xllT39VioyM5NSpU5w6dUrpKEJYpEqNczZ58mRGjBhBUFAQJpOJ3bt3M2XKlOrOJoQQd2TPH8kU6Uvo1b6J0lEsUkREBO+88w6xsbE0a9ZM6ThCWJxKlbNRo0YREhJSPrbNiy++SL169ao1mBBC3Kn4hDPorDR0C2iodBSL5OXlRYcOHYiJieGxxx5TOo4QFqfSQzyXlpbi5uaGs7MzSUlJ7N69uzpzCSHEHYtPOE1gKz9sra2UjmKxIiMjOXLkCKmpqUpHEcLiVGrP2Ycffsjq1atp3rz5NVN2BAbKtCdCCPOSmp7N6fNXGNu3o9JRLFpERAQfffQRMTExPPTQQ0rHEcKiVKqcxcbGsmbNGnQ6GchRCGHe4hNOA9BbzjerVo0aNaJly5bExsZKOROiilXqsKafnx8Gg6G6swghxF3bknAGHw9nmni7KR3F4kVGRrJv3z7S09OVjiKERanUnjNbW1uGDx9Ojx49rtl7JjMECCHMib7EyPajZxnasw0qlUrpOBYvMjKSL774gvXr1zNu3Dil4whhMSpVzsLCwggLC6vuLEIIcVf2H0+hoMhASAc5pFkTWrRoQaNGjYiJiZFyJkQVqlQ5+2umACGEMGdxB89gpVETJENo1AiVSkVkZCTff/89WVlZuLi4KB1JCItQqXPOkpKSePrppxk0aBDh4eHlNyGEMCdbDp2hS0tf7G2tlY5SZ/Tr14+SkhI2bdqkdBQhLEalytlrr73Gvffei0ajYf78+QwfPpxhw4ZVdzYhhKi0i5fSOZ6cLrMC1LC2bdtSv359mQhdiCpUqXJWXFxMjx49APDx8WHKlCls3ry5WoMJIcTt2LJjLwC92zdVOEnd8tehzS1btpCfn690HCEsQqXKmU6no7S0lEaNGvHjjz8SExMjb0IhhFmJ37EbL1cHWvh6KB2lzomIiECv1xMfH690FCEsQqXK2euvv05hYSFTp07lyJEjLF++nP/+97/VnU0IISrFYDCwbdc+endoKkNoKKBLly64ubnJoU0hqkilrtZs3749APb29rz33nvVGkgIIW7XwYMHycsvkFkBFKLRaAgPDyc6Opri4mKsreWCDCHuRqXK2aFDh/jqq684f/48JSUl5fevXLmy2oIJIURlbdmyBY1GTY82jZWOUmdFRkayaNEitm3bRt++fZWOI0StVqly9uKLL/Lyyy/j7+9/zcTnQghhDuLi4ujYrjWOdrLHRilBQUE4ODgQGxsr5UyIu1SppuXm5kZ4eDh+fn74+PiU34QQQmnp6ekkJiYS0j1Q6Sh1mk6no2/fvqxfv/6aIyxCiNtXqT1nTz/9NG+88cZ1c2v269ev2oIJIURlbNmyBYDePQKBJEWz1HWRkZGsXLmS3bt3lw+/JIS4fZUqZ0uWLOH06dOUlJRcc1hTypkQQmlxcXHUq1ePVi2awqkkpePUab169cLGxoaYmBgpZ0LchUpfELB27drqziKEELelpKSEbdu2ERERIUNomAFbW1t69+5NbGwsU6dOlXOUhbhDlXrndO7cmZMnT1Z3FiGEuC0JCQnk5OTQu3dvpaNYPmMJZJ278a0gs3y1yMhI0tPTOXjwoIJhhajdKrXn7MCBAwwfPhwfH59rzjmToTSEEEqKi4tDo9HQs2dPKM1SOo5lMxTAmd03XtY8HOxcAejTpw9WVlbExMTQqVOnGgwohOWoVDmbO3dudecQQojbFh8fT8eOHXFycoKsLKXjCMDR0ZHu3bsTExPDSy+9JIebhbgDlTqs6ePjw4ULF9ixYwc+Pj7Y2tpSWlpa3dmEEOKm0tPTOXr0qBzSNEORkZGkpKRw7NgxpaMIUStVqpx98cUXzJ07lzlz5gBl89i99NJL1RpMCCEqsnXrVgApZ2YoPDwctVotc20KcYcqVc5iYmKYPXs2tra2AHh5eZGfn1+twYQQoiJxcXF4eHgQEBCgdBTxD25ubnTt2pV169YpHUWIWqlS5czKygqVSlV+7kBBQUG1hhJCiIr8NYRG79695ZwmMxUZGcmpU6c4ffq00lGEqHUqVc4GDhzItGnTyMnJ4ddff2XixImMHTu2urMJIcQNHTp0iOzsbHr16qV0FAE3HGYjPLAVALErF18z1IYQ4tYqdbXmI488wtatW7G3t+fMmTM8/fTTBAcHV3c2IYS4obi4ONRqddkQGkJ5Nxhmwxto39SbtWt+Z/KD48qH2hBC3FqlyllOTg6Ojo4MHDiQJk2a4OjoWN25RB2VXWAgu9BAgaGE/GIjhXoj+fqSa/8sNqI3GnG3t8bLyQYvJ2s8HW3wdLLGxkqj9I8gakB8fDwdOnTAxcVF6SiiAv27teTDnzdxNjmVRi4NlY4jRK1RYTnT6/VMmzaN2NhY/Pz8KC0t5fz580RERPD2229fMyCtELfrUk4Rh1KzOZya8+ef2VzMKarUtioVmEzX3+9sa3VNWfN1saVTI1c6N3TF2daqin8CoYTLly9z5MgRnn76aaWjiFsYENSKD3/exJr1cTzWTubaFKKyKixns2fPxmAwsGnTJhwcHADIy8tj+vTpfPnllzz77LM1kVFYgEu5RRxMzi4vYYdTs7mUWwyUFa2mHvYENXWjtbcT7g7W2Ok0f960135trcHOSoNapSKr0EBaThGXcovL/rzq67ScYk6fyiMttxhjqQmVClp6OdKtiRtdG7sR2NgVb2dbhf9WxJ3YsmULACEhIQonEbfSwMOJTi18+D12M489+4rScYSoNSosZzExMSxatKh8CA0ABwcH3nzzTe655x4pZ6JCWQV6fj90keUHUtmVdAWTCdQqaFbPgV7NPWjr40xbH2daN3DCwbpSR9iv4Wavw81eR4D3zdcp0Jdw4FwWu5My2XP2Ckv2pjB/+1kAfFxsCWzsStfGbvRs5k7Teg53+qOKGhQfH4+7u7sMoVFLDAxqxX9+XM+pU6do1qyZ0nGEqBUq/B9RpVJdU8z+Ym9vX6nL1+Pi4nj33XcpLS1lzJgxTJ48+Zrlu3fv5j//+Q9//PEHn3zyCQMGDChftnTpUmbPng3A448/zogRIyr1AwllFeqNxCamsfzAeTYfv4TBaKJpPXueDfenVwt3ArydsNPdfhG7U3Y6LT2be9CzuQcAJcZSjl3MZXfSFXYnXWHrqQyWHTgPQFsfJ6I6+NDKrqTG8onbYzQa2bp1K3369EGtrtTF5kJh/bv5895PG1i9ejVPPfWU0nGEqBVuWc6ys7Mx3eDknluVM6PRyPTp05k3bx5eXl6MHj2asLAwmjdvXr6Ot7c37733Ht99990122ZlZfHFF1+wZMkSVCoVI0eOJCwsDGdn59v52UQNKTGWsuXkZVYcOM/aIxfJ1xvxcrLmoZ6NieroQ5sGTmYzFpVWoy7fYzcxuAkmk4mzGQVsOHaJ5QdSeff3RFRA9335DO/UgAFtveVcNTOSkJBAdna2zApQi3i6OtK1Q1tWr1rBk+OHXv9ZoHOUKzmF+IcKy1leXh4jR468o3KWkJBAo0aN8PPzA2Dw4MGsX7/+mnLm6+sLcN1vwFu2bCE4OLj8Sqzg4GDi4+MZMmTIrX8iUWMu5RTxTfxpftuXSka+HicbLUM7NGBYxwYENXFHozaPQlYRlUpFYw97Hu7VhId7NeF0eh7fxh5ka0ohryw5xP8tP0JYS0+Gd2pAn5aecjWowuLj41Gr1TKUTy0zsE8Q0z+by/GNP9Oyoee1C5uHSzkT4h8qLGcbNmy44wdOS0ujfv365d97eXmRkJBwx9umpaXdcRZRtS7lFvHVptP8tPMsJaUm+rfxIqqjD31a1sNaW7vLS9N6Dtzf0Y13xrUiISWbZQdSWXnwAmuOXMTRRsuwDg14pFcTOT9NIfHx8bRv316G0Khl+oV0550Z37J657Hry5kQ4joVlrOUlJTyvVs3YjKZritSSikuLiYxMbHan6eoqKhGnsccZRaWsPhwNtF/5GAoNRHe1IFx7V1p4GQFZHL6hGWMAl5UVMSxY8fQAWObqxnVtAEHLxay4XQev+5OZsHOc3T3s2N0Wxdae9ooHbfOuHLlCocPH+a+++674XuwnlURhosXb7itk1shOVctMxgMXPjz+38uu9W2VbFMqW0Ve9zWbenUvD4rtx5hbK8W1xx5sXLJIP1C1c7VXJc/p+sKS3+NKyxnH3zwASaTifDwcNq0aYObmxvFxcWcPXuWnTt3smPHDqZMmXLDcubl5cXFq96saWlpeHl5VSqUl5cXu3btumbbbt26VbiNtbV1jVy9lZiYWOeuErucV8ycuNPM356CvqSUEZ18mRLWnMYe9kpHqxY3eo3btoHx4ZCeW8z87UnM336WF1afp0sjVyaHNCUywAt1LTiMW5stXrwYgLFjx9KyZcvrV8g6Bzf7RdHOFvurll24eBHvv77/x7JbbVsly5TaVsHHHR7Sgf/7dg1XCqFt06vW9XDHo4oHqK2Ln9N1jSW8xhWVywrL2eeff87JkydZuXIlS5YsIT09HRsbG5o1a0ZISAiPP/441tbWN9y2Xbt2JCUlkZycjJeXF9HR0Xz88ceVCtyrVy8++eQTsrOzgbJz0J5//vlKbSuqTkZ5KTtLcYmR4R19mBLegiYWWsoqo56jNS/0a8njfZrx6+5k5m45w2P/20tTD3sm9W7KyM4+cl5aNdm0aRPe3t74+/srHUXcgYiuLXj7+3Ws3nmMtk0rGP9GCHHr6ZuaN2/O448/zoIFC9i7dy8qlYp27doxYMCAmxYzAK1Wy7Rp05g0aRJGo5FRo0bRokULZsyYQdu2bQkPDychIYGnnnqKnJwcNm7cyMyZM4mOjsbFxYUnnniC0aNHA/Dkk0/KOSY1qLjEyJcbT/FN/GmKDEaGdWjAlPAWNJPzrMrZ6bQ8FNyE+7s3YvXhi8yJO83rSw/xScwfPNijMRN6NMLFTmbQqCrFxcVs376doUNvcLWfqBVcHGzp2bYxq3f+wYvj+sjrKEQFKjXg1CuvvIKDgwMTJkwAYNWqVbz88svMmDGjwu1CQ0MJDQ295r5nnnmm/Ov27dsTFxd3w21Hjx5dXs5EzdmTdIVXliRwKj2fwe29eS7Cn+aeUspuRqtRM7RDA4a092b76QzmxJ3m45jjzIk/zRN9mjMxuLHsSasCu3fvpqCggD59+igdRdyFgd1bEff17xw4eZ5OLXyUjiOE2apUOTtx4gS///57+ffdu3dn0KBB1RZK1LzcIgMfrPmD/+04i4+LLT883I1Q/3pKx6o1VCoVPZt50LOZB4kXcvhw7R/8d80xftiWxPOR/ozq4lsrhhYxV5s3b8bGxobu3bsrHUXchfDOLbDSali985iUMyEqUKkhtlu3bs2BAwfKvz948CBt27atrkyihm04lka/T+P4cedZJgY3Zt1zIVLM7kKAtxPfPRTIz5O74+Vsw8tLEhjwWRyxR9NuOGagqJjJZGLTpk10D+yCTdGlshP/b3QzFCkdVdyCo501Ie2bsGbnMYylpUrHEcJsVWrP2ZEjRxg3bhwNGjQA4Pz58zRp0oShQ4cCsHLlyupLKKpNRl4x01cdZfmB8/h7OTBrfE86N5TBIKtK96buLHuiJ6sPX+TDtX8waf4eujV245WBrejSSP6eK+vUqVOkpKQw6b6RcHL9zVf0Day5UOKODezeivX7TrL3jxS6BVTtVZpCWIpKlbO5c+dWdw5Rg0wmE8sOpDJ95VHyikt4LsKfx/s0Q6eVuQqrmkqlYlA7byJbe/Hz7mRmxJ5g1OxtDGhTn5cGtJSLLP6pIBP0udfctWnNMgBCu3WAwj8UCCWqUp9OzbHRaVm985iUMyFuolLlzMdHzg2wFOezCnl96SE2/ZFOp4Yu/HdUe/y9HJWOZfGsNGomdG/EyE4+zI0/w5y4U8QkpnF/UEOe79dS5u/8iz73ur1jm2LXEtDIk/ruTpCiUC5RZextdPTp1Iy1u/7g9fvDkX/5QlxPdpXUIRv/uMSgz+PZdeYKbw1tzeJ/9ZRiVsPsrbU8E9GCTS/1ZVygH/N3nCX8480s3Z8i56PdQFZeIfuPpxLSoZnSUUQVGtqzNZm5hWw5dEbpKEKYJSlndYCx1MQn6/7g4e934+1sy+9P9+ah4CZy9aCC6jla8+6Idix/MhgfFxue++Ug4+bs4Hha7q03rkO2JJyh1GSiTycpZ5akV/umuDjYsnLrUaWjCGGWpJxZuIy8Yh78bhefbzjJ6M6+LH2ip8VOu1Qbtfd14bcngnl3RFuOXcxl0Ix4/vN7IvnFJUpHMwubDpzCzdGOdk0rmBpI1Do6rYaBQa3YsO8keflVO6+mEJZAypkF23v2CoM/38LupCt8MKo9H47pIAOimiGNWsX4oEZseCGUkZ19mBN3mohPNvP7oQt1+lCnocRI3MHThHZsikYtH1WWZlivNhQbSli3cYvSUYQwO/KJZ4FMJhPfbjnDPV/vQKdV89sTPRkb6Kd0LHEL7g7WfDC6A0se74GzrRVP/LSPB77bxZnLdXPPwu5jyeQWFBPepYXSUUQ16NDMm4aeLqxcs0HpKEKYHSlnFia3yMBTC/bz71VH6dvKk5VTetGmgbPSscRt6NLIjVVTejFtSGv2n8ui/6dxzFx/AoOxbg3auX7vCWx0Wnq2bax0FFENVCoVQ4Nbs3PfQS5evKh0HCHMipQzC3LsYg5RX2xlzZGLvDawFXMmdJEhGmoprUbNw72asOGFUCLbePFxzHGGfbGVw6nZSkerESaTiQ37ThLctjG21vJv2FINDW6DyWRi1apVSkcRwqxIObMQqxLOM3zWVnKLS1gwKYjHQpuhUsnVmLWdp5MNs+7rzNcTunA5r5ioWVv5YM0xigxGpaNVq6NJaVy8kiuHNC1cIy9XOrQNkFlmhPgHKWe1nMlkYvamUzy1YD9tGzgT/XQvgpq6Kx1LVLH+beoT+1woIzv58OWmUwz+PJ69Z68oHavaxO49gVqlkiE06oBhA8I5fvw4x44dUzqKEGZDylktVmIsZeqyw/x3zTGGdmjAj5OC8HS0UTqWqCbOdlZ8OKYD8x/uRpGhlNFfbeetFUco0FvesBsb9p2ks78Pro52SkcR1WxgeAharVb2nglxFSlntVR+cQmPzt/DTzvP8XifZsy4p6MMk1FHhPjXY+1zIUzo3ojvtyXR/7M4tp68rHSsKnMuLZPjyelySLOOcHVxJiQkhBUrVlBSYnm/aAhxJ6Sc1UJpOUWM/Xo7cScu858R7XhlQCvUMtp/neJgrWV6VFt+mdwdjUrF+Lk7eXVJArlFBqWj3bUN+04CSDmrQ0aMGMHly5fZskXGPBMCpJzVOn9czGXErK2cuZzP3Ae7cl9QQ6UjCQUFNXVnzbMhPBbSlF/3JDPgs3i2narde9HW7z2Bv189/DxdlI4iakhoaCju7u789ttvSkcRwixIOatFtp68zOjZ2ygpNfHrYz3o29JT6UjCDNhYaXhtUACLH++JTqvmvm928taKIxTqa98VnVcys9h3PJXwLs2VjiJqkJWVFcOGDWPjxo1cuWK5F7oIUVlSzmqJxXtTePC7XTRwsWXpk8G09ZGBZcW1Ojd0LZvUvmdjvt+WxODP49l/LlPpWLdl09adlJpMckizDhoxYgQlJSWsWLFC6ShCKE7KmZkzmUx8FnucFxcdpHtTdxY93gMfF1ulYwkzZavT8NawNvw0KYgig5FRs7fx0do/0JfUjtkF1sdtw9vdkdaNvJSOImpYixYtaN++PUuWLKnTc8oKAVLOzJqx1MQbyw7zWewJRnfx5buHAnGykdHSxa0FN/dgzXMhjOzsyxcbTzJ81laOXcxROlaF8vLy2LJzLxFd/GUA5Tpq1KhRnDx5ksOHDysdRQhFSTkzUwZjKc//eoAFfw6V8eHo9ui08nKJynOyseKjMR345oGuXMotYujMLXy56STGUvPcK7Fp0yb0egP9u7VUOopQyMCBA7GxsWHJkiVKRxFCUfK/vRkqMhh54qd9LD9wnpcHtOSVAa1kT4K4Y5GtvVj3XCiRrb34YM0fjPlqG2cz8pWOdZ01a9bg6eFOpxY+SkcRCnF0dKRfv35ER0dTWFiodBwhFCPlzMwU6EuY9MMeYo6mMT2qDU/0kavWxN1zs9cx677OzBjXkZOX8hg4I56Fu86Zzbk9+fn5xMfH069vLxmzr44bNWoUeXl5xMbGKh1FCMVIOTMj2YUGJny7i22nLvPRmA480KOx0pGEBVGpVER19GHNsyF0aujCa78d4tH5e0jPLVY62p+HNPX0D+utdBShsK5du+Ln58fixYuVjiKEYqScmYnLecXcO2cHCSlZzLqvM6O7+CodSVioBi62/O/hIKYNaU3cicsM+CyOmKNpimZas2YN9erVo3P7NormEMpTq9WMGjWKXbt2cebMGaXjCKEIKWdm4EJ2IWO/3s7py3nMfTCQge28lY4kLJxareLhXk1YNaUXXk42PDp/D68uSSC/uObnNiw/pNmvH2q1fCSJskObVlZW/Pzzz0pHEUIR8kmosLMZ+Yz5ajuXcoqZ/3AQof71lI4k6hB/L0eWPRnM432a8cueZAbOiGfv2ZoduHbz5s0UFxfTv3//Gn1eYb48PDyIiIhg2bJlcmGAqJOknCnoeFouY77aTl5xCQseDaJbEzelI4k6SKdV88qAVvwyuQelJhNjvtrGx+v+wGCsmYFr165di4eHB507d66R5xO1w7hx48jJyWH16tVKRxGixkk5U8jh1Gzu+Xo7JuCXyT1o7+uidCRRx3Vr4sbqZ3ozqrMvMzecZOSX2zh5Kbdan7OgoIC4uDj69euHRqOp1ucStUtgYCDNmjWTQ5uiTpJypoBDKdmMn7sTWysNix7rQcv6jkpHEgIARxsrPhzTga/u70JKZgGDP9/CD9uSqm3Ijc2bN1NUVCSHNMV1VCoV48aN49ChQxw5ckTpOELUKClnNexgchbj5+7AwVrLL4/1oLGHvdKRhLjOgLb1WftcCD2bufPmiiM88N0u0nKKqvx5/jqk2aVLlyp/bFH7DRs2DFtbW9l7JuocKWc16EByFvd/uxMnWyt+ntwdPzc7pSMJcVOejjZ891Ag7wxvy56kTPp9Gkd0woUqe/zc3Fw2btxI//795ZCmuCEnJycGDRpEdHQ0ubnVe4hdCHMi5ayG7DuXyYS5O3Gxs+KXx3pIMRO1gkql4v7ujYh+uheNPex5csE+nvvlANmFhjt/0IJMyDrHumU/o9frGda3G2SdK7sZqn7vnKjd7r33XgoLC1m+fLnSUYSoMVLOasDes5k88O0u3Bx0/DK5Bz4utkpHEuK2NK3nwJJ/9eDZiBasOHiegZ/Fsf1Uxp09mD4XTq5n1bLFNPRyoZ0uBU6uL7sZ9VUbXNR6bdq0oV27dixcuJDS0pq5glgIpUk5q2Z7kq7wwLc7qedozc+Tu9NAipmopbQaNc9G+LPk8Z5YW2m4b+4O3o0+SpHBeNuPdfFKLjsTzzGsZxtUKplLU1Ts/vvv5/Tp02zZskXpKELUCCln1WjXmSs88N0uvJxs+Hlyd7ydpZiJ2q+jnwvRT/difFBDvok/Q9QXWzlyPvu2HiN6+1FMJhgS3LqaUgpLMmDAAOrVq8cPP/ygdBQhaoSUs2qy43QGD83bRX3nsmLm5WSjdCQhqoydTss7w9sxb2IgmQV6or7YyhcbTlBSyYFrV21LpEPzBjTycq3mpMIS6HQ67r//frZt28bx48eVjiNEtZNyVg22n8pg4rzdNHCx5efJ3fGUYiYsVN+Wnqx9NoQBbevz0brjjP5qO6fS8yrc5vjJMxw7d4mhPWWvmai8sWPHYmNjI3vPRJ0g5ayKbTt1mYnf78LPzZaFj3bH01GKmbBsrvY6vrivMzPv7URSRj6DP49n3tYzlJbeeODales2oFGrGBjUqoaTitrMxcWFqKgoVq1aRUbGHV6MIkQtIeWsCm07dZmHv99NQzc7FjzanXqO1kpHEqLGDO3QgHXPhtCjqTtvrzzK/d/uJDXr2kmrS0tLiV63kV7tm+DmJMPJCMBY8vdQKje6FWSWr/rggw+i1+tlUFph8bRKB7AU/yxmHg5SzETd4+lUNnDtz7uTeWfVUQZ8Gse0oa0Z3cUXlUrFnj17uJCWzgujuisdVZgLQwGc2X3z5U1Cy4ZfAZq4agjp2Y2FP/3IpNH9sXZ0Bzs5b1FYHtlzVgW2n8qQYibEn1QqFfd2a8iaZ0MIaODES4sTeHT+XtJzi1m5ciV2draEdW6udExRWxgK/h4H7+R6HgppQkZmFqt+nFVe2oSwNFLO7tL2Uxll55i5SjET4mp+bnb8/Gh3pg4OIO5EOpEfrGPFqmj69emFrbWV0vFELdW9dUNa+tXj+9V7ZFBaYbGknN2Fv/aY+bnasXCyFDMh/kmtVjGpd1Oip/TC5coR9EWFnHHuzKUi+egRd0alUvHI4G6cTL3MhvgdSscRolrIJ+Qd2nG6rJj5utrKHjMhbqGFlyNeGQdwq+/HvqJ6RK51Y9k5a0w3vqBTiAoN7B5AQ08Xvvp+ASb5RyQskJSzO7DjdNk4Zn8VM7kqU4iKHT9+nISDB3n0wfv4/ZEWNHM08uwuZx7d5kxaoXwMiduj1aiZNDSII8dOsHXrVqXjCFHl5FPxNiVcLGTivN34SDETotIWL16MlZUVUVFRNHe3YVHfTKa2zyU+TUfkOjcWJ9nIXjRxW6J6taW+pwdfffWV0lGEqHLVWs7i4uLo378/kZGRzJkz57rler2eZ599lsjISMaMGUNKSgoAKSkptG/fnqioKKKiopg2bVp1xqy0naczmLb+Ij6uZQPMSjET4taKi4tZsWIFERERuLqWDXugUcEk/0LWRF6hpVMJL+5x4uGtzlzILVE4ragtdFoNj9w/lr1797J7dwVDcQhRC1VbOTMajUyfPp25c+cSHR3NqlWrOHny5DXrLFq0CCcnJ2JiYnjooYf46KOPypc1bNiQ5cuXs3z5cqZPn15dMW/L9FVH8bTXsuDRIClmQlRSTEwM2dnZjBkz5rplTRyN/NInizc75LIjXUe//51n4WkbbjK5gBDXGD10AO7u7rL3TFicaitnCQkJNGrUCD8/P3Q6HYMHD2b9+vXXrLNhwwZGjBgBQP/+/dm+fbtZn9z51f1d+Gywj0zJJMRtWLRoEb6+vgQFBd1wuVoFE1uU7UVr46njtX1OjNvswskcTQ0nFbWNjY01Dz30ENu2bSMhIUHpOEJUmWorZ2lpadSvX7/8ey8vL9LS0q5bx9vbGwCtVoujoyOZmWVTdaSkpDB8+HDuv/9+9uzZU10xb4ufmx12VnKanhCVlZSUxK5duxg9ejRqdcXvnUYORhaO8uKDLjn8ka1lUKwbM47aUWysobCiVrr33ntxdnaWvWfCopjl9E2enp5s3LgRV1dXDh8+zJNPPkl0dDQODg433aa4uJjExMRqz1ZUVFQjzyOUI69x1fnf//6HWq2mbdu25X+n9ayKMFy8eMP1ndyK6G2bxIJOWj47482nR1357YyWV5unEOJWSM5Ntivb9ubL/7nMYDBw4c/vK9rudh+3ssuU2ra2Pe6tllu5ZJBuyGfQoEEsXLiQZcuW0bJlS3kP1wGW/hpXWznz8vLi4lVvqLS0NLy8vK5b58KFC9SvX5+SkhJyc3NxdXVFpVKh0+kAaNu2LQ0bNuTMmTO0a9fups9nbW1NQEBA9fwwV0lMTKyR5xHKkde4ahQVFbFp0yb69u1LcHDw3wuyzsFVe9WvYWeLff36eAPfNDSw6WIWU/c58vih5txrKuDVpt44625y6sOf21Zm2YWLF/H+6/uKtrvNx630MqW2rW2Pe6vlHu54uDTkhRdeYN26dfz222/88MMPHDt2TN7DFs4SPqcrKpfVdoyuXbt2JCUlkZycjF6vJzo6mrCwsGvWCQsLY+nSpQCsXbuW7t27o1KpuHLlCkZj2bGM5ORkkpKS8PPzq66oQohqsGrVKjIzM3nggQfu+DH61Nezrl8Gk/3z+eVIHhHr3IhOkcFrxbXs7e3517/+xe7du2XcM2ERqq2cabVapk2bxqRJkxg0aBADBw6kRYsWzJgxo/zCgNGjR5OVlUVkZCTz5s3jxRdfBGD37t0MGzaMqKgonn76ad5++21cXFyqK6oQoioVZGLKPMv8ed/SqkVTAlt4le0t++tmKLqth7PTwuvt81lxb33q25by5A5nHtnqTHK+nP8p/jZ27Fh8fHz49NNPZc5NUetV6zlnoaGhhIaGXnPfM888U/61tbU1n3/++XXb9e/fn/79+1dnNCFEddHnsmPFPE6cTuI/jw5EdWrDtct9A+/oYdt6WrO0bybfn7TlkyP2RKx158lW+UxuWYCNXNhZ5+l0OqZMmcKrr77K9u3badOmjdKRhLhj8qunEKLKzV+zB3cnOwZ1r9pzQrTqssFrY/tfIaJBMZ8cdaDfOnfWn9dV6fOI2mnIkCE0b96cBQsWYDAYlI4jxB2TciaEqFJJyalsOnCKe8I6Yq2rnp3zDexKmdU9h596Z6JTm3hkmwuPLL/E2TzZhVaXaTQannvuOS5cuFB+PrMQtZGUMyFElfrx12VYadSMC+9Y7c8V7GVgdeQV3mify46UIiLXufHJEXsKZRaoOqtv3760bNmSmTNnkp+fr3QcIe6IlDMhRJXJyclhafQ6BvUIoJ7LzcclrEpWanjUv5ANDzZgkG8xnyfaE7HOnTWpOrmqsw5SqVQ8/PDDXL58mdmzZysdR4g7IuVMCFFllixZQkFhERP6d6nx5/Zy0PJZtxx+Cc3E0crEv7a78MAWZ07INFCWy1hy7ZXAf956tvZj5LDBzJ8/nzNnziidUojbZpYzBAghah+9Xs/8+fPp2rEdbRpXMKhoNQuqZ2BV+BX+d8qWT47a03+dG+MuZPBcIxX1bGRXmkUxFMCZ3dffffEiz026l3XrN/Le9Gl8/ck7qFSqa1fSOYKdaw0FFeL2yJ4zIUSVWLlyJRcvXmTyA/coHQWtumwy9c0DMnigeSG/Hsmjzxp3vki0k/PR6ggPR2uejAoifsceNi2eAyfXX3vT5yodUYibknImhLhrRqORb775htatW9Ore1el45RzszbxVsc81k1oQLCngY+OOBC21p3f01wolZ1oFm98ZGeaNXDn/R83oDdIKxe1h5QzIcRdW7duHWfPnuWxxx67/vCRGWjqasWcntn8HJpJPZtS/n2iIUPXu7LtkpXS0UQ1stJqeO3+cM5dyuL71XuUjiNEpUk5E0LcldLSUr766iuaNm1KRESE0nEq1L2egWVhmbzlf44svZr74lyZtOISJ+WiAYsV3K4xkV39mb18G2fTMpWOI0SlSDkTQtyVtWvXcvz4cZ544gnUavP/SFGroL9nFuv7Z/BK2zx2phTRP8aNl/Y4ynydFmrqA+FYaTX839w1lMrxbFELyCeREOKOGY1GZs2aRbNmzRgwYIDScW6LjQYeb1XApod8eKBZIcvP2RC2xp039jlwoUA+Gi2Jp6sjr44PY/exZH7ZcEDpOELcknwCCSHu2OrVqzl16hRPPfUUGk3tPDTobqfhzY55bB6QwT1NCvn1jC2ha9x5+4AD6UXmd/6cuDMjercluF1jPvplE6mXs5WOI0SFpJwJIe6IXq9n5syZ+Pv7069fP6Xj3DVvu1Le6ZzHhgEZRDUsYv4pW0JWe/BefCaZxVLSajuVSsXbD/cH4M3v1mKS6SOEGZNyJoS4I4sWLeLcuXM8//zzteJcs8rysy/lw665xPS7Qr8GxczZm0Pv1e58csSebL2UtNrMx8OZF+7pw9ZDSfy2ap3ScYS4Kcv5RBVC1Ji8vDxmzZpFt27dCAkJUTpOtWjqaGRGUA5rJ3gT4qXn80R7eq1258PD9lyWw5211riwjgS28uO9z77i7NmzSscR4oaknAkhbtu3335LZmYmL774olmOa1aV/N11fNkjh1XhV+jlqefLY3YE/+7BtP0OJGfLwKa1jVqt4v3HBqPVqHnhhRfQ6/VKRxLiOlLOhBC3JTU1lXnz5jFo0CDatWundJwa09a1hNk9cojtf4WohkUsPG1Ln+9TeW6XE39k186LIeqqBh5OvPPGCxw5coRPPvlE6ThCXEfKmRDitnzwwQeoVCpefPFFpaMoopmjkQ+65hI3MIOJnRxZm6qjf4w7j2x1Zu9lrdLxRCVFhPbk/vvv54cffmDjxo1KxxHiGlLOhBCVtnPnTtatW8ejjz6Kt7e30nEU5W1XytQQN7YNzuC51nnsy7Bi1CY3xm5yYcMFHaVyNaB5M5bw4qR7CGjRjNdefYWLx/dC1rmyW4HMJCCUJeVMCFEper2ef//73/j4+PDwww8rHcdsuOhMPNO6gK2DLvNmh1xS8jU8vNWFsB/O8+0JW3IMln1OXq1lKMA6OZ6PH+2LobiI5198BX3iWji5HvS5SqcTdZyUMyFEpXz33XecOnWKqVOnYmNjo3Qcs2OnhYktCtk8MIOZQdm422r490FHuq9yZ+o+B07I/J1mqYm3G+88OpD9J1J5+/sYGf9MmAU5QUIIcUtJSUnMnj2bAQMG0KdPn7LDPjfbu2AoqtFs5sZKDUP9ihnaoz6HD+3n+5O2/Jpky4+n7Qj21PNg8wLCvfVIVTMfA4NacSr1MrOWbqNZA3cefiZC6UiijpNyJoSoUGlpKW+99RY6nY7XXnut7E59btnhnxvxDay5cGaurWsJHwXm8lr7PH4+Y8uPp2yZvM0FXzsjEzpnc4+bChed7KkxB08MD+bU+Qw++mUTTTr3pe/QhkpHEnWYHNYUQlyvILP85OgF385i586dvDxlEp66orL76/jesdvlbm3iyVYFxA/MYHb3bHzsjLy3JYtuqzx4aocT8WlWlEpHU5RareI/jw6iTeP6vPjW+xw/flzpSKIOk3ImhLjen3vGzsQv4uMv5hDSoSmjA6zK9padXA9GGbjzTmjVMNC3mF/6ZLF6vDf3NS0kPk3HhHjX8imikvPlY1kpttZWzHpuBA52djz22GOkpqYqHUnUUfIpIIS4IUOJkVe/isbaSsu/H+lv8TMB1LSAejre6pjHziGX+SIom2aOJcxMtKP3ag/uW5LG8nPWFBmVTln3eLo6MufTdygsLGTixIlcunRJ6UiiDpJyJoS4oRmL40k4fYG3JvbD09VR6TgWy0YDQ/yKmd87my2DMni+dR7J2SU8s8uZwFUeTN3nwL4MLXIRYc1p2bwpc+bMISMjg4cffpgrV64oHUnUMVLOhBDX2bJjD99G7+KesI4MCGqldJw6w8eulKdbF7B5YgMWhGQS4a1nUZItIze60Xu1O+8fsudwplaGe6gB7du356uvviI1NZVJkyaRk5OjdCRRh0g5E0JcIzU1lZfe+i/+fvV4dXxfpePUSWqVip6eBj7tlsPuoZf5ODCH5k4lzD1ux5D1boTPP88nR+xl7LTqYiyBrHMEtvBi5nv/x8kTJ5j00AQykw7J7AGiRkg5E0KUKywsZMqUKZSWlvL5M8Ox0VkpHanOc7IyMapREd/3ymbXkMv8p3MO9R20zEy0I3KdOwNi3JiVaMfZPClqVcZQUH7xSy+PbGY8PYzjJ08z/uF/cf7cKaXTiTpAypkQAigbz+yNN97g2LFjfPT2qzTyclU6kvgHN2sT9zUtYsEoL3YOzuCtjrnYa0v58IgDoWvcGRjjyifbs0i4opWhOapQ307N+eblMVzOzmf8Y89xcn/83/Nw/vMme9ZEFZBBaIUQAHz22WesXr2aF154gd49Am8+yKwwC562pTzUvJCHmheSWqAmOtma2AvWfLErm89NbnjZGAlvoCfSu5gennpsZMfaXQls5cf81+/l0U+Wcf/kp5n9/Cg6tfC5fsXm4WAnv9iIuyN7zoSwZFcNJlvRb/gLFy7km2++4Z577uGRRx5RMLC4Ez52pUxuWcivfbLYM9mXjwNz6OxuYPk5ayZudaHTinpM3ubMr0fyuFwkQ6LcqVaNPFkw8x2c7Wx46L2fWbI5QelIwkLJnjMhLFlF0yz9+Rv+ihUr+Pe//01oaChTp06V8cxqOTdbDaMaFTGqURHFRtiRriP2go7Y89asi8lAhQdtXUvo5amnl6eeLh4G2at2G/waePHzW/fz/KyVTJ27hkOnL/D6/eHorOS/U1F15F+TEHXYunXreO211+jWrRufffYZWq18JFgSaw2E1tcTWl/P9I55HLHuwIYDJ9hyScc3x+2Y/Yc91moT3TwM9PLSE6zT09oEaunnFXJ1tOObl8YwY3E8c1ft5Ni5dGZMicLLTcYDFFVDPomFqKNWrt3Aa//+iA4dOjBr1ixsbGyUjiSqkUoFbT11tG1dwNOtC8gzqNiZbsWWSzq2XNLx3iEHOHQBN50HPT319PLS083DQBMHI7Iz9XpajZoX7gmlbZP6vP7N7wx/43vefCiSAc3DlY4mLICUMyHqoJ/X72f6D7EEBgby5ZdfYm9vr3QkUcMcrEyEN9AT3qBsntS0QjVbDC3ZeiyF+Es6VqWUlXUP61K6eujp2iyHQK2W1i4lWMnZyuX6d2tJC18PXv06mue+WMG6Y9n83/T3cHWViwLEnZNyJkQdUlpq4pNfN/Nt9C5Ce3bjs1lfyx4zAYCXbSmjWjgwyikXkwlO5mrYc9mK3RlW7LmsY01cJuCGrcZEJzcDXT0MBHro6eRWgoPS4RXWtIE7C6bdz7fRO5m1dCu7hw3jzTffJDw8XM7hFHdEypkQdUReYTGvzfmd2D0nGBfekTf+byraoktQdIOVDTe6U9QVKhW0cDLSwsnIvU3L/i2kuXRiz+Gj7L5sxZ7LVnyRaEcp9qgw0dztPO0cHWnvWkJ7VwOtXUrq3EUGWo2ax4b1IHTovbz2n8+ZMmUKwcHBvPrqqzRv3lzpeKKWkXImRB1wPDmdZz5fRvKlLF4dH8YD/bugMhXDyS033sA3sGYDCrPn5aBlsG8xg32LAcgzqNh/RcveDCsOFdoRd17Hb2dtAdCoTPg7lZSVNTcD7a2KaVkKujpwOLRV00b8+s3H/PzbKr6Y+z+GD4/ivlHDeOLh8bi4uIGp5OYb6xxljDQBSDkTwqKVlpby09q9fPzLZhztrJn32jgCW/kpHUtYAAcrE729DPT2MoCvJ6bks1wsVJOQqeVQphUJmVrWnbfmlyRb2HcRraoezRyNtHQuoaVzCa2cSmjlUkIDkwmLOvBnKMAqZTcTOjsy5L8P8fmSLfy0aDnLVq1mwuihTOjhjYuD7Y23lQFsxZ+knAlhoc6ePctbU19jx54DhHRoyjuTBlDPpa6fHSSqi0oF3naleNvp6e9TdpGByQQpBWoSVK04cuosf+SU7Wlbkfz3eY6OumRaOrqUFTZnI/5OJTR1LMHD2lTrrxJ1dbTjzYf6MS6sI7OWbuPL+Yv54Vcd9/frzIMDuuLqaKd0RGGmpJwJYWHy8/P5/vvv+eabb7DSanhrYj/G9u0gJyaLGqdSgZ99KX6+9gy2yy+/P8eg4ni2lmPZGo4ZG/BHajErkm346fTfxz0drUpp6mCkqddlmmrsaOpopKlDCU0cjbXufLaWDT35/JnhHNd7MnvON8xZuYN5q3czKCiAeyM60b6Zt9IRhZmRciaEhdDr9fz666/Mnj2bK1euMGDAAF574gE8sw8oHU2IazhZmejqUXbFJ77ukHIakwkuFKo5kaPldK6G03kaTudq2ZlaxNLcv/f4qjDRwK6Uxg5G/Dwz8MMOP3sjfnZGGjoYcdOZ74zv/k0b8elTUZxKzeDHmL2s2HqEZVsO06aJF2P7dKBfvUBcXJROKcyBlDMharnCwkJWrlzJnDlzSE1NJSgoiOeff5727duXzaGZrXRCIW5NpYIGdqU0sNMTWv+qBb4tKEjazZm8P0tbbllpO5uvIfZ0AZcLrj1Ub6cppb61I03PX8JP7YCPnRFvu1Lq2xppYFtKPZtStApfmNDMx503H+rHC/eEsmLrURbG7ufNeet4538bCO7Vi8GDB9O3b99rxx8syCybju1G5EICiyPlTIhaKikpiZ9//pmlS5eSk5NDmzZtePvtt+nZs6ccwhQWxU4LbVxKaOPyjysdfQPJT9pDSr6a5HwNyfkazuVrOHnFQEpOCdsybSgwXtvE1Jjwsi2lvvMFvDVOZefJ2RrxtC2lnnVZeatXVIqTiWo/583B1pr7Ijpxb3hHjialEZ2Yz+qNW9m0aRNWVlYEBgYSEhJCSEgITVw1t5wnV1gOKWdC1CKXLl0iJiaGdevWsWvXLrRaLREREYwfP54uXbpIKRN1jr3WREtnIy2djeX3Xbh4Ee+u7TEl7ybHoOJCoZoLBZpr/yy151iWlo0XNRQa//m+SUanrldW1K6+WZfinpGLa4E1brpSXK1NuFuX4qIrxfouzoNTqVS0aVKfNmGhvPjUJPYlHGFD3Hbitu/m/fff5/3338enviddmtWjaytfurb0pXF9N3m/WzApZ0KYg5scsjCUlHDkVCq7E46xceNGDhw4gMlkomnTpjz11FOMGTMGT09PBQILYf5UKnDWmXDWGWl1VXkDwLcVpJzDZCq7QCG9SM2lIjXpRWrSbRqTfjGl7Ouisj1y+zKsyChWQ+IVwPm653LQluJmbcLV4QJuKuey57UqxVlnwsmqFBedCefiApxzrHDWlZYvt9FctYfOUIA6ZTddHaDroGa8PKgZKZeyiEs4w84zOWzZf4gVW48A4OxgQ0BDT1o18iSgG7TqHEyTJk2wsrKq3r9UUSOqtZzFxcXx7rvvUlpaypgxY5g8efI1y/V6PS+//DJHjhzBxcWFTz/9FF9fXwC+/vprFi9ejFqtZurUqfTu3bs6owqhLH0uphOxnL+cw7Fzlzh29hL7T6ay/3gqBcUGAAJaNGPKow8Q2SeY5k0alW2nKik7r+xmZKR/ISp0dYFr7vRngfN1gpT869YtKYUsj85cOXOQK3o1mcVqruhVXClWc6VYTaZezRWVPenZak7mqsnWq8g1qPh7JLd04NrDj1qVCQcrEw5aEw5253HCpexrq7Kbo9YeB58GtG/vR/fwJAqyLpN69iyp58+Tej6NfbEH0K/eA4BOp6Np06Y0bNiQhg0b4ufnR6NGjWjYsCFeXl6o1XVgFGALUW3lzGg0Mn36dObNm4eXlxejR48mLCzsmmksFi1ahJOTEzExMURHR/PRRx/x2WefcfLkSaKjo4mOjiYtLY2JEyeydu1aNJpadv20qFsqccJufn4+GRkZXL58mfPnz3P27FmSk5M5d/oEp06dIqegbPR1lQqa+3gwIqQdgcF96OpRjLvznycHG0/CyZNlX/sGQsrum2eSkf6FqDJaNXjYafBwNgLGG6/k2xJS/v6FqdQEuQYV2XoV2a5tyU5JJNugJkuvIkevJq9ERZ6hrMTlah3IzYVLRWpO56nINajJNajQl6qATMr22DkDzcCLslsHI6q8dNTZ5zFkp3I08xLHUg9A7HoovSqjWoPO3hlrR1dsndywd3bD3sUNB2dXHByccHBywsnJGWdnJ5ydXXCwt0WnUaPT/nnTqLH6809r7d/3W2nKbjqNGq1GhVatksOtVaDayllCQgKNGjXCz69sNPLBgwezfv36a8rZhg0beOqppwDo378/06dPx2QysX79egYPHoxOpytv/gkJCXTq1Km64oo6orS0tPxmMpkwGo2YTCZKS0vLv87KyiI9Pf2adUtLSykpKUGv11NcXExxcTF6vf6a7wszUsk9l0B+YTF5hXpyC4rJLywmM6+Qy/mlXM7MpqCg4LpM3t7e+HnXY2D3AAIaedKqoSctfD2ws9GVrXCrAiaEMFvq8j1zJvCyBoPh5iv7toKUs9fdrS+FQs/O5J87QEGJivw/bwUlKgqMKgrcupCn7kuRwUihwUihvpSCYgNZGZfIunSe7EupFGSmU5SXRXFuFgUXU7h0+gjor/88+otJrQUrO0xWNqDRYdLqQGN11dc6TBodlH9tBSo1qLVotVrUWi1ajRaNVovWygqNVouV1gqNRoPGSoeVVoNGo8ZKo0GjVqPRatBq1Gg1ZX9qNBq0mr/W+ev7v5Zr8LQqpHlzAyqVqvwGXPdnbVVt5SwtLY369f++HtrLy4uEhITr1vH2Lht8T6vV4ujoSGZmJmlpaXTo0OGabdPS0qorqrBgM2bMYO7cueUFqyZo1CocbK3/vOlwdrChXesWeDRohIeHBx4eHtSrVw8vLy/8/PywtrYuOzR5syuxhBB1mk4NOhsNznY3+Qxr4gQaLdf/l+4KtCw7veHs1us2K9IbyHBuT3ZeARnZOWRk5pKRlUNmTi5Z2blk5+aRl5dHYWERRcXFFBUVU1yUSXFBMcXFRRj0egz64pvmLvnzdvM17s4XL1duvasLW0Ul7ur7hg8fzltvvVV1YW+TymQyVcuIfWvWrCE+Pp53330XgGXLlpGQkMC0adPK1xkyZAhz584tL3ERERH8+uuvfPHFF3To0IGoqCgAXn/9dUJCQhgwYMBNn+/AgQNl/8kJIYQQQpi54uJiOnbseMNl1bbnzMvLi4sXL5Z/n5aWhpeX13XrXLhwgfr161NSUkJubi6urq6V2vafbvYDCiGEEELUJtV26Ua7du1ISkoiOTkZvV5PdHQ0YWFh16wTFhbG0qVLAVi7di3du3dHpVIRFhZGdHQ0er2e5ORkkpKSykY7F0IIIYSwcNW250yr1TJt2jQmTZqE0Whk1KhRtGjRghkzZtC2bVvCw8MZPXo0L730EpGRkTg7O/Ppp58C0KJFCwYOHMigQYPQaDRMmzZNrtQUQgghRJ1QbeecCSGEEEKI2ycj0gkhhBBCmBEpZ0IIIYQQZkTKWQVee+01evTowZAhQ8rvy8rKYuLEifTr14+JEyeSnZ2tYEJxN270+s6cOZPevXsTFRVFVFQUmzdvVjChuFsXLlxgwoQJDBo0iMGDB/PDDz8A8j62JDd7jeW9bDmKi4sZPXo0w4YNY/DgwXz++ecAJCcnM2bMGCIjI3n22WfR6/UKJ606cs5ZBXbv3o2dnR2vvPIKq1atAuCDDz7AxcWFyZMnM2fOHLKzs3nppZcUTiruxI1e35kzZ2JnZ8cjjzyicDpRFS5dukR6ejpt2rQhLy+PUaNGMWvWLH777Td5H1uIm73Gq1evlveyhTCZTBQUFGBvb4/BYOC+++7jjTfeYN68efTr14/Bgwczbdo0WrVqxX333ad03Cohe84qEBgYiLOz8zX3rV+/nuHDhwMwfPhwYmNjFUgmqsKNXl9hWTw9PWnTpg0ADg4ONG3alLS0NHkfW5CbvcbCcqhUKuzty+YWLikpoaSkBJVKxY4dO+jfvz8AI0aMYP16y5llRcrZbcrIyMDT0xOAevXqkZGRoXAiUdV++uknhg4dymuvvSaHuyxISkoKiYmJdOjQQd7HFurq1xjkvWxJjEYjUVFR9OzZk549e+Ln54eTkxNabdmIYPXr17eoUi7l7C5cPU+XsAz33nsvMTExLF++HE9PT95//32lI4kqkJ+fz9NPP83rr7+Og4PDNcvkfWwZ/vkay3vZsmg0GpYvX87mzZtJSEjg9OnTSkeqVlLObpO7uzuXLl0Cys51cHNzUziRqEoeHh5oNBrUajVjxozh0KFDSkcSd8lgMPD0008zdOhQ+vXrB8j72NLc6DWW97JlcnJyIigoiAMHDpCTk0NJSQkAFy9evOU0j7WJlLPbFBYWxrJly4CyydzDw8OVDSSq1F//YQPExsbSokULBdOIu2UymXjjjTdo2rQpEydOLL9f3seW42avsbyXLceVK1fIyckBoKioiG3bttGsWTOCgoJYu3YtAEuXLr1uisjaTK7WrMDzzz/Prl27yMzMxN3dnSlTphAREcGzzz7LhQsXaNCgAZ999hkuLi5KRxV34Eav765duzh27BgAPj4+TJ8+vfzcJFH77Nmzh/Hjx+Pv749aXfa76PPPP0/79u3lfWwhbvYar1q1St7LFuLYsWO8+uqrGI1GTCYTAwYM4KmnniI5OZnnnnuO7OxsAgIC+Oijj9DpdErHrRJSzoQQQgghzIgc1hRCCCGEMCNSzoQQQgghzIiUMyGEEEIIMyLlTAghhBDCjEg5E0IIIYQwI1LOhBBCCCHMiJQzIYRZCAgIICoqisGDBzNs2DC+++47SktLlY4FwMyZM/n2229vuOz7778vH9B2woQJ14xEn5KSwpAhQ275+I8++ig5OTnk5OTw008/3XL9hx56SOaKFMKCSTkTQpgFGxsbli9fTnR0NPPmzSMuLo4vvvhC6VgVKikpYcmSJZUqYBX55ptvcHJyIicnh4ULF95y/aioKBYsWHBXzymEMF9apQMIIcQ/ubu78+9//5vRo0czZcoUSktL+eijj9i1axd6vZ7x48czbtw4du7cycyZM3F0dOT48eMMHDgQf39/5s+fT3FxMbNmzaJhw4Zs2LCB2bNnYzAYcHFx4aOPPsLDw4OZM2dy/vx5UlJSOH/+PA8++CAPPPAAALNnz2bZsmW4ubnh7e1NmzZtrsu5Y8cO2rRpg1Z764/S3377jQ0bNlBYWEhycjIRERG8/PLLQNl0UosXL+bjjz/m3LlzREVF0bNnTyZOnMhzzz1HXl4eRqORt956i65duxIWFsb48eN5/PHHq/YvXghhFqScCSHMkp+fH0ajkYyMDNavX4+joyNLlixBr9czbtw4goODgbKpXX7//XdcXFwIDw9nzJgxLF68mB9++IH//e9/vPHGG3Tp0oVff/0VlUrFokWLmDt3Lq+++ioAZ86cYf78+eTl5TFw4EDuvfde/vjjD37//XeWLVuG0WhkxIgRNyxn+/btu+H9N5OYmMiyZcvQ6XQMGDCACRMm4O3tXb78hRde4MSJEyxfvhyA7777jl69evH4449jNBopLCwEwNnZGb1eT2ZmJq6urnf8dyyEME9SzoQQZm/r1q388ccf5ZMc5+bmcvbsWaysrGjXrl35nIkNGzYsL23+/v7s3LkTgIsXL/Lcc8+Rnp6OXq/H19e3/LFDQ0PR6XS4ubnh5uZGRkYGe/bsISIiAltbW4CbTqicnp5Os2bNKsyuUqnKv+7RoweOjo4ANGvWjNTU1GvK2T+1a9eO119/nZKSEiIiIggICChf5ubmxqVLl6ScCWGBpJwJIcxScnIyGo0Gd3d3TCYTU6dOpXfv3tess3PnzmsmOlar1eXfq9VqjEYjAO+88w4PPfQQ4eHh7Ny585pz2a7eXqPRUFJSUumM1tbWFBcXl3/v6upKTk5O+ffZ2dnXTKj+z+f6K9/NBAYG8uOPP7J582ZeffVVJk6cyPDhwwHQ6/XY2NhUOqsQovaQCwKEEGbnypUrvPnmm4wfPx6VSkWvXr1YuHAhBoMBKDsUWVBQUOnHy83NxcvLC6D8ysqKBAYGEhsbS1FREXl5eWzcuPGG6zVr1oyzZ8+Wf9+tWzdWrFiByWQCYOnSpQQFBVU6p729Pfn5+eXfp6am4uHhwdixYxkzZgxHjhwBwGQykZ6ejo+PT6UfWwhRe8ieMyGEWSgqKiIqKoqSkhI0Gg1RUVFMnDgRgDFjxpCamsrIkSMxmUy4urry5ZdfVvqxn3rqKZ555hmcnZ0JCgoiJSWlwvXbtGnDoEGDiIqKws3NjXbt2t1wvZCQkPKT+gHGjh3L6dOnGTZsGCqVirZt2/LCCy9UOqerqyudO3dmyJAh9O7dG39/f7799lu0Wi12dnb897//BeDw4cN07NixUhciCCFqH5Xpr1/xhBBC3LYnn3ySl156icaNG9fYc77zzjuEh4fTo0ePGntOIUTNkcOaQghxF1544QXS09Nr9Dn9/f2lmAlhwWTPmRBCCCGEGZE9Z0IIIYQQZkTKmRBCCCGEGZFyJoQQQghhRqScCSGEEEKYESlnQgghhBBm5P8B/letS82Ol8MAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.linspace(10, 30, 50)\n", - "\n", - "fig = plt.figure(figsize=(10, 5))\n", - "sns.lineplot(x, stats.gamma.pdf(x, prior_a), label='Prior')\n", - "sns.distplot(samples.get_values('theta'), fit=stats.gamma, kde=False, label='Posterior')\n", - "plt.ylabel('p(Demand)')\n", - "plt.xlabel('Demand (Units)')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example 2: Contsant-Elasticity Demand Model\n", - "\n", - "* The second scenario assumes the constan-elasticity model. \n", - "* We observe price-demand pairs and fit the model $d = b\\cdot p^{-c}$ where $c$ is the elasticity coeffecient. \n", - "* We use the logarithmic form of the model for stability and convenience: $\\log d = \\log b - c \\cdot \\log p$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# (offered price, $) : (observed demand, units) pairs\n", - "price_demand = { \n", - " 15: 20,\n", - " 14: 18,\n", - " 13: 35,\n", - " 12: 50,\n", - " 11: 65\n", - "}\n", - "\n", - "p0, d0 = list(price_demand.keys()), list(price_demand.values())\n", - "\n", - "with pm.Model() as m:\n", - " log_b = pm.Normal('log_b', sd = 5) # priors\n", - " c = pm.HalfNormal('c', sd = 5) # assume the elasticty to be non-negative\n", - "\n", - " log_d = log_b - c * np.log(p0) # demand model\n", - " pm.Poisson('d0', np.exp(log_d), observed = d0) # likelihood\n", - " s = pm.sample(1000) # inference" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p = np.linspace(10, 16) # price range\n", - "d_means = np.exp(s.log_b - s.c * np.log(p).reshape(-1, 1))[:, :500]\n", - "\n", - "fig = plt.figure(figsize=(10, 5))\n", - "plt.plot(p, d_means, c = 'k', alpha = 0.01)\n", - "plt.plot(p0, d0, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", - "plt.xlabel('Price ($)')\n", - "plt.ylabel('Demand (Units)')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example 3: Two Related Products\n", - "\n", - "* The third example shows how the model can be extended to incorporate cross-product dependencies. \n", - "* We assume two products and impose correlations between their elasticity coeffecients." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "price_demand = [\n", - " { 15: 20, 14: 18, 13: 35, 12: 50, 11: 65}, # product 1\n", - " { 15: 10, 14: 12, 13: 13, 12: 17, 11: 20} # product 2\n", - "]\n", - "\n", - "p01, d01 = list(price_demand[0].keys()), list(price_demand[0].values())\n", - "p02, d02 = list(price_demand[1].keys()), list(price_demand[1].values())\n", - "\n", - "fig = plt.figure(figsize=(10, 5))\n", - "plt.plot(p01, d01, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", - "plt.plot(p02, d02, 'ks', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", - "plt.xlabel('Price ($)')\n", - "plt.ylabel('Demand (Units)')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "p, d = np.vstack([p01, p02]), np.vstack([d01, d02]) \n", - "\n", - "with pm.Model() as m:\n", - " # priors\n", - " log_b_mu, log_b_cov = np.zeros(2), 10*np.eye(2)\n", - " log_b = pm.MvNormal('log_b', mu=log_b_mu, cov=log_b_cov, shape=(2,)) \n", - "\n", - " c_mu = np.zeros(2)\n", - " c_cov = 10 * np.array([[ 1.0, 0.9], \n", - " [ 0.9, 1.0]])\n", - " c = pm.MvNormal('c', mu=c_mu, cov=c_cov, shape=(2,))\n", - "\n", - " log_d1 = log_b - c * np.log(p.T) # demand model\n", - " pm.Poisson('d0', np.exp(log_d1), observed = d.T) # likelihood\n", - " s = pm.sample(1000) # inference" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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2mwgGg0ilUojH42g2m8jn8yadxbEPTFlR5DDSQt8O51wRaSqeaIWVPY1cRY6iKIqyEAlN9IG5XA6Dg4OIxWJYsWLFqOGRk+GWW27BN7/5TTiOg8MOOwzXXXcdBgcHcdlllyGbzWLNmjX47Gc/a/rOzAUsD6cXhr1sEomEiapUKhU0m01Eo1HEYjGPQEmn054IEMVNMplEKBRCqVQy6ap4PG7MxYzWyEiL9ALZQzXZKFD6bWz4fAohih75O1+L/h1FURRF2ZcZU+AUCgXccccduPfee1Gv19Hf32/SL0cffTTOOussvOY1r5nUC+7cuRO33XYb/vM//xOxWAwf/OAHce+99+KHP/wh3v3ud+OUU07Bxz/+cdx5550466yzpnRyU4GVU6x8qtVqAPZek3g8bsQXS7opdILBIOr1OlqtFiKRiInMMK2VSqXM40qlkhFJyWTSYy5uNBqmfw4wWqTIMnDptekkcgB/MSQ9OjKqoyJHURRF2ZcZU+Bccskl2LBhA+644w5kMhnPfb/+9a+xdetWPPPMMzjzzDMn9aKsSgqFQqhWq1iyZAkefvhh/P3f/z0A4PTTT8eNN944pwKnr68PjuOgUqkYQzAAc1uj0UAsFjOigWXfnDTOknHHcRCPx026i2ImFoshnU6jXC6b+VapVMp0T7YjOfTnSOEhozEyKsPUlp9I8RNDfJ48roocRVEUZV9mTIFz8803d7zvqKOOwlFHHTXpF1y2bBne85734I1vfCOi0SiOP/54rFmzxlQaAcDy5cuxc+fOcY9Vq9UwMDAw6TVMhOeeew7BYBBPP/20afYXCoVMdRNFQjQaRTgcNumlcDhsIjQUKTQhh8NhYyaORCJIpVLmPFidlUgkEIvFjO9GpqRskSN/Z9TGfk4nkeL3ONuH063IqVarM/a+LFT0mnWHXrfu0OvWHXrdumOurtuEPDiPPPIIVq9ejUQiga1bt+KJJ57AeeedhxUrVkz6BXO5HO6//37cf//9SKfT+OAHP4gf/ehHkz4OsLfPzOrVq7t67ngkk0n88pe/xFFHHWVKxBmRYVficDhsIjecOk7RQeHjuq4ROa1WyzyG4iIejyMWi6HRaJh0VTgcNl4dCg9gROQAGBXN4f3ST8O1jOWXkvOrpMjxE08TZWBgYMbel4WKXrPu0OvWHXrdukOvW3fM9HXrJJ4mtHN94hOfQDwex5NPPombb74Zf/Inf4KPfvSjXS3koYcewkEHHYT+/n6Ew2G8+c1vxvbt2021EQDs2LEDy5Yt6+r40wV9NYy4pNNpxONx04WYVVTsblwulz2l3pVKBZVKxTO0MxgMGrHDKE+lUkGhUEAgEEAqlTJm5Vwuh1qtNsoEbPfLkUJEVlNNZLwDMLoSiykrPne85yuKoijKfGRCAoeRhG3btuHss8/G2WefbdI2k+XAAw/EL37xC7P5//jHP8ZLXvISHHfccfje974HAPjWt76FdevWdXX86ULOhapUKiiXy2bOFI3A1WrVdCdOp9NwXdd0PGZ6ilPHAZjIj+M4pkScfptisWiaBqZSKfOYUqk0Stiw1Jvig8JQlpfThCz74Ey2KaAUPipyFEVRlH2JCQmcZDKJzZs345577sEb3vAGz6Y6WY4++mi85S1vwemnn47169ej3W7jz//8z3HFFVfg5ptvxkknnYRsNjtp4/J0Q4HAyEur1TJpKkZzGKnJ5XIolUpmjEOj0TDN+2hArtfrAGCiOaFQyJSVsxxd9tahkJKNAWUjQKa7+DtFlN3Xxq8Pjh+dmgLK56rIURRFUfYVJuTB+eIXv4jvfOc7uPbaa7FkyRI8//zzuOCCC7p+0UsuuQSXXHKJ57aVK1fizjvv7PqY0004HEYkEjERDTb4q9fraDQaCIfDiMfjqNVqpnEf+9wkEgkjSCgGQ6GQ6aMTCAQQjUYBwAinWCyGSCRi0mI8fjQaRblcRqFQQCwWQyKRMMKFIocRpVqtZrxBds8bvz44NnYpuv08RoFY2aUoiqIo85UJCZxbbrkFV1xxhfn9wAMPxP/+7//O2KLmA9zsOUiTUZlIJIJGo2Ea+rEfDiMw9XrdDNkMh8Omlw6HalKosNqq2Wyi2WwaP080GjU+H1ZsJRIJVKtVlMtlNJtNJBIJT3djroPHkj14ZNn4RJoC8lxsMURBJUWOlpEriqIo85UJpageeuihUbc9+OCD076Y+QZTMrFYzJRuc7YUxQGrnjhXipPDs9ksarWaKSGXwznL5bKZUyUNyPV63TO/ioKl3W6bNdRqNRSLRVQqFQAj5d4c7snZVrVazZPGsk3Ek/HlyJQVIzo6pFNRFEWZz4wZwfmXf/kX/Ou//iueeeYZrF+/3txeKpXw8pe/fMYXN5ew+R4jMKyWqlarqFarHgFAvw6Nv8DeaeTtdtv0tQFgUl0UDfl8HrFYDPF4HIFAAI1GwwzzjEajo6IwwWDQjICgKZmpNBnNYWSIUSemsfyiOWM19bNHOvAc5UgJmqYVRVEUZT4xpsBZv349TjjhBHzhC1/A5Zdfbm5PJpPo7e2d6bXNKdFo1GzcskqJpdylUgm1Ws2IFqa0pCm3Vquh0WigXq+byeOhUMiUibPcnEM6WWVFEdVsNhGLxTxRGAAmdVapVFCr1Ux0h2sE4Bn7wMnkdrl5N74cmbKSIyWmMptMURRFUaabMQWO4zg46KCD8PGPf3zUfdlsdkGLnGw2a8q9aRAG4ImkRCIRM7YBgBEwjuOY+VW1Ws0M1YzFYqZiSkZfqtUq8vk8IpGIMRLXajVUKhXTLTkSiZgIEf0/sVgMrVbL9MuJRCImtUVRQ0HFsQ+yCzKjOfx9PF8OHyOnnDONxvSVoiiKoswHxhQ4l19+OTZv3owzzjjDlCMTx3Fw//33z/gC54pSqYR8Po9SqWTSU9zQKQ4oWEqlkumJw8cyghIMBo3nplQqIZlMGgMyxUcikTDpMJqQOcqhUqmgWCwa8cMp51wHU1Ls19NoNIzxuV6vG5HjF6mx+96MN8fKL2UVDoc94yjkgFBFURRFmSvG3I02b94MAPjBD34wK4uZT7TbbdODhqMTZHk372c0J5FIoFgsmkoqlnhTyBQKBbTbbeRyOTSbTVNSLk288XgcjUbDeHHoz+Hvrut6vDkATOqKYolDPim0aD6WPXPkuAf+TB+RLXps/FJWfO1Wq2XK4xVFURRlLpnwn9s7d+7Ec889ZzZjADj22GNnZFHzgZ6eHiQSCRMpYUM+RjgYTWm1WkboZDIZT98aihF+Z0fkQqFg0l/0ztBkzD429XrdNAKMRCKIx+PGl8M+PH49b/j+sIqKpuZ2u208QrJhoJ/okSMeJpOykr6csZ6rKIqiKDPNhATO5z73OXz3u9/FIYcc4vFZLGSBEwqFkEgk0NfXh3K5jGq1aroTczhmKBRCPB739KRh1CYWi6FYLKJQKBiDcTqdNmmdUqmE3bt3m5RVKpVCq9UywoBNBimgKGYYJaEBmdEaGVVh5VS73Ua1WjUmYClyZBpKjoHgz7Jj8mRSViyHV1+OoiiKMpdMSOBs27YN9913n/F27A9wo6Yw4eRwRkZCoZAROhQ1jLIEg0EjfGggrlarpssxBU+lUjE+n0qlgnQ6bUzK/GI6ilEk2bm4UCgY/w7Ny7bxWBqTaZCWX1K8yB43FEEAJp2ykuMt7AouRVEURZkNJiRwVq5c6TGv7i/E43EjYgCYWVMs7aaplr1yGo0GYrEYAoEAqtUqwuEwUqkUQqEQisUi8vk8otEootEoUqmUqaLK5/PIZrNmlEMqlUK5XEYwGDRmZUZh7GGapVLJpKmYQqPAoien0WgY4cGUG4UMTciM2FDYsPJKThYfK5rTKWUlK7g0ZaUoiqLMFhMSOPF4HKeddhrWrl3rETl/8zd/M2MLm2sGBwexa9cuHHLIIab8ms3/mJZhRIebN03GFDCsuqKoYTSnWCyaKE4ikTApKxqUy+Uy0uk0YrEYqtWq6ZBMscPoDoUO+/RInxCjKMFg0ESduHY+h6KF6S7pz6G/yE5bjdcYUPbs4XFkKXmn5yqKoijKdDIhgbNu3TqsW7duptcyr+BQzBdeeAGxWMw0+KNI4BgG/lwul000hJ6dSCRiJo/zmLFYzIgcpq0oLtgpmeXe0WgU/f39RpzIGVMsReeQzVqtZlJX0WjUU8ZNI3OlUjHdjmWqiwNB5Sws+ng4R0sKnbFSVsDImAfbD6RzrBRFUZTZYkIC5/TTT5/pdcw76H9ZvHgxqtUq9uzZg2g0ilgshmQyaVJTTEVJUy+7IJdKJdTrdUQiEVNhFQgE0NPTg1QqhWw2i1KpBABIp9PGy8MUV6FQQKPRQCaTQTKZRKvVMmMiKKY4A4sii+XkFECu65oUGv061WrVlI/TuOy6LiqVCur1OhKJhDkfOV7CFjpMaY1nQLZTX7bHR1EURVGmm3FHNUgcx0FfXx+OO+44XHDBBaYnzEJFGnP7+/tN0z1GayhK5GgFenGq1aqJnFB4RKNRZDIZE7FZtGiR6bXDuVT8YsqqUqlgaGgI5XIZPT09JqIiZ0GxPw9L0SmsKJho+OU0dDkhnf4cpqRkhRbXT0FCrw/TWwA84sVGGpCZ+vLzEWk0R1EURZluxhQ4X/3qV0fdlsvl8K1vfQuf+tSn8OlPf3rGFjYfYBpHmoz7+vpQLBbRbDaRzWZNZCSdTqNaraJer5vqJfaEYZNAzo4KhULo7+83HhwKmmw2i2q1ao4XCoUQDAZNNKder5s5YIzMMOVEUZJMJhGNRo0QC4fDRvwwlUXhE41GzTgIOVS01WoZkUSvkIzc8DHSiDyWv0YakP1+HyvdpSiKoijdMKbAWbFihe9tRx55JE477bSZWtO8gJEKbvI03MrqKAoWKXRisZiZCM6oB02+TFE1m00MDg4abw+9OolEArlczhw3Ho+jv78fpVIJxWIR9XoduVwOtVoNyWQS6XTaiC+KFI5y6OvrM3OwOOqB4x5olmZ6i2JDTh+PRCJoNBrmudFo1CNibA8PBVKnvjd2NAcYETpyIrtGcxRFUZTpoOvBQfzre6HCBnycJcXSa6ZwKpUKgL0djzkHqlAoGFHT29uLSqWCZrNpRBENwfTHMKJC4ZFOp9Hb24t0Om2ECaMy8Xgcw8PDqFarJuVVKpXQ29vr8cg4joNisWgiNH19fWbGFdcjm/Gx/J9pLgoWCiBWi8mGgmxsKNNWjOhQGHbqZOwXvQFGz8VSFEVRlKkwpsB5/PHHR92Wz+fx7W9/e0F3MQZGKo4SiYQx4ObzedO9mD6YarUKx3GQTqeN8KnVaqjX60bIMF0FwHRDpvk4EAgY0cQuyeFwGD09PYjH42ZIZywWQ39/P8rlsqnS4hppYuYkcQDGY8PIjfQQyUnm9MNQuMjRDrKzsuu6KJfLo0rWZWdknieFEyM6dlTGjubQn8PrM1a/HUVRFEWZCGMKnOuvv97zu+M46O3txXHHHYd3vvOdM7qwuSYWi8F1XVN+TeHRbrdRKpXgOI55DIdhOo5jBmgyWtJutxGJRDwdilldxHlU0iBMD06lUkEsFkMmk0GtVkOlUkEgEDDRnHw+j3K5bMzI1WoVPT09SCaTnlEJ9Xrd+G5CoRB6e3tRrVZRq9XM0E+WfjP6AsB0Ymb6iVVX0nvDeVhS6FDUATBmZHs0BJHRHDkLCxi7e7KiKIqijMeYAuf222+frXXMO2gkZgUSoxzcvBnRCAQCSCQSRrAwsiPFj6wYouCheOLEbxlF4TEolOjVYYQoHA6b8nU7bZVIJJDJZJDJZMzQS8dxTHk5jc2MGDH9RgHG1FSpVDJ+nng87jEp02fDKI+8Lr/5zW/w2GOPwXVdHHHEESYKJP07UujYox5kI0GN5iiKoijdMuafx1u3bjV/Wfvx9NNP4+c///m0L2o+wPlQw8PDRiTIjrz0zYTDYRSLRSNWGClpNBqo1+ue6A8Az1woNtWTpdP1eh35fB6NRgPlchnNZtNEadrtthFOhUIBAHDQQQdh+fLlJpWWzWaxY8cOvPDCC56p43zdWq2GfD5vzoNNAZlWajQaJorDNZTLZQB7e/VwYCgjVIxebd68Gccccwxe9rKX4bzzzsPLXvYyvPzlL8dtt93mGdkgB4JKZBRIzrWS0aWxPouKoiiKIhkzgpPNZrFhwwasWbMGRx11FPr6+lCv1/HHP/4RP/vZz9DX14fLL798ttY6q/T395vIwu7du43JGNjbkZjiQVZKcdAmRQWjOox6OI5j/DuyB00sFjPl5a1WC8BIdIRCKh6Pe8ZCMF2Uy+UQDofxohe9CPl8HkNDQ2ZSebFYRCqVMhVaAExajMZnTgCnuJI+GqbkGIliNRVL0SuVCsrlMjZt2oSvf/3reOUrX4nNmzdj1apVeOqpp7BlyxZcfPHF+NnPfob/9//+36iIjPwCRo96YAm8rLbStJWiKIoyEcYUOO9617twzjnn4OGHH8b27dvxm9/8BtFoFIcccgg++9nP4sADD5ytdc46mUwGy5cvx+LFi1EsFlGpVEzPGBqEWZHEVE40GkW9XkepVDLmXtmBWI5JYOrLFhP0zchqp1KphGq1ing87pkCHolEjJm42WwilUohmUyiVCphcHAQtVoNu3btQqVSMf1zOLqB6SYApgSck8cZjarX6wiF9n5E+Fr087C0/Z/+6Z/w9a9/HVdddRWuvfZaTyrpwgsvxKZNm3D99dfj1a9+NS644ALf+VYAPGkoOahTjnsA1ISsKIqiTAzH3Yfj/gMDA1i9evWMHHvXrl345S9/iSOPPBKu66JarRqhwSopbtCxWMyMN+DGa1dKcYNmageAZ5YV/TKxWMwYe8vlsqlYisViRghRVPH1ZNk1oyyBQADDw8PYvXu38e0Eg0EsWrQI6XTaVEsxcsPxDnaaSN7G6Al9N9FoFK997WuRSCTws5/9zFdwuK6LV73qVajVanj00Uc9fhtgZG6V7I0jj2PPsOLagIXVIHAmP8sLGb1u3aHXrTv0unXHTF+3Tsfvug/OQsdOpSQSCRPFoKGXYiWXy6FQKJiqJ6aomMaRvW8Y0WE0hBs3BQz760QiESxatMiIqmw262nKR9Ekq5gcxzFpI0407+3tRS6Xw44dO1CpVPD8888jmUwilUqhp6fHRG8YSSqXy0ilUibSxLQYe+AAMAbgRx99FAMDA9i8eXPHaIrjOLjooouwceNGPP7441izZo1H1MhZVUxNAfAIKpmyarfbxlOk0RxFURSlEypwOsBUE6eCc8AlPTbsWdNqtUy0pVar4bnnnkMkEkFPTw9isZgZiMmGfwDM0E4KC6akgsEg0um08fMwLZVOp00/nHw+byqbGCmS0Rg26+NAzXA4jHQ6jVQqhT179mB4eBjZbBaFQgH5fB49PT2eQaD0E3EqOcUD01mMELXbbeTzeQDAqlWrxryWvP/555/HS17yEiMApYGY6TmmyewojeyczB47UiQtpGiOoiiKMnVU4HRADqlkKTXFDSulOPaABlwAZqzCrl27AMCIi0gkYkrCOSOKTQNpIGb6y3VdJJNJU0FVLBaRSCSwfPly8zsb9iUSCSNEKKQYzWC1FudfLV68GL29vchms9izZ4/pblwsFpFMJs0gUAoPps5isZiJHtHzw27NAPDUU0+NeS15P+d18fmyjw4ruVimLhsB0rvEyeayjJ7RINuUrCiKouzfjClwbr755jGffP7550/rYuYTFABy4CbTNUzZhEIhk3KiaZczoljuXSwWkcvlkEgkTJorFouZ43F+VCwWMyZl+nECgQBSqZRJh5VKJSQSCRxwwAEmmlOtVo1A4fRvACaqQ7Ou67oYGhpCNBrFokWL0NPTg3w+j+HhYRPVyefzyGQy6OnpMQKEaSv6eFimXq1WsWLFChx22GHYsmULLrzwwo4enC1btmD16tU49NBDTU8hTjvnPCwKHUa0GE3y63hsz8HieyIFkaatFEVR9m/GFDilUgkA8Pvf/x6/+tWvsG7dOgDAf//3f+OlL33pzK9uDmGZ99DQkBElbOjHTZ9REw7flBEdx3GwaNEi9Pf3m/RSNpuF67rG5BsKhUwlVa1WM/1yotGoKSNvNBqmLL1Wq5nuxfF4HIsXLzZrKRQK5vZgMIhkMukROdz8S6WSqfLq6elBKpVCoVBANps1/Xb27NmD/v5+pNNpRCIR02Sw0WiYwaL06Zx77rn42Mc+hquvvnpUFZXruti0aRO2b9+OG2+8EclkEtVq1aSf6ENiRIdRLl5jdpGm0LG7HofDYc8MLDvtpdEcRVGU/ZcxBc773/9+AMDZZ5+Nu+66C6lUytx+8cUXz/zq5hAadNPpNEqlEnK5nGdiOKM6lUrF9I9hhINCp1qtotlsGlMvm+aVy2WTXqHJNxQKGY+O7CAsZ0OlUinU63VzbA7jjMfjZrxDsVhEu93G8PCwKedmtRYroFi5RR9RIpEwPp9cLodqtYpdu3ZheHgYfX19RrxR0LH/TiAQwBlnnIFf/OIXuO666/C9730PF110kacPzvbt2/GXf/mXOPPMM9FqtRCPx02qi9Vk9AxxvfT5yBSbLXRs7w179TC6A4xUYGk0R1EUZf9jQh6c3bt3G48JsNdounv37hlb1HyApuFgMIhMJmO8OPTAcFYTN+xWq4VKpeLx6nC8AaMfqVQKiUTCI37q9TqAkblMfB43fxqcmfZieowpMaavOI2cGzw7MbOcnZGhcDjsKfcul8twHMcIi8WLF6PVaiGbzaJer2Pnzp3YtWsX+vv7jRkZ2DttnRVlH/3oR3HUUUfhjjvuwMaNG801POKII/D5z38ep556qon89Pb2IhqNIpFIGPHCNcohpewrFIlETESH5y9nW8kZVnwcTcl+JekqdBRFUfYPJiRwTjvtNLzjHe/ASSedBADYtm0bTj/99Bld2FzDcm92Fgb2RnXoHykUCqbZXjKZNGXU1WrVpF7oLWH3YgoOiglWYDEdw6qoSqUC13URj8eNgZmRCL4m01gsVafxOJVKma7LUhww3UUDL5sIygZ+FHQcysnbm80mhoaGkMvlkE6njZiKRCJmhMT69evxZ3/2Z3j22Wfx61//GscccwyOOuooI6p4rN27dyMUChmxRAOznEJOAUhfEkWfNCKzLF72xrEbBMpp5jLiY8/DUhRFURYeExI4f/VXf4XXve51eOSRRwAA1113HY488siuXzSfz+Nv/uZv8Nvf/haO4+Azn/kMXvziF+NDH/oQnnvuOaxYsQI33HADenp6un6NqRIOh9HT04P+/n6z6bLCR5ZTU5AwrUTvC0vAZR8cRiTY2dh1XZNCklEb+ngoHrjJ83GyoojigRVaHBLK6ioApgJKzpiS1VbxeNwIhHa7bc4H2FvSzmaG7MdDIcfJ5hzm2Ww2sWLFCpRKJaxcuRLFYtEjVDKZjJmYTm9TMpk0a6WfiWKMQ0QphPgYAKZiSvbQYWqK0SmKIUatpBdJ/TmKoigLmwmXia9evRpLliwxEY3nn3++61EN1157LV73utfhH//xH42n5Ktf/SrWrl2Liy66CFu2bMGWLVtwxRVXdHX86YDGXUZO0um0iSDIYZkcqkn/Sy6XQyQSQSaTMaKHUR+KCFZfSTMtoxH1eh3xeNxTncUuyozepFIpE4lhFVI8HjdTzJmeorigeGI0g4KAZmiWwQMwj5GP53k6joNkMgkAyOVyZuJ4b28vYrEYenp6UKvVRvlmKFYoUvr6+kyUhp4fpqRovuY4CaamKBJZiUYTODAidihYHMfxTEeX1W9abaUoirJ/MCGBc/vtt+PGG2/E4sWLPX/13nPPPZN+wUKhgJ/97Ge4/vrrAcCka+6//37cfvvtAPamxM4999w5FTgctSBTUUxDyU66nAje09Nj5lWVy2Xs3LnTdEBmxZHsRMwICo8NwJhkWf4szcZMRVWrVezcuROhUMiTjqIYoem4Wq2a9eTzeU+FEr9oHJZTvhmlommX0Q8annld5JiJXbt2mb44sVjMlKxzze122/T6oQmb0S5GuShyKMjY3Vn6mxqNBoaHh01VGxspEjl1xK9HTqPRMOkt9ecoiqIsbCYkcG677Tbcd9996Ovrm/ILPvvss+jv78dVV12FJ598EmvWrMHVV1+NoaEhLF26FACwZMkSDA0NjXusWq2GgYGBKa/JjxdeeAHNZhMDAwNm42Rqg12IO6U46vW6GdDJTZXpF9mUj3ATl9PEAZgSaOkbochh6ouCiyJHjlQIBoMmeiL7y9CEy9fiZi+b+VFgMdrBSBFFGSNX0tfC84xEIvjf//1fBAIBUy0lj0nRxrJ4+ZpM27HhIFOCbGLIsni+FoVOOBw258LUlS1YpKCRk8ulUXmu/DnVanXGPssLGb1u3aHXrTv0unXHXF23CQmc5cuXI51OT8sLNptNPPHEE/jYxz6Go48+Gp/+9KexZcsWz2MmuslEo9EZG+C1dOlS/OIXv8Dhhx/uSU3JhnOydJlrlj9zYy+VSigUCqaBH700jKrI/i0URPTM8LXk64ZCIeNTKRQKpuIrHA4bc3EikTDHBmAEST6f98y/4nR0prdYBg6MCAIKoEajYa47q8hqtRpKpZKJjADA7373O7zoRS9CPB43qToKLYq+YDBoZmGl02kjpmiwpiBkdItRF14reaxAIGDK9ymI+AXAc/14XhI/oTPb/hwd4tcdet26Q69bd+h1647ZGLbpx4QEzsqVK3HuuefiDW94g6dcvJtOxsuXL8fy5ctx9NFHAwBOPvlkbNmyBYsWLcLg4CCWLl2KwcFB9Pf3T/rY0wlHJshKHUY4pAipVqtGjMnJ4RQijFT09vZ60kYUKDLlJfvAUFDUajUjNChMms2mp8Ege+LwiyIqnU57fC2cJs7qq1wu5+kk7LouisWiidTwvGX0JRAImLRXIpFAKBRCf38/Wq2WETqsBiuXyygWi2bwJ8dWUBQNDQ0hEAh4GgsmEgkTpWI6jEKMgpHnzgGlsnxfepRkSbzslwN4RY6MkgEYJWIVRVGUfY8JCZwDDzwQBx54oNmUp8KSJUuwfPlyPPXUU1i1ahV+/OMf45BDDsEhhxyCu+++GxdddBHuvvtuvOlNb5rS60yVWq2GfD5vjLQUCRQPFAQUOgBMmkleIwoYDtJMJpOersQ0ETMaQvHEtEsoFDJpHnpaGC1huTgf29/fbwzGhUIBe/bsMR4dRna42dPUyw7IXCM9RRQUslEgxRbTYBRK5XLZGJ15zjxvihmKj3Q6bXrhtFot8/rPPvssIpEIent7kclkTFNDVoYxtSW7P7OSjMKIPYH27Nnjmd4up65L4SbfO1vU8HdZpaUoiqLsO0xI4LCj8XTxsY99DB/+8IfRaDSwcuVKXHfddWi327j00ktx55134sADD8QNN9wwra85WXp6esxGzEgCG/HRCMu//Omdoa+FaSFZJQXACAiKBpqBWYXFxweDQVNBJFNasVjMVBTRg8NICg3DPT09SKfT6OvrM/OrmCKjuZcRGwBm/AQfC4xMDGf5ONM3srswI0r0vjB6xOowAEYYMcpEMTM0NIR4PI6+vj5zncvlMnK5HHbu3ImhoSH09PSYmVgATISIQociiqlDptzi8TjK5bKJIJVKJWN6lsM9mV7keycNytKnI8c+MDKnKIqizH8mJHD27NmDf/qnf8L//d//mc0a2Gs+7obVq1fjrrvuGnX7rbfe2tXxZgJugMlk0lT70KxbKBRMCiqRSJiNXjbr4/PpGZHRCKax6JVJJBKmCosN9+jBoZeHa2LJek9Pjxn7UCwWsWfPHuNByWQyZl5UIpFAJpMxjyuXy6ZiiREXAOa5fH3O2uL62J2Z0Q1pHKYxWI6voCBh9Ri9NhzcyUGfqVTKTDI/4IADTO+bPXv2YM+ePWbMRSqVMoKEZe1S7LC3jzQe8z1jalDeJyNrjMbJoZ7AiKmcAo9dkjWioyiKMv+ZkMD58Ic/jLe+9a144IEHcM011+Bb3/rWnHtkZhpudvzrXYoZpqFo8qU3RvZn4UYvy7fpJWF0hsMtmQKjX4cpLJmykqXN0lAcj8dNBITpIs6o4pqDwSD6+/vR19dnmu8xPSZ9P4wU8b56vY5sNmtKs5PJJHp6eky0RHYebjQanutFb5LsIsznsRqPfXAKhQIGBwfR29trXkNOUd+zZ48pdU8mkyaNJn1MTJtxnAPfMw4K5bVkpEmaknltpUdHpqiYpgJGKttsI7OiKIoyv5iQwMlmszjzzDNx22234dWvfjVe/epX4+1vf/tMr21Ood+DooIpCm6A9L6wMopprGq1aqIdiUTCpLaY/uF99OLweay2oneEx2ejOgqJUChk0ksyspPJZMy0bilgODlcdlJmNIURHXZNZhqnt7fX9J5hNIeptGw2a/w2NDEnEgnzGJnusSMfvD4ATL+cFStWoFaroVgsYvfu3dizZw8ikQj6+/tNZMt1XXM+FDQ0LrOPjxSBUgzyekUiEc9YDJq9Zdk6y9HtcnEKNJ4TMOK3kp4eRVEUZf4wIYHDDXXp0qV44IEHsHTpUuRyuRld2FzDNAs3MACjfgdg5lUxciNnKsnRDtxgKVgAmIhNOp020QiKHUY8mFahH6ZUKnkaBcrIgyyXpulWzsZiaqper5tGe/T1MOJUq9XMpp/JZNBut9HT04NcLme8LSxN58RypsySySRc18WuXbvMeiko5PwoYK9np1AomIhMX1+fMUmXy2X88Y9/RCwWM8KNnZopJikaw+GwmRsGwNOcUHqiKF7ooZLXhgKPIyPkDCsZqZFpLIpdenTk4zR9pSiKMvdMeBZVoVDARz/6UXzqU59CqVTCVVddNdNrm1O4ScpNTQ5zlJ1yudnJVBUNwowucNAly7Y5j6pcLsN1XVNyTZMuUyFM/TDlwvulCblSqQDYG8mh2ZiRmkwmYwy33NBl6TcAk0LjlHIZTYrH44hGozjggANM1INih8Kl0Wh4/DLhcBhLliwxr8soC7A3LSUHYebzefOdXhyapFkJtnv3biMEKXZ47vV6HUNDQ+a6UghJXw1Ly/leyY7JXH+1WkU+n/dcu1gsBgCeFJY8rhS7XI8UOTrUU1EUZe6YkMB54xvfCABIp9NmnMJCh3+9y7/m5V/vcg4SUzJycwuHw2g2m6byiNEbRh8CgYAZVMkScG6G9MLE43GT4pGl0RQkFFDSj1IoFMwx2ISQ1VOMetDfw9QR10ABJmdIFQoF5PN54+dhaorzsfL5vOnrQ8H2wgsvoLe31wgSOZKBoxOkmZqdjGu1GnK5nDFG9/f3o7e311SB7dq1C4ODg+aYjP4wnUYPkpxZxfeCs7HoD2LaTs7zarVaRrgxbUafE6+VLDmXlVf2GAwpfjSqoyiKMvtMSOA888wz+PrXv47nnnvO/CUOAF/96ldnbGFzDdNHcmaR3RNFGlIpdPidj+EcJ27EjCjQB8KNkKMWKFR4neUmzGNyAwVgNlFGhezIDtdLPxGrlii2SqXSqGgOX5MRHUaRWHLOc+rt7TUNDPfs2WOiINlsFjt37jQl7DIyQ18RjclS6LDfT6lUQi6XM+mvTCaD3t5e1Go1FAoFU27ORoesFmNEiWkxvn+co8XzA2DM3YzYsOKNaTm5Fnp1GNlhGkymrvg+ys8LBamsxtKojqIoyuwwIYHzvve9D+94xzvwxje+cb8xUzKCE41GAYyYSikeiJz7RAHEx9CATM8NUxysBmJUh+kjRocoMihCeGyKHL4HfAyFljRFUyhxs2UJO9fBVE08HjebOQUCz891XVNpxCgPp4pz42d/nOXLl5t+PoODg3AcB7lcDsPDw8ZQzJRZJpPxGKjZwJCvz+MUCgXz/EQigSVLlmDJkiVYvHgxKpUKhoeHTVSH3aLZ2I/XNRAIoFQqeWZWUZww+sXoDO9jI0RGdaRwlI0f2TzRTlvx+sqIDrHTVyp2FEVRZoYJCZxoNIrzzjtvptcyr6AXRZp5Zc8UmTYC4PlrnoIgGo16/DRMJRFGVhYtWmTEA/vLyKgK1yAHcXJIJX0fgHeCNsUZj0szLdfItA6rjFhlZZ97q9UyIyq4IdNPxHPleinO+vv7cdBBByGXyxnfz+DgIEKhkCn3ZvqKFWU8Lh8vI13siZPNZk2ZeW9vL1asWIEDDjgApVIJg4ODeP75543Rur+/31wjRp+YvmIXZ9mRmSZxnodsCEjByfeS6TYej9E+Xic5KZ4CWLYd4Hsvv2S6S1EURZk6ExI45513Hm688UYcf/zxnllUa9asmbGFzTXSmwLARC646fE6SAHDL2AkmgKMlIYD8ESEZITHNrdSDDFyYPt3ZAoLGD2glBs2N3OmhBihYbRBViXxnJmyYUSFgogzsijCuEbZuRmAZ4YUZ0sxUsSBnywHZyWXLDlnOq9eryMej5uxDeVyGbt27TKl6qlUCn19fUin0zjssMNQrVYxNDRkxBAf09vba9JujBTxelOcSKHIyeU0FjMaw/eeDRIZ2clmsyYyl0qlzGeDQoefAb/UphzzYU+OVxRFUbpnQgLnt7/9LbZu3YqHH37Y4y3ptpPxvgQjFcBIPxSKAlmmLU2m0vjLjVFucIwI8DkUEHye9M1Q7MioDkucOR8K2CucbB8IxU+73TY+IAAmUiK7ETNCFAqFjDeIUShuxExz0QTdbDZNlIT9fygMmG7jps10WK1WM5VO1WoVw8PDCAaDphMzv9jlWUbL6LlptVrIZrOmbw5TYH19fVi8eDFWrFiBfD6PnTt3IpvNIpfLeaJFfM+KxSIqlYqZjE6vjmzkx2vGKAvfC0bpUqmUOX/2DOJYDR6Xc68AeFK8jKY98cQT2L59O1qtFlavXu2ZmaVCR1EUpTsmJHDuu+8+bNu2zRO9Wej4dbSVHhaZ6qHnhaKAwgKAuY8bnEwjyb/UmS7ha1EY8HcZ2ZGvSf8KOwezGoqbMzdJWebMXjAAzDFKpZJJvQAwkRzpC6KIoseIa2eFFYdx8vmydDoej6PRaHg6DrNKjOKKaSSKO0a02I05k8l4xJRdps4UVjweR39/P1auXAkAGB4exvDwMIrFIvL5vElPJZNJBAIBE91ih2MKFJavs/yeVVnSm8P3ndcA2NtDqVgsmiaLFG2y8ioQCOCf//mf8Y//+I944oknzOdlzZo1+MAHPoDzzz/f4+nRSixFUZTJMSGBc+ihh6JQKGDRokUzvZ55A82j0tRrzymSvhRgZDijTDUwusPnSLMyjysrbbgJykZy9LpQJDH1xSgHq5xY8cTGdbydz5fVURQ7jKz09/d7yqNZBg6MpOvY3ZkpKa6X3iH2t2ETQUZfZAdiXg9WaLExIrB38Ce9OPTGcEgnI1MUChzpUCwWPecrZ10xvZVKpXDQQQeZOWIcwik7Q7MBIieXs/qLDQu5Bj6WXzJlJyviHMfxdKkuFAqeQasf/OAHcfPNN+OVr3wlNm/ejFWrVuGpp57Cli1bsHHjRvz85z/HV7/6VfMZ4GdKxY6iKMrEmJDAKRQKeOtb34qXvvSlnujEQi4Tlw32KEDkX+AyugKMpK9sMSRnF9kVNgA6VtnYv1M88NhcA4UK/TbcDPv7+z1pKGngZRURBY803Pb09KCvrw+u6yKfz5s0DlMwTGMxwkEhQDMzxQmvBV+DwoVCiB4l13VNHx0Z6QJGSuSlTyWXy5n+QiztZjSGooURGQqe4eFh088mkUggnU4bA3O5XDbpQXqlqtWqGYrKcngaoZkepFBkZIepLb4uhRPfGzn64hvf+AZuvvlmXHXVVbj22ms97/eFF16ITZs24frrr8erX/1qvPe97/V8vlTsKIqiTIwJCZwPfOADM72OeQc3fFnhwpSBXfEiG/TJyI40ptrDO2XEhpug3LyA0WKHIguAEU3yNfgYvg79QzQKt9ttI3pYWcV5Va47MhGcjfLY1C8UCpmIDrsYFwoFU5VFsy4njyeTSfT29ppKLCl84vG4mUdFEy59LLJ6i6k32cWZooK+GBkZAUbmW2UyGU+aKBQKoVQqIZFIGFGUSqVMRMg2X3P4aLvdRj6fRy6XMx4dNjBknyFWUlHoSIOxNKZT7DQaDdx000145StfOUrc8LP0mc98Bt///vfxD//wDzj33HNN5Ev6d1TsKIqijM2EBM6rX/1qPPfcc/jjH/+IP/3TPzVzmhY6sjU/4PXjyN/5s4zESM8OUzrASKURN2/Zd4avKaNDPK700jCKQpEjhROPQaEiTbrSTyOrvhhZ4UZPP4rstyMnl9NoWyqVkM1mzUiFPXv2IBgMesRPIpHw+FwodJrNphERXA/TZe1220RkKMJqtZonbQjsTdX19vaaKFWxWPQM2ZTRpXK5jHw+b8QSX1+WxzOdJEv9M5kMAoEAyuUyyuWyETvJZBKLFi0ygo2NAymEmM6TIiQYDOJ3v/sdfvvb32Lz5s0dxYjjOLjooouwceNG/OY3v8ERRxzh8eP4pU1lBZ9sFaAoirK/MiGB841vfAP//u//jlwuh23btmHnzp3427/9W9x6660zvb45Q/7VbJuMpaiRGw0wImBkFMeO2AB7ow28n5sgv3fqiWKbjym+7NehH4TnwY2XER+mUOh9YZk0xRDTc6ywYmoon8+bc2aXYVY6tVot5PN55PN5PPXUU6bZn5z9xJ+lqKL4k9eSUR2KHYqLYrGIWq3mSV3JTZ0RKHp+eLvrusa7Q6E1ODhoIko0FjN9SMEEwKT0gsGg8RUx9VUqlczt6XQa4XDYNClkGk9WwrVaLezevRsAsGrVqjE/f7z/ueeew0te8hLzWeT5SrFD0cbrSF8Qz1/FjqIo+yMTEjh33HEHvvnNb+Kd73wnAODggw/Gnj17ZnRh8wG/niR21Mb+3umx/J0bjzQhy3JsVh9xI5UCBsCo5wPwGJltrw4FDR8nIzvsJkwPCtNdFDwUOLydx2F6a9euXeb82PMmlUphaGgIK1euRLFYNBPI2XuGXiFGxxiRYtRFCji+NlNeTI1VKhWPkEgkEma9jPJww5djLzgpndeNEZtcLodIJILe3l7zfJ5ruVz2pK2YJkskEkaocVYWU3XJZNJElOhvYkVbT08PAOCpp54a87PH+2OxGHK5nHldVnIxUsXPgfzZbi4oxY78zCmKoixkJiRwpLcAGNlk90f8mrCNlbbilzQoy+oo+jSYupF/kVO0yGZ7FAMymmOXE8t1ysiOrFjieuhJoUmWx2QazO75w340jNxwfSw1B2BmYPX19aG/v98YnFmKzugI18ljVioVE+2gAKKIYONAigXOo8rn8ygUCkbccBwDe/Sw2onXkBEqRm+YNisWi6ZSivOvotEo+vr6PCZr9heSg0z5vrEqjNVZ0njMgaV9fX049NBDsWXLFlx44YW+QsN1XWzZsgWHH344XvziF5vrzy7LHCcho05yIKxtUucx+V5pKktRlP2BCQmcY489Fl/96ldRrVbxP//zP/iXf/kXrFu3bqbXts/gF+WR32Xayi4t92vlz42YokIaVQmjPHLmFX0vssmfLHW3TcfsgQOM/HXP15ApD0Z8gJEOzDQFAyMeHa47k8kYkcEUVzgcNqXoXAMNxYwOtdtt5HI5s+EymsJ+PDxHNtpjYz96YLLZrBFRfJ6sGGPDQ/YAomChv4fHKZfLGBwcRDQaRSqVwqJFi9Db22uaIDJ6FAwGTRTJcRzzWhQRFI8UXezGvGHDBnz+85/H1VdfPcpo7LouNm3ahO3bt+OLX/yiZ1YYxSnPv16ve3obUezwZ+kLk5836e3i/Sp2FEVZaExI4Hz4wx/GnXfeicMOOwz//u//jte//vU488wzZ3pt+yyyLw6AUdEbYETQ8DaZcpCmYQoZYKTdvxz9wOonO8ojJ5dz47MjQ9z0+RosJ+fa+TqyLF1ONmcqhsZcRgbC4bCpNGLkgRs0N3r5s2yayIhKpVLxNB1kpRLTajw3Tvbu6elBT0+PGQXB6rBqtWqiUbxO8jxoGK5UKshkMkbkcJhoPp/HM888Y6ah9/T0IJFI4IADDjDRmkqlYsrL2b8nEokYrxNTYxRa69atw+OPP47rrrsO9913Hy6++GJPH5zt27fjne98J8444ww4joOenh5PB2v6kviZ4LnwZzmBnl4yIgUPP5/SA8b7tCpLUZR9nQkJnEAggBNPPBEnnngi+vv7Z3pNC5LxRI9tYub98jY7uiP76khvCf8y58Ylh4IyJSZ74DC1wccxssFoiay+sqensxcO19hqtcxjABghQ1O1LBsH4OmB4ziO8bD09fXBcRwTUWEFEwUK06ZMA1EMNZtNpNNpxONx9PX1mWovVv4VCgVPxRZFCaMtiUQCPT09xoxcKBRMs8Hh4WFjZu7r60MsFkMqlTI9cnje4XDYnB+vabVaNWm4SCSC9773vXjxi1+Me++9Fxs3bjTXa9WqVdi0aRNOPfVU7N692wjSZDKJRCKBxYsXe4Qg18nzoKiR32WER1bp2eZ3+XmUnzHb0KwoirIvMKbAcV0XN954I77+9a+b//wCgQDOOeccvP/975+VBS5kbNEjm9rJRoDy2gMwkRI5+0oaTOVf8tIHZJeEu647amPkqAOKETndXEZ4uG6+hhQ+NBxzbVwfIzr0xYRCIaTTaU9TPqZxeD6xWMyT2mKERnY4rtfrxrjMKipgRDiyXJy9ayqVClzXRaFQMOfBpn40QdPUm0wmzfry+bxp1vfCCy/AdV1PFVYmkzHpKGnold2OZVrrhBNOwLp16/D888+bcvCDDz4Y7XYbu3btQjKZNKnCoaEhk15jf6JMJmPEmHyPODOMUSMKWYo4mYqUURqZPqX4kZ8dKXY0uqMoynxnTIFzyy23YPv27bjzzjvNXJ9nnnkGn/jEJ3DLLbfg3e9+92yscb/C9ubYomcswzJ9MfKvbaYoGPWwx0ZQ8DBSA4z0/+HGyCgP/7LnJiojPHJzZGqImyErf6RBmuXYLHen34WGawoRdiJmJVc0GsWyZcs8Iy9oMua50NfD8+Bt3KRZ7s2oFZ/HPjpMm/Ga8fvSpUvN4wuFgqkSy2azaLVaRoRwoGc8HjdVaRRMFKW1Ws281tKlS1GtVrFy5UoTyQJGKriY2rLTbezKzIhVOp0e9f7wPZJ+HTkyQhqOpYCRVVlSAElfjxQ6Gt1RFGW+MabA2bp1K772ta950lIrV67E5z73ObznPe9Z0AKHG5H0n8wVtughUthw07G7ItudkfnFqI2M8jAtRXOw9ONwk3Ucx5SD8zn1en3UdPJyuWyEDEUaK/FodpaGV0Z4uM5MJoNMJmPWUqvVkM1m0Ww2kcvlzONZ3k0hR08MuyJLj088HjfRq1qtZozCsjKJKR9eMzYEtNOIixYtMiMtisUistmsSaVls1kTMUmlUh5hwfeQ1WL0KMkqNApLfvZkhRuvGx+fzWY9A1R7e3tNVAkYSTfRuyMjPABM9Ilrs71hUtzIzyPfe+nvsY3KKngURZlLxhQ4zWbT13PT39+/X5SKS+FA5F+qc/0fuF/Fiy16ZIpBjiOQKRRZqRWPx81x+CWrtOSmJodnsndOIBDAzp07jVeEGyv7xci/+m3zq1wPAOPnoTeHvWcAmKGaUlwxSkQBxggPU1+8ZvQN9fb2GiFUKBQ8JltGfiiEgJHZWMHgyJRxfh6WLl3qiYblcjlPB2Y5N4vCjMcD4Cmjp/laNmeUApA9g6SxmyKpWCyatTJVyKGhjGzxs9FsNlEqlUzXapb/s3pNChW5DtkKgaKLKc1O0cO5/reiKMr+x5gCRw7WnMx9CwHZX8Svr43EFjxz+Z+5LXrkmrlBSqEjy4/tsnR+ySotlpcDI6XqtiGV4wqYDgJgesTU63VPY0G5aXIT5Tnwd/k+cFOniOF4CabnGL2hURqAiQQxQsN0VaPRQCKRQCaTwaJFi9But80kdabYpNhhuofDPpkyCwaDxiPEsvpFixZ50kNcG3voMBVHwVGpVExDP/qLGJlhJ2hG5+SYC66BnzlZscUUmvTzMD3F91h2Z240GmbcBh/L15dtCni/TJ3K3kz83MnIoy14tBxdUZSZZkyB8+STT+IVr3jFqNtp9txf8BMudtl3J+Ez16JHroHRAm5U9sYkhQ8FhxQ90sTMXjvy8XLD43RubnTcpGWDQ4or2eyQYod9aQKBgCfywDVIz08kEkGz2TRRHoouVk5Jf1EikTCRKH6OpdeFwzoBmHSXHFBKDww9LpxBRaHDlJOE0RuauhltkX16WAnFx/PcKpWKidjE43EzGoLXiqKN87R4rWu1mhEmjuOYlCFfj12ZZVk5GwdSfOZyOQAjYzBYzUXRZ/doYpTJ7ulEAcp0oYziyc/WXP9bURRlYTGmwBkYGJitdexzdPrPWG708zXaIwWPHOvgtykx0iGfJz00TG1IkcQNTBpVZTkyv9OHwhSW7FpM87EsZ5a+D0Z2+BiKHABGYLCiCYAREGwCyPNkNRIFkV8VV09Pj4nQUHBQjHDNvJ8bNsUfxQsAYyxm5CufzxsRwsgRrymvJ9+jVquFbDaLSCSCYrFoBGYikUAsFjPnHAqFUC6XzfvKwZ+sWqtWq55rJbsg29VWmUzG03OoWq2adBYjdDRQ872QHi/p1eH5SH8YP1N+6Sw7raXiR1GUyTKhPjjKxPHzG0w02uP3fbaQFTQAjGjxS2vJwaC294JpFdu8LNNR8osbomwoyAgC00H8mfexUkw2FnRd12zijBSxFJ6ihB2MuXamy+g5YZk4sNfjU6vVUC6XjZjhxs6xEACMqZol4Ey/Mf3Efj3VahU9PT0mTUfRw3McHh42oyjYj4dpqEajYYQQIzc0cjcaDWM0ZqqKXaUdZ29FWzgc9pwjozt87/g6TPNJAcrIDj08AEwaDYBJpckoFoUOo2uM8Mi0lv15kv8epEDyEzvyMytN0bxNURQFUIEzK4wV7bG/zyfhw7+sgdEjJWzhIs3YjMZQLDFiAng7Odt+G0YuKB5YScS//pnSsgUQy6cplACYuVSO45iKItnTh8KDIoc9crieaDSKRCKB/v5+T9SGPXYYReJx5UbMLsZMuzUaDSSTSfMcCqlKpWIiR4lEwpSCN5tNZLNZzwiMRCJh0m+ccA6MlJIzOkM/kCxL5+BPCg0504uChCkrnr9MHVJwyGowmXbj+8MolvRucY6WTElRAMnmlH6duHks6f2xK7T8CgHk/fJnFT+Ksn+hAmcO2ReFT6fKLSl85Bwr+y9sihj5F7pMX0hvjazWorfE/qtfGqVlL5xsNusRWEy/UCjI1JHs9sxUjPQI8fXZd0aalBlZoqlZjqRgFEdWJEkB0NPTYwRJpVLB0qVLTVUX02VMR5XLZSMqGEniuhgZ4znIPkb03DCyxkoreRxZ4UVTMYUaS9QZoWIFGN8f+Vz5GaSwYwSH6+A1oriVI0SY2uPnRw5Ilb4/u3O39GfxGvt9l/j9u1EBpCgLCxU485CJ+Hv8fvd77mz8py17nwAw0QFZwWV/8XlS7ADw/DUu/4rnfRQ/3OCYmvIzttJ3I8cZ8LW5kTKtxcZ8fB0ZlaAvR3ZlppBjhRVLu4GRcRgy3UNTMk3LfD7FRyQSQU9Pj2ft7KvDPkDsfcNojUwJSuMwo0KMsFAMMZXHQaitVsv0FGIEiakwpvPYtJBpM5qaeV6MJrEFgBRGNDfzsXyvGD2TfXekUJQ+Hn6XU+4p5FzXRalUQqlU8viIpPmZ+Ikdv38/QGfRowJIUfYtVODsQ3TyIsy3iI9Mbcl1ySiP/JJ/ifP5tkFZ3k7/jTSyyr/iufGz2y9fm2kXpob4s0ydACOeHnpW0uk0+vr6TPSIKSvOteKxaCyW5y0N26lUyogNVnjxO3vSyI06k8mYMm4+luIpl8uZdBuvNcWFrHBi6TtN2RRUiUTCM52+UqkYPw2jMbFYzHR3pmCJxWIeURiNRk1lGYeLAjDDQKX4YrqMopbeIPbsYXUc30tG2KQx3Z5sLyNXvPZSHMkZXDyOjS167PfP7/M93s+Kosw9cyZwWq0W3v72t2PZsmXYvHkznnnmGVx22WXIZrNYs2YNPvvZzxovhjI28z3VxWPKii1+l5sSv8tGdnLd0sdDYSOb89mvyc0P8KapWOosDcKMlMixFbZxmhGIVCqFUCiE3t5ez/BQihV6UWgCloZgGnmj0Sjq9Tr6+/vRarXM4E55ThQwvHYUBPJaUgSUSiXUajUT4ZDpIVarcS3ASEqN0RQKFU5hp1iiX4e/53I5E53jwFIpKBKJhPH/SOEqRSAFKsds8P1iFImmZooxGZ3j+8pIDdsP8HPByA7TatIgzmsmS+TtPxpUACnKwmHOBM5tt92GQw45xHRe/fznP493v/vdOOWUU/Dxj38cd955J84666y5Wt6CYCrCx+/50/UftDye9KbISM9465TGZm5+tj9Imlvt82OqhgKgp6fHM5eKqSk52oFGY0YDmKKKx+OIx+PIZDLGWCx76LRaLTNni40IW62WSRXR58OBoEz9MG3G86bHiNErRkJarZbp3yOrsyhq2HWZr0kvDtNoPJ9YLOYxanMWGMUAPTsUmPQx8RxSqRSGh4dNhKfRaKCnpwehUAipVMqkpHiOjJLRuF0sFo1BGoAZLMpSd0aR5GeC75H0afH95ueCwhWAp7ElMBIdYi8gGemRX/Zn1/4sdfrZ79+VPI4KIEWZOeZE4OzYsQMPPPAANm7ciFtuuQWu6+Lhhx/G3//93wMATj/9dNx4440qcGaIiQof/jxe1MfvWN2syTaN2q/vt5FIg60d6eGxKAj4O++X/Vi4BkYDGE3hBtpqtYwPhyKCVVfSSBwI7O0s3NPTYwSPrPbiSAbZR6dUKqGvrw+JRMJEIOQ8KkY7ZL8hbtQcI0FBRmMzxZtszMguxxRYbA7ItFepVPJEZxhVkWX6uVzOzNiiQEkmk6YCjGvhtWBzv507d5poESNDFHW89nIKOwVisVg0BvRUKmUiNuz/w9SU32dUvidynhg/I3avJ7uXkazgkqJHplJnWgCN9bOiKGMzJwLnM5/5DK644gozXHB4eBiZTMb8Z7J8+XLs3Llz3OPUarUZbUZYrVa12eH/j180xQ9uTk888YT5fSbWMJFNQ1ZmSb+PvTHRqyIjQjJKwe/Sx0MxwTJzAGYzp9+FIoUbrOwg7TiOae5Xq9UQj8exe/du1Go1UyrOERlcKyMPMpIEjEQl+DwAZho7108REwwGTZk8513JijRGdRgFkT2NGJnh41gOTyHF+2XXZcBrJmc5v6zUkiMkeCxeK743TCeySowpONd18fzzz5soDz09fF35Xtu/y8+OFL38LsWQNMJLU728TX6e7M/XZD7bfp9rm6kKIP2/rTv0unXHXF23WRc4//3f/43+/n4cddRR+MlPfjKlY0WjUaxevXqaVjaagYGBGT3+QsDvP+YnnngChx9++KjHzkTKa6wIj52aks3lbD+P/Ze530YHYNSmzSiP9HzIMnLpLZImX9kAz3VdPPHEEzjkkENQLpdRKpVMeiifzxuDMVM07C0jRQCFEOdeSaEkBZkUaXITTiQSZro6j8fjUFzJmWByYjmFk/Q7yfJxe24XPVaE14jdkelzkmZmOaiUgqdWq+Hxxx9HOp027yXTcMlkErFYzPRC4iwv2Y/Hft/l54GfF0YA7c+U/NzIcyB+n/Xxfh6LsQR9J8YSQfp/W3fodeuOmb5uncTTrAuc7du34wc/+AEefPBB1Go1FItFXHvttcjn86aN/o4dO7Bs2bLZXprSBX5iRW6EwOSMmZMVP/YGMVaESQoCP4+G3VFXejJkFEiaWRmdcRzHeGhkjxwKBXpVXNf1lHDT8Mr0TiqVQl9fnzELsydOqVRCNptFvV5HqVQyEQ3CqAo3dQoJTnPP5XLmHJnO4lr5Orw20h/EBoXAiCeHJey5XA7tdtv4Y+RAUJm+4/0UaLIfEa8Rr2koFEI2m8Xw8LCJGjElRvMxj5VIJLBs2TIcdNBBRsBxnEQulzMihCKLqTFWkdEULdNRUgD5RWrszwFvk2Z3O4UlP2v83e/z7Rf5mUw62E/4dPr3wPddU2HKQmbWBc7ll1+Oyy+/HADwk5/8BF/72tfw93//97jkkkvwve99D6eccgq+9a1vYd26dbO9NGWaGUuszJT48XuMndri79zIGB0ARlIU9HbIqI+MxtgpDm4WTMUEg0HTeVhWNkkDM8cwNBoNlEolMxBTbrbsTZPJZHDAAQd4+uPQy0O/SjAYNJVaUvAEAgGk02nj3ZFjKGSHZqZiKHbi8biJNNXrdSNM7C7SshKK14dzwFgtZvugenp60G63zePi8biJ/Mi+N6VSyQg0Pp/VW9FoFLt27cLixYvNbYzmyIo4rpPVYRzMCsCIJQofWbYuGyTaaS476iO/ZMSHj+vUm8eOMtoesk6f7W5EkHwdvzSd+oGUhca86YNzxRVX4EMf+hBuuOEGrF69GmeeeeZcL0mZQWZK/PgdcyKix34sozJSwMjIDYWPnaagEJJpMEYR6GWRYoNfcpQDDcGywSENuACQyWSQTqfhOI4nqlIsFk2ajJEirleKh/7+ftPNmB2TpVAqlUpGkMmmepFIBJlMxpx/IBAwVWK1Wg2FQsEYmIvFotmsZZdiloHncjlPc0IZWWEPIJqgOVuM15ti0HEcvPDCC6anj2wiSHFGU3Imk/GktxxnbxPCQCBgxJ4UH0yxyQGkMs3FtJsUbVLA2KlRmdYC4KmC42fE/gzbn3e/iNFY/x7GEkEyOuX3Gp1+nogIsn9XIaTMFXMqcI477jgcd9xxAICVK1fizjvvnMvlKPOE6RY/fsecTKQHGNnApHdECh25idHoy7/g+Tj5mvbwyd7eXixdutQzVd11XfOdP3NDluXNfX19poMxe/owtcUp5EyTUYwwhcXxE1wnhQmjQ8Vi0RiWZWNEGX1JpVIIBAJYtGiR2Xyr1Srq9ToKhYKpPmMkhtdTmq+ZfqNBOJ1OIxQKmXEW6XTaiAyKvWeeeQb/93//h1arhQMOOMAYl2VzP/bToek5mUwaQcmfWfpOsSHN4kzf0dzsuiPtBShyKE75nspqMCkuKGrk50bOMZPRnk6fVflzJwEiU2J+OI5jooljiaCxhMl0CCEVQcpMM28iOIoyESYifuTPY/2H2yn6M5anxz6OFDy8XxqZZZM6AJ6oDo/FzVGWdDOCZPdwoUeGpeoUQHIz7enpMRt0rVZDX1+fx3jMnylkKM640bMvEEUVhVGhUEA+nzfpnlarZXrs8Frwq6+vD41GAytWrDARJqbXmLJjCbjruiaCIqvSarUann/+eZPeobh5+umn8Ytf/AK7du0y133FihU48cQT8YY3vMGMkqA5OxgMmjQaGxdy3SzN5/vB94xeIlnRRRHE68H0WT6fNxEuRuvY7JBRK3uEhBRAUgDLtJV8nPzZ/vzan10/EWR7huRn1Y+ppsPk63T6uZMIGuv4KoSUyaACR1kwTNSDMJHojzyGnYYaT/RwM7NfWwoeWfJNEWMbVfllVx657kifGqZt2NhPDg2VgodrpN+HfV/k71wL5zvxXBiRWLRoEZYsWeKJbAwNDZmoEaM+jDIxnQTAVDb19PSYSA3TY67reqq/WOUlzz8UCmF4eBi//OUv8fTTT+PlL385Pv3pT2PVqlV46qmnsHnzZtx66634xS9+gTPOOAOZTMZUXVEsMC3F6JNMHcoKLs7W4rXmdWR0hukrpt543SjiaOaWnwUKR/lcfskKO5k24jFtMczPh+OMjESRY0v80l18LuF5+H2ObTHUSQTZ/zbmMhpk/65CSAFU4Cj7EZON/vDn8dJffr4Lv+dwE2MaRR6fYwq4odj+CFnJJaMN3EyYguFzKVgYEWFagtEFx3HMRkwTLgWG7PFDocSoBTdzbtxLlixBJBIxTQR3795tojOMknCtzWYT+XzeiAVu0Ox0TCMyo1Ls+syqrMHBQTz99NO46qqrcO2113regwsvvBCbNm3C9ddfj3A4jCOPPNLMIotEIiblFYvF0Gg0TIk7p6Xbpe1MvVEEATBjLCg2KVzoAWJFFt8vWaHmuq5J+dkpK74exSQ9STIlKs/VTonyGlMoyZSXTH3Jz78cHGt/daKTAOLPk40GjfW902v7/a5CSOmEChxFweQqUCYjgKQg8fuPmJsTTbKMCAAjPXhkx2UZkeB9jAjJdBU3O+mvkZVFjPZwXRQypVLJpKZovqU3p9FoIBaLmegMhY88Rl9fnxnbsGzZMiNQmKbiCAdGHugJojFapnESiQQymYy5Vvfddx9e8YpXjBI3vN6f+cxn8L3vfQ//+7//i1WrViGbzZoydtd1TYVVMpk0ZedsSsg+PzIyQo8NIzzScyP7I2WzWSMW6CuiwZkVcDICI/sR8csewcFojvT1UFTxZ77HfDwAI1qlQJbpLX7WGGny++zbgqTT736MlxKbbMR0NoWQfdyxhJGyb6ACR1EmQLcCaLzf5V+//Fn+hW8/T4oa+7nSuCrTPjymHIhJjwmfS9FDHw6FC6utSqWSGQ1BAzOPK1MjNEBzM+agz2g0aiJF9A/JKesUcLLBoDzPfD6PwcFBfOpTn+q40TiOg4svvhgbN26E67pYvHixiUQx9dZu752uvnPnTiMWKF44KZ39eeLxuFkjrx+vIWdrJZNJcz0pHMrlsok+AfBEhjjWIh6Pm1J0u5+RNK7TsF0qlTy+Ha4dgKfNASN00tTOzwavEd9HepVsQ7QUETx3eY39PqN+aTG/Ki37c+8XDepGCNm/z5QQ8usfZL+OCqH5gwocRZkGphIBks8ZLyLEzc2OCtkeHSmGaEqWXYy5sTINwl4vjGpwQ0ylUiYiI30mrIxiI0F6Z6LRqBEwAEzVVSwWQ6vVQl9fnxFQFAGyygqA8eoEAgGzGe/evRsAsGrVqjHfB97vOA6WLl1qKqLkoFKeR7vdRqFQQLVa9Yx3oGBg00T2AuJ9AFAoFBAOh83YCxm14XOYepJzw3K5nImEtVotkzpjOo0iiuX0jM5IAUiRIpskUngxQsPjyKiUbGTI94vX3I7wSAFDwSSbd9oRRPk57RSJsQWPn6CymQ4hNNa6/H7vtAa/x042KuS3LmXmUIGjKLPAeP+p2cbk8UL98lgyRcEUF29nRRZ7ysi5U4zSAPCUtksBRE8ITbjc0KSwYaRINjJkdCiZTBrBw9u5ScfjcfT09JiKLh63VquZHj7cWPv7+wEATz311JjXmfcnEgmTqpHl6BRvPBdGeVgGTnOxTM9xAKscEhqPx03KjetvNBqmDJ6iwO6cnEqlzHVvtVomisLnMFXJ51HoSHEFeOdssd2AFEOM/Ejjsoz4sN+R3PTpR5IClY/nseXr2X2A5Hd+Tvg5tD+vE4m2+PnQJJ2Ehv0HhBT7nZhoVKhT/yB7HfbP9hrHW8dEf1fGRgWOoswTJhsF8ktvydt4HPnXszQrRyIRT4m0/IucZmUeT3qAHMfx+FGY4qJhWZakM/XFLwopGpgbjQai0aiJLqXTaXNMRosajQZ6enqwfPlybN68GRdeeGHH67N582YsWbIEixYtMkKGoyfsxoyMfPC6yBlhFGJyWjl7CvHx7LHDbs2MggUCexsghkIhM1qDHqNdu3Z5DNZMU/G5vNa8vhQe4XDYVMOx6zPFmhTGdsqQ11xe/3A4bN4fngvN3bIUne+/9Bc5juMRZXLDl8+lWLOFg1/aS35W+b7YQt3v30QnQdRJMNliq5uoED+P8pzsa2+vx4+xUmTydxVDU0MFjqLsI3QSQHbkxxY59n/qcqPxS2vZG5XckGR/H6ZKgJEeOBzCaUd66H+h+OFj+ZrcNNhUTwoM13VRq9Vw0kkn4fbbb8fVV189ymjsui42bdqERx99FOvXrzc+Gp4LI1ZyM2bVWiwWMz4dnhMrxSiMeByuiRs+o1cUIhQu0jBOkSAbNbL0vl6vm/eP74U0AUuR+cILL3jK5tmtOZFIIJlMesrOuWYpTAF4UozZbHZUmTmFHoWLFF4yjcXPiRTF/DzZvZ5kWpVfcjq7TKPJz3en3+XmL0WLHJFh/xvx+12+5nhpKr9UXrcpMr/fxxJD8pzsn+XvY4khez0T+X0hoAJHURYQ8j9O+z9NP+Fj/wUru+3aVVzc0LjBMvXDjZSPZbk6U1yu6xovD7/kEFLZYZm+E1mS7jh7+/yccsopeO6553Ddddfhvvvuw8UXX+zpg/Poo4/iNa95Dd74xjd6BAlTQawAkxEvab7lNaMxWhqUZXk8IxOyGaAUR/QmMbrD41L4yKnoFDNMJbJk3X4ub+NojOHhYbMOCho2F2S/nUQigXg8jlQqZZ4v3z8pMqTIJDwmMCKA+JocnyHndMnPmFy3/PzINJFMrdqRI7lWW4TYpmgiHyv/PdipqW4FkR0NlY+Rx7DPcSJiyH69sdJzkxFDY/2+PwgiFTiKsp8g/2KW2P/h2cLHHkPB/jr8z9w2stopEnsWE4d5SnEjS9ilSGDkgz6iD3/4w3jZy16Gb33rW9i4caM5hxUrVuC8887Dscce61k/N2OKBY604DkwhVYqlcx1YUQmENg7pFSKFyl8+Fx6ahKJhDFZS3OuHIlQLBYBwJTvAzBihl4eOc1dRgy48UejUTO6AhjZqOVMMPl+SwM5r8WOHTvQ19fnSctRjErDsnwP+Rquu7fzNKGwkN9tUzaPx2ovPyEuBa0UQ1LQyOfa0Ub7u/QI2eJHVn/ZG30nQcTrwGsgX4v4/T5eqsqOkPK7XBevv9/rTGd0aKzfpyqI5gIVOIqyn9PJs8D/0LgZuK5respwM5JpJL80EDc8eUzZRZiVUrK6if+Zy14trLQql8s45ZRTcOKJJ+LZZ5/Fr3/9a6xevRovetGLzHpkWkymvBxnb98elmnT8BuJRMzwTtmTh4NDKYoAmJSQvAbsjszHA97oAM+33W6bKeY0UctoF2daMSJG0dFsNk2kh6/L60tBwg2cpei8j9fTPrc//OEPZvNltZccfEphyPVSvPI9pVDhudLDQ8Frp6u4Pkat/Lw7Mv3G15Rihq/F+xlBkikxGU0LBEZ6DsnXkdifUdvMbX9+GfmyGUsU2bf5CQF5X6eIWKffJxsdGk8QjZeu60YQ2QJttlCBoyiKL2MJHyl6+N3u4SInsEsPhvwZGBkb0G7vHaFAwSSFEzsPAyORnz/5kz9BOp3GwQcfbCIq9XrdbPCMvrRaLZTLZSOSms2miaQwWsKNPZVKeaJVbFDI86Qxl0bbdruNTCZjDL/8zudRVPAa8HZ2Peb1oGdHirpms+mZb0VRQQFE0cHIDyvWmALj8/g46beimVtGyXh96D2Sz6MQ4GBVCl2+b0wtytSX3YuHviDCY8pIlYy+yJSQFBV8LQpPiiWesxQ5fLyMjEjRxNv5ubWx01Hlctn0N+JnV4oSW5DJfzM2fq9nC5XxIkVjRWo6iSG/17HxE4Kdfp+IIPIThbOBChxFUSaF/dcekX99y78qKSoY4ucGzo3JLj/mpsnnUyxJ3wo9IMuWLcOKFSs80SRGVNiMsFqtGg8Q00/VatWMTmC1Fwd+klAohHQ6bSqaGAliTxtu4Oz+zGgO02m9vb2e3kD1et00OmSzxEKhYDa6aDQ6amwEPUE8Lx6PVVp8LADP/DG+D0wXscyf5maKT56b7DIt0yVcM4/Jc6UoY3pFRn4o1mQaiOtkhRijUnK9MqLDzxAFDtOBfO8YHZIpMbmRyrYLcjq8XA+PZ4sov1QY10PRys8mP2N8vKzksj/fvE0KW/l6ExFFfsKkU7TIT3TYwkReg7GOLYfB8neJnwCTt42X3popVOAoijJt+P1lKUWPLLlmaopfcpOSKQx7bheFBiMC3Gh53EwmYwyz0jMjPT9yKClvp+CpVCooFoumFw5FFQBj4E2n00aMZTIZs/FyXawW41wubqDJZNJEYhiBqNfrZiJ5pVIxHheZjpEpPek9kSZlYKTho4wmBINB05GaUadsNovdu3ebGWjyeHxNOatKDhCVopO/h8NhI4Sk0KD3iZEuppV47mx4yPecz2PURQoCrotl7rzWjOjI6BPXxZQTo0vS72Nvyoz8SHEgvUjhcNhca3k/vVZ8PR6fop7YokMKok7Cx+/38YRDN8JI/uz3B4yfWPKLVNml/fzOP2pmGxU4iqLMCvI/aza0A0bGEwDw+EzkTCX51y8Fguvurc7iqAfpi5HelkgkYh5jR4P4eqyWogCSUZ1sNotyuWyiPYVCAUNDQ+Z8GLnixPRGo4F0Ou0pAaegYrk8TdTcOHp6esxmT9HSarXMpHdWT8n+NYTVU9zMKRgoZrjJ0B/luntN1Xv27DGpOscZ6TYdjUaN+ZjjKmTaiu+V3LSkeJWbGq91OBzG0NCQOb70GLmuaxox8rPBKFM0GjXvJdNf8jwZyaGoarfbRmjKzsv87leeLvsSSVHEa8VNn2JYGqxlBESKHn7n50Om52Q6TUZE/ASIn8CwIz+2Z8lO98k1yWPbTEQYyWiT33rt17GvyWyjAkdRlDnFjtbwP09pZPbbQOV/5tIYaleiMIrDDVWWv3OzkcJHVn0xTUOfCtNKlUoF2WzWpLoajQaKxSJyuRza7ZEBn/bIBI5jkAZcbsrSs0QzNL063Gx53uVy2ZPy4jq5ycgoit1YkMKEP3PkBDs3MwUjRzQw6gLATK5nSkp+UbgwdSPTYXxva7UagsEgKpWKSf1R7NETxfNgE0g7uiSjObJcnuKE5ySbDcrPBl+LYo2fI5n2ku8fj0ORy7XYpfY8DgWtTLf5iSEptqQYsB8jU0i8xkwnyi7kfqkiv2PK1BkfZzeM9GMywqjTfbOJChxFUeYV8i9RIsWKFCjyOdIPwp/lhsXHcMOVqTHHcUxkwXEcs3mwuonix3EcYzKVxmZGdpjikjO22OWZGwg3cClcGIVh5ERGchhZooihuIhEIqbcXG6qjDJQoDCdQ+HhunuHl+bzeXM+FH/yusumgTwOxRU3c+nFkeXoPAdp3qV3SaYg8/m8qeBipEeaqDkzi+uhAJTiQgpcvq7d64fXlT/Lii1bPAIjU9+Z9mJUqFAoIJfLmesk2yTICI2cB8b7ZDRHfl4Z0aPYs6Mv0hhtR2kAb5Wj/HxJMSTTu3b6zf63R+zSetvs7Rcp6iSM1GSsKIrSAb8Qu+u6pnEef5d/KQPwCBuKIt5Hs6v8K5hCQhp+pS8IGImIyA2D0RPZxJA9aWgoZtqLKSYalQGYpoeu66JQKHg2ZgAm1cZIihRo3IDlvC3O4pK+EabeKHAo5CgoZM8abry8RozW8PwBGNOwFFYyIgLAmJulAKJ4oRhiGo7vASNGsoqMkRwpHvi+8frzmnLt0nAsBSVFFABjVmf5P8WTFJmMtrHaT4owWcHFyBRFoLyWwGjhTiFiR6FkxIbXiIKS106mHuUoDgCmyaQ8Z74+RYoUP4T3+7U6sL1E8pj2v1N5TJminQtU4CiKss/BTcA2lQIjDeP4sxQ8clBkq9XyGH4DgYD5nceQYyO4KfAYwEjJsjQ6Sy/PsmXLjL+HIoD9eRjlkfcz2sOBmIyABAIBFAoFs0HJtIgUJ/Q2ydeTRlvZh2fx4sXm+HwsMFIy3Wq1UKlUjKlXXkeZAmP0hRGndDqNYDBoIl1MV/GaUCAwosRIjTweh7jyuhK+39IwnUwmTWQkEomYajJGRLhe6c+iKMnlcp6IhxQ/ch4YhU6xWDTvgxS8Mo1lpyApKOTnA4CJsjEyxs+dfA4/28BIQ0h+/mVUiPfbviMplihE+TuPY19fOxoqX4/nLEWq/KOC11gWAfBc5wIVOIqiLAhk1MYO29spLgC+f2naYXn7GDJlJD0zfJw9ZoGv12q1zHN7e3s90R7Zb0cOKWUVFkWW/Ouanh2mUji0lK9hp3XoSWGJOc+JGyINxfT+MKIiN0vpZ5LXhikutgPgGAnex82x0WgY3w9FkdwYAZjX5mYqoxPSRMy1t9ttDA8PG2EaDoc9xmReI1mB5pcCYmSPqShGYewo0PPPP2+Oz/cYgOnTxBJ5ObldRrD4uZNGZtvDIyux+L77dRCXn1v5XHkMijmZmpORHZnetEUWMFJiL//dyFSZFL1+0RsZqZsLVOAoirJgsX0KgP98IL8wvDyGXypBRj9cd2SwKCMxssyZBmMApjkfABM5yWQyRvTweJVKxTMWgqKnWq0iHo+PqjSzIzGyOk1u6u122zMQlekYpmf4HD4G2Lt5cXOV5mNGBvgasgKK11xWq1EMyQoymTqSIoibNqND3IhldITr4bmw8oyRGqbXmE7jgFd2beZ7LavPmJaTIokbPK9vrVYzfiLXdU0rAAoxmSajIGKkR0awKIbk82RKTfb7kSKBz5cCg9ej1WoZYSLfJ54rX4fH4GfITovysyrFlBQ7UnTaxny5LsfZ2ytqLlCBoyjKfoX9FzwwuiOzHfkBRsqiuenKdEQgMNJMT3ZiZqSH33kbN4doNGrSRjQ28/EsbZcmXaaw6FuR4qder5sojPQoUZjQoByJRFAoFNDT02NuZ1SF14DH4EbNBoasukomk+axXCN9SLxG8q9+mXLhhsqoASNZlUoFoVAIhULBiABuuuFw2KS66EPi+yC7KPO9pbigcOH7KNsQUAAxrccGkpz2Dox4R2SfH3vCvPyc8D3iGhgJkik1Ho/XSvp6KPSkH0qOh5ACxI7Y8HhMrcmUlUzpysiQNCHzfZDRGSJL6LkOeXx5Le0omS2aZhMVOIqi7PfY0QRgdCM0+ReqTHkRGa2Rfh75HIocKXS4IRLZxVhuzBQ/ruuip6cHADzGYVnRRVEiGx5yjalUCj09Pejr6zMbPcWJbKAHjKQoaGBmykmmqvg7o0qyUkim5wKBgHk+q4bkpskNk5EcYKTZoBx0Kvu+yIgaRQLFjjRDywgeBQ+n19MUXq/XjcGbm7SMZjGFxWGq7NMj/Uky9UQRIaN9PBd+SX+TTPFIgcDbmGZzHMczaZ5GbEZ55DkAMOJNijV+JmwPjzQ529eM98lrI03yfH95bPmZlh2fZxMVOIqiKD5I0UOk6AFGe3vsahHbjMooAeCdAs4IiG1qlmkO1907uFMKpna77YkAcW0UFbJ7Myu52u02nnvuObOB2dVKoVDIU9HEBnfSo8L1cqNn+iYWixmxJJvxSXOsPfyU14mvQVElN1QKBlndRpHANcr5YHwuz5FREFZDBYNBT8qQkSIpxPje0gNTq9WQz+exZ88eE63g+yOjLozIcJOXPiIKMWBvBZf0rMgSbttvEwwGTYTLFpEyosNrzDVR6LA3kDxfeY3l55PP4VgQXns7ciXXLoee8vH8bMjHzTYqcBRFUSaILXr8oj2dRI8dteBzWT5N4SPTPvZ4Cel3kRVkXI98Lbt5ITfbarWKcrmMF73oRcavQYHA37nJccNn+o0bHs/NcRzTW4fCR1ZxcX2MelCQyNQTBQWFGlNOUqzIyBGvD0UZr5n9HIoEpsVYEUYDtfT98PxarRZisZin6kx6a+incRzHrElGgwCY16fXhxu/HPcBwBM54WeC5xYKhTwRMWkGpviVJdiyZJ3vibw2UmzyvaW3SfYF4mNlVaH07NhRM1skydSVFFzSuDybqMBRFEWZIhNJcUnhw7+Qidzk5CZBASBNtDLFIf0l8q9lpjOk50JGTwYHB7F8+XITNeKGDcBUb7E3DwWQTKfJCEI6nQYAI15YycX+PBQR3Ijp55GiTRqauXkzcsLrIEWT7fGRXYO5AbPHDb94DFmZxPeIaT6KQV5T9uNhBIo9jdhriNdApqJo7K1UKubaJRIJ059G9h6SU+Rl7x2WzUthI0WxFBAygsTzkh2cpZmc4o6PpYCWhnV5LhSj0jtkl45LESSn0DNdx/d8LlCBoyiKMgPY0R5ZtWN7emT0QSLNuDxGMBg0UQBgpFpKih/p97FTNqFQCJlMBplMxmM0lV6edrttUj70CvF+bopM40gPEZvkUTQxysLH1Go1pNNpIy6kn4evxZlYPJ6syJJmVR6v3W6bRoQUMtLnIwUejyH9MgA8aTNZwcV1M0pVKBRQKpXMsSKRiBndwHNlrx++Vzxfro9ilM0gKUr4flM4MUpFY7iMrvE9oTCS/XTk9eB5yF5F/CzI6jRpxpafK7tSju89PyPynKXg4nvLCFE2m+3+H9IUUIGjKIoyi0gDqcSO8EgTszQz+/0u/T28TzYn5AbOSApLzmXfn1gs5vlrXaaDpMmXplgekxPXpSCSHYYpsEKhkGfshaw8Yg8fpqeIFHfcXNn9mFEaKQ5kGo+vI8uwZTUQBY30x/D9kcZnWTLOKBI3d6aCKAApxrjh8/pIMSWjJFwPh5oC8MzxKhQK5v2VkRemyxxnb5VWNBo1/iSKDik++d7IqBWP5RcJYvSK7x0FE8+DUR/pvZHvpxREfgNiZwsVOIqiKPMA24wpjczyuxQA3Fx5u13VBXgntwN7N/7e3l709fV5Ul38yxzwNj6kaZavJ3ueUFAwmsLfWc7OyAc3eb4e1yv/+pcVU3YUiqKQIiGTyXiOAcCzsdKQzVSWXYUmU1EUOtys+Vqy6ohr5gwwXgvpZ7H9TnwPGDFhhEWWyjONxuowvn8UVDIixnPn9S2VSub88vm8xzdDMcJoFtdKQctyePmZoBjhtaJYYSSO/hwKLIos21dGEctrxOfMBSpwFEVR5iF2astu2OZn3JSRIVv8EOnvkRETbv4UF4xWyGNws+QmTUMxAPNXvkw3cbOX/YBkCkzOoOJ3PocpInpHGCHgc/kc2W2XYoDRE26ssr8L0zw8Tx5TVmTJ5/J8hoaG8PzzzyMUCuGAAw7wpGWkgKD4Y/qHz6fnRVZL2T4srocVXrKKiu8D01XASLdj3kdDtvRDcT1y9hUfG4/HPX4ZRoJk00F5nXhtG40GqtUqcrmc72eRVVsUd7L79WyiAkdRFGUfYSJmZlvU2F4gYHQnXFmVw0iB9AjxS6a9GBmRwod/7TOSII8hUyQylSQNzBQALMumd4SijGKBU9T5XHlM6UWq1+smvUO/C5sfys7AstKI4yqY4vnpT3+KBx54ADt27DCPX7ZsGV7zmtfg5S9/OQCYGVi8dozKsH8Qb2PUgwJN+nykGCoWi+b94MgI20dEPxXTkkxP8Xrz8yEbMMp5Y5yFZn++WEkmm/hxqK2M3PDxMuUqmwXKXk9Mtc02sy5wXnjhBXzkIx/B0NAQHMfBO9/5TrzrXe9CNpvFhz70ITz33HNYsWIFbrjhBtPMSlEURfHHT8DYoof32d4dmUrp5PORUQr517pMycj0mUzTyIowwNvBlxs2N3VGURhloYAKBAKm1T8jQIwI2WMVpIeIxltu0uVy2eMRkq9H34uMjgSDQdx555146KGH8IpXvALXXHMNVq1ahaeeegqbN2/G1q1bsWPHDvz5n/+5iZwAI9O9OdFdNsmTFV1cg4z88PpQ2FFIyh4/xC7bDgaD5jq1Wi3TbbrVanlSenIttiimwJOCiGMpKBqlYb3d3tuHSZqYE4mEEbgURTJFOpvMusAJBoO48sorsWbNGhSLRbz97W/H8ccfj7vuugtr167FRRddhC1btmDLli244oorZnt5iqIo+zzjiR7Zu4S32cZnv+dSsMiIj6wAs/053NDl46Shl6kQGQVgFZA0DcvKK7u/j2xoyNtYki2ncadSKYRCIRNpoejhRs3UFI+/bds2PPTQQ7jqqqtw7bXXeq7HhRdeiE2bNuH666/HS17yEhx33HGIx+Mevw6jM9IXJNNhiUTCpIAIn2O/X7Ls2+86UhDKiJC8rVQqeTos06/D6x+NRo1fhwLFTjvJxoOMUFEkUSCWSiUMDw+b90kKoblg1gXO0qVLsXTpUgB7P3CrVq3Czp07cf/99+P2228HAJx22mk499xzVeAoiqJME9wUBwYGsH37dgDA6tWrO3p17OfycfLxRFYpyePICIEUKMBItEAegwKKGyMAEx2QUQe50fI2buiy6otl5DJqQ4HGSAmwN7LE0ntGKbZt24ZXvOIVo8QNr8dnPvMZfO9738ODDz6Ik08+2dOJWaZ6ZEUTBRA7EssSeF4jWbrN9BPTbLLyiuKJvYEoZuSATPnetNttVCoVc31lx2lpcJYdkKUxmek9mpiZxrIjS/K95XUuFovjf0BngDn14Dz77LMYGBjA0UcfjaGhISN8lixZgqGhoblcmqIoyoLBdV388z//M2644QY8/vjj5vY1a9bg0ksvxQUXXNAx2sPvnbw9gDfF5RcNkukX3k+hI03GUhDJDZLCxK7Yka/FSeG2GGLERAoQCg5GgmjMpQ/nt7/9LX7/+9/jyiuvHHUuxHEcXHzxxdi4cSNKpRIOPvhgE30BRqqdZARHijrH2Vu+TRHBpogUk0z5MDoSi8U8/W8AeAQHPUr0QPE85evK7sjSr8PH8RgyOsOIFiu6ZDpQesHkqAdGhXhuFHGzzZwJnFKphEsuuQSbNm1CKpXy3CfDlWNRq9UwMDAwU0tEtVqd0eMvVPS6TR69Zt2h1218XNfFJz7xCXzzm9/EK1/5SmzevNl4SbZs2YILL7wQ3//+9/GJT3xi3P93/YSOxC81Zj+2k9fHzxciK6ukd4fPk3uFnbaRJmw78iS9QjLlwg392WefBQCsWrVqzOvB+3/72996PEqyzw5FFaGviD/LCiueqxR7sppNprNk9ZQUjHx9lp7TZ8S0FM+R10qW+ssIGa+TrKTrVA1le7B4LVhJdeCBB87Jv9M5ETiNRgOXXHIJ1q9fjze/+c0AgEWLFmFwcBBLly7F4OAg+vv7xz1ONBrF6tWrZ2ydAwMDM3r8hYpet8mj16w79LqNz0033YRvfvOb43pJ3vKWt+CCCy6Y9PH9oj02tvCx01zjpci4aUqhw81ebvSyB408tjRTS/i73JTb7Tb6+vrwsY99DE899dSY5877X/3qV+NFL3qRWQNfVxqopQmaj5HXhGu3o2bsnwPARFYoYhghkmMXHGek5w4FjUzPsdKJaSmZGpODVuX9XA8jQVwnr5dcLwWTHY2b6b3aD8ft9ImaIVzXxUc/+lH09PTg6quvNrf/3d/9Hfr6+ozJOJvN4iMf+ciYx5rp/9z0P8/u0Os2efSadYdet7FxXRcvfelLEYvF8LOf/cw3QuO6Ll71qlehXq/jl7/85YSi5xN9bb/vNn7ip9PzOkV/7E1WplfkY/k4P4ElS7Edx8HatWuRSCTGvW6VSgXbtm0DMCJAmBKTkRcKC3Y6pmDjYyiAKBD4s1yfjODQk0PRIqNfMuojr4Mcwiqr3+w0mozm8D4ZlaKPRzZolM/hsWSa7G//9m993//poNP/A7MewXnkkUewdetWHHbYYdiwYQMA4LLLLsNFF12ESy+9FHfeeScOPPBA3HDDDbO9NEVRlAXFE088gccffxybN28e00ty0UUXYePGjRgYGMCRRx45La89XrpqPAHUSfj4HcevJ5D8Lk2w0pvDx/Bx8jgXX3wxLr30Ulx99dWjIl+u62LTpk3Yvn07/vEf/xHJZNKTBpPRGGmGltVH9OhIgSP9SBRAFBXs3cPb6RcCYHr7yDlcfqKDr0WxJIUPPT+ymzGHhcqZVHx9WU5PEcc0mFxXIBAwPqLZZtYFzqte9Sr85je/8b3v1ltvneXVKIqiLFz27NkDYOJektko7ugkWICxzc2djtHJs9kpBTbWa8ifL7jgAjz22GO47rrr8L3vfQ8XXXSRx7u0fft2nHfeeTjnnHOMuKGYYCWTnEElo0MUMrK8XkZ0pCeIPX/kz3ZZPjDSw6fdbpvqMBmxklVwNCzL1BzgLVOXz5cCiUJNVsW1221jmObzeLvruvtPHxxFURRldqCXcaJekkWLFs34msZiolEf/twp6mMfq1P0yk/YyEaBX/3qV3HcccfhS1/6EjZu3Gied+SRR+LLX/4y3vWud3nWIIWELEeXj5EpH76O7B4tRYmdYpMGYVmKbQsPuxSf6S6WnTPCw9J4enak+GFJOo9F0zKHevK1w+Gwp+eOLcRarRby+bzv9Z9pVOAoiqIsUI488kisWbPGVEt1inRs2bIFRx111Lz1M0026iO/28fwO568T5Y0M1V14YUX4oknnsAjjzyCV7ziFTj88MNHeYXkc+y0l4y0yMfYP/PxwMhoB7lmppHs17UNvwA8Zl+mw/gc6Y3h8xg9AmDKySl02JdHeoWYIuOaWA5OIcToFfsCzQUqcBRFURYojuPg0ksvxYUXXjiul+Smm26as41oKkyH+Ol0HP4cDAbx0pe+FKFQaJQItNM4dpM9pqzkbdKfI4USv/zut5sU2uchxY+fELIrxeTzaFjmzC7p//EzLNOjw3SbLHfnwFIKov2qk7GiKIoye1xwwQX46U9/OqaX5MILL8R73vOeuV7qtDMZ8cOfxxI/0rDL2+3SczsCZB9X/iw3f7/KLkZtbMEjjyF/t0WWvF1OOpfzqDjSgqKGk8yl2JLNACly7GosCiSZruLsMA4XnW1U4CiKoixgHMfB5s2bcdxxx+GLX/yix0uyZs0a3HTTTXjPe96zT0ZvpsJExI/82S8NZB+r08/dmKD5u+wSTZHiJ4ZsozMwUtpte4KAEREkxRCFj32esjRcpqgYwZGdjZnmkqkvjeAoiqIoM4LjOLjgggvwnve8BwMDA3jkkUfwyle+0syiUrx0Eixy8jeZTPqr08+TEUBj3c81ysfbHZ35s30e9utwTbJHjjQ+y4ox+XwelxGdUCjkGXo6m6jAURRF2U9wHAdHHnkkHMeZt4bifYFOgoWMJUT8BNBYx5xsGfxYj5O/26kuv+9SwPDx9u9SDMlUFpFl67ONChxFURRFmUamIoDs2yZyXNsHNJHX6LS2To+30192qkymuOzGiypwFEVRFGU/YDwBBEyvCJpMFGis49FALSM2dlUev9tG6LlABY6iKIqizDNmUgT5HX+8Jot+P9uP7SSopE9nNlGBoyiKoij7IBMRQcD0CiH581jNDuXPYx1/JlGBoyiKoigLmMlGg+zfJyuE5O9+vYJmCxU4iqIoirKf00mg+DGWd8dPDMmZWrOJChxFURRFUSbMRFNjwEhvnLlgbuJGiqIoiqIseOaykaQKHEVRFEVRFhwqcBRFURRFWXCowFEURVEUZcGhAkdRFEVRlAWHChxFURRFURYcKnAURVEURVlwqMBRFEVRFGXBoQJHURRFUZQFh+PO1RSsaeCxxx5DNBqd62UoiqIoijJH1Go1HHPMMaNu36cFjqIoiqIoih+aolIURVEUZcGhAkdRFEVRlAWHChxFURRFURYcKnAURVEURVlwqMBRFEVRFGXBoQJHURRFUZQFhwocAFdddRXWrl2Lt73tbea2bDaL888/H29+85tx/vnnI5fLzeEK5yd+1+273/0uTjnlFBxxxBH41a9+NYerm7/4Xbe/+7u/w8knn4z169fjfe97H/L5/ByucH7id91uuOEGrF+/Hhs2bMB73vMe7Ny5cw5XOD/xu27ka1/7Gg4//HDs2bNnDlY2v/G7bl/60pfwute9Dhs2bMCGDRvwwx/+cA5XOD/p9Hm7/fbbcfLJJ+OUU07BZz/72VlZiwocAGeccQZuuukmz21btmzB2rVr8f3vfx9r167Fli1b5mh18xe/63bYYYfhS1/6Eo499tg5WtX8x++6HX/88fjOd76De+65BwcffDA2b948R6ubv/hdt/e+97245557sHXrVrzhDW/Al7/85Tla3fzF77oBwAsvvID/+Z//wYEHHjgHq5r/dLpu7373u7F161Zs3boVr3/96+dgZfMbv+v28MMP4/7778e3v/1t3HvvvbjgggtmZS0qcAAce+yx6Onp8dx2//3347TTTgMAnHbaadi2bdscrGx+43fdDjnkEKxatWqOVrRv4HfdXvva1yIUCgEAjjnmGOzYsWMuljav8btuqVTK/FypVOA4zmwva97jd90A4LrrrsMVV1yh16wDna6bMjZ+1+1f//VfcdFFFyESiQAAFi1aNCtrUYHTgaGhISxduhQAsGTJEgwNDc3xipT9hf/4j//ACSecMNfL2Gf44he/iNe//vW455578MEPfnCul7NPsG3bNixduhRHHHHEXC9ln+OOO+7A+vXrcdVVV6l1YYL84Q9/wM9//nOceeaZOOecc/DLX/5yVl5XBc4EcBxH/8pRZoWvfOUrCAaDOPXUU+d6KfsMH/rQh/DDH/4Q69evx9e//vW5Xs68p1KpYPPmzSoGu+Av//Iv8V//9V/YunUrli5diuuvv36ul7RP0Gq1kMvl8I1vfAMf+chHcOmll2I2pkSpwOnAokWLMDg4CAAYHBxEf3//HK9IWejcddddeOCBB/D5z39eBXUXrF+/Ht///vfnehnznqeffhrPPvssNmzYgHXr1mHHjh0444wzsGvXrrle2rxn8eLFCAaDCAQCOPPMM7WQYoIsW7YMJ510EhzHwcte9jIEAgEMDw/P+OuqwOnAunXrcPfddwMA7r77brzpTW+a2wUpC5oHH3wQN910E77yla8gHo/P9XL2Gf7whz+Yn++//371f02Aww8/HD/+8Y/xgx/8AD/4wQ+wfPly3HXXXViyZMlcL23ewz96gb1pvkMPPXQOV7PvcOKJJ+InP/kJAOD3v/89Go0G+vr6Zvx1dZo4gMsuuww//elPMTw8jEWLFuEDH/gATjzxRFx66aV44YUXcOCBB+KGG25Ab2/vXC91XuF33Xp7e/GpT30Ke/bsQSaTwerVq/HP//zPc73UeYXfdduyZQvq9br5jB199NH45Cc/ObcLnWf4XbcHH3wQv//97+E4DlasWIFrrrkGy5Ytm+ulziv8rtuZZ55p7l+3bh3uvPNOjVJb+F23n/70p3jyyScBACtWrMAnP/lJ49VU9uJ33TZs2IBNmzbhySefRDgcxkc+8hGsXbt2xteiAkdRFEVRlAWHpqgURVEURVlwqMBRFEVRFGXBoQJHURRFUZQFhwocRVEURVEWHCpwFEVRFEVZcKjAURRl1li9ejU2bNiAt73tbbjkkktQqVR8H/cXf/EX0/J627Ztw4033ui57Utf+pLn93q9jrPPPhvNZnNaXlNRlPmBChxFUWaNWCyGrVu34jvf+Q7C4TD+7d/+zXM/RYZ9e7fcdNNNOOusswAAO3fuxHvf+17827/9G0499VTccsstAIBIJIK1a9fiP//zP6flNRVFmR+owFEUZU541atehT/+8Y/4yU9+grPOOgsbN27EKaecAgB4+ctfbh63ZcsWrF+/Hqeeeio+//nPA9g7buCCCy7AGWecgbPOOgu/+93vRh3/97//PcLhsGlgd+utt+KYY47BX/zFX+A//uM/8LrXvc489sQTT8Q999wzk6erKMosE5rrBSiKsv/RbDbx4IMPGpHxxBNP4J577sHKlSs9j/vhD3+IH/zgB/jGN76BeDyObDYLAPjYxz6Ga665BgcffDB+8Ytf4JprrsFtt93mee727duxZs0a83s4HEYul0MikUA4HMYhhxxi7jv00EN1rpCiLDBU4CiKMmtUq1Vs2LABwN4Izjve8Q48+uijeOlLXzpK3ADAj3/8Y5xxxhlmPldvby9KpRIeffRRzzTser0+6rm7du3yjB9473vfi8997nP49re/jcceewx//dd/jeOOOw4AEAwGEQ6HUSwWkUqlpvWcFUWZG1TgKIoya9CDY5NIJCZ8DNd1kclkfI9jv1ahUDC/p9NpfPKTn8SSJUvw2te+Fn/913+NBx54ANFoFMBekcSfFUXZ91EPjqIo85Y//dM/xV133WWqrbLZLFKpFA466CB897vfBbBX8HAAomTVqlX44x//aH7/3e9+h3a7DQA47LDDEAgE0Gg0AADDw8Po6+tDOBye6VNSFGWWUIGjKMq85YQTTsC6devw9re/HRs2bMDXvvY1AMDnPvc53HnnnTj11FNxyimnYNu2baOee+yxx2JgYACcJ7x9+3b8xV/8Be666y68853vxMaNG0066ic/+Qne8IY3zNp5KYoy8+g0cUVRFiyf/vSnsW7dOvzpn/6pue1LX/oSPvCBD3ge9/73vx+XX345XvziF8/2EhVFmSE0gqMoyoJl48aNo5oJvvrVr/b8Xq/XceKJJ6q4UZQFhkZwFEVRFEVZcGgER1EURVGUBYcKHEVRFEVRFhwqcBRFURRFWXCowFEURVEUZcGhAkdRFEVRlAWHChxFURRFURYcKnAURVEURVlwqMBRFEVRFGXBoQJHURRFUZQFR2iuFzAVHnvsMUSj0Rk7fq1Wm9HjL1T0uk0evWbdodetO/S6dYdet+6Y6etWq9VwzDHHjLp9nxY40WgUq1evnrHjDwwMzOjxFyp63SaPXrPu0OvWHXrdukOvW3fM9HUbGBjwvV1TVIqiKIqiLDhU4CiKoiiKsuBQgaMoiqIoyoJDBY6iKIqiKAsOFTiKoiiKoiw4VOAoiqIoirLgUIGjKIqiKMqCQwWOoiiKoigLDhU4HXBdd66XoCiKoihKl6jA6UC73Uar1ZrrZSiKoiiK0gUqcDoQCOy9NO12e45XoiiKoijKZFGB0wHHcRAIBOC6roocRVEURdnHUIEzBipyFEVRFGXfRAXOOKjIURRFUZR9j9Bsv2CtVsPZZ5+Ner2OVquFt7zlLbjkkktw5ZVX4qc//SnS6TQA4Prrr5/TsfSyiooip91uo91uG3+OoiiKoijzk1kXOJFIBLfeeiuSySQajQbOOussnHDCCQCAj3zkIzj55JNne0m+2FVUjuPAcRwTyVGRoyiKoijzl1nfpR3HQTKZBAA0m000m004jjPbyxgXChgpcgKBgBE52idHURRFUeYvjjsHO3Wr1cIZZ5yBp59+GmeddRauuOIKXHnllXj00UcRiUSwdu1afPjDH0YkEhnzOI899hii0eiMrbNSqZg1UNwAe6M7rut6blNGqFariMVic72MfQq9Zt2h16079Lp1h1637piN6+ZnaZkTgUPy+Tze97734WMf+xh6e3uxZMkSNBoNfOxjH8PKlSvx/ve/f8znDwwMzKhPh8dnFEdFzsSY6fdlIaLXrDv0unWHXrfu0OvWHbO1V9vMqZEkk8nguOOOw49+9CMsXboUjuMgEongjDPOwK9+9au5XBparZapmgoGgwBGRA0wInbkbYqiKIqizA9mXeDs2bMH+XwewN6w1UMPPYRVq1ZhcHAQwN7qpW3btuHQQw+d7aV5kIZiYK/IsQWNihxFURRFmZ/MehXV4OAgrrzySrRaLbiui5NPPhlvfOMbcd5552F4eBiu6+KII47ANddcM9tL8xAIBDz9b/i7LBX3Kx/XdJWiKIqizD2zLnCOOOII3H333aNuv+2222Z7KeMiBUyr1UIwGPQIGt6vIkdRFEVR5hfazGUcKGIAmKiTLBdnCkvTVYqiKIoyf1CBMwEcxxllNFaRoyiKoijzFxU4k8A2Gts+HUBFjqIoiqLMB1TgTBIpYKQPx3VdT78cACpyFEVRFGWOUIHTBXZ6ys+n49c7R1EURVGU2UEFTpf4iRxb1KjIURRFUZS5QQXOFJAeHKanbJ+OihxFURRFmX1U4EyRscrI6dNRkaMoiqIos4sKnA5QrEyEiZSR+416UBRFURRlZlCB0wEZgZkoUsTI8Q5y3IOKHEVRFEWZeVTgdMCvx81En+dXYUWfjoocRVEURZl5VOCMgS1OJipIbHFk+3Qcx1GRoyiKoigziAqcDjQaDSNGumnc59cAUKawVOQoiqIoysyhAqcDjuOg1WoZkdONSdhPHMkUFR+jIkdRFEVRphcVOB1gmqnVaqHZbPqWf08EWxxJszFFjYocRVEURZleVOB0QA7PdF0XzWZzlDiZivlY+nSA7qq2FEVRFEXxRwVOBxzH8fxOL40tTro1H0t/j+u65hiTFU6KoiiKooxGBc4YyOiKjORMZWq4XVEFwDQJlK+rIkdRFEVRukcFTgcCgQCCwWBHkUMBYvtrJoKfaZm/ExU5iqIoitI9KnA6IAUMf3ccB6FQCI7joNFoTJsvxzYfExU5iqIoitIdKnA6IPvX2KXdwWAQgUAA7XbbpKymqykgf+ca2u22WYeiKIqiKBNDBU4HKGpYIk5RQ/ESDodNCmu6fDl+ogrApEWToiiKouzvhOZ6AfMVenAoatrtNkKhvZeLURXZK4cChM9j2kmaiseCvhz5PPm7LFu3K7wURVEURfGiEZwxoOeGkZpGo+ExH8uUFW9rtVpoNBpmFMN09cthSkwbAiqKoijK+KjAmQDBYNBEbxqNhklZATCRG4ocAEYMMaIzXf1yKHI0XaUoiqIoY6MCpwO2gAgEAohEImZGlSztttNKjMIwdTXVfjkyPSWFj1ZYKYqiKIo/6sHpgIyUSM9LOBw2pmIZobF9M3yOn39nqr4cKZ4ATOhYiqIoirI/MesCp1ar4eyzz0a9Xker1cJb3vIWXHLJJXjmmWdw2WWXIZvNYs2aNfjsZz+LSCQy28szyOiJLUhCoZARQPTJBIPBUREb13XNY5vNphEojMBM1DAsRRSfR+GjIkdRFEVRRjPru2IkEsGtt96Kb3/727j77rvxox/9CI899hg+//nP493vfjf+67/+C5lMBnfeeedsL20UYzXwo8gARlJP9ggGPlcak1l2Lp83EeyUlYzmNJtNNJvNaTlnRVEURVkIzLrAcRwHyWQSAMzG7DgOHn74YbzlLW8BAJx++um4//77Z3tpHuzSbD+jMD0xMgrDnylkKHKAvektGoWlyJnKiAdWebXbbWNsVhRFUZT9nTnx4LRaLZxxxhl4+umncdZZZ2HlypXIZDLGp7J8+XLs3Llz3OPUajUMDAzM2DprtRqeeOIJACMih6JFpoTsSIycDC6b+MnjyO7EskpqosiokpyRJcdJzBXVanVG35eFiF6z7tDr1h163bpDr1t3zNV1mxOBEwwGsXXrVuTzebzvfe/DU0891dVxotEoVq9ePc2rG2FgYABHHHGER9jIkQ0yekORI7sP2+Zj3i5TWdKQ7BcRGgtb5AAjkaNQKDRnvpyBgYEZfV8WInrNukOvW3fodesOvW7dMdPXrZN4mlNnaiaTwXHHHYfHHnsM+Xze+Eh27NiBZcuWzeXSDDK6IgWLPUFcPoa/y2Z/siJLppdktIVm5KmkrJgGU1+OoiiKsj8z6wJnz549yOfzAPaGrR566CEccsghOO644/C9730PAPCtb30L69atm+2ljYkUE4zOABglXmQqi83/5GBOCiRZScXH8HgUJ902BrRfU1EURVH2N2Y9RTU4OIgrr7zSiIKTTz4Zb3zjG/GSl7wEH/rQh3DDDTdg9erVOPPMM2d7aRNCRnIkspxcdhy2q61khRUAz0wrwJvakkM+x4OvzagSn9dsNlGv1xEOh3WGlaIoirLfMOsC54gjjsDdd9896vaVK1fOi9LwiSAb8NnmYil0KDYCgYCnd06z2TS3Ad6ybx6Tx7IfO9F18ZhsTNhoNDzjJBRFURRlIaPd4aYAozPSWCx9OX59ckKhEMLhMFzXRb1eN4+1h2vKsQ/tdts0RpzoumSkiYZj2f1YURRFURYyKnA6MJl+MlKUyMaAFCzSBEzhIs3AUuRQgFA4yZJ0TiqfyNpsA7Lstqz9chRFUZSFjgqcDkx2arc9aFMOxOxUdRWJRBAKhUzayu5wbEdzZBPBiXZBlusBRqJKk6nWUhRFUZR9DRU44zCZTsOAV+hIszGxDcqhUMjM3Go0GuaxfgM2pRmZAz8nInTsJoIUPZOt1lIURVGUfQUVOB2QFUd+YxrGg6KCERP5fLuTMaM5NAhTdMjXlSJF/kyRM54Is6NA0gjNYyiKoijKQkEFTgf8BE030RzZ50ZGb2zR5DgOIpEIwuEwAG8ayvbvMOXF53FdExEqUhzZ081V5CiKoigLBRU4HZBl3pJuojkUEhQnfD6PL48VDAZNNEemofy6JkuRIxsQjrc+v2gO1zXZc1MURVGU+YgKnA7I+VHc9OXG7ydOxoNl4uxpQzFiR0/YvyYajZrXZ0SHj7NNzTIyxPWNJ1b8hJKmrBRFUZSFgAqcDuTzeZRKJWP09RM0dt+biUKhIwWUX1VTIBAw5eRyhIMULhQpshMy6bRuiRRKkslWkSmKoijKfEIFTgdYZVSpVFCpVDxpInvjn0raSgoYv2Z+FDkcysnXkoLIr3JLens6pcPs15FeIZ5XNwJOURRFUeaaWR/VsC8hoyO1Ws3zu13ZBHjnUU0UpqNYPVWv101VlUwdyW7EFBwc4yDLyOXEcs65kn14eL80Ksu1SJ+QRB5LURRFUeY7KnA6kEgkPEbjSCQyKhJC47Bfg7/JigGKmlarhXq9jmq1aszG8jHSDAyM+IPkGuzGgnYPHSl0/MSYfB27UeFkBZyiKIqizAUqcDoQDoeRSqUQCoXMsEo5R0qmipg+oq9GigG/SMlYBINBxONx1Ot1E81hGgsYHc2RZeRyKKc9qqHVannK1vkcebvEL5ozFQGnKIqiKLOJCpwOcFNPJpNotVool8uo1WoIBoOm+zAjPGzM12q1TJUU00VjRUrGIhKJGFNxvV43r0tRIbsRAyM+IDlcUz5O+ocAb6O/TkJHentobpbH02iOoiiKMl9RgdMBVi1xU89kMqjX6yiXy6jX62g2m4hEIiaNxLQRxy3IaA6FzmSjHjxGo9EwpmKKF0aGOMuKgoPr5n18nIzm0Lvjl7bqJHTC4bA5R+n30WiOoiiKMh9RgdMBu+MwxUUqlUK9Xkej0TDCIxKJIBqNot1um0ooKXRkF2O798x4UFzIaJEUJxQy9swrYO9sK+nNkd+lj0cKmrGEDkUShR/9QRrNURRFUeYbKnA6IDdvwihMNBo13pxms4lqtWpSU7FYzBiFKYDC4bCpiqKwkNVP4yFFjD2WQZaHS2MwU2P246QviB4iu8yc5+0ndGiGltEtO5qjKIqiKHONCpwOcGQCU0AykiMHaVJ4NBoNVKtVhMNhBINBRKNRj4+G0ZR4PA4A5jlSnIwndqTRmGkvO6JjR3N4TJ6DjOTIx3YqOZeGail0+FymzqQg1L45iqIoylyjAmccWAYuN3PpcaHgsVNUTCtR8DDiUSwWTeM+GZUB4ImudBI79tBOeyK4XzRHPo7iyE5byciPHe3pJHR4fnbKSr05iqIoylyjAmeCMDVDMdFqtUxVFcVDIBBAIpEwqSkAxoMTDocRDoc93h2WnduCxk/wSJhSkuXhfJ6M1MgIDcUNgFECiY+Vpe+2SXksoWMbkLlG9eYoiqIoc4UKnA50Gjgp01OyckqWXDNCQyEjvS0UNUxdUejYpd2AV4j4iR35mhQ9fA4FiV1pRUEkh3LKY0tRxLQaIzNjCR27nJyCT6M5iqIoylwwZYGTy+UwODiIWCyGFStWLJi/1pmKYoM/e3O2hY7c2DljKhaLGREjN3z+LLsjs9cNABPVkQZeKXaAEbFhp6zs6I4UP3LUg4ys2P16ZK8bWUEmozP82TYjMyXH27TSSlEURZkLuhI4hUIBd9xxB+69917U63X09/ejVqthaGgIRx99NM466yy85jWvme61zioy4tBoNDwiwX4czb0URFIYxWIxBINB1Ot1s8nLiIoUMby/Xq970j9+YoRfwOjIit2tWAog3u43q8pOPcmoDK+BLfY6VV1J35JdaaVCR1EURZlpuhI4l1xyCTZs2IA77rgDmUzGc9+vf/1rbN26Fc888wzOPPPMaVnkXGBP5AYwqqRawugF008ctdBoNBCNRs34BTnegeZje14UBQnTREx5scJJemmk0OFtsgxdihy5Vil0ZDRIHsPPY2OnrYgtdGRESIo3e42atlIURVFmgq4Ezs0339zxvqOOOgpHHXVU1wuaT0iRw81Ydgq2BQehpyYajaJUKqFSqaBWqyEWiyEajZq0FUURsDdKJGdGMVLC16OwiEajnnJxW+zwZ7lGv5SVfL68z06LSbEkGwTKJoYSWWouX0seX15fjeYoiqIoM8GUdpZHHnkE5XIZALB161Zcd911eO6556ZlYXNNrVYzvho5tgEYaQIofTcyQkKCwSAymQzS6TQAoFwuo1QqeVJPjUYDruuabsgclslqK3mf67ool8sol8toNBqe15JpJX5x3azossWE7eOhoOF52l4cAJ7KLx7b79ylKJJCjNeTr8/X9DuGoiiKonTLlATOJz7xCcTjcTz55JO4+eab8Sd/8if46Ec/OuZzXnjhBZx77rn4sz/7M5xyyim49dZbAQBf+tKX8LrXvQ4bNmzAhg0b8MMf/nAqS5sWZEm3NNVSMExU6ITDYfT29iKRSMB1XRSLRdRqNRNhYYTGdV1Eo1EjdFzXRaPRMKmtaDSKWCwGYK8AK5VK5nkSHpdzsuTEcenJkdEpCiumrezUmS10mDZjw0JeExsZRZJRMPta8XVV6CiKoijTwZSqqJhG2bZtG84++2yceeaZuPPOO8d8TjAYxJVXXok1a9agWCzi7W9/O44//ngAwLvf/W5ccMEFU1nStMEuxdIHw+Z9wEgZuYyK0FArRYEkFoshEomgWq16Kquk6Zipn2g0OqpvDquS4vG4qbyq1WqmAosVTPZ5sJwc8BqSbQ+O7E4MwNP0z6+aS45t4HoolGz8KrnsEnrbu6MoiqIo3TIlgZNMJrF582bcc889+PrXv+7ZHDuxdOlSLF26FACQSqWwatUq7Ny5cyrLmBFY7h2Px0dVRkWjUU/VEoWK3SPGNu8CMM0AeTzZWI9CRAoWOfeKj280GiZt5TgOarWaxxdDcUbs0nEpNuQIClniztukqdhP6MhjydJ6XhMbu9eOX2WVmpAVRVGUqTKlP5O/+MUvIhKJ4Nprr8WSJUuwY8eOSUVgnn32WQwMDODoo48GANxxxx1Yv349rrrqKuRyuaksbVpghCQUCiGZTCIajZpxC5VKxRP9sIWC32BMmX6hUIpEIp4UEADjb6lWq6jVaggEAojFYojH44hGowBGUlT1eh2RSATxeBzhcBjtdhu1Wg2VSsWktoidIpJVUjQM28NAAZiqMEZqeCy7B48UVmP5c/h8Rpzs6yebEGraSlEURekGx53C7vG5z30OV1xxxbi3+VEqlXDuuedi48aNePOb34zdu3ejr68PjuPgH/7hHzA4OIjrrrtuzGM89thjZsOfbkqlEsrlMsLhsEnVUIw0Gg3UajXP7X6l1jLdIrsF243y7I2cP0vBQz8NhZCM/lBYsCLLHs9AsULx4Teqgfg1FeTr8XwZJerUcblWqyESiXhM2XbqTCLTZXZvH/nzQk5bVatV469SJo5et+7Q69Ydet26Yzau2+rVq0fdNqUU1UMPPTTqtgcffHBcgdNoNHDJJZdg/fr1ePOb3wwAWLx4sbn/zDPPxMaNG8d9/Wg06ntS00Eul8Pjjz+Oo446yph9gb2CIB6Pw3H2Dqis1+twXddEQGQnYFmCLYWNHMkge+xIkSA3faZymD6i90n2pqGYkUIIgKcqChgRG3bKyhYPtsgBYFJ17GzMCIwtdAYGBnDkkUeOMiaPJ3RsI7QsM/e7ZguJgYGBGfssL2T0unWHXrfu0OvWHTN93QYGBnxv70rg/Mu//Av+9V//Fc888wzWr19vbi+VSnj5y18+5nNd18XVV1+NVatW4fzzzze3Dw4OGm/Otm3bcOihh3aztGmD0RGmiGimbbVaKBQKiEQixngs0yusfmLPF4oRihUAo/wptsFX9qPhY7n5V6tVj6GYgobrZRdkGWWxuxczBUVRZnc15ppkBRYARCIRRCIRk66qVCpmHTxP6e2hQKGJWo6y8IvG+DUFlB2SpVl6oQodRVEUZXroSuCsX78eJ5xwAr7whS/g8ssvN7cnk0n09vaO+dxHHnkEW7duxWGHHYYNGzYAAC677DJ85zvfwZNPPgkAWLFiBT75yU92s7RpI5VKIZlMms7EtVoNADyl0bVabZR/hUZk+3kUQwA8ZdVSELDxnxz0Kad8y3lWFDoydUYzsjQk8zEUHzwexRAw4qcB/HvlyGgPMCJ0pKG42WyaKjMKNNl8kJEbv2nlEvv1pD9JRpz81qooiqIopCuB4zgODjroIHz84x8fdV82mx1T5LzqVa/Cb37zm1G3v/71r+9mKTMGxUEikTCChl/cYCkWZNREigcZ4eFzaa4FvF4ZAEaIcFOnGGAESUZBKIRk+XgkEjGRGxmtkYMwpUiRjf3kGmTPGmKPYuD5y3ETrLjym8QuK654DF4PmVKTryf75VCEycorPk4KNEVRFEUBuhQ4l19+OTZv3owzzjjD+EWI4zi4//77p22Bc0W9XkelUkGlUjHigQKBM6a4ibdaLROxkSmparXq6aHDzZppL+mFAUb66EhzMCMX7DFDoWM3H2y1WiiXyyZ95Rf5oDiTESM+nsegOLONy8RP6MhZVbKSTFZt2dVbsvqsk9Dxix7JKi3ZBZmpL01bKYqiKECXAmfz5s0AgB/84AfTupj5BOdJASPl4vSbxGIxxGIxTwpKdjPmc+k94SyqcDiMWCxmBIDc2In0n9hN+ewqJil0+BwpoKTxmWu0K6ikmOKamXpiE0FORJfIFJTtGWIUS45r4PnwHGX6iucoG//Z0SO7MSFFmf3VKfWlKIqi7F9MqYoKAHbu3InnnnvOU6lz7LHHTvWwc065XEalUoHruiaKwY2fG2w4HDbjF9hsj1PEKYRkGodpKnpYuMnLRn+yWSAjGADMMfhFczGFjjQPUzhwrTyGfXwpdKS4YKSIa65UKuZ2WQklBZhtrJZNBO1yeabyZHSJa5YGaLtUXEZz5ONskUPhqKkrRVGU/ZcpCZzPfe5z+O53v4tDDjnE8xf+QhA4jEbUajVPukZ6bJg2YtM+13XNtPBKpYJSqQTHcUxDP6a3ZGTE7ptDuLFTpMhKq3a7jXK5bISIFDqM0sjSdDlZ3O7PI9NG0szM+2OxmMdDZJd8y4nqtjDjsaXwkuXedrm69CTJKJRdWi8FmhROUlRJU7amrhRFUfY/piRwtm3bhvvuuw+RSGS61jNvkH1k6KORfhoAnk1fbsb061AEyXlRUjAwMsJKLFt8APCYdmXaJxgMmmosWclFgWV7YXgusj8Pf6Y4tXvQyHSRTLlJEcFolhQ6ssuxXSIPjIhHXmf5HGmQpvdIRmNkjyFbQMnXlBEiXgON6CiKouw/TEngrFy50qRcFiKyTFmmnzgagV2U5TBM6TuhGKKfpd1uo1QqeeZZ1Wo1VKtVEy2R5mBuxlL8cB28ncKHc6goWBhBYSNCYES0sTGhTCF12vzlnCgpvKQHhuuRER27Fw5fV76eHfXxi8bI/j3SuCwfb5uXZZoOgK/QkekvRVEUZeExJYETj8dx2mmnYe3atR6R8zd/8zdTXthcQ9HCqAkAE8GoVqumDDyRSJjJ37KcXEY0KHRoSpZdi1naLaugmHayoxxSuMhZT9K/wvv5HKbG7DlSdp8ZRqr8StWlAdhOezF1x+fTVM2IlVyPTIFxrbLqjOdh9+WRQojPA+ARTzx/OxrEY0rBY5+LRnUURVEWHlMSOOvWrcO6deumay3zClY8hUIh0+cGgCc9VKlUUC6XEY1GTUSHmy8HXdobaTweN436+J3mXYokdgiWJlrpYaFo4vBPlqzLSAqFk+w/Q8EixQ0AT3WWTD3ZUR1ZqcT1SIN0PB43AkQex+6t45eCotCR5mc73cXjyRQakWX10nNkm5Pt87YjSBrVURRFWRhMSeCcfvrp07WOeYcdfWk0Gqb/DUu+o9GoidowzZRMJhGLxUxEi6LALueOxWKe6icOzQTgEQjssSN77sg0C303AMwYhWq1ao4XjUY9QsXujAyMGHelGKEI8UtPyfvsqiwKNYodnhvPX86vkuk1PlcKHSlqZPWVjALZ67NL1e37ec5S7NipNLtMXVEURdn36HpUg8RxHPT19eG4447DBRdcMGMTvmcTbszsGkzfDIUOGwHydva3qVarpsKJqStGKOxKKW7o3OQpXmTJPQ3JjMgAIykWbvAUBTQCx+Nx02SQa5H+HHuzl3OepMmZpemycsoWOtI8bAszCho5x0tGmQKBgKdxoRzkKSM3dvpKlpnL1+Mxpb9HVoXZosUvGsQIE3/WqI6iKMq+SVcC56tf/eqo23K5HL71rW/hU5/6FD796U9PeWFzjYzCsGSZ0ZJ4PG6ETrVaRaFQMJs1IxSu66JSqZgUlIxcUExwg5UN9uyoAzd9WXEViUTMpssIkoxgMF3EddL3Izdvu3za7kcDwJM6sz08/C49LvQE8bHyfr4eMDLhXE5ol2MupD9H+ng6pa86CR2KPimQbLFiNyaU0Rt5PTSqoyiKsm/RlcBZsWKF721HHnkkTjvttKmuaV5Aoyw3NkYeWCoeCoWQTCaRTCZNJZQ92kHOe5IpIDtCwQiJnO4th3HKuVN8LUaIpM/GrjKSJej06ci0DF9DprCkGKjVauY4cmq53W3ZropqtVqeKewyDcTXs+dlUbjYJmpZAi8jLnZJvZyJ5Sd0pJGZ7wPXIhsO+olFW1hpVEdRFGX+M+VOxjYyZbEvQ0FRrVYBwNPkj9VGjMxQzKTTadTrdeTzeZTLZVMVFY/HzYYoIxQAPDOupKeEvh/pT6GvpV6vm2aDjuOYVJisWOI5yDSWFCcyzSNFFoWHHVWR58y122Zl6ZWRFWcUfHZkRKawZARGRoVqtZqn/5AUF3ZUx084yflgfh4iPkc2JpQmaFnBJoUVz1crsBRFUeYnXQmcxx9/fNRt+Xwe3/72txdEF2NgRODIYY7cuLmxc8aU7CicSCRMVKdcLqNWq6FUKnmiKYyEyKiC9OtQcNBnQzFD0ZFIJADACB02EuT6mHpi5IPnI6ufKFjkrChu7Hy8rK7iWmRUR5Z4A/BES2wPj/QC2bO3AIwSOzIaI0vveZ1kJMUvqiP79PCc7KiMvM5SyMgSc78yeSnA7KiZoiiKMj/oSuBcf/31nt8dx0Fvby+OO+44vPOd75yWhc01sVjMVCABMOMRuAnKCeH048ioTigUQiqVQiaTMcZjuVHTz8MNnmKJQoivLbsYV6tVE9Hg8yORiKf/jm0IZorITvMA8FR2UTTI8nNb5DESw42dHhpZgi6PL0clyAiNXI9ckxQ79D9Jvw6vcygUMh4pO2Vkm5JlxZZs9iefJ0vf+fpckxShPL4UMrJaS4o7FTuKoihzS1cC5/bbb5/udcw7SqWSKf0GMKrip1qtmqgO7+df/NzEgZG+Oel0Gq7rGmMyG+IBMGJJmmyZfmJkiKksRmxc1zUpMAod3k9BwrXKtJFMMwUCARMpYSRKGoMp1ihmKDQodqRwoCBgjyA5Kd0vLSZHMMgOyMBocy/Pn9elWq0in8+b0Rey/1CndJK9Xh5bihkZ5eKx5P22WVl+NngfI0ZSvKnYURRFmX26Ejhbt27Fqaee2vE/7qeffhqDg4N41ateNaXFzSXc6EulElzXNR4XbqoAjHFXlj/LUmyae2VvGcdxkEgkEAgEUKlUjL9FRoC4QQeDQRM1otgIBPb22qFYqtfrKJfLRoCxRJ8VTRQ7FB1S7Mh0kUzD2L1oZESFxmRpnJbjF3gNpCDw+5xIMSPneUnDM++XYofVYSzTL5VKptliLBYbZSzmMWxRw2PKPjt22bg0UttCxy6pp9CV581rJaM6KngURVFmh64ETjabxYYNG7BmzRocddRR6OvrQ71exx//+Ef87Gc/Q19fHy6//PLpXuusUq/XjbmXIkBGMSgogJHeKdIv4ziOMdjKyAU3O6ZKmGZhZITPpchh6ohiigKFj6HxWDYblIZcbsYy+sQoiBwOSmHB1+FxJBRdwOhxD8BIyTrnbknDMp8DjBiZ5TWRXhlZTt9J7Ei/DivemL5iREeKHRnV4Xtmr90WOXa6qZPQ4TnK1+J65WN4TL8vRVEUZXrpSuC8613vwjnnnIOHH34Y27dvx29+8xtEo1Eccsgh+OxnP4sDDzxwutc56ziOg0qlgnw+72nWx82ITf2kSKEBlhPDuelSVNhVQNz4GFnhhio3XWnqlZEgO1LBJoRcFyNCXLsULIzuULCxUkx2UnYcx3RslkKOa+cx7Y7ITJcBQLVa9ZwThR5/liZgudkzzcdjSv8QkSIkmUwiHo8bf5LsGSSvmzyGTGHJnj1SBPFa2BGhiQodih2/Pj5y/QB8y+8VRVGU7um6TDwYDOL444/H8ccfP53rmTeEw2Gk02kkEgkTleCGzfQON1F5Ozc3/hyNRk1URm5yrut6yszZzI9pDVkBBcCIJBlFYXk6N3GmSeSgUEY1ZPqLgkwO4qQXh4JLRldo6pXeHWBE5EjvCQUMjdayS7Msj5dCR3qBgNF+Gab/bLHC41Ao0I/DCBJTbvxZCg6ZqrJTavLYcoyGfF1gROjYJmZpZLb9PLaQkiLHFle2oFIURVEmzrT3wVko0M+RSCTMBilLshm9kdVKNATLfjTtdtsYdWW0gJs5zbbhcBi9vb0mssLIDzDSK4cCghs4oxVSuPD1KS4ozoCR0RAULfLxrJyiIGF0hlGoWq1mns8UkC3muEZp+JXTxrkeRmwAmCgLoz4UZ3ZEq1MzPlsI8r1j2s42Bstu0bZokWLNjqZI8zgjcRJ7nXx/ZVSH2FE8P1FD/ESPCh5FUZTxUYHTgWg0ikQiYdI6jHqwAkqKh2azaSqaZJl3LBZDPB4HAONvoZ+GG6ycCE5fDOdJUVgx7cR5VPF43AiRWq2GSqViUmoyVUbRw7Vyvdwg+RhGaPizXc4NjPQF4vlKccNUGACP2PIr2WbEyBZ4fC1GpCh07BSYTJG5rmt8TrZnR0aB6Kdi1IwRm05ixxZUfD3Am5q0e/rwcX5VVX5CRx7XNj8DoxsJ+qXQ7NSZoiiKshcVOB3gRi6jEe12G7FYzLNxUpzQy8LGftxIY7EYEomESZ8wslKr1Uwkxh67wJQWMNJBGYARKYwWxeNxpFIpE2Gp1WqmqR5TRBQoFC+yf42MSrEHj4zQ2FGnaDTqSQHJsniuORAIoFgsmsouv5QQGwDKsngeQ86fYp8g6V2RM7VkBE2WZ0tzcCAQQCwWMyKPgkimBmWEToode6gn4BU6PGcKRYkULtJrZPfhIVLM2CksHqeT4ZrXhsfhdxU8iqLsz3QlcG6++eYx7z///PO7Wsx8gpsvK6YAmJJvVjfRO8KISk9Pj0kbsYtxoVAw0Z1IJIJYLIZUKmXGN1BcyIGdcuOlGJFTuWu1GorFojE0x+NxJBIJc7xyueypLGL0iWJATkWXZlmWtdMQTYEk02Ou63rSWbxWjKhQ6FUqFSNmeCyugefJ+7nxSyEQCAQ8xmwZMQLgeQ7gbc4nU0wylUVxyRJzmVqkSOLzZZpM+pukx4bnLivfpBGd67I9RfZgT1uIyNtsc7JMUfmZru2f7eOp6FEUZX+hK4FTKpUAAL///e/xq1/9CuvWrQMA/Pd//zde+tKXTt/q5hBW5HAOEvvfcJOqVqueDRqAET6RSAQ9PT1mo+f3YrGIfD6PbDaLcDiMRCKBVCqFZDLpMQWzr4sccCmHb/K+er2OQqGAfD6PSCSCRCKBRCKBRYsWmTWyQzI3PHZIliZgbtIyfSXTbUwdyUaAFCl2p+Mnn3wSTzzxBEKhEA477DBPWT0FFo/N41HQyRENvJ6MLMnydH6nb8cuxSbSNCzTYPRE0U8lexDxMfTd2FVu0mNll5YzktfJkMzbpIiSRm0/JiN2xvLvyCiPfVwVPYqiLES6Ejjvf//7AQBnn3027rrrLqRSKXP7xRdfPH2rm0MYjWBEhJufrGBiBMeOHnDAYzQaNV4aemUoJKrVKorFInbv3m2iMKlUyvhnaDKWkRf5egCM0HHdvXOxcrmcKWtnamzRokUmElUqlUyERkY1pJeEfhVGjqRfiOkYpukoCkKhEG655RZ8+ctfxpNPPmmu4erVq3HxxRfjnHPOMdeU3ppAIGA8R7KcneKDwolr4H3csO2O0VyP3NClkdcWiUxdSS8Or4u83jK1R7EGeJv3ydelQLMrr+zUkay+4uvLFJsffuZkaaD2S3vZUR5+14otRVEWOlPy4Ozevdv8FQ3s3fR379495UXNB+g3YddgRjdYkcTIB9Mb/CucIoCPZzojHA6jp6fHbPIUGhQ8w8PDGB4eRjgcRjKZNNEbAGZTBbxeDEZmwuGwEVLcuKrVqsdvwtlYNDnLSiwKCA7yZDm6jIhQ8HH93LiDwSCuuOIK3H777XjlK1+JzZs3Y9WqVXjqqaewZcsWXHrppXj00Udxww03AIDvFHOZ9pGpMa6Pwo79euQcK3mN7GiGNBzb6Ss5xkKKJwoe2adHprmA0YJJppq4Hj6GER0ZwQFGCx1+Vvh6fE4nxvLrdIro+EVsNLWlKMpCZUoC57TTTsM73vEOnHTSSQCAbdu24fTTTx/zOS+88AI+8pGPYGhoCI7j4J3vfCfe9a53IZvN4kMf+hCee+45rFixAjfccAN6enqmsrwpIXvJ0J8iNznpP+HjueEGAgHf8nKmm5g2oZBJp9MmvcFIDyeQU0BK862cf8VUFDd4rlWaXpvNpqlystNt3Ki5sfO1eCwKEDn9XL7O7bffjttvvx1XXXUVrr32Ws9GeOGFF2LTpk24/vrr8YpXvALnnHOOuV/2w5FmZSm2WI3Gx/FaMtrB6ynNzLaPB/DOp5LRFmkg5mbOn+U6eL5+hl85bV5eG9kqgJEoWUklRRG9Raxg47lS/NiVVxK/FNZExI7f8+XnWVNbiqJMBfnHUqcU/EzjuFN85V//+td45JFHAADHHnssjjzyyDEfPzg4iF27dmHNmjUoFot4+9vfji9/+cu466670Nvbi4suughbtmxBLpfDFVdcMeaxBgYGsHr16qksvyOlUgm/+MUvcPjhh5tICaMOcsPjzzKKA3g9F9zM2LCOKSPpqaCQYCSBJls5LJNCQAoAuQnK0nUKNHqCbN+L/BkYvVH7TR/nz2xs2Gq1sH79eqTTafzsZz/z3fBc18WrXvUqVCoV/M///I/nNXhMexOW11aWY/N+ijKmg2QURpasyygLxQWvrTyeFAV2ebc0SstOz8BIqbo8jhSEPD9+Z1TI9jk5joMnn3zSfJZltEx6iCaTPuqUhuomBdUpwmOfn/w+W8zk/wELGb1u3aHXbWzh0klOPPnkk1izZs2MranT+zLlMvHVq1djyZIl5j/0559/fsxRDUuXLsXSpUsBAKlUCqtWrcLOnTtx//33mynlp512Gs4999xxBc5MIqeFs1xZNsKTm5DcCAGY6IaMSEjPS6vVQiqVMuZe+j+YLrJTUjQDyw7KADwN/GTkKJVKefrWMCpkm4a5OXOz5flSHPFcKLxkVCMQCOD3v/89fvvb32Lz5s1jRgguuugibNy4EY8//jiOPvpos1mzEZ/sU+PnBWFKjGtnZEt2Sm632ybqRVHHNKMUHTICxNeheJHCVabQmB7jdWJa0h6mKd8L2X+Ix2LaUkabpLdKvh8UtHINUsyOJySmGtmxjyW/y2PaP/s9XiM9ijK/GUuoTCQGMta/efn/42wzJYFz++2348Ybb8TixYs9J3DPPfdM6PnPPvssBgYGcPTRR2NoaMgInyVLlmBoaGjc59dqNQwMDHS3+HF4+umnUSgUUCgUTF8YmSaSqRCZPvErMZabikx7yLJielu4mTFNBcDTg8U+lpxs7pey4UZJ0cJ0Fu+Px+OmyZ9Ma9kbvYxO8P7HH38cALBq1aoxryXvf/jhh1EsFhEM7u0QLXv/SLEnRaR8PYoQTmPntZQ+HvYmarfbJhUXi8WMiVlGV3i95T9gaRy2vTF8PACPMVoKCYl9H8WrnMTO979er+PnP/+5EVt2xEZWisnPVjfRmOmK7HQ6Nn+WzJToqVarM/Z/wEJGr1t37EvXbbpEi9/vk/33O1fXbUoC57bbbsN9992Hvr6+ST+3VCrhkksuwaZNm0wVFpnof7bRaHTGwoU9PT147LHH8JKXvMTzYeCmzCoq+mGYSpBRApli4uZq+0KYZrI3TP71T1FSLpc90Qpu/na6ievjRiojFaFQyERLaG6WER2ugYJO+nDkOYTDYTSbTSOunnrqqTGvJe8/7LDDcPDBB5uIhYyyxONxz/RyRr94zvxZpre4TooCv0owijlWnMkKMJ6fjNZILxLFjRSMTB0yxcj7ZLqQnweZ3uNjeRs/G7y2AwMDOPTQQ42AsUvWpViS6SuZBuWaJ8pMih37NfizZDpEj6YMukOvW3fMh+vWTYpIMpZQmalo60xft07iaUoCZ/ny5Uin05N+XqPRwCWXXIL169fjzW9+MwBg0aJFGBwcxNKlSzE4OIj+/v6pLG3KRCIRZDIZZDIZs7GyvBuASedQ6ITDYc9cJVY22X+5U3BIAcNogxQoHJ/gOA4ymYzpUMxuvNz0udEy/VEul83rS/8NANMFmZttOBw25eX8YHPdcjK67FPDtbfbbRx22GE4/PDDsWXLFlx44YUdPThbtmzBEUccgZe+9KWe/i+ymouvmUgkzPlz3AWvN4WZnGnFyelSEPB8KZpkTyA2SJSjLCgOGO1iVIivK9N9UtTwfgoeKXhlOlFGgfgfEBsM8vNBoclrRiFLH5UUORSafC+AkYienb7ye0/8wsdTTWN1wu/5mt5SFC8znSLaX5mSwFm5ciXOPfdcvOENb/CUi4/Vydh1XVx99dVYtWqV53Hr1q3D3XffjYsuugh333033vSmN01laVOGEQCKDzbSo3eEYqdUKpm/utlEj4+3B1tyw2KUQFb78DYOz6RQkqmxeDxuytZtzw43SgoAbuhyo2UUQ0YZgsEgisWiGTFRLpdRKBQ8nh7ZhZnH4NrPP/98XHnllbj66qtHVVG5rotNmzZh+/btuP76641oAmDECdfN7ssUICxZ5zXldbV9NTJaJnvjMDUoK9sY2WGajr4iWfJuG3r5HkpBIT09Mo3GyBsjefTtUEzaER47CiMjPhRbAIw5nVEkOzUmS9LtSi35Xvj93An7vOyvqaCiR9lfmI5oS6fPvf47GJ8pCZwDDzwQBx544Chj7Fg88sgj2Lp1Kw477DBs2LABAP6/9t49ytKqvPP/nqqurntfoZmBwUBzbYkThWAWJsHYwgwEmnaIEOMwUby0PRomyCSahuVk1ETMmHHMwpmkO45Loo5IgICQEBx0oTOuRFaCTmJoSGwuigtB+lLVXdeuqvP7o3+f93zfp/Z76tSlq6rb/axV65x6z/vu/ezLu5/v/j7P3ls33XSTtm3bphtvvFF33XWXTj755GLflKUS38lYUhHfwsy9q6urABuTk5MaGRkpuacwbrVarRRXEU8cB/D46iW+w274Ch53ieDiwei68fV4FmcP3PCTVn9/v1atWqV//s//ucbHxzU0NKSBgYHSQZ6HDx/WwYMHVavV1N3dXRz6edVVV+lv//Zvdeutt+qhhx7Stm3bSvvgPPbYY7r22mu1ZcsWDQwMlFxK3d3dBbhjiTzAcWpqSocOHSrFz8Do+OaElI2y0l4YZ68/9viBOSPwmjxijJS7fagvWC1cUDBpzuTQXwCWgCraLwaL+/0euM79uAQBOgBXdAYQeiwY+kVg5YNlswGX35sxOzE9l9kOxrMFPVHHPNhnWSzJbMuxI/NeJr6UcjT9es8884wef/xxnXPOOaXZtLMtHuzpAb1upNy1QxopxgBXgzR9V1nfvTgaGWccfCk0OsIkoIfHqgAQuB8ABtMyMTGhQ4cO6dChQ4VxJX9ON4eRefDBB/XZz35W//RP/1SU46yzztJ1112nN77xjUV+XndcI8gZYwwgAPh5IDAAASYpnnPlQC8utXbXXK3WOAcMgAIgoEzR5QNIcIbE45+q4q/c3ehg0/vAk08+qZe//OXTWBmAGnk5oPKdrt3tVlVvXpa5DLIRbKT6YqvDyUyus6p7og5xDIjvTpa0LIdYkuUmrbAtzeptKWJbjhVZjBicBV8mvm/fPv3xH/+xvvvd7xZLlqUjwcfHuuA6wVXlrgMYBWbnuIacJYkb8mGI3PB4oKoDGJgBj83xQFdJhSvGt/j3mT/6YvjcreWgxt0dGE8/k6qrq0urVq0q7bo8NTWl3t5eSSpigl73utfp9a9/vX7wgx/oySef1Pnnn6+NGzcWoCAuB/f4E9+R2XcyJk7HV1qR1vDwsIaGhgrDSsAxn75U2+tzampKIyMjRVv29vYWDJUzYDwjNYwlAcHOuEmNnZIBO86s+dEctVr5cE/ai/s4E8uBM6DGQRE6w/LBGPq5XTB89NG4AiuCEXdHOSOSYnpII7I7nn4E5DGt+NnMAFQZDsrheaFDdnFlkRaWbfEJpf+WZfnKvADOb/zGb+jyyy/XI488og9+8IP6sz/7syUPDl4owaD4DsE+g5YauwszO5caZyThAokDMoYL8NPe3l6kh2Hx+xyQAG4cAPjSbtJwIACI8qBaSaXjIsgXJqSnp6cI4iU2RjoSGBv37+F09Hr9SKDzaaedpuHhYa1du1YHDhworZTyow4kFWdR+YAB4PEl9AA5j1+h7NQNOrIXjrMatB/t5UbZT1SPrh509c0RfX8gH/SkRvA1eUkqzgQDXFJvtCPPc/BnZOViYDFpAOJw28Ho0Pd8/yVnubz+q+J0UkagCiRUsTopd1bquWYsDYK+qXt86b7/VgWsEI+z4v8sx460wrZUyWzdq/G3DGwakqrr1LXUO7wYMi+Ac+DAAV1zzTX6kz/5E7361a/Wq1/9av3SL/3SQum2pLJ69Wr19vYWxj7un+JMCwwD7EF3d7e6u7slqTC+zpow02YW7e4td4P4TBrDxaxdUsEEuAGWGjvtskEhusO2xFm+p49x91gRgAd/GH3KjfT19WndunXau3evTjrppOKgUlZpwbR43AtxJ9HlF1cUufsPZoON/jywlzrzAF/Ai7NhbuD8qAYEJgUDil7EUMX9gRyYuIEFIFP2GDPl+jgT4m3v7UsbO9B2NxmABnDuwc6UAVcefY/6iXWQYltSbA6fKWaH52bjOprJQPnvDlr9txSLE9mmVD6up7ND/pv/3yrzlGVmWWi2JfVblunSKkhp1f2MNHt3FkvmBXAwQhs2bNAjjzyiDRs2aGBgYEEUWw7CCd8YfYyG1Dhs02M9CDTet29fYXTYV6atrU3d3d2loF9Or5ZUuGIYrDHGxIMwIPvycj7d4EsqQIO7xohboZPCKLiRR3BbIQTqond0m7i7ZXh4WOPj40Uw7po1a4oAYtgZgpcxysTgAFYkFSBQOsKCUB6Pj2EFVH9/f+GyoRwO2Kamjuxy7O5Ayoi7zAGKu58mJyeLsjtYIP4HgODtA+hEzzjgRkYoxutIZXdLXK3lYMeX7kfj7O3oDI+7PnnOl9pHABjZjVaBTxzU/L7oyorPNhP/PbJQM0nKiDrjGf+fKf9Wf4/XZtJ5LnksV5kP2yJVryQ6lurgaMtigpT5vrOLKfMCOP/+3/97HTx4UO9///v14Q9/WENDQ9qxY8dC6bbkAlshqQQ8arVaAVSie4kjFVg1w3JtQAIGGrZHUomZiUuVfSNAwEBvb29pHxwHELEjkTaGGaOJe8MHcQDGyMhIUU7f4M6/A2r85HF0GRwc1IsvvlgE1/b09BRxIwBC9OU74IOl25JKoII8cXX19PQUbeTgALDCIZ0AFqnBejib5WyPAxZ3/3n+sC4AMPJlzx0Ml5eJepQajENkqDxA2t1p6I7hBdTQzjFOh/LG2awDYI9LiptBel/r7OycNsBFY+P/t2q8qoDOYgyCzWb27u5NgTiXyEp5ncc0Us+n3GqtGo5W6qkVlqxVV07V81X/z5ZtiXn9uAKX5Q5SjkWZF8B53eteJ0nq7+8vzpE6XmRoaKi0l0wM8sVlgjsAdgeD5UubpQZYApS4mwq3hxscwIa7ibgXXQg4nZqaKgw+QcDkB0vhs3PyYHUV4vFEvtMu8S2SSjsek567wg4fPlyckj42NqZDhw4VRr+vr68APH19fYVhAKQQhAzThLEeGxsrDPihQ4c0NTWll156qThmQjrCthHQSz250QQw4JKLBt7rg5k8bYs4MAB8TExMFHsH4fLjT1Jh+GCmiLNx1q1WOxL31N/fX9SBBxWTDs9HVsgBitQATQ5EJZX6AmA9um0Afw6kaGt3Bbk0M1Yu0WUV3XH+F91Diy1VZalir1JGJFWGVgzWTPe0YuCiTg4opcbGmbPJp8o9WXUtslQ/LkZ1tu3ZqrQKBo/HOp2rzAvgfP/739fnPvc5/eAHPygtc/6jP/qjeSu21OLHBvjqHwwl8SMAmHq9XgR7YmD49ADZnp6e0j41vkeKb+rX1dVVBJ7GfVQcBPhuvB6s6+yMbyqIYcEIu5ticnKyyA99JBUrngAjbJQHaPIAZjY47O/vV19fXxEUOzQ0pAMHDhRMFqwH9/f09BRgxcEVhhVQwYZ+gBnikQYHB6etUHIGjIBm0vEg75UrV2pycrLYeZr03S3kLAxt4O0PQBoaGtKhQ4eK3wDFHrcT+1m9Xi82WcS4kwfxR+jb0dFRybygG20eY7xwTTkThJCnszwOyFMBy5HxqBq0XbcUGKhyETnQ8b693IFPivWZL2Mxn9l9BC306+hidmk266/SfSbDPh+jvhj3uFTVYwSGc2VTMkhZHJkXwHnPe96jN77xjXrd61533K1COHToUGF0fHAdHh7WihUriiXKDPTu3vBAVIwnz/NyEJfjrh1310xMTBR7vdRqNfX395cO45QaK7Y4lBNQ5iwFDALGjWcAMhgQYkr6+voKZgJjz/8YQHYBRk+OjuCl3Lt3r/bu3VtytXGkR71eL+J0hoeHJTVWhaX2t3FjMTk5WQJ2tAvxRKSLroAXgr4ZzAGMACbaj3zi8RboQLqAG1g2+kBfX19RP7BSLLmHGXOD7UBqaGio6FO+iR9sGqDEY2swVrSpsy4OGgBf1HVkjwC3PlgDinw5v6RiybszeM5IUYfo6wyHMzVSGvCgs7M7kaFypod6jr9HOdpGJJV3FdvT7LkqnVoFQc7itaJrbIvZ5Ncs3dRvrTJPs/296pnZAsCZyszY0QqL2Up6WY6+zAvgdHZ26ld/9VcXSpdlJb6s2fdGcbDDoBD3T3FD5p3cKX5Py8+x6u3tLR0w6TEmHodDWhhgmA30YabvRx3gOnOXkrtZWJbuR0Wwl4wfNUGdYLgRjwMBrFFOd4fg1uLIBQz94cOHdejQocKoYeiJb/Gl43yih7eXg4+RkRHt3bu3YIx6e3sLZgVQgHvMmRZ0ZtWTx7d4uxHsPDU1NQ2wAcbiiitnjxj4HSDAenkcFnrB6uFCIy8HnA4MSJMgbqkRU4RB9Dr1tqStnFVikPdl9BGouGssZeSjEYjsE58ep0Re/j2Ks21R5jrLnw8waoXt4TOyLPGZVoBLKs8qg+tnnzWTubJErUor9ev10aweUsxZVdqpNOP3FPCpavtW8k7psRj3HC1pxtDF347JZeK/+qu/qk9+8pP62Z/92dJZVOedd968FVtqcfcAg7jT/1JjYGK2j5FxFwgDfRz0PfCVuAxYFhgFDKSfAO6HbfoRDri+arVaaSdf3B71er10xIGzAe7OAjDBPoyNjZU22vMl7Q6Q+I6xxcBTjwAJ7vHZvNcP5YctGRkZ0fDwcMlF2NPTU6of7q/VagUDRnsAdsbGxnTgwAEdOHBAkor4nd7e3pKBB+DBagEwPD9WsHnbkR/ghD2QcMlJjYBgdPby8puvlKJ/uGsJ3Zy5cSaRfHw1Wey/sDLOTFEuSaW+6/09HsfirlcYIfT0FXcO+CPo8SDqFMsTWS+EevR0ffIxGyAwV2OZSq/qWjSWM+UZQU80xovlspsv85UyeilgN9v6RlKeg1avzUU8DlNqPR5qLvfMti6qZK79IwVgWgVdVZOYxZZ5AZx//Md/1H333ae//uu/Lr2Ax8NOxr73DUYitfJBUsk14KuUGDyJ04BlcJeWp+kxM77HCQayr6+v5MqCpWC/Ge4nhgdj6JQ/rIobBwcl0Uh6HXhH9WBrD7T2a9RFdJlRdw4QYYJGRkZKhnT16tVFXY6OjhbxP4ODg4UubHbHgaAe0E29+qnog4ODmpiY0N69e4vl7OxfhJuO/NAbNgf3WU9PTwm0+YaMgExnfXwJPEv76/W6uru79f3vf1+7d+/WihUrtGnTphJw9DpzQOWr2SJLCCAiL4+3iXEXzkR634+xShGkkI6DW57hD4BIv3Q2z/telaEjH3efxT7IfRFMOHiOoCKVX2pArmJe/P+YzmzjMyKYS+XfSr7NmJuFlLkwOlXiOrYKQGYCpFV5x7E7pcNM1xeSGZyLzAUopdjB1GczSb1bVb+n7lkooDYXmRfA+cu//Es9/PDDJfbmeJGurq7i9GwGLR/IpcbMNsYveAAorgtYDOoqBip7gKcHcnpaGNyOjg719/cXwAeGB/fF0NCQRkZGSnEzMCcYF9wc7l7DtQUQwIUE2MFdVq/Xi5VNGGB3u7hRgkHhN1gkd6d5ADT5o9/BgweLemPPG5gS2BKOKfB6hXFBACHt7e1at25dsToMN9bhw4e1f//+AqwB0vr6+gq9BwcHi7gq3Gy+UzP15O3mwdK+kmpyclJf+MIXdMcdd+ipp54q9DzzzDN1/fXX621ve5tWrVpVMDXRLUS6DrIBrb5irKurqwBZtVqt6CvUO/3YQRH6A55JN66k8qXssGi0iwdM0+Yek+MrA73vO2hzICY1GB/6HGymHxOD/nw6MAMoVwGeZkYyPldltMirSlphcFynZuL14/dHsOb6e/4pY9hMp1akFaA1X4M/Vwap2bV4veoeH4+b6TMb4NSqpPpOK22YSiMCylSfabXtF4rFOhoyL4Bz1lln6eDBg1q/fv1C6bNshMHcY298oPRVCO6y4lBKN2jOWvDJbFwqdy4YAma37roAqIyMjJSMDmwQQa7oVK8fCej1/XIwEm6MfdNAjE1PT0+xwgld3KBRFowjBhfjjb4MBhhAXG2k2dPTU4oPoV4BERja0dHRgtE4fPhwod+aNWuKGJrh4eGCKaH8Do7czVGv17V69eqineIxCtTdoUOHSowJO1S7OxKmxoGOr1LzZdnSEffYjh07dMcdd+iCCy7Qzp07ixPYd+7cqVtuuUX/9//+X73vfe8rTnrv6+sr0qOefPWbx1QBSoaGhgpdAM24p7q6uoo6oj/SN9DZY8xob9/3idVV9HfaFD39jDYPciY+jLbEFekgmbZzd0AV7e0G3icj/ps/FwGVxxClwA+fqZlrymCkKHpkrgN91Sy5GVvBPan4B9zPUe9YFiR17WixRAsp8wVYsX69vzS7dzbt3IzxSLVxM/BUBSzn0latPtPKfQvlIpytzAvgHDx4UJdffrle8YpXlJZVHw/LxDEsq1evllQ+8wZjheHzU5x991zf/diZEKnRcR1E+UzfgQEzXl+lRYfhkEYMVNSJIxEY6AAYHojqAIN4F2JVarVa4QIiTTc6gC7Ynt7eXvX29qqrq6swUhhNX8JNnR48eFCSit/5BNgALDDMgJCBgYHCaMO0rFq1qhQ0TPA0sy5nAHy1EQbfGZ/R0dGCQcEQ+8Ggo6Oj6uzsLIKBaQ8MuaRiozzXc3JyUn/2Z3+mO+64Qzt27NDv/u7vlgaId77znbr55pv10Y9+VK94xSv0ute9Ti+88EKRXnd3t1atWlW0B65AZ1jcZUo8EMvkHehERsaZHQfCuA+dgXEA4fE+vgGi1AjEdneeB8070PAYMtJDN/o+fZK83fXlIJLfHfihO8DL32WfvKCPtyt5eCCz10XKBRLZE7/mOvpn6req/2cS15fnGQd8NWY0olWsT0pS5aoq72yN7Ex5L4ZUgdqZ9JqJjatiDJuBmwi+m+kwE0ia6fnjReYFcG644YaF0mPZCUbBV0exokZqDOwMwnSgODB6PAWG0WM2/LBLZ2oIaKVzutHxU8gBHbjSarVa4T7y1TIYs9QLim7OGmHQCfLlmZ6eHnV3dxcgyuMyuKezs7MIeqYuAQmUwfeQaWtrK3TmyACMsVSO3XGXCOzU2NiYBgcHizia7u7uYuPDVatWFYARcAJD5MYPFgfXlgN26Qiz1tvbW4AHdPV4KQw49cKy77gs+zOf+YwuuOCCaeCGsn7kIx/Rl7/8Zd17771661vfWsy2R0dHi00FpUbsEXXp5215ewAuJiYmisNIAUd+ICnt7/2CPko7OQAAHMSAen8W16YzPdSh93fPG909WD71bgHu/N1zHVJMitcL77YDIQcBvE9IBDuxTnwm7ulUsS+kldI1dW/sJ/ye+n8m8V3VU8aV7w7cWjWos5FmbESr985030KxGUywGLNdYjtV6V8FBJvpVQVQyLfq+2z7RCt6zOb6cpB5AZxXv/rV+sEPfqBnn31Wr3nNa4qzmI4H4bwkYkAcKKRmJwzmPhN15gXKH6MeQY6fLwWw8vgED9j0AXh4eLjkWsB4sQLMZ7XubmMG73FF6Hv48OHS+VkcqzA0NKT9+/frxRdfLBk24jxwy+zfv18HDx4s2B6fGcNyYbDRk/soEwbIDxTlGuIgCObk4MGDGhgYKNLs7e0tuYwoawxClhpsGEvV3egSS4RB800NGfhIk9mxx4twPtczzzyjPXv2aOfOnU0HjG3btmn79u36zne+o40bN6pWO7KXEEAFwLZ3794iH4AnLjk/Y4t2oqzUsa/ggt2hjN52AHovlwNPfzfiKjT6p8d9eZvBNnndOvPjk4V6vV5i0Yg3izE9zurwDkQj5H0YcXbKGdsIfGLgM+9fHBvcJRonAw62UkCniglZCCF2rEpSLjr/jJICbFX3VwViz5RHMz2b6VR1LVU2Ty/l2mOMqMpjIcDUTDKfNCMgngkEzdQWzXRxt5RvBLyYMi+Ac+edd+qLX/yiBgYG9PDDD+uFF17Qb//2b+v2229fKP2WTIinIObCXRxSg/51d4B3FgZyDJ4zKBgTj4fAeMMMYBBwP3EiN7qRnsfFSI2zmYh7cJeSGytngRyEMVi7ewn9ofYJ0OUAS4ACZzodOnRIAwMDBcsDY+Kzf1894zEa9fqRjfY4V4s4EjcgvpuvD0JeJ7BP6AgYYjWVG2DaD7ca7TYyMlKwNIODg5IaS70dXPnKM5g0d13A6hB8K0kbN25s2v/4/fDhw+ru7i7AsMe30IfcJTc6OqqBgYHCqANGXG934xBLRPs4wPEjGrjPDbbHhTnjQru6Aaf/8Z06Jy2edQDlYIeyRpfwTH0BcYCdmn07O8Pz3Ou/OVDhHvqmlF6lxjMRFCE+Q0/VmZcpVZ+tMgEuqWDZViQaRD5TYMDvr2KqZtJ1toY36hHva6ZnrMsYlC41WNOo92xZktT9VWzMbNNt5dlWwWQzhmim+13iFhOLJfMCOJ///Of1p3/6p7r22mslSaeddpr27du3IIottcQO4DNEBxRsgieVQY+/+L5sGUDAyg8PrGQA6+npKQY9j+Px2AGYHgZ6X4mFQcXokG/Un4GXmAiAQDQO7l5x3RyMeZDx888/X+jhrJbUYHtwqTh4wp3BXjQwOD5jhvHxQGZp+nlM7mZytyKuLMrqgdS0A0Z07dq1RZ60Gat2fCdo8u7q6io2DKQecaeh/8knnyxJpZVTKeF3QEZ/f38JrJIngJM+ltp00oOEvS6npqYKNxoHrDpIdPaKfAFYDgTIB0BCPs5guWvKwYH3L9qPslDX7NTtDBG6DgwMFHE/DijQwfV3FjbFtrg7yQ2hs1QOeBB/d/mf+1NpoGMK7DQzfDG9FNiJIMjrzQVWNkozwNGMcaxiRhzoVqU3E0vVzLC2wjB4/v7p/c+vNcvDJ7lV+bV6bT5MzNFghqLMFWSl0mnGFh5NmRfA8UMFpaWjoY6GeECmsyOSSgOJ++Lj7I9B349xIB03nO4yaWtrK4wkM9R6vV7ElXAvLgpibXz27Eul3VURdyFm2TRlqtVqhcGkHOjhIE5SaRM8wIJ0BFisXr1aa9asKXSEjaJsUsM9gJ6+IzK6Us729sYZVLAV6MhA70AFkOSgLbpByAdXpAdie1u50e/t7S32ysF9iT71er04WNQNsTNY9XpdZ5xxhs4880zt2rVL73znO5MDVb1e165du3T66afrhBNO0Pe+971S0DgBxu5miMycn3Xmhpmy+OZ9zjRNTU0VbTYxMVFy4bS1tZXOTXMXFiCGencwRh14u/NsNB71er04QJb3yFdjOVDgnfGDa52pcgOLXrQ7/SKCupQBRDzex3WI7FGc+cfYIJ9gRLDn74Dn4zq5wXZ3ODpEQObth9Bv/VpkZ7g2G6OduhbTjS6qlCFtBn5SwDCCzlZYoio2qkq8P0VdUvfOVWbSt9lviwF8olSBcr++VKEr8wI4F154of7oj/5Io6Oj+sY3vqH/9b/+lzZv3rxQui2p+IwI6erqKhlWmA/urxogaWyYFb+PzftqtemnWzuNz4CI4SCwlOcYsDiEEvcM+TOYw6C0tbUVAaq+kqqzs7MwBpSxXq9rZGSkMNS4qNw1w6evzuCYBY8XkhrxTXEWD0hxNgpgQLl9afTo6GhhzP0TwORL5jFCsCrEcQDcMOYAT9oTACCpxCQANGgf9tPxFXAEV1O/gJJrr71WH/nIR3TLLbdMCzSu1+u6+eab9dhjj+k//af/pLVr1xZ1hguK2CXqi7px4+59zJfO05fcZYobFmPNeWQAVJgr9tWhzsjD+zrlZTLgsVNxEHZDHffBQWCMent7Swaedlq9erV6e3slqQRq6XMOYty9xj3oFgEKdeOuuWaxI6QXPx3kIKmJIHlQnxEQUVf0S6/HKkFf3mXX1QGo3+fiusQ2Tukf6yQFbrw8USKoTP2fAi6LyYS4a7oVQOSfKdAc741S1edafb7V8qXAW0qP2TJoyDEZg/Mbv/Ebuuuuu3T22Wfri1/8ol772tfqmmuuWSjdllQcMPiMn4ES0ADb4GwM98IKONvjG6wxqEkqzXbdHYaBdgDkLwz5uF4+wB48eLBwZxGUCVNEHm6w/Ewm3/umra2x0snLIjVYAACXB5TyUju4ItaF4GrqDUbEZ+DOzGDkqKP+/v5CZ/TwOsKdRXAtA6svV3bw47EUbnjR3+sVcOUMQF9fXwEIJyYmSjE9gJPBwUH99E//tC699FLdeuut+su//Eu9613vKvbB2bVrlx577DFt3bpVl19+eVGP5APwwL3nK428r9H3aEeAnxszD4x2gEQ/gq2ivJOTk9q7d2+RloNsj+WhP3s/BwySj/dT7nHAQ3s62I5sQ3t7e6EXbcW99AE/ugO9HJCTjhtid695fJ3fn3IF+fe42hJxwx+vp4CXpFJQq+fjDJBPxiKoQufYr1Or36IeKePs5XQQl5JoGB0sxbpLsVh+nbaoYrtSgKcZqIiSYomi+KrJqmerZC6sTgT8VWxTBEJVfawVXVJ9Orp0Z/ruz9Zq5TMLF1PmBXDa2tp0ySWX6JJLLtG6desWSqdlIU6n+uZmUmPAoEEJfmQQ8eXQMTaEgSUFFHwpM/k57U46MUCX746SecY3YfRBH7BCDIa7yjz+Br191ZDH8cSltgBDQJS7GQAWsCtdXV3q7u4usWIsowcQDA0NFYacvAFltVqtiLVhZgUYqNUay+VHRka0cuXKgoVoa2ssr+/p6SnpBm3vjJkDW3dBRV+8u1+obwAbf/SnD3zgA/qpn/op3XXXXdq+fXuRxmmnnab3vve9uvzyy7V///6CFYNNor4w5hhQX7FUr9dL8Vn0BdokDoDuWqJ/AdyZrQLWenp6Spv3+UnnvgM1/deP6aAOYOZgtXgv0N1XYTmwpB9RZvqfxxhRNgchABb6KO47+ra72Nxd5aDL+zL9h3fFwY6Djci4oJ8zM9RNyuijr7+//O5A3svldeBjiI9f0pHVhmw3IJVPE49gya977A9pp57zcs0GHLmOEdBEAxrr0783A59VgKgVkOLjfEpmYmhiHu6qjNdnSj+yW/F7TLdK7+jea0VSeqTKgTSLWzqaMieAU6/X9clPflKf+9znisK1tbXpuuuu06/92q8tqIJLJV1dXerp6Sn2PmEQdTobMOJbxTv1z0ApNQYHn9nxyT3MuqVyx/egUR+s4wDjTIOvLPH4B2bTxG6wE7Cv4HIGhD+Pg6A8xPf4fjbUHWVykIfLIO7P424WzniSGoDMdxkGtDA4wz7g1kIfD3YlT0Ag9USdA5wwqriwfPdk328IgEE98GwEe7jKMPoOTNasWaN3v/vdete73qXvfOc7+tu//Vudc845+omf+InCKNJfvN3IM26GB0DzWBL+YpndsKO7x+VIDZfd+Ph4Kd5qampK3d3dqtVqhXvVmTAmA/RDgllpb++jvtmgrwx0NsnfKUmlmL96vV6c7xaZAgCbL+93YwkYBnDW6/VSTArvTQQhlIN+4u8se1fFmDuvb0/HJRqoyOw6UKEtkAgUHPR4vfj4QT/x99lBVspoReATdY4gLbrFIsPUDHTQ7l6mZmCIZ1Mundg3UgY9xX5FYOj5eT4RtKVkJgM/W0bFdW52fyv5zYZZqrrXgXfqvmMqBuczn/mMHnvsMd1111069dRTJUnf//739Z//83/WZz7zGb31rW9dSB2XRJyRcPcAMSGSprlkJJWAhc/AfEbnbqa2trZil1kfeJy5YRDFSPpM3XX1GafUMGD+IkRA5DEbGB43ir7iplarFeCEMuNG4Pe2tiMrZQiEdaAGUxLriVVTlNvrnHrr6+srgIIbJnYq5sBRX2XFqeMOoKgXYojQ3Te7Y4sAD+AeHx8vlooTU0NbeTmZ+cfZrgMq34m5s7NTZ599tiTpvPPOK+2j44Aj+v3pK5HF4CwyfwYQwCaKbrgxulNTU+rt7S3aCMbIWT6PS3EQRh04iKEu2traCsMvNdwtU1NTxRlgzuzw6cvCfdLgDJPfB3ByxpQjQejn0SUVDRftSltG96UDOPb88nfSDbyzeejnwMdZoQi+qNMIhkjX2YCZZvQ+Fnh7+3YJKcMdgY6nm2KaItvEPX5/rCfGI08jShVrk/qtiimKOvskNTWGptLj/4GBgdJBv0h0JXHNx1vSSDEpqXLGcsTytyrN+gW/p9JMAbtW9Yj98phicO677z59+tOfLrmlTj31VH3sYx/T2972tuMC4LBElUHOO0aqM0YXgTT9cE6fKfpsCpATXzZ3MfBiQOv74Oizc0mlgd71IM8YWEy5fJVYTIuBlniWOItksAeEDA0NFWVw0AYo9Jk2YAUmjNmxz5iZkTtQ7Orq0urVq4vBiwBrgA87/6IbK7YAaB6zwREVDlAc9Pjp4cRmcbK5G/E48wZEtbUdWUFG/TmAkKRnn31WfX196u/vL4wPxpt6AnhirGGXuFfStLgfgp/pl9StlxOWI+6BQ50BRqVGDAKMke9vFA0a7w6/9/b2FqwLRp86AKA66+AAqlarFcwRYLijo0M//OEPtWHDhpLbkv6NTh675O8V742DDt4HX+nlACTF5lLfvLcATvr1wYMHSwO+s5upc9KiEfQ+5YDImUcvQ8owR4PO5MSlCjBVAY+YNtccHPEee3v4OBlBSYqp4X/yicyaTxhdZmJF4ljuzDF9JObtfcHrIMV4xZjJqvpLXY96Vt3jaadYwWaMS6tAKQWyUtdTQKpKt8WSOQGciYmJZMzNunXrjpul4hxJwPEMABEGwfiiuuF1cbodg0ncg3d+N/j8j/GHSXJmwAc6n+m5Lh73wQvrcSCuv5eD72xO5y87gxbp8L+7UngW3QEd7r7gXp/lUsaxsbHSIO/uCp8JoAd5O1uzfv36YsYNUGX/mpUrVxZ5+OCGMed/8qDOcb15uQna9o3qMDYMcICP7u7uEjPnwcL1el0DAwPFPlIdHR1avXp1wb7EmWC9fiQeBiNNvTigALQ6gHZGjnK4K4g6oxxe/5GFwpg7i+F9zXfLhgmSVJzjVavVCtcUew55fI/3heHhYQ0ODhbAi/7x0ksv6Uc/+lFh8On3HHrqoC2+sw5CHMyiB+3vkwz6S2SbvP59gkP9AoZ86X58/73tnE2i7Z1FpV28LgCt3p4OmiKbW2WEHLD4/V6eCEr4HhkgBwPef53ZjeCA9onxiy7OBqG73+fjYQSPLg7K0MNXIPp9ERAjzQx7vM91jv0kXvd8U8AzZW88T7cVVfrF51I6tPJsVf6zfXahZU4AJ57T0+pvyI4dO/TII49o/fr1euCBByRJt912m+68884CON1000167WtfOxf1FkT27dunl156SQcOHCgxKf7yO+hx1iU1M3AWSJre2QE9vh+LxxtwLb78kRZ2PTEsDqZibEF0f8VYidSszgEVBoy9S6ampgoWAkADu8EnRpcBn0HfY5HIM8YR+czVWYmUWwf9YA4w+CyHTxl5GBLAh2/kCOsAm4Nho45gS2Ai0GVsbKwE4HwGDnjo7u4u2CieHRwcLM3QWYUGQwEzw6BLELi7Gz0YW1KJTXIj6/v1eJwY7kP0gnlCD9/Ay+ue+/lOG8XgYOqZeunr6yutoIurViYmJopT4w8fPlzcQ9+l3AAUN/rOTtF/AJi47xB3aZKvuzAoH/WP+C7LMYajVquVABrXIsjhvfZ7eP+p4/hOozPP8Z1yxPQGBgZ04MCBQv8IAHj3eR9cDwcyPib42ODMRwQ6KaMdAYpPfvwZL6v/77r7dgg+KSQfzzM+Gyer6On1El1MKfDh/0cdYp4pXbxP+DXXxX+P9RzBZDNpBpQY5/2eWFep8lSB58WWOQGcJ554Queff/606z7zaSZXX321rrvuOr3//e8vXX/rW9+qt7/97XNRacGFQxvdiPmqBTpsvOaDsc8ipPLGeXxnphYZmTg4emdiAIuuKASd/EBJd0lUdX6fuXh+VcDOZ1FxRsUqKb8f5stn0NzvrirPh7xZXcVv5BHjF3zWRtlhC3BjsGEi5XRji/hyfh8wJycnNTw8XAAc9ABcrF69Wv39/UX+8bwxn73z19bWVjBcvmTb3VC4chj4ARdcb29v18DAQKmfwTjVao2NEBmco0uNOoiG04Nxcc85MPQtBhyQSyqB9Y6OjmIVG2nUakeO4gCYev/p7u4uzhHDNcU7Qv1OTk5q7dq1OuGEE0o7fdPX/f3xdwoXsaSCKVqxYkWxYaC/D864wd5FA+j9yN1T/I7eHv9Eu/Osv/e0u7uSaQMmBpTJ8/f2o98CUkmPfDiKxF2o9HHaLBosZ0Oi8WOccIBAvUXDmDJ2kb2hznxsBSB6DE1M21kw0okTQwdG3uci8EwZbEIXUmN0BAEOflMAz+s7AoJ4XwoQV0kV4EoBIP/uv/lfM4bJ84n92fP1hTiLKXMCOLt3755XphdeeKGee+65eaVxtGXVqlVat26d1q1bN62Ro8vIZ168lE7ZR2Pp6flsXmr4l31AY8Bj8OJ3D+7lZfJZJoO33+tHOPhMhM4fV9L4zMnBWnxB3RXhzIzXExJBCenhWnDAxH4y1J9/eoCqA0R0cabCZ+BuSPjs7u4uYlHQy1kOScVMHx08pgr3i58v5sCV87Ui0GtrO7K/EIbaT5v3gGzaCCPOcwBwVmwB1NCJ/kK7wwJxjT4DWKPufGBGX9Ji9SD6jY+PF8wVhjvFUk1NTRUbJDorRL+GlWH5+Y9+9KMiaBxACXBz3ev1erFdQGdnZ7ESEDDqwNXbHt0OHz5c9DvqgPaVGsDf69Dbjz7ljIO///RXL6u3qxt1H1u83v2dQ0efZPi44ZMyfgMMk4ZvC+BloB9E8MI1f1/5391zDpA9j/hMBEukQ7niO+LG2f+P4MrdR96PIyiMBtnHtVguvycCG+o3Gv04TnreDvBimrE/+LNed7Ft/H1FIgj0crpusY1TQCaWY6b0IoCaCZQdLZnXPjgLLZ///Od177336id/8if1W7/1W1q9evWS6eKz6BTC9lmAf/fZAr/FThAHO7/mTIt3FN+4LSWk48adF57fMJDcR7yFrwbzF8cRvLtX0MnT5X7YiMgIIJ6OP8N3qcHe8Ollo3wMxq6fD3IM9IAmZ2EAO+zO7ADC2xuQ4q4L0iTI2NsQMOTL7uOGe87IwBqQpruYnOHhjxPJMbxTU1MFsPJl0e3t7cWhgLQxnzBJGDJAAWV2NxyAhL4N67Nq1SpJDTBEuR3c+gZ8fpAquzv7qjDqvKurS319fcXOxIC4tra20mo5NoRcsWKFXnrpJa1fv75oq87OTvX09JTakXfLl7I7OPM2xLh6P4eVpm8Drhy8OlBwBsPHDgcSDga8z/vkyAES/dwNOn3AXcnO0qGHjyuk1d/fX7Sx6xS/o1s0UO76cxeYjz/OWjBexDGDtolG0cXrwX/3cZLycj+f8S/1e8rQe3oxrTgOpgK8vYyRdeMzFa8ax9MU+EqNnzEt+qb/P1M9xPJ7XcffUn0i3ufPslv6YkutvkTQ6rnnntP27duLGJyXXnpJa9euVa1W0x/8wR/oxRdf1K233to0jW9/+9tH7RCv0dFRjYyMlJa4RqTrL5S/gBHRe0wDv/NcpFvdWDrL4/nTuaroZJ+9ed4MqK6rzyah0D0fX2nkg64PxP7ieWxEfNl9QHLdvWwMxu4GQX8fID1dH1j8k0GIQd8HZNIkfZ81xwBa0gN88OdtCetSq9VKzA8GyAdBZ0vIf3R0tHDFSOUZmbsmfMbOqjHqKvY9DD7lh3nxusTQkgeGy/dIcYPu/c933aZcGHZnLKkHdPV+CSs0MdHYVJBnY+Cs1xvp4i7w9wH9fbUhz7kR5n1zA+xnVjlg8fg0nvP3TSozPehP3aBDZEhcoqGORsvfhcjuOBByUOeB4l72w4cPl5go0ojvY3RdxT7mYKxq8kW+/k56/0YH3lEvK+nHySC6uaGPMYQRvMRxzFlGB6auc5xsjo2Nqbu7u3Ls8bpDL2c0Y524blE/r+/YR+JEOvYBr0evL7/XdXAAFPtlK5ICRy7j4+Pq7++fdbqzkU2bNk27tmwYnBNOOKH4fs0115R2d62Szs7OZKEWQkZHR/UP//APevnLXy5pOriISNvviZ1Zmt753NBE94vPnujI7jrxWZ+nSb6pmRj/+9ETpO8DfCxLBAxxt2D3s5MW9eYDYTTAbpQYyN3l4CAvslqwH4AR9njBcMKM+DJjqbHsGMPMNY/liZvGASImJycLVoJ6ws3jsRq0v8fMYNhJz5kcnnvqqad01llnldrTA/a5jzL6ChvATq1WK1gpWB4f9CcnJ0usFECAmCIYIlgljIuv7KO9YTkoA4Hb9Xq9COBmFRV9gL2F2traingcAIUvg/d69Ofpjw6Avvvd7+qcc84psV5jY2MlkMWAHVe/OJtYZRx99u0G2Psq5ff9gbzd3HhQBt4dd+FRxylj4c/Hd4prDkb8N9+WgjGBevN6ibN+74txwuXggX7mbkf/3ccg8vJ7HEh4u3l78Y55HTlIiS6oCAS8Hf26g4EIiByc0JaPP/64TjvttFI5Ui4rF6+vOGFN2ZAIrPzP34cImBwceTljHh776Ndjm/s98d3xskUGPjUhf/LJJ4+arZaqw2aWDcB58cUXtWHDBknSww8/XAz2SyUELRIcFTuBpOTgGztqnMXNhI4jMud/N7q4QXzQASj5AOwzNvLFBREHH6eV3edPGT2OyAGWr3yKM4AUdeszMdLwpdXOUkQ9JRWG1NkGZqqTk5PFqhrAAYGxK1asKFwliA+alIU2gwGQjuzfwuwcMOaxMoA0ykE7wyBwhhaxIaTj+8nQ13CBUE8ORr3MDkqJSwFUUCeeF999GTZ9AyPb3d1duGx8RglL6m4c9tuBfYF9YpUT1zF80pHN8bws5AUIXLlypUZGRgoACGBxwMMn1/fv36+XXnqpxLZ0dHSUAC+DvIMJ77cOpNx1tWLFiiIQNwavtre3F5MFAA7uN94lfw+8vlx/dzHVarVS3yZo24Ek7RCXhKeMKuXu6ekp9KZOWOmIsYvjjLtmAY8RJKTAWARr6OYTGu9bvDsR7ERQ5UGqKRDioNRZK7+f+yKLwz0RsKG718vIyIhGR0dLACrFRkVA63o4iEMiMOP+yOi4zv7dJ1ipvL29HIAjUZ84VjubGBklLze6eHklHVtBxvOVm266SY8++qj279+viy++WDfccIMeffRRPfHEE5KkU045RR/60IeWQrVCCIZ0OhKJBji+9Pz5EtfYAehkDoT4P9Vp/CWJM5I464xsT/zdBwFpOv3sLzfAyQGUsxgYdT+5fHBwsAhwbWtrK+3+7MaEcseBhxeLQRymAXYAHfwFQjefyVN+YijcnVOv10sBw9GIev6+HX97e3uxsR6uJ69nDKqzKm5UMd4cl0FZiYlw0EM5cfmxwgo9a7XGQauwCw5Y/Uw076NuMBl4HAC7QfP9jLgPtgWgzXX6mLe3B8w74Gb5PelSFx7sS93RBwAFtCc68Jtv4khfAJzRh921wz1uONCjv7+/AG4Eh/tzcdNIZ229LzggdjbHN/hz9urgwYOlCYS/I/QhrqVY1MgKeLs5ABgZGSm5r+v1esk9B6tHXTpwYeyKfVEqu+P93eZe3+KBdFKTRxcfu3x8oo6833uZU267mC5p8BknoxEArVy5sjgyxZ+PNiDm68DXy+NjsuuBjfGgddKljuMkMAVsvBxVTCL9KQWm4g7qKVDr77eLM0VV7sujLUsCcD7+8Y9Pu7YcTyGPHTw2Vnwx3f3iLxefcVYdZw3xBYudDWHQj50Yict1XTcGA2n6uSE+6Hh6cUbF7NtBlBvlnp6ewpjHwYdyxoGDsvgKkBjc6QHT8YXBKJO+n0XlhzYSaIthIS4F3UdGRgoGADeMb31Au7r7C4OHrj5wORj2gYkZMn2FFW+wI/QRyh2XcEdXGelgeNHFB1IYIgetAC7qnEEJ91scAD1N2svb0gdi7y/0W0CTbzTpfZhVXl6XKRYT/dk8UWrssoxhBuB54G1PT08pX28X0nTgA/uC/g52/H3zAHDAqIPxODYArn35vtel60ZbwyozHjjDQt9xFzI6u8H0993b0/dOqtcb557FuJcqVpt0PF9fteUTNvpBZLcdrEWDH42n9+vURNDfVx+74hhIOegz7uryMZj649DhqFcKPPkf98SyeH5+3SfArgttFiel0VXGdbczPi55HXtdelt6vt4+qfZwXd1OxvF9sWXZuKiWm/Ai++neVZICQYjTs7zc3tF4LvVCILHjpF72+On3VHXICDJ8IEhF+MdyuIvDZ2M9PT1atWpVic1w5oQ8nJ6nTjDAABaf+fvOzk7T+mDloMGZMWfSmKVzoCqGbXx8vNgUEMNCGQAXPtBI5QNXfQm+GyHq3oEn+ZEerh1n5igjbJHvBO1gwgOP6bc+w8fd1tXVVbQLz2A4HXgDFIaHh6eBEOkI20Ie6INb0JkqD6ilTnH9RHeH16uDCAwvDI3UACKdnZ3q7u7WmjVrphkS/m9ra5u2oov70MPdfu4u8UBmQKyDWZ/d0va+QzPt7IwC/Yg/N0IAVNoOoEsfok4cxEWAiLhxiWOOt5EbuBjQ6wwlaQNAPbg4smKR8fO2IR93eccxxvX0yZAzqakxkTL6OxffozguRt1i/4mAwJl2fnfwGMEZ6fpzXEuN+T5prAJP3k6MoT6ORuCC/l7/ccLg7yP9nnt8Qu/6O9B3QMT/HrN26NChaW29GJIBToXEWVdEwdE9FIWOLpVXwvB/7Hh0jjj75dmIslMAxnWJL5KL/5Z63o2NAxIXT9dn3IAKDBzPOePgL4+/yIgfEpmKx3HqMwJId6fFMvOiopfT/x7wSbkZyDFC7npgYIt7BZEeYMyPSPC2j+634eHhwoXmzIUPEjAFHhQd98pxBgXD7IaCfB381GqNJffUue+bQh3gPgPMeJwNdeHgjj6xYsWKYu8a6h6mY3h4uPS+OHD29wamKa5gc4AG21ar1YqdkymbsxsOZqhn2sEHc3Qlb/J0F7C7Dev1emn1IC4y6t7debAgzqb5qjgHJh6XQ5u5y8qNEP03Bmu7Ttznri3uixMPn2D45McNaoxjAozCNjlz4WORj2duYKPR93r3uvdyRRARgZIb/TjhcyDn42sEjcT4wW6hq/dXtxeef8qF43nEMqVYy1g3EZh4uimGJ5WvgyV/98iLZ73OGAMduKfa1yeE8dyzxZIMcCokZYD95UgFdMXOzbUosaOnfk/NbtyllELqUoPajDOOmH4EDUjqRYz1wn0OwryeGPzQB4PjZY+DGWXDCPDpLECsf9fVX8bIGMXddx2seJ35gIS4/nHAwZh6nA96AxRgHxhMnIUinsT/0JH6WLFiReHucKCBwcb4YljRDZDFvX6mWL3ecMV5m7iBwwXZ0dFRrIby370uve4ADqw8wyj54aseQBvBEIwJdekzVdcVkLV3716tX7++AFuUkYBuvlOPfh4cYInyeDlJx11p6Ixew8PDRbpch5Xz98npff5ga6gzXFX1er0AxVNTU8W+P6wc9HfAJxax7zq48Vgdvr/00kvav39/ybB5n2f88E/qTVIRYO3vkY9Dbqh9POA+B04O5L1M3Ms9XIsG2GMGXQd3vSIeE+bvChJBF2lRhoMHD+rgwYPTQFJq8pqaWPpkKE5GvWz+PkXQFcvi/ZUy8Olt53UT3yvvQ9GGpcrleXi6sWwes7YUkgFOhfiAkELNEdgg8SWLRocOkULd8eWK6fhMsQrR+yzL73Gd6dz+wsQZHmWJZeA+B07+HOVnEE/NHvj0sqKPGyCpHAPgAM9nHugTXWWub3wxffM7nxn6rNNdPwxw7qryZdB+SrgzGpQhsjI+263VjpwNdMIJJ5Tq2tvS6wI2gPrwrfidiq7VGrN9GA3053eW0/O/GzQMts/EIisBSPM+BoDB+FMOXEW12pEDIznri4BrB+f0Lx8svS+Pj4/rqaee0vPPP6/Vq1frZS97mTo7O4vl57Ab7tpytyeBtv4uDg0NFcvjYZ386AzfOZs+7md10a7eT/2dP3ToUAlsAJAAr6TT399flJ9YMICx1GDm0J228r7nrlrAH3UrHTlr74UXXiixRNSRx/G0tbUVjIWDJwdUblx5BxzoeL93YOztQX0BFknXgQ15A+65z8czqXxumI8fPh46o+p9wPX1fhdZzDieuY5VY76PRSnAQZ17vm4XfAyM77GPMT6mxzRcHy9vfMeoR9czTnwj4KoSxvWlkAxwKoRB1zcSjIg8GlHEOzL3RSDB9+gG8zRSEjtbqpP5YOOf0WjG2UEEHZ5n/B2Js9VarVbUnefpenjMjAOBFCCLPm8feBhsfBbJIOCDsRs50qcsBCAzO4dFgX3xwZABGINB3bsB9Rkz9eMgLy63RBdiZHwQY+DC6FDOw4cPl87T8lUd5EVQcpwdRuArqXTOF/WGYWV5s7MhvtwbA12v14tT2mFhfOsAdlaGTYIlGhoaKnaFxjj6CeoeeEtdPvDAA/rTP/1T7dmzp9Bj48aNuvbaa3XVVVcV9cD9Dm498L2/v78ENAFz9AGWiMPUAW4c0KxYcWQPJuoAJoj2c0PU399fGHeeJx/6qrMnLL3v7u4uMaWkAWDkN2eh/H3wyRrP+4q+Wq1WuAp9QhfL4a4ZD4oG1EYdaTef/HDNV8u5ng5sPC4sAoPh4eFpeqILLj3XMdaJjwWxrqI72b/39vaqp6enBDp8/I4gIjXGui4R6Hha0T3l7ezliGwq9ZWyKanJarzuEseQ+GxK/H7STnkSFkMywKkQ39Zemt5oUrmhHXR4R+f++LtLChxxPb5gsXP571E/OpWzMv7ipHytsVzxBeUzBYScPfBrrpsPSFKD3fAYB/TxDeb8j/vi4Art77Noj3Fw3R2IMHC7IWCAji4vZofO/mAgGRzjYIfhqtcbgaqu49TUVHFEgbNGPsBTL24AyQMmgU36WOnhhyj6TNdn+m6IADCAu1qtcbSHzzD5HeYL99zAwEDB3kS3BOnQJ1euXKnOzk6tWrWqaG9AzvDwcGk3aEDWihUr9Ad/8Ad68MEHdf7552vnzp3auHGjnnrqKe3atUsf/ehHtXv3br3//e8v6pmye1AsfceP8GAPIIyrz9TZPNFdkugzOjqq9vb24kgJ2oJ2ob69fwGIY59xtxp17+8vZ3hRf37UggfF0yfjdhG0m/djB2AO9mCYcAVSDw72/H2hrIAyN+QOmqLEMcbBSGpS4u8V4GxwcHAaMwFjJDVW+nmcnQNWd29K6SXN/q5FhsqZbh9DnT3yMkZWyssd2ZfoPuS3lA2JLFS0EejD/x7LmGqfyL57G8RxxXXjOu3eDAwdbckAp0J88I4oW2p0Gl6WyG54J5Cm71Hgf35fM/BTNUDEGUEETC4RbMUO3gwAxd8jEONvdHS0mBE209/1iDpKjZfbB+ZUeWKZuE69OnviAAl9IxUL6PIBw90/Xo8+WOD2clBFfbl7yI0KZeJ5ryc3IFNTU4Xx4PdI8Uvl4HjP2/urlwlGisEMFokAWwZ+Z54AH7hBnPWanJwsMUK4oTxA1vWv1RpuST9Mkzr1U9j//M//XA8++KB27Nih3/3d3y219zvf+U7dfPPN+uhHP6qzzjpLl1566bRJRnwHAScAGgcqUiOOau3atarX68Wkp16vF8wTde59gjPA/MBVz99BAf/Xao0N+egL/AESnOnBBUi9edA6aQB4HEjBknnMlrtlHFSjN32UAOj4Gzq5oXcGlX4LuxTP7nLw7MAFwOft5+ITnPjO+iQJN6yfIk//I09vE/SOTB39O8ZCOuAjfV+6H4F2HF/pQz6Roczer2I9pFx36OX1E+uXe1y3ONHxcR6psgP+O3lFtti32lhMyQCnQpgFR/rfO4S/LLHTu/iLkDLqEfA0A0ARREnpwOCoh98b8/RrKUmBBwTD6C9S6mWUGrMdR/3+Gd0kiA86UccItvjuenHN04Weh5FgcPfBJ868aAu/7jMZHygd8EkN15SDG6kxi1+zZo3WrVtX6MDgzHeAGHrgSkm1iwejej2tWbOmtDOvpGn7AEXAgkvJ65GjGGATuru7i3sBAPV6vTgnCrDEIO57KLmR81mfuw5Z0XX//ffr/PPPnwZuKPtHPvIRPfTQQ7r77rv1r//1vy508hltBJuAt9TslDx8Px1cK+6uGR0dLUAJ7raJiQkdOnSoMCyTk5NFveG+daYCo4/Rpey+0aKDltR7gQuQNDx2hr5EGbu7u9Xf319y59IX/bBcNmOkXpzVdFeSx2k5aB8bGyv6nPcxAADupFqtscTeWUpAr4+hMT7LDTn15Uv5aWPqmLpwQ+xp+ZYH1B/v1b59+7R///7SRMFBLONbnFA4K+RsjU+Q/fc4afTypiazDjjixM7fkTgmpuxJyu7EdHy8dYAcx2HSB7wvtmSAUyFQyZGuTLEoCI3ZChDit4iIU+mThoOImKfn589VAa746Xl42n49BhdyDy+3D0A+U/c6SBkc/o/AJ5aNuk2Vz+91dsTbg99imzlg8QHAB2ofoP053GPRKHrdxJmqVN7Q0AcUr2sHU+4mGxsbK2bR/I/gOov9zhkY6sJn0h6f4a4Lyo/exNhE1x/1xSxdUrGnELqwNNyXSEuNGCDuwx1Ur9cLluV73/uennnmGe3YsaMSiNdqNb3rXe/S9u3b9Z3vfEdnn322JJU2DwT8eV/1GI/ocuQ7gJh4LnfjrVy5ssRSOANDLJMf03Hw4MECHMJW0FdJl3pkHOrs7CyYrt7e3sIVRntOTExoYGCgqAcHTQ520Lm3t7c4/JB8xsfHi2di3BlAAB3pi5GtpG38efqG79/DtXq9scrRVz05EKJ+AIg+0XAmyp+jf8d3MW5e6e8zOgFAY1kogwf4A3z5jq7ODHmZ4ljprmPawvXzcdNDDXy8iRNdH/vQy8sZAZQzN3HMj+9XrGcXyhxtjoPSxZYMcCrEZ878L01nOarARgQaiHeA1GzEQYEH31alSQeNICjq6i8K//szEezEfH3GE9P0sklHDJbP0uNLFOsqvjCRZUrpz/cIDqTyuVhV7eR5ePxPFYCKbiVP040z/0dQG9vX96jhf+osljkOhJxt5XXnAMjBnIM2B38M0sxY3R/voIx8mRH39fWVXG0M+hhCP8YBI+CzW1w3k5NHdiF29wJBswAbyjU5OanBwUFJR4KJmwm/79+/X4ODg0U5nRXwjQid9QCgYDi9Lv09c+MUDzX1IxkItgfwex3T79hM0dvKD3WFBWFpMuIr1ejvsF70Qd9xeGhoqBhvpqamNDg4qH379pXcr7QF6cNi+In09CP6En3W3x1+834FaKXsfKf/8H1ycrJ0CKuza3xnUuHpAwSdbXS20scfB6cOpKgbvlNOZ2sos7PR/m56rBf9gvZ1F5X3gzjBiuML/YfrMbbI31tnhKomrQ7eqY+q8dm/u51Ijc3+e1Uaiy0Z4DQRN+xukP23eD9S5TqJHcCNVKRE6cjegaNx9llDBCqxE3o5UsxU6mVwiYDB68fz7e7uLmZPfr3q02cVlDOyHvHlivUZXzwfmPyZFFCKR1t4HXse7lqK4MKBkhtEr7NI7ZOmz4i9HX35Nr/5DDCls9PFniff+d132mWw9pgNn6VKjcPyqmajDKy4q5yhcGBB+UdHRwtARJ0BPNrb24uzoDCgJ5xwgiTpqaeeUjPh9xNPPLE4JBXARD3DSIyMjGhgYKAISAbsOHCIK3Qi0Adc8D/lhY2gzg4ePFgKbqW8sDG4UFycOUD34eHhwrgfPny4WOru77a7qTD+9LmOjg4988wz2rNnj0ZHR3X66adPC0anPzkDFqodCAAAMt9JREFUgbsMFsSBEeySvwtxnHKD6v0VsM3v9Dvvgw6UHbjTttTb5ORkcRSH1IgL4jlAiwe/Akjpg9Q3/b1WqxWuVgKv2T+I9uZZ+ogz2NSRt0O9Xl5sEN1Y6OZgxccLQBwxWQA2no1xoT7xczDm44iPNUgcU6MtRHzsJu3IaucYnGUmcTbsMzckhWj5PdVhopFNzdajRFAU80Wi39XBR5W+US9PJ+aXKiPfIxDr7u4uKPuZylT16fdGHVJupJhmqo5S5U3dH+ssgkIHd66LU9VSedWCD/4OlBjgAIXM8jwuwOsgrniJbq04aEYgjrGIK2wYkFjuTJ34LsE+yEVwC4sT9cYYxXojMNYHP37zVUg9PT3q7OzUz/zMz+iMM87Qrl279M53vjPZt+r1unbu3KmXvexl2rBhQ7H6qVZrBDDH09YBI4CgtrY2DQ4OFvXAgA3bxJ8P6t4esCDeVu5qAJjgqqNt2traipgd2CPaAzaITwfWGDx097gtr8uJiQn9n//zf/TQQw/pueeeK+rs1FNP1WWXXabLL7+8OIOtt7e3KBeACiAVmYu4OaIv/3Z2g/7r4AKwi3g56ad+v+/yDCPk75e3i/d5ABz90dkqwBHuFR+3U272559/XieeeGJpEuOxS9yPy8+ZK2dgUhMxD+Z3FimyqLQDY7VPHEjXDxLmmjN6Xv+ejr+rnl60C+7e437XDYlj82JLBjgVwgwublCUAiSpaykgESXVQfz/FFquAgCuN/nG3yKr5FSl5yk1AoIdUFQBgPg/Z3iRjv/GZyxXZAViPfA9+vb9e1W8lN/rz6d08M+oayynDw4xX58N+jWuezyDp02b+Lk5GBQGZ4CEG7kqEOp+cWaWscxxLyEvL4OeswmuK2Vxo+T6uMvA72OWHPPEzcD97LtTr9f1hje8Qf/1v/5X3XLLLdMCjev1um6++WZ961vf0vve9z5t2LChMDrUke8yPDV1JNaCuJPR0dGSYfbdlDlSwtsc8EFsCwCKuiYWx+uFNuDd8jr2/oF7jr1u/FR6+gbjE2wXEwraB+YDo3vbbbfpoYce0vnnn68PfOADxfL6nTt36o//+I/13e9+V9dff71qtSMxQgAWd1/x6YDQQTzGDfDgkxwAg8ekwPR5/FcER27kEd5z397BA51hhByY+/uADrgDvX/zvK/6c0Dh98WzyCK7SRuiL0wLExgHSA7MHCj7SskYDM175nXkDFp0nVF+Z2K83txV6BMoHyscwHg8m98bJ29TU1MaGhrSUkgGOBXis7VmICVKNLzN/k89U2V0Z/ptpuszlSEFBiK4cGMUQY8/47MLqWzkmzErUc+qtD2tqKvPWvwzNUuJOsU/no9t4GWrCvyLZUjVq//19/ert7e3RNtL5fNcfDaLi4lr7g6JQNANCm3nFDKDtQ/0Xifk5zNaj1uK+brLzhkhrydfyUI53S2WMmyXXXaZnnzySd1666166KGHtG3bttI+OI899piuvPJK/eIv/uK0NoFtcEMwMTGh7u5uSUdYR2bdgCEHbLAhzsrARDlL5HWFMSU+hH7BfjuAHQ/ujYa/VquVVv9Ql8PDwyUdyIN8eL6jo0N/8Rd/oYceemjG5fWbNm3SpZdeKqmxMowgad9AEL3o+/xPPQAOYX8oA+3tILFeb6y287bxCYKzkfTNWq2xaiwa9bhrN2nH85DcZeixS93d3aV6Jqh8YmJCg4ODeuGFF4o+5SAMVx46oh/5O7vn4xHpexm93PGUeQfp0Q3vkx4HkylWJY6RDrD8fU1d4x32McNdotzjuiyF1OrNrM0yl927d2vTpk1HJe2JiQk9/vjjpfSjseIFbQZQUtdmYjKipNiGKplNc7Z6b5WRTkmtVtPu3bt17rnnlsqZAiT+3SnllETgwnOethtkfybmGV9s2iH10kf9ZqqLOMuRpi8R9U/kiSeeKPpaBJZ8Ylz90+uBdCO17YxKrIcYq+MsgNeh61FVvlQafi0Ct+g68/897sTBRr1e1wMPPKA777yzFI9z+umn65d/+Zd1xRVXlN5Lp/0BKK6bgyg/rqBer5cAESvXarVacW6YB9ICgHxsmJqaKjbjAxDgYnK3BIbR3Uped94WtCn79gAkvUxSIzaora1NN954o0444QT9zd/8TeX4csEFF2j//v36H//jfxRt7CyD74Hj+z05wHDwQv/CqDvA880gHQDyW3ynSc9dmfQZ6tr7voNHACD6AHT8u4N9hLRoK9ri6aef1plnnlmaNNAPKB+sUAQ2Dg4pq7vxAKo+OQBI1Ov10m7m7k6jThxM+TjgEyN/h+l/Dk6jTXL2x+PpvL/F2MQYSC1Jzz33XGnisdBShQUyg1MhuFmcRpemzyKQZgYyGoSYjkvq+SppFfS0el/VvSk3TEp8cI+IPQUq/LcImGb6vxl4wbi5u8tfwBhH0iwfb2f3Sad0cUaGF19S5W7YXq+sopKmrw5D4ioWL48bRzd4PmhRJ85ASI2B1ssQ8yH91Hee88Ha+4IDnpimuxWcMSFNp+cp6y//8i/rmmuu0Z49e/T3f//3esUrXqGNGzcW7hOP7/EB2sEWLI3v+QNjwTMeEOoBmn7Eg7vT3BhNTU3p0KFDhQ6shnJ3k6TSsnpfxeOGlXp0F1vcH8b7rk8GnnnmGX3ve9/TLbfcUjkO1GqN5fV79uzRT/zETxTsNe4aVoPh9nLQQF36cv/R0VFJmgYE6Vt+xhf1EPeuwUUWN+SjbpwVwp3n7zvuIfoljIenRX7e3+r1emmlFP23vb1dg4ODRcA4zKe3F3pF8EmZHRBEF2YEBaRBrJADRy8TetDvnB3y9zKOB97+Xj+k4/VE3/L3ik//zSdfPg7s27cv2feOtmSAUyH+cqUYCJeq2bx/d0OaYgGQmcBIFQBqNni1ku5sdJjN/dGocS31vRlgTKU7m//9Wgo0uK7k74bCAYvrGFkgByUYRQchsU4YoMfGxgqjEOvE84jALVLPDITk54wF32FFog4OrJy+Tw2IzhKRTqTZ0YNnXEjXd+NlUPXPCE58Bt7f368VK1borLPOKgGg8fHxYmLCMQ+siIonqDv74LNx37+GdOkHHOiJq4m29gG/VqsV7jlAAYHFMCLknwK3Dna47rEqfAJqHUQ6s4FhaXV5fa1W04YNG4q6cEaJ/ukrh+hzvb296u3tLbmnfQVbW1tbAYDcHengnLoGQFCGGMgcN0MEJBPgHI+C8fgeyuMAHUPu9e6rnNyl6f1waupIbEl0zdAfHJB4jBb5+vvCpMNdt/RL7gUkAb7jZM6XzPPOTk42tmWoClomD1+NFicIcaLo4Ioyej34pAnmcikkA5wK4aBNP2zTpVXDOxupejYChGb3N0vDJcWacD3lLoodvFkezNaqxNNKgYuqfFJ+6JTxbaabf58NKPL/3Sg6C8S9MejX9XQA5GXv6+srDvGL+cVATmn6waU+O/P/3eD4TCzq7elhkBE32j7r9hiMqFusE9LxctHXfBBNBa1SLt+rplY7slndCSecUDLI9D0/4oFAZQeeHqTLoI/h9BgMSSWXjO/yi/F1oOMBo753CfEYHP9A7A+sD6406sMBFX0FwxtZMgc31CFsBpv5tbq8fmhoSM8++6za2hormignQGNsbKyoN5gT32UbnVPumHhSue9tE11/0Q1CPRHwzXMOTvyUcXcxUm8cRUKfciABUASY+dlk3ifjmMMqLd8wkn2HaCNvO94bXHf0F/oU91BudgHmfl8JSLoAFB9bYN+cZfT3cGhoqOjztCO/8+6hqzOLlNXfZ947B1r+7r/00ktN+9/RkgxwKiTVkVt9bj55zkWaGepm31OgZTYgK2XEpenLQ6Ok6nUmcBFBSRU4q9KtSo9m91TVa/R9x3ucFfFr8bvnOzY2Vgyw0SXoK+P4rMrX04xt5nSyzw5jvdF2vg+Ju4mc7fC0+UyxSw5YPM8UCItMV6wrfzd9taOXSSqDNZgS/h8dHS2YBWazMLbkgQvEN47EWMAQTU5OlgKpfXLgz1CfGHhfZYjBx9A4qKOu3G0W2937DIaR87NOOukkbdy4saXl9aeddprOOeecog3YZ8VBAG3EbJ9dnKempgq2zPuVs1MAT9qN8gPqarWa+vr6Sm45gI4bVNqRZwEHuMqkIyD20KFDklQcqgowxnWF2w2wBnCgPfr7+4tyYrT7+/u1evXqUv7UkbMyKfcTYMv3fvJYJoCY1DjvLca3Id4PnAWj/SmHxxuRtru1uDeuAoPp8iXu3BPfa2duIjMUry22ZICzBNIKCzKbZ1qVaDhdqga+mX5LXXeDVSVVzzdjY5oZ76p0fQZVlXaVLikmayYhrVT5UyAn5s+A14yZqgJyDi5ohwh8IjBzNsDriu++Fb6LD+QOKCK48AHRdfL4Ef7cIMSy+IqQVN15PWA8HXhgjNw9ArPDhoMszyYdVkM5a+Krk3wJvS+1d8ZHaoAOH/i9fVmu7kDCY5O87BgsAk4dMLqhx+C1tbXpmmuu0e/93u+1tLx+/fr1SZDm7BzgjHoDcLDvkLMQgCFvl2iA3WVHeVlmT9v5KjNcINQTQJD4M1x5tBurtLzv+JEhlI3l8c468QxtPjg4qMHBwQJgEAjsbjNPM7JyvBselOzvjdeNv5sAEo/ni/vW+LvmzJ+vvvMDYh2IerxZBM3Us1SegOB29TPxHJR5+7AT+WJLBjgtylyAx3xBSavGvtlzC5X/bH7zFx2ZTT01Y5Tmko4b8HhPihngexysZqqPubQ3z7CtP+JGJuruoGWmMsWyxTqJrBC/u7GOzzmY8rgCnwH7QOtxC26Q3AUhqXBBSNOBlxs3193dIOjHoO2rO6g3Byxebtw6U1NHdgtm1dDY2JiGh4eL52NwMIbHg0tZOZWK70FibFFvb2/JLQgYc/bDjRWruggE9tVIkSH7xV/8RT3++ONNl9dv2bJFV155ZUlvP2R0fHy8dNo78TC0lQMxP6/JQZiDschI8ek7NMO8YMhT4M/b0QFVNMr0F3ej0Kb+vLcz97a3txcuz9HRUe3fv7+06s3ZS/qGs4uAIN5vP1KDdnU3LXVP/UR3sb93hw8fLunt7iUHMO7C5F7y9neTT675En5n9EgLd6UziDHehzinpZAMcCqElzMGls4krcy6mz1zLEoKWESmoJXnUlIF7GZil6rqNMVmpL7PxDC1yrC0Wh5mpc2kSseZdK8CQFV1GRk4Z3b4dCNKnTpo8dk3abtPPwWApHIAa/TlO2hhAGcjPMT19rqOxigaA0nFxnSrVq2S1JhZ+wooxgRYC48bcQDkG+MBPhw0u1FwI+NuF2fSPA4F8MB3r6uRkZEC9FDOqakp3XTTTTr33HN19913a/v27UW9bNy4UTt27NCWLVumsReev68AIn8AAAbMA7i7urpKZYWpQWc36jwPmHEQNDY2VoBJGDYHcfFTUmk1lRt2wJr/Rp/xPY68LT2mBHdVV1dXseuzuy8dGLq7in7n7IefH+aLWZypon8QoBtjdnBJOZCJ8X/OzPj9zrL4uxPfE0Ah44r3N57nPeD5uHGov9eLLRngVIj7waMsNCCZL9OzkHkuBCPVDBhW1d1yAICp8kXjzrVmLNNcgI8vk66SKnAU2ZmoU1W5qsAeaUbg4warCmB5fFI0QD6rdsPjM9J41IHP2qVyEC9t4rNGB0CRIUKnGNTpOsbZOPdzZAQGz2e6GLRarVa4mgAA7h7wtvKVOxggB10YYwcd0a1HuVjxBeghdgIji9G55JJLtHnzZj333HPavXu3fvInf1Ive9nL1N7eXpzaHtuzViu7wwiOdleUu8TQjQ3yPMaDNBwIuYHG0FNn9AfaCkbHAYP3IeoQ/TDO3hej4UV81WAEdeQ5NjamkZER7du3r+hrDiKcISRP4nwiaGWMJLAXEEi/QA9YM8T3yqEevH/gCqX/1ev1wo3E+0O9OJDy9nTmmjKRNsxVFK9b3gnaZqnOoZIywKkUf1mjHG+ApJnMFZDMFpQc7XLMV6piimYCFVVxPCn2w2dfMb35ShVrFYFOSnzQj+lJ5Xcl9d74QOrHEviz1IHf7ywHgzZGU2oM1s4COdhDb4xAjFmJ9eGgxusII4lRIz1fvYLBAAQ5KxUHfQcE/PkeMQ6y3Oj6viZcZ1WNr5BzEMmhpuQ5Ojqq1atXq1ar6dRTTy3pCoPidUd6k5NHlg6zOghA6QDGdcY1MzY2Vloy7H3ddfb+6K4ndwMePny4YNm4j3JNTk6WXInef1hKjvsQMOHlSvVJP7iTPPfu3atTTjmlYMu4188Aw30oqaQTYGNycrLkxnK2yPu2xyYBOvxgVNopxupw8jz1y1J2Z5Vok/Hx8RIIow84+5gC5RF8O1Dy98rbdCkkA5wKoeNUGbZWZLagZC4GrWpWP9N9rf42F5mp3haLkVku0gqzkopbasYEzdRX5vr7TMxPSty1hm4YmRTT44NifEbSNADCAOvuBQxlf39/sfLGB1On2n3w93r2GBA3ugz0Ppt1XQAszmh5AC1C/oAXDCZG1an8CHZ8lk15o9tvaqqxdwy68olxIk/eSZ4ZGxvTmWeeWbjfSNvdcLENPNgZA+z3ulsflx6GjeXZvleNgx7AKwyOgydn5ZzVA1zSBtQ3fQDg4S7E6M509oO0UwBVkp555hk9/fTT6u7u1hlnnDENAHEvadHHWELtAAOdfPdrnuWdIr6GGCBnduIYywo9qbxpojNhBANT7vHx8WLlm2/tQdwdKzt5L6h/ykusU61WK+035cwT3/Np4stcFhKUuDRzYcwFrCwHmQuDczxLszZGfMBKgYyqflaV9tEA5kh01/n3FKBx3aqAT2QquO5xPy6x3O6eiK4K101qMBweE8EAjpFxfZ1lclDkBtGZodRMHGNGmg5eMGKpuvFYhxjwDcjCSPK7uwdIHyPnLqLOzs6C0SAfAJCkIrCWOvClyx6/4q5VjDGGFRcMzIYfJMqz7Ds0NjZWWu5PH+7t7S3q2g2/11FcFeTnglEPqbaI7lDy9j7E0SBPP/10Uc7TTz9d/+bf/BtdddVVBWAAmNEO6NHW1th/h/7tYJAYIE5sr9VqxUGmzlJ6ffvKPHfpUVZcflJ5JSTgF6axXq+XWDHeJ/JJsS8R3E5MTGhoaKgAow6G+f/gwYNaCskAp0LwZccD2qTmRqpK5mLwZwJVSwUiMnhZeHFQWFW/MzFBzYBJMzao2b0paWVFRDNdo74OjBjMI2vjhj8FpHxmz/3u7vH7PWYiAhNJBU0vlYGVMy8OMjyewWfXKdaIZwAFGCdAAfUPeHGwBMPh4MABFhLdTtQPbpShoSEdOHBA+/btK4EBP3IAcEDeftK0x3fEfXvq9XqxvB7Gxt1dAB0AAa47P9UboACYGhwcnOYaIRaEfB1AcK8b5tgfqEtcXIAMN8pTU1P62Mc+pvvvv18XXHCBfuu3fqu0+uzjH/+49uzZo5tvvrkENqg3j6PhN++b3ge9nSUVrin6BowPZYZZiYypu2q9b+FO9SMy6GORJW1vby82pCQIGj1xZ8XgZhfXkzYYGBhIjBJHX5YE4OzYsUOPPPKI1q9frwceeECSdODAAb33ve/VD37wA51yyin6xCc+odWrVy+FepIaL8BMK1vmK/NhgObLHh0tmcvqs1ZlqcHV0crfDXAr0gxMzxUINWMQZ1vuVp6t0i3FupCOU+ySih12nf2Iaad0aMbweGyIg46oI9c8cNXjayIQ8mXVgAhWyDhT5LpglAAMGGAAji9ndmNDHr4qh+uHDx9WX19fwYzAzsTN5VxfxsJ6vXH8Bbp44KrH/7gxj2DEV1JRVj9Hjd2KAVa+X06tVitOU6fdh4aGCjeX71sUWU1nBwFzlNVZu7a2Nt199926//77ZzyF/bzzztNVV11VpOOuTvoI5fK9daSye5c2m5qaUl9fX1EeB7zef5mA09d8CwHEl3k7oPeActoSd+rU1JFNHt015f2B74AgX1VGkDWuQ/ai6uvr01LIkgCcq6++Wtddd53e//73F9d27dqliy66SNu2bdOuXbu0a9cu/eZv/uZSqCepQdPNh+pfznI0wVGzeltKULYQeR8t/d3nvxhSBYJS/0eJYMHber4A0I2OVAYgKdcYRrFZ3u6uQd8UWOLeCDCapZcCVBEIYYw8Hgdg5CAI3TD6sAIONKTGLrlx1ROGMLWLbnRR+LEEDrSoU8qI4eTYAvIALACImN0DeLzsMGLukqnVGsuunemgPGvWrCnAF+WLB6OSnrsQ6Q/uYsEFJqm0gzR7uETmgzr7whe+oAsuuGAauKGuP/KRj+jLX/6y7rjjDl122WWlJe70mwguXVdnnHx1oDMfuAudkaHeOjo6CuZKUmnXZY+V8t23vd641+uQ7ytWrCi1D2k6kKfvsn8UOnAfddvR0VHsobPYsiQA58ILL9Rzzz1XuvaVr3xFn/3sZyVJb3jDG/Tv/t2/W1KAc7zL0WRC4sxpsfI9FqQKPCwFmG4FrLUChKqA2WwYoZlYpehu4tOBhrM4qfQdWDgo8LziX5zppvRzt0isL2bkvruyp4dBkabvaIuBijEycUbtK114hvR8lZGkwh2Em8r1jStmvAwwP6RbqzWW/0a2BCMHw9LZ2VkAPAc9GL1o3D092BgAFOJ15W1KsKzryO+ABAd2vgsvrP34+Liefvpp7dmzRzt37mw6lm3btk3bt2/Xs88+WxxYSn3HvkZgddycD9cnbU1+vheRL9V2QO/9AsBGm1CPBEOvWrWqqBsPVJcaR0M4qPV9lhycOiOFu8vPaOvo6CgOlZ2YOHI8x4/9TsZ79+7Vhg0bJEknnnii9u7dO+MzY2Nj2r1791HTaXR09Kimf7xKrrfZy9jYmJ544omlVmPO0owFagVINQM/zUDx1NSU9uzZUwIgM7mnIiginWZ6OoDg/5nK6PfGPOOzrruzVRgT19HdQ1EPzzPucOvpr1q1Snv37i2tnJFUYpQ8tkhqxCA5gHSgwf8O+DC0xM6gB/8DOGBnfMO9CGQxqJTZTw13N0wUr0OpwYp4TExkU/7pn/5JUuunsP/jP/5jUT7XP7J2lA/xIHd326GPnx8F8PQ9e7w+3QXl/cBjtbjmzFU8ksLZN3c9Ujbaibp1EO2rA9FlcnJSq1evXhKbsGwAjkszBsCls7NTmzZtOmp67N69+6imf7xKrrfZy49Tnc3HPSaVAcsTTzyhc889N/lbK6Anfkplt5j/79dS4IXf3dhWufNS+Va5ubwszvC4u8B/h6kgfY9/wSj+wz/8g84777xCR1/+SzqwRRgrB1ro5C6ZGH/ibo14LEBcYu9MDcyNG04HP+568/p2UOW/Ozvky88xxs5w4XKZ7Sns55xzjs4888yiDn2zPKmxUo7AXXTwOCZ3H8GgOEjw87cc7LqbFbYttYdNPCwTEMz/1BN1EwPcScsBs7tgqT9nDnFfPf/880fdVqdk2QCc9evX68UXX9SGDRv04osvat26dUutUpYsWY6CNGNrXFphhWaKXYpAJDIoKeDjMROSSu4aPlPfo6Rcas3cY254UpO8qvK7HhhN3DnO9Dhg4H8vY5z1u54e8OpHKkQg5+DBd/R1pskDsVkdxMnuDpp8mbN0xMhycrkDl6pzm0gj1V6Uw/cOcpfaq171Kp199tkznsK+a9cunXnmmTr77LNL9RbBoK9aGh4eLuKr6Ce1WuN4CweAlJFgYdxHsEIOMABQ3OO7QON6872kAFq+4s/joxzM+HESlIM+QN3RXv7+ALYXM77QZdkAnM2bN+vee+/Vtm3bdO+99+r1r3/9UquUJUuWJZRWXFVumFyasSFR/LoPxJFlSa3MSTEtUVc3IDFfByXRCERwlgKGzhSkQFeK8cG4+qGUDq6cEfDYIgxpDMx295u7Tdw14/kDKtrajhz94PvqxMBiVvP4uWQOADC6GFc/t4myOfgiX1/eTl6+Y7UkveUtb9Ett9zS9BT2xx57TL/zO7+jVatWlVgvj5tydoN8vO6dlXIWygOypSMeCzbxa2trK3bQ9jaOAd644yLbxn3OunnsEvvwUD+wQJTBGR3aIQIgf2ZoaEhLIUsCcG666SY9+uij2r9/vy6++GLdcMMN2rZtm2688UbdddddOvnkk/WJT3xiKVTLkiXLMSitgCFkJrdYasaPMfL0fYCP/7vrpCqfVBqRYXKWxNP1MqbK7gDIdUK6u7uL1UUelOwukOi6gpVhEzyMIwbWXVLuEvOAY/TwM7qIv0npvXr16iJWx/dyqdUaAcKuvwO+6IJx4OSuH8rtK73q9bq2bt2qxx57rOkp7L/yK7+iN7/5zUUsi7vP/ABNBzAOKH2TQuoUxgNwE7chIB02UUR3BxnUIewNwIM0nPnxPABntIvvFQQbE1cCSioFnMMmedl/rADOxz/+8eT122+/fZE1yZIly4+bzAYMSdPZmRiDEtNqBjyqGB+/34FPZBmiS8xdLqnPmEdKV0BBjDVyZsmZBj83CzamVquVNs/zQNkYNEy5IuiJRtPzw7g6S9TV1VXk5zv6Ohvm391liM6wRzHIHLD24Q9/WK985St1++23l05hP/PMM/Xbv/3buvrqq0t78gBScOtQlrifDUDHN91zgOug0fsabioAEL8Tt+MxTjwT3Ufo5mwT4rFBHtCN7uzPk9rKIbXc3Mu1FLJsXFRZsmTJshwl5apySbmE/Hp0baRAUGRu4nOeb+rZKNFV5oaKtJoBPWcBUgAvsgDo7gGrUiO41gN9neXxeJqUnrFeHMT4p29uF1kbgIa7rNz9AgPi+ZPG5OSk3vKWt+gtb3mLnnzySX3rW9/Sq171Kp122mkl8Aez4avQfGdoB6q+OaMzMx7Q6/FAvjrL45SoNy8bDIqDxQiOfKdunon6sVcScUIe0wPYpB8DhgBxEexJDaC22JIBTpYsWbLMQxywpAKL/TOCCAc8KcDiBj6yDJ6O5+3PxvRiHlVsU8zH/3dGwPNwgy+p2AMlgp+4f08EURjNCJZgibzu3H3j4ALmR1LpbCxfth7rg6Bjnp+amiotRX/5y1+utrY2bdq0qQROUqwTYAKwETfKw33G6iiP73LXkdex1wngyd1dnZ2dpcBp9CGd6O6Mdefl9837eMYPBnVWhvby40aoYw4J/bHa6C9LlixZjmeZCThEEOOfVXE9fn/KteMGKaVHNMh+4KdLZIpSbE+UFCByUBbje6QGE+Tp40LhdwAPTEVKR56PoMWDaqVyjFAEY15HuG0cxNXrjROyAWbOhDhA4c/TdiaFOCIHt4CgFHPmgccOekgf15QfQBr7DWyKB3Q70+Kr03xJP5+0m7senRlyFsxdVgCs1JmOiyEZ4GTJkiXLIkkz4FPF+vizVWyNp1P1GYFTKr5HUskwV+keDWjK3RXjO1w8doRPN5yuk696cnDULG/XE+POyeLRMDvwiLEvpONuJ0CCn3zuMS8IsSrOUvnJ8b5E28Gfu9Li/kHO2vg5VpFN8b5DHgAOB4t8R+/Yx+r1xoaKDkb9ZHt0ch1JCx27u7uT/eBoSwY4WbJkybLEUsXUxM9mLqpo2KNE0JB6zj+jOyL+cU/V81V6StP3GHIdHSh4gLIv8+aa6+qgxVdlpdx77kr0ZevxQMsYsAxwow759OBhQIavaPIypNxq6Op7/0QXWQzeju3q5XfwGpk62CgHbeQPcKFsvt9O1BfQ5PsIOWjz+soxOFmyZMmSpZBW3VzNGJ+qTzfmzdxm/r2KNYppRBeZG0RnQ1I6Ix5/424m33HY/zw+x/OOy9Y9ZqWKufH7XZcVK1aou7u7CPx1kIJucVVddEP5jsYAEWeo3J3Hc+5SQkjD044uLPTr7OwswAb14i40dwmyP4+vonKGJjJ+vqGh1627zCYnJ0tAbTElA5wsWbJkOYZkJuDj31OsT3RjNGNeZgJRUSe+O7uSSq+V+1OMS7wnuqzcveZuF99XxvMDFHlgbjTkDoDGx8dLwcwOKgAHng6fDqY8/sY3+YuuJwdZ0Z2V0g29Pd5HUsnNBSgCIPnqNk+XnYx980OAsbdbT09P8YwvuXc96vW69u/fr6WQDHCyZMmS5TiQZjExKaAS2QZ/rhW300xMUjMmp9n9qXJUub1SrJKXLQV8IvNDvjH2CIAB21WrHdm4zjdIdIbFgQz5kIa7n3gmus9gRPz/6C6UykwOgMgZJc/DXXt+cjqrt/y0cNfHl+O7Ky6ySHG5uu+d464vdphebMkAJ0uWLFmOc4lAIR5xMVt3V9U1pCqdVsBPMxdWK/lHpsGlCoyQV8wbJoI8JiYmij13HLwAYFIxKLAakX2J+sIoARgcePl319ljWxwgOjAibsddeL5XkNef6yqpWObtzAyrtojXwb3m5anXG/vp1Ov1vIoqS5YsWbIsrsyWoUm5qOYKfpp993Rme3+z/OPeOi6R9UnFvqxYsaI4fiAVj+KgyXVwlqWKOYJJ8by9XNF95XE1cfVXXM2VCkyO7rpYh21tbaWVZwDiWG5f+cU1jm6gToaHh6fV92JIBjhZsmTJkmWazDfWpyqNVlxp8ftMUuX+mo0uVeDHAY8zH1V6+7Wqpe3Otjiz4ieMewwLf+7+Srn0AGOswvK8XEePx0H83DFniniuaqM/lsv7EvjOzs6C0ZqamtLatWun1c9iSAY4WbJkyZKlZZktQFko8NMs/ap7UwxQ6t5mOjjw4UBLpIr14VnySy1tT5WLZ3yFVEq3WKYUAIquP0+LQGNPyzf+Sy3Hh6WiPH7CO0yNAzrXGUZnsSUDnCxZsmTJsiCy0ODHv1cZ+1QeMwGZCCgiEKh6Lq4+m43LywOSo66+msnznCk2CvF9hZqV0a9X6eLXPIYIUERasE31er1YdUWMDjr5Cq6lkAxwsmTJkiXLUZe5gJ/4W3w+ptks9memNP25KnCQcu1UlW024IfvEYg4+ImBvF6mCIaqXH2RwfENEVMxPbEu+C3e53nimvLvcY+ixZIMcLJkyZIly5LKbJgZvzYTUJkrAPLvDh48MDc+VxWs20wPd3chEfTwmWJhPG0HQKkdoqvyiem6aywCn3q9ceZUFduFeBxRXiaeJUuWLFmyJKQZMKliK2bj/uL7TECL2JRUXpFVmSlguhUWqBkAikDIAYsHDLvuSDMA5IxQDDT277FNUjFPzXa/XgzJACdLlixZshyzMpfAZL7PhQGaCwvULG8HBhE8NNMFkOLXm7E/EQBFt1c8oT1VxioWqdk1T3uxJQOcLFmyZMly3MpCAiCOVpgPCzRTnvF7BD6tgiAAkAcezwSAIlBpBoBSMUEpAFQFIhdDMsDJkiVLliw/tjIbQOIAppUg6KrvCw2CqlYppdxgHrMTmaAUAAL8pAAQ6fj3FACKLrHFkgxwsmTJkiVLlibioGCmjf5m6war+j4fEOT/+/XZACEvJ7FAVSuoUrsZI5yDtRSSAU6WLFmyZMkyD5kvIzNbEMT/reTbLO9U/qn4oCqdfP8dfov7/sy02upoSgY4WbJkyZIly1GWowWCmqU9GzaoWf7SdPYnxdhU5Z1dVFmyZMmSJcuPsSxEbE4rbFBVXs3yd5dVlTtMSm8SmHcyzpIlS5YsWbI0ldmCoPj/QgOh+H+MUfLNARdbMsDJkiVLlixZjiNpBkBc5gOEYrpVeS5V/I2UAU6WLFmyZMnyYymLBYSyi+r/l82bN6u3t1dtbW1qb2/XPffcs9QqZcmSJUuWLD+20ioQkpof67DYsuwAjiTdfvvtWrdu3VKrkSVLlixZsmSZhbQSs7NYsrQnYWXJkiVLlixZshwFWZYA5+1vf7uuvvpqffGLX1xqVbJkyZIlS5Ysx6DU6kt5ElZCXnjhBZ100knau3evrr/+en3gAx/QhRdemLz329/+tjo7O4+aLqOjo+rq6jpq6R+vkutt9pLrbG6S621ukuttbpLrbW6yGPW2adOmadeWXQzOSSedJElav369Lr30Uv3d3/1dJcDp7OxMFmqhZPfu3Uc1/eNVcr3NXnKdzU1yvc1Ncr3NTXK9zU2Odr3t3r07eX1ZuaiGh4d16NCh4vs3vvENnXXWWUusVZYsWbJkyZLlWJNlxeDs3btX73nPeyRJk5OTuvLKK3XxxRcvsVZZsmTJkiVLlmNNlhXAOfXUU/WlL31pqdXIkiVLlixZshzjsqxcVFmyZMmSJUuWLAshGeBkyZIlS5YsWY47WXbLxGcjR3uZeJYsWbJkyZJlecvY2Jhe+cpXTrt+TAOcLFmyZMmSJUuWlGQXVZYsWbJkyZLluJMMcLJkyZIlS5Ysx51kgJMlS5YsWbJkOe4kA5wsWbJkyZIly3EnGeBkyZIlS5YsWY47yQBH0o4dO3TRRRfpyiuvLK4dOHBA119/vf7Vv/pXuv766zUwMLCEGi5PSdXbgw8+qCuuuELnnnuu/v7v/34JtVu+kqq33/u939Nll12mLVu26D3veY8GBweXUMPlKal6+8QnPqEtW7Zo69atetvb3qYXXnhhCTVcnpKqN+TTn/60zjnnHO3bt28JNFvekqq32267TT//8z+vrVu3auvWrfra1762hBouT6nqb5/97Gd12WWX6YorrtB/+S//ZVF0yQBH0tVXX61PfepTpWu7du3SRRddpC9/+cu66KKLtGvXriXSbvlKqt7OPvts3XbbbZUnwGdJ19vP/uzP6oEHHtD999+v0047TTt37lwi7ZavpOrtHe94h+6//37dd999+oVf+AX99//+35dIu+UrqXqTpOeff17f+MY3dPLJJy+BVstfqurtrW99q+677z7dd999eu1rX7sEmi1vSdXbX//1X+srX/mKvvSlL+nP//zP9fa3v31RdMkAR9KFF16o1atXl6595Stf0Rve8AZJ0hve8AY9/PDDS6DZ8pZUvZ1xxhnauHHjEml0bEiq3n7u535OK1YcORrula98pX74wx8uhWrLWlL11tfXV3wfGRlRrVZbbLWWvaTqTZJuvfVW/eZv/mauswqpqrcszSVVb1/4whe0bds2rVy5UpK0fv36RdElA5wK2bt3rzZs2CBJOvHEE7V3794l1ijLj4vcfffduvjii5dajWNG/tt/+2967Wtfq/vvv1+//uu/vtTqHBPy8MMPa8OGDTr33HOXWpVjTj7/+c9ry5Yt2rFjRw5daFGeeeYZ/c3f/I2uueYaXXfddfq7v/u7Rck3A5wWpFar5VlOlkWRP/zDP1R7e7uuuuqqpVblmJH3vve9+trXvqYtW7boc5/73FKrs+xlZGREO3fuzGBwDvIrv/Ir+t//+3/rvvvu04YNG/TRj350qVU6JmRyclIDAwO688479b73vU833nijFuMQhQxwKmT9+vV68cUXJUkvvvii1q1bt8QaZTne5Z577tEjjzyi3//938+Aeg6yZcsWffnLX15qNZa9fO9739Nzzz2nrVu3avPmzfrhD3+oq6++Wj/60Y+WWrVlLyeccILa29vV1tama665Ji+kaFFOOukkXXrpparVavqX//Jfqq2tTfv37z/q+WaAUyGbN2/WvffeK0m699579frXv35pFcpyXMvXv/51fepTn9If/uEfqru7e6nVOWbkmWeeKb5/5StfyfFfLcg555yjv/qrv9JXv/pVffWrX9U/+2f/TPfcc49OPPHEpVZt2QuTXumIm++ss85aQm2OHbnkkkv0zW9+U5L09NNP6/Dhw1q7du1Rzzcftinppptu0qOPPqr9+/dr/fr1uuGGG3TJJZfoxhtv1PPPP6+TTz5Zn/jEJ7RmzZqlVnVZSare1qxZow9/+MPat2+fVq1apU2bNul//s//udSqLitJ1duuXbs0Pj5e9LGf+qmf0oc+9KGlVXSZSarevv71r+vpp59WrVbTKaecog9+8IM66aSTllrVZSWpervmmmuK3zdv3qy77rors9RBUvX26KOP6oknnpAknXLKKfrQhz5UxGpmOSKpetu6datuvvlmPfHEE+ro6ND73vc+XXTRRUddlwxwsmTJkiVLlizHnWQXVZYsWbJkyZLluJMMcLJkyZIlS5Ysx51kgJMlS5YsWbJkOe4kA5wsWbJkyZIly3EnGeBkyZIlS5YsWY47yQAnS5YsWbJkyXLcSQY4WbJkWTTZtGmTtm7dqiuvvFL/4T/8B42MjCTve9Ob3rQg+T388MP65Cc/Wbp22223lf4fHx/Xv/23/1YTExMLkmeWLFmWh2SAkyVLlkWTrq4u3XfffXrggQfU0dGhO+64o/Q7ICNen6t86lOf0pvf/GZJ0gsvvKB3vOMduuOOO3TVVVfpM5/5jCRp5cqVuuiii/QXf/EXC5JnlixZlodkgJMlS5YlkZ/+6Z/Ws88+q29+85t685vfrO3bt+uKK66QJL3qVa8q7tu1a5e2bNmiq666Sr//+78v6ch5Sm9/+9t19dVX681vfrP27NkzLf2nn35aHR0dxQ69t99+u175ylfqTW96k+6++279/M//fHHvJZdcovvvv/9oFjdLliyLLCuWWoEsWbL8+MnExIS+/vWvFyDj8ccf1/33369TTz21dN/XvvY1ffWrX9Wdd96p7u5uHThwQJL0gQ98QB/84Ad12mmn6f/9v/+nD37wg/qTP/mT0rOPPfaYzjvvvOL/jo4ODQwMqKenRx0dHTrjjDOK384666x8cGKWLMeZZICTJUuWRZPR0VFt3bpV0hEG541vfKO+9a1v6RWveMU0cCNJf/VXf6Wrr766OIB0zZo1Ghoa0re+9S39+q//enHf+Pj4tGd/9KMflc5Xesc73qGPfexj+tKXvqRvf/vbeve7362f+ZmfkSS1t7ero6NDhw4dUl9f34KWOUuWLEsjGeBkyZJl0YQYnCg9PT0tp1Gv17Vq1apkOjGvgwcPFv/39/frQx/6kE488UT93M/9nN797nfrkUceUWdnp6QjIInvWbJkOfYlx+BkyZJl2cprXvMa3XPPPcVqqwMHDqivr0//4l/8Cz344IOSjgAeTnh22bhxo5599tni/z179mhqakqSdPbZZ6utrU2HDx+WJO3fv19r165VR0fH0S5SlixZFkkywMmSJcuylYsvvlibN2/WL/3SL2nr1q369Kc/LUn62Mc+prvuuktXXXWVrrjiCj388MPTnr3wwgu1e/du1et1SUdict70pjfpnnvu0bXXXqvt27cX7qhvfvOb+oVf+IVFK1eWLFmOvtTqvP1ZsmTJcpzJ7/zO72jz5s16zWteU1y77bbbdMMNN5Tu+7Vf+zX9x//4H3X66acvtopZsmQ5SpIZnCxZshy3sn379mmbCb761a8u/T8+Pq5LLrkkg5ssWY4zyQxOlixZsmTJkuW4k8zgZMmSJUuWLFmOO8kAJ0uWLFmyZMly3EkGOFmyZMmSJUuW404ywMmSJUuWLFmyHHeSAU6WLFmyZMmS5biT/w8Gc7yzmNhFTQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p = np.linspace(10, 16) # price range\n", - "d_means = [\n", - " np.exp(s.log_b[:, i] - s.c[:, i] * np.log(p).reshape(-1, 1))[:, :500] for i in [0, 1]\n", - "]\n", - "\n", - "fig, ax = plt.subplots(2, 1, figsize=(8, 8))\n", - "ax[0].plot(p, d_means[0], c = 'k', alpha = 0.01)\n", - "ax[0].plot(p01, d01, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", - "ax[0].set_xlabel('Price ($)')\n", - "ax[0].set_ylabel('Demand (Units)')\n", - "\n", - "ax[1].plot(p, d_means[1], c = 'k', alpha = 0.01)\n", - "ax[1].plot(p02, d02, 'ko', markeredgewidth=1.5, markerfacecolor='w', markersize=10)\n", - "ax[1].set_xlabel('Price ($)')\n", - "ax[1].set_ylabel('Demand (Units)')\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/pricing/dynamic-pricing-limited-experimentation.ipynb b/pricing/dynamic-pricing-limited-experimentation.ipynb index b3198ec..3fd2358 100644 --- a/pricing/dynamic-pricing-limited-experimentation.ipynb +++ b/pricing/dynamic-pricing-limited-experimentation.ipynb @@ -2,33 +2,38 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "jupyter": { - "outputs_hidden": true - } - }, + "metadata": {}, "source": [ "# Dynamic Pricing Model Using Hypothesis Testing\n", - "We implement a dynamic price optimization model that generates a set of hypothesis (using historical data or some alternative approach) and optimizes price through ascent in this hypothesis space.\n", "\n", - "### Data\n", - "We use an internal simulator. No external datasets are used.\n", + "This notebook demonstrates how to dynamically optimize prices in an environment where only a limited number of price changes (experiments) is allowed.\n", + "\n", + "### Use Case\n", + "We need to optimize the price for a single SKU without having any historical sales data for this SKU. However, we have some data for similar SKUs that allow us to roughly estimate the range of plausible price-demand functions. Our goal is to narrow down this range to a specific function with a minimum number of experiments (price changes). \n", + "\n", + "### Prototype: Approach and Data\n", + "We implement a dynamic price optimization model that generates a set of hypothesis (using historical data or some alternative approach) and optimizes price through ascent in this hypothesis space. The process rapidly converges as a functon of the number of price changes.\n", + "\n", + "### Usage and Productization\n", + "This prototype is well-suited to productization in dynamic environments such as marketplaces. Productization would require to create a hypotheses generation process which is not included into the prototype.\n", "\n", - "### Papers\n", + "### References\n", "1. Cheung W., Simchi-Levi D., and Wang H. -- Dynamic Pricing and Demand Learning with Limited Price Experimentation, 2017" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import math\n", - "from scipy.stats import gamma\n", "import functools\n", "import matplotlib.animation as animation\n", "import itertools\n", @@ -109,7 +114,7 @@ } ], "source": [ - "# Define and visualize emperical demand curve\n", + "# Define and visualize empirical demand curve\n", "\n", "def sample_actual_demand(price): \n", " avg_demand = 65 + (-0.8) * price\n", @@ -117,7 +122,7 @@ " k = avg_demand / theta\n", " return np.random.gamma(k*theta, k*theta**2, 1)[0]\n", "\n", - "def emperical_mean(sampler, n): \n", + "def empirical_mean(sampler, n): \n", " mean = 0 \n", " for i in range(1, n): \n", " mean = mean + sampler() \n", @@ -126,7 +131,7 @@ "def emperical_demand_curve(min_price, max_price, n): \n", " prices = np.linspace(min_price, max_price, n) \n", " sampling = 5000 \n", - " demands = map(lambda p: emperical_mean(functools.partial(sample_actual_demand, p), sampling), prices) \n", + " demands = map(lambda p: empirical_mean(functools.partial(sample_actual_demand, p), sampling), prices) \n", " return np.dstack((prices, list(demands)))[0]\n", "\n", "curve = np.transpose(emperical_demand_curve(30, 60, 20))\n", @@ -142,7 +147,6 @@ "plt.ylim(0, 72)\n", "plt.grid(True)\n", "plt.legend()\n", - "#plt.savefig('hypoteses.pdf')\n", "\n", "plt.show()" ] diff --git a/pricing/dynamic-pricing-thompson.ipynb b/pricing/dynamic-pricing-thompson.ipynb index 338709f..582e497 100644 --- a/pricing/dynamic-pricing-thompson.ipynb +++ b/pricing/dynamic-pricing-thompson.ipynb @@ -5,12 +5,19 @@ "metadata": {}, "source": [ "# Dynamic Pricing Model Using Thompson Sampling\n", - "We implement a dynamic price optimization model for descrete price levels using Thompson sampling.\n", "\n", - "### Data\n", - "We use an internal simulator. No external datasets are used.\n", + "This notebook demonstrates dynamic price optimization for discrete price levels using Thompson sampling [1].\n", "\n", - "### Papers\n", + "### Use Case\n", + "We assume an environment with a single SKU and discrete price levels. We also assume fixed inventory constraint. Initially, we do not have any sales data and do not know how market responses on each of these price levels. Our goal is build an agent that efficiently tests various price levels and converges to the optimal value.\n", + "\n", + "### Prototype: Approach and Data\n", + "We start with non-informative prior distribution for each price level and use Thompson sampling to iteratively update the posterior distributions. At each time step, the revenue-optimal price is selected. We use a basic demand simulator, no external datasets are used. \n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to implement dynamic pricing services. It provides enough flexibility for implementing custom revenue (objective) functions with various constraints on price levels and inventory.\n", + "\n", + "### References\n", "1. Ferreira K., Simchi-Levi D., and Wang H. -- Online Network Revenue Management Using Thompson Sampling, November 2017" ] }, @@ -52,11 +59,11 @@ "outputs": [], "source": [ "# Find the optimal distribution of prices (price probabilities) given fixed price levels, \n", - "# corresponding demand levels, and availbale product inventory.\n", + "# corresponding demand levels, and available product inventory.\n", "# \n", "# Inputs:\n", "# prices, demands, and revenues are vectors (i-th element corresponds to i-th price level)\n", - "# inventory is a scalar (number of availbale units)\n", + "# inventory is a scalar (number of available units)\n", "def optimal_price_probabilities(prices, demands, inventory): \n", " revenues = np.multiply(prices, demands)\n", " \n", @@ -116,7 +123,7 @@ "source": [ "prices = [1.99, 2.49, 2.99, 3.49, 3.99, 4.49]\n", "\n", - "# Hidden (true) demand parameters - a linear demans function is assumed\n", + "# Hidden (true) demand parameters - a linear demand function is assumed\n", "demand_a = 50\n", "demand_b = 7\n", "\n", @@ -224,7 +231,7 @@ "\n", "fig = plt.figure(figsize = (10, 12))\n", "plt.subplots_adjust(hspace = 0.5)\n", - "visualize_snapshot(T - 2) # fisualize the final state of the simulation\n", + "visualize_snapshot(T - 2) # visualize the final state of the simulation\n", "plt.show()" ] }, diff --git a/pricing/market-response-functions.ipynb b/pricing/market-response-functions.ipynb index f9574b3..94b5605 100644 --- a/pricing/market-response-functions.ipynb +++ b/pricing/market-response-functions.ipynb @@ -7,7 +7,16 @@ "source": [ "# Market Response Functions\n", "\n", - "This notebooks provides simple illustrative examples of how individual customer price response aggregate into the total market response function. " + "This notebook provides simple illustrative examples of how individual customer price response aggregate into the total market response function. \n", + "\n", + "### Use Case\n", + "We have a model that specifies how individual customers respond on price changes (yes/no purchasing decisions, variable quantity, etc.). We want to derive an aggregated market response model from individual response models.\n", + "\n", + "### Prototype: Approach and Data\n", + "We demonstrate how the standard aggregated market response models such as linear and constant-elasticity can be derived from basic assumptions about individual responses.\n", + "\n", + "### Usage and Productization\n", + "This prototype is provided mainly for educational purposes, but it can also be used to design custom response models." ] }, { @@ -25,11 +34,13 @@ } ], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pylab as plt\n", "plt.style.use('seaborn-white')\n", - "import seaborn as sns\n", "pd.options.mode.chained_assignment = None\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "\n", @@ -235,7 +246,6 @@ "ax[1].set_xlabel('p')\n", "ax[1].set_ylabel('q')\n", "ax[1].legend()\n", - "plt.savefig('price-response.pdf')\n", "plt.show()" ] }, diff --git a/pricing/price-optimization-multiple-products.ipynb b/pricing/price-optimization-multiple-products.ipynb index 930b6bb..e0ad66b 100644 --- a/pricing/price-optimization-multiple-products.ipynb +++ b/pricing/price-optimization-multiple-products.ipynb @@ -2,20 +2,24 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "jupyter": { - "outputs_hidden": true - } - }, + "metadata": {}, "source": [ "# Price and Markdown Optimization for Multiple Products\n", "\n", - "This model optimizes prices or markdown for multiple related products such as substitutable products within one category.\n", + "This notebook demonstrates how to optimize prices or markdowns for multiple related products such as substitutable products within one category.\n", + "\n", + "### Use Case\n", + "We consider a scenario where a seller offers multiple products in a category or group, so that the products are fully or partly substitutable. We assume that each product has its own price-demand function which is dependent on all other products. Our goal is to determine the revenue/profit-optimal price for each product taking into account the cross-dependencies.\n", "\n", - "### Data\n", - "We use a simulator. No external datasets are used.\n", + "### Prototype: Approach and Data\n", + "In the general case, the demand function for each product depends on all individual prices of other products. This brings a layer of complexity to accurate estimation and optimization, especially in the dynamic pricing settings. One possible simplification is to use a demand function that depends not on the individual prices of other products, but on the average price within a group of substitutable products. This can be an accurate approximation in many cases, because the ratio between a product’s own price and the average price in the group reflects the competitiveness of the product and quantifies demand cannibalization. In this case, we can assume a demand model that estimates multiple values for each possible average price instead of separate demand values for each product-price pair (the set of possible average prices is finite because the set of valid price levels is discrete). \n", "\n", - "### Papers\n", + "This concept can naturally be implemented using integer programming (IP). We formulate the optimization problem in linear programming (LP) terms for the sake of scalability (technique known as *linear relaxation*).\n", + "\n", + "### Usage and Productization\n", + "The prototype uses the LP-based approach which provides enough scalability for optimizing large sets of products. Productization would requre to specify price-demand functions that account for the average price.\n", + "\n", + "### References\n", "1. Ferreira K., Simchi-Levi D., and Wang H. -- Online Network Revenue Management Using Thompson Sampling, November 2017" ] }, @@ -25,10 +29,11 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "from tabulate import tabulate\n", - "import matplotlib.pyplot as plt\n", "from scipy.optimize import linprog\n", "\n", "def tabprint(msg, A):\n", @@ -40,26 +45,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Markdown Optimization as LP Problem" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "# Markdown Optimization as an LP Problem\n", + "\n", "We solve the following optimization problem:\n", "\n", - "$\\text{max} \\quad \\sum_{i=1}^{N} \\sum_{k=1}^{K} z_{ik} \\cdot p_{k} \\cdot q\\left(i, p_{k}\\right)$ \n", + "$\\text{max} \\quad \\sum_{i=1}^{N} \\sum_{k=1}^{K} z_{ik} \\cdot p_{k} \\cdot q\\left(i, p_{k}, c\\right)$ \n", "\n", "$\\text{subject to}$\n", "\n", - "$\\quad \\sum_{i=1}^{N} \\sum_{k=1}^{K} z_{ik} \\cdot q\\left(i, p_{k}\\right) = c$\n", + "$\\quad \\sum_{i=1}^{N} \\sum_{k=1}^{K} z_{ik} \\cdot q\\left(i, p_{k}, c\\right) = c$\n", "\n", "$\\quad \\sum_{k=1}^{N} z_{ik} = 1, \\quad \\text{for}\\ i=1,\\ldots,N $\n", "\n", "$\\quad z_{ik}\\ge 0 $\n", "\n", - "where q is demand, p is price, N is the number products, K is the number of price levels, and c is the sum of prices (the measure of the average price)." + "where q is demand, p is price, N is the number products, K is the number of price levels, and c is the sum of prices (the measure of the average price). The demand values are assumed to be computed for a specific values of $c$. " ] }, { diff --git a/pricing/price-optimization-multiple-time-intervals.ipynb b/pricing/price-optimization-multiple-time-intervals.ipynb index 9c5b623..aab29de 100644 --- a/pricing/price-optimization-multiple-time-intervals.ipynb +++ b/pricing/price-optimization-multiple-time-intervals.ipynb @@ -2,26 +2,22 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "jupyter": { - "outputs_hidden": true - } - }, + "metadata": {}, "source": [ "# Price and Markdown Optimization for Multiple Time Intervals\n", "\n", - "This model optimizes prices for N consecutive time periods \n", - "each of which has its own demand function. It is assumed that \n", - "the stock level of the product is limited and the goal\n", - "is to sell out the stock in time maximizing the revenue.\n", + "This notebook demonstrates how to optimize promotion/markdown calendars under inventory constraints.\n", + "\n", + "### Use Case\n", + "We assume an end-of-season sales scenario. We have a limited stock of a certain product and `N` consecutive time intervals each of which has its own demand function. Our goal is to sell out the stock in time maximizing the revenue. We also assume that the valid price levels are limited to a discrete dataset. \n", "\n", - "### Detailed Description\n", - "See [Introduction to Algorithmic Marketing](https://algorithmicweb.wordpress.com/ ) book.\n", + "### Prototype: Approach and Data\n", + "The problem can be naturally represented in integer programming (IP) terms. We implement a linear relaxation of this IP to achieve better scalability.\n", "\n", - "### Data\n", - "We use a simulator. No external datasets are used.\n", + "### Usage and Productization\n", + "This notebook can be directly used to optimized promotion/markdown calendars. The linear programming approach provides enough flexibility to incorporate additional constraints such as cross-product dependencies.\n", "\n", - "### Papers\n", + "### References\n", "1. Ferreira K., Simchi-Levi D., and Wang H. -- Online Network Revenue Management Using Thompson Sampling, November 2017" ] }, @@ -31,11 +27,12 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", + "#\n", + "# Imports and settings\n", + "#\n", "import sympy as sy\n", "import numpy as np\n", "from tabulate import tabulate\n", - "import matplotlib.pyplot as plt\n", "from scipy.optimize import linprog\n", "\n", "def tabprint(msg, A):\n", @@ -180,7 +177,7 @@ "\n", "B = [1 for i in range(len(demands))]\n", "\n", - "# Second, we ensure that the sum of all demands is less than the availbale stock level,\n", + "# Second, we ensure that the sum of all demands is less than the available stock level,\n", "# that is z.Df <= C\n", "Df = np.array(D).reshape(1, L)\n", "\n", diff --git a/pricing/price-optimization-using-dqn-reinforcement-learning.ipynb b/pricing/price-optimization-using-dqn-reinforcement-learning.ipynb index 6809934..5a7d258 100644 --- a/pricing/price-optimization-using-dqn-reinforcement-learning.ipynb +++ b/pricing/price-optimization-using-dqn-reinforcement-learning.ipynb @@ -8,10 +8,19 @@ }, "source": [ "# Deep Reinforcement Learning for Supply Chain and Price Optimization\n", - "This is a tutorial on price optimization using reinforcement learning. We define an environment with a complex price-demand function and implement DQN that jointly optimizes the price schedule for several time steps ahead.\n", "\n", - "### Data\n", - "We use an internal simulator. No external datasets are used.\n", + "This notebook demonstrates how pricing decisions can be optimized using reinforcement learning (RL).\n", + "\n", + "### Use Case\n", + "We assume a complex market environment that responds on price changes in a non-linear way. For example, the market may have memory effects (response is dependent on a price history). Our goal is to learn the revenue/profit-maximizing price management policy.\n", + "\n", + "### Prototype: Approach and Data\n", + "Our assumptions about the market mean that basic price optimization models (e.g. ones that assume a log-linear response) are not applicable. A generic solution can be created using simulation-based optimization.\n", + " \n", + "We define a simulation environment with a complex price-demand function. We then use the DQN algorithm to learn a policy that jointly optimizes the price schedule for several time steps ahead. We provide two implementation approaches: hand-coded DQN based on [2] and off-the-shelf RLLib DQN implementation. We also provide diagnostics functions that help to interpret the learned policy.\n", + "\n", + "### Usage and Productization\n", + "The RL-based approach can be used in dynamic environments such as online marketplaces. However, productization of complete RL-based solutions (beyond bandit algorithms) is challenging because the learned policies tend to be highly irregular and learning process is sample-inefficient. \n", "\n", "### References\n", "1. Kemmer L., et al. -- Reinforcement learning for supply chain optimization, 2018\n", @@ -28,6 +37,9 @@ }, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import math \n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -49,12 +61,9 @@ }, "source": [ "\n", - "# Environment: Assymetric Price Response and Hi-Lo Pricing\n", + "# Environment: Asymmetric Price Response and Hi-Lo Pricing\n", "\n", - "Traditional price optimization assumes a simple known parametric price-response function. Optimization under such an assumption is relatively straightforward,\n", - "even in case of inventory constraints or other factors. Many basic formulations\n", - "can be solved analytically, and many others can be solved numerically. The challenge is typcially in estimating the price-reponse function, not in \n", - "the optimization part.\n", + "Traditional price optimization assumes a simple known parametric price-response function. Optimization under such an assumption is relatively straightforward, even in case of inventory constraints or other factors. Many basic formulations can be solved analytically, and many others can be solved numerically. The challenge is typically in estimating the price-response function, not in the optimization part.\n", "\n", "In some cases, however, optimization also becomes a challenge. This section introduces an example of a price-demand function with temporal dependencies. The optimal price schedule for such a functon has a sawtooth shape." ] diff --git a/promotions/dynamic-content-personalization-rl.ipynb b/promotions/dynamic-content-personalization-rl.ipynb index dc6d8a6..06c0bf8 100644 --- a/promotions/dynamic-content-personalization-rl.ipynb +++ b/promotions/dynamic-content-personalization-rl.ipynb @@ -6,10 +6,16 @@ "source": [ "# Dynamic Content Personalization Using LinUCB\n", "\n", - "This is a reference implementation of a recommendation system that dynamically learns the mapping between users and items that maximizes the conversion rates. \n", + "This notebook provides reference implementations of personalization/recommendations systems that dynamically learn a personalization policy using multi-armed bandits.\n", "\n", - "### Data\n", - "Simulator, no external dependencies\n", + "### Use Case\n", + "We assume a personalization or recommendations systems that has a set of available actions (content items, offers, etc.) and needs to choose the outcome-optimal item for each interaction with a user (web session, store visit, post-purchase message, etc.) The outcome is a binary or numerical metric (conversion, revenue, etc.) The system may or may not have access to user or item features. The system starts without any historical data about user-item interactions and need to dynamically learn the mapping policy that maximizes the conversion rate or other objective.\n", + "\n", + "### Prototype: Approach and Data\n", + "We use context-free and contex-aware multi-armed bandits to dynamically learn the personalization policy. User choice is simulated, no external data dependencies. We also provide the off-policy learning procedure that can be used to train and evaluate a personalization agent based on production logs.\n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to simulate different scenarios and compare efficiency of different algorithms for these scenarios. Agents can also be trained on real logs. However, this prototype is not intended for production use; production-grade libraries that provide reinforcement learning algorithm/agents should be used instead.\n", "\n", "### References\n", "1. Li L., Chu W., Langford J., Schapire R. -- A Contextual-Bandit Approach to Personalized News Article Recommendation, 2010" @@ -29,7 +35,7 @@ "sns.set_style(\"ticks\")\n", "\n", "plt.rcParams.update({'font.size': 14, 'pdf.fonttype': 'truetype'})\n", - "plt.rcParams.update({'font.family':'Candara', 'font.serif':['Candara']})" + "plt.rcParams.update({'font.family': 'Candara', 'font.serif': ['Candara']})" ] }, { @@ -38,7 +44,7 @@ "source": [ "# Step 1: Create a Simple User Behavior Simulator\n", "\n", - "First, we delop a simple environment simulator. \n", + "First, we develop a simple environment simulator. \n", "\n", "We assume that an online store that sells polo shirts and raincoats. The recommender system shows one recommendation, either polo or raincoat, to each user. \n", "The user can either ignore the recommendation or click on it. \n", @@ -46,7 +52,7 @@ "Users come either from Seattle and Miami. Ones who come from Seattle tend to buy raincoats, ones who come from Miami tend to buy polo shirts. \n", "We assume user locations are known, and we also assume that each user fills a short form and discloses hir or her age.\n", "\n", - "The goal of the recommendation system is to map a user feature vector (location and age) to recommednation (polo or raincoat) is a way that maximizes the average conversion rate (click rate).\n", + "The goal of the recommendation system is to map a user feature vector (location and age) to recommendation (polo or raincoat) is a way that maximizes the average conversion rate (click rate).\n", "\n", "We assume the cold start scenario, so that the system has no prior knowledge about user behavior. " ] @@ -120,7 +126,7 @@ "#\n", "# Recommendation environment\n", "#\n", - "class RecommendationEnvironment():\n", + "class RecommendationEnvironment:\n", " # we implement the linear user model specified above \n", " def __init__(self):\n", " self.theta = [-0.30, 0.00125, -0.25, 0.60]\n", @@ -151,7 +157,7 @@ "metadata": {}, "outputs": [], "source": [ - "class UCBAgent():\n", + "class UCBAgent:\n", " def __init__(self):\n", " self.actions = [0, 1] # action space. The actions here are scalars, but can be vectors as well.\n", " self.n_actions = len(self.actions)\n", @@ -308,7 +314,7 @@ " ongoing_rate = np.cumsum(trace[:, :, 2], axis=1)/np.linspace(1, n_steps, n_steps)\n", " return np.mean(ongoing_rate, axis=0), np.std(ongoing_rate, axis=0)\n", "\n", - "fix, ax = plt.subplots(1, figsize=(15, 5))\n", + "_, ax = plt.subplots(1, figsize=(15, 5))\n", "x = range(n_steps)\n", "\n", "ucb_mean, ucb_std = cumulative_conversion_rate(ucb_trace)\n", @@ -428,15 +434,15 @@ "# environment-based simulation in the previous step. \n", "#\n", "# The above evaluation, however, is not perfectly accurate\n", - "# becasue the actions of not equiprobable under the UCB policy." + "# because the actions of not equiprobable under the UCB policy." ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/promotions/ltv-markov.ipynb b/promotions/ltv-markov.ipynb index 4a2ce62..6370280 100644 --- a/promotions/ltv-markov.ipynb +++ b/promotions/ltv-markov.ipynb @@ -6,7 +6,16 @@ "source": [ "# Customer Life Time Value Model Using Markov Chains \n", "\n", - "Markov chain-based LTV model predicts customer lifetime value using probabilities of transition between different customer states." + "This notebook demonstrates how customer lifetime value (LTV) can be estimated using a Markov chain.\n", + "\n", + "### Use Case\n", + "We assume that we can manually define several customer states, estimate the empirical probabilities of transition between these states, and gains/losses associated with such transitions. For example, the states can be defined based on the recency of purchases, and costs can be defined based on average purchase revenues and special offering that we might be sent in each state. Our goal is to provide a tool that allows to evaluate LTV for any given time horizon.\n", + "\n", + "### Prototype: Approach and Data\n", + "We estimate LTV profiles for individual customer states using Markov chain model. This prototype does use any generated or external datasets.\n", + "\n", + "### Usage and Productization\n", + "Although this model can be used to estimate LTVs for individual customers, it is more appropriate for aggregated financial planing and modeling. It only requires to estimate a small number of parameters (transition probabilities, costs, etc.) based on historical data and expert opinion." ] }, { diff --git a/promotions/next-best-action-rl.ipynb b/promotions/next-best-action-rl.ipynb index 37b618e..3766a30 100644 --- a/promotions/next-best-action-rl.ipynb +++ b/promotions/next-best-action-rl.ipynb @@ -4,16 +4,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Next Best Action Model\n", + "# Next Best Action Models\n", "\n", - "This is a tutorial on building a strategic next best action model using reinforcement leanring (fitted Q iteration).\n", + "This notebook demonstrates how to strategically optimize marketing communications using reinforcement learning methods. \n", "\n", - "### Data\n", - "Generated internally, no external dependencies\n", + "### Use Case\n", + "We want to optimize marketing communications with customers in a *strategic* way, so that sequences of messages, recommendations, or offers increase long-term engagement or lifetime value. This is different from traditional *myopic* optimization where individual actions are selected to achieve the best immediate outcome such as a conversion rate. \n", "\n", - "### Papers\n", - "1. G. Theocharous, P. Thomas, and M. Ghavamzadeh -- Personalized Ad Recommendation Systems for Life-Time Value Optimization with Guarantees, 2015\n", - "2. Riedmiller M. -- Neural Fitted Q Iteration - First Experiences with a Data Efficient Neural Reinforcement Learning Method, 2005" + "### Prototype: Approach and Data\n", + "Strategic optimization of action sequences can be viewed as a dynamic programming problem, so we can naturally apply reinforcement learning (RL) methods. Two approaches are possible: first is to optimize the personalization policy dynamically (online) by deploying an RL agent that interacts with the customers; the second is to learn the policy offline based on the system logs (e.g. click stream). In this prototype, we focus on the second approach which is more acceptable in practice because of a higher leve of control, safety, and stability [1]. More specifically, we use the Fitted Q Iteration algorithm to lean the policy offline [2].\n", + "\n", + "We generate the input data (interaction events) using a simulator to present and analyze the policy learning process in a clean way. \n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to evaluate the feasibility and efficiency of strategic optimization. It is recommended to start with fitting a myopic policy on the rel data, and gradually increase the reward accumulation horizon to analyze whether this accumulation delivers significant benefits. The production solution should use complete RL framework which are readily available in open source.\n", + "\n", + "### References\n", + "[1] G. Theocharous, P. Thomas, and M. Ghavamzadeh -- Personalized Ad Recommendation Systems for Life-Time Value Optimization with Guarantees, 2015\n", + "[2] Riedmiller M. -- Neural Fitted Q Iteration - First Experiences with a Data Efficient Neural Reinforcement Learning Method, 2005" ] }, { @@ -22,6 +30,9 @@ "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", @@ -30,7 +41,7 @@ "from sklearn.manifold import TSNE\n", "\n", "plt.rcParams.update({'font.size': 14, 'pdf.fonttype': 'truetype'})\n", - "plt.rcParams.update({'font.family':'Candara', 'font.serif':['Candara']})" + "plt.rcParams.update({'font.family': 'Candara', 'font.serif': ['Candara']})" ] }, { @@ -401,12 +412,12 @@ ], "source": [ "#\n", - "# Visualuze the Q-values and best action for individual users\n", + "# Visualize the Q-values and best action for individual users\n", "#\n", "\n", "#\n", "# Segment boxes need to be set manually because the tSNE\n", - "# projection changes unpredictabley as the data changes \n", + "# projection changes unpredictably as the data changes \n", "#\n", "segments = [\n", " ( (-55, -45), (-30, -20) ),\n", @@ -439,13 +450,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Policy Evaluation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "# Policy Evaluation\n", + "\n", "FQI provides a way to learn the Q function and derive some policy (e.g. epsilon-greedy) from it. \n", "If we change the policy, we need to evaluate its performance. It can be done using historical trajectories." ] diff --git a/promotions/propensity-scoring-lstm.ipynb b/promotions/propensity-scoring-lstm.ipynb index 5f62db0..81989cf 100644 --- a/promotions/propensity-scoring-lstm.ipynb +++ b/promotions/propensity-scoring-lstm.ipynb @@ -8,36 +8,47 @@ "source": [ "# Propensity Scoring Using LSTM\n", "\n", - "In this notebook, we explore how sequencial-input models like LSTM can be used in customer analytics and personalization. More specifically, we focus on the follwoing questions:\n", - "* Can sequential-input models outperform traditional look-alike models with aggregared features? \n", - "* How sequential-input models can simplify feature engineering? \n", - "* How sequential-input models can improve explainability and customer beharior analysis?\n", + "In this notebook, we demonstrate how customer propensity scoring can be performed using models with sequential inputs such as LSTM. \n", "\n", - "The designs developed in this notebook can be applied a wide range of problems such purhase propensity scoring, churn prediction, price sensitivity analysis, and lead scoring. \n", + "### Use Case\n", + "We assume a marketing scenario where customers need to be provided with personalized *treatments*. Examples of such scenarios include personalized ads, personalized coupons, and personalized retention offers. The treatments can be applied at different stages of the customer lifecycle including acquisition, cross-selling, retention, and reactivation to improve customer engagement, conversions rates, and lifetime value. \n", "\n", - "## Data\n", - "We use a small dataset created based on statistics from a digital media company that sells services on a subscription basis (see `datasets.md/KKBox` dataset). Files are located in the ``tensor-house-data`` repositoty under `/promotions/media-dataset` \n", + "We assume that personalized treatments are chosen based on a numerical score that quantifies the propensity to a certain outcome such as offer acceptance, conversion, churn, or store visit. The methods presented in this notebook compute such scores based on historical customer interaction data (event histories).\n", "\n", + "### Prototype: Approach and Data\n", + "We build several propensity scoring models using GBDT, dense NN, and LSTM with attention that predict the outcome based on customer account features and event histories. The outcome probability is interpreted as a propensity score.\n", + "\n", + "We use a small dataset created based on statistics from a digital media company that sells services on a subscription basis (see `datasets.md/KKBox` dataset). Files are located in the `tensor-house-data` repository under `/promotions/media-dataset` folder.\n", "* The dataset includes about 9,000 customer profiles with the daily service usage data. \n", - "* Each profile is attributed with an *outcome* label. \n", - "* The *outcome* label equals to one for users who took a specific action of interest (positive outcome), and zero otherwise (negative outcome).\n", + "* Each profile is attributed with an `outcome` label. \n", + "* The `outcome` label equals to one for users who took a specific action of interest (positive outcome), and zero otherwise (negative outcome).\n", "* Half of the profiles have positive outcomes and the other half have negative outcomes. \n", "* The dataset includes two tables:\n", " * Users:\n", - " * uid - user ID\n", - " * location - location ID (city or region)\n", - " * age - user age\n", - " * gender - user gender\n", - " * registration_channel - ID of the channel though which the user had been acquired\n", - " * registration_date - registration date\n", - " * outcome - binary flag that indicates whether the user took a specific action or not\n", + " * `uid` - user ID\n", + " * `location` - location ID (city or region)\n", + " * `age` - user age\n", + " * `gender` - user gender\n", + " * `registration_channel` - ID of the channel though which the user had been acquired\n", + " * `registration_date` - registration date\n", + " * `outcome` - binary flag that indicates whether the user took a specific action or not\n", " * Usage logs:\n", - " * uid - user ID\n", - " * date - activity record date (activity is recorded on a daily basis)\n", - " * views - how many media items user has consumed\n", - " * items - how many media items user has interacted with\n", - " * duration - how much time user spent\n", - " * previews - how many items user has previewed " + " * `uid` - user ID\n", + " * `date` - activity record date (activity is recorded on a daily basis)\n", + " * `views` - how many media items user has consumed\n", + " * `items` - how many media items user has interacted with\n", + " * `duration` - how much time user spent\n", + " * `previews` - how many items user has previewed\n", + "\n", + "This demo dataset can be replaced with the actual data that include account data and interaction events.\n", + "\n", + "### Usage and Productization\n", + "This notebook can be used to do the preliminary data analysis and answer the following questions:\n", + "* Can a sequential-input model outperform traditional look-alike models with aggregated features? \n", + "* Can a sequential-input model significantly simplify feature engineering? \n", + "* How a sequential-input model can improve explainability and support customer behavior analysis?\n", + "\n", + "Once this evaluation is done, the model architecture can be tuned and production-grade training and inference pipelines can be created." ] }, { @@ -55,7 +66,7 @@ ], "source": [ "#\n", - "# Import modules\n", + "# Imports and settings\n", "#\n", "import pandas as pd\n", "import numpy as np\n", @@ -69,7 +80,6 @@ "from tensorflow.keras.models import Sequential, Model \n", "from tensorflow.keras.layers import Dense, LSTM, Input, Concatenate\n", "from tensorflow.keras.layers import Lambda, RepeatVector, Permute, Flatten, Activation, Multiply\n", - "from tensorflow.keras.wrappers.scikit_learn import KerasClassifier\n", "from tensorflow.keras import backend as K\n", "import keras_tuner as kt\n", "\n", @@ -1051,7 +1061,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.2" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/recommendations/collaborative-filtering-item-based.ipynb b/recommendations/collaborative-filtering-item-based.ipynb index 5aa8124..797ef64 100644 --- a/recommendations/collaborative-filtering-item-based.ipynb +++ b/recommendations/collaborative-filtering-item-based.ipynb @@ -8,11 +8,14 @@ "\n", "This notebook is a toy implementation of the classic collaborative filtering algorithm. The purpose of this implementation is to provide a small and clear numerical example.\n", "\n", - "### Detailed Description\n", - "See [Introduction to Algorithmic Marketing](https://algorithmicweb.wordpress.com/ ) book\n", + "### Use Case\n", + "We have a fixed number of users and items (products). For some user-item pairs we know the interaction score (e.g. user rating). No additional user or item features or score metadata (e.g. time stamps) are available. Our goal is to estimate the scores for the remaining user-item pairs. \n", "\n", - "### Data\n", - "We use a small rating matrix defined inline. No external datasets are used." + "### Prototype: Approach and Data\n", + "We use a standard Nearest Neighbor Item-based Collaborative Filtering algorithm. We use a small rating matrix defined inline for the demonstration purposes. No external datasets are used.\n", + "\n", + "### Usage and Productization\n", + "This prototype is intended only for educational purposes. Prototyping using real-world data samples and production solution should use more scalable implementations." ] }, { diff --git a/recommendations/collaborative-filtering-user-based.ipynb b/recommendations/collaborative-filtering-user-based.ipynb index 75198a9..aa919dc 100644 --- a/recommendations/collaborative-filtering-user-based.ipynb +++ b/recommendations/collaborative-filtering-user-based.ipynb @@ -8,11 +8,14 @@ "\n", "This notebook is a toy implementation of the classic collaborative filtering algorithm. The purpose of this implementation is to provide a small and clear numerical example.\n", "\n", - "### Detailed Description\n", - "See [Introduction to Algorithmic Marketing](https://algorithmicweb.wordpress.com/ ) book\n", + "### Use Case\n", + "We have a fixed number of users and items (products). For some user-item pairs we know the interaction score (e.g. user rating). No additional user or item features or score metadata (e.g. time stamps) are available. Our goal is to estimate the scores for the remaining user-item pairs. \n", "\n", - "### Data\n", - "We use a small rating matrix defined inline. No external datasets are used." + "### Prototype: Approach and Data\n", + "We use a standard Nearest Neighbor User-based Collaborative Filtering algorithm. We use a small rating matrix defined inline for the demonstration purposes. No external datasets are used.\n", + "\n", + "### Usage and Productization\n", + "This prototype is intended only for educational purposes. Prototyping using real-world data samples and production solution should use more scalable implementations." ] }, { diff --git a/recommendations/deep-recommender-factorization.ipynb b/recommendations/deep-recommender-factorization.ipynb index 4646ff2..fabe69f 100644 --- a/recommendations/deep-recommender-factorization.ipynb +++ b/recommendations/deep-recommender-factorization.ipynb @@ -8,23 +8,30 @@ "\n", "This notebook is a toy implementation of a product recommendation system that uses matrix factorization. Its main purpose is to demonstrate that deep learning methods can approximate traditional SVD/SGD-based factorization.\n", "\n", + "### Use Case\n", + "We have a fixed number of users and items (products). For some user-item pairs we know the interaction score (e.g. user rating). No additional user or item features or score metadata (e.g. time stamps) are available. Our goal is to estimate the scores for the remaining user-item pairs. \n", + "\n", + "### Prototype: Approach and Data\n", "We first implement and evaluate the stochastic gradient descent (SGD) algorithm. It is an alternative to algebraic factorization using singular value decomposition (SVD), but it properly handles missed values in the rating matrix and simplifies large-scale computations due to its iterative nature. \n", "\n", "Second, we implement basically the same factorization using a simple neural network. SVD- and SGD-based factorization are equivalent to finding low-dimensional user and item embeddings, and predicting ratings as their product. We implement the same approach using Embedding and Dot layers in Keras.\n", "\n", - "### Data\n", - "The notebook uses only a small 10x10 rating matrix defined inline. No external datasets are used." + "The notebook uses only a small 10x10 rating matrix defined inline. No external datasets are used.\n", + "\n", + "### Usage and Productization\n", + "This prototype is intended mainly for educational purposes and evaluations of small datasets. Prototyping using real-world data samples and production solution should use more scalable implementations." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np \n", - "import pandas as pd\n", - "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "sns.set_style(\"ticks\")\n", @@ -32,8 +39,7 @@ "\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Sequential, Model \n", - "from tensorflow.keras.layers import Dense, Input, Concatenate, Embedding, Dot\n", - "from tensorflow.keras import backend as K" + "from tensorflow.keras.layers import Dense, Input, Concatenate, Embedding, Dot" ] }, { @@ -64,7 +70,7 @@ "# Let us assume two categories of products, bakery and fruits,\n", "# and two categories of users, bakery-lovers and fruit-lovers.\n", "# For simplicity of visualization, we define a rating matrix \n", - "# with 4 blocks, but users and items can be artbitrary \n", + "# with 4 blocks, but users and items can be arbitrary \n", "# permuted, of course.\n", "#\n", "_ = np.nan\n", @@ -285,9 +291,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/recommendations/deep-recommender-graph-node2vec.ipynb b/recommendations/deep-recommender-graph-node2vec.ipynb index 31ddf2f..b4babfa 100644 --- a/recommendations/deep-recommender-graph-node2vec.ipynb +++ b/recommendations/deep-recommender-graph-node2vec.ipynb @@ -7,10 +7,18 @@ "source": [ "# Deep Recommender: Item Representation Learning Using Node2Vec\n", "\n", - "In this notebook, we build a non-personalized graph recommendation engine that uses Node2Vec model to learn item embeddings. This notebook is based on Khalid Salama's implementation [1]. \n", + "In this notebook, we build a non-personalized graph recommendation engine that uses Node2Vec model to learn item embeddings. \n", "\n", - "### Data\n", - "We use `MovieLens 100K` (Latest Small version) dataset. See `datasets.md` for details.\n", + "### Use Case\n", + "We have a fixed number of users and items (products). For some user-item pairs we know the interaction score (e.g. user rating). No additional user or item features or score metadata (e.g. time stamps) are available. Our goal is to estimate the scores for the remaining user-item pairs. \n", + "\n", + "### Prototype: Approach and Data\n", + "We interpret the interaction matrix as a graph where nodes are items and edges are attributed with weights computed based on user-item interactions. We then use Node2Vec to compute node (item) embeddings. These embeddings can be used to compute item-to-item similarity scores enabling non-personalized content-based recommendations using nearest neighbors search. \n", + "\n", + "This notebook is based on Khalid Salama's implementation [1]. We use `MovieLens 100K` (Latest Small version) dataset. See `datasets.md` for details.\n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to evaluate the feasibility of the graph-based approach on a small scale. Production-grade implementations of graph recommenders should be used for more advanced evaluation and productization.\n", "\n", "### References\n", "1. Khalid Salama -- Graph representation learning with node2vec, 2021" @@ -32,9 +40,9 @@ } ], "source": [ - "import os\n", - "import math\n", - "from zipfile import ZipFile\n", + "#\n", + "# Imports and settings\n", + "#\n", "import warnings\n", "import numpy as np\n", "import pandas as pd\n", @@ -48,10 +56,8 @@ "import random\n", "from tqdm import tqdm\n", "\n", - "from sklearn.model_selection import train_test_split\n", "from tabulate import tabulate\n", "\n", - "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "warnings.simplefilter(\"ignore\")\n", @@ -731,8 +737,7 @@ "- Up (2009)\n", "- Monsters, Inc. (2001)\n", "- Guardians of the Galaxy (2014)\n", - "- Casino Royale (2006)\n", - "\n" + "- Casino Royale (2006)\n" ] } ], diff --git a/recommendations/deep-recommender-ncf.ipynb b/recommendations/deep-recommender-ncf.ipynb index abbd595..d92a601 100644 --- a/recommendations/deep-recommender-ncf.ipynb +++ b/recommendations/deep-recommender-ncf.ipynb @@ -5,12 +5,18 @@ "id": "serial-tiffany", "metadata": {}, "source": [ - "# Deep Recommender: Neural Colaborative Filtering\n", + "# Deep Recommender: Neural Collaborative Filtering\n", "\n", - "In this tutorial, we demostrate how a basic matrix factorization algorithm can be replicated using a neural network. We next extend this basic network to incorporate item features (embeddings) extracted using a pre-trained NLP model.\n", + "This is a prototype of a hybrid recommender that combines behavioral data (rating matrix) with content data (natural language descriptions of the items). \n", "\n", - "### Data\n", - "We use `MovieLens 20M` dataset. See `datasets.md` for details." + "### Use Case\n", + "Similar to the basic user/item-based collaborative filtering, we assume a fixed number of users and items and a collection of user-item pairs with known interaction scores (e.g. user ratings). We also assume additional unstructured data such as natural langage descriptions and images to be available for the items. Our goal is to estimate the scores for the user-item pairs where we do not have the data yet. \n", + "\n", + "### Prototype: Approach and Data\n", + "We start with building a basic neural network that replicate the matrix factorization algorithm (classic collaborative filtering). We next extend this basic network to incorporate item features (embeddings) extracted using a pre-trained NLP model. We use `MovieLens 20M` dataset - see `datasets.md` for details.\n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to explore various model architectures and gains achieved by including user and/or item features. The feature embeddings can be computed using an external (frozen) network or jointly optimized with the main factorization network. " ] }, { @@ -29,15 +35,15 @@ } ], "source": [ - "import os\n", + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import pandas as pd\n", - "import random\n", "import warnings\n", "from tabulate import tabulate\n", "\n", "import tensorflow as tf\n", - "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Embedding, Dense, Dot, Flatten, Concatenate, Add\n", "from sklearn.model_selection import train_test_split\n", diff --git a/recommendations/deep-recommender-transformer.ipynb b/recommendations/deep-recommender-transformer.ipynb index d46a4fa..f9e1904 100644 --- a/recommendations/deep-recommender-transformer.ipynb +++ b/recommendations/deep-recommender-transformer.ipynb @@ -9,10 +9,16 @@ "source": [ "# Deep Recommender: Behavior Sequence Transformer (BST)\n", "\n", - "This notebook demonstrates the how recommendations can be made based on interaction sequences using transformer-based model. This notebook is based on Khalid Salama's implementation [2].\n", + "This notebook demonstrates how recommendations can be made based on interaction sequences using transformer-based model.\n", "\n", - "### Data:\n", - "We use `MovieLens 1M` dataset. See `datasets.md` for details. \n", + "### Use Case\n", + "We assume hybrid data that can include user features like age, item features like category, and interaction event sequences for certain user-item pairs. Each interaction event can be associated with additional features such as rating and timestamp. Out goal is to build a model that, for each user, predicts the item this user is likely ot interact with.\n", + "\n", + "### Prototype: Approach and Data\n", + "The prototype is based on Behavior Sequence Transformer (BST) design [1] and Keras implementation created by Khalid Salama's [2]. We use `MovieLens 1M` dataset. See `datasets.md` for details.\n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to evaluate the feasibility of the transformer based approach for a specific dataset. Its performance can also be compared with other prototypes and optimal approach can be selected.\n", "\n", "### References:\n", "1. Chen Q., Zhao H., Li W., Huang P., and Ou W. -- Behavior Sequence Transformer for E-commerce Recommendation in Alibaba, 2019\n", @@ -35,10 +41,10 @@ } ], "source": [ - "import os\n", + "#\n", + "# Imports and settings\n", + "#\n", "import math\n", - "from zipfile import ZipFile\n", - "from urllib.request import urlretrieve\n", "import warnings\n", "import numpy as np\n", "import pandas as pd\n", @@ -50,7 +56,6 @@ "from sklearn.model_selection import train_test_split\n", "from tabulate import tabulate\n", "\n", - "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "warnings.simplefilter(\"ignore\")\n", @@ -457,20 +462,20 @@ "\n", " ## Encode user features\n", " for feature_name in other_feature_names:\n", - " # Convert the string input values into integer indices.\n", + " # Convert the string input values into integer indices\n", " vocabulary = CATEGORICAL_FEATURES_WITH_VOCABULARY[feature_name]\n", " idx = StringLookup(vocabulary=vocabulary, mask_token=None, num_oov_indices=0)(\n", " inputs[feature_name]\n", " )\n", " # Compute embedding dimensions\n", " embedding_dims = int(math.sqrt(len(vocabulary)))\n", - " # Create an embedding layer with the specified dimensions.\n", + " # Create an embedding layer with the specified dimensions\n", " embedding_encoder = layers.Embedding(\n", " input_dim=len(vocabulary),\n", " output_dim=embedding_dims,\n", " name=f\"{feature_name}_embedding\",\n", " )\n", - " # Convert the index values to embedding representations.\n", + " # Convert the index values to embedding representations\n", " encoded_other_features.append(embedding_encoder(idx))\n", "\n", " ## Create a single embedding vector for the user features\n", @@ -484,20 +489,20 @@ " ## Create a movie embedding encoder\n", " movie_vocabulary = CATEGORICAL_FEATURES_WITH_VOCABULARY[\"movie_id\"]\n", " movie_embedding_dims = int(math.sqrt(len(movie_vocabulary)))\n", - " # Create a lookup to convert string values to integer indices.\n", + " # Create a lookup to convert string values to integer indices\n", " movie_index_lookup = StringLookup(\n", " vocabulary=movie_vocabulary,\n", " mask_token=None,\n", " num_oov_indices=0,\n", " name=\"movie_index_lookup\",\n", " )\n", - " # Create an embedding layer with the specified dimensions.\n", + " # Create an embedding layer with the specified dimensions\n", " movie_embedding_encoder = layers.Embedding(\n", " input_dim=len(movie_vocabulary),\n", " output_dim=movie_embedding_dims,\n", " name=f\"movie_embedding\",\n", " )\n", - " # Create a vector lookup for movie genres.\n", + " # Create a vector lookup for movie genres\n", " genre_vectors = movies[genres].to_numpy()\n", " movie_genres_lookup = layers.Embedding(\n", " input_dim=genre_vectors.shape[0],\n", @@ -506,7 +511,7 @@ " trainable=False,\n", " name=\"genres_vector\",\n", " )\n", - " # Create a processing layer for genres.\n", + " # Create a processing layer for genres\n", " movie_embedding_processor = layers.Dense(\n", " units=movie_embedding_dims,\n", " activation=\"relu\",\n", @@ -530,7 +535,7 @@ " target_movie_id = inputs[\"target_movie_id\"]\n", " encoded_target_movie = encode_movie(target_movie_id)\n", "\n", - " ## Encoding sequence movie_ids.\n", + " ## Encoding sequence movie_ids\n", " sequence_movies_ids = inputs[\"sequence_movie_ids\"]\n", " encoded_sequence_movies = encode_movie(sequence_movies_ids)\n", " # Create positional embedding.\n", @@ -548,7 +553,7 @@ " [(encoded_sequence_movies + encodded_positions), sequence_ratings]\n", " )\n", "\n", - " # Construct the transformer inputs.\n", + " # Construct the transformer inputs\n", " for encoded_movie in tf.unstack(\n", " encoded_sequence_movies_with_poistion_and_rating, axis=1\n", " ):\n", @@ -590,12 +595,12 @@ " inputs, include_user_id, include_user_features, include_movie_features\n", " )\n", "\n", - " # Create a multi-headed attention layer.\n", + " # Create a multi-headed attention layer\n", " attention_output = layers.MultiHeadAttention(\n", " num_heads=num_heads, key_dim=transformer_features.shape[2], dropout=dropout_rate\n", " )(transformer_features, transformer_features)\n", "\n", - " # Transformer block.\n", + " # Transformer block\n", " attention_output = layers.Dropout(dropout_rate)(attention_output)\n", " x1 = layers.Add()([transformer_features, attention_output])\n", " x1 = layers.LayerNormalization()(x1)\n", @@ -606,13 +611,13 @@ " transformer_features = layers.LayerNormalization()(transformer_features)\n", " features = layers.Flatten()(transformer_features)\n", "\n", - " # Included the other features.\n", + " # Included the other features\n", " if other_features is not None:\n", " features = layers.concatenate(\n", " [features, layers.Reshape([other_features.shape[-1]])(other_features)]\n", " )\n", "\n", - " # Fully-connected layers.\n", + " # Fully-connected layers\n", " for num_units in hidden_units:\n", " features = layers.Dense(num_units)(features)\n", " features = layers.BatchNormalization()(features)\n", diff --git a/search/image-search-clip.ipynb b/search/image-search-clip.ipynb index e966128..17a703a 100644 --- a/search/image-search-clip.ipynb +++ b/search/image-search-clip.ipynb @@ -7,24 +7,20 @@ "source": [ "# Image Search Based on a Natural Language Query Using CLIP Model\n", "\n", - "In this notebook, we implement a simople image search solution based on a natural language query using the CLIP model [1]. We use CLIP to pre-calculate embeddigns for images in a collection. For a given query, we calculate its embedding using CLIP and then search for the nearest neighbors in the collection of image embeddigns. \n", + "This notebook demonstrates how images can be searched based on a natural language query using the CLIP model [1].\n", "\n", - "The implementation is based on [2].\n", + "### Use Case\n", + "We have a collection of images. We want to search these images using a natural language query, so that the search engine returns a ranked list of `k` images for each query.\n", + "\n", + "### Prototype: Approach and Data\n", + "We use CLIP to pre-calculate embeddings for images in a collection. For a given query, we calculate its embedding using CLIP and then search for the nearest neighbors in the collection of image embeddings. The implementation is based on [2]. We use a small image collection available in the `tensorhouse-data` repository (`tensor-house-data/search/unspash-small`). \n", + "\n", + "### Usage and Productization\n", + "This prototype can be used to evaluate the feasibility of the approach and test various text/image embedding models (CLIP is used by default, it is not the only option). The prototype uses a basic scoring algorithm that computes similarities between the query and all images -- this part needs to be replaced with an efficient nearest neighbor vector search for productization. \n", "\n", "### References\n", - " 1. https://openai.com/blog/clip/#rf33\n", - " 2. https://github.com/haltakov/natural-language-image-search\n", - " \n", - "### Data\n", - "We use a small image collection available in the `tensorhouse-data` repository (`tensor-house-data/search/unspash-small`)." - ] - }, - { - "cell_type": "markdown", - "id": "fe9066bc-32de-44d8-b090-6f4820993818", - "metadata": {}, - "source": [ - "## Load the CLIP Model" + "[1] https://openai.com/blog/clip/#rf33\n", + "[2] https://github.com/haltakov/natural-language-image-search" ] }, { @@ -34,6 +30,9 @@ "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import clip\n", "import torch\n", "import math\n", @@ -338,14 +337,6 @@ " ax[i, j+1].imshow(image)\n", " ax[i, j+1].axis('off')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "626d34a4-183e-46e1-90b0-68f5f00bd576", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/search/product-attribute-extraction-llm.ipynb b/search/product-attribute-extraction-llm.ipynb index 75fd0d3..786e404 100644 --- a/search/product-attribute-extraction-llm.ipynb +++ b/search/product-attribute-extraction-llm.ipynb @@ -9,14 +9,19 @@ "source": [ "# Product Attribute Discovery, Extraction, and Harmonization Using LLMs\n", "\n", - "In this notebook, we demonstrate how LLMs can be used to extract and harmonize product attributes. The extracted attributes are supposed to be used as inputs to search engines, faceted catalog nativation, and other applications that require high-quality product data. Intelligent attribute extraction and harmonization is partcularly useful in applications with multiple sellers or suppliers such as marketplaces.\n", + "This notebook demonstrate how LLMs can be used to extract and harmonize product attributes. The extracted attributes are supposed to be used as inputs to search engines, faceted catalog navigation, and other applications that require high-quality product data. Intelligent attribute extraction and harmonization is particularly useful in applications with multiple sellers or suppliers such as marketplaces.\n", "\n", + "### Use Case\n", "We consider the following scenarios:\n", " 1. We receive a product description and need to determine whether it is a new or known (registered) product type. If it is a new product type, we need to generate a schema (list of attribute names) for it.\n", - " 1. Assuming that the product schema is known (either an old schema fetched from a repositoy or new schema is generated), we need to extract the attributes from the product description. In particular, complex attributes might need to be generated.\n", - " 1. Extracted or manually entered attributes need to be harmonized, so that they use the same measures, taxonomy, etc. \n", + " 2. Assuming that the product schema is known (either an old schema fetched from a repository or new schema is generated), we need to extract the attributes from the product description. In particular, complex attributes might need to be generated.\n", + " 3. Extracted or manually entered attributes need to be harmonized, so that they use the same measures, taxonomy, etc. \n", "\n", - "We use Langchain as an abstraction layer to invoke LLMs. GCP Vertex AI is used as an LLM provider, but other proprietary LLMs can be used equally well. " + "### Prototype: Approach and Data\n", + "We use Langchain as an abstraction layer to invoke LLMs. GCP Vertex AI is used as an LLM provider, but other proprietary LLMs can be used equally well. \n", + "\n", + "### Usage and Productization\n", + "This prototype provides basic prompt templates and illustrative examples. Productization would typically require to create a more complete set of task-specific prompts, integrate them into a product data processing pipeline, and create admin interfaces. " ] }, { @@ -314,14 +319,6 @@ "\n", "query_llm_with_one_argument(harmonization_template, product_attributes_raw[0])" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "359eea36-fe4e-4447-a105-931874010420", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/search/relational-data-querying-llm.ipynb b/search/relational-data-querying-llm.ipynb index 9f2f2ab..5ce2f7f 100644 --- a/search/relational-data-querying-llm.ipynb +++ b/search/relational-data-querying-llm.ipynb @@ -13,13 +13,20 @@ "source": [ "# Relational Data Querying Using LLMs\n", "\n", - "In this notebook, we provide several simple examples that demostrate how relational data can be queried in natural language using LLMs. We use SQLDatabaseChain provided by Langchain.\n", + "This notebook demonstrates how relational data can be queried in natural language using LLMs. \n", "\n", - "We use the `classicmodel` database [1]. The database contains a set of tables which is typical for order management systems. We use only two tables: orders and order details (line items).\n", + "### Use Case\n", + "We have a relational database with multiple tables. We want to ask questions in natural language, get them translated into SQL, and then executed. The final result is a relational table. \n", "\n", - "We assume an external MySQL instance with `classicmodel` database loaded into it.\n", + "### Prototype: Approach and Data\n", + "The solution approach is to fetch the dataschema first, and then provide it as a contex for generating SQL based on a natural language query. We implement this using a standard SQL querying chain provided by Langchain. \n", "\n", - "#### References:\n", + "We use the `classicmodel` database [1]. The database contains a set of tables which is typical for order management systems. We use only two tables: orders and order details (line items). We assume an external MySQL instance with `classicmodel` database loaded into it.\n", + "\n", + "### Usage and Productization\n", + "This is a basic prototype that demonstrates the concept. Productization would typically require to pre-process the schema to select only the relevant tables, handle SQL execution errors, and post-process the results to elect the optimal representation such as a line plot, bar chart, or textual summary.\n", + "\n", + "### References:\n", "1. https://www.mysqltutorial.org/mysql-sample-database.aspx (copy available in `tensor-house-data/search/orders-database`)" ] }, @@ -57,7 +64,6 @@ "#\n", "# Initialize DB connection\n", "#\n", - "import pymysql\n", "from langchain.llms import VertexAI\n", "from langchain import SQLDatabase, SQLDatabaseChain\n", "\n", @@ -121,12 +127,12 @@ "text": [ "\n", "\n", - "\u001b[1m> Entering new chain...\u001b[0m\n", + "\u001B[1m> Entering new chain...\u001B[0m\n", "How many orders are there?\n", - "SQLQuery:\u001b[32;1m\u001b[1;3mSELECT COUNT(*) FROM orders\u001b[0m\n", - "SQLResult: \u001b[33;1m\u001b[1;3m[(326,)]\u001b[0m\n", - "Answer:\u001b[32;1m\u001b[1;3m326\u001b[0m\n", - "\u001b[1m> Finished chain.\u001b[0m\n" + "SQLQuery:\u001B[32;1m\u001B[1;3mSELECT COUNT(*) FROM orders\u001B[0m\n", + "SQLResult: \u001B[33;1m\u001B[1;3m[(326,)]\u001B[0m\n", + "Answer:\u001B[32;1m\u001B[1;3m326\u001B[0m\n", + "\u001B[1m> Finished chain.\u001B[0m\n" ] } ], @@ -149,12 +155,12 @@ "text": [ "\n", "\n", - "\u001b[1m> Entering new chain...\u001b[0m\n", + "\u001B[1m> Entering new chain...\u001B[0m\n", "What was the revenue for each date?\n", - "SQLQuery:\u001b[32;1m\u001b[1;3mSELECT SUM(quantityOrdered * priceEach) AS revenue, orderDate FROM orderdetails JOIN orders ON orderdetails.orderNumber = orders.orderNumber GROUP BY orderDate ORDER BY orderDate LIMIT 3\u001b[0m\n", - "SQLResult: \u001b[33;1m\u001b[1;3m[(Decimal('10223.83'), datetime.date(2003, 1, 6)), (Decimal('10549.01'), datetime.date(2003, 1, 9)), (Decimal('5494.78'), datetime.date(2003, 1, 10))]\u001b[0m\n", - "Answer:\u001b[32;1m\u001b[1;3m[(10223.83, datetime.date(2003, 1, 6)), (10549.01, datetime.date(2003, 1, 9)), (5494.78, datetime.date(2003, 1, 10))]\u001b[0m\n", - "\u001b[1m> Finished chain.\u001b[0m\n" + "SQLQuery:\u001B[32;1m\u001B[1;3mSELECT SUM(quantityOrdered * priceEach) AS revenue, orderDate FROM orderdetails JOIN orders ON orderdetails.orderNumber = orders.orderNumber GROUP BY orderDate ORDER BY orderDate LIMIT 3\u001B[0m\n", + "SQLResult: \u001B[33;1m\u001B[1;3m[(Decimal('10223.83'), datetime.date(2003, 1, 6)), (Decimal('10549.01'), datetime.date(2003, 1, 9)), (Decimal('5494.78'), datetime.date(2003, 1, 10))]\u001B[0m\n", + "Answer:\u001B[32;1m\u001B[1;3m[(10223.83, datetime.date(2003, 1, 6)), (10549.01, datetime.date(2003, 1, 9)), (5494.78, datetime.date(2003, 1, 10))]\u001B[0m\n", + "\u001B[1m> Finished chain.\u001B[0m\n" ] } ], diff --git a/search/retrieval-augmented-generation-llm-agents.ipynb b/search/retrieval-augmented-generation-llm-agents.ipynb index d043a32..c18de23 100644 --- a/search/retrieval-augmented-generation-llm-agents.ipynb +++ b/search/retrieval-augmented-generation-llm-agents.ipynb @@ -13,33 +13,32 @@ "source": [ "# Retrieval-augmented Generation Using Agents\n", "\n", - "In this notebook, we demonstrate how the information can be retrieved from an external system using an LLM-based agent. We use the Wikipedia search API." - ] - }, - { - "cell_type": "markdown", - "id": "10e9f802-f19c-4b5b-a2cf-4bfe3d5ec92f", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "## Environment Setup and Initialization" + "In this notebook, we demonstrate how to retrieve the information from external systems (APIs) using LLM agents. \n", + "\n", + "### Use Case\n", + "We have external APIs that can be used to fetch or lookup relevant information based on keywords. We want to build a system that receives a natural language question, translates it into API calls, executes calls handling exceptions and incomplete results, and formulates the final answer based on the received information.\n", + "\n", + "### Prototype: Approach and Data\n", + "We create a basic prototype that uses the ReAct framework to accomplish the retrieval task. We use the standard implementation integrated with Wikipedia search API.\n", + "\n", + "### Usage and Productization\n", + "Productization would require to implement custom API integrations and more robust error handling." ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 1, "id": "be84dfbb-c690-4d60-abaf-de53f7ba4d29", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2023-12-18T19:19:56.094314Z", + "start_time": "2023-12-18T19:19:53.867621Z" + } }, "outputs": [], "source": [ @@ -124,15 +123,15 @@ "text": [ "\n", "\n", - "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", - "\u001b[32;1m\u001b[1;3mThought: I need to search Pfizer Inc. and find the percentage of its revenue that comes from the US.\n", - "Action: Search[Pfizer Inc.]\u001b[0m\n", - "Observation: \u001b[36;1m\u001b[1;3mPfizer Inc. ( FY-zər) is an American multinational pharmaceutical and biotechnology corporation headquartered at The Spiral in Manhattan, New York City. The company was established in 1849 in New York by two German entrepreneurs, Charles Pfizer (1824–1906) and his cousin Charles F. Erhart (1821–1891).\n", - "Pfizer develops and produces medicines and vaccines for immunology, oncology, cardiology, endocrinology, and neurology. The company's largest products by sales are the Pfizer–BioNTech COVID-19 vaccine ($37 billion in 2022 revenues), Nirmatrelvir/ritonavir ($18 billion in 2022 revenues), Apixaban ($6 billion in 2022 revenues), a pneumococcal conjugate vaccine ($6 billion in 2022 revenues), and Palbociclib ($5 billion in 2022 revenues). In 2022, 42% of the company's revenues came from the United States, 8% came from Japan, and 50% came from other countries.Pfizer was a component of the Dow Jones Industrial Average stock market index from 2004 to August 2020. The company ranks 43rd on the Fortune 500 and 39th on the Forbes Global 2000.\u001b[0m\n", - "Thought:\u001b[32;1m\u001b[1;3mThe paragraph says \"In 2022, 42% of the company's revenues came from the United States\". So the answer is 42%.\n", - "Action: Finish[42%]\u001b[0m\n", + "\u001B[1m> Entering new AgentExecutor chain...\u001B[0m\n", + "\u001B[32;1m\u001B[1;3mThought: I need to search Pfizer Inc. and find the percentage of its revenue that comes from the US.\n", + "Action: Search[Pfizer Inc.]\u001B[0m\n", + "Observation: \u001B[36;1m\u001B[1;3mPfizer Inc. ( FY-zər) is an American multinational pharmaceutical and biotechnology corporation headquartered at The Spiral in Manhattan, New York City. The company was established in 1849 in New York by two German entrepreneurs, Charles Pfizer (1824–1906) and his cousin Charles F. Erhart (1821–1891).\n", + "Pfizer develops and produces medicines and vaccines for immunology, oncology, cardiology, endocrinology, and neurology. The company's largest products by sales are the Pfizer–BioNTech COVID-19 vaccine ($37 billion in 2022 revenues), Nirmatrelvir/ritonavir ($18 billion in 2022 revenues), Apixaban ($6 billion in 2022 revenues), a pneumococcal conjugate vaccine ($6 billion in 2022 revenues), and Palbociclib ($5 billion in 2022 revenues). In 2022, 42% of the company's revenues came from the United States, 8% came from Japan, and 50% came from other countries.Pfizer was a component of the Dow Jones Industrial Average stock market index from 2004 to August 2020. The company ranks 43rd on the Fortune 500 and 39th on the Forbes Global 2000.\u001B[0m\n", + "Thought:\u001B[32;1m\u001B[1;3mThe paragraph says \"In 2022, 42% of the company's revenues came from the United States\". So the answer is 42%.\n", + "Action: Finish[42%]\u001B[0m\n", "\n", - "\u001b[1m> Finished chain.\u001b[0m\n" + "\u001B[1m> Finished chain.\u001B[0m\n" ] }, { @@ -150,14 +149,6 @@ "question = \"What percentage of the Pfizer Inc. revenue comes from the US?\"\n", "react.run(question)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ee5c0967-a688-4535-b0ff-513e2c5dd0ca", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/search/retrieval-augmented-generation-llm.ipynb b/search/retrieval-augmented-generation-llm.ipynb index 728a7c4..a96ab8b 100644 --- a/search/retrieval-augmented-generation-llm.ipynb +++ b/search/retrieval-augmented-generation-llm.ipynb @@ -13,10 +13,16 @@ "source": [ "# Retrieval-augmented Generation (RAG) Using LLMs \n", "\n", - "In this notebook, we create several prototypes of a Retrieval-Augmented Generation (RAG) system. We start with a basic case where the input documents are small enough to fit the LLM context, and then develop more advanced solutions that can handle large document collections.\n", + "This notebook provides several prototypes of a Retrieval-Augmented Generation (RAG) system. \n", "\n", - "### Data\n", - "We use small input documents that are availbale in the `tensor-house-data` repository." + "### Use Case\n", + "We have a large collection of documents and want to use LLM to summarize these documents, answer standalone questions based on the document content, or answer questions in a conversational mode. Examples include a sales assistant that answers customers' questions about company's products, coding assistant that answers developers' questions about the codebase, and legal assistant that answers questions about regulations. \n", + "\n", + "### Prototype: Approach and Data\n", + "We start with a basic case where the input documents are small enough to fit the LLM context, and then develop more advanced solutions that can handle large document collections. We use small input documents that are available in the `tensor-house-data` repository.\n", + "\n", + "### Usage and Productization\n", + "The implementation uses a production-grade framework, but external embedding storage (vector store) and additional components such as caching are typically needed to create production grade applications." ] }, { diff --git a/search/text-search-lsa.ipynb b/search/text-search-lsa.ipynb index 7f8642f..5429c65 100644 --- a/search/text-search-lsa.ipynb +++ b/search/text-search-lsa.ipynb @@ -2,24 +2,20 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "jupyter": { - "outputs_hidden": true - } - }, + "metadata": {}, "source": [ - "# Laten Semantic Analysis\n", + "# Latent Semantic Analysis\n", + "\n", + "This notebook demonstrates how vector search can be built using Latent Semantic Analysis (LSA) methods.\n", "\n", - "Latent Semantic Analysis (LSA) is a method of text analysis \n", - "that helps to identify concepts represented in the text as related words\n", - "In this example, we both calculate document representation in the \n", - "concept space and score documents againt the query using a distance metric in this space.\n", + "### Use Case\n", + "We have a collection of documents. We want to retrieve relevant documents based on a natural language query. \n", "\n", - "### Detailed Description\n", - "See [Introduction to Algorithmic Marketing](https://algorithmicweb.wordpress.com/ ) book\n", + "### Prototype: Approach and Data\n", + "We interpret document and queries as bags of words. We calculate document and query embeddings in the concept space using LSA and score documents against the query using the distances in this space. We use a small collection of documents defined inline. No external datasets are used.\n", "\n", - "### Data\n", - "We use a simple inline example. No external datasets are used." + "### Usage and Productization\n", + "This prototype is intended only for educational purposes. Production solutions should use more powerful language models to compute the embeddings. " ] }, { @@ -33,10 +29,11 @@ }, "outputs": [], "source": [ + "#\n", + "# Imports and helper functions\n", + "#\n", "%matplotlib inline\n", - "import sympy as sy\n", "import numpy as np\n", - "import matplotlib.pyplot as plt\n", "from itertools import chain \n", "from tabulate import tabulate\n", "from collections import Counter\n", diff --git a/search/visual-search-artistic-style.ipynb b/search/visual-search-artistic-style.ipynb index 92bc556..a606036 100644 --- a/search/visual-search-artistic-style.ipynb +++ b/search/visual-search-artistic-style.ipynb @@ -4,18 +4,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Image Search By an Artistic Style\n", + "# Image Search By Artistic Style\n", "\n", - "This notebook demonstrates how images can be searched by style. One typical business case is an eCommerce webiste that allows to search a poster based on the example uploaded by the user. A user would usually expect to get results that are similar in terms of artisitc style. A real search system would typically mix style similarity with other similarity score such as image subject or category (landscape, still life, etc.) that can also be obtained using deep neural networks.\n", + "This notebook demonstrates how images can be searched by artistic style. \n", "\n", - "The implementation is based on a TensorFlow tutorial on Neural Style Transfer [1] which is in turn based on a seminal paper A Neural Algorithm of Artistic Style by Gatys et al. [2].\n", + "### Use Case\n", + "One typical business case is an eCommerce website that allows to search a poster based on the example uploaded by the user. A user would usually expect to get results that are similar in terms of artistic style. A real-world search system would typically mix style similarity with other similarity score such as image subject or category (landscape, still life, etc.) that can also be obtained using deep neural networks.\n", + "\n", + "### Prototype: Approach and Data\n", + "The prototype is based on the methodology proposed [1] and related TensorFlow tutorial on Neural Style Transfer [2].\n", "\n", - "### Data\n", "We use simple dataset with 32 images. Files are located in `tensor-house-data` repository under `search/images-by-style`.\n", "\n", + "### Usage and Productization\n", + "The model implemented in this prototype can be used to build production-grade visual search solutions. The query processing part of the solution needs to be reworked: naive nearest neighbor search should be replaced with scalable vector storage.\n", + "\n", "### References\n", - " 1. https://www.tensorflow.org/tutorials/generative/style_transfer\n", - " 2. Gatys L., Ecker A., Bethge M. -- A Neural Algorithm of Artistic Style, 2015" + "[1] Gatys L., Ecker A., Bethge M. -- A Neural Algorithm of Artistic Style, 2015\n", + "[2] https://www.tensorflow.org/tutorials/generative/style_transfer" ] }, { @@ -32,6 +38,9 @@ } ], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import tensorflow as tf\n", "from tensorflow.keras.applications.vgg19 import preprocess_input\n", "from tensorflow.keras.models import Model\n", @@ -47,7 +56,6 @@ "import ntpath\n", "import cv2\n", "\n", - "from sklearn.metrics.pairwise import cosine_similarity\n", "from sklearn import manifold\n", "import scipy as sc" ] diff --git a/search/visual-search-segmentation.ipynb b/search/visual-search-segmentation.ipynb index f653ed8..900085d 100644 --- a/search/visual-search-segmentation.ipynb +++ b/search/visual-search-segmentation.ipynb @@ -9,12 +9,14 @@ "\n", "This is reference implementation of an object localization model that can be used in visual search. \n", "\n", - "We train U-Net [1] on street fashion images to localize clothes. The segmentation masks then can be used to extract the relevant parts of the image and search for similar products.\n", + "### Use Case\n", + "We want to build a visual search service that receives an image which may contain several objects and searches for nearest neighbors for each object in a collection of images. For example, a fashion retailer might want to build shop-the-look service that allows a user to upload a picture of a model which wears several garments and get visually similar products from the catalog for each garment. \n", "\n", - "The implemnetation is based on [2].\n", + "### Prototype: Approach and Data\n", + "We train U-Net [1] on street fashion images to localize clothes. The segmentation masks then can be used to extract the relevant parts of the image and search for similar products. The implementation is based on [2]. We use `clothing-co-parsing` dataset (see `datasets.md` for details).\n", "\n", - "### Data\n", - "We use `clothing-co-parsing` dataset. See `datasets.md` for details. \n", + "### Usage and Productization\n", + "A complete visual search solution can be created by combing this prototype with a visual search workflow where the images of individual garments are indexed, and then searched using distances in the embedding space.\n", "\n", "### References\n", "1. Olaf Ronneberger, Philipp Fischer, Thomas Brox -- U-Net: Convolutional Networks for Biomedical Image Segmentation, 2015\n", @@ -37,32 +39,28 @@ } ], "source": [ - "import glob\n", + "#\n", + "# Imports and settings\n", + "#\n", "import cv2\n", "import os\n", "import platform\n", "\n", "import numpy as np\n", - "import pandas as pd\n", "import scipy.io as spio\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "\n", "import tensorflow as tf\n", "from tensorflow.keras.utils import to_categorical\n", - "from tensorflow.keras.applications.vgg19 import preprocess_input\n", - "\n", - "from tensorflow.keras import models\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Dense, Dropout, Flatten, Activation, Conv2D \n", "from tensorflow.keras.layers import MaxPooling2D, Input, Concatenate, Conv2DTranspose\n", - "from tensorflow.keras.layers import BatchNormalization\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.callbacks import ReduceLROnPlateau\n", "\n", "from sklearn.model_selection import train_test_split\n", - "from sklearn.preprocessing import MultiLabelBinarizer, LabelEncoder\n", "\n", "print(f'Tensorflow {tf.__version__}')\n", "print(f'Python {platform.python_version()}')" @@ -177,7 +175,7 @@ "source": [ "x = np.array(x_list)\n", "y = np.array(mask_list).reshape([-1, img_h, img_w, 1])\n", - "y = to_categorical(y) # one-hot class encdoging\n", + "y = to_categorical(y) # one-hot class encoding\n", "print(f'x: {x.shape}, y: {y.shape}')\n", "\n", "train_test_ratio = 0.75\n", @@ -390,14 +388,6 @@ " \n", "plt.tight_layout()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "strange-consortium", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/search/visual-search-similarity.ipynb b/search/visual-search-similarity.ipynb index 2737d18..5d83db8 100644 --- a/search/visual-search-similarity.ipynb +++ b/search/visual-search-similarity.ipynb @@ -9,8 +9,14 @@ "\n", "In this notebook, we develop visual search models for retrieving similar objects either based on visual similarity or similarity in the space of the object attributes.\n", "\n", - "### Data\n", - "We use `Clothing Dataset`. See `datasets.md` for details." + "### Use Case\n", + "We have collection of images. We want to build a search service that receives a reference image (query image) and fetches the most relevant images from the collection based on it. Alternatively, the service can receive a set of categorical attributes (filters) and fetch/filter images based on it.\n", + "\n", + "### Prototype: Approach and Data\n", + "We assume that we have a set of images labeled with domain-specific attributes. We use this collection to fine-tune a pretrained vision model. The fine-tuned model can be used to classify images in the searchable collection which enables attribute-based search; or to compute domain-specific image embeddings which enables visual search. We use `Clothing Dataset` (see `datasets.md` for details) for prototyping purposes.\n", + "\n", + "### Usage and Productization\n", + "The overall workflow of the production-grade solution can be similar to the prototype, but the naive nearest neighbor search should be replaced with a scalable approach such as a vector store." ] }, { @@ -28,12 +34,10 @@ } ], "source": [ - "import glob\n", - "import cv2\n", - "import os\n", - "\n", + "#\n", + "# Imports and settings\n", + "#\n", "import tensorflow as tf\n", - "from tensorflow.keras.applications.vgg19 import preprocess_input\n", "from tensorflow.keras.models import Model\n", "import tensorflow.keras.optimizers\n", "from tensorflow.keras.layers import Dense, Dropout, Flatten\n", @@ -41,11 +45,10 @@ "print(tf.__version__)\n", "\n", "from sklearn.model_selection import train_test_split\n", - "from sklearn.preprocessing import MultiLabelBinarizer, LabelEncoder\n", + "from sklearn.preprocessing import MultiLabelBinarizer\n", "\n", "import numpy as np\n", "import pandas as pd\n", - "from tqdm import tqdm\n", "from sklearn import manifold\n", "\n", "import matplotlib.pyplot as plt\n", @@ -280,7 +283,7 @@ "source": [ "# Visualize the Embedding Space\n", "\n", - "We use the pot layer of the network to produce image embeddings, project them onto a 2D plane using tSNE, and visualize the embedding space. \n", + "We use the top layer of the network to produce image embeddings, project them onto a 2D plane using tSNE, and visualize the embedding space. \n", "\n", "Visual search can be performed by searching nearest neighbors of a given image (query image) in the embedding space. " ] @@ -400,14 +403,6 @@ "model = Model(inputs=inputs, outputs=conv)\n", "model.summary()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "included-facial", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/search/visual-search-vae.ipynb b/search/visual-search-vae.ipynb index b29b50f..44e0f2e 100644 --- a/search/visual-search-vae.ipynb +++ b/search/visual-search-vae.ipynb @@ -5,14 +5,20 @@ "id": "a5614ab7-e418-42b1-8d15-e0cf1cac838f", "metadata": {}, "source": [ - "# Visual Search Using Variational Autoeconders\n", + "# Visual Search Using Variational Autoencoders\n", "\n", - "In this notebook, we develop a prototype for unsupervised embedding learning using the variational autoencoder (VAE). We train the VAE on the Fashion MNIST dataset, and demonstrate it is capable of learning a smooth regular manifold. The embeddings obtained using VAE can be used for nearest neighbor search. \n", + "This prototype demonstrates how image embeddings can be learned in an unsupervised way using the variational autoencoder (VAE). Visual search then can be performed in the embedding space using nearest neighbor search. \n", "\n", - "This notebook is based on Tim Sainburg's implementation of VAE [1]. \n", + "### Use Case\n", + "We have collection of images. We want to build a search service that receives a reference image (query image) and fetches the most relevant images from the collection based on it.\n", "\n", - "### Data \n", - "We use the `Fashion MNIST` dataset. See `datasets.ms` for details.\n", + "### Prototype: Approach and Data\n", + "We train the VAE from scratch on the Fashion MNIST dataset, and demonstrate it is capable of learning a smooth regular manifold. The embeddings obtained using VAE can be used for nearest neighbor search. \n", + "\n", + "This notebook is based on Tim Sainburg's implementation of VAE [1]. We use the `Fashion MNIST` dataset (see `datasets.ms` for details).\n", + "\n", + "### Usage and Productization\n", + "This prototype is mainly intended for educational purposes. A production-grade implementation would typically use pretrained foundation models or their fine-tuned versions to compute embeddings for visual search.\n", "\n", "### References\n", "[1] https://github.com/timsainb/tensorflow2-generative-models" @@ -34,20 +40,16 @@ } ], "source": [ - "import os\n", + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", - "import pandas as pd\n", - "import random\n", "import warnings\n", - "from tabulate import tabulate\n", "\n", "import tensorflow as tf\n", - "from tensorflow.keras.optimizers import Adam\n", - "from tensorflow.keras.models import Model\n", "import tensorflow_probability as tfp\n", "ds = tfp.distributions\n", "\n", - "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "warnings.simplefilter(\"ignore\")\n", @@ -307,7 +309,7 @@ "metadata": {}, "outputs": [], "source": [ - "embeddigns, _ = tf.split(model.enc(train_images), num_or_size_splits=2, axis=1)" + "embeddings, _ = tf.split(model.enc(train_images), num_or_size_splits=2, axis=1)" ] }, { @@ -335,9 +337,9 @@ "\n", "\n", "def query(image_id, k):\n", - " query_embedding = embeddigns[image_id]\n", - " distances = np.zeros(len(embeddigns))\n", - " for i, e in enumerate(embeddigns):\n", + " query_embedding = embeddings[image_id]\n", + " distances = np.zeros(len(embeddings))\n", + " for i, e in enumerate(embeddings):\n", " distances[i] = np.linalg.norm(query_embedding - e)\n", " return np.argpartition(distances, k)[:k]\n", "\n", diff --git a/anomaly-detection/anomaly-detection-time-series.ipynb b/smart-manufacturing/anomaly-detection-time-series.ipynb similarity index 99% rename from anomaly-detection/anomaly-detection-time-series.ipynb rename to smart-manufacturing/anomaly-detection-time-series.ipynb index a9e8fd4..b688912 100644 --- a/anomaly-detection/anomaly-detection-time-series.ipynb +++ b/smart-manufacturing/anomaly-detection-time-series.ipynb @@ -7,14 +7,22 @@ "source": [ "# Anomaly Detection in Time Series\n", "\n", + "This notebook demonstrates how anomalies can be detected in IoT/sensor data using one-class learning methods.\n", + "\n", + "### Use Case\n", + "We assume one or multiple sensors or other IoT devices that produce univariate time series. In case of multiple sensors, we assume them to produce statistically consistent data as they were identical. We further assume that we have a large sample of normal (non-anomalous) data that can be used for model training. Our goal is to create a model that can detect anomalous segments in ongoing data.\n", + "\n", + "### Prototype: Approach and Data\n", "In this notebook, we develop several solutions for anomaly detection in univariate time series:\n", " 1. Detection based on the difference between the forecast produced by the LSTM model and actual observations.\n", " 2. Detection based on the reconstruction error of the variational autoencoder (VAE) in the time domain.\n", " 3. Detection based on the reconstruction error of the VAE in the frequency domain.\n", " \n", - "### Data\n", "We use a synthetic dataset that simulates solar energy production time series [1].\n", "\n", + "### Usage and Productization\n", + "The methods implemented in this prototype are generally suitable for creating production-grade solutions. Assuming a basic data source such as a single sensor, it is easy to replace the simulated data with the actual data and evaluate different detection methods. \n", + "\n", "### References\n", "1. J. Pereira, M. Silveira, Unsupervised Anomaly Detection in Energy Time Series Data using Variational Recurrent Autoencoders with Attention, 2018" ] @@ -35,13 +43,12 @@ } ], "source": [ - "import os\n", - "import math\n", + "#\n", + "# Imports and settings\n", + "#\n", "import warnings\n", "import numpy as np\n", - "import pandas as pd\n", "import tensorflow as tf\n", - "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras import models\n", "import tensorflow_probability as tfp\n", @@ -51,10 +58,6 @@ "from sklearn.preprocessing import MinMaxScaler\n", "from scipy import signal\n", "\n", - "from sklearn.model_selection import train_test_split\n", - "from tabulate import tabulate\n", - "\n", - "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "warnings.simplefilter(\"ignore\")\n", @@ -201,7 +204,6 @@ "#\n", "n = n_halfsamples*2\n", "def make_example(nd, ad, mask):\n", - " example = []\n", " s = (nd, ad)\n", " idx = n*np.array([1, 2, 3, 11, 5, 6])\n", " \n", diff --git a/anomaly-detection/noise-reduction-pca.ipynb b/smart-manufacturing/noise-reduction-pca.ipynb similarity index 99% rename from anomaly-detection/noise-reduction-pca.ipynb rename to smart-manufacturing/noise-reduction-pca.ipynb index 8e54e22..5294f3c 100644 --- a/anomaly-detection/noise-reduction-pca.ipynb +++ b/smart-manufacturing/noise-reduction-pca.ipynb @@ -7,9 +7,16 @@ "source": [ "# Noise Reduction Using PCA\n", "\n", - "In this notebook, we demonstrate how multivariate time series can be denoised using linear autoencoding (PCA).\n", + "This notebook demonstrates how multivariate time series can be denoised using linear autoencoding (PCA).\n", "\n", - "This denoising procedure can be used to enhance visualization in monitoring systems (plot trends instead of anomalies), as well as for automatic anomaly detection (compute and threshold the difference between the original series and reconstructions). " + "### Use Case\n", + "We assume multiple sensors that collect metrics at different points of a production process, industrial machine, etc. Our goal is to build a dashboard that allows an operator to monitor the process. In this dashboard, we want to visualize denoised metrics to reduce the number of false alerts. \n", + "\n", + "### Prototype: Approach and Data\n", + "We implement denoising using principal component analysis (PCA). This denoising procedure can be used to enhance visualization in monitoring systems (plot trends instead of anomalies), as well as for automatic anomaly detection (compute and threshold the difference between the original series and reconstructions). We use a basic generated dataset to demonstrate the idea.\n", + "\n", + "### Usage and Productization\n", + "The approach implemented in this prototype can scale to large number of metrics. Preproduction would typically include not only denoising, but also selection of most informative/relevant metrics. Such a selection can be done using supervised techniques (metrics that are the best predictors for failures, etc.)" ] }, { @@ -19,6 +26,9 @@ "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "from sklearn.decomposition import PCA\n", "\n", @@ -48,7 +58,7 @@ "source": [ "n_components = 2\n", "n_series = 5\n", - "n_series_lenght = 100\n", + "n_series_length = 100\n", "\n", "def generate_series(n, phase_scale = 5, noise_sigma = 0.1):\n", " trend = np.random.randn(1) * np.linspace(0, phase_scale, n)\n", @@ -61,7 +71,7 @@ " return outage*(0.3*trend + 0.5*cycles + noise_sigma * np.random.randn(n))\n", "\n", "\n", - "x = np.array([generate_series(n_series_lenght) for i in range(n_series)]).T\n", + "x = np.array([generate_series(n_series_length) for i in range(n_series)]).T\n", "\n", "fig, ax = plt.subplots(n_series, 3, figsize=(10, n_series*1.5))\n", "ax[0, 0].set_title('Original series')\n", diff --git a/anomaly-detection/remaining-useful-life-prediction.ipynb b/smart-manufacturing/remaining-useful-life-prediction.ipynb similarity index 99% rename from anomaly-detection/remaining-useful-life-prediction.ipynb rename to smart-manufacturing/remaining-useful-life-prediction.ipynb index 34f9b2f..06c345a 100644 --- a/anomaly-detection/remaining-useful-life-prediction.ipynb +++ b/smart-manufacturing/remaining-useful-life-prediction.ipynb @@ -7,10 +7,18 @@ "source": [ "# Remaining Useful Life Prediction Using Convolution Networks\n", "\n", - "In this notebook, we develop a model for the remaining useful life (RUL) prediction. The model architecture is based on [1], but significantly modified.\n", + "This notebook provides a reference implementation of a remaining useful life (RUL) model with multivariate inputs. \n", "\n", - "### Data\n", - "We use `NASA Turbofan Engine` dataset. See `datasets.md` for details.\n", + "### Use Case\n", + "We assume one or multiple instances of some system (e.g. engine or production machine) equipped with multiple sensors. We further assume that we have multiple historical observations (runs) of such a system working till failure. Each run is represented by a multivariate time series (metrics collected from the sensors) where the last time stamp corresponds to a failure. Our goal is to build a model that estimates the expected time to failure (remaining useful life or RUL) based on a given series (beginning of a new run or current state).\n", + "\n", + "### Prototype: Approach and Data\n", + "We make an assumption that the system gradually degrades before failure. Consequently, we introduce the health score that starts to decrease from its maximum (normal or healthy) value some time before the failure and reaches zero at the time of failure. We then build a regression model that uses the current metrics as regressors and score as a target metric. The model can also use metrics lags to capture the process dynamics. The model architecture is based on [1], but significantly modified.\n", + "\n", + "To evaluate the model, we use `NASA Turbofan Engine` dataset (see `datasets.md` for details).\n", + "\n", + "### Usage and Productization\n", + "The approach implemented in this prototype can scale to large number of metrics. Productization might require more advanced feature engineering to incorporate static sensor/device properties and other factors.\n", "\n", "### References\n", "1. Xiang Li, Qian Ding, Jian-Qiao Sun, Remaining useful life estimation in prognostics using deep convolution neural networks, 2018" @@ -31,21 +39,18 @@ } ], "source": [ - "import os\n", - "import math\n", + "#\n", + "# Imports and settings\n", + "#\n", "import warnings\n", "import numpy as np\n", "import pandas as pd\n", "import tensorflow as tf\n", - "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras import models\n", "\n", - "from sklearn.model_selection import train_test_split\n", - "from tabulate import tabulate\n", "import platform\n", "\n", - "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})\n", "warnings.simplefilter(\"ignore\")\n", @@ -153,7 +158,7 @@ ], "source": [ "#\n", - "# Visualize the trainig data for one enigne\n", + "# Visualize the training data for one engine\n", "#\n", "engine_id = 1\n", "fig, ax = plt.subplots(2, 1, figsize=(10, 6))\n", diff --git a/anomaly-detection/visual-quality-control-models/carpet_dim_100_loss_ssim_batch_8.hdf5 b/smart-manufacturing/visual-quality-control-models/carpet_dim_100_loss_ssim_batch_8.hdf5 similarity index 100% rename from anomaly-detection/visual-quality-control-models/carpet_dim_100_loss_ssim_batch_8.hdf5 rename to smart-manufacturing/visual-quality-control-models/carpet_dim_100_loss_ssim_batch_8.hdf5 diff --git a/anomaly-detection/visual-quality-control-models/grid_dim_100_loss_ssim_batch_8.hdf5 b/smart-manufacturing/visual-quality-control-models/grid_dim_100_loss_ssim_batch_8.hdf5 similarity index 100% rename from anomaly-detection/visual-quality-control-models/grid_dim_100_loss_ssim_batch_8.hdf5 rename to smart-manufacturing/visual-quality-control-models/grid_dim_100_loss_ssim_batch_8.hdf5 diff --git a/anomaly-detection/visual-quality-control-models/hazelnut_dim_100_loss_ssim_batch_8.hdf5 b/smart-manufacturing/visual-quality-control-models/hazelnut_dim_100_loss_ssim_batch_8.hdf5 similarity index 100% rename from anomaly-detection/visual-quality-control-models/hazelnut_dim_100_loss_ssim_batch_8.hdf5 rename to smart-manufacturing/visual-quality-control-models/hazelnut_dim_100_loss_ssim_batch_8.hdf5 diff --git a/anomaly-detection/visual-quality-control.ipynb b/smart-manufacturing/visual-quality-control.ipynb similarity index 99% rename from anomaly-detection/visual-quality-control.ipynb rename to smart-manufacturing/visual-quality-control.ipynb index b7c3ffa..95dbae3 100644 --- a/anomaly-detection/visual-quality-control.ipynb +++ b/smart-manufacturing/visual-quality-control.ipynb @@ -5,15 +5,22 @@ "id": "genetic-canal", "metadata": {}, "source": [ - "# Visual Quality Control\n", - "In this notebook, we build an anomaly detection model for images that can be used for visual quality control. The implementation is based on [1] and [2].\n", + "# Visual Quality Control Using a Deep Autoencoder\n", "\n", - "### Data\n", - "We use `MVTec AD` dataset. See `datasets.md` for details.\n", + "This notebook demonstrates how a visual quality control solution can be built using an unsupervised anomaly detection model in images. \n", + "\n", + "### Use Case\n", + "We assume that we receive images from an industrial camera that photographs some stationary process, e.g. items on a conveyer belt. We have a large number of normal (non-defective) images. We want to build a model that produces an anomaly score for any given image and detects a specific location of a defect.\n", + "\n", + "### Prototype: Approach and Data\n", + "We train an autoencoder on the normal images to create a normality model. The image under test is reconstructed using a trained autoencoder. The difference between the input image and its reconstruction is used to compute the anomaly score and defect location mask. The implementation is based on [1] and [2]. We use `MVTec AD` dataset (see `datasets.md` for details).\n", + "\n", + "### Usage and Productization\n", + "The autoencoder approach provides a generic solution for unsupervised anomaly detection in images. However, its false positive/negative rates might be unacceptable, and supervised methods might need to be used instead.\n", "\n", "### References\n", - " 1. https://github.com/PabloMaj/Unsupervised-Anomaly-Detection-with-SSIM-AE\n", - " 2. Bergmann, Paul, et al. -- Improving unsupervised defect segmentation by applying structural similarity to autoencoders, 2018" + "[1] https://github.com/PabloMaj/Unsupervised-Anomaly-Detection-with-SSIM-AE\n", + "[2] Bergmann, Paul, et al. -- Improving unsupervised defect segmentation by applying structural similarity to autoencoders, 2018" ] }, { @@ -42,7 +49,7 @@ "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Conv2D, Conv2DTranspose, LeakyReLU\n", - "from tqdm import tqdm\n", + "\n", "from sklearn.model_selection import train_test_split\n", "from skimage.metrics import structural_similarity as ssim\n", "\n", diff --git a/supply-chain/control_center_llm/control-center-llm.ipynb b/supply-chain/control_center_llm/control-center-llm.ipynb index 9cdfbb0..821a544 100644 --- a/supply-chain/control_center_llm/control-center-llm.ipynb +++ b/supply-chain/control_center_llm/control-center-llm.ipynb @@ -5,11 +5,13 @@ "source": [ "# Supply Chain Control Center\n", "\n", - "This is a prototype of a supply chain control application with a conversational interface. The application has access to several tools (APIs) such as relational inventory database, demand forecasting, and shipping cost estimation services. The user specifies a task to be performed or question to be answered in natural language, and the application writes a python script that calls the APIs, processes the fetched data, and prints the solution or answer. \n", + "This is a prototype of a supply chain control application with a conversational interface. \n", "\n", - "The application is designed as a chain of LLM calls that starts with a high-level reasoning (planning) about the posed questions and gradually elaborate the solution until the final script is obtained. \n", + "### Use Case\n", + "We assume that the application has access to several tools (APIs) such as relational inventory database, demand forecasting, and shipping cost estimation services. The user specifies a task to be performed or question to be answered in natural language, and the application writes a python script that calls the APIs, processes the fetched data, and prints the solution or answer.\n", "\n", - "Example:\n", + "### Prototype: Approach and Data\n", + "The application is designed as a chain of LLM calls that starts with a high-level reasoning (planning) about the posed questions and gradually elaborate the solution until the final script is obtained. Example:\n", "```text\n", "Stage 1: Question\n", "What are the properties of supplier LA Shoes Inc?\n", @@ -27,7 +29,7 @@ "\n", "The application is implemented using the `streamlit` and `langchain` frameworks. See [1] for more examples of how LLMs can be used in supply chain management and optimization.\n", "\n", - "# Usage\n", + "### Usage and Productization\n", "The application uses Microsoft Azure LLM APIs by default. Edit `utilities.py` to switch to a different LLM provider.\n", "\n", "1. Configure your LLM API providers, keys, and model names in `config.json` \n", @@ -37,14 +39,14 @@ " ```\n", "3. Once the application started, open the URL logged in the terminal in your browser\n", "\n", - "# Example Questions\n", "```text\n", + "Example questions:\n", "- What will be the demand for SKU 11001 in each location for each of next 5 weeks?\n", "- Do we expect shortages of SKU 11001 in any locations over next 10 weeks?\n", "```\n", "\n", - "# References\n", - "[1] Beibin Li, Konstantina Mellou, Bo Zhang, Jeevan Pathuri, Ishai Menache, Large Language Models for Supply Chain Optimization, 2023" + "### References\n", + "[1] Beibin Li, Konstantina Mellou, Bo Zhang, Jeevan Pathuri, Ishai Menache -- Large Language Models for Supply Chain Optimization, 2023" ], "metadata": { "collapsed": false @@ -52,20 +54,14 @@ "id": "93d8cca5f9c9d4fc" }, { - "cell_type": "markdown", - "source": [], - "metadata": { - "collapsed": false - }, - "id": "4619a683b3119458" - }, - { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [], "metadata": { "collapsed": false }, - "id": "818a79b43dc600c8" + "id": "a9cb284929702928" } ], "metadata": { diff --git a/supply-chain/inventory-allocation.ipynb b/supply-chain/inventory-allocation.ipynb index 0b52fe7..fb0d0a9 100644 --- a/supply-chain/inventory-allocation.ipynb +++ b/supply-chain/inventory-allocation.ipynb @@ -5,13 +5,20 @@ "id": "22ba36d4-0c15-4826-b0fb-35b6c5545575", "metadata": {}, "source": [ - "# Inventory Allocation\n", + "# Inventory Allocation Optimization\n", "\n", - "This notebook provides two prototypes of solvers for the inventory allocation problem. We use the problem statements that are essentially equivalent to the classic linear transportation problem.\n", + "This notebook provides two prototypes of solvers for the inventory allocation problem. \n", "\n", - "The first prototype focuses on the basic formulation where a single product need to be allocated across $n$ warehouses to serve $m$ markets. \n", + "### Use Case\n", + "We use the problem statements that are essentially equivalent to the classic *linear transportation problem*:\n", + " * The first prototype focuses on the basic formulation where a single product (SKU) needs to be allocated across $n$ warehouses to serve $m$ markets. \n", + " * The second prototype focuses on an extended formulation of the problem where some product combinations are frequently purchased together. In this formulation, we need to ensure that such combinations (itemsets) are collocated so that orders are not split across multiple warehouses.\n", "\n", - "The second prototype focuses on an extended formulation of the problem where some product combinations are frequently purhased together. In this formulation, we need to ensure that such combinations (itemsets) are collocated so that orders are not split across multiple warehouses." + "### Prototype: Approach and Data\n", + "We formulate the inventory optimization problem as a linear programming (LP) task and use the off-the-shelf solver to find a solution. We use a small supply chain topology (cost matrices) defined inline.\n", + "\n", + "### Usage and Productization\n", + "The first prototype has reasonably good scalability and can be applied to relatively large topologies. The second prototype makes more realistic assumptions about the demand structure, but requires to specify the itemsets. Such itemsets can be learned using the *market basket analysis* algorithms. " ] }, { @@ -22,13 +29,13 @@ "outputs": [], "source": [ "#\n", - "# Initialization\n", + "# Imports and initialization\n", "#\n", "from ortools.linear_solver import pywraplp\n", "from ortools.init import pywrapinit\n", "import numpy as np\n", "\n", - "pywrapinit.CppBridge.InitLogging('linear-transportation-problem.py')\n", + "pywrapinit.CppBridge.InitLogging('inventory-allocation-problem.py')\n", "cpp_flags = pywrapinit.CppFlags()\n", "cpp_flags.logtostderr = True\n", "cpp_flags.log_prefix = False\n", diff --git a/supply-chain/single-echelon-sQ-RS.ipynb b/supply-chain/single-echelon-sQ-RS.ipynb index 397e125..cb8a17b 100644 --- a/supply-chain/single-echelon-sQ-RS.ipynb +++ b/supply-chain/single-echelon-sQ-RS.ipynb @@ -7,7 +7,16 @@ "source": [ "# Inventory Optimization Using (s, Q) and (R, S) Policies\n", "\n", - "In this notebook, we provide a framework for evaluating inventory management policies such as (s, Q) and (R, S) using a single-echelon supply chain simulator." + "In this notebook, we provide a framework for evaluating inventory management policies such as `(s, Q)` and `(R, S)` using a single-echelon supply chain simulator.\n", + "\n", + "### Use Case\n", + "We assume a single-echelon supply chain with time-varying demand, stochastic lead times, holding and shipping costs, and other parameters. Our goal is to determine the optimal replenishment policy for each SKU to balance holding costs and stock-out losses.\n", + "\n", + "### Prototype: Approach and Data\n", + "We first build a simulator that allows to configure various aspects of the supply chain model (e.g. constant vs stochastic lead times). We then implement the standard `(s, Q)` and `(R, S)` policies and optimized their parameters by searching in the parameter space and evaluating each point using simulations.\n", + "\n", + "### Usage and Productization\n", + "This simulator can be used to optimize the policies in basic environments. This would require to create demand and costs models that can be plugged into the simulator. The simulator can be extended in many ways to accommodate complexities of real-world environments." ] }, { @@ -17,13 +26,12 @@ "metadata": {}, "outputs": [], "source": [ - "import math \n", + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", "plt.style.use('seaborn-white')\n", - "import pandas as pd\n", - "from matplotlib import rc, cm\n", "plt.rcParams.update({'pdf.fonttype': 'truetype'})" ] }, @@ -148,7 +156,7 @@ " self.lead_time_generator = config['lead_time_generator']\n", " self.policy = config['policy']\n", " \n", - " # auxiliary variables for effeciency calculations\n", + " # auxiliary variables for efficiency calculations\n", " self._filled_demand = []\n", " self._fixed_tx_costs = []\n", " self._variable_tx_costs = []\n", @@ -359,7 +367,7 @@ " 'service_levels': service_levels_summary}\n", "\n", "#\n", - "# This funtion visulizes the dependency between the simulation parameters\n", + "# This funtion visualizes the dependency between the simulation parameters\n", "# and supply chain costs/SLAs \n", "#\n", "def plot_costs(parameter_grid, evaluation_results, mode):\n", @@ -452,7 +460,7 @@ " 'service_levels': service_level_summary}\n", "\n", "#\n", - "# This function visulizes the dependency between \n", + "# This function visualizes the dependency between \n", "# the simulation parameters and supply chain costs/SLAs \n", "#\n", "def plot_performance_2d(evaluation_results, parameter_grid1, parameter_grid2, metrics, levels=None):\n", @@ -681,7 +689,7 @@ "\n", "plot_supply_chain(simulator)\n", "print( f'Fill rate = {get_fill_rate(simulator)}' )\n", - "print( f'Cycle servce level = {get_cycle_service_level(simulator)}' )" + "print( f'Cycle service level = {get_cycle_service_level(simulator)}' )" ] }, { @@ -806,7 +814,7 @@ "\n", "plot_supply_chain(simulator)\n", "print( f'Fill rate = {get_fill_rate(simulator)}' )\n", - "print( f'Cycle servce level = {get_cycle_service_level(simulator)}' )" + "print( f'Cycle service level = {get_cycle_service_level(simulator)}' )" ] }, { @@ -858,9 +866,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/supply-chain/supply-chain-reinforcement-learning.ipynb b/supply-chain/supply-chain-reinforcement-learning.ipynb index 001e475..c05819e 100644 --- a/supply-chain/supply-chain-reinforcement-learning.ipynb +++ b/supply-chain/supply-chain-reinforcement-learning.ipynb @@ -4,15 +4,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Deep Reinforcement Learning for Supply Chain and Price Optimization\n", + "# Multi-echelon Supply Chain Optimization Using Deep Reinforcement Learning\n", "\n", - "This is the second part of the focused on supply chain optimization. We defined an environment with \n", - "a factory and several warehouses and show how DDPG can be used to implement the production and replenishment policy.\n", + "This prototype demonstrates how multi-echelon supply chain control policies can be optimized using deep reinforcement learning methods.\n", "\n", - "## Data\n", - "Internal simulator, no external dependencies.\n", + "### Use Case\n", + "We assume a multi-echelon supply chain (e.g. central factory and warehouses) that serves stochastic tyme-varying demand. The economic model of the chain includes storage and transportation costs, capacity constraints, and other complexities. Our goal is to learn optimal policy that controls replenishment and transportation decisions balancing various costs and stock-out risks/losses. \n", "\n", - "## References \n", + "### Prototype: Approach and Data\n", + "We first create a basic environment simulator with a factory and several warehouses. We then assume that each node is controlled using the standard `(s,Q)` policy, and optimize policy parameters using conventional methods such as Bayesian search. Finally, we show how the production and replenishment policy can be implemented using reinforcement learning.\n", + "\n", + "### Usage and Productization\n", + "The prototype can be used to optimize basic supply chains. The reinforcement learning solution is provided mainly for educational purpose because of its instability and high computational complexity.\n", + "\n", + "## References\n", "1. Kemmer L., et al. -- Reinforcement learning for supply chain optimization, 2018" ] }, @@ -22,15 +27,16 @@ "metadata": {}, "outputs": [], "source": [ - "import math \n", + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns; sns.set()\n", - "import pandas as pd\n", + "\n", "from IPython.display import display\n", "import collections\n", - "import json\n", "\n", "from qbstyles import mpl_style\n", "\n", @@ -283,10 +289,10 @@ "evalue": "No module named 'ax'", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0max\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0moptimize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m policy = SQPolicy(\n\u001b[1;32m 5\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'factory_s'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'ax'" + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mModuleNotFoundError\u001B[0m Traceback (most recent call last)", + "\u001B[0;32m\u001B[0m in \u001B[0;36m\u001B[0;34m\u001B[0m\n\u001B[0;32m----> 1\u001B[0;31m \u001B[0;32mfrom\u001B[0m \u001B[0max\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0moptimize\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 2\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 3\u001B[0m \u001B[0;32mdef\u001B[0m \u001B[0mfunc\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mp\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 4\u001B[0m policy = SQPolicy(\n\u001B[1;32m 5\u001B[0m \u001B[0mp\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;34m'factory_s'\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m,\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n", + "\u001B[0;31mModuleNotFoundError\u001B[0m: No module named 'ax'" ] } ], @@ -441,10 +447,10 @@ "evalue": "No module named 'gym'", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mgym\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgym\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspaces\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mBox\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mray\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'gym'" + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mModuleNotFoundError\u001B[0m Traceback (most recent call last)", + "\u001B[0;32m\u001B[0m in \u001B[0;36m\u001B[0;34m\u001B[0m\n\u001B[1;32m 1\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mnumpy\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0mnp\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m----> 2\u001B[0;31m \u001B[0;32mimport\u001B[0m \u001B[0mgym\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 3\u001B[0m \u001B[0;32mfrom\u001B[0m \u001B[0mgym\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mspaces\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mBox\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 4\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 5\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mray\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n", + "\u001B[0;31mModuleNotFoundError\u001B[0m: No module named 'gym'" ] } ], @@ -454,7 +460,6 @@ "from gym.spaces import Box\n", "\n", "import ray\n", - "from ray import tune\n", "from ray.rllib.utils import try_import_tf\n", "\n", "import ray.rllib.agents.ddpg as ddpg\n", @@ -574,9 +579,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "name": "py310", "language": "python", - "name": "python3" + "display_name": "py310" }, "language_info": { "codemirror_mode": { diff --git a/supply-chain/world_of_supply/world-of-supply.ipynb b/supply-chain/world_of_supply/world-of-supply.ipynb index 606adc8..49a84f3 100644 --- a/supply-chain/world_of_supply/world-of-supply.ipynb +++ b/supply-chain/world_of_supply/world-of-supply.ipynb @@ -4,9 +4,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# World of Supply\n", + "# Multi-echelon Supply Chain Optimization Using Deep Reinforcement Learning\n", "\n", - "A simulation environment for multi-echelon supply chain optimization problems. " + "This notebook demonstrates how replenishment and transportation decision in a complex multi-echelon supply chain can be optimized using reinforcement learning methods.\n", + "\n", + "### Use Case\n", + "We assume a multi-echelon supply chain that serves stochastic tyme-varying demand. The economic model of the chain includes storage and transportation costs, capacity constraints, and other complexities. Our goal is to learn optimal policy that controls replenishment and transportation decisions balancing various costs and stock-out risks/losses. \n", + "\n", + "### Prototype: Approach and Data\n", + "We create a relatively advanced simulator (`World of Supply`) of a multi-echelon supply chain that includes multiple inventory management and transportation controls. We then use an off-the-shelf deep reinforcement learning component to learn the control policy.\n", + "\n", + "### Usage and Productization\n", + "This prototype is provided mainly for educational and experimentation purposes. Productization of this approach can be challenging because of a relatively large action space (multiple control variables) which results in instability of the learning process and highly irregular control policies." ] }, { @@ -15,6 +24,9 @@ "metadata": {}, "outputs": [], "source": [ + "#\n", + "# Imports and settings\n", + "#\n", "import numpy as np\n", "from tqdm import tqdm as tqdm\n", "import importlib\n",

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