{ "cells": [ { "cell_type": "markdown", "id": "ace8f0fc-6e7b-4fbd-b684-961d18029819", "metadata": {}, "source": [ "# Table of contents\n", "1. [What would you find in this project?](#Whatwouldyoufindinthisproject?)\n", "2. [Exploratory Data Analysis](#ExploratoryDataAnalysis)\n", " 1. [Import data](#Importdata)\n", " 2. [A First round of feature engineering](#FFE)\n", " 3. [EDA for categorical features](#EDAC)\n", " 4. [EDA for numerical features](#EDAN)\n", " 5. [Check if holidays and events have an effect on sales](#holidays)\n", " 6. [Check if the weekday has an effect on sales](#date)\n", " 7. [Summary of EDA](#SUMMARY)\n", "3. [Machine Learning](#ML)\n", " 1. [Performance Metrics](#METRIC)\n", " 2. [Split in training and test dataset. Compare both](#SPLIT)\n", " 3. [Models](#Models)\n", " 1. [Sarimax](#SARIMAX)\n", " 2. [Prophet by Facebook](#PROPHET)\n", " 3. [Xgboost](#XGBoost)\n", " 4. [Model comparison](#COMPARISON)\n", "4. [Production](#PRODUCTION)\n" ] }, { "cell_type": "markdown", "id": "e56650e4-7206-46d3-91ba-8f84d27ddbb1", "metadata": {}, "source": [ "\n", "# What would you find in this project?\n", "\n", "The purpose of this project is to deal with a **real world forecasting problem** and approach it with a **business concern**: from explaining the insights we can get just from the data, find a ML model that would fit on the forecasting problem and finally put into production the model and the insights we can get from it.\n", "\n", "For this project I've chosen [this](https://www.kaggle.com/competitions/store-sales-time-series-forecasting/overview) Kaggle dataset. This dataset contains information about the sales of multiple stores of the company Favorita, in Ecuador. The goal of this project is to find a model that able to **predict the estimation of sales** for each family group of products and stores. Predicting the sales of an element (in this case a product) gives to any business and important and powerful information to take advantage on. In the case of the stores, one of these huge advantages could be able to **estimate future revenue**, **allocate resources more effectively**, etc. [Here](https://www.getweflow.com/blog/importance-of-sales-forecasting) for more information.\n", "\n", "So, in the following sections we will put ourselves in the shoes of a real store company, which want to understand which useful insights we can get from their historical data, train a model able to predict the future amount of sales and take advantage of this to increase the turnover." ] }, { "cell_type": "markdown", "id": "1969ee8a-1c99-41d1-a8fe-8f98205149fb", "metadata": {}, "source": [ "\n", "# Exploratory Data Analysis\n", "\n", "In any ML project, the [first step](https://www.bitstrapped.com/blog/exploratory-data-analysis-accelerates-machine-learning) should be done an exploratory data analysis, not only because doing this will help us to understand better the data we're working with, but also let us know if there are problems in the data we're working on prior trying to model it, let us know that the model we've trained is reliable and finally is a first step to bring useful insights without even have to train a model." ] }, { "cell_type": "markdown", "id": "58569916-a385-4d98-bac1-98fae261c66a", "metadata": {}, "source": [ "\n", "## Import data\n", "\n", "First of all, we'll import (and install) all necessary libraries we'll need in this notebook." ] }, { "cell_type": "code", "execution_count": 7, "id": "5cef0062-8762-4da8-a9fb-e7edd5c9911d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\rojol\\anaconda3\\envs\\time_series\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "Importing plotly failed. Interactive plots will not work.\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from statsmodels.graphics.tsaplots import plot_pacf, plot_acf\n", "from statsmodels.tsa.statespace.sarimax import SARIMAX \n", "from statsmodels.tsa.seasonal import seasonal_decompose\n", "import scipy.stats as stats\n", "from sklearn.model_selection import train_test_split, KFold, cross_val_score, GridSearchCV, RandomizedSearchCV\n", "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_log_error, make_scorer\n", "import pmdarima as pm\n", "from pmdarima.arima import ADFTest\n", "from prophet import Prophet\n", "from xgboost import XGBRegressor\n", "import xgboost as xgb\n", "from math import sqrt\n", "from datetime import datetime, timedelta, date\n", "import pickle\n", "import logging\n", "logging.getLogger(\"cmdstanpy\").disabled = True # turn 'cmdstanpy' logs off\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "0441d729-4fac-46e7-afe5-efbbfd3da4ae", "metadata": {}, "source": [ "Now, we can import the data and take a look to the first rows:" ] }, { "cell_type": "code", "execution_count": 10, "id": "b4bfc9bc-d1c5-4d73-b370-dc113c4d7c26", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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iddatestore_nbrfamilysalesonpromotion
002013-01-011AUTOMOTIVE0.00
112013-01-011BABY CARE0.00
222013-01-011BEAUTY0.00
332013-01-011BEVERAGES0.00
442013-01-011BOOKS0.00
\n", "
" ], "text/plain": [ " id date store_nbr family sales onpromotion\n", "0 0 2013-01-01 1 AUTOMOTIVE 0.0 0\n", "1 1 2013-01-01 1 BABY CARE 0.0 0\n", "2 2 2013-01-01 1 BEAUTY 0.0 0\n", "3 3 2013-01-01 1 BEVERAGES 0.0 0\n", "4 4 2013-01-01 1 BOOKS 0.0 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train = pd.read_csv('train.csv')\n", "holidays_events_df = pd.read_csv('holidays_events.csv')\n", "oil_df = pd.read_csv('oil.csv')\n", "stores_df = pd.read_csv('stores.csv')\n", "test = pd.read_csv('test.csv')\n", "\n", "train.head()" ] }, { "cell_type": "markdown", "id": "62638f34-2dff-4936-9352-8e559d4de000", "metadata": {}, "source": [ "Let's take a look to the columns of the train dataset:" ] }, { "cell_type": "code", "execution_count": 11, "id": "d4c58e36-96c8-4099-8f72-ae2e372b7d48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 3000888 entries, 0 to 3000887\n", "Data columns (total 6 columns):\n", " # Column Dtype \n", "--- ------ ----- \n", " 0 id int64 \n", " 1 date object \n", " 2 store_nbr int64 \n", " 3 family object \n", " 4 sales float64\n", " 5 onpromotion int64 \n", "dtypes: float64(1), int64(3), object(2)\n", "memory usage: 137.4+ MB\n" ] } ], "source": [ "train.info()" ] }, { "cell_type": "markdown", "id": "55fd7818-db0b-4bef-897e-adc5c8a8cd27", "metadata": {}, "source": [ "In this project we have **several sources of information** that can be decisive to predict the sales of the Favorita supermarkets. In particular, we have the price daily oil price, which the kaggle project explains: \"Ecuador is an oil-dependent country and it's economical health is highly vulnerable to shocks in oil prices\", so could be interesting to add this information to the training set. On the other hand, we also have the national, regional and local events and public holidays, which are an important information to take into account in any forecasting model.\n", "\n", "So, for the above reasons, we'll join all this information into a single dataframe in order to manage all the features in an easier way.\n", "\n", "Anyway, we'll also study the effect of these features in the sales feature in order to know if it's a good idea to pick all these features to train the forecasting models." ] }, { "cell_type": "markdown", "id": "54783cbc-0de2-4b3b-96e2-390b8dd99900", "metadata": {}, "source": [ "\n", "## A First round of feature engineering " ] }, { "cell_type": "markdown", "id": "4db078c1-be1a-4239-aca7-a27c5a60192c", "metadata": {}, "source": [ "In the following function, you can see how the dataframes with information about daily oil price, information about stores of Favorita company and the holidays and event dataframes are joined into the dataset of the daily sales for Favorita. Also, additional columns related with the date are added, as day of the week, day of the month, number of week and the number of month:" ] }, { "cell_type": "code", "execution_count": 12, "id": "f53fa9ac-f448-42bc-8424-76cd16a48f77", "metadata": {}, "outputs": [], "source": [ "def join_multiple_df_sales(main_df, oil_df, stores_df, holidays_events_df):\n", " # Make copies to not modify original inputs\n", " oil_tmp = oil_df.copy(deep=True)\n", " stores_tmp = stores_df.copy(deep=True)\n", " holidays_events_tmp = holidays_events_df.copy(deep=True)\n", " train_df_merge = main_df.copy(deep=True)\n", " \n", " # Convert from object to datetime 'date' column\n", " train_df_merge['date']= pd.to_datetime(train_df_merge['date'])\n", "\n", " ## Merge with oil dataframe\n", " oil_tmp['date']= pd.to_datetime(oil_tmp['date'])\n", " # Fill null values for oil \n", " oil_tmp.index = oil_tmp['date']\n", " oil_tmp.drop(columns=['date'], inplace=True)\n", " oil_tmp = oil_tmp.asfreq('D')\n", " oil_tmp.interpolate(inplace=True)\n", " # First value is null\n", " oil_tmp.iloc[0]=oil_tmp.iloc[1]\n", " train_df_merge = train_df_merge.merge(oil_tmp, left_on = 'date', right_index=True, how='left')\n", " \n", " ## Merge with store dataframe\n", " train_df_merge = train_df_merge.merge(stores_tmp, left_on = 'store_nbr', right_on='store_nbr', how='left')\n", " \n", " ## Merge and process with holidays_events dataframe\n", " holidays_events_tmp['date']= pd.to_datetime(holidays_events_tmp['date'])\n", " # Local events and holidays\n", " local_holidays = holidays_events_tmp[(holidays_events_tmp.locale == 'Local')][['date','locale_name']].rename(columns={\"locale_name\": \"is_local_hol_or_eve\"}).drop_duplicates()\n", " train_df_merge = train_df_merge.merge(local_holidays, left_on = ['date','city'], right_on=['date','is_local_hol_or_eve'], how='left')\n", " # Regional events and holidays\n", " regional_holidays = holidays_events_tmp[(holidays_events_tmp.locale == 'Regional')][['date','locale_name']].rename(columns={\"locale_name\": \"is_regional_hol_or_eve\"}).drop_duplicates()\n", " train_df_merge = train_df_merge.merge(regional_holidays, left_on = ['date','state'], right_on=['date','is_regional_hol_or_eve'], how='left') # National events and holidays\n", " # National events and holidays\n", " national_holidays = holidays_events_tmp[(holidays_events_tmp.locale == 'National')][['date','locale_name']].rename(columns={\"locale_name\": \"is_national_hol_or_eve\"}).drop_duplicates()\n", " train_df_merge = train_df_merge.merge(national_holidays, left_on = ['date'], right_on=['date'], how='left')\n", " # Cast to boolean columns\n", " train_df_merge.is_local_hol_or_eve = train_df_merge.is_local_hol_or_eve.notnull().astype(int)\n", " train_df_merge.is_regional_hol_or_eve = train_df_merge.is_regional_hol_or_eve.notnull().astype(int)\n", " train_df_merge.is_national_hol_or_eve = train_df_merge.is_national_hol_or_eve.notnull().astype(int)\n", "\n", " # Add additional date features.\n", " train_df_merge['day_of_week'] = train_df_merge['date'].dt.dayofweek\n", " train_df_merge['day_of_month'] = train_df_merge['date'].dt.day\n", " train_df_merge['month'] = train_df_merge['date'].dt.month\n", " train_df_merge['week'] = train_df_merge['date'].dt.week\n", " \n", " return train_df_merge" ] }, { "cell_type": "markdown", "id": "bc0c761e-b931-4b09-a565-f190d8bb6ede", "metadata": {}, "source": [ "Below you can see the first rows of the train dataset merged with the other useful datasets:" ] }, { "cell_type": "code", "execution_count": 13, "id": "2a225a2b-797a-4377-9c85-0994ca4df90b", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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iddatestore_nbrfamilysalesonpromotiondcoilwticocitystatetypeclusteris_local_hol_or_eveis_regional_hol_or_eveis_national_hol_or_eveday_of_weekday_of_monthmonthweek
002013-01-011AUTOMOTIVE0.0093.14QuitoPichinchaD130011111
112013-01-011BABY CARE0.0093.14QuitoPichinchaD130011111
222013-01-011BEAUTY0.0093.14QuitoPichinchaD130011111
332013-01-011BEVERAGES0.0093.14QuitoPichinchaD130011111
442013-01-011BOOKS0.0093.14QuitoPichinchaD130011111
\n", "
" ], "text/plain": [ " id date store_nbr family sales onpromotion dcoilwtico \\\n", "0 0 2013-01-01 1 AUTOMOTIVE 0.0 0 93.14 \n", "1 1 2013-01-01 1 BABY CARE 0.0 0 93.14 \n", "2 2 2013-01-01 1 BEAUTY 0.0 0 93.14 \n", "3 3 2013-01-01 1 BEVERAGES 0.0 0 93.14 \n", "4 4 2013-01-01 1 BOOKS 0.0 0 93.14 \n", "\n", " city state type cluster is_local_hol_or_eve \\\n", "0 Quito Pichincha D 13 0 \n", "1 Quito Pichincha D 13 0 \n", "2 Quito Pichincha D 13 0 \n", "3 Quito Pichincha D 13 0 \n", "4 Quito Pichincha D 13 0 \n", "\n", " is_regional_hol_or_eve is_national_hol_or_eve day_of_week day_of_month \\\n", "0 0 1 1 1 \n", "1 0 1 1 1 \n", "2 0 1 1 1 \n", "3 0 1 1 1 \n", "4 0 1 1 1 \n", "\n", " month week \n", "0 1 1 \n", "1 1 1 \n", "2 1 1 \n", "3 1 1 \n", "4 1 1 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = join_multiple_df_sales(train, oil_df, stores_df, holidays_events_df)\n", "test_df = join_multiple_df_sales(test, oil_df, stores_df, holidays_events_df)\n", "train_df.head()" ] }, { "cell_type": "markdown", "id": "48759e7b-3af9-4bdc-a2c3-0e62fa2687a1", "metadata": {}, "source": [ "\n", "## Check for nulls or duplicated data\n", "\n", "\n", "Another important thing is to check how many null data we have on the dataset. In case we only have a few nulls or to much nulls, we just can delete those records/feature, but otherwise we'll have to infer the missing data. Here you can see all the features with the total of null values:\n" ] }, { "cell_type": "code", "execution_count": 145, "id": "63248c93-74ae-4c7b-ae57-a398d6134bf1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "id 0\n", "date 0\n", "store_nbr 0\n", "family 0\n", "sales 0\n", "onpromotion 0\n", "dcoilwtico 0\n", "city 0\n", "state 0\n", "type 0\n", "cluster 0\n", "is_local_hol_or_eve 0\n", "is_regional_hol_or_eve 0\n", "is_national_hol_or_eve 0\n", "day_of_week 0\n", "day_of_month 0\n", "month 0\n", "week 0\n", "dtype: int64" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.isna().sum()" ] }, { "cell_type": "markdown", "id": "01808794-2efa-4007-9c5a-9dbc9249b88b", "metadata": {}, "source": [ "We've been lucky and there is no null data in our data. Let's check if there are any duplicated rows in our data, otherwise if we keep duplicated data in our data we could add bias in training data or inflate the apparent performance of your model during evaluation:" ] }, { "cell_type": "code", "execution_count": 144, "id": "ba82c57a-c5d5-4ac7-a050-7eedf026c6fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.duplicated().any()" ] }, { "cell_type": "markdown", "id": "5e986dec-df5f-4696-a217-7528eeaf5ca7", "metadata": {}, "source": [ "As we can see above, there are no duplicated rows." ] }, { "cell_type": "markdown", "id": "85fb5561-4685-4cb6-8853-49fa8328943a", "metadata": {}, "source": [ "\n", "## Exploratory Data Analysis of Sales for categorical features\n", "\n", "In this section we'll study the categorical features and the relation with the target feature Sales a to get some useful insights. We'll use the same custom function to plot all categorical features:" ] }, { "cell_type": "code", "execution_count": 112, "id": "2845c79d-2c67-4cb5-b879-4eae3d4a75b0", "metadata": {}, "outputs": [], "source": [ "# Function to get top N values of sales for a feature\n", "def agg_top_n_values(df, feature, metric = 'sales', top_values=10, ascending = False):\n", " # Group by dataframe\n", " groupby_feature = df.groupby(feature)[[metric]].sum()\n", " \n", " # Sort values decreasing\n", " category_counts = groupby_feature.sort_values(by = metric, ascending = ascending)\n", "\n", " #Check if there are more than top_values categories. If so, aggregate the rest in 'OTHER' category\n", " if len(category_counts.index) > top_values:\n", " # Take the top n categories\n", " top_categories = category_counts.head(top_values)\n", "\n", " # Group other categories into a new 'Other' category and put in a new dataframe\n", " other_category_count = pd.DataFrame([[category_counts[top_values:].sum().item()]], index=['OTHER'],columns=[metric])\n", " \n", " # Concatenate top categories and 'Other'\n", " final_category_counts = pd.concat([top_categories, other_category_count], ignore_index=False)\n", " \n", " return final_category_counts\n", " else:\n", " return category_counts\n", "\n", "# Fucntion that plots a pie\n", "def plot_pie_top_n_feature(df, feature, metric = 'sales', top_values=10):\n", " # Aggregate dataframe in top 10 items and the rest in OTHER category\n", " final_category_counts = agg_top_n_values(df, feature, metric, top_values)\n", "\n", " #Define color palette\n", " colors = sns.color_palette('colorblind')\n", " \n", " # Plotting the pie chart\n", " plt.figure(figsize=(8, 8))\n", " plt.pie(final_category_counts[metric], labels=final_category_counts.index, autopct='%1.1f%%', pctdistance=0.8, startangle=0,labeldistance=1.155, wedgeprops = { 'linewidth' : 2, 'edgecolor' : 'white' }, colors=colors)\n", " plt.title('Top {0} {1} values for {2} metric'.format(top_values, feature, metric), fontsize = 13)\n", " plt.show()\n", "\n", "# Function that plots a time series by differents values of a feature\n", "def plot_monthly_time_series_hue_top_n_feature(dataframe, feature, time_feature = 'date', metric = 'sales', top_values = 10):\n", " # Filter columns\n", " df_tmp = dataframe[[time_feature, feature, metric]]\n", " df_tmp.set_index(time_feature, inplace=True)\n", "\n", " # Aggregate data for feature and in monthly data\n", " df_tmp = df_tmp.groupby([pd.Grouper(freq='M'), feature]).sum().reset_index()\n", "\n", " # Get top n family products\n", " df_top_n_values_features = agg_top_n_values(dataframe, feature, metric, top_values)\n", " list_top_n_values_features = df_top_n_values_features.index.get_level_values(0).unique()\n", "\n", " # Filter dataframe with top 10 family products\n", " df_top_n_values_features_w_time_metric = df_tmp[df_tmp[feature].isin(list_top_n_values_features)]\n", "\n", " # Line plot\n", " plt.figure(figsize=(15,8))\n", " color_palette = sns.husl_palette(top_values)\n", " ax = sns.lineplot(x=time_feature, y=metric, hue=feature, data=df_top_n_values_features_w_time_metric, palette=color_palette)\n", " ax.set_xlim(df_top_n_values_features_w_time_metric['date'].min(), df_top_n_values_features_w_time_metric['date'].max())\n", " plt.title('Top {0} of {1} feature by monthly {2}'.format(top_values, feature, metric), fontsize = 15)" ] }, { "cell_type": "markdown", "id": "30fbaea2-5965-43b2-96ed-a354fb2b3c93", "metadata": {}, "source": [ "\n", "### Analysis Family feature\n", "The family feature identifies the type of product sold. Let's check which are the families of products top sold and how the sales of these products have evolved through the years." ] }, { "cell_type": "code", "execution_count": 113, "id": "f8520b83-5059-4bc8-8871-393c92e3803b", "metadata": {}, "outputs": [ { "data": { "image/png": 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ChAlcf/315e5TcuaQV199lbvuuouffvqJP//8k3nz5jF58mQeeeQR3nnnnQo9rnP9jlfkd//M5Xnz5p3zA1qTJk0qlAMq9/9R1f9zIXyNFLiixmjSpAn79+/HZrOVacXdvXs3MTExZQZI7d69u8xxzrTOVOYNqiK6dOnCr7/+yvr16+nTp0+p29atW0fz5s3POcDsQpYvX05aWhpz584t85V/RaYeu9TODDabOnUqqampfPTRR9SuXZsbbrihwscYO3Ys33zzDV9++SXt27dn3759/O9//yu1z9KlS8nPz+f777+nX79+pW7LzMys0IwXUVFRZGVlldleXkto8+bNSUtLo3///hVqgQsODmbYsGEMGzYMcA0MHDduHO+99x6vvvrqBe9/tqZNmwKwa9euMrft3Lmz1D4XIzIykttuu43bbrsNcBWYr7zyCl988QXjxo276Oe9efPmgOsr9vMNOCypcePGPPTQQzz00ENYLBaGDh3KjBkzePzxx8u0zla3M3mjo6MrlLc6Pyy3aNGCb7/9lrS0NGnFFTWadFEQNcawYcPIyspi1qxZpbZ/8cUXJCUllVkQAlz92UpOkWS1Wpk6dSp6vb5SxVdFjBo1CkVRmDJlSqntX3/9NSkpKRc1n++ZVqezW3eWLVtW7f1Oq+r+++/H6XTy3HPPsWbNGsaOHVupuVevv/56YmJiWLBgAQsWLEBRFMaMGVNqn3M9D7Nnz+bEiRMVOk/z5s3Zu3evu1UdXFOBvfvuu2X2HTNmDOnp6e4R82cr+TX1ma4KJXXq1Amg3IK6Ijp27EjDhg35+OOPS+V1Op288cYbAO5iuiocDgc5OTnlnheKc1/s896hQwfatWvHhx9+WG4/b7vd7j6XyWQq1ZcbwN/f391No6rPZWWMHDkSf39/XnnllXL7zZtMplJdT0JCQsjJyamW1tfbb78dcE2fd3Y3EWndFTWJtOCKGuPpp59m8eLFPProo2zZsoUuXbq4pwmrV69eudPnNG/enK5duzJ+/HhCQ0P57LPP2LBhAy+99BINGza84Dm3b9/Od999B7jmIgVX39AzA4nGjBnjPk6bNm147LHHmDZtGjfccANDhw7l0KFDTJ06lVatWvH4449X+bH37NmTuLg4nnjiCVJSUqhXrx5bt27lk08+oV27dhccIHQ5NG/enL59+7rn+73nnnsqdX8/Pz9Gjx7NjBkz2L59O/369Suz8MG1115LUFCQe8quyMhI1q5dy08//UTTpk3L7WZwtocffpgvvviCq6++mvHjx2O1Wvnkk0/K/Rr5scce47fffuPZZ59l5cqVDBgwgLCwMI4cOcIff/xBQEAAK1asAFz9vbt168aVV15J3bp1OXnyJLNnz8ZgMLiLlsrS6/W89957DB06lC5duvDAAw8QGRnJ119/zapVq7jvvvvc08hVRW5uLvHx8dx444106NCB2rVrc/jwYT744ANCQkLcHxov9nlXFIUFCxbQv39/OnTowN13302bNm0oKCggKSmJr7/+mjfeeIO77rqLFStWcP/99zNixAiaN29OaGgoW7duZdasWSQmJtKhQ4cqP96KqlevHu+//z733nsvrVq14s4776Rhw4akp6ezY8cOvvnmG3bv3u3uz9u1a1d++OEHHn30Ubp16+b+AF2RlQvPNnLkSG699VY++eQTkpKSuPHGG4mMjGT//v38+uuv7pZ7IXze5Z62QYjLobxpwlRVVTMyMtSHH35YrVevnurn56fGxcWp99xzj3rs2LFy7z9v3jx1+vTpakJCgmo0GtWEhIQy04ydz7x581TgnD9nTxnmcDjU6dOnqy1btlSNRqNau3Zt9b777lPT09MrfE7OMU3Ytm3b1GuuuUaNiIhQQ0JC1D59+qirV692Tw1V0rmmLTrzeMqb6uzs81Z0mrCSPvvsMxVQe/fufYFHWb6NGze6n9v58+eXu8+qVavUHj16qCEhIWp4eLh63XXXqTt27Cj3MZ/reZg/f77avHlz1c/PT23UqJH65ptvqn/88UeZKZtUVVVtNps6ffp0tXPnzmpQUJAaFBSkJiQkqLfddpv666+/uvd744031F69eqmxsbGqn5+fWrduXXXYsGHqunXrKvTYzzV9maqq6p9//qkOGjRIDQsLU/39/dW2bduq06dPLzUNlqqq5f4unI/FYlGfffZZ9corr1SjoqJUo9GoNmjQQB0zZoy6e/fuUvtWx/OekpKiPvDAA2rDhg1VPz8/NSoqSu3YsaP67LPPqkeOHFFVVVUPHjyoPvDAA2qrVq3U0NBQNSgoSG3RooX67LPPqpmZmRd8TGemCTt06FCp7ef6fT5f3jVr1qg33XST+/80Pj5e7du3rzp58mS1sLDQvV9ubq565513qtHR0aqiKKXOf77/1/KmCVNV1+vIzJkz1SuuuEINDAxUQ0JC1Hbt2qmvvPLKBR+/EL5CUVX5zkKIs61cuZJ+/foxb9487rrrLq3j1BiLFy9m5MiRLFiwoEz3AiGEEKKipA+uEMJjzJgxg+joaG6++WatowghhPBi0gdXCKGpU6dO8ccff/Dnn3+yevVqJk6ceM5laYUQQoiKkAJXCKGp3bt3c9tttxEREcH48eN58skntY4khBDCy0kfXCGEEEII4VOkD64QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBCCJ8iBa4QQgghhPApUuAKIYQQQgifIgWuEEIIIYTwKVLgCiGEEEIInyIFrhBCCCGE8ClS4AohhBBe7MSJEzz22GMkJCQQEBBA7dq16dmzJx988AEFBQXu/Ro1aoSiKCiKQmBgIC1btuStt95CVdUyx/z444+58sorCQ4OJjQ0lN69e/PDDz+U2U9VVT788EO6du1KSEgIERERdO7cmWnTprnP/corr7jPW/KnZcuW7uP07dvXvd1oNNK0aVOee+45LBYLGRkZxMXFMXHixDLnv+WWW+jSpQt2u73MbSkpKSiKwtatW6vytAovZ9A6gBBCaMlqd5JdaCOn0Ob+N6fQhqnozGU7OUXF20tus9idVT6vQacQ4q8nzN+PsAADof6GUv9GBPgRHWwkKsiP6CAj0cHG0//6EWyUl27hcvDgQXr06EFERAQTJ06kXbt22O129u/fz9y5c6lTpw433nije//XXnuN++67j6KiIn7//XcefPBBwsLCeOCBB9z7PPnkk8ycOZP//e9/3HTTTdhsNj799FOGDh3K9OnTefjhh937jhkzhq+//poXX3yRmTNnEhsby7Zt25g2bRqNGjXipptuAqBNmzb8/vvvpbIbDKV/j++77z5ee+01rFYrGzZsYNy4cQC88cYbfPjhh4wcOZIbbriBdu3aAbB48WK+//57Nm/eXOZYQihqeR/dhBDCR2TkWzmUVUBKVgGHswtIySokJbuAQ1kFHMkuJN/q0DpipQUYdNQND6BxVBCNooJoHBVEw8hA9/X4sACtI4rLZPDgwezatYu9e/cSHBxc5nZVVVEUBXC14E6YMIEJEya4b+/UqRONGjViyZIlAKxfv57u3bvzzjvv8Mgjj5Q61hNPPMGMGTNITk6mfv36fPnll9x666188803DB06tMx5zWYz4eHhvPLKK3zzzTfnbUnt27cvHTp0YNq0ae5tI0aMICUlhU2bNgEwbtw4tm7dyj///ENOTg5t2rTh+eefL/V4SkpJSaFx48Zs2bKFDh06nPPcwjfJRx4hhFfLLrByMMtVuLoKWFfxmpLtup5n8b4C9kKK7E6SMwtIziwo9/YAg46GkUE0jg6i0enCt+HpQrhRZCCxIf6XObG4FDIzM1m2bBkTJ04st7gF3MXt2VRVZdWqVezZs4dmzZq5t3/++eeEhISUatE944knnmDKlCksWbKECRMmsHDhQlq0aFGmuD1z3vDw8Co+Mti2bRtr166lUaNG7m3Tp0+nXbt2/Pe//2XPnj20bduWxx57rMrnEL5NClwhhNc4lFXAlmMmth4zuf49buaYqUjrWB6nyO5kX3oe+9Lzyr09OshIh7phXFE3nA51XP+2iA1Bpyu/GBKeKSkpCVVVadGiRantMTExFBW5/i4eeugh3nzzTfdtzzzzDC+++CJWqxWbzUZAQACPPvqo+/b9+/fTtGlTjEZjmfPVqVOH8PBw9u/fD8CBAwfKnPtcduzYQUhISKlto0aNYs6cOe7r7733HnPmzMFms2G1WtHpdLz77rvu28PCwpg3bx6DBg0iODiY7du3n7OAF0IKXCGEx7E7nOw+mceW4ya2HTOz5birqDUVlR1IIiovs8DKHwcy+ONAhntbkFFPYnwYV9QN44o64XSoG067+FD8DXoNk4qKOLvI++eff3A6ndx+++1YLJZStz311FPcddddpKen88ILL9C/f3+uuuqqCp+rZJeHkpcvpEWLFnz33XeltoWGhpa6fvvtt/PCCy9gNpt58803CQsLY8SIEaX26d+/P926daNDhw40bNiwwrlFzSMFrhBCU1a7k42pOadbZc1sOWZi18ncixrAJSqvwOpg/eFs1h/Odm8z6BRa1Q7hirrh7qK3U71wQvzlrcMTJCQkoCgKe/fuLbW9SZMmAAQGBpa5T0xMDAkJCSQkJLBkyRISEhLo1q0bV199NQDNmzdnzZo1WK3WMq24x48fx2w2u7s0NG/enD179lQoq9FoJCEh4bz7hIeHu/f59NNPadOmDR999BH33HNPqf0MBoMMKhMXJL8hQojLyu5wsuFoDiuTM1melMFfKdkU2nyvn6wvsDtVdqTlsiMtlwWkAq6it3P9CPonxNAvIZoejaII8JNWXi1ER0czcOBAZs6cySOPPHLOfrjnEhkZySOPPMKTTz7Jli1bUBSFUaNG8c477zBr1qwyg8wmT56Mn5+fu1X1tttuY9SoUXz77bfnHWRWFX5+fjz//PM899xzjB49mqCgoCodR9RcUuAKIS4pp1Nly3ETK5NcBe2aQ1nkWqSrgbeyO1V3S+/EPw7gb9DRrWHk6YI3hq4NIvDTyxTrl8t7771Hjx496Ny5M6+88gqJiYnodDo2bNjA3r176dSp03nvf6aP7pIlS7j55pvp3r07jz32GE899RRWq7XUNGHTp09n2rRp1K9fH3DNQbt06VJGjx7NSy+9xMCBA4mNjWXHjh1MnTqVRx55xD1NmN1u58SJE6XOrSgKtWvXPme22267jeeff5733nuPJ5988uKeKFHjSIErhKh2O9LMrEzKYHlSJqsPZpJdaNM6krhELHYnq5IzWZWcycu/7iPYqKdn4yh3wduxbrgMXruEmjZtypYtW5g4cSLPPfccqamp+Pv707p1a5588kn+9a9/nff+sbGxjBkzhldeeYXhw4ej0+mYNm0aiYmJvP/++7z00ksoikLHjh355ptvuOGGG9z3VRSFzz77jA8//JC5c+fyv//9D4PBQLNmzbjzzju55ppr3Pvu2rWL+Pj4Uuf29/d3D4Yrj9Fo5OGHH2bSpEmMHz++zCA1Ic5H5sEVQly0NHMRP+w+yR8HMliZnMGpPKvWkYSHiAj0o0+TaPonRHNtq9okxFTua3QhhKgKKXCFEFVyJLuQr3eksWR7GusOZ+GUVxJRAYnxYYxIjGdEYjyta4de+A5CCFEFUuAKISrsQHqeq6jdkcbGoyat4wgv17JWCCPauYrdDnWrviiAEEKcTQpcIcR57Txh5uvtrqJ2R1qu1nGEj2oaHcTw08XulQ0itY4jhPByUuAKIcrYlJrjLmr3p+drHUfUMPUjAhneLo7h7eLp0ShKBqkJISpNClwhBABJGfnM/ecIX2w9RkpWodZxhAAgLtSf4e3iGXdlfTrVi9A6jhDCS0iBK0QNZrE7+HrHCeb8fZiVyZnIq4HwZB3rhnNftwaMvqIuYQF+WscRQngwKXCFqIF2n8xlzvojfLIplcwCmdJLeJdgo55b2tfhvm4N6dZQ+usKIcqSAleIGqLQ5uDLbceZs/4Ia1OytI4jRLVoFx/KfV0bckenekQESquuEMJFClwhfNzWYybm/H2EhZtTMRXJErnCNwX66bk5MZ57uzagV5NoreMIITQmBa4QPijPYufzLceY/fdhma9W1Dgta4VwX9cGjOlcn5hgo9ZxhBAakAJXCB9yNKeQ6X8eZPb6I+RapLVW1Gz+Bh23d6zL0/0SaB4bonUcIcRlJAWuED5g+3Ezk1cms2jbMWwO+ZMWoiSdAsPaxfNs/wSZakyIGkIKXCG8WG6RnZELNrJsf7rWUYTwCgObx/JM/wT6J8RoHUUIcQlJgSuEl1FVJzgdKHo/VFWl9aQV7JPVxoSolK4NIni6XwLD2sVrHUUIcQnotA4ghKgY1WEjd9fHHFvQHvP29wFQFIVZI9trnEwI7/P3kRxGfLyRNm+tYP6Go9gcTq0jCSGqkbTgCuHhVIeN3N3zMf3zJvbcIwDoQ+pRf9w+FL0fTlWl3mvLOJErCzYIUVUNIgP5d+8m3Nu1IUFGvdZxhBAXSQpcITyUqjrJ3/s52ev/i910sMztMQNnE9pmLADf7TrBTfM2XO6IQvicmGAjj/RszIReTQgNMGgdRwhRRVLgCuGB8g8sJXvdq9iydp9zH7/IltQbux0Ah1Ml8sVfyLPK1GBCVIfYECMvD2zO/d0aYtBLbz4hvI0UuEJ4kIKUX8j+62Wsp7ZUaP9aQ74iOGEoAPM3HOHuRdsuZTwhapzmscFMvK4Vw2UwmhBeRQpcITxAUeqfZP31HyzH11bqfv5xXagzynUfq91JyPM/YpexMkJUux6Nopg0pBXdG0VpHUUIUQFS4AqhIVtOEll/PktB8ndVPkbciF8JrN8PgLdXJvPUD+fu1iCEuDg3J8Yz8bpWJMQEax1FCHEeUuAKoQGnxUzOPxMxbZ0Jjoub/SCwwdXEDf8JgHyrndDnf66OiEKIc/DTK4zv3oiXBjYnJtiodRwhRDmkwBXiMlJVJ7k7PyJ73as4C05V23Hr3PY3/rWuAODpH3YzeWVytR1bCFG+8AADz/ZP4LFeTQjwk6nFhPAkUuAKcZkUHl1J1qonsWZsr/ZjBzUbQe3rPwcgM99K7Mu/Vvs5hBDlqx8RyGuDWzCmYz10OkXrOEIIpMAV4pKzmQ6Stfrpi+pne0GKjnp37sAvshkAY7/YzCcbj1268wkhyuhUL5wPbk6kU70IraMIUeNJgSvEJaI6bJg2TyXn79dR7YWX/Hyhbe8m5uoPADhmKqT+f3+/5OcUQpSm1yk8dFUj/ju4pSwUIYSGpMAV4hIoOr6OjD8ewpa58/KdVG+k/rj9GELqoKoq18/5h1/2VV8/XyFExdUJC2DaTW24ObGO1lGEqJFkeRYhqpHDkkPGH/8i7cu+l7e4BXBYMW2eDoCiKEy7qc3lPb8Qwu24uYhbFmxiyEd/k5JVoHUcIWocacEVoprk7VtE1qoncRSc1CyDYgyl/t1J6AMiUVWVrtP/ZGOqSbM8QggIMup57ZoWPNarCXoZhCbEZSEtuEJcJJvpECeWDiH95zGaFrcAqjWX3G2ufriKovD+zYma5hFCQIHVwZPf76bHzDXsPGHWOo4QNYK04ApxEczbZ5H157Ootnyto7jpAmOof3cSOr8gVFWl+f8tJzlTviIVwhP46RWeH9CM5wc0w08vbUxCXCry1yVEFdhzUzmx9Hoylz/iUcUtgLMwg9xd8wBXK+6HI9trnEgIcYbNofLqsv10mrqaDUdztI4jhM+SAleISsrd/SnHPu1I4eHftI5yTubN01CddgD6NI2W5USF8DA7T+Ry1Yw1PPvjbmwOp9ZxhPA5UuAKUUGOglOc/P4WMpbdjdOSo3Wc87KbD5O39wsAdIrCByOkL64QnsbhVJm0IpmeM9eSnOFZ3wQJ4e2kwBWiAvKTviX1kysoSP5G6ygVZtr0tvvyjW1rE2SUP3chPNGGozl0nLqahZtTtY4ihM+QdzwhzsNpzSN92T2c+mEkzsJ0reNUii1zF/nJPwBg0OmYNrStxomEEOeSa7Ez5rMtjP18C3kWu9ZxhPB6MouCEOdgSd9O+k+3Y8vep3WUKvOP70adW1cDYLE7CH7+J5zS3U8Ij9YsJpjP7uhIp3oRWkcRwmtJC64Q5TBvn0XaFz29urgFsKStpzDVVeD6G/T895qWGicSQlzIgYx8esxYy5RVyVpHEcJrSQuuECU4LSbSfx9PwYElWkepNoGNriHupu8ByLPYCXvhZ40TCSEqanDLWswf1YFaIf5aRxHCq0gLrhCnWU5s5NjCK32quAUoTPkVS/p2AEL8DUzo1VjjREKIivpl7ynav72KZfu8awyAEFqTAlcIwLR5Gse/7IPdfEjrKJeEaeNb7svPX91MwyRCiMo6mWvh2jnrefoHmTNXiIqSAlfUaE5rHie/v4Ws1U+D06Z1nEsmf/9ibDmu/nwxwf6MvqKuxomEEJWhqjB5pWvO3KM5hVrHEcLjSYEraixbThLHF/Xyqrltq0x1YNo0xX31/65vpWEYIURVbTiaw5XT/2RdSpbWUYTwaFLgihqpIOVXjn9+FbbMXVpHuWzydi/Ann8CgHrhAQxoFqNxIiFEVZzMtdD/g3Us2HhU6yhCeCwpcEWNk7PhLU5+O9Tjl9utbqrDgnnLOwAoisI7N8nCD0J4K4vdyV1fbOWZH3bjdMpkSEKcTQpcUWM4bQWc+ukOste+AGrNHKhh3v4hTosJgJa1QuhQJ0zjREKIi/HWymRumr+B3CJZ/UyIkqTAFTWCzXSItEW9yd//pdZRNKVazZi3zwJcrbizbk7UOJEQ4mL9sPskV81cw6GsAq2jCOExpMAVPq/o+F8c//wqrBnbtY7iEcxbZuC0FwHQuX4EDSMDNU4khLhYu07k0nX6n6xKztQ6ihAeQQpc4dPy9y/hxJLBOIvkRf8MR8FJ8nbNB1ytuB+ObK9tICFEtcjItzLow3XMWX9Y6yhCaE4KXOGzcja+zamfbkN1FGkdxeOYNk1FdToAGJAQQ1SQn8aJhBDVweZQuX/xdiZ8sxOHDD4TNZgUuMLnqE4HGcsfJXvNc4C8wJfHbj5E/v6vANDpFN4fIX1xhfAl76w5xPVz/ian0HcXsBHifKTAFT7Facvn5Pc3k7v9A62jeDzTxsnuy8PaxhFgkJcDIXzJsv3pdH9njax8JmokeUcTPsORf5K0rwZQeOhHraN4BWvGdgoO/QSAQa/j7RvbaJxICFHd9qXn0evdtRxIz9M6ihCXlRS4wifYsg9wfFEvrKc2ax3Fq+RseMt9eVyX+ujkFUEIn3Mku5De7/3FtuMmraMIcdnI25nwepb07Rz/qh92c4rWUbyO5fhaio7/BUCAn56XB7bQOJEQ4lI4mWuh3/vrWJeSpXUUIS4LKXCFVytKW8+JxVfjLDildRSvlbNhkvvyY70aa5hECHEp5RTaGPThev44kK51FCEuOSlwhdcqPLKcE19fi9OSo3UUr1Z46GesGTsBCAvw46EejbQNJIS4ZPKtDoZ89A/f7DyhdRQhLikpcIVXyk/+gZPfDkW15WsdxQeo5JSYUeGlgc01zCKEuNQsdie3LNjIJ5tStY4ixCUjBa7wOnl7v+DUj7egOixaR/EZ+fu/xHa6D3OtEH9uTozXNpAQ4pKyO1Xu+mIL7609pHUUIS4JKXCFVzHvmE36r3eB0651FN/itGPaOMV9ddKQ1hqGEUJcDqoKDy/dyRt/HNA6ihDVTgpc4TVMW98l84+HQHVqHcUn5e3+GMfpwXoNIwPp0zRK40RCiMvhhZ/38uyPu7WOIUS1kgJXeAXz9llkrXxc6xg+TbUXYtoyEwBFUZg5rJ3GiYQQl8ukFck8uGS71jGEqDZS4AqPl7tzLpnLH9U6Ro2Qu/0DnNZcAFrXDqVtXKjGiYQQl8usdYd5dOkOrWMIUS0UVVVVrUMIcS65uz8hY9m9gPyaXi6RPd8govMTAKxLyaLHzLUaJxLCRd36E2z7Gcyn572ObgDdR6E07oTqsMPaT+HQJsg5Af7B0LA99LoTJST6/Mfd/xesXQimNAiPh553oDTrXnz7npWwegHYi6DtQJQ+44pvM52EJS/D7VNQ/IMuxcO+7F4Y0Iz/XttS6xhCXBRpwRUeK2/v52T8dh9S3F5e5i3voNpdM1R0axhJvfAAjRMJcVpoDPQaC7dPcf00SIRvXkfNOAJ2C5xMhm63wpipcOOzkH0Mvnn9vIdUj++FHyZB674w5h3Xvz9MQk3b57q9wAzLZkKfcTDiVdi1HPXghuID/P6+q4j2keIW4PU/DjB5ZZLWMYS4KFLgCo+Ut38x6b/eLQPKNODITyN3zyeAqy/uhyPba5xICBel6ZUoTTqjRNV1/fQcA8YASNuL4h+MMvK/KC16okTVQ6nTEvo/ACeTUM3nWblr03fQsANK15Eo0fVQuo50Fc6bvnPdbjoBxiCUlr1Q4ppB/XaQeRQAdc8q0BtQml11GR795fX0D3uYs/6w1jGEqDIpcIXHyU/6lvRf7gTVoXWUGsu08W1Up+v5H9g8logAg8aJhChNdTpQ964GWxHUOcfX6ZZ8QHF1VziXtL3Q6IrS2xp1hON7XZcj64DdgnoyGbUwF04egNhGrst/LXQV0T5q/JLtLNp6TOsYQlSJvGsJj1J4+HdO/XSbzHOrMbspmfykrwlpPhK9TuHd4e24/bMtWscSAjU9BT5/GuxWMAbCjc+jRDcou5/dCn8ugFa9z999ID8HgiJKbwuKgIJsAJSAENTBE+CXaa5uEK37oTTqiPrLdLhiCJhPon7zP3A64KrRKM17VM8D9QBOFe78fAuh/gaua1Vb6zhCVIq04AqPYTm5iZM/3AJOm9ZRBGDa8Jb78s3t62A0yMuF8ABRdWHMNLjtLWg/GH6Zhpp5pNQuqsMOP7zl6uI04MEqnEQFFPc1pVl3lLEzUO75EOWq21CP7oCMw9DuGvhhMvS7z9Xn99cZqAU5F/PoPI7NoTJywSZWJWdqHUWISpF3LOERbNkHOPHNjai2PK2jiNOs6VspOLwMAD+9jreGtNI4kRCg6P1QIuugxDVD6TUWYhvD5u/dt7uK20lgPgk3v3bhwV/BEXB2UVpgKtuqe+b4dhv8/gEMfAhyjoPTgVK/LUpUPVd3hrT9F/X4PFGhzcGNc/9h49EcraMIUWFS4ArN2fNPcGLpEJyF5xkIIjRh2jDJffnerg01TCLEuajgcH3r4y5us4/Dzf9FCQy78N3jW8LhraW3pWw5d7/e9YugcUeU2k3B6Sw9VsDpcG3zQbkWO9fO/pvdJ3O1jiJEhUiBKzTltJg5+c2N2M2HtI4iylGUupqitL8BCPTT89LVzTROJGoy9c8FqKm7UE0nUdNTUNd8Akd3Qss+rkGR3/8fnEiC654A1Yman+36cRR3e1J/nor658fFB+14A6RsQf1nCWpmKuo/S+DINuh0Y9nzZxyBfX9Cj9tdG6LqAQrqjmWuqcOyUiHOd/9GMgusDJq1nkNZBVpHEeKCZKEHoRnVbuHENzdQlLpS6yjiPIKa3kjtGxYDYCq0EfnSLxonEjWV+us7cGQ75GeBMRhiG0GX4SiNrnAtuDDnvvLveMvrKPVdS0+ri56H8FoogycUH3f/WljzKZhOQkTc6YUeSk/9paoqfPEMXDkSpWmX4u3JG+CPD1ytyD3uQEkcVN0P2+M0iQ7iz4d6EB8mc2QLzyUFrtCEqjpJ/+kO8g8s1jqKuCCFumO2Yox29cF9cPE2Zq0/coH7CCF8Wce64ax+qAdBRr3WUYQol3RREJrIWv20FLdeQ8W0cbL72svXtNAwixDCE2w+ZuKuL2TqQOG5pMAVl515x2zMW97ROoaohLx9X2A3u1pt40IDuKltnMaJhBBaW7w9jdeW7dM6hhDlkgJXXFaFR1eSueIxrWOIynLaMG2e5r46+YbW2mURQniMV3/bz+Ltx7WOIUQZUuCKy8aWk8SpH0fJKmVeKnfnXByFGQA0jgriqkaRGicSQmhNVeGuL7ay5ZhJ6yhClCIFrrgsHJYcTn47DGdRltZRRBWp9gLMW98FQFEU3hveTuNEQghPUGB1cNO8DZzMtWgdRQg3KXDFJac67aT/eBu2bOmr5e3M297HaXWtNtcuPoxWtUM0TiSE8ARHcwoZPn8DFrvjwjsLcRlIgSsuucxVT1B45HetY4hq4CzKInfnHMDVijvr5kSNEwkhPMW6w9k8sHi71jGEAKTAFZeYefuH5G57X+sYohqZNk9HdVgBuKpRFHVksnchxGkLNqby1ookrWMIIQWuuHSK0v4mc+XjWscQ1cyRd4y8PQsB0EkrrhDiLM/9tIcfdp/UOoao4aTAFZeEozCDUz/dBk7bhXcWXse0aQqq6gRgcMtahAUYNE4khPAUThVuX7iZXSdytY4iajApcEW1U1Un6T/fiSP3qNZRxCViy95HQdK3AOh1Cu/c1FbjREIIT5JrsTN03j9k5lu1jiJqKClwRbXLWf8/GVRWA+RsnOS+PKpDXQzyaiKEKOFgZgF3L9qqdQxRQ8lbkqhWBSm/kvP361rHEJeB9eQmCo/8AYDRoOPNIbK6mRCitO93n2TmmkNaxxA1kBS4otrYzUdI/+UuQNU6irhMcja85b78QLdG2gURQnisp37YzfbjZq1jiBpGClxRLVSHlZM/jsJZlKl1FHEZFR1djuXERgCCjHqe6ZegcSIhhKex2J2MXriJAqssAiEuHylwRbXI+vMZrCc3ah1DaCBnY3Er7tP9mmqYRAjhqfaczGPCtzu1jiFqEClwxUUrOPQz5q3vah1DaKQg+VusWfsBiAwyMq5LfY0TCSE80Zy/j/DVtuNaxxA1hBS44qI4Ck6R8dv9WscQWlKdmDZNdl/97+CWGoYRQniyBxZv53B2gdYxRA0gBa64KOm/3Y+jQFasqeny9n6GPTcVgDrhAVzfqpbGiYQQniin0MbtCzfjcMpgZHFpSYErqsy8fRaFh37SOobwBA4rps3T3VenDpWFH4QQ5fsrJZtXl+3TOobwcZUqcO+66y4URXH/REdHM3jwYLZv3+7ep+TtJX+++OILlixZgl6v58iRI+Uev2XLljz66KMA9O3bt9zjjB8/vtxzhYSE0L59e+bPn1/usT/77DP0en2p+5dkNpt56aWXaNOmDYGBgURHR9OlSxcmTZpEdna2e7+K5FqxYgX9+vUjKiqKoKAgmjVrxtixY7Hb7RV+rj2dNWsfWauf1jqG8CC5Oz/CUZQFQNPoILo2iNA2kBDCY0384wArkzO0jiF8WKVbcAcPHkxaWhppaWn88ccfGAwGhgwZUmqfefPmufc583PTTTdx4403Eh0dzccff1zmuGvXrmXfvn3cc8897m333XdfmeNMmjSp1P3OnGvbtm3ceuutjBs3jl9//bXM8efOncvTTz/NF198QUFB6f4/WVlZdOvWjXnz5vHkk0/y999/s3btWl5++WW2bt3KZ599Vmr/8+XatWsX1157LV26dGH16tXs2LGDGTNm4Ofnh9PprNyT7aFUh430X+5EtRdqHUV4ENWWh3nr+4Drw+d7wxM1TiSE8FROFcZ8tkWW8hWXjKGyd/D39ycuLg6AuLg4nnnmGXr37k16ejqxsbEAREREuPc525gxY5g/fz4vvvgiiqK4t8+dO5dOnTrRvn1797agoKBzHueMkud6/vnnefvtt1m2bBnXXHONe5+UlBT++usvlixZwooVK1i8eDF33nmn+/bnn3+eI0eOsG/fPurWreve3rJlS4YMGYKqlu4rdL5cv/32G/Hx8aUK8aZNmzJ48ODzPg5vkr3uZayntmgdQ3gg89aZhHd6HJ1fEB3qhtEsJpgDGflaxxJCeKBjpiLu+XIr34y7UusowgddVB/cvLw8Fi5cSEJCAtHR0RW6zz333MPBgwdZtWqVe1t+fj5ffvllqdbbynI4HHz55ZdkZWXh5+dX6ra5c+dy/fXXEx4ezh133MFHH33kvs3pdLJo0SLuuOOOUsVtSSUL8QuJi4sjLS2N1atXV+2BeLiiY2swbZqidQzhoZxFmeTudP19KYrChyOlFVcIcW7f7TrJnPWHtY4hfFClC9wffviBkJAQQkJCCA0N5bvvvmPRokXodMWHGj16tHufMz8HDx4EoHXr1nTt2pV58+a59//yyy9xOByMHj261Lnee++9Msc5u3vDmXP5+/tz6623EhUVxb333uu+3el0Mn/+fO644w4ARo0axbp160hKSgIgPT2dnJwcWrRoUeq4nTp1cp+zMrlGjhzJ6NGj6dOnD/Hx8QwbNoyZM2diNnv/MoVOexHpvz0Aqm90tRCXhmnzNFSHDYBeTaKpFWLUOJEQwpM9/eMeTpiLtI4hfEylC9x+/fqxdetWtm7dyt9//82gQYO49tprOXy4+BPY1KlT3fuc+alfv3jy93vuuYfFixeTm5sLuFpYhw8fTkRERKlz3X777WWOM2zYsFL7nDnXb7/9RocOHZg6dSoJCcXLhS5btoz8/HyuvfZaAGJiYhg0aBBz584tdZyzW2mXLl3K1q1bueaaaygsLN3X9Hy59Ho98+bNIzU1lUmTJlGnTh1ef/112rRpQ1paWmWeao+Ts/417DkHtI4hPJwj9yh5+z4HQKcofDCi/QXuIYSoyXIKbTwmq5yJalbpAjc4OJiEhAQSEhK48sor+eijj8jPz2f27NnufeLi4tz7nPkp2W1g1KhRKIrCokWLSEpKYs2aNeV2TwgPDy9znLCwsFL7nDlXv379+Oqrr3jooYfYvXu3+/a5c+eSlZVFUFAQBoMBg8HATz/9xMcff4zD4SA2NpaIiAj27t1b6rgNGjQgISGB0NDQKuWqW7cuY8aM4d1332X37t0UFRXxwQcfVO7J9iCWk5sxbZqqdQzhJUwb33ZfHtKmNsFGvYZphBCe7qttaXy/+4TWMYQPueh5cBVFQafTlWnlPJ/Q0FBGjhzJvHnzmDt3Lk2aNKFv374XG4WEhARGjBjBc889B0BmZibffvstX3zxRZkW17y8PH7++Wd0Oh233HILn376KceOHbvoDOWJjIwkPj6e/HzvHGyjOmyu1cpUh9ZRhJewZe0hP/k7AAw6hXduknlxhRDn9/DXO8kt8p3pNIW2Kj2LgsVi4cQJ16es7OxsZs6cSV5eHjfccIN7n5ycHPc+Z4SGhhIcHOy+fs8999CrVy92797Nk08+We5AroKCgjLH8ff3JzIy8pz5nnjiCdq3b8/GjRtZs2YN0dHRjBw5slQfYYAhQ4bw0UcfMWTIECZOnMjKlSvp2rUrr732Gp07dyY4OJjt27ezbt062rYt/eZ8vlyzZs1yd1lo2rQpRUVFLFiwgF27djFjxoxz5vZkORvfwpqx/cI7ClGCacMkgpveCMBtHevxwOJt2KX7thDiHI7mFPLiL3uZLh+IRTVQ1LPnwDqPu+66q9Qgr9DQUFq2bMkzzzzDiBEjXAc8x4wDb7zxBs8++2ypbS1btuTAgQMcPnyYevXqlbqtb9++pWZaOOOaa67hl19+cZ9r6dKl3HTTTaX2GTRoEAaDgdTUVHr16sW7775b5jhff/01t956K6mpqdSuXRuTycSbb77J0qVLOXToEDqdjmbNmjF06FAmTJhAVFRUhXJt2bKFKVOmsHbtWo4fP05ISAht2rThySefLPUhwFtYM/dw7LMu4JC5CkXlxY1YRmD9vgC8tSKJZ37co20gIYRH0ymw9pGedG1w7oYsISqiUgWuqFlU1Unal32wpP2tdRThpQIbDiRu2I8A5FvthD7/s8aJhBCerl18KBsn9MZPf9G9KEUNJr894pzMW9+T4lZclMLDv2E5vShIsNHAE32aaJxICOHpdqTl8vbKZK1jCC8nBa4olz3/BNnrXtE6hvABpg1vuS8/27+ZhkmEEN7itd/2kySrIIqLIAWuKFf2mudRrd6/OIXQXn7S19hyXAurRAcbuaNj+SsGCiHEGUV2J+MXy+BmUXVS4Ioyio7/Rd6ehVrHEL5CdZaaF3fida00DCOE8BbLkzKYt+GI1jGEl5ICV5SiOh1krngMkLGHovrk7fkUe75rJb+64QFc0yJW40RCCG/w1Pe7OZVn0TqG8EJS4IpScnd8iDV9m9YxhI9RHRbMm6cDrun9pg2VeS6FEBeWVWDj6R92X3hHIc4iBa5wcxRmkP3XK1rHED7KvGM2DksOAM1jg+lUL1zbQEIIr/DJplQ2peZoHUN4GSlwhVvWmhdwWrK1jiF8lGrNJXfbB4CrFff9EYkaJxJCeANVhSe+k1ZcUTlS4AoALCc2krdrvtYxhI8zbZmB014IQKd64TSOCtI4kRDCG6w+mMnXO9K0jiG8iBS4AoDMVf9GBpaJS81ZmE7eznmAqxV39khpxRVCVMwzP+zGandqHUN4CSlwBfkHlmJJW691DFFDmDZPQ3XaAeibEENMsFHjREIIb5CcWcDMtYe0jiG8hBS4NZzqsJG19gWtY4gaxG5OIX/flwDoFIX3R7TTOJEQwlv87/cDZOZbtY4hvIAUuDWceceH2E+vMiXE5ZKzcbL78tC2cQQY5KVICHFhOYU2Xv/9gNYxhBeQd5UazGnNJefviVrHEDWQLXMnBQd/BMCg0zHtJpkXVwhRMe+vS+FwdoHWMYSHkwK3BjNtmoqzMF3rGKKGytkwyX15bOd66OTVSAhRARa7k//8sk/rGMLDyVtKDeUoOIVp8zStY4gazJK2jqJjawDwN+h57ZoWGicSQniLhZtT2ZFm1jqG8GBS4NZQOf+8gWrL0zqGqOFKtuI+0rOJhkmEEN7EqcLzP+3ROobwYFLg1kA2cwrmHbO1jiEEhSm/YE3fAUCov4FHezbWOJEQwlv8uOcUfx7M1DqG8FBS4NZApg2TwCHTrAjPkLPxLfflF65upmESIYS3efZHacUV5ZMCt4ax5x4ld/cCrWMI4Za//ytspoMAxIb4c2v7OhonEkJ4i3WHs/l9vwyWFmVJgVvD5Gx4S1pvhWdRHZg2TXFffXNIKw3DCCG8zZsrZC53UZYUuDWIPe84ebvmaR1DiDLydi3AkX8SgPoRgfRPiNE4kRDCW/xxIIMNR3O0jiE8jBS4NYhp42RUh0XrGEKUoTqKMG2dAYCiKMwYJgs/CCEq7s3l0oorSpMCt4aw558gd+dHWscQ4pzM2z7AaTEB0LJWCInxoRonEkJ4i292prHvlEx9KYpJgVtDmDZNRbUXah1DiHNSrWbM2z8EXK24s25ur3EiIYS3cKowSfriihKkwK0BHAXp5O74UOsYQlyQecsMnPYiAK5sEEGDyECNEwkhvMWnm1NJzZGGHOEiBW4NYNoyA9WWr3UMIS7IUXCCvNPT2CmKwoc3J2qcSAjhLWwOlSmrDmodQ3gIKXB9nNNWIK23wquYNk1BdToAuLpZLJGBfhonEkJ4i9l/HyarQKbCFFLg+ry8PZ/iLMrSOoYQFWY3HST/wGIAdDqF90a00ziREMJb5FsdzFxzSOsYwgNIgevjzFtmaB1BiEozbZzsvjy8XTz+BnmpEkJUzIw1KeRb7VrHEBqTdw0fVnDoJ2zZ+y77ed/73cHQKXbaPWujy0s2HvjIzsFTaql9VFVl2i8Our1so9XTNkbPtLM/TT3HEV2+WOfklnfsdHjeRofnbdzxnp1th52l9vlmk5Mer9q44gUbb3znKHVbapZK/4k2covOfx6hPWv6NgpSfgHAT6/j7Rtaa5xICOEtMguszFl/ROsYQmNS4Pow0+Z3NDnvP8kqY3rqWPKYgQXjDdidcOcHdgosxYXlrOVO5q508soIPd88biA2zLVP3nmKz/VJTm7oqPDZQwaWPGagTiTc+YGDEzmu+2TlqTy3yMFzN+qZ/4Cerzc4Wb6ruAB+6SsHTw/RExqgXLoHL6qNacMk9+W7r2yAIv9tQogKmrL6IDaH88I7Cp8lBa6PsqbvoOjock3OPf8BAzdfqaN5vEKrugqTRus5ng07U12FqKqqzFvl5F8DdQxO1NEiXuGt2/QUWuG7zed+QZo2xsCYnnpa11VoWlvhjVv1qCr8dcB13KOZKqEBMOQKHe0b6OiWoJB00nXbt5uc+BlgcKL8ynuLomNrKDq+DoAAPz0vD2yucSIhhLc4mlPIws3HtI4hNCTv9j7KtGW61hHcck9PSxge5GqCO5oJ6bnQq0Xxr5+/QaFrgsLmQxXvPlBoBZsTwoNc1xvFKhRZYVeqSk6+yvYjKi3rKOTku7pDvDJcX22PSVwepo1vuS8/1ruJhkmEEN7mvb9ksFlNJgWuD3LknyR/3yKtYwCu1trXv3XQubFCi3hXgZue6ypiY85aiTUmxFX4VtSkH5zEhUPP5q7jhge5WoKf+MzOsGl2hnXR0buljonfObizp47ULJUhk20MftPGT1vlqytvUHDwR6wZuwAID/DjwasaapxICOEtNh41sfWYSesYQiNS4Pog886PUB0WrWMA8PISJ3uPq0y/s2zr6dldKlWocD/LWX84+H6Lk/fGGfD3K77TNYk6fnnajxUv+DFhsJ71SU72pcGo7joeXeDgpZv0vDfOwLOLHGTkymAzz6eWmlHhPwNbaJhFCOFt5vwtg81qKilwfYyqOsnbOVfrGAC8ssTBH7ucfPaQgfiI4iI0NvRMS27p/TPzXK24FzJ7hYP3fnfy8QN6WtU5d0Vssav8Z7GD10fqSckAhxO6JuhoUkuhcazCtsNS4HqDvP2LsJsPA1A71J/h7eI0TiSE8BYLN6dSYHVceEfhc6TA9TGFh5dhz9X2E6uqqry8xMGvO5x8+i8D9aNLF6H1oyE2FNbsK+4mYLWr/J2k0rHx+ZtwP1zuYMYyJ/Mf0JPY4Py/vjOXOenTSkfb+gpOJ9hL9EqwO1QcUt96B6cd06ap7qtv3dBGwzBCCG9iKrLz5bbjWscQGpAC18fk7vhI6wj8Z4mTbzY6mXaHnhB/SDerpJtViqyuilJRFMb10fHe705+3e5kX5rKU587CDTCjR2LfyWfWGhn0g/Fn7xn/eFgyk9O3hylp16U4j5uvqVspbo/TeWHLU4eH+w6XtNaoFNg0XrX1GHJpyCxvsw75S1yd83DUZAOQKPIQHo3idI4kRDCW8z5+7DWEYQGDFoHENXHnn+CgkM/ah2DhWtdTaWj3y39tdCk0XpuvtJVVD7QX0eRDf6z2IGpEDo0VPh4vIGQEnPUHs8GnVJcvH661onVAQ/NL33cR6/RMWFwcR9fVVV54UsHL96kJ8jfdbwAo2u6speXOLDa4dUReuIipMD1Fqq9EPPWmURe9SqKojBzWDsS316ldSwhhBf4KyWb3SdzaV079MI7C5+hqKoqX9T6iJwNk8he+6LWMYS4JHT+EdS/JxmdMRRVVWk3eSW7T+ZpHUsI4QUm9GrClKHSvakmkS4KPiTXQwaXCXEpOC055O6YDbi6uXw4sr3GiYQQ3mLBpqNY7DLYrCaRAtdHFB75A7vpoNYxhLikTJuno9pdU+B1bxhJvfAAjRMJIbxBVoGNJdvTtI4hLiMpcH2EJwwuE+JSc+SnkbfnU8DVijvr5kSNEwkhvIXMiVuzSIHrAxxFWeQf/E7rGEJcFjmbpqCqroGMg1rUIixAxsoKIS5sZXImB9Kl335NIQWuD8g/sAQcVq1jCHFZ2HMOkH/gawD0OoV3h7fTOJEQwltIK27NIQWuD8jf+4XWEYS4rEwb33JfvqV9HYwGeSkTQlzYxxuPYnM4L7yj8HryruDl7LmpFB1bo3UMIS4r66ktFB7+DQA/vY5J17fSOJEQwhucyrPy6750rWOIy0AKXC+Xv/9LQKYyFjVPzobiVtz7ujbUMIkQwpt8vUNmU6gJpMD1cnnSPUHUUEWpKyk68Q8AgUY9L1zdTONEQghv8N2uE9ilm4LPkwLXi1mz9mFN36p1DCE0YyrRivtEn6YaJhFCeIusAhsrkjO1jiEuMSlwvVj+Pmm9FTVbQfJ3WLP2ARAR6Md9XRtonEgI4Q1k0QffJwWuF8vbt0jrCEJoTC01o8Ir17TQMIsQwlt8szMNp1PGr/gyKXC9lOXkJuw5SVrHEEJzeXs/x557FID4sABubFNb40RCCE93Ks/Kn4eytI4hLiEpcL1UQbKsXCYEAE4bps3T3FffvqGNdlmEEF5DZlPwbVLgeqn8gz9oHUEIj5G7cy6OQtegkSbRQXRvGKlxIiGEp5MC17dJgeuFbKZD2DJ2aB1DCI+h2vIxb30XAEVReG+ELN8rhDi/Y6Yi1h/O1jqGuESkwPVCBdJ6K0QZ5m3v4bTlA5AYH0bLWsEaJxJCeDppxfVdUuB6oYLk77WOIITHcRZlkbtjDuBqxZ11c3uNEwkhPJ1MF+a7pMD1Mo6ibIqOr9E6hhAeybR5OqrDCkCPxlHEhRo1TiSE8GSHsgrYnGrSOoa4BKTA9TKFKb+A0651DCE8kiMvlby9nwGgk1ZcIUQFSDcF3yQFrpeR7glCnJ9p4xRU1bXO/HWtahNiNGicSAjhyaTA9U1S4HoR1WGj4PAyrWMI4dFs2Xvd80TrdQozhrXVOJEQwpPtPZXH0ZxCrWOIaiYFrhexpK1HtZq1jiGEx8vZMMl9efQVdTHIK50Q4jxWJGVoHUFUM3nZ9yKFR5drHUEIr2A9uZHCI66/F6NBxxvXtdY4kRDCk0mB63ukwPUihUf+0DqCEF4jZ+Nb7svjr2qoYRIhhKdbkZypdQRRzaTA9RJOay6Wkxu1jiGE1yg68geWk5sBCDYaeLpvU40TCSE81ZHsQpIy8rWOIaqRFLheoih1tUwPJkQlleyL+3T/BA2TCCE83UrppuBTpMD1EtI9QYjKK0j+Blv2AQCigozc1aWexomEEJ5quRS4PkUKXC9ReHSF1hGE8D6qk5yNk91X/zu4lYZhhBCeTPrh+hYpcL2APf8EtsxdWscQwivl7V2IPe8YAHXDA7iuZS2NEwkhPNHJXAu7T+ZqHUNUEylwvUDREZkeTIgqc1gxbZ7uvjplaBsNwwghPJlMF+Y7pMD1AkXHVmsdQQivlrtjDo6ibACaxQTTpX64xomEEJ5o+QEpcH2FFLheoCjtb60jCOHVVFse5m3vA6AoCu+PaK9xIiGEJ1p1MBOnU9U6hqgGUuB6OKfFjC1rj9YxhPB65q0zcdoKALiibhgJ0cEaJxJCeJqsAhvb0sxaxxDVQApcD2c58Q+oTq1jCOH1nIUZ5O6cC7hacT8cmahxIiGEJ5J+uL5BClwPJ90ThKg+5s3TUE8vmNK7aTS1QowaJxJCeJqVMl2YT5AC18NZTqzXOoIQPsOee4S8vV8AoFMU3h8hrbhCiNI2peZoHUFUAylwPZxFWnCFqFamEgs/3NCmNkFGeRkUQhRLM1s4mWvROoa4SPLK7sGsWXtxWnK0jiGET7Fl7SY/+XsADDod04e20ziREMLTbDlm0jqCuEhS4HowS5p0TxDiUjBtnOS+fEeneujklVAIUcJWKXC9nrysezDLiX+0jiCET7Kk/U1hqmsBFX+DjtcHt9Q4kRDCk2w9LlOFeTspcD2Y5dRWrSMI4bNMG4pbcR/q0VjDJEIITyNdFLyfFLgeSlWd2DJ3ax1DCJ9VeHgZlvRtAIT4G3i8txS5QgiXpMx8covsWscQF0EKXA9ly05CtRdoHUMIn2ba8Jb78nMDmmuYRAjhSVQVWdHMy0mB66FsGTu0jiCEz8s/sARbThIAMcFGbruirsaJhBCeQgaaeTcpcD2UVQpcIS491YFp0xT31Teub6VhGCGEJ5F+uN5NClwPZc3YrnUEIWqEvN2fYM8/AUC98AAGNovROJEQwhNIgevdpMD1UNKCK8TloTosmLe8A4CiKEy/qa3GiYQQnmD3yTxsDqfWMUQVSYHrgZwWE3bzYa1jCFFjmLfPwnF61cAWtULoWDdc20BCCM1ZHU52ncjVOoaoIilwPZC03gpxeanWXHK3zQJcrbjvj0jUOJEQwhNsOS7dFLyVFLgeyJq1V+sIQtQ4pq0zcNqLAOhcP5xGkYEaJxJCaG3bMZkqzFtJgeuB7KenLRJCXD7OglPk7ZoPuFpxZ49sr20gIYTmkjLztY4gqkgKXA9ky0nWOoIQNZJp0xRUp2v1on7NYogO9tM4kRBCSylZsuCSt5IC1wNJgSuENuzmFPL3fwWATlF4f7j0xRWiJjucXah1BFFFUuB6ILtJClwhtJKzcbL78k1t4wgwyMukEDVVvtXBqTyL1jFEFcgrt4ex56ai2uUToxBasWXsoODgjwAY9DqmDm2jcSIhhJakm4J3kgLXw9ik9VYIzeVsfMt9eWzn+ujklVKIGuuQFLheSV62PYxd+t8KoTnL8b8oOrYWgAA/Pa8ObKFxIiGEVqQfrneSAtfDyAAzITxDyVbcR3s10TCJEEJL0kXBO0mB62FspoNaRxBCAIWHfsKasROA0AADD/dorHEiIYQWpIuCd5IC18M48lK1jiCEOC1nQ3Er7osDm2mYRAihlZQs6aLgjaTA9TCOvDStIwghTsvf/yU20yEAaoX4M7J9vMaJhBCX2+FsacH1RlLgehh7wQmtIwghzlAdmDZNdV+dNKS1hmGEEFoosjtJMxdpHUNUkhS4HsRRmAEOq9YxhBAl5O2aj6PgFAANIgLp1zRa40RCiMtNBpp5HylwPYh0TxDC86iOIkxbZgCgKAozhrXTOJEQ4nKTgWbeRwpcD2LPP651BCFEOXK3f4DTYgagVe0QEuNDNU4khLicZC5c7yMFrgdx5Ev/WyE8kdNiwrzjQ8DVivvBze01TiSEuJxO5Vm0jiAqSQpcD+LIly4KQngq8+Z3UO2uN7muDSKoHx6gcSIhxOWSXWjTOoKoJClwPYg9T7ooCOGpHAUnyN2zAHC14n54i7TiClFT5EiB63WkwPUgjsJ0rSMIIc7DtHEKqtMBwNXNYokIMGicSAhxOeQU2rWOICpJClwP4izK1jqCEOI87KZk8g8sAUCvU3hvhMyoIERNIC243kcKXA/itORoHUEIcQGmjZPdl0ck1sFokJdRIXxdTpEUuN5GXpk9iNNq1jqCEOICrOlbKUj5FQA/vY63b5DVzYTwddKC632kwPUg0oIrhHcwbXzLffnuKxtomEQIcTnkWuw4nKrWMUQlSIHrQZwWk9YRhBAVUJS6mqK09QAE+un5z8BmGicSQlxKqgom6abgVaTA9RBOWwE45Y9HCG9h2lDcivt476YaJhFCXA7STcG7SIHrIaR7ghDepeDgD1gzdwMQHujH+O4NNU4khLiUZKow7yIFroeQAWZCeBu11IwKLw9qoWEWIcSlJjMpeBcpcD2E9L8Vwvvk7fsCu/kIALVD/RnWLk7jREKIS0W6KHgXKXA9hGrL1zqCEKKynHZMm6e6r04eIlOGCeGrcgqkwPUmUuB6CNVp1TqCEKIKcnfOw1GYAUCjqCB6No7UOJEQ4lKQLgreRQpcD6E6pPO6EN5ItRdg3jITAEVReHd4osaJhBCXQp5F3qe9iRS4nkKmCBPCa5m3vY/TmgdA27hQWtcO0TiREKK6OVRZ6MGbSIHrIaSLghDey2nJJnfHbMDVijvr5vYaJxJCVDeHU+sEojKkwPUQqkNacIXwZqYt76A6XB9Ur2oUSZ2wAI0TCSGqkyzV612kwPUU0oIrhFdz5B0jb8+nwJlWXOmLK4QvcUoXBa8iBa6HUKUPrhBez7RpCqrq+h5zcMtahAUYNE4khKgu0gfXu8irr4c489WmEMJ72bKTKEpdTWD9vuh1Cpsm9GLNoWytYwkhqoEMHvUuUuB6CqdMPyKEVzAEEhB/Ff7xXTHGtMUvoimG4DroAiJAZ0RRFPeuTWNCaBojb4pCCHG5SYHrKRTpLSKEp9AFROFftycBcV3wi2qDX0Rj9EFx6PzDQDGUKmLPxelU0ekuvJ8QQojqJwWup9DJf4UQl5M+tD4BdXriX7sTftGt8AtrhD6oFopfCIpOX+njFdptBBr83NfPV9wu3ZHGz3tPIV36hPAeA5rFMOqKulrHEBUkVZWHUHR+F95JCFEphqhWBNTpgX/tjvhFNscQ2gB9YAyKXxBKFb41MVkLSTJncjA3kyRzhvvf5NxMZnQbxtCGbSt0nGHt4mkaHcxbK5NYtPU4dpl+SAiPF+pvkALXi0iB6yGkwBWiKnQY4zoTEN8NY2x7VxEbUg9dQBSKIaBCXQnOdqowj6TcDA6aM0v9m2TOINNSUO593uh0HTc2aFOp8yTWCeOT2zry38EtmbIqmY/+OUqhzVHpvEKIy0MvPQm9ihS4nkIKXCHKZwhwDeqKuxJjbDv8whMwhNRB5x8BemOVitij+TmlWmBLtsTm2iyVOtZdCV14ql0/dw5HYS76wNAK379RVBDvDGvHSwObM2PNId5dm0J2oUwbKISn0VXhtUZoRwpcD6FIH1xRg+n8I4sHdUW3wS+8CfrgOHTGMNBVbFBXSXang5S8bJJPF63FRWwmh/IyKXJUz6wlvWs3YXbPke58OWsXENSsZ6UK3DNiQ/x5bXBLnu6XwOz1h5my+iDHTEXVklMIcfH0MmjUq0hV5SGki4LwdbqQugTW6Yl/XGf8olpjCG+IPqgWOr+QKn3AK7TbOJibSXJuBsnmTJJyMzloziApN5MjednY1Uu7cHzjkCh+ueZ+dKf78ubvXs7xj+6lxXuZF3XcEH8Dj/dpykM9GrNwSypvrUhm76m86ogshLgIemnB9SpS4HoKvRS4wvsZIlsSUPcq/Gt1xC+qJYbQ+ugDY6s8qMtsLSLpdAGb7P7X1SJ7vMCMijaDs0IMRjbe+Dj+etdLqOXYbo7OGAEOGzr/YADshTYMgVX/uzYadIzr0oBxXRqwdEcak1Yk8feRnOqIL4SogmBj5WdXEdqRAtdDSBcF4R10GGt3IqBOeYO6AqvUHza9KM/V//V08VqyW0GGJf8SPIaLo6Cw7aYnifAPBMBuOsmRKdfhLMjBENvYXcgXHM8lpGEEOsPFj0wZ1i6eYe3iWZmcwZvLk/h1X/pFH1MIUTmy9LZ3kf8tD6HojFpHEMLFEEBAXHf846/EGJOIX0RT9CF10PtHVnlQV2p+DkmlWmEzThezmZht3tXPdOW1D9IoNAoApyWfI1OHYMs4DEBIy77u/SwZhfiF+hNYK/iizqeqqvs579s0hr5NY9h6zMSkFUl8tT0Nh0wxJsRlERog37R6EylwPYTiH6Z1BFGD6IwR+NftRUBcZ/xi2uIX3vj0oK7wKg/qOpyX7W55LdkSezC3+gZ1ae2jnrfQM64JAKrTSer7oyk6tNF9e0CTLu7LlswCQHUXuKrTiaKrfGturlUlo8hO/VADfqcHuXSoG85nd3Tif5n5vL0qmXn/HKXIfmn7HAtR04X5S8nkTeR/y0PojOFaRxA+Rhdch8C6vTDW7oQxujWGsIbog2tXeVBXkd3Gwbwsks0ZZYrYw5dhUJfWnm7Xj7EJxQXsiYWPkbfl+1L7+Ndp7b5clFFA3mETsV3rAVCQeYygmHrlfngoKioiICCg1LYzLbdh/jrC/HX8dbyIPKuT3vUCCDjd7aFJdDDvDk/k5UEtmL76IO/9lYKpyDc+TAjhaaSLgneR/y0PoZMWXFEFhsjmBNTtiTH2CozRLUus1BVc5UFdZwrX4kUOXF0KjuVrN6hLazc1bMvETte5i9PMX6eS/fvMMvv5xTR0X7ZkFlJ0Kh/VqaLoFAIiapGbupew+q0A3NsBDAYDR44coX79+u5zqI5MVMUfnd415dhVdQIwW5zM2p5LRICOYU2DCfN3/R/XCvHn9eta8Wz/Zsxan8LU1QdJM1duPl8hxPlJgetd5H/LQ0gLriifDmOtKwioe5WrP2xUC/QhddEHRF/UoK4z/WBdy85mnO4fm0l6kUxHdbYOkXVY1PdO93Nt3rSUk58/We6+hpBYwFW8WrIKAbCaivCPDETv58+JLb8SWq+F68OHAmqhAyVQj8FgIDIykk2bNtGpUycURUFniMFhO4rFshFjYB8UxdWS+1jHcDacsPD0n1m0ivLjtpYhxATqUBSF0AADT/ZN4JGejfl0UypvrUxmf7rnDdQTwhtJFwXvIv9bHkLnFwQ6Azjl68UaR2fEv05313KzMe3wi0hAf3qlLkXvX+VBXe6WWLOrH+yZ6ba8bVCXlmoHhPDnkIcxnO47W3jwH459cDucozuG4h8EgDWnCPV0n9j8Iyb8I10zLgRExpFzaBuRTa5AURScJhsYFBQ/HaGhodSuXZtly5YxcOBAdDoder/6KLoQ8jJfJSjiIfSGWgB0ifOndbQfC3bn8fCKTNpE+TGubQj1Qlz9p/0Neu7p2pBxXRrw9U7XFGMbj5ou9dMlhE8Lk0FmXkVRVbVmfufogQ5/EI+z6OImiReeSWcMOz2o60r8olu7ZiZwr9TlV+VBXWdW50rKLV5u9lBuFoUOWer1Yhl1Bg7f8gK1Tq9KZk0/xKHXuuEwnyp///iWJPzfHgDMBzI5MHcrAOGtY0gY0x6A7OTNHPxtLh3vf8c94MyxKQtdx0j378CmTZs4ePAgw4YNw2BwtUGoziJyM5/Hz9iBgLA7SnU/2ZZuZfYOM+mFTuqF6rm/bSjNI8v+Tv1xIJ03lyfx+4GManqGhKhZ8t+4jkA/mQvXW0gLrgfR+YdLgevFXIO6emKs3RljdCsMYY1cK3UZQy9qUNfB0wVs8XKzGTViUJfWNt44wV3cOvKzOfL2decsbgGCWvZ2Xy7KKHRfNu3NcA8YC6nTDKe1gKz9/xDdshsASv0gHNtN6BPDURSFTp06cerUKRYuXMitt95KQEAAii6A0Ji3yM9+i5zjwwirNRO9X30A2scamdw7is/35fNrSiH/WZdDpL+O+9uF0qGWEd3pQndAs1gGNItlc6qJN1ccYMn2NGSGMSEqxk+vSHHrZaTA9SA6oww083SGiGauQV21OmKMauGameAiBnXl2oqKuxCYM4oXOajhg7q09u2Au2kTGQeAardy9J1hWNP2nvc+gY3OniLsNCfY86z4hfrjFxhKQGQ8KcvnE9m8CzqdHl2tANT9uajHC1Hquro4DBgwgMWLF/Pxxx8zevRowsLCUBQ9IVHPUmiaT07acALD7iYw/H4URU+AQce4NqF0j/fng+25pOU7eHOjiSAD3NUmlB51AjCcHtDWsV44i8Z0Jikjn8krk/l441EsMsWYEOcVKv1vvY50UfAgaYsHUpS6SusYNZwOY60OBMR3x1irA36RzdGH1ruoQV0ZRfmlWl/PLHKQZJZBXZ7orc438O92fdzXj826A9NfCy94v4YvrCG4eQ8ADszfinlf8bcxTce2J6JlDAApf3xM+q5VNOw3hlrt+gGgZlpw/JmBfmBtlGDXG2lWVhaLFy/GZrMxYsQI4uLi3Mez5P9MXuZrKLoIwmrNwGBMcN9mdagsPpDP9wcL3C20OuC2lsEMbBjonmLsjBPmIqb9eZAP1h3GLFOMCVGuRlGBHHz+aq1jiEqQAteDnPxhFAVJX2sdw/fpjPjHd3UN6opNPD2oq+5FDeo6lm8qMa1W6dW6TFYZ1OUt7mvRlfe73+z+HTi15CUyvvtfhe6bMOUIxmhXt4Gdb/+FpUQ3hegu8TQa7pojN2PvXxxaNgd0OjqNfx+dwTVwxbEuAzXbhv6aOBS96/zJycn88ssvAAwaNIiEhAR3NlvRBnLTn0JV8/APGUVw5GMoSvEgmIMmGx9sy+VwbumidUjjQG5KCCbUWLrQNRXa+GBdCtP/PMSJXJliTIiSEuPD2PpEnwvvKDyGFLgeJHPFBMzb3tM6hk/QGcPwr9MD/7grMca0xS+8CfqQMyt1VX5Ql8Pp5HB+dnEXghLLzh7MzZRBXT6gX1wCywY/4O6zmr16Lmkf3VPh+7ecnY/OGITqcLL5Pysp2cFVZ9TR4ZW+KIqCxZzB9vlPA1Cvx0jiO10LgJpjxbEyHaKN6HvGuH9H//rrL7Zs2QJA165d3dOIAdityeSmP4rTcRJ0YYTFzsBgbF18u1Plm+QCliblc3YvhJ51/LmtZQhRAbpSfw8Wu4OPN6Ty1sokkkt2tRCiBuufEMPv47trHUNUgnQq8SD64HitI3gVXVA8gfVKDupq7B7UhaKvdBFrcdg5mJtZPEdsbqa7RfZwXjY2p+MSPRKhtYSwGH4adK+7uM3b+Rtp8x+o1DEUP9dUYJacIs4eveW0OnEU2TEE+uEfFoMxJBJrXjapa7+iVmJ/9H7+KBFGlDoBqMeLcO41o2/lmhu7W7dupKenk5qayt9//43ZbKZfv34oioLB2JTw2vMwpz+Kw5aE+eRY/INvIDjyORSdEYNO4eZmwXSN8+eD7WaScopbc9cct7DmuIV2MX7c1SaUusF69xRj93dvyD1dG7BkRxqTliex+ZhMMSZqtnoRARfeSXgUKXA9iD447sI71TCGiAQC6vRwLTcbdXqlrqAzg7oqP6I111Z0uoDNLLXUbJI5g2MFJpzyhUaNE+YXwD83TMCod70cFqXuJHXmzeCoeH9U//qJ7g9UlozyWz0LT+QR2jgSgJA6zcna/zcAxzf+SP3uwwHQtQrDcbwIdV8ezhh/dLEB6HQ6Bg0axFdffUVubi579uzBbDZzww03oNfr0RlqEVZ7DnnpT2Oz/IMl/3ss+X8QVmsqBv+OKIpC/VAD/70qkp8OFbJoXx7WEq25OzJsPLEqiwaheu5vF0pChOsbDr1O4Zb2dbilfR2W7Utn0ooklifJFGOiZqoXHqh1BFFJ0kXBgxQcXsbJpUO0jnGZKRhj2xNQ5yqMsR3wi2qOPrQ++oAoFENQlQd1lSxezyw7m2zO5JQM6hIl6NCRNPI5Goa4Ck9bThqHXu2KPetopY4TefXDxI+ZAcCpv45y9Pv9Zfap3ach9Qa7BoOd2r6cwys/dd92xQMzMZxeJMKxKRv1qKtI1g+OQwlwfZA7deoUX3/9NQ6H65uEiIgIRo4cidFoBEBV7eRl/Rdr/o/u4/oF9ic0+lUUXfGb84l8O7O257I7q/xuNdEBrinGEmOLpxg7Y8PRHN5cnsQ3O2WKMVGzvDe8HeOvaqR1DFEJUuB6EGv6Do4t7KR1jOp3elCXf3xX/EsN6oq8qEFdpYpY98CuTHKshRc+gBDAn9c9zFW1GwHgLMojZWJvig5vqfRx6tw7l4he4wA48t0+0telltnHEGIk8fmeKIpCQUYquz77j/u22MT+NOp7BwBqvh3H7ydBBQJ16AfGoZye4mv37t2sWLHCfb+AgABGjRpFcHCwe1tBznsUmueWOLOR0JhJ+AX2KPW39tvhQhbuzaPQXv5bQJAB7m4bSvf44inGztifnsdbK5L5ZFMqVodMMSZ837d3d+GG1vItqzeRAteDOArSOfJhXa1jVIliDCWgxKAuQ3gTDMHx6PwvblCXe1aCEsXswdwsCuzWS/RIRE3xca9R3JHQGQDV6eDotKHkbfvxAvcqX6OX1hGU4Fq44cDcLZgPZJW7X4dX+6I3ulpkN896BIclv/i2+6bjd2ZhiW05qIdO3xYfgP7KKPff0IoVK9i9e7f7fjqdjltuuYXo6Gj3tqK8r8nPehMo7jdu8O9KaOyb6HQh7m0ZhQ5m78hla/q5/54MOri9ZQgDGgTiry/9d3zc5JpibNa6w+RaZIox4bs2Pd6bK+qGax1DVIIUuB7m0DvB4PTMEfm6oNoE1u3l6g8b3QZDeCP0QbUvelBX8fywxQO8UmRQl7iEnk8cwGsdB7t/Z9M+/hfZy9+v8vGaTUvFL9L14XTHpLVYs8ufGq7lw10Iruta0GX/99MxHdrmvi2qRXeaXnMfAGqhw9WK63C9POsSw9E1cRWmDoeDpUuXcvLkyVLHvv7662nUqJH7urVwDbkZz4Fa8hsNHSHRr2MMurrU3+vq1EI+3p1Hnu38bwdDmwZxY5MgQs6aYiyn0MZ7a1N4Z81BTuXJh0/he06+MojYEH+tY4hKkALXwxyZ0wRHXtmvNy8XQ3hT/Ov2wL9WJ4zRZwZ1xVZ5UFeezVK8yEFuJgfNrtkJks2ZpBbkyKAucdnd3CiRL/qOcRd4mT9P5uQXT13UMVvOLkRnDMBpd7Ll5ZVlZlE4o+7gpsT1aQRA2qafSV37Vanb29/9NsbT/YEdO02oScV9xvV9Y1EiXP1t8/Ly+PLLLyksLN0dp1evXrRr1654mjDLbszpE1CdpVuUDcb2hMa+jU4f4d6WY3Eyd2cuf5+48By4fer6M6pFCJFnTTFWZHMwb8NRJq9M5lCWTDEmfIO/QUfh/12vdQxRSVLgepjjX/TAcmLDJT2HMbY9/vFXYazVAWPk6UFdgWdW6qr8crOZRfmliteSLbInC3MvwSMQomo6Rddj3ZBH0etcv+fmDYtJffcWuJiXQZ2OVnPtKIpC0al8dk1df85dA2KDaPNv11yaeWlJ7PlqYqnbwxt3oNmQR1AUBdXqxLHsBNiLlyPTXxuP4ufKnpqaynfffcfZL+GJiYn07NnTXXg67KmYTz2G0364TJ7gqJfwD76xVJH6d1oRH+3Kw2S5cN/aDrF+jG0dSnxw6W9wHE6VL7cdZ9KKJLYdN1/wOEJ4sqbRQRx4boDWMUQlyTRhHkYf2gAutsDV+eEfVzyoyxDRDENIXXQBVR/UdbzARJK5uHgtWcTKoC7hDeoEhbHquofcxW1B0jqOzRpzccUtENCoeOGFogssjFCUXoDT7kRn0BFUqxE6gxFnif7kpkNbsZjTCQivhWLUoTQNQd13+kOiExyr09H3r4WiKNSrV4/u3bvz119/lTrH9u3byc3NZfDgweh0OvSGeoTX/ojc9CewW7eV2jc/678Umr8gvNY76AyxAHSND6BNtJGPd+ex+tj5V+Hbmm5j66osGocZuK9dKE3CDe4pxkZfUZfRV9Tl572nmLQiiVXJmec9lhCeql6ETBHmjaTA9TB+4Y0ruGMIgXV64h/XxTWoK6IphuA4dP4RVR7UdSQ/p3he2BLLzsqgLuHtAnQGtgz9N4Gnl8W1nkrm6LQbUW0Xv4xyUPNe7suWzAt/2LNkFRJYKxid3kBwXBNyU/eWuj3lj3m0GPY0iqKgSwjBcTAfbKdbU3PtOLbloG8fgaIoXHHFFZw6dYqkpKRSxzh06BCLFy9m+PDhGAwGdPoIwmq/R17GS1gLl5fa12k/QPbxawmKeJyA0NEoio4Qo46HOoRxVR1/Zu/IJbPo/K25h8x2nl+bTWyga4qxtjHFU4xd27IW17asxfrD2UxakcS3u05c7GcKIS6reuGyyIM3kgLXwxhKFLi6oFoE1OmFf1xnjNGtSwzqCqvSoC6rw87B3CzXlFpntcTKoC7hyzYNfZyYANcgLXteJkcmX4sjt3oWLQhoeIX7ctE5FnkoKS8lm8Barmm9QuKblSlwc1P3UZSVRmB0HRQ/HbrmITh3lfiaP6UANcYfpZ5r3tz+/fuTlZVFVlbpfrbp6el88sknjB49moCAABTFn5CY/6MgZwpFuV+UyVWQM5WivMWE1ZqJ3uAaMHdFLX/e7uPHwj35/H6kkAvVpemFTl7/x0SIAe5pF0bXOH/0p6cY69Ywkq/v6sKek7m8tTKZhZtTsTmk0hWeTxZ58E7SB9fDOG0F4LS7BnXpKj+oK99mPb2oQcZZK3XJoC5RM/0w8F6urdcSAKfNwpFJV1Owf021Hb/xy/8Q2KQLAPvnbCY3Ofu8+wc3CqflA67pyUxHdrL/myll9gmq1YjWt77k6otrd+L47SSc1SdWf3VtlBBXG0VOTg5fffUVVmvZb1oMBgOjRo0iPLx4iqNC86cU5EyHc5SsgWH3Exh+T6mBpbszrczansuJgop/EDboYEyrEPrXD8R41hRjqTmFTF19kNl/HybPIh+uheeaMawtD/Wo4LerwmNIgeuFsiwFrv6v7kUOzqzWJYO6hChpatehPNq6uAtB6vujMa8v23p5MZpNP45fRDwAO95cizXnwt0eOr7eH0Wn4LAWsXnWw6CW7QLQetR/CK7VCADnwTyc202ldzCAfnA8isHVp/jgwYP8/PPP5zznTTfdRN26xfNsW/J/Iy/zZaD87kc6XS1Ca7+Lwa/4jd3qUFm0P48fD164NfdswxOCGNIkiGC/0gNZswqsp6cYO0RGvnSFEp5HFnnwTlLgeqi0AnPx3LAlVulKNmeQLYO6hLig8S26M7P7cHdXnpNfPUfmD/9X7edpOacInZ8/TpvDNUVYBV5R2z7dA/9IV7++XV+8RsGplDL7BETG0/aO/7lacZ2qa17cs1tPo43oe8a4H+P69evZtGnTOc87YMAAWrRo4d7fVrSF3IwnUJ3nnunAP+R2giMfQVGKe7Ql5dj4YJuZo3mVb3ntXz+AW5oHExlQ+huqAquDuf8c4e1VyRzOltc44Tn2P9ufhJjgC+8oPIoUuB6o47dT2JZ1XOsYQnitq+s04+dB97sHOmWvnE3avPur/0Q6A63mWlEUhcITeeye/neF7tZ4dFuiEmsDcGT155zc+lu5+7Uc8SyhdZsD4Dycj3NLTpl9lOYh6FqFuQphVeX777/n6NGj5zx3ly5d6NKlS/FcubZD5J56FKcj7TyPM4Lw2JnojcXFsd2psjQpn6VJBVSlK23HWkbubB1CXFDp8QR2h5MvtrqmGNt5Qr6REtoK9NOT+/q16HSVn31IaKvyk56KS65ekCwHKERVtQiL5YeB97qL27wdv5K24F+X5FyBTbtWeIqwkrJ3FK9CFlqn+Tn3O/jrh+55bpUGQRBSdlywuj8PNd21OIOiKAwaNIjQ0NBzHnPDhg38/vvv7uMa/BoTHjcPvV+Lcwd25mA6eQf5WRNRVVc3AoNOYWTzEN7oGUWT8MqPV958ysqElVm8uDabgyZbcR69jjs61WP7k335/p4r6dk4qtLHFqK6tIgNluLWS0mB64GahcdqHUEIrxRhDODvGx/D7/QAzaKj20mdORIc9ktyvqAWJaYIy6j41+o5u9PdBV1InWbn3M+al4X5yE7AVbzqWpVfuDr/ykQtcnUXCAgI4Nprr8VgOHfRuX//fpYuXYrD4bqPTh9DeO3Z+AVcdd7clvylZB0dhK1oqzt/wzADr/eI5LaWwfhV4R0lyWTnuTXZPLYyk50ZllIDYa9vVZvVD/Xgz4d6MKR1baowhbeoInX2vahv31j25/cPzn2foztRP3kcddoI1Dn3oW4r3SdcTdmCOnc86oxRqD9PRXUUL0uvWvJdt5nTL9ljqorWtc/9YVF4NilwPVCzsBitIwjhdXTo2HbTk4T6ufq22rKPcWTK9TiLLt3X3AENOrgvWyrRgosT7PmuN3e/oDACIs89gOXgr7NRTw9C09UNgnC/cvdzrDyFenqJ4NjYWPr06XPeCGlpaXz22WdYLKdbf3VBhMZOwT946AXC52E+dS95GS+gOl0D6nSKwtCmwUzqFUXLyPLzXcjJAif//dvE/b+nsz6tCEeJ5Y57NI7iu7uvZPsTfRnTqR4GaVG79G5/G8Z/XPxz82uu7S16lLu7ajoBX78K9VrDmGlw5UhYPht1v2shElV1wk9TIHEwjJ4EJw7A9mXFB1j9MSQORgnzrAaeNnFS4HorKXA9UKuI2lpHEMLrrB3yMPWCIwBwFOZyZMr12LNSL+k5jXHF3QsqMgduSQXHigd2na8V116UR3byZvd1Xauw8ncscuL4J9PdstqyZUvatm173gxms5kFCxaQl5cHgKIYCIl+icDwC/dXthYuIyu1P9bC9e5z1gkx8OpVkYxrE0KAvmpFaK4Vpm42c9ev6fx2uLDUXLlt4kL5ePQVJD03gEd7NibIWPmpFEXFKEHhKMGR7h8OboCIOKh3jt+pbb9AWCxKv/tQouujJA6CtlfDxqWu2wvNUGiCDtehxDSApldCpquvuHpsN5xMgo43XKZHV3GtpAXXa0mB64HaR9bROoIQXmVhn9u5MrYBAKrDzrH3bsFyZNsF7nXx/CJKTLtVgVXMSsrZU7zQxPn64QIc+m0u6umFWHRxARBlLH/HExbU5Hz31Z49exIXd/7pjaxWKwsWLODUqVPubUHh9xMc9R/gQgWkldz0h8lNn4DTWXzewY2CmNw7isSYc+SsAKsT5uzM5c5f0lm8P48CW/FUag0iA5l2U1sOv3A1Lw9qTnRQ1c8jLkx12GD3Smh79bkXGDq+F0osegJAoyvgZBKqww6B4RAcBSlbUG0WSN0NsY1cx/79fbj6wSrN/X6ptakdonUEUUVS4HqgCP9AGgRHah1DCK/wUoeB3Nq4g/t62oJ/kbf9l8tybt2ZFmOrA5vZUqn7Zm1JK9EP9/wFrtNWRMbedcXnPVcrLuDcaULNdg0E0+v1DB48mKCgoPMeX1VVvvrqKw4ePOjOFBByI6Gx00A5/30BbEVryU4dgKVgufv+sUF6XugawfjEUIINVe9S4AS+OlDAuGUZzNlhJqfEohDRwUZeHtSClBcHMPXGNtSPkBWnLomkv8GSD20GnHufghwIPmuAdFAEOB1QaHYVxkOehvWLYP5DUKuJq4X3nyXQoD0Y/FE/fxp17oOoW364lI+mwgIMOppEy/Rg3koKXA/VPipe6whCeLxRjTvwcodB7laljB/+j5yVsy/PyQ1GFL2rv2ml+t+e5rQ6cRS5Br8FhMfid7pYPpfDKz7BeXqwnC7WHyXW/5z7Ov5MR7W6WjyDg4O55ppr0Oku/HL/888/s3Vr8QAyY2B3wmvPRtFXZFyAnbyMpzGffACno3hRin71A3m7TxSda198K+tvR4p44PdMJm/I4WS+3Z0z2Gjgsd5NSHquP/NGdaC1tLpVrx2/QeNOKCHRF9jx7A8yp7uXnP77VOq1RrljCsp9c1CuHg+mk7B7BfS4HX4+3T931BuwbhFq+qFqfxiV1Tw2xL3UtPA+UuB6qPZRdS+8kxA12JWx9VnQ+zZ3cWv6exGnFj9/2c4f1Kyn+9yVmUGhpMKTxV/rX6ibguqwkb5zpfv6+VpxcYJjdfFMDXXq1OGqq84/Q8IZf/31F6tXry6etsvYgvDa89AbKrZUqd26mexjAyjK+8F9jMgAPU91juCxK8IIM158wbDhlJVHV2bx8rpsUkpMMean1zG2c312PtWPb8Z1oXtD+SbsYqnmU3BkG7QbeP4dgyIgP6f0tgIT6PQQULYfq6qq8Nu70OduUFU4dRCa90AJioD6beDorup6CFUmA8y8mxS4HkpacIU4t3pB4ay49l/oT7dKFhxYy/HZY11vlJdJULPigrEyc+CWZN5X3A83pO75C1yAI6u+wGl3dT9QoowocQHn3jnPjmNLtrv4a9++Pc2anXswW0k7d+7khx9+wOl0tQLrDfGExX2Ewb9jhe4PkJ/1CqYTd+J0ZLq3XVUngLf7RNOzzrlbnytjX7adZ9Zk8/iqTHZnWim5btGNbeJY+0hPVv7rKq5rVatazlcj7fwdgsKhSZfz71enJRzeWnrb4S1QOwFFX86UdTt+g8BQlISuxUtVO09P5+dwgFr5VfKqm3wT4N2kwPVQ7aNkoJkQ5QnQGdg89N8EnOkecOIAR6cNdQ1cuZw5Sk4RVskZFM7I2FzcDzf0PDMpFHNyYsuv7mvnbcUFOFKImlqcrV+/fkRHX+hr5tN3PXKEL7/8EpvNNZ2ZThdGWK2ZGIMGVej+AA7bHrKPXUNh7iL3VGdhRh2PXBHO053DiQqonregtHwnr67P4f7fM/jnrCnGejeJ5od7urL133247Yq68pVzJaiqE3b+Aa37lxkApv75MerPU4s3tB8M5lOoKz9CzTyKuuM32PE7dB5W9rgFOfD3l9DPNVuHEhACUfVh03eox/fCke1Qp9WlfGgVInPgejcpcD1U07AYQv2qp5VDCF+y5aZ/Ex3gGvhhz83g6JTrcORlXuBe1c8YV1yQVnaKsDPsZivO07MDBEbXRe9/4QFdx9YtxWF1zT+rhPuh1D3/wCrnphzUvNNz7vr5ce2112I0Vqw/bGZmJp988gmFha4uGIpiJDRmIgGhd1To/mcUZL9FTtqtOOzFywF3qu3P272j6F//PK3QlWS2qrx9eoqxP44UYitR6CbWCePT2zty4Nn+PNSjEYF+njdi3+Mc3ga56a7BYGfLz4YSizIo4XEw/GU4ugM+ecw1mKz/fSjNy+kas3w2dL4JJbTEh63Bj8G+P2Hpf6HLMJT4C3+jcalJFwXvpqjqZfxOT1RKrx9n8tepFK1jCOExfh10P1ef/irfaS3i8KQBFB74S5MszWemYwh1Db7a9vqf2POsVTpOy0e6EFzH1RK7/7vpmFIuPL1ZXMfB1O95CwBqnh3HHyfd43nKZQD94HgUg6tNIyUlhR9//LHCGQ0GA7fccguRkcV9WgtzF1GQ/TaueQ4qLjD8IQLDxqIoxe0rOzKsfLjdzKnCyh3rQnTALS2CGNwoiEBD6fac9DwLM9Yc4t21KWQX2so/gKixwgMMZP/vWq1jiIsgLbgeTLopCFFsZrdh7uIW4PjsOzUrbgH0Qa4pkRxF9ioXtwC5SdnuyxXrpgAnNv+Cvcg1QE0JMaA0uEDLrx0cazPc3SEaNWpEly4X6FNZ8u52O5999hlHjx51bwsMvZXQmDdBqdw3TYWmd8k5NhS77Yh7W7sYI2/1jua6RoFlxuFfDCfwxb4C7vo1g3k7czGVmGIsNsSf1wa35PCLVzP5htbUDa++lmTh/TrXj9A6grhIUuB6MClwhXB5pFVPxrcs/qrz5KKnMf/zlXaBjEGgcw2cqeoAszMyNxd/bX++Fc3Olrq2+PHrWoRe+NU824Zzl9ld5Hbp0oWGDRtWKut3333H7t27i6cRC+pHWK33UXThF7hnaU5nGqa04eTnzEBVT0+VZlAY2yaU166KpG5I9Xcf+OVwIff/nsnUTSZOFTiK5yD2N/DvPk1Jfm4AH93Snpa1ZGCRgK4NZAYObycFrgfrElNf6whCaO7aei2Z0nWoe0qurOXvk/nTW5pmCm7Z+6KnCDuj6GQ+TsfpOWtrN3bPrXsh6btWYytwLferBBlQGl14Qno1KQ/1lGswnqIoXH311YSFXWCg2llWrFjB+vXFy/P6+ScSXnsuOkPlpzYsMn9M1rHrsFsPuLc1j/TjzZ5RDEsIooqr/Z7X+hMWHlmRyavrsjliLp5izGjQMe7KBux+uh9Lxnama4OI6j+58BpdpAXX60mB68HaRcbLQDNRo7WKqM3SAePQnS4mc7f9xIlPHtE4FQQldHdfrsoiD2ezZrmKZJ3eQEhcxeabBTi8cqH7sq55KBWpCJ3rMlELXV/VBwQEcO2112IwlDON03ls3ryZZcuWFU8j5teQ8NrzMBjbVOo4rkBZmE6MJi/rDVT19GA4vcKoFiG83iOSRmGVy1ZRe7LtPPVnNk+symRvVukpxoa1i2fdo71Y/mB3rmkRe0nOLzybfMDxflLgejC9Tke32Mp9hSiEr4gyBrF+yKP4nZ6eqPDwFo69d6tr6U+N+ddv775c1RkUSso7lOO+fKFle0vKTtqAJdc1g4QSoEdpUrFlRR2rTqE6XAVdTEwM/fr1q3jY05KSkvj666+x20+vrqaPIqzWLPwCe1X6WACWvCVkHRuErWiHu9hsHO7HxB6R3NoiGL9L9G51LN/Jy+tyGP97JptOFuEsUej2bRrDz/d1Y/PjvRnVoY5MMVZD1I8IJC5M+mR7OylwPVyP2hVvzRHCVxh0OrYNe4KQ099g2DKPcnTqEJxFeRonczHWSnBfro4W3MxtJ9yXL7Si2dkOL1/gLgh1zULBrwJFWJETx9+Z7vs1b96cxMTESp0X4OTJk3z22WdYLKe7PegCCI2ZjH/IiEofCwBnLuZT48jLfBnV6TqmXqcwPCGYN3tF0Szi0rTmAuRYnUzaaGbcsnRWHi3EXmKKsQ51w/nsjk7se6Yf47s3JMAgb52+rFvDCK0jiGogf6Ue7qpajbSOIMRl99f1j1LnzCwFhWaOTL0ee/ZxjVMVM0TEuS8XXWQfXIC8gzmopwuqkPgEUCr+0mw6vAOL6RQAilGHLqGCg6ROWXAmFX9guOqqq4iPr/wKirm5ucyfPx+z+XR/YEVPSNRzBIb/q9LHOsNa8BNZqQOwFm5wF+F1Qwy8dlUkY1uH4H8Jp7AtssP723MZ83M63ybnU2QvnrqsSXQw741I5NALV/Nc/wTCAy5dwS2007NRlNYRRDWQAtfDdYttiKESb3ZCeLtF/cbQKaYeAKrDTurMm7Ec3aFxqtL0ga7i215gw1FQPXOoWs2nWyyNAQRVcoDpwd8+cheCStMQMFbsNUPdZUbNOn1evZ7BgwcTFHThxSbOZrfb+eSTTzhxorglOij8bkKiXwOqWgQWkZv+ILkZT+F0ulrJdYrCdY2DeKt3NG2jKzYYr6qcwGd78xn7awYLdueSay0udGuH+vP6da04/OLVTBrSivgwGSvhS65qLAWuL5DKycMF+xllujBRY/y342BGNCz+qjzt4/Hk7/xNw0Rl6YIiUPSuoq06uieckX/U5L5c0flw3fdNS6IwMxUAxaBzDTirIMeaDFSrq19zUFAQgwcPRqer2lvDkiVLOHDggLvY9g++jrBa76AoFesbXB5b4UqyU/tjKVjlPm7tID0vdYvk/nahBBoufb/YHw8Vcu9vGbyz2URGYfEUY2EBfjzZN4GDzw/gw5sTaRZT9ccpPEOIv54OdSo37Z1Wjh49yj333EOdOnUwGo00bNiQxx57jMzMTFJSUlAU5bw/r7zyinu/rVu3ljl+3759mTBhQqnr5R1n/Pjx7n1Kbg8JCaF9+/bMnz//0j8Z5ZAC1wtcVbuR1hGEuOTuaNqJ5xIHuKffSv/udXJWfaRxqrKCW/ZxX66OAWZnZO845b4cUrfyy5Qe/HVOcStu42AIqODLuxMcqzPcXSTi4+Pp0aNHpc9/xrJly9i8eXPxNGIBVxJW+yN0+tpVPibYyct4AvOpB3E6c91bBzQIZEqfKDrWqtjSwxdrbZqFh5Zn8t+/c0jNtRcX8gY993ZryJ6n+/HlnZ3oXN87CiRRVtcGkV4xmPDgwYN07tyZ/fv38/nnn5OUlMQHH3zAH3/8Qffu3QkNDSUtLc3988QTT9CmTZtS25588slKn/e+++4rdYy0tDQmTZpUap958+aRlpbGtm3buPXWWxk3bhy//vprdT30CpMC1wv0rCUDzYRv6x7biLm9bnUXt6Z1n5H+9UsapypfYNNu7suWzIvvf3tGzq5T7oKpsi24AIWZR8k/eQgARa+ga1GJ+W3z7Di2ZLvPn5iYSPPmlS+yz1i/fj0rVqxwH89gTCCs9lz0fgkXuOf52S0byU4dQFH+L+5jRwXoeaZLBI90CCO0IgPsqsGuTBtPrM7iqT+z2J9dPMWYTqdwc2Id/nmsN8vu78bVzWIuSx5RfXp4Sf/bhx56CKPRyLJly+jTpw8NGjTg2muv5ffff+fYsWO8+OKLxMXFuX9CQkIwGAxltlVWUFBQqWPExcWVmUs7IiKCuLg4mjZtyvPPP09UVBTLli2rrodeYVLgegFpwRW+rH5wBL9fOx796b7m+ftWc3zOOCgxXZMn8a/fzn25OltwcYI9//Q8sEHh+EdUvsUz+ddZxa24DYMguBKjsY4Woh4pfjz9+vUjJqbqBdqePXv47rvvcDhc3R/0htqE1Z6Dwb/iSwSXz0l+5ouYTo7D6She5rhn3QDe7hNN9/jL1x/2aK6Dl/7K4V/LM9ly0lJqirGrm8ey7IHubJjQi5Ht4/GCRkEB9PCC/rdZWVn8+uuv/Otf/yIwMLDUbXFxcdx+++0sWrSo1NzOWnA4HHz55ZdkZWXh53dp+8yXRwpcL1AnKJwmodFaxxCi2gUZjGwe+m8CzvRpPb6Xo9NvQrVbNU52bsbYpu7L1dkHF6DgePHX75WdLgzAakonN3UvAIpOQdeycquUObfkoOa6imyDwcDgwYPx9696wZiamsqiRYuw2VzH1OlCCKv1Dsag66p8zDMc1p1kHxtIYe7XqKprAFi4v44JHcN5slM4kf6X7+0tq8jJ/200cc+ydFanlp5irFO9CBaN6cyep/txf7eG+MsUYx4rwKCjpxcUuGf6ubdq1arc21u1akV2djbp6ekVPuZVV11FSEhIqZ8///yzzH7vvfdemf0+/vjjUvuMHj2akJAQ/P39ufXWW4mKiuLee++t3IOsBvKX5iUGxF/cV3tCeKItQ/9NlL9r1L7dfIojU67DmZ99gXtpyxBePEXYxS7Te7ac3cVvSFXppgCQvGy2u+BT6gVCaOVmMXCsOoV6emqs8PBwBg4c6O46UhXZ2dksWLCA/Px8VybFj9CY1wgIu6vKxyypIHsiOWm34bAX92HuEufP232i6Fvv8k7WX2CHd7e5phj7ITkfi7240G0WG8IHNydy6PkBPN2vKWEyxZjH6dM0mkC/SzgH3WXi/hanEn+3ixYtYuvWraV+OnfuXGa/22+/vcx+w4YNK7XP1KlT2bp1K7/99hsdOnRg6tSpJCRc/hpGClwvcU29llpHEKJa/X7NeBLCXF+BO62FHJ12I7b0QxqnujBdoGuGAlueFUeRvVqPnbUlzf3mVJWBZgD2/BxMKa5p1RRFQdeqcq242MGxNsOdo2HDhnTpcnHdCoqKiliwYAGZmZnubcERDxMc+Rxw8QWF055EzvHrKDR94i7ug/10PNg+jOevjCA28PK+1TmBT/bmc+ev6SzcnUteiSnG4sIC+L/rW3P4hat547qW1A6VKcY8xTX/z955h0dRdn34ntmSzWY3vYdACIGE0It0Qu8gKgqCKNhfewEL9q6fCthFBaSpiIIoqKAoVar03jvpvW+2fH9sMpuYAAGS7CZ57uvaK8/MzjNztmTnzJlzfic60NkmVIqoqCgkSeLAgQMVPn/o0CF8fHyuKMUoPDycqKioMo//pj+A/aL3v9v9Nwc3ODiYqKgo+vTpww8//MBDDz10UVurE+Hg1hL6hTQVeriCOsOMbjfTJ9R+RW+zWjn/xXjyj29xslWXRzb4IxW3Dq7q9AQAq8mKpdDuNOu8AtF4eF/Vfk78MROb1e5UyaHu4H2F+W/pRVj3ZSpO7nXXXUdERMRV2VKC1Wpl4cKFnD59WlmnM47CGPAeSFUTac3L/JCM+JuwFJ1V1rUJ0PJ+nC+DI9xxRhrsLyfzufvPFD7ZlUlqKYkxL3cNz/Rtysnn+jFjVGua+F25/rCgahkUHeBsEyqFn58fAwYM4LPPPiM/v+xdpISEBL755hvGjBlzTXdeqoqoqChGjRrFlClTavzYwmOqJXhqdXQJbORsMwSCa+aJFnHc06yzspy4cDLZ/y5xokWVx6N5b2VclQoKpSlIyFXGhqtMU7AU5pJ2dJuyfMVRXMB2PBdbQoGy3L9/f7y8rl3+avny5ezdu1dx9LTucXgFfoEkV03uo9V8joz4G8nL+BybzV7gplPL3NnCyMtdvQm5ksK7KmT9+UIe/DuVt7ZmcD7HITGm06i4r2sjDj3Tl+/Gt6ddmJAYcwaNfNxpHlR5/Whn88knn1BYWMigQYNYt24dZ8+eZcWKFQwYMICwsDDefPPNajluXl4eCQkJZR7p6ZdOK5s0aRLLli3j33//rRabLoZwcGsRg8KinW2CQHBNDG8Qy3vXjVAiC2mrPiFt5XQnW1V53CMdjnmVKiiUIvOI4zb+1ebhApz662tsVruDJwfpwO/KtWKtW9Kw5dkjym5ubgwZMqRKqqHXrVvHP//845ARc2uBV9BsZHXDa953CflZs0g/Pxyz6biyrrmvlnd7+nJ9pN5pqgZ7Uop4cm0az65P51gpiTGVLDGmbRjbn4hjxb1d6BMlCotrktqSnlBC06ZN+ffff2nSpAljxoyhSZMm3HffffTp04dNmzbh61s9xXJfffUVISEhZR5jx4695JxWrVrRv39/XnrppWqx6WJINmfrSAgqzb8pZ+m87ENnmyEQXBUtfYLZfv0TqItv8WfvXMbZj26EYiesNtBw8goMrQYBcOLbvWWaM1QVak8trZ/tgSRJ5CWfYf93r1z1vhr1nUBgS3tjCltKIZYNKVe+EzcZ1cBgJJXdIzx69GiVaVo2bty4TOc0qyWD7OQnMZv2VMn+S3AzjMXD51EkyeGcH88oYsaeLM5kO/f756eTub+VkVYBWuT/3FLedjaD//v7GEv3xWMVZ+pqZfGEjtzYKsTZZgiqEBHBrUV09A8nQHflwswCgbPx13mwcdijinObf2o75z4fW6ucWwBNgKPpSnVFcM1ZJkXFwN2/ASpt+UKPynJ6zXysFrtEl+TvhhR4FQVNhVYsW1KVSGPTpk1p06bNVdtUmpMnT/Ljjz9iNtujxLLKG8/Az9C6966S/ZdQmPMdaecHUVS4X3kdTbw1vN3Dl1uaeeBM5a7UAitvbbNLjG04X1Zi7Lpwb36c0JH9T/Xhrk7haFXilF0dqGWJfqIpR51D/LfUMgZcwy1LgcAZqGWZ3SMn4aGx3yIvSj3D2WnDsRXmXmam66H2cjRfqK4cXHA4z5IkY7gWiUCrlcTdfymLcuyV5+ICkFSI9ahDo7dbt26EhoZevV2lSE5OZsGCBRQU2PN9JVmHwf9ddIYxVbJ/BWsWWYkTyE17DZvVrrOsliVuburBOz18ifJ2rmxXnhk+3pXNhJXJ/H4yj0KLw9GNDjQwc3Rbjj/Xl0m9IjG6CYmxqqRrhA+euppvRCCoXoSDW8sYFCbkwgS1i60jHidYb3esLHmZnJk6FHNmgpOtujpkN/sdlKKsQqym6os+Zx1LU8bGq5QLK+Hchh+xFBUCIHlrkUKvTrHAdiAbW6p9P7IsM2jQIDw8PK7JthJyc3OZO3cumZmZdjslGQ/fp9B7PwZVrH1QmLuMtHP9KSrYrkRzw41qXu/mw+3NDWidfFY0W2HOgRzuWJHMd4dyyC1ySIyFebnz3ogWnHq+H28MjiHQcOV51YLyDK5l+beCyiEc3FrGwLBoJKeI3QgEV86PfSfQxtce6bOZizj38U0Unt/vZKuuDrV3qCIRVlANEmGlSd0er4wNV9HRrCxWEv79TVm60u5mpbGsT8FWaHfs9Xp9mfzZa8VsNrNgwQIuXLigrHP3vB2D35tAVTtyeWQl3U92yrPYrPZIvCxJDI/U816cL819XSOat/R4Hnf9kcLnuzNJK3BcUPnotTzXvyknn+/Ppze1orGvkBi7FmpbgZmgcggHt5YR6G6go38DZ5shEFyWtzoM4YaGLZXlC1/fS+6Bv51o0bWhLy0RVsUdzP5LQWIuVktxw4KgCCTVtd2SvrBtGRaT3WbJU4MUfvV5vZa1ydiK80SDg4Pp2bPnNdn2X3766ScOHTqkRFfdPAbiGfgxknz1jvnFKMr/i7Rz/TDlORQdgj3UvNLVh7tbGnBXu0YwYc25Qh74K5W3t2ZwoZTEmLtGxQPdIjjybF8WjGtH65Cqf4/qOoEGLe0bCGm2uohwcGshN0W0drYJAsElmRjVkadb9VXkwJKXvkrmhrmXmeXauEd2UsbVHcEFMKXbc1JllQaPoMhr3t+5TT8pYznG8+rv/OdZsGxPV5ysli1bEhNTtalTf/31F9u2bVOOodF1wDNoJrIq+DIzrwYT2SmPkZX0KFZrjrJ2YCM978f50jbAddIAdiWbeGJtGs/9k87xjKIyEmPj2jdg16Re/HpPZ+IihcRYZRkcI6K3dRXh4NZCRjVq5WwTBIKL0jMokq96jFac24x/5pH80yvONaoKcAtzRKMLq0lBoTQ5Jx3i6deih1tC0u5VFOXbHTjJQ43U6Bpua5/Px3bK8R706tWLgICq7QK1bds2Vq1a5dDK1UTiFTwHlaZ69MDNhZtIP9eXwtw/lWP6u6uY0smbh9oYMWhcI5oLcCLTzHP/pPPo6lT2JhdiLaX2OSQmkDUPdmPjIz0Y2SIYF2hm5dLc3LpqiiUFrodwcGshTTz9aesr/ikFrkdjgy8rB92HXNxWOvfgai7MusfJVlUN2oAIZVydCgolpO1OVMbXnodr5+yG75WxHO15TWcA6+4MbJl2CTK1Ws3gwYPR6aqm5W4JR44cYenSpVgsxQ0rVP54BX2JRtelSo/jwEpO6hSyEu/BaslQ1sY1cGdqLz86B1+FzFo1kpRv5Y2tmdz7RzIbLxRgKSUx1qWRDz/deR37Jvdm4nXhaFTC0/0v3u4aBjarHe15BVeOcHBrKaNEmoLAxTCotfx7/RO4FeeLFl44yNmPboJiHdbajsrTcSuzJlIUso+nK7muhpAmVEUoLvXgP5hyMgCQ3FVIkdemq21Zm6Ro9np6ejJw4EAlcl9VXLhwgW+//RaTyS7tJckeGAM+wM1jRJUepzRm027Sz/enIOdnJZrr7SbzZAcvnmzviZeba506c8zw4c4sJqxMZuWpPEylJMaaBxmZPaYtx6b04/GekXhondOq2BW5sWUwWmeKIAuqFfHJ1lJujqgaoXWBoKrYdcMkvN3sxUvmzETOTB2KNS/DuUZVIbKbXRLLlFGArZR0U3VSlG2X5VK76dH7h1fJPk+vma84bXJTA1xLIZUVLOuTHXJb4eF07tz5MpOunKysLObOnUtOTnGKhaTG4Pcy7p73VvmxSpOb9joZCbdhNTs6wHUO0TEtzpe4sKqNVlcFRVaYvT+H21cks+hwDnmlvqfh3u5MG9mC0y/059VB0fh7uE5usbMY3VbcCa3LCAe3ltLMK4BWPqKtoMA1WDPkQRob7YUt1sI8znwwgqKUU841qgpRBzRGKk67qInobQk5ZzOVcVWlKWSc2Ikpy+6wSW4qpCbX2B0x04xlb6bi5Hbo0IHGjRtfZtKVYzKZmD9/PsnJyco6vff9ePi+CFRfVNJadIT0C4PJz/oWm83uMBq0Mg+19eTZ67zw07nmaXTxsTzu/COFL/dmkV5KYsxXr+XFAc049Xx/PrqhJY18rl5Rozbj76GlX5ToXlaXcc3/TEGlEGkKAldgZvfR9Ay2V/nbrFbOzxhHwYltTraqajHE9FbG1S0RVpqMvUnKuCoKzUo4+dccRxQ3ygDXWkB1IhdbfIGy2L9/f7y9va9tnxVgtVpZtGgRJ06cUNbpDCMxBkwHqXq1YPMyppERPwqL2aHT2y7Qjam9fBnQ0N1l1cn/OlPA//5K5f+2ZZCQ65AY02tVPNyjMUef7cvcse1oGWx0sqU1y02tQlCL1sd1GvHp1mKEgytwNk+17M3Eptcpy4nfPkH2jp+daFH1oIt0vMbCGozgpu9LUhwSYxVFcAGyzx2kIN3eTELSyMhNr925sW5Nw5ZnBkCr1TJkyBA0muppmPD777+za9cu5b3RunfDK+hLJLl65bGs5rNkXLievMyZ2Gz2qKi7WuaeVkZe7OJNsN5181t3JJl4bE0aL/yTzslMh8SYWiVze4cG7Jncm1/u6kT3CF8nW1oziPSEuo9wcGsxsd5BNPcKcrYZgnrKDQ1b8nbHYUpRUerKD0j78yMnW1U9uIXGKuOCGpAIU7CCOddepKfx8MLNq+o0O0/+OUtxcqRID6iCwinLmmRsxQVOvr6+9O3b95r3eTH++ecf1q1b53DUtDF4BX+NSh1RbccsIT9zBhnnR2IuOqmsa+Gn5b04X4ZHum40F+BYpplnN6Tz2JpU9qeUlRgbHhvE+oe7s/6h7gyPDaqzEmNBRjd6Ca3gOo9wcGs5NzcWUVxBzdPWJ5Tv+9yhOLdZ25eS+N0kJ1tVfWj8GynjmpAIK03ehWxlXJVR3NzEk+QlnwFAUsvI0VVwi9pkxbI5RXE6o6KiaNeu3bXv9yLs27ePX3/9FavVnhurUofiGTwbtVvbajtmCVZrApnxt5CTPh2brThyrZK4vbmRN7r7EG5w3WguQGKelde2ZHLfqmQ2x5eVGOve2Jdf7urEnkm9ub1DA9Ry3fJ0b24dgqqOvSZBeYSDW8sZ36SDs00Q1DMCdQbWD38YtWz/+cg/sZXzM24DW80oCzgDtcGulWmz2ihMq1kHN/OQo4LfUIV5uAAn/vjKEcWN8AD3KnDKkk1YDzmc8i5dutCgQfW1Fz99+jSLFi2iqMge6ZZlTzwDP0Or719txyxNYfY3pJ0fjLnQ0V44ylvDOz19GRWlx9XlZ7NNMH1HFhNXJvPn6XyKSkmMtQg2MndsO45O6csjPRqjryMSY6PbiPSE+oBwcGs5UZ7+9KyCNp4CQWXQymp23zAJvdouMWRKPsmZ6SOwmWrwtr0TkNzsBUymzAJF97WmSN2Z4MjDDau6CC5AQdoFcuKPASDJEnJM1RQa2Q5nY0uxS5zJsszAgQMxGK5RreESpKamsmDBAvLz7RcfkqTF6P8OOuNt1XbMMlgzyEwcT27aW9hsdr1etSwxOtrA2z18ifRS14wd14DJCjP3ZXPHimR+PJJDfimJsUY+ej68oSWnnu/PSwOa4auvntzqmiDMS0dPkZ5QLxAObh2gdJGPQFCd/Hv94wS6250gS246Z6YOxZKVdJlZtRttSLSSilETLXr/i7XAjLXQXtCk8w5Crfes0v2fWPmlI4rbUA+GqnHGLBtSsBXb7e7uzuDBg1Gpqi8CmJeXx7x580hPd7Q49vB5Ar3PJGrqVFeY+xNpZwdSVLBbeU8beap5s7sP42I80NSCM64V+OFoHhP/SGHm3iwyCh0SY/4eWl4ZFM3pF/oz/foWhHvXPomxW0Rr3npDLfh3E1yOmyNa46EWot2C6mVpvztp4RMMgM1s4uxHN2GKP+Rkq6offXScMi6o4fzbEvITc5RxVebhApiyU8k6cwAASaq6KC4Udzorzu0MCgqiZ8+eVbbvijCbzXz77becO3dOWeduHIvB/x2QaqrNbg5ZSXeTk/I8NqtdOk2WJEY28eDdnr5E+9Se6OefZwq4f1Uq7/+bQWKuRXHaPbRqHouL5NiUvswe05bmQdUXna9qbusQ5mwTBDWEcHDrAAaNG7eIzmaCauS9jiMY0bCFsnxh1t3kHVrjPINqEPfGpSTCnBDBBcg8kqqMq9rBhZJcXPstabmBHjyr6JZ6nhXLv2mKY9SiRQtiY2MvM+na+fnnnzlw4IByXDd9XzwDP0OSvar92CWY8v8g7VxfTPlbFDtCDWpe6erNnS0M6Fw9ObcU2xJNPLomlZc3pXOqlMSYRiUz8bpw9j/Vh58mXkfXRj5OtvTSdGjgRYcG3s42Q1BDCAe3jjBBpCkIqol7mnXmiZaOKGbSkpfI3LjAiRbVLNrQ5sq4RiXCSpG2PV5xKgxhVVtoBmDOzyLjxC5lWY6twjSICwXYTuYqi3FxcQQGVp3c2cVYvXo1mzdvdjhjbm3wCpqNrKrJCJ6J7OSHyE5+EqvV/h7IksTgCD3vx/nS2r923Xk7nG7mmQ3pPLE2lQOpJuW9BRjZMph/HunBmge7MSSm+j/fq+H+Lo0uv5GgziAc3DpCXHAkTYyukzhvO3wO64c/YX1iBta7pmLbcbTs89uPYp36I9ZHP7U/f+bK8jhtWw5hvWsq1o+Xll2/6SDWSV9gfeRTrIvWln0uJRPrlNnY8guv6jXVR3oHR/F5t5uVHNSM9V+T8vPrTraqZtH4lZYIc46Da8osVIrb9P7hqLRVn/t44s+Z2Kz2fEs52B2q8Fa6dU8mtgx78ZVKpWLw4MHodLoq2//F2LFjB3/88YdDRkzTCK/g2ai01R9FLk1RwXrSz/WjMG+14hQG6FU839mb/7U24qGuPdFcgPhcK69uzuC+VSlsSyjAUsrRjYv049d7OrPryV6MaxfmMnJcRjc1t7YT6Qn1CeHg1iFcKopbWAThAUjj+130ealpGNLNV56TZ0vJwrZoLTQr+2Nly87DNucPpDG9kJ4cBf/sx7bb0dLTNm8V0s09kdxrKhevdtPE6MfvA+9BLnZuc/av4sLX9zvZqppHXXzhaLNYKUwruMzW1UdJ9FiSZAwhUVW+f6upgNTDW5TlKo3iApZ1ydiKK/ONRiODBg1SLpyqk2PHjvHTTz9hsRQ77yo/vAK/QKPrUe3HLouZnJSnyEq8H6slU1nbJ9ydqb186RhUu6K5AFkmG+9vz2LiimT+PpNPUSkt3dahniy4rT1Hnu3LQ90jcNc4V2LstvZhGNxcX81CUHUIB7cOcUdUR8UZcTZS68bIN/VA6lDx7VSpWyzS9V0h9spuGdmsVmxf/oo0shsEeJd9MjkT3LVInWKQGgdDTDhcsOcu2jYfBLXqovYIyuKp0bHt+sfRquwnhIJz+zj3yc1gKXKyZTWPpLFHSwszCqDUCbymyT7uUAeoaj3cEk6vnofVYm9aIAfokPyr8GLQCpb1yUoEs0GDBnTp0qXq9n8JEhIS+OabbygstN+9kWR3jAFTcTPcVCPHL43ZtIP08/0oyPlVeS98dCqe6ujNY+088dRe3W/4wUUf8ucTg1hySyQ/3xbLhjcmkHXu2CXnnNv4K2tfuIWfx8Wy5JYm/DVpKAnbV5fZJmHnWn67rys/jY5iy7RHsBSZlOdMuVn8dl9X0hPO8cXebO74PZmfjuWSX0pKr7Gvno9vbMWp5/vxfL+m+Lg7p8juPpGeUO8QDm4dItzDm/4hdduBs/2yCYx6pLhW5Z8M8gGTGdvpRGw5+XAyEcIDsOXkY1u6EWl89bUNrUvIyOy6YRJexbfBizLiOTttGNa8zMvMrHu4hbd2qkRYaVJ3xCtjYzU5uFazieT965Tlqo7ikmXGsjtDcezat29PkyZNqvYYFyE7O5s5c+aQnW1vQiFJKgy+z+Hu9WCNHP+/5Ka9TGbCHVgtjgLCbqE6pvbyo3volV9YJO/bRNSwO+n3/m/0ev0HbBYz614cg7kg95Jzgtr2oucr3zDggz8JaN2dDa/fTvrxvYA9oLDl/QdoMmQCfd9bTtqRnZxY6ci/3/P16zQZMgGPQHsjDyuw8HAuE1em8PX+bLIKHY5ugMGN14fEcPqF/rw/IpYwr+pPUSmhU0Nv2obVXIGhwDUQDm4d476Yrs42odqwHT0P6/chTRxQ4fOShw7p7sHYZq7A9sa30C0WqWUEtkVrkfq1g+QsrK/Mw/riHGz/Hqlh62sPa4c+SCODvRraWpjL2enDKUo942SrnENpibCabtH7X/Ljc7BZ7A6DR1Akkqp6breeWfctVrM9Ui/5apGCq9gROZWH7YLjvezXrx8+PjVTfW82m5k3bx6JiYnKOr3XXRj8XgVq/va1pegg6ecHkZ/9g6Ji4amVebSdF0939MJXV/lTdNxrC2nc/1a8GsXgHdmC6x7/kLzkc6Qf23PROe3ue4OYmx/Gt1k7jGGRtJ7wPIbQSC5s/QOAwqxUCjNTiRo2Ea9GMYR2HkTWWftvZ8qBraQf203T6++tcN8rTuVz76oUpu/IJCnPITFmcFPzZK8mHJ/Sj1mj2xAdUP0SY6K4rH4iHNw6xvXhLRTnpC5hyzdh++o3pAkDkYz6i24ndWiK/PoE5HfuRr6hG7ZDZ+FcCsS1wjZjOdLYPkgPXo/t65XYsup2962rYW7PW+kWFAGAzWrh3Ge3UnBqh3ONciLuEe2VsbMUFEpTmF6sq6rW4BHYuHoOYrWSsPMPZVFuXsVRXMC6LR1brj0VQqPRMGTIEDSamrt1/eOPP3Ls2DGHjJjHMIyBHyJJHjVmQ2ny0v+PjPgxWMwJyroOQW5MjfOlb/jVXWAU5doj1VqDd6Xn2KxWzPk5yhw3L390vkEk7FyDuTCflP2b8Y6IxVJkYvtnT9PhoXeRL9O8Y3N8IY+sTuXVTemcyXJIjGnVMnd2asj+p3rz44SOdGpYeTuvBC+dmjFtRXFZfUQ4uHUMlSzzYEx3Z5tR9SRnQEoWto9+wnrPNKz3TION+2HXcaz3TMOWlFFuiq3IjG3+KqQJAyApA6xWpOhwpBBfezrDifhyc+ozU1r35bYmHZTlhAWPkrNruRMtcj7akBhl7CwFhdLknM5QxsZqkAsr4fymxVhMdmda8tIghVW9aoNlbbISkfbx8aF///5VfoxLsXLlSnbs2OFwuHSd8QyaiaxyjsSV1XySjAvDycv8Wonm6jUy97f25IXO3gS6V/50bbPZ2D3zJfxjO+MV0fzyE4o5/NPnmAvyCO95PWBv/NH1ma84sHA6Kx/siXeTVjQeMJZDP35MYJueqLQ6/npqOL/f342jy2Zdct8H0808tT6dSetSOZTmkBiTZYmbWoWw+dGe/PW/rgxsFlBpeyvD+A4N0GudW+AmcA7Cwa2D3N2sE/q61tksxBfptQlIr9yhPGjbBGIa2se+5bsv2ZZthlaNkRoFgdVatkDIYrWvEwBwc6PWvN5+iJJvmvr7VNL/+szJVjkfjW9DZVyQ4twUBYC03Y4In6EaGj6U5sI2x8WNHGOEqq5fNVmxbExVHJ3IyEjat29/mUlVy+bNm1m92iHdpdY2xTNoNipNzeQFV0R+5qdknB+JuciRFtTKX8t7cX4MjXCv1MewY8YUMk4dpMvTMyp93DNrl7D/2/fo+swX6LwdTmZAi84MmL6SYbP+pcMD75CbeIbTf/9Ay/HPsmXawzQZfAd9/u9nDiycSsbJ/Zc9zvkcKy9vyuCBv1LZnliAtZTEWJ8of1bc14XtT8Qxpm1olUiMieKy+otwcOsgPm56bi8ViXMGtgITtjNJDn3blCz7cmqW/fmcfPtzxSoHJKTZn890FERYv/od64/rAZA0aqQG/mUe6HWg09iX1WWv0G3nU2DrYaQbi6PZIb4ggW3dXrt0WHwaNA6u3jehltDeL4xveo9XnNusbYtJ/P4pJ1vlGqgMvgBYzVZMGc6TCCsh+2i60vrWEBIF1aiakrD9N8yFxdJkRg1S+MVTg66aVBPWg1mKg9m5c2fCw8Or/jiX4ODBg/zyyy+KjJhKHYxn0CzUbh1r1I7SWK3xZMbfRG7GJ9hs9lQOnVpiQgsjr3bzIcxw8YjkjhlTuLBlJb3fWozeP7RSxzuzbinbPnqSrs9+RVDbXhfdzmaz8e/Hk2lzzytgs5JxfC8Nug9H5x1AQMtuJO/bVOnXmF5o5d1/s7jzj2TWnMvHXCoA0S7Mi+/Gd+DQ0334X9dG6NRX56p0beRDq5CqT7ER1A6Eg1tHeTi2pjUe/8OpRGyvzMf2ynwAbAvX2JeXbrQ/v+u4ffmDn+zPz/jVvrx6t2MfaVmQefEK4Iths9mwzf0T6dbeSG72vD5Jq0G6azC2ZZuwfb0SaXxfJJ/yUd/6Roi7J+uGPoxatv8U5B3bzPkvbweb8+SwXAZZRtLY8x9NaflOlQgrTVG2XepK7abH3a9BtR7r3D8/KmM5xlgtZwzbkRxsKfbXJMsyAwcOxGis2f/Nc+fO8f3331NUVFRshwHPwI/R6gfXqB3/pSBrDmnnh2E2ORrlRPto+L8evtzQRE/pbr82m40dn0/h/Mbf6P3mYgzBlYtcnlm7hG0fPEaXyZ8Rel3FBbwlnPzjG7SePoR1Hqw0BSmRlbNaipR1V0KBGT7fnc3tvyfzy/FcCkpJjDXx9+CzUa05+Xx/nu0bhZfuygoB7+8qorf1GclmE2eyusqglV+w6sLRy28oqJe4yWpOj3mBAJ29itmUdJyTr3XFkp3sZMtcA13kdUS+vBWAjIPJHJ938Wr0miTytlb4tLTniZ5es4CkPX9X6/Ha3vMBGr09CmbZk4HtxJVfdFYG1eBgJJ09MpmUlMSSJUuUqGpNodPpGDt2LHq9I1qdm/ExBVlza9SOinAz3IKHz5NIkqMY72RmETP2ZHMqy8z2z57hzNoldH9hLsYGjkYgGr0RtZs9h3rPnDfIT02g86RPALtzu2XaI7S77w3Cug1T5qi0OrQeZSOfBRnJrHpyCH3fXYbePwSAFQ/0JLznSILa9WLdS2Po9caP+EVfe5rJ8Mbu3BDlgVFb9ooqq6CILzad5oP1J4jPunRHylBPHSee64f2KqO/gtqPcHDrML+ePcD1q2Y72wyBi7Lvxqdo7h0EgCUnjZOvd8WUIOTTSvAd/CTBY6cCkLjhDOd+dY2LRZ82QUTe2hKAtCNbOb6i8nmWV4Nvs840GWzvYGcrsGD5MxEs1XDacJdRDQhGKs67PHjwIH//Xb3Oe0XIssyYMWPw9fVV1hVk/0Bu+vtAzTrc5ZCNeAZ8hFrbUkkpslht/Hwij1FNK5bbuu7xD2nc/1YAtk5/lNzEs/R5x37nbPWzN5K8b2O5ORH9xtDpiY/KrNv07v34N+9E0xF3K+tSD+9g6/RHKcxMoen199Ji7KQqeZkl9Ah1Y2yMAT+dXKbrXaHZwvx/z/HemuMcTan4guudYc15uk/Vd/wT1B6Eg1vHiV78DseyUpxthsDFWNb/boaG26urrUWFnHlvAHmH1zvZKtci9P75eHcbD8DppYdI2XLeyRYVo5Zp/1pvJEnClJPB7tlPVvsh29z5Plqj3eGz7M/EdjSneg4UokPVyVdxZtasWcP+/ZcvXKoOhg8fTqNGjlvcprx1ZKc+Bzbn52Jr9UMx+D6PJDsaQpzPMfP57iyOZpidaFn10NJPw50tjIQZVGUcXavVxpJ98by7+hj/nnU0ojG6qTnzQn+8nNQ1TeAaiNh9HefBmG7ONkHgYkzvPFJxbgEuzLxTOLcV4BYcrYyd3cWsDGYr5jx7rqjW4I2bV9XKKlXEqb/nOWSdmhpBU03FbfEFZVIgevbsSVBQUPUc6zIsX76cvXv3OmTE9HF4Bs5Akp2vM27K+420c/0w5W9T7AszqHmtmw8TYg241TFVrH2pRUxal8bT69M4kl5WYuzm1qFsfSyOP+7rQr+m/gDc26WhcG4FwsGt69zVrBO+btVQ/SyolfwvuiuPNHcUICb98BxZm79zokWui9rXUcDl7C5m/yX/QrYyrm65MIDM03sozLQrokhaGblJ9XWfsu7NxJZhAkClUjF48GDc3ateh7cyrFu3jo0bNyoOlcatJV5BXyOra1bpoWIKyE5+gOyUp7BZ7RdgsiQxtLGe9+L8aOlX9xy8M9kWXtyYwYN/p7IzqbCMxFj/ZgH8eX9Xtj3ek0m9nCfzJnAdhINbxzFqdGUcGkH9pX9oUz7uepNyiy997UxSlr/tZKtcF5VHsURYkQVTpvNvS5cm45Aj7chYAw4uwMlVXyuOntTEANrqO31Y1iVjK7JX0xsMBgYNGoQsO+d0tWvXLn7//XesxbrZKk0DvIK+Rq1t6RR7/ktR/hrSzvWnMG+d8vkE6VW82MWHe1sZcVdXn5Scs0grsPLOtkzu/iOZ9f+RGOvQwJsQzypuLy2olQgHtx7wSGwPPDXiH74+E+0ZwLIB9yAXO7c5+/4gfu4DTrbKhZHVSMXNUgrT8sHFKhVSdyQozowxtPo6mpUm58IR8lPteciSRkZuVn1RXKzFTm7J7fewMLp27Vp9x7sMJ0+e5Mcff8Rstue3yipvPANnoHG/uGZszWIiJ+VJspIewmp1RPf7N3Rnapwv7QPrWOOfYvLM8EmxxNivJ/IorI7iR0GtRTi49QAfNz0PiFzceou3Vsfm6x9DK9sT8wrO7uHcJ7eApe4Vo1QV7k06K5HuQhfoYPZfrAVmrIX2in6dTzBqfc2I2Z/4c6YjitvYALpqPIVkm7HsylCO17ZtW6KinFcVn5yczIIFCygoKG5hLOsw+r+Hm+EWp9n0X8yFW0k/14+C3BXK++bnruKZ67x5pK0nxurKnXYyVmDewRw+3pl52W0F9Qfh4NYTnmgZV/fa9woui4zMrhsmKxH8ovQLnJk2DGt+lpMtc230Tbsr4wJXKjArRX6SoxjLGFIzUdz85DPkJZ0CQFJJyNHV3JDhdB62c44LjL59+5aR76ppcnNzmTt3LllZ9v8fSZIx+D6D3vtRqr6X8dViJTf1BTIT78RqSVfW9gjTMbWXH11D3C4xt3ZzU1MPZ5sgcCGEg1tPCNAZuC+6i7PNENQwG4Y/TLiHNwDWghzOThuGOe2cc42qBegi2injwlTXdHAzj6Qq45ooNCvh+IovHVHcRh6gr96Sfev2dGw5dtUIjUbDkCFD0Gqdd7FuNpuZP38+8fHxyjp3zzsw+L0BuE5hl8W0j/TzA8jPWYLNZs8f9nKTeby9F5M7eOHjVrdO/20CtER6uc77L3A+desbLrgkk1v2xk11Za0OBbWXBXG30TmgIQA2i5lzn46m4Mwu5xpVS9CWkghz1Qhu2vZ4Rx5uWM1EcAEKMxPJPn8YAEmWkGOqPz3CsiYJW3ELV29vb/r371/tx7wcS5Ys4ciRI8pn4OYxCM/AT5Ak12oBnpf2Fhnx47CYk5R11wW7MbWXL70b1J3ajJuihFqQoCzCwa1HhOg9ubNpJ2ebIagBXmzbn1sj2yrL8fMeImfP784zqJah8Q5Txq4mEVaCKaNAcfr0/g2RtTXnrJz44ytHFDfcHYzVfOFsBsvGVOWYjRs3pmPHjtV7zErw559/sm2bQ4tWo+uAZ9BMZJVztHsvhtV8jIwLQ8nPXKBEcz00Mg+08eS5Tt4EuNduV6C5r4YYX5GCJyhL7f5WC66YZ1r1QSPXMRVwQRnGNG7Dy20HKUVSKb/+HxlrvnSyVbULuTitw2KyUHSZnvfOpKDY+ZZkGUNwzWl/FuWkk3l6r/3YUs1EcUkzYT2QpTiTnTp1omHDhtV/3Muwbds2/vrrL8UutbYJXkFzUGlqLm2ksuRlfkBG/CgsRY40pTYBWt6P82VQI3eXySK+Um6MErm3gvIIB7ee0dDgwx1NOjjbDEE10SkgnPlxtynObebWRST9MMXJVtUy1FoklT2Xz1Xzb0vIPu4oIqopPdwSTvzxFbZibVg5zB1qIP/RdjQHW7L9gkOSJAYMGICnZ80oSFyKw4cPs3TpUiwWu7KFrA7AK+grNLrOTrasPFbzWTLibyAv4wtstmIlDrXMXS2NvNzVmxCP2hUAifJW0yZARG8F5REObj3kuTb9FckoQd2hgd6L1UMeRFUsiJ939B8ufDkBbEIb8krQN+3h0hJhpUnd4Sh0MoTVrINrKcgl7di/yrIcWzOOpnVjKraCYsdMp2PIkCGo1c6vLbhw4QLfffcdJpO9C5ske2AM+BA3j+FOtqxi8rO+Iv38cMym48q65r5a3u3py/WReuRaEs4dF1ONesyCWo1wcOshEUZf7ot2nmi6oOrRyWp2jHwSXUnkMeEoZz8Yia3ItTpw1Qb0TR2a0QUuHsHNv5CNzVLc8SsoEqmGi0hP/fU1Nmtx1DJIB341E0mzrEnCVty9yt/fn169XKPhQmZmJnPnziUnJwcASVJj8HsFd897nGxZxdisyWQmjCEnbSo2m12pQquSuK25gTe6+dDQ6NqBkLYBWlrU0HdOUPsQDm495fk2/TGo664eYn1jxw1P4qez56GZs1M4O20olpzUy8wSVISuYRtlXOiiCgqlKcywX8TIag0egRE1emxrUSEpBzcqy6rmNZQuUGDFstVRdBYTE0OrVq1q5tiXwWQyMX/+fFJSHO2U9d7/w8P3BeDSDuMHn8bTf8RBGsXuJKb9bm6/9xhHj1/6InXzthyG3nSIpm120aDZDrr03cfnMxPLbLNmfRadeu+jccudPPTkSUwmq/JcVpaFNh2fZ8/WXhQVHlDe0ybeGt7u4cstzTxQu6CnICGit4JL44JfW0FNEOhu4ImWcc42Q1AFrBh4L9FegQBYTQWc/XAkpsRjTraq9qINckhuuaqCQmlyTjm6NxlqqG1vaU6tno+1uCue5O+GFFhDF84JhViP5SiL3bt3Jzg4uGaOfRmsVivff/89J0+eVNbpDDdgDJgGkvtF523cksPddwSwcmkMPy5oitkMt9x+lNw8y0Xn6N1l7p4QyLIfotn4VwuefDiEt9+/wNxvk4ttsfG/x04y8bYAfl8Sw45decz/zuF8v/rOOSbeFkCDEBNZiXeQm/YaNqs9zUItS9zc1IN3evjSxMv5aSCl6Rmmo5Gna9kkcC2Eg1uPmdSyFwE6cQVcm/m4y40MCHNotl74agL5RzdeYobgcqh9QpWxq2rgliZtd4IyrulCMwCsZpL2/K0syjUVxQVs+7OwpdudMZVKxeDBg9HrXUcP9bfffmP37t1KVFTr3h2voC+RZL8Kt180ryljb/Enppk7LWP1fPx+I86dN7F778W/h61b6hk10peYZu40DHdj9E1+9InzZPNWu/OfmmYmJdXMXbcHENPMncEDvDh81B4V3rIth1178rj/rkBlf4W5y0g715+igh2K3eFGNW9092F8cwNaF/AaNDKMiRbKCYJL4wJfVYGzMGp0vNDG+YLpgqvj4eY9eCDGkS+a+P0zZG1d5ESL6gYqvTcAlgIz5hyTc42pBNlH05R8VENIFM5oGXt2/SKs5uLiKh8tUkjNafJa1idjK77l7uHhwaBBg5Bl1zm1bdiwgXXr1pWSEWuOV/BsZHWjy87NyrZHbn28Kx+p3LMvj207cujW2d5wwt9PTVCghtXrs8gvsLJ5aw6xzd0xmaw89cIZ3n+rISrVf78zeWQl3Ud2yrPYrPa7GLIkMSJSz7txvjT3dW7HsEER7vi7u3Z+sMD5uM6vgMAp3B/Tlaae/s42Q3CFDAqLZnrnkUq1f/rqL0j97V0nW1UH0OpBtjsTrl5gVpqibLt0llrngbtf2GW2rg6sxG9foSzVZBQXK1jWJStOfmhoKN26dbvMpJpl3759/Prrr1iLZdVU6jC8gmajdmtz0Tk2m40XXz9Hl+sMNI++eFpDCa067yG06Q76jzjIXbcHcvtY+++6JEnM+iySqR/F073fflq10HPbaH8+/DyBnt2NuOtkht50iM599jFzTlKZfRbl/0XauX6Y8v5RHPQQDzWvdPXh7pYG3NU1fzHloZa4sYmI3gouj3Bw6zkaWcXbHYc52wzBFdDcK4if+9+FXOzc5uz5nfh5DznZqrqBR0xcrZEIK03uuSxlbKxhubASLmxZisVU3HjCU4PU4PJOWZWRY8ayM11xwtq0aUOzZq7VaOH06dMsWrSIoiK7WoGs8sIz8DO07v0q3P6ZF89y4FA+X37cuFL7X/5DNKuWNef9txryxexEFv+cpjzX5ToDq5Y1Z8c/rXj3jYacPlvIoiVpTJkUygOPn2TCbQEs/yGa9z+KZ//B/17YmchOeYyspEexWh05zwMb6Xk/zpe2NaxBe2NTDwyukCchcHnEt0TAjY1a0SOocj+iAufiq9WzecSjSje6gtO7OPfpaLBevAhFUHn0UQ75PFdv8lCajP3JytgZhWYlnN/8szKWm3vWbLbE2XxsZx2fWe/evfHzqzjX1VmkpqayYMEC8vOLLwQkNwz+b6Mzjiuz3bMvnWHFqgyWfteM0JDKOZCNGroRG+POHWMD+N/dQbz7wYUKt7PZbDw55TSvvdAAmxX27s9nxFAfAvw1dOtsYOPmnArnmQs3kX6uL4W5q5QLCX93FVM6efNQGyMemur/sIP1KoZE1OCFk6BWIxxcAQDvXjcCqdY2aqwfqGWZ3TdOwqCxV6kXpZ3jzPRhWAsqPiEJrhy3cMct49pQYFZC2t4kxelwSqFZMYm7/sBc/H2UPNRIjWq24Mu6IwNbtj1CqtFoGDJkCG5uriWHmJeXx7x588jIyABAkmQ8fJ5E7/0kNhs88+IZlq/I4KfvmtGo4dXZbrOByVRxg5cFC1Px9VYzZIA3luK0DnOR/W+R2aasqxgrOanPkpV4D1aLQ70jroE70+J86RRcve/1+OYG1LWlA4XA6QgHVwBA54CGTIjq6GwzBJdg47BHCdV7AWDJz+LMtKGY0yuO0giuDm1glDKuTRFczFYsecVC/QYf3DwDnGbK2fWOQkc52rPGzzKWtUnYzPZcVy8vL/r3d71CWrPZzDfffMP58+eVde6e43j+zVB+WJrGFx81xuChIjGpiMSkIvILHLq1r//feR58wiE/NmtuEitWZXD8ZAHHTxbw7aIUPv0qgVtu8C133OSUIqZ9Es/br4YD4O2lplmUjhmzE9m2PYd1/2TTqcPllXXMpt2kn+9HQc4vyoWVt07FpA5ePNHeEy+3qv/QW/ppuK6aHWhB3UI4uAKFd64bhrdW3P5xRRb2vp0O/g0AsFnMnPvkFgrP7nWyVXUPtbdDR7WgFuXgAuTFOyL5zkxTSDm4AVNuBgCSuwqpcQ0XBJnB8k+K4nhFRERw3XXX1awNlWTp0qUcPHhQsfXLr5aRlWVh5JgjtLhuj/JYusyRT5uYVMS5Cw51D6sV3vi/8/QZcpD+Iw7y1ZwkXnymAc9OCi13vOdePctD9wYREuxIe/hkagQ//ZLOuLuO8fD9QbRvW/nPKzftNTISbsNqdujqdgnRMS3Ol7iwqlPSkCWYEGussv0J6geSzSYa1QscfHbwHx7Z/JOzzRCU4rV2g3iuTX+l+OnC7HvJWDvTyVbVTZrPLkJSqTHnF7H7tXXONueKCOjWgIYj7JrIyfvWcurvuU6zxbtJB5oOsxc+2gotWP5MBHPNnmqkJgbklp7K/83y5cs5ffp0jdpQWTp06EDnzp0VWy1Fp+xFXZbac4dG7/0kOuOtSJIjbrYzqZCv9maTWioCfTX0b6jj3lY1qMwhqBOICK6gDP+L6Up7p8gMCSritsj2ZZzblGVvCee2mpDdPaG4eK82tOj9L6k7E5RIoMGJebgAGce3U5hlj+pJbiqkyJpvKGM7noMt0dHmdsCAAXh5edW4HZVh+/bt/Pnnnw4ZMU0EXsFfo9I2d7JllScvYxoZ8bdgMTuc8naBbkzt5cuAhu5XXeGhV0uMaSYaEgmuHOHgCsogSzIfd7lJFJy5AF0DGvF13K2Kc5u5+TuSFr/gZKvqLvqYXsp7XVALWvT+F2u+GavJrqbh7huC2t25t3RP/jVXcbjlpgaogSr7/2LdnIYt3/6euLm5MWTIENRq12zvevToUX766ScsFru9ssoPr8Av0ei6O9myymM1nybjwvXkZc7EZiv+Lqpl7mll5MUu3gTpr7w5w6imHnhWQ06voO4jvjWCcnQJbMRdTV0zZ62+EO7hzaoh/0NVfLsv7/B6Lsy8014eLagWykiE1cIILkB+Uq4yNjoxDxcg++x+CjISAZA0MnKUcxxuy5okbBb7/42fnx99+vRxih2VISEhgW+//ZbCQnvjDkl2xxgwFTePG5xr2BWSnzmDjPMjMRedUta18NPyXpwvwxtXPpob4akWsmCCq0Y4uIIKeavjMHzdXKene31Cr9ayY+ST6FT2dpiF8Yc5++EN2IoKnWxZ3cYtvLUyrk0SYaXJOuIoRnJ2mgLAyT9nKVFcqYkHOCMSV2jFsiVVsaNZs2a0bt36MpOcR1ZWFvPmzSM7OxsASVJj8HsBd6//OdmyK8NqTSAz/mZy0j/EZjMD4KaSuD3WyOvdfGhguHQ0V5bg/tZGVEIWTHCVCAdXUCH+Og/eaD/E2WbUS3aOfFK5uDBnJXNm2lAsuWmXmSW4VrQBTZRxrZIIK0Xqdkf+ozP1cEvITThOfspZACS1jNzMSWkTSYVYjzpUJrp3705ISIhzbKkEJpOJefPmkZTkaJ2r97oHD99XANdMsbgYhdnzSTs/BHPhIeUio6mPhv/r6cuoKD2qi/ivQyPcifTS1KClgrpGjTm4EydORJIkJElCo9EQGRnJ5MmTyc3N5dSpU8pzkiTh5eVFly5dWLZsWbn95Ofn8/LLLxMdHY2bmxv+/v7cfPPN7N+/v8x2r7zyirI/tVqNv78/cXFxfPDBB8rtnxIiIiL44IMPyh3rgw8+ICIiosy6rKwsnn/+eWJiYtDpdAQHB9O/f3+WLFmi/PP27t27zOspefzvf7XrCvze6M509A93thn1ilWD/keUp72HvNWUz9kPrqco6YSTraofqL0cEmG1qU1vaUzpBViL7LmP+oCGyJqqk2q6Wo7/8aUjihvhAe5XnodZFdgOZGFLs//2y7LM4MGD8fCoYQmzK+SHH37g+PHjyvunMwzHGPAhkuTadpfDmk5m4nhy097CZrPrNatlidHRBt7u4UOkV1mnPcBd5hZRWCa4Rmo0gjt48GDi4+M5ceIEb7zxBp999hmTJ09Wnl+1ahXx8fFs2bKFTp06MWrUKPbt26c8X1hYSP/+/Zk9ezavv/46R44c4bfffsNisdC5c2c2b95c5ngtWrQgPj6eM2fOsHr1am655RbefvttunXrptz+uRIyMjLo1q0b8+bNY8qUKezYsYN169YxZswYnn76aTIzHZ1d7r33XuLj48s83n333at415yHLMnM6HYzakkE+muCGd1upk+ovdGAzWrl/BfjyT+++TKzBFWFXFyUVZRjwlJgdrI1V09JgZwkyxiCI51sDRSkXiA34TgAkkpCjnZe8ZtlXQq24kI8vV7P4MGDkWXX/n1bsWIFO3fuVJxcrXtnPIO+QlY5r5nH1VKY+xNpZwdQVLBbeT2NPDW82d2HcTEeaIo/intaGtGpRWqC4Nqo0f9sNzc3goODCQ8PZ9y4cdx2220sXbpUed7Pz4/g4GBiYmJ48803KSoqYvXq1crzH3zwAZs2bWL58uWMHj2aRo0a0alTJxYvXkzz5s25++67KS3rq1arCQ4OJjQ0lFatWvHII4+wdu1a9u3bx//93/9dsf3PPfccp06dYsuWLUyYMIHY2FiaNWvGvffey65duzAYHFecer2e4ODgMg9Pz9qn49fOL4xnW/dzthl1nsdj47inWWdlOfH7p8j+d4kTLapfyAZ/pBKJsFqanlBC9ol0ZewKebgAx1d+5YjiNtSDh3OiuACWtcnYitvRBgcH06NHD6fZUlk2bdrEmjVrlPdQrW2GZ9DXqDTOv4C5cnLISrqbnJQXsFntMm6yJDGyiQfv9vRlbLQHbQNFxzLBtePUS1d3d3eKiorKrS8qKuKrr74C7P3ES/j2228ZMGAAbdq0KbO9LMs88cQTHDhwgN27d1/ymDExMQwZMoQlS67MebBarSxcuJDbbruN0NDyHWIMBoPLys9cKy+07U9rH9fNV6vtDGsQy/udRigSVWmrPiVtxTQnW1W/8GjeWxkX1kKJsNKk7YhXxsYw5yoplGDKSibr7EEAJFlCjnHixX6uBcuOdMVZbNWqFdHR0c6zp5IcOHCAZcuWObRy1cF4Bs1C7dbByZZdHab8laSd64spf4vyWYQa1NwQVcvSLyifghkUFMSAAQOYPXu28nmBPR2yovTFd955B0BJ19y1a1eFx5kzZw7e3t418IrqBk5zcLdu3cq3335Lv36O6GC3bt0wGAzodDomTZpEREQEo0ePVp4/cuQIzZtXLHxdsv7IkSOXPXZMTAynTp26IntTUlJIT08nJiamUtt/9tlnGAyGMo+5c53XWeha0MgqZvUcI1IVqoGWPsEs6TdBcW6zdy0n4ZvHnGxV/cM90hE9r60KCiXknc/GZrGfVA3BTZTItLM58cdX2Gx2u+RwPXg6MSBwLh/bGcfn3Lt3b/z9/Z1nTyU5e/YsCxcuVAJDsmzEM/BjtPpBTrbsajGRnfwQ2clPYrXmXn5zF6YkBfPUqVP8/vvv9OnTh8cee4zhw4djNjtSnl577bVy6YuPPPKIEy2vu9Sox7J8+XLFge3atStxcXF8/PHHyvPff/89O3fu5JdffiEqKoqZM2fi6+tbqX0rt7+ky+ft2Gy2Sm13tfsHuO2229i1a1eZx4033nhFx3Ql2vs14JnWfZ1tRp3CX+fBxmGPoi52QPJP7eDcZ7eC1eJky+ofbuEtlXFt1cAtjSmz+NavWos+MMK5xhRjzssk46TjDpvc3LkpW9adGdiyigue1GqGDBmCm5vr3xpPT09n3rx55OXZv6eSpMXo/yY64wQnW3b1FBWsJzf1dWebcU2UpGCGhYXRvn17nnvuOX7++Wd+//135syZo2xnNBrLpS+6erFjbaVGHdw+ffqwa9cuDh8+TEFBAUuWLCEwMFB5Pjw8nKZNmzJs2DBmzpzJmDFjysikNGvWjAMHDlS470OHDgHQtOnlb8kdPHiQxo0bK8uenp5lCsRKyMjIUFo7BgQE4OPjw8GDByv1Wr28vIiKiirzqI05uKV5oU1/WolUhSpBLcvsGjkJD40WgKLUM5ydPhxbYe2OYtRWtAGOXMba2MXsv+SccvyeObvhQ2lO/DELW/EtWznEHXycKwNlWZeEzWy3x9PTk4EDB15x8MMZFBQUMHfuXNLSHPKBHj6P4OHzNLVR/VOSvfHwfdrZZlQ5ffv2pU2bNlecEimoGmr0P8HDw4OoqCgaNWpUJre2Inr16kXLli158803lXW33norq1atKpdna7VamT59OrGxseXyc//LoUOHWLFiBaNGjVLWxcTEsG3btnLbbtu2TcnNkmWZMWPG8M0333DhwoVy2+bm5pa5DVEX0arUzOohUhWqgi3DHyNEb7/gseRlcmbaMMwZ8ZeZJagu1J5ByrguRHDT9iQqY2OYaxSaAVhNeaQe2aIsOzuKixks65OVO3QNGzakU6dOzrWpklitVr777jvOnDmjrNMZR2P0fxck149El8bD52lkVeXu1tY2/psS+cwzz5RLX1yzZo3T7KvLuHRV1KRJk7jlllt4+umnCQsL44knnuDnn39mxIgRTJ06lc6dO5OYmMhbb73FwYMHWbVqVZmrb7PZTEJCAlarldTUVNasWcMbb7xB27Zteeqpp5TtnnzySbp3785rr73GzTffDMDixYtZsWIFGzduVLZ76623WLNmDZ07d+bNN9+kY8eOaDQa1q9fz9tvv822bduUBPC8vDwSEhLKvB43Nzd8fHyq8R2rfjr4N+Dp1n14a/dfzjal1vJDnzto6xcGgM1cxLmPR1F4bt9lZgmqE1lnV0ApyirEaqr9KSJZh1OVVCxDSBQgAa7R5vn033PxbdoJWaVCDtRh89diSzE5z6BMM9Z9mcgtvZAkiY4dO5KUlMTJkycvOmXlypXs3r2bxMRERdd95MiRBAUFXXQOwNq1a1m3bh1paWn4+PgwaNAgOnd25H8fPHiQRYsWkZ2dTevWrRk3bpxSvJyfn8+7777LI488UiZ1b9myZfTq1YsWLVogSRJafW88VTPITn4CmzXj2t6bGkDr3g83j4HONqPa+G9K5FNPPcXEiRPLbBMWFlbDVtUPXDoUN3z4cCIiIpQork6n4++//2bChAk899xzREVFMXjwYFQqFZs3b6ZLly5l5u/fv5+QkBAaNmxI7969WbRoEVOmTGH9+vVlJL26dOnCypUrWbVqFT169KBHjx788ccfrFy5ssyPj4+PD5s3b2b8+PG88cYbtGvXjp49e/Ldd9/x3nvvKekMAF999RUhISFlHmPHjq3md6xmeLHNAFr6BF9+Q0E53uowhBsbtVKWL8y5j9wD4mLBmai9Q5VCrIJaLhFWmqJsu9Oo1hlw9yuv/OIsrGYTKQfWKctOj+ICtuO52BIKlOV+/fqV+T3/L8eOHSMuLo7Jkyfz8MMPY7FY+OSTT8o1ESrN+vXrWbZsGUOHDuX5559n6NChLFq0iL179wL2iOzcuXPp0aMHkyZN4vTp0/zzzz/K/KVLl9KjR48K61LWrl3Lpk2blEi0xq0VXkGzkdUNrvi9qEkk2QcP32edbUa18t+USH9//3Lpi+7u7k60sO5SYxHc0knW/yUiIqKMfm0JkiQpubUl6PV6Xn/9dV5//dIJ6a+88gqvvPJKpe3r378//fv3v+x2Xl5evP3227z99tsX3aau327QqtTM6TmWbss/wiQKoirNxKiOPN2qr3I1n7z0NTLXz3GuUQL0pSXCamkHs4rIPZeJNtZe42AIbUp+6nknW+Tg9Npv8G/eA1mtQfJzQwpyw5Z4ceewJrBuSUMaGISkV+Pm5sbQoUP58ccfK5SyfOihh8osjx8/nilTpnD27FmioqIq3P/WrVvp3r07HTrYZb38/f05deoUf/75J61atSI3N5ecnBzi4uLQaDS0atVKuQt4/Phxzpw5w5gxYy5q/86dO8nKymLgwIHIsoxK0xCvoK/JTn4cs2n/Rec5Ew/fZ5BVtfuu5qX4+++/2bt3L0888YSzTamXuHQEV+C6tPML452Ow5xtRq2hZ1AkX/UYrTi3Gf/MJ/mnl51slQDAPdKRc1mXIrgZ+5OVsdFFGj4oWK0k7v5TWZRjnR/FBbCsScZmsQdbfH196du3csoxBQX26K9er7/oNmazuVztiUaj4fTp01gsFgwGA56enhw8eBCTycTx48cJCwvDbDbz/fffc+utt16269rx48dZvHixUg8iq3zwDPwCjXuvSr2OmkSrH4Kb/vJBpdpCYWEhCQkJnD9/nh07dvDWW28xcuRIhg8fzh133KFsl52dTUJCQplHVlZWmX0dPny4nAqTyeTENJ5ainBwBVfNYy3iGB4e62wzXJ4Igy8rB92HXFycl3twDfGz73GyVYIS3MLqlkRYCWl7kpQ7Yy7n4ALn/vkRS5E9ait5aZFCXeA2rcmKZXOq8r5FRUXRtm3bS06x2WwsXryYJk2aVNgEqITmzZuzceNGzpw5g81m4/Tp02zevBmLxUJOTg6SJHH33XezYsUK3nzzTRo0aEDXrl35888/iY6ORqvVMm3aNF577TXWrl170eMkJSXxzTffKE63JOsw+r+Lm+HmK38/qglZ3RCD7xRnm1GlrFixgpCQECIiIhg8eDCrV6/mo48+4ueff0alcmhRv/TSS+XSF59+uqyCxK233kq7du3KPCoqbhdcGslWUW6AQFBJUgpyaffzVC7kZV1+43qIQa3l1OgX8XGzn7wLLxzk5OvdsOZlONcwgULUe8fQBjYB4MCHW8hPyHGyRVVHmxd7otbbpeh2f/0UpuxUJ1tUluCOwwjvZle0sWUXYfk7ySVq4aTmRlTR9qiy1Wrll19+4fz5ilM8vv/+e/bv388TTzxxySJik8nEokWL2Lp1K2DXQ73uuutYtWoVb7/9NkajsdycxMREZsyYwbPPPsv06dPp06cPsbGxvPnmmzzyyCOXLE5Sq9WMHTu2jDxlfuYc8jI/xblvshav4K9Ra12/e5ygdiMiuIJrwl/nwfy425BrgXakM9h1wyTFuTVnJnJm6lDh3LoYKk+HFnddSlEAyIt3OOuuJBdWQsK/v2IuLG5YYNQghV/8Fn9NYjuYjS3VHl2WZZmBAweWKUwuoaRI7NFHH72sQo5Wq2X8+PFMnz6dV199lddffx0/Pz90Ol2FQv82m43vvvuOG2+8EavVyrlz52jXrh1Go5GmTZty9OjRSx7PbDYzf/584uMd8oPuXhMx+L0GOE9/2MPnceHcCmoE4eAKrpneIU2Y0rrf5TesZ6we/ACNjX4AWAvzOPPBCIpSTjnXKEE5ZK3duTBlFmArsl5m69pF5qEUZWxwwTQFgHObFitjOcboMmcly/oUbIX2Ilq9Xs/gwYOVHFibzcaiRYvYvXs3jz766BW1+VWpVPj4+CDLMtu3b6dFixYV5tZu2rQJDw8PWrduraRMWCwW5W9lb74uWbKEI0eOKNu7eQzBM/BjJKm8w17daN37oTOOrvHjCuonLvJTIqjtvNx2ID2CGl9+w3rCV91vIS7EftvbZrVy/ovbKDhRvpmIwLmo/SOQip2LuqSgUELKjvhSebiu09GsNMl7VlOUnw2ApFcjNXKdtqWWtUnYrPb3LygoiLi4OMAeud22bRsTJ05Ep9ORlZVFVlZWmUKgn3/+mXnz5inLiYmJbN26laSkJE6dOsXs2bO5cOEC119/fbnjZmdns2LFCm655RbA7mAHBwezevVqTpw4weHDh8tIT12OP//8k3///dchI6briGfQLGTVpXV7qxJZFYaH34s1djyBwKUbPQhqDypZZn7cONr/PI10U91zFK6EyS17c2dTR2V+4ndPkr19qfMMElwUj5jeyrigDhWYlWDNM2M1WVC5qXH3DUXtbsRc7Ey6EmfWLaTJoHsBkKONWM7kgcUFknHzrFi2p6Pq6IMkSbRo0YLExETWr18PwIcfflhm8/Hjxyt67FlZWWVa6dpsNv7++28SExNRqVQ0a9aMSZMm4efnV+6wP/74I/369VMaB5Xse/78+axZs4b+/fsTERFxRS9l69atZGdn06dPHyRJQq1tglfQ12QlP4al6NLpDteOGqP/W8hyzUeNBfUXUWQmqFKWnt7LqL/nOtsMp3FDw5b82HeCIgeW+sdHJH7zmJOtElyM4Ds+xbffgwCc++0oievPXGZG7SPmwY54hNubFhxd/jEZJ3Y62aKKaXPXVLQGex6rZV8mtmOuU+wnt/FCbmx3zsxmM0uWLCE5Ofkys1yTsLAwRowYoVT2W6055KQ8Q1HBlsvMvHr03k/i7jmu2vYvEFSESFEQVCk3NGrF4y3inG2GU2jrE8r3fe5QnNvsHT+T+K0Q+HZl3MJaKOO6GMEFyDzqiCK6olxYCadWz1NuocvNjKB2ncJV6+5MbJnFneHUaoYMGYJOp3OyVVfH+fPnWbhwoZJOIcsGjAEfovWoHl1zrX6AcG4FTkE4uIIq592Ow+kX4pr5ftVFoM7A+uEPoy7O58w/sY1zn48DW90qWqpraPwbKePC1LqZWpO6w6GfaXDRPFyAzJO7KcyyR0UlrYwc5Vq3sy1rk5UiRKPRyMCBA5WL2dpGRkYG8+fPJzc3FwBJUmP0exV3z7ur9DgqdWMMviLvVuAchIMrqHJUssx3vccTYSjfM70uopXV7LphEnq1XW/UlHyKMx+MwGaqmxHBuoTaEACAzWqjMK1uOrim1AKsRfbqe4/ARsgaNydbdHFOrfpaieJKTQygdaFTlBUsG5IV+8LDw+ncubOTjbp6CgoKmDdvHikpDqUNvfcDePg+B6guPrGSSJIHxoD3kGTXkH4T1D9c6NdDUJfw03mwuO8Exemry2y7/jGC3O0i7ZbcDM5MG4olM9HJVgkqg+RmP/maMguwmetutL3EeZdkFYbgJk625uJknz9MQZo94ixpZOSmrhXFJdOMZU+m4uR26NCByMhIJxt19VitVr7//ntOnTqlrNMZbsIYMBWka+ss5+H3MipNxLUZKBBcA8LBFVQbbf3CmNn9FmebUa381O9OWvqEAGAzmzj78U2YLhx0slWCyqANiVZuMdelFr0VkX0yXRm7cpoCwIk/ZzqiuJEG0LnYaepkLrYLjmh/v379LtvkwdX59ddf2b17t/K+a9174BX4BZJ8dXfhdMbbcdP3rUoTBYIrxsV+OQR1jTGR7ZjcsrezzagW3u04nOsbOoqULsy+h7yDq51okeBK0Ec7iiEL6mj+bQmpOxKUsSsXmgHkJZ0mL/k0AJJKshecuRjWbenYcs2AvUPZ4MGD0Wic1x2sKtiwYQPr169XnFy1WyxewbOR1Y0uM7MsarcO6L0frg4TBYIrQji4gmrnrQ5DGejiJ9Ur5e6mnXiyZS9lOemnl8n8Z74TLRJcKe4RHZVxXY/g5p3Nwmaxp2B4BEciydeeY1mdnFj5pSOKG+EBetez17I2GVuxVq+vry/9+tX+bo579+7lt99+w2q1f1dU6gZ4Bc1CrW1TqfmyKgSj/9tIkut9XoL6h3BwBdWOSpb5tvd4mhjLC5rXRnoHN2FG91uU29sZG+aSsvQ1J1sluFK0YbHKuDC1bju4AKbMQgBUGjf0gVcWlatpCtITyLlgbz4gyZK9ha+rYbJi2ZSiOOJNmjShXbt2Tjbq2jl16hSLFi3CbLZHqGWVN55Bn6F1v3TKgSQZMAZ8gKyqH8XFAtdHOLiCGsHHTc+SfndiULtuBXdlaGL04/eB9yIXO7e5B/7mwux7nWyV4GrQ+DVUxgV1sE3vf8k5namMjbVAxu/4yi8cUdxwPRhcsPFmignroSxlsUuXLjRo0MCJBlUNqampzJ8/n/z84uJEyQ2D/zvojGMvMkOFIeD/UGtdt4BRUP8QDq6gxmjpE8yiPrejlmrn185To2Pb9Y+jVdlPtAXn93P245vAUuRkywRXg9rgD4DNYsWUXvcd3PQ9DmUPQ5jrpwwV5aSTeXofAJIkITf3dLJFFWM7nIMtxR4dl2WZgQMHYjS6YMT5CsnLy2PevHlkZGQAIEkyHj6T0Hs/AZTV//XwnYJWV3sl0wR1k9rpaQhqLYMaxDCj283ONuOKkZHZdcMkvLR26ZyijHjOTh2KNS/zMjMFropU/FkWZhQouZR1mcxDjtvp9giu6zcpOPnHV9iK80HlMHfwcs1CLsuGFGwFdq1hd3d3Bg8erLTCrc2YzWa++eYbzp8/r6xz97wNg99bgF0CUuc5EZ3hBucYKBBcAuHgCmqcO5t14sW2A5xtxhWxZugDNDLYpYCshbmcnT6CotQzTrZKcLW4hbeuNxJhpTFnF7ebdTeg8w1xsjWXx1yQQ/rxHcryxaK4M1bMo93j/fEdF4PvuBh6PHM9K7b/fcl9r9u3iU6ThmAY3YRm/+vGFyvKFomu2rWO2Ad74ndbc+788HFMRSbluczcLGIf7MmZZIfjZ1mbhM1qv4AIDAwkLq7utCxfunQpBw8eVC6Q3DwG4Bn4KW6Gm/AQigkCF0U4uAKn8Eq7QUyMus7ZZlSKr3vcSvegxgDYrBbOfXYrBae2O9kqwbVQWiKsrrborYjc8458UVeXCyvh5KrZ2Kz26KgcrAPf8s1jGviF8NbtU9j83m9sfu83+rTqzk3v3M3+M4cr3mfiGUa8cQc9YjuxbeoKnhn1ME/Meoklm34F7A0Q7pj+CPcOup11by/l36O7mPnnt8r8KfPe4t5Bt9MwIMyx03wrlm1pihMYGxtLbGwsdYW///6brVu3Kq9Po2uHwfc5J1slEFwc4eAKnMaM7jczwMVPss+26svtUR2U5YRvHiNn13InWiSoCtwj2ivjgnoUwU3fn6yMjS7e8KEEa1EBKYc2Kcuq2PJR3OHXDWBIh340C4ukWVgkr49/BoNOz5YjO8ptC/Dlyvk09A9j2t2v0jy8KXcPGMfEvmOYtvQLAFKy0kjOSuWBIXfQomE0wzsN4OBZu6rDPwe3sf34Hh4dfnf5HccXYDuZqyzGxcURFBR0LS/fpfj3339ZtWqV4uQKBK6McHAFTkMjq/ih7x208Q11tikVMqpRa97oMES5lZ26Yhrpqz51slWCqkAbEqOM64NEWAlpuxMV56Q2FJqVcOrveVgtdtkqyd8NKeDiaiwWi4Xv1/9MbkE+XaI7VLjN5sM76N+2bArBwHa92H58D0XmIgK8/AjxCeLPXevIL8xnw4GttIpojqnIxMNfTOHT/7190Rxb655MbBn2dAaVSsXgwYNxd7+2treuxLlz58jJyXG2GQLBZREOrsCpGDU6lg+4m3APb2ebUob2fmF823u84txm/buExIVPOdkqQVWh8a1fEmEKZiuWfLuj6Gb0Q1tbtKmtZpL3rlEW5QqiuHtPH8R7bDM8Rkfy0Iwp/PjsV8SGV+zEJ6YnEeQdUGZdoHcAZouZlKw0JEni28mf8+YPH9L60b60bdySO/uN4d0ln9K3dQ/ctTriptxAi4fi+PS3r8vt37IuGVuRvTjOYDAwcOBA5bekNqPRaBgxYkSdUIkQ1H2EgytwOqF6L34dcA/eWteIcgTrjKwb+hBq2f7vkX98C+e/GA82q5MtE1QVKoNdjN5msWLKKHCyNTVLfoIj+maoJWkKAGfWLcRqtkdGJR8tUoiuzPPRoU34d9pKNvzfL9w/+Hbu+ugJDpw9ctH9/dfhVDR3i9f3iO3E5vd+5egXm/j4/jc5mXiWb9Yu5tWxTzHxw8e4d+B4Vr+5hDe//4A9pw6U3bm12Mkt3meDBg3o2rXrNb1+ZyPLMkOGDMHf39/ZpggElUI4uAKXoIVPMMsG3I2HunwBSU2ildXsunES7sV2mJJOcOaD67GZ6lGUr64jy0gau3NUmJYP1vqVT5hxKEUZ15Y8XDtWEnasVJbkmLJRXK1GS1RIYzpGteHN26fQOiKWj5fPqnBPQT6BJKQnlVmXnJmCWqXGz+hTbnubzcYDnz/NuxNfwmqzsuvEPkZ1G0agtz9xLbqwbv/m8gfJNmPZnaE4ue3atSMqKupKX7RLIEkSAwYMIDw83NmmCASVRji4ApehW2AEP/e/C3eV87Qud4x8ggCdAQBLbjpnpg3FkpV0mVmC2oSuYXslSldQjxQUSkjbfsGhh+viRZ7/5fzmn7CY7BF3yUuD1ODid31sNhuFpaS9StMluj1/7V5fZt2fu9bRoUlrNOryvz+zV32Hn9GHEZ0GYilWdCgy2xu8FFnMWKwXubtzKg/becd3rG/fvvj61q5WtpIk0a9fv1rrnJcwceJEJElCkiQ0Gg2RkZFMnjyZ3Fx7UeCpU6eU5//72LzZfgEzZ86cMuuDgoIYMWIE+/fvL3OspKQk7r//fho2bIibmxvBwcEMGjSITZs2ldlu48aNDB06FB8fH3Q6Ha1atWLq1KlYLJYy20mShE6n4/Tp02XW33DDDUycOLHca924caOS//1fSl7nrl27ruj9W716NUOHDsXPzw+9Xk9sbCyTJk0qo5FcQnR0NFqttsLnevfurbx/Wq2WJk2aMGXKFAoLC8u95ooeCxcurLTNwsEVuBR9QqJY3HcCWrnmRdKX9b+b5t72imdrUSFnP7wBU3zFMkOC2os+uqcyrk8auCWY88xYTcVNCfzCUOk8nGzRlXFh6y/KWI7xBAleWPAOGw5s4VTSWfaePsiLC/6Ptfs3MS7uRgCen/82Ez98TJl336DbOZ18jsmzX+Xg2aN8vWohX/+1kCdvuL/c8ZIyUnj7h4+Yfs9rAPgYvGneoCkfLZ/JpkPb+XvPBrpepJgNwPpvOrZce96zRqNhyJAhaLXOvVN1JfTq1Yvo6Ghnm1ElDB48mPj4eE6cOMEbb7zBZ599xuTJk8tss2rVKuLj48s8OnRwfL6enp7Ex8dz4cIFfv31V3Jzcxk2bBgmk+NiatSoUezevZu5c+dy5MgRfvnlF3r37k1aWpqyzU8//USvXr1o0KABq1ev5tChQzz22GO8+eab3HrrreWUKiRJ4qWXXqrU65w9ezaPPPIIGzZs4MyZa9dr/+KLL+jfvz/BwcEsXryYAwcOMGPGDDIzM5k6dWqZbTds2EBBQQG33HILc+bMqXB/9957L/Hx8Rw7dox3332XTz/9lFdeeaXcdl9//XW5z+KGG26otN0u2NxbUN8Z1CCGhb1vZ/TqeZhrKO91WqfrGRreXFm+MPNO8g6vq5FjC2oWXT2VCCtNQXIeHg3st/iNoU3JOLHLuQZdAQk7VhDScRhqnQeSQY3UUE9iRjITP3iM+PQkvPRGWkU059cXFyhKCfHpSZwt1ZShcVBDlr0wj0lfv8rnv88l1DeI6Xe/xk1dh5U73pOzXuaJG+4nzM/RGGPmI9O4+6Mn+GT5bCbd8D86NWt3SZsta5NRDQxCUst4e3vTr18/fv/99yp6R6qPnj170qJFC2ebUWWURFMBxo0bx+rVq1m6dCmff/65so2fn5+yTUVIkqQ8HxISwhNPPMH111/P4cOHadWqFRkZGWzYsIE1a9bQq1cvABo1akSnTp2UfeTm5nLvvfdy/fXX8+WXXyrr77nnHoKCgrj++utZtGgRY8aMUZ575JFHmDp1KpMnT6ZVq1YXtS83N5dFixaxbds2EhISmDNnTqUd44o4d+4cjz76KI8++ijTp09X1kdERBAXF6e0ci5h1qxZjBs3jl69evHQQw/x3HPPlct31+v1ynvYsGFDvv32W/744w/efvvtMtt5e3tf8rO4HMLBFbgkIxu1ZH6vcdy29hus1ay5eH90Vx6NdUT1kn58nqzN31XrMQXOwy3YEY2qjxFcgKxjqaUc3Ga1ysEFOPvPDzTuNxEAOdrIV49OhUtcC89+dHq5dXEtu7Jt6orLHmvBpPLSgJ2atWPvJ2sqay6YrFg2paLq4Y8kSURGRtKhQwe2b3fdhjFdu3aldevWzjajWnF3d6eoqOiq52dkZPDtt/YGIBqNPbXFYDBgMBhYunQpXbp0wc2tvKTdH3/8QWpqarnoMcCIESNo1qwZ3333XRkHt1u3bhw+fJgpU6awfPnFtdi///57oqOjiY6OZvz48TzyyCO8+OKLV63i8cMPP2AymXj66acrfN7b21sZZ2dn88MPP7BlyxZiYmLIzc1lzZo19OnT56L73717N//88w8RERFXZd+lECkKApdldOO2zOoxBonqk9fpF9qUT7repPzzp6+dRcqyt6rteALno/ZtoIzrUxez0qT8G6+MDbUsDxcgZf86ivIyAZD0aqTGtSDNItWE9WCWcuu5c+fOLlu01alTJ9q3b3/5DWsxW7du5dtvv6Vfv35l1nfr1k1xUksepXNiMzMzMRgMeHh44OPjw8KFC7n++uuJibFra6vVaubMmcPcuXPx9vame/fuPPfcc+zZs0fZx5EjdnWP5s2bUxExMTHKNqV5++23WbFiBevXr69glp1Zs2Yxfvx4wJ6SkZOTw19//VXJd6U8R48exdPTk5CQy7f2XrhwIU2bNqVFixaoVCpuvfVWZs0qX+j52WefYTAYcHNzo23btiQnJ/PUU+VlOMeOHVvuszhx4kSlbRcOrsCluSOqI592vala9t3M05/lA+5BLnZuc/b9Sfzc/1XLsQSug8rDXuRjLbJgyqxfEmElmFLzsZrtIU99QENkJ6uXXA2n1zha58rNjKByfZ1Z25EcbMn2YhpJkhg4cKDLacq2b9+e666rHW3Ur5Tly5djMBjQ6XR07dqVuLg4Pv744zLbfP/99+zatavMo3RTD6PRyK5du9i+fTszZsygSZMmzJgxo8w+Ro0axYULF/jll18YNGgQa9asoX379uVyUi/WEc5ms1UYcY2NjeWOO+7gmWeeqXDe4cOH2bp1K7feeitgd7bHjBnD7NmzL/veXIyL2VIRpZ1rgPHjx7NkyZJyaQy33XYbu3btYtOmTYwePZq77rqLUaNGldvf9OnTy30WV3JRKFIUBC7P/TFdybcUMalUccm14qXVsWXE40oxW8HZvZz75GYo7pYkqKPIaqRiZ64wLR/ql0JYGQpT83EP8kBWqfEIjiT73CFnm3RFpB/bRmHWaNw8/ZDcVEhNPLAdcf0OW9aNqUiDg5F0KnQ6HUOGDGHx4sXlKuedQevWrWu9Xu+l6NOnD59//jkajYbQ0FAlraA04eHhl1SMkGVZeT4mJoaEhATGjBnDunVlazZ0Oh0DBgxgwIABvPTSS9xzzz28/PLLTJw4kWbN7HdNDh48SLdu3cod49ChQ8TGxlZ4/FdffZVmzZqxdOnScs/NmjULs9lMWFiYss5ms6HRaEhPT8fHp7wE3uVo1qwZmZmZxMfHXzKKe+DAAbZs2cK2bdvKOOAWi4XvvvuOBx54QFnn5eWlvIcLFiygRYsWzJo1i7vvLtv+Ojg4+JrUO0QEV1AreLxFHB91ubFK0hVkZHaPnIyn1q6FWpR+gTPThmHNz7rmfbsKuUXw9jbovxjafwO3/Q57Uy6+fXIePLUOhi2FlvPsc//Lxgsw9Cfo/B1M2QCmUufjbJP9uQsu7l+4N+msRCMK61MHswrIPpmujGubXFgJp1bPVaJgcpQRNK4fxQWwrEnCVqy/HBAQQO/evZ1rEHbntmfPnpffsBbj4eFBVFQUjRo1qtC5vRqeeOIJdu/ezU8//XTJ7WJjYxVJsoEDB+Lr61tOgQDgl19+4ejRo4wdO7bC/YSHh/Pwww/z3HPPlbkoMpvNzJs3j6lTp5aJeO7evZtGjRrxzTffXNXru/nmm9Fqtbz77rsVPl8SnZ01axZxcXHs3r27zPGffvrpCtMUStBoNDz33HO88MIL5OVVbU2EcHAFtYaHmndnZo/RqKRr+9puGP4Q4QZvAKwFOZydPhxz2tkqsNB1eGkjbLoA7/SAn0ZAtxC4509IvMjvh8kKvjq4rxVEV3CRb7XBMxtgdDR8MwT2pcKPRx3PT9thfy7UUD2vp6rQN+2ujAtS62eBWQlpOxOUcW3MwwXIOr2Pggy7TrWkle1Obm2gwIpla6rinMfExNCyZUunmdO+ffs679xWltTUVBISEso8Cgounsrk6empRGdtNhupqan07duXBQsWsGfPHk6ePMkPP/zAu+++y8iRIwG7o/3FF1/w888/c99997Fnzx5OnTrFrFmzmDhxIjfffDOjR4++6DGnTJnChQsXWLVqlbJu+fLlpKenc/fdd9OyZcsyj5tvvrmck3n48OFyt/9LS52VEB4ezvTp0/nwww+5++67Wbt2LadPn+aff/7h/vvv5/XXX6eoqIj58+czduzYcse+55572L59O7t3777o6xk3bhySJPHZZ5+VWZ+RkVHusyi5SKgMwsEV1ComNr2Ob3vdhuYqdXIXxI2jc0AjAGxWC+c+G0PB6Z1VaaLTKTDDn2dgUgfoGASNPOGhthBmgIUXkfUNM8CUTjCyCRgrSMdML4C0AhgbDVHe0LsBHLfX+LAjCfanwu0x1fWKqg5dI4ecU31VUCgh90ymEkU0hDRBcoL2dFVwctUsR5vdJh6grSWntYRCbCccJ+sePXpckyTS1dKpU6c6nZZwpfTv35+QkJAyj4rSAUrz2GOPcfDgQX744QcMBgOdO3dm+vTpxMXF0bJlS1588UXuvfdePvnkE2XOzTffzOrVqzl79ixxcXFER0czbdo0nn/+eRYuXHjJvFdfX1+eeeaZMo73rFmz6N+/P15eXuW2HzVqFLt27WLHjh3KultvvZV27dqVeVy4cKHC4z344IP88ccfnD9/nhtvvJGYmBjuuecePD09mTx5Mr/88gupqanceOON5eY2bdqUVq1aXTKKq9Vqefjhh3n33XfJyXHcBrzzzjvLfRb/zZm+FJLtYlnOAoEL89vZg9yyei4FV5Az+2Lb/rzcdpDywxE/90HS//78MrNqH7lF0Ok7mDUAupRKmRr3G2hVMGfQpedPXAnRvjClVJ2JzQZ9foSXutijwXf/aXeGb2gCY36F17tBy1rQor7xq9txL9bBPfzVDnJOpF9mRt2m5dPdcPOxdwM78P3r5CaedLJFV0eLca+i97cXn1iP5WDdl+lkiyqPqlcAko/9qrJEw7Sqb9VejG7dutGu3aU1fAWC2kotudQVCMoyNLw5ywfcg0FdXmOwIsY0blPGuU357b066dwCeGigbQDM2ANJeWCxwrITsCcFkq8y7VSSYGqcfZ/X/wIxvnBjFMzcB51DQKe25/kOWwrfuHCtksbHUXxR3yO4ADmnHY5gbU1TADix8itHFLexB7jXnmi0ZX0ytiK7ooWHhweDBg1Clqv31CxJEr179xbOraBOI1QUBLWWPiFRrBx0H8P+nEmG6eKe23X+4cyPu01xbrO2/kDSooplVuoKb/eAFzfao64qCZr7wrDGcCDt8nMvRocgWFSq0dOpLLvj/ONwmLASbm8OPULhhmX21IiKcnmdjexhN8pislCUVXiZres+6XsT8Wtrvy1uDG1K4s6Vl9z+xw2HWLLhEPFp9tuIjUO8uWdQW7rFNrjonB/WH+SH9QeJT8shyMeDOwe0YVgnR2X0lkPneffHzaRl59OrVUOev7U7GrXdQc3JNzFh6jI+fXAQwb4XT/DOTz1HbsIJe6qFSkKONmLdlVHZt8G5WMGyLhlV30AkSSI0NJSuXbvyzz//VMvhZFmmf//+NG3atFr2LxC4CiKCK6jVdAlsxN9DHiBQV/HJL0zvyeohD6IqjojkHd3I+S/vsN9zr8M0NMLcQbBtLPw1Cr4fBmYrNKiiIjCbDV7ZBE91tI8PpsHARuDnbndu/024/D5qHLUWSWWvnC6s5wVmJWQeSlEin4bQpnAZlZIgbz0PjejAnMkjmDN5BB2bhjB55l8cj6841ePHDYf4bNl27h3cloXP3sh9Q9rx3o+bWL/vDABWq42X5q/jpu7RzHx8GAfOpLB0k0Pg/uNf/uWm7tGXdG5LOP7Hl44obkM9eNSeKC7ZZiw70xX727ZtWy0OqFqtZujQocK5FdQLhIMrqPW08Q1lzdAHaWQoGzLUyWp2jJyEu9ru1JgSj3H2w5HYiuqPuL9eAwF6yCyEfy5AnypqnLT4GHi5Qd9wsBRfKxT3DcBsdaxzJfRNewiJsP9iBXOOvXJa425E53vpbkU9Wzake4twGgV60SjQiweHd0DvpmbfqeQKt/992zFu7B7NgPaRhPkbGdg+kuu7NGPeqr0AZOQWkJ5TwM09YmgS4kPPluGcTMgAYPeJRA6eTeHWXhXrgf4XU2ayouUryRJyjGel5rkMZ/KxnXNcePXp0wc/P78q271Wq2XEiBE0atSoyvYpELgywsEV1AmivQL5Z9gjtPNz5FjuGPkk/jp7C09zTipnpg7Fkn0JMdg6xIbzsP48nMu269fe+QdEeNnzZgGm77Br2ZbmYJr9kWe2qyYcTINjGeX3nZoPX+yB5zrZl73cINIL5h+EXcmwOR7aBlbry7sq9E0dgur1XSKsNLnnHPrPxpDKR/YsVit/7DhBfqGZVo0r/sCLzFa06rKRVDeNiv1nUjBbrPgYdPh7urPl0AUKTGZ2HU8kKtSHIrOF/1u0iWdHd1PuvlSG4398hc1mv9KSGriDsXZl4Vm3Z2DLKQLs+qBDhgxBq732LnNGo5FRo0YRGhp6zfsSCGoLteu/XyC4BCF6T9YMeZDRq+fxeIs4or3tJ11rUSFnPxiJKfHoZfZQd8gpgg92QEKe3QEd0BAeaweaYl8hOR/i/yMnePNyx3h/Kvx6EkI94M//dFB8extMbAFBese6N7vD8//AgoNwZwto7YKKCrqGbZSxKDBzkHEgGe/mAQAYwpqSvH/tJbc/diGNu6f/islswd1Nw7t39yUy2LvCbbvEhPHz5iP0at2QmAZ+HDybyrLNRzFbrGTkFODvpeetiX2Y/tNWpi7ZQvfYBlzfpRlz/txDx2YhuGlU3PPBr2TkFjC6Z3NGx106mmvOzSDz5B68I9siSRJyc0+sW68h8dwJWNYkoRocgqSW8fLyon///vz2229Xvb/AwECGDRuGXq+//MYCQR1CyIQJ6hwWq7VM1OfcZ7eSteV7J1okcAUiX9+lOLmHv9hOzqkM5xrkIshambav9EaSJAqzUtgz5+lLbl9ktpCQnkt2vonVu0/x86YjzHh0aIVOboHJzHs/bua3bccA8DW6M7hjJPP/2seKN27F1+hebs7ppEye/OJP5j89kvs/+o1be7Wga/Mwxr6zlE8eHETTMN/LvB497e/7CKn4N8C8Jgkyiir5brgIPhpUcQFKSs2WLVv4999/r3g3jRs3ZsCAAVXWtUsgqE2IFAVBnaO0c5v4wxTh3AoAUPs4bs8WiAiugtVkxVJg15N28/RHa7i0/IVGrSI8wJPYhv48NKIjTcN8+X7t/gq31WnVvDiuB+vfv4OlL9/CL6/cQoivEQ83Dd4eunLb22w23v5+I4/d0Amrzcbhc2n0axuBr9GddlHB7Dh++epFqymPtKOOXtNybC3LxQVIL8K6P0spOuvUqdMV5862adOGIUOGCOdWUG8RDq6gTqNr1A5JU/5EKqh/qPTeAFgKzUphlcBOfoKje9CV6uHabGAqqTC8CGqVTJC3BypZ5s8dJ+jeIhxZLq/Y8PPmo3jp3Yhr1RBrcZc1s8Wq/C1ZdzlO/fU1NqsFADlQB37Xnsda09iO5WBLskvZSZJE//798fS8vLMuSRJxcXH06NHjkt2wBIK6jnBwBXUar06jiZiyBpVXkLNNETgTrR5ke8mByL8tT+ahVGVsvISD+9my7ew8nsCF1GyOXUjjs+Xb2XEsgcEdIgH4dNm/vLxgnbL96aRMft92nDNJmew/nczzc9ZwPD6DB4e3L7fvtOx8vv5jN5NGdQbAU+9G4yAvvluznz0nk/j3yAVaX6SY7b9YzSaS969XllW1MYoLWDelYsu3O+o6nY4hQ4agVl+8dEaj0TB06FBatWpVUyYKBC6LKDIT1Hncm3Qm8uWtnJk+nMKze51tjsAJeETHKdGsAiERVo7UHfGEDW6CJEkYwi6upJCanc8rC9aTkpmHwV1LVKgPH/5vAJ1j7OolKVn5JKY7qhetVhvfrN7H6aRM1CqZDk1DmPX4MEL9jOX2PW3JFm7r04JAbw9l3Uu39eTVb9bz/bqDjO/bihaNAir9mk6vXYB/bHdklQbJzw0pyA1bYu1r7mFZm4RqQDCSSsLf35/evXuzatWqctt5eHgwbNgwAgIq/x4JBHUZUWQmqDdY8rM5//mt5Oy++opkQe0k4KZXCRj5EgDxf5/kwp8nnGyR69H21d6otHZJrx1fPoKlIPfSE2oBDXqMJqT9YABsGSYsayrW63V5gt1QdfZTLtLWrVvH3r2Oi/WgoCAGDx6MwVBFnVwEgjqASFEQ1BtU7kbCH/8F30GPO9sUQQ3jFu6QCBMFZhVTkOxwaA0hUZfYsvZwbsOPWIqK81i9tUihtTQfP6EQ6zFHnnT37t0JCbE35WjevDk33nijcG4Fgv8gHFxBvUKSVQSPm06DhxYhu9fOvDzBlaMNdDhsVd2mNyk7hReXvU2/D26k+/vDGDf7fg4mHLnknO1ndjP+6wfo9t4QRn4+nh93Livz/OaT27npiwn0mn49Ly//P4osDpmrnIIcbvpiAgmZiVX6OrKPOvRiL5WHW7uwEv+v446N3Lz2/s/b9mdhS7M76yqVikGDBtGnTx/69u2LSlWL2hILBDWEcHAF9RLPTrcQ+doOdBHli10EdQ+1d7Ayrsoc3KyCbO6e/xhqWc2Ho9/mh3tm8Xjf+zG6XTyadj4jnsd+eJ524a345s4Z3NltHO//+Sl/HbIXZ1ltVl5c9jY3tRvB7PEfsT/+MD/tcjhpH62ZyU3tRhBcxYWTKTvilbExtPIdzVyd+G3LMBfaP3PJqEEKr70NDywbUrCZ7EVnHh4exMZWro2xQFAfEQ6uoN6iDWxCxAsb8en3oLNNEVQzKncvAMz5RVjyqk70f+7mhQR5BvDysKdoGRpDqHcwnSLa08Dn4i1RF+9cTrBnIJP6P0hj/0bc0GYo17cezIKtPwCQkZdJel4Gt7S/niYBEcRFdeVk6mkAdp3bx8GEI4zteGOVvYYSCpPzsBbLfekDI5DVtU9a62Kc37xEGcsxRqit6llWsO7LdLYVAkGtQDi4gnqNrHEj5I5PRcpCHUZ29wTZfgu3qiXC1h3dRPPgZjzz02sM+Ohmxs2+n592/XrJOXvPH6BLRIcy67o27siBhCOYLWZ89N74G/zYfPJfCooK2XVuL1EBkRRZinhn5YdMGfQYKrl6bkkXptkjnbJKjUdwZLUcwxkk7f6LovxsACQPNVIjj8vMcE2kKANy20s34hAIBHaEgysQIFIW6jL6mF4OibDUqpUIO58Rz+Kdy2joG8bHo99mVLsRvL/qU5bv/eOic1Jz0/D1KOuk+Hr4YLFayMjPRJIk3hn5ArP+WcDomXcTHRTFyNaDmbNpIdc1aoeb2o275j/GTV9O5PvtS6v09eScTFfGdSlNAeDsBkdHQznaCKpaFMZVS8idfFG19EKqoEGGQCAoj9DBFQiKKUlZSFw4ifRVnzrbHEEVoW/SVRlXdQTXarMRG9KMh3rdDUBMcFNOpJxi8c5lDG818KLz/ttgykaJWqP9ibbhrZg38TPl+dNp5/ht/yq+uXMG937zBGM73kS3yOsYM+te2oe3pmlg1URbU3clENC5AXDlHc1cndSDG2nQ9Wa0Bm8kdxVSYw9spZQJXBYfDaqOvkge4nQtEFwJIoIrEJRC1rgRcvsnNHj4B5GyUEdwC3d0dapqBQV/gy+N/RqVWdfYryEJWUkXnePn4UtqTnqZdem5GahkFd4VfOdsNhtv/j6Nx/vej9Vm5XDiMfrHxOHr4UP78NZsP7O7al4MkHsqE1txO1xDcBOQ6tYp4vTq+ZRIv8tNDaB27Wio1MyIqmeAcG4Fgqugbv16CQRVhOd1N4uUhTqCNrCJMq5qDdw2DVpwOu1smXWn084RcgmFg1ZhsWw5tb3Mus2n/iU2uBlqVXlH5uc9v+Pl7kmvpt2w2uxFYGaL2f7XalbWVRWmzAIAVFod+oCGVbpvZ5NxciemrBQAJDcVUhMX1Y51V6Hq4Y8q1lOkJAgEV4lwcAWCi6CoLPR/yNmmCK4BtVeIMi6s4ja9464bxd4LB5m98VvOpp9nxf6/+Gn3b9zSfqSyzSdrZvLSsneU5VHthhOflcS0vz7nZMppft79Oz/vXsH4TreU239abjqz/vmGpwY8DICnzkhjv4Z8++8S9pw/wLbTO2kd1qJKX1PuGUeVfl3LwwU4+dccRxQ3ygAa1zoNSmHuqPoGIvm7OdsUgaBW41r/2QKBiyFSFmo/srsRgKIcE5YCc5Xuu0VIDO/f9CorD/7NmJn3MHPjN0zq9wBDWvRTtknJSSuTshDmHcKHt7zJ9jO7Gff1/5i18RsmD3iIfjFx5fb//qrPGN/5FgKN/sq6l4c9zR8H1/DED89ze6fRtAyNqdLXlLbH0UCi7jR8cJB97iAF6XbNX0kj21MVXAG1hNzeB9V1vkgu5nQLBLURyVZyKSsQCC6JKfkk8bPvJffAX842RVBJZIM/MZ8mA5BzOoPDM7ZfZoYAGdq/0RdJkijKy2LXzMedbVGV4xEYQfMxLyJJEjazFcufiVBYtakeV0Q9KiSbOHEic+fO5f7772fGjBllnnvwwQf5/PPPmTBhAnPmzFG2/S+DBg1ixYoVZda99dZbvPjii7z55ps8++yzAERERHD69OmL2tKrVy/WrFnDzp07efHFF9m6dStZWVkEBwfTuXNnPv30U/z9/S86X+DaiMtEgaCSaAMa0+iZVYTcPQvZQ2hR1gY8mvdWxoVVLBFWZ7GCOccEgEbvic4n+DITah+5SafISz4DgKSW7bJhzkACKbr+FZKFh4ezcOFC8vMd/5MFBQV89913NGxYNu978ODBxMfHl3l899135fb59ddf8/TTTzN79mxl3bZt25Q5ixcvBuDw4cPKuiVLlpCUlET//v3x9/dn5cqVHDx4kNmzZxMSEkJeXtXm7AtqFuHgCgRXiE/cXUS9dQDjdTc72xTBZXCP7KyMq7rArC6TdyFbGdc1ubASTqz8SsnFlSI8QF89zTMuiqcaVa8AVM3rXyFZ+/btadiwIUuWODrMLVmyhPDwcNq1a1dmWzc3N4KDg8s8fHzKBhjWrl1Lfn4+r732Grm5uaxbZ297HRAQoMzx9fUFIDAwsMy6jRs3kpWVxcyZM2nXrh2NGzemb9++fPDBB+WcbUHtQji4AsFVoPYOJvzhH2jw6E+oL9GWVeBc3MJbKuOq1sCty2TsT1bGdTEPF6Ag/QI58ccAkGSp5qK4kr1dsKp3IJJ33WmHfKXceeedfP3118ry7Nmzueuuu65qX7NmzWLs2LFoNBrGjh3LrFmzKj03ODgYs9nMTz/9hMjYrFsIB1cguAY8O9xAk7cO4N373vLq/QKnow1wNECo6i5mdZm03QnKyb4uKimUcGLll44obkM9GKo5TcBbg6p3IHJM/Yva/pfbb7+dDRs2cOrUKU6fPs0///zD+PHjy223fPlyDAZDmcfrr7+uPJ+VlcXixYuVuePHj+fHH38kKyurUnZ06dKF5557jnHjxuHv78+QIUN47733SExMvPxkgUsjHFyB4BpR6b0IvfNLGj3zN9qguusM1EbUng49WhHBrTxWk1VRnHDzCkBjqJs556bsVLLO7AdAkiTkmGqK4qok5JZeqHoFIHlpqucYtQx/f3+GDRvG3Llz+frrrxk2bFiFBV19+vRh165dZR4PPeSQbvz222+JjIykTZs2ALRt25bIyEgWLlxYaVvefPNNEhISmDFjBrGxscyYMYOYmBj27t177S9U4DSEgysQVBEezXsT+cYe/IY9AxUI9gtqHllnl4Aqyi7EarI42ZraRX6Co42tMaTuXrid+GMmtuJmGXIDPVSxAyoFuqHqF4gcZUASd3nKcNdddzFnzhzmzp170fQEDw8PoqKiyjxKwCqVhQAAIUFJREFU8mnBntqwf/9+1Gq18ti/f/8VpSkA+Pn5ccsttzB16lQOHjxIaGgo77///jW9PoFzEQ6uQFCFyFodQaPfofHLW9E1anf5CYJqQ+0diiTbC4cKqrjBQ30g83CqMjaE1c08XABzfhYZx3cqy3LzKtK7dpORO/qg6uaPpBcXvBUxePBgTCYTJpOJQYMGXfH8vXv38u+//7JmzZoyEd5169axbds29u3bd1V2abVamjRpQm5u7lXNF7gG4r9OIKgG3Bu1o/HLW0ldMY3kpa9gMwkHq6bRl5YIE+kJV0zq9njCBjVBkqQ6nYcLcGLVLNpHtkWSVcjBOqw+Wkg3Xd3OJJAiDcgxRtGw4TKoVCoOHjyojCuisLCQhISEMuvUajX+/v7MmjWLTp06ERdXvklK165dmTVrFtOnT7+kDcuXL2fhwoXceuutNGvWDJvNxrJly/jtt9/KFMEJah/iv08gqCYklRr/YU/T5I09eLTo72xz6h3ukZ2UcUGqcHCvFHOOCWuR/da9u18YKje9ky2qPqymAlIOb1aW5diri+JKgW6o+gaiauUlnNtK4unpiafnxd/vFStWEBISUubRo0cPTCYTCxYsYNSoURXOGzVqFAsWLMBkuvSFSmxsLHq9nkmTJtG2bVu6dOnCokWLmDlzJrfffvs1vTaBcxGdzASCGiJnz+8kLnqGwrOicKEmaPj0KgzFLXOPL9hTRvpKUDliHr4OjzC783Hklw/JPLXbyRZVH7JaS7v7P0Euzp+3bEjBllJYuckeKuRWXsjB7tVooUAguBLEJaZAUEMYWg8h8rVdhN4zG7VvA2ebU+fRBkQoY9HF7OrIPpamjOt6moLVbCJ5/1pluVJRXLWEHOuJql+QcG4FAhdDOLgCQQ0iyTLePe8k6v+OEHjLW8juVVTQIiiHyjNQGYsUhasjdacj99FYhwvNSjiz9jus5iIAJF8tUrDuottK4XpU/YOQmxnrvaatQOCKCAdXIHACstYd/+FTiHrvOL4DHgWV0MasamStBwCmzAJsxbmkgiujIDEXq9n+3ukDI5Dq+vfUZiVh50plsUJFBV8tqrgAVB18kHQ13N5XIBBUGuHgCgRORG30J3j8h0S9cxDPTqOdbU6dQe3fCEm2/7wVComwa8KUbn//ZJUaQ3BjJ1tT/ZzftASLqQAAyUuDFFacemBUI3f2RR0XgORbf1vsCgS1BeHgCgQugDawCQ0e+p7GL29BH9PL2ebUejxieitjkZ5wbWSfTFfGhtC6n6YAcGHbcmUsN/dEbu+Dqm8gcojIsxUIagvCwRUIXAj3yE5ETFlD+OO/4BYW62xzai26yOuUsdDAvTbK5OHWEwc3YftvmAvt3xvJoEZuqBddyASCWoZwcAUCF8TYbgSRb+wh5M4vUXuHONucWocutIUyFhHcayP3VCY2q11N0hASBVLdPm2o9Z6E97wVua7nGwsEdRzRyUwgcFEkWYVP73vx6jaejLUzSf39fYpSzzjbrFqBxj9CGYsc3GvHlFmIm48OlVaH3j+cvOTTzjapylG7GwluP5jA1n1RadycbY5AILhGhIMrELg4stYd3wGP4NPnf2Ru/paUX/8P04WDzjbLpVEbAwCwWW0UpgkH91rJPZuJm49dMssY1qxOObhqdyNBbQcQ1KY/Ku3FZcEEAkHtQji4AkEtQVJr8O4xAe8eE8ja/hMpy9+m4MQ2Z5vlkkjFbWVNmQXYzEIi7FpJ35uEb+sgAAyhTUnc9aeTLbp2dL6hBLUdgH9MN2S1SEcQCOoawsEVCGohnh1uxLPDjeTu/4uUX98hd/8qZ5vkMmhDopWCIFFgVjVkHEjCZrMhSVKtLzTzDI8lqN0gvCNaOdsUgUBQjQgHVyCoxXi06IdHi34UnNlN6srpZG3+DpvZ5GyznIo+Ok4ZF4gWvVWDFcy5RWgMWjR6T3TewRRkJFx+nosgqdT4NetCULuB6P1Fm2yBoD4gHFyBoA6ga9iGsHvnEHTLO6T99Snpq2dgyU5xtllOwT2iozIWEdyqI+98Fl7R/oA9TaE2OLhqdyOBrXoT2LovGr2Xs80RCAQ1SN3WexEI6hlq72ACR71O02lnCLnzC7ShzZ1tUo2jLaUfXCgkwqqMjIOOCyZjaFMnWnJ5dL6hNOo7gTZ3vk9YlxuFcysQ1ENEBFcgqIPIWnd8et+HT+/7yNm7kox1s8je+Qu2okJnm1btaPwaKuMCIRFWZaTtjKfhSHt+syHMFfNwJTzDm4v8WoFAAAgHVyCo8xhaDcLQahCW3HQytywkc/0c8k9sdbZZ1YbaYL+NbrPaMKULB7eqsJqsWArMqN016LwC0Xh4U5Sb4Wyz0Bh88I/pjn+LHui8Ap1tjkAgcBGEgysQ1BNUHj749n0A374PUHjhIBkb5pK5cT7m9AvONq1KkbTuAJjS87FZbE62pm6Rn5iLMcIbsKcppB11jkydpFLj3bgN/rFxeDVsgSSLbDuBQFAW4eAKBPUQt9DmBI1+h8Cb3yR3359kbJhD9o6fsRUVONu0a8KtQStFIqxAFJhVOVmHUxQH1xDarMYdXH1AQ/xiuuEX0xWNu7FGjy0QCGoXwsEVCOoxkqzC0HowhtaDseRmkLX1ezLWzyH/+GZnm3ZV6GN6KeNCIRFW5aTsiCd0YJMa1cPVGnzwje6KX0wX9H5C4ksgEFQO4eAKBAIAVB7e+PS5H58+91MYf5iMDXPI/Gc+5vTzzjat0rhHtFfGIoJb9ZizTNiKrEhaFe7+Yai07lhMVX8hodK64xPVEb+YLhjDopEkkYIgEAiuDOHgCgSCcriFRBN0y9sEjnqT3AOryNr6Azl7fnP5fF1tSIwyFhJh1UNBSh76UCOSJGMIiSLz9N4q2a9a74l34zZ4N26LV8MWyGptlexXIBDUT8RlsUAguCiSLGNoOZDQu76i2QfnafzqdgJueg33yE5QnOvqSmh8hURYdZN1LE0ZG69RLszdN4yQjsNoPvp52t3zAY373YlPZDvh3F4FEydORJIkJElCo9EQGRnJ5MmTyc3NVbaZO3cunTp1wsPDA6PRSFxcHMuXLy+znzlz5uDt7V3hMby9vZkzZ46yLEkSS5cuVZZfeeUVxYaLPU6dOlVmO1mWCQ0N5bbbbuPs2bPYbDb69+/PoEGDyh3/s88+w8vLizNnzlzTeyWoHwgHVyAQVBr3iPYEjHyRxi9vodlHCYTe8zXG625Gdvd0tmkAqAy+ANgsVkwZtbtgzlVJ3RGvjA1XmIcrySqMDZoT3nMsrSb8Hy3Hv06DbqMwBDepajPrJYMHDyY+Pp4TJ07wxhtv8NlnnzF58mQAJk+ezP3338/o0aPZvXs3W7dupWfPnowcOZJPPvmkSo4/efJk4uPjlUeDBg147bXXyqwLDw8HoEWLFsTHx3Pu3Dm+//579u7dy+jRo5Ekia+//potW7bwxRdfKPs+efIkzzzzDB9++CENGza8mAkCgYJIURAIBFeF2jMQ754T8e45EZu5iLwj68ne/Ss5u5ZjSjhS8wbJMpJGB0BhWj5YhURYdVCQmIvVYkVWyXgERSCp1Ngs5otur9K64xXR2p56ENEKtZu+Bq2tX7i5uREcHAzAuHHjWL16NUuXLmXChAlMnTqVjz76iEceeUTZ/s0336SgoIAnn3ySkSNHKs7n1WIwGDAYDMqySqXCaDQqNpVGrVYr60NDQ7n33nt59NFHycrKIjw8nA8//JCHH36YgQMHEhERwd13302/fv2YOHHiNdkoqD8IB1cgEFwzklqDR2xfPGL7wtipmBKPkb1rOTm7fyXv8DpsZlO126Br2N4hESYUFKoVU1o+ugAPZJUGj6BIci6UuqCRJPT+4RgbxOAd0RpDaDNklTjVOAN3d3eKior47rvvMBgM3H///eW2mTRpEtOmTWPx4sU8/vjjNW8kkJCQwJIlS1CpVKhUKgAmTJjATz/9xJ133smoUaPYt28f+/btc4p9gtqJ+NURCARVjjYoCr9Bj+M36HEs+dnkHlhF3uH15B/fTMHpHdXSMljfrIcyLhQKCtVKzqkMdAEeAHg2iMZaVIixQTTGMPtDRGmdz9atW/n222/p168fR44coUmTJmi15XObQ0ND8fLy4siRmr3rsnfvXgwGA1arlfx8+wXpo48+ioeHh7LNl19+ScuWLVm/fj0//vgjgYGiU52g8ggHVyAQVCsqdyOeHW7Es8ONANjMJgrO7CLv2Gbyj9sfRcknr/k4ulISYUJBofqQ1DJ5iY7CpbAuNxLW5UYnWiQoYfny5RgMBsxmM0VFRYwcOZKPP/6YCRMmXHKezWZT7n7UFNHR0fzyyy8UFhby888/88MPP/Dmm2+W2SYwMJD77ruPpUuXcuON4jsmuDKEgysQCGoUSa3FPbKTXYmBRwEwZyXZnd1jm8k7vpmCk9uwFuRc0X61IdHKuCBZOLhVhdZHhz7UiEdDLwwR3uhDjchqUZ/sivTp04fPP/8cjUZDaGgoGo0GgGbNmrFhwwZMJlO5KO6FCxfIysqiadOmAHh6epKTk4PFYlHSBQAsFgs5OTl4eXlVia1arZaoqCjAXnB29OhRHnjgAebPn19mO7VajVotXBXBlSO+NQKBwOmoPQMxtrseY7vrAbBZrRSe31fG6TXFHwLbxQvHNL6OAhnRxezKkVQSukAP9KFG9KFG3EMM6EOMqHTiNFFb8PDwUJzG0tx666189NFHfPHFF2WKzADef/99NBoNo0aNAiAmJgaLxcLOnTvp2LGjst2OHTuwWCxER0dTHbz44os0a9aMJ554gvbt219+gkBwGcQvl0AgcDkkWUYX3hpdeGt8et8HgCUvk8Lz+yi8cAhT/CEK4w9ReOEgRSmnwGpB5WGXCLMWWTBlComwS6E2atEFeKAPMdgd2VAj7oEeSCoRma2LdO3alccee4ynnnoKk8nEDTfcQFFREQsWLODDDz/kgw8+UBQUYmNjGTJkCHfddRfTpk2jSZMmHD9+nCeffJIhQ4YQGxtbZt8nT55k165dZdZFRUWVUVOoDJGRkYwcOZKXXnqpnDavQHA1CAdXIBDUClR6L/RNu6Nv2r3MemtRIabEo0jFzQEs+WYMjbwpTMunKLsQ6qNamAQaTzd0fnrc/NxxU/7axyqt6vL7ENQpPvjgA1q3bs3nn3/Oiy++iCRJtG/fnqVLlzJixIgy2y5cuJBXXnmFBx54gHPnztGgQQOGDx/OK6+8Um6/Tz75ZLl1q1evpnfv3lds46RJk+jevTtbtmyhc+fOVzxfICiNZLNd4p6fQCAQ1GKsRRYK0/IxZRRQlGWiKLuQouySv4X2dTkmbGars02tNJJKQm3QojFq0Ri0qA1uaIqXtT46uzPr6y7yZAUCQb1GOLgCgaDeY84rKuP4WgosWE1mLIUWrIUWLCaz/W+hBavJgqXQrIytRZayUWKbzb74n3UlSCoZWSMja1SOv1oVspsKlVaFSqe2j93UqNzVxU6sFo3BDY1Ri1qvqaF3RSAQCGovwsEVCAQCgUAgENQpxD0sgUAgEAgEAkGdQji4AoFAIBAIBII6hXBwBQKBQCAQCAR1CuHgCgQCgUAgEAjqFMLBFQgEAoFAIBDUKYSDKxAIBAKBQCCoUwgHVyAQCAQCgUBQpxAOrqDGSUhI4JFHHiEyMhI3NzfCw8MZMWIEf/31FwARERF88MEHFc49deoUkiRV+Ni8eXOZbfPz8/Hx8cHX15f8/Pxy+4qIiKhw3uOPP16mzeQrr7xC27ZtyyxLksT//ve/MvN27dqFJEmcOnWqzPrFixfTt29ffHx80Ov1REdHc9ddd7Fz587LvFMCgUAgEAiuBuHgCmqUU6dO0aFDB/7++2/effdd9u7dy4oVK+jTpw8PPfRQpfezatUq4uPjyzw6dOhQZpvFixfTsmVLYmNjWbJkSYX70el0PPPMM1f8OnQ6HbNmzeLIkSOX3O6ZZ55hzJgxtG3bll9++YX9+/fz5Zdf0qRJE5577rkrPq5AIBAIBILLo3a2AYL6xYMPPogkSWzduhUPDw9lfYsWLbjrrrsqvR8/Pz+Cg4Mvuc2sWbMYP348NpuNWbNmcdttt5Xb5v777+fzzz/nt99+Y+jQoZU+fnR0NIGBgbzwwgssWrSowm02b97Mu+++y4cffsijjz6qrG/cuDG9evVCNBEUCAQCgaB6EBFcQY2RlpbGihUreOihh8o4tyV4e3tX2bGOHz/Opk2bGD16NKNHj2bjxo2cOHGi3HYRERH873//Y8qUKVit1is6xjvvvMPixYvZtm1bhc9/9913GAwGHnzwwQqflyTpio4nEAgEAoGgcggHV1BjHDt2DJvNRkxMzDXvq1u3bhgMhjIPi8WiPD979myGDBmi5OAOHjyY2bNnV7ivF154gZMnT/LNN99ckQ3t27dn9OjRPPvssxU+f+TIESIjI1GrHTdKpk2bVsbmzMzMKzqmQCAQCASCyyMcXEGNUXJLvioil99//z27du0q81CpVABYLBbmzp3L+PHjle3Hjx/P3LlzyzjBJQQEBPD/7d19TFXlAwfw75VL6HhVKr0BAgsKgWSC5rStcYs3BdN5a0BSQBkbKRpQkkIw84X1k8SY4hxeQEpL2BhvxgVR3GRDTREtdVoZhcjVJpK8CMXl/P5wnHm8F+UW+HL5fra7ec95nuc8z/nH730453k+/vhjpKen4++//zaqHxs3bsTRo0dRW1tr8Py9Y33vvffQ3NyMXbt2oaenh48pEBERjQEGXHpo3N3dIZPJcOHChf/clpOTE9zc3CSfITU1NWhra0N4eDjkcjnkcjkiIiJw5cqVYYNoUlISbt++jdzcXKP68fzzz+ODDz7Ap59+qhdW3d3d8euvv+Kff/4Rj9nZ2cHNzQ0ODg5GXYeIiIhGjgGXHpopU6YgODgYO3bsQE9Pj975zs7OUbmOWq1GRESE3gzvsmXLoFarDdaxsrLCZ599hk2bNuHWrVtGXS89PR2XLl3Cd999JzkeGRmJ7u5uo0MzERER/TdcRYEeqtzcXMyfPx8vv/wyPv/8c8ycORMDAwM4ePAgdu7cKc7utrW1obm5WVJ3+vTp4r9v3LgBrVYrOW9nZ4euri5UVlaioqIC3t7ekvPR0dEIDQ3Fn3/+iWeeeUavb3FxccjOzsa3336LuXPnjnhMU6dORVJSErZs2SI5Pm/ePCQnJyM5ORm///47li5dCicnJ7S3t0OtVkMmk2HCBP7GJCIiGm3835UeKldXVzQ1NUGpVCI5ORne3t4IDAzEoUOHsHPnTrFcVlYWZs2aJflUVFSI5wMCAqBQKCSfsrIyFBUVwdLSEq+//rretZVKJaytrfH1118b7Ju5uTk2bNiAvr4+o8f1ySefwMrKSu94VlYW9u3bh9OnTyMsLAzu7u546623MDg4iMbGRtjY2Bh9LSL6d2JiYiSbw9jb2yMkJARnz54Vy9x93srKCj4+PigsLJS0c+TIkWE3nLn3h/eVK1fw1FNPDfty7d11LS0t4e7ujpiYGJw6dcpg+SNHjkChUEAQhBGN525xcXEwMzPT+2sToL+hDQAcPXoUdnZ2SEhIgCAIKCwsNDjmiRMnGrzHcrkc06dPR3x8PG7evIn+/n54eXkhLi5O7/pr1qyBs7Oz0X9BIxqWQERENA5ER0cLISEhQnt7u9De3i6cPn1aCA0NFZycnMQyAISCggKhvb1d+OWXX4RNmzYJAASNRiOWqa+vFwAIFy9eFNsa+uh0Osk1N2zYICxbtkxwcnISGhoa9Pp09/V+++03oaamRlCpVIKZmZmwZ88evfKJiYlCXFzciMczpKenR7CxsRFSUlKEgIAAvfMZGRmCj4+P+L2qqkqYNGmSkJ6eLh4rKCgQbGxs9Mas1WoN3uPW1lahpqZGcHBwECIiIgRBEISTJ08K5ubmQnV1tVinsbFRkMvlwuHDh/X6RfRv8REFIiIaNywsLMRNYqZNm4aUlBS8+uqrkkeX7OzsxDLr1q3Dl19+idraWgQHB0vaevbZZ++7frcgCCgoKEBubi4cHR2hVqvxyiuv6JW7+3ouLi4ICgpCdHQ0Vq5ciUWLFmHy5Mli2YqKCnz11VdGjQcASkpK4OnpibVr10KhUKClpQUuLi4G+71v3z7ExsZiy5Ytkk1qgDszzg/aZOfuPjk6OiI8PFycBffz80NqaiqWL1+On376CRMnTkRsbCxWrFgBpVJ533aJjMFHFIiIaFzq7u7G3r174ebmBnt7e73zOp0OxcXF6OjogLm5udHt19fXo7e3FwEBAXjnnXdQXFyMrq6uEdVNTExEV1cXDh48KB47d+4ctFqtwUewHjSeoZ0dbW1tsXDhQhQUFBhsY8eOHYiNjYVardYLt//G5cuXodFoJPcvNTUVCoUCq1atQlpaGgAgMzPzP1+L6G6cwSUionGjqqpKfF6+p6cHCoUCVVVVkhc+IyMjYWZmhr6+Puh0OkyZMgXLly/Xa8vR0VHy3cHBARcvXhS/D63oYmZmBi8vL7i5uWH//v0G27rX0DO7LS0t4rHy8nIEBwdLnnkdyXh+/vlnHDt2DKWlpQDurAu+atUqZGRkSMpduHABK1euFMOwIX/99Zfe+wbz58+XLME41CedTie+07B161bxvFwuR1FREXx9fTE4OIiGhgZMmjTpgfeEyBgMuERENG4olUrxhdaOjg7k5uZiwYIFOHHiBJydnQEA2dnZCAgIQGtrK5KSkpCYmChZa3vI0aNHYW1tLX6/e9fCzs5OlJaWoqGhQTwWFRWF/Pz8EQVcwcDGOOXl5Xpbf49kPGq1GsHBwXj66acBAAsXLsT777+Puro6BAUFiW05OjrCzs4O//vf/7BgwQIoFAq9fllbW6OpqUly7N5wOtSn3t5e7N69G5cuXUJCQoKkzIwZM6BSqdDZ2Yk5c+Y88H4QGYsBl4iIxg1LS0tJWPXz84OtrS3y8vKwceNGAHeeZR3aQKakpASzZs3C7Nmz4enpKWnL1dV12Gdw9+3bh76+PsmSg4IgYHBwEOfPn9dr615DSya6uroCALRaLZqamhAaGmrUeHQ6HYqKiqDVaiUBXKfTQa1WSwKutbW1GHr9/f1RX1+P5557TnK9CRMmGAz7w/UpJycHSqUS69evx4YNGyTlhjbiIRoLfAaXiIjGraH1qG/fvm3wvJubG1QqFdauXWtUu2q1GsnJyZLNZs6cOQOlUon8/PwH1t+2bRtsbGwQEBAA4M7LZfPmzRNnYUc6nu+//x5dXV04ffq0pC8lJSUoKyvDjRs3JPUnT56Muro6TJ48Gf7+/mhrazNq3IZkZGQgKysLV69e/c9tEY0UfzoREdG40d/fL65Ve/PmTWzfvh3d3d1YtGjRsHWSk5Ph4+ODkydPYvbs2eLx69ev662bbW9vj3PnzqGpqQl79+7VW/82MjISqampyMzMFF+86uzshFarRX9/Py5duoRdu3aJ63oPzRBXVFRg8eLFRo9HrVYjNDQUPj4+knpeXl746KOP8M0332D16tWSc7a2tqitrUVISIg4kzv0vLEgCHpr/QJ3VpQYbuMaf39/eHl5YfPmzdi+fbvBMkSjjTO4REQ0bmg0GnFzmLlz5+KHH35ASUkJ/P39h63z0ksvISAgAOnp6ZLjL774ot6GM6dOnYJarYanp6fBzR2WLFmCjo4OVFZWisdiY2OhUCjg4eGB+Ph4WFlZ4cSJE3j77bcB3Hl57NChQ3jjjTeMGs+1a9dw4MABqFQqvXoymQxLly4ddvtyGxsb1NTUYOrUqfD390draysA4NatW3pjVigUuH79+rD3DwCSkpKQl5cntkM01mTC0JPsRERE9NgpLS1FWloazp8//6i7QvTE4AwuERHRY8zKygpffPHFo+4G0ROFM7hEREREZFI4g0tEREREJoUBl4iIiIhMCgMuEREREZkUBlwiIiIiMikMuEREj5mYmBjIZDLIZDKYm5tj6tSpCAwMRH5+PgYHB/XKBwUFwczMDMeOHTPY1pIlSwy2LZfLMX36dMTHx+PmzZvo7++Hl5cX4uLi9NpZs2YNnJ2dcevWrVEdKxHRWGDAJSJ6DIWEhKC9vR0tLS2orq6GUqnE6tWrERYWhoGBAbHcH3/8gcbGRqxcuXLYRfvv1/bu3btRWVmJDz/8EBYWFigqKkJhYSE0Go1Y/tixY8jOzkZhYSFsbGxGfaxERKONAZeI6DFkYWGBadOmwcHBAb6+vli3bh3Ky8tRXV2NwsJCsVxBQQHCwsIQHx+P/fv3o6enZ8RtOzo6IigoCOHh4aitrQUA+Pn5ITU1FcuXL0dnZyf6+voQGxuLFStWQKlUjtVwiYhGFQMuEdET4rXXXoOPjw9KS0sBAIIgoKCgAFFRUfDw8MALL7yA4uJio9q8fPkyNBoNzM3NxWOpqalQKBRYtWoV0tLSAACZmZmjNxAiojEmf9QdICKikfPw8MDZs2cBAHV1dejt7UVwcDAAICoqCmq1GrGxsfdto6qqClZWVtDpdOjr6wMAbN26VTwvl8tRVFQEX19fDA4OoqGhAZMmTRqjERERjT7O4BIRPUEEQYBMJgMAqNVqhIeHQy6/M1cRGRmJ48eP4+LFi/dtQ6lUorm5GcePH0dCQgKCg4ORkJAgKTNjxgyoVCoEBgZizpw5YzMYIqIxwoBLRPQEuXDhAlxdXdHR0YGysjLk5uZCLpdDLpfDwcEBAwMDyM/Pv28blpaWcHNzw8yZM5GTk4P+/n6sX79er9xQu0RETxoGXCKiJ8Thw4fx448/QqVSYe/evXB0dMSZM2fQ3NwsfrZt24Y9e/ZIVlp4kIyMDGRlZeHq1atj2HsiooeHP82JiB5D/f390Gq10Ol0uHbtGjQaDTIzMxEWFoZ3330Xfn5+ePPNN+Ht7S2p5+zsjJSUFBw4cACLFy8e0bX8/f3h5eWFzZs3Y/v27WMxHCKih4ozuEREjyGNRgOFQgEXFxeEhISgvr4eOTk5KC8vR3NzM86cOQOVSqVXz9raGkFBQSNeE3dIUlIS8vLy0NraOlpDICJ6ZGSCIAiPuhNERERERKOFM7hEREREZFIYcImIiIjIpDDgEhEREZFJYcAlIiIiIpPCgEtEREREJoUBl4iIiIhMCgMuEREREZkUBlwiIiIiMikMuERERERkUhhwiYiIiMikMOASERERkUlhwCUiIiIik8KAS0REREQmhQGXiIiIiEwKAy4RERERmRQGXCIiIiIyKQy4RERERGRSGHCJiIiIyKQw4BIRERGRSWHAJSIiIiKTwoBLRERERCaFAZeIiIiITAoDLhERERGZFAZcIiIiIjIpDLhEREREZFIYcImIiIjIpDDgEhEREZFJYcAlIiIiIpPyf4SvjGjMSC+QAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_pie_top_n_feature(train_df, 'family')" ] }, { "cell_type": "code", "execution_count": 114, "id": "29bc0bb9-d0a7-45b7-91c5-5e641d5755f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_monthly_time_series_hue_top_n_feature(train_df, 'family')" ] }, { "cell_type": "markdown", "id": "484adf05-6956-4396-9e29-9f4c80381263", "metadata": {}, "source": [ "From the two plots we can see above, we can say the following:\n", "- The top two family products more sold are: Grocery I and beverages. These two categories sum more than a 50% of the sales for the last years.\n", "- Also, if we add the third and the forth categories sold: produce and cleaning, respectively, we almost have the 75% of the sales for the last years. So, **the top 4 category products make the 75% of the sales**, since 2013.\n", "- Another interesting thing is that from the last 3 years until nowadays, produce has become the third category most sold. The order categories remain the same position of sales through all the years (since 2013)." ] }, { "cell_type": "markdown", "id": "6aca5313-310e-4e98-a2f3-ac47a5bb4ee3", "metadata": {}, "source": [ "\n", "### Analysis Store Feature\n", "The store_nbr feature identifies the store at which the products are sold. Let's see if there are specific store more important than others in terms of sales." ] }, { "cell_type": "code", "execution_count": 119, "id": "4c05f4a8-cb8b-45cf-ad9e-6fceaf4dfc9d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_pie_top_n_feature(train_df, 'store_nbr', 'sales', 20)" ] }, { "cell_type": "code", "execution_count": 107, "id": "39bd7749-51a0-46a7-9141-650f52f48439", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_monthly_time_series_hue_top_n_feature(train_df, 'store_nbr','date','sales',5)" ] }, { "cell_type": "markdown", "id": "430dc535-fc3e-43cd-88f0-9989184cff81", "metadata": {}, "source": [ "From the first plot we can see that the top store in terms of sales is the 44 and has almost the 6%, and even its the first one there is not an exaggerated difference with the rest of the stores. With this we mean that **no one of the stores is the principal source of income of the company** and if one them would fail (even the 44) wouldn't result in the closure of the company because only would affect the 6% of the sales. Even though is clear that depends on the store our model would predict different amount of sales.\n", "\n", "On the other hand, from the second plot we can say that there has been a **growth in sales in the last few years**." ] }, { "cell_type": "markdown", "id": "d36929a5-347e-422e-a006-115ed7a5cd74", "metadata": {}, "source": [ "\n", "### Analysis State Feature\n", "The state feature is a metadata that identifies the ecuatiorian state where the stores are located." ] }, { "cell_type": "code", "execution_count": 154, "id": "d8bd9c46-7700-4c62-9ff3-307330bc0450", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_pie_top_n_feature(train_df, 'state')" ] }, { "cell_type": "code", "execution_count": 110, "id": "d6b0a6c7-1cdd-41db-9561-9e9237afa700", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_monthly_time_series_hue_top_n_feature(train_df, 'state','date','sales',5)" ] }, { "cell_type": "markdown", "id": "9ce081b1-4bef-43c1-8462-79d1e1a0bf0c", "metadata": {}, "source": [ "From the two plots we can see above, we can say the following:\n", "- The top state with more sales is: Pachincha. In this only state are made the 54.5% of sales. So we can say that for Favorita company this state has a lot of weight in their income. \n", "- Also, if we add the second and the third state: Guayas and Azuay, all of them sum more than the 75% of the sales. So, this top three states make the 75% of sales." ] }, { "cell_type": "markdown", "id": "8289ba1b-b57c-4780-bf26-2ebdd7cc9fbb", "metadata": {}, "source": [ "\n", "### Analysis Holidays Features\n", "In this section we want to discover if holidays and events have an effect on sales. To do so, we'll compare the distribution and the principal statistics of the sales for those days that are holidays and for those that aren't. To do so, we've built a function that plot a boxplot and show principal statistical metrics:" ] }, { "cell_type": "code", "execution_count": 135, "id": "694ba4b8-ed28-4623-bce2-a16062a33226", "metadata": {}, "outputs": [], "source": [ "def compare_main_stadistical_metrics(**lists):\n", " df_template = pd.DataFrame(columns=['count', 'std', 'min','mean','percentil 50', 'percentil 90', 'percentil 95','percentil 99', 'max'])\n", " df = df_template.copy()\n", "\n", " elements = len(lists)\n", " nrows = elements//2\n", " if elements%2 != 0:\n", " nrows +=1\n", " fig, axes = plt.subplots(nrows = nrows, ncols = 2, figsize=(10,10))\n", " i = 0\n", " for list_name, list in lists.items():\n", " df.loc[list_name] = [list.count().item(), list.std().item(), list.min().item(), list.mean().item(), list.quantile(0.5).item(), list.quantile(0.9).item(), list.quantile(0.95).item(), list.quantile(0.99).item(), list.max().item()]\n", " ax = sns.boxplot(data=list, ax=axes.flatten()[i])\n", " i+=1\n", " plt.show()\n", " return df\n" ] }, { "cell_type": "markdown", "id": "35bd3ca3-a470-4b56-90de-946442dd2d23", "metadata": {}, "source": [ "Now, we want to make subsets of data for those days that are holidays and for those that aren't holidays as you can see below:" ] }, { "cell_type": "code", "execution_count": 136, "id": "9786c125-c23a-4051-90e1-b8971556c368", "metadata": {}, "outputs": [ { "data": { "image/png": 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countstdminmeanpercentil 50percentil 90percentil 95percentil 99max
sales_without_any_holiday1541.0226668.778251185222.899016625043.604085622771.9239039.356560e+051.039418e+061.185140e+061.438311e+06
sales_with_national_holiday143.0286172.0325382511.618999735212.394940737819.4848361.087337e+061.194662e+061.329448e+061.402306e+06
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" ], "text/plain": [ " count std min \\\n", "sales_without_any_holiday 1541.0 226668.778251 185222.899016 \n", "sales_with_national_holiday 143.0 286172.032538 2511.618999 \n", "\n", " mean percentil 50 percentil 90 \\\n", "sales_without_any_holiday 625043.604085 622771.923903 9.356560e+05 \n", "sales_with_national_holiday 735212.394940 737819.484836 1.087337e+06 \n", "\n", " percentil 95 percentil 99 max \n", "sales_without_any_holiday 1.039418e+06 1.185140e+06 1.438311e+06 \n", "sales_with_national_holiday 1.194662e+06 1.329448e+06 1.402306e+06 " ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales_without_any_holiday = train_df[(train_df.is_local_hol_or_eve == 0) & (train_df.is_regional_hol_or_eve == 0) & (train_df.is_national_hol_or_eve == 0)][['sales','date']].groupby('date')[['sales']].sum().rename(columns={\"sales\": \"sales without holidays\"})\n", "sales_with_national_holiday = train_df[(train_df.is_national_hol_or_eve == 1)][['sales','date']].groupby('date')[['sales']].sum().rename(columns={\"sales\": \"sales with national holidays\"})\n", "compare_main_stadistical_metrics(sales_without_any_holiday=sales_without_any_holiday, sales_with_national_holiday=sales_with_national_holiday) " ] }, { "cell_type": "markdown", "id": "8a3108f4-90b7-4f79-988f-620ae8ecdc0d", "metadata": {}, "source": [ "The first thing we can note is that the boxplot are noticeably different. The median from the boxplot sales without holidays is lower than the percentile 25 of the sales with national holidays and the median of the sales for national days is greater than percentile 75 for regular days, so just with this information we can guess that **holidays have a positive effect on sales**. To confirm that effect, we'll perform a t-test on the sales for holidays and for regular days. The T-test will confirm us if there is a significant difference between the mean of the two sets of sales:" ] }, { "cell_type": "code", "execution_count": 134, "id": "29902631-ca69-4fcb-b833-1a96c00a2adb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T-Statistic: [-4.47519228]\n", "P-Value: [1.44864315e-05]\n", "Reject the null hypothesis: There is a significant difference in sales.\n" ] } ], "source": [ "# Generate sample data for regular days and holiday sales\n", "np.random.seed(42) # for reproducibility\n", "regular_days_sales = sales_without_any_holiday\n", "holiday_sales = sales_with_national_holiday\n", "\n", "# Perform independent samples t-test\n", "t_statistic, p_value = stats.ttest_ind(regular_days_sales, holiday_sales, equal_var = False)\n", "\n", "# Output the results\n", "print(f'T-Statistic: {t_statistic}')\n", "print(f'P-Value: {p_value}')\n", "\n", "# Compare p-value to significance level (e.g., 0.05)\n", "alpha = 0.05\n", "if p_value < alpha:\n", " print('Reject the null hypothesis: There is a significant difference in sales.')\n", "else:\n", " print('Fail to reject the null hypothesis: There is no significant difference in sales.')" ] }, { "cell_type": "markdown", "id": "fb1688a4-280a-4071-b2f5-f4077d40e268", "metadata": {}, "source": [ "So, as we guessed earlier, there is a significant difference in sales for those days that are holidays and those days that are regular, for that reason, we should take into account the holidays days in our model." ] }, { "cell_type": "markdown", "id": "a6b17297-75b9-425b-a87c-e23231f2970b", "metadata": {}, "source": [ "\n", "### Analysis Date Features\n", "In this section we want to discover if the week date has an effect on sales. To do so, we'll compare the distribution and the principal statistics of the sales all the week days. To do so, we'll use the same function used in the previous section:" ] }, { "cell_type": "code", "execution_count": 68, "id": "88980dbc-4dc4-44c5-9b6a-f6b9f45839b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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countstdminmeanpercentil 50percentil 90percentil 95percentil 99max
monday_sales241.0202901.445868278627.588926617542.713052651800.5094618.223347e+058.968249e+051.213175e+061.402306e+06
tuesday_sales242.0199672.0024742511.618999569926.087922602440.1024987.917177e+059.061189e+051.094547e+061.152089e+06
wednesday_sales240.0206976.0131128602.065404593244.553472632951.6837568.415648e+058.878679e+051.049797e+061.196146e+06
thursday_sales240.0168677.99470012773.616980505269.201115531402.2031296.949932e+057.673973e+059.868689e+051.135849e+06
friday_sales240.0191907.91481116433.394000579574.361085616645.0130158.172151e+058.571297e+059.589227e+051.282146e+06
saturday_sales241.0221747.538455403258.212011772205.593943816064.6449831.052868e+061.103806e+061.196268e+061.463084e+06
sunday_sales240.0257472.92053012082.500997825218.121579862268.4002421.140642e+061.202526e+061.274494e+061.376512e+06
\n", "
" ], "text/plain": [ " count std min mean \\\n", "monday_sales 241.0 202901.445868 278627.588926 617542.713052 \n", "tuesday_sales 242.0 199672.002474 2511.618999 569926.087922 \n", "wednesday_sales 240.0 206976.013112 8602.065404 593244.553472 \n", "thursday_sales 240.0 168677.994700 12773.616980 505269.201115 \n", "friday_sales 240.0 191907.914811 16433.394000 579574.361085 \n", "saturday_sales 241.0 221747.538455 403258.212011 772205.593943 \n", "sunday_sales 240.0 257472.920530 12082.500997 825218.121579 \n", "\n", " percentil 50 percentil 90 percentil 95 percentil 99 \\\n", "monday_sales 651800.509461 8.223347e+05 8.968249e+05 1.213175e+06 \n", "tuesday_sales 602440.102498 7.917177e+05 9.061189e+05 1.094547e+06 \n", "wednesday_sales 632951.683756 8.415648e+05 8.878679e+05 1.049797e+06 \n", "thursday_sales 531402.203129 6.949932e+05 7.673973e+05 9.868689e+05 \n", "friday_sales 616645.013015 8.172151e+05 8.571297e+05 9.589227e+05 \n", "saturday_sales 816064.644983 1.052868e+06 1.103806e+06 1.196268e+06 \n", "sunday_sales 862268.400242 1.140642e+06 1.202526e+06 1.274494e+06 \n", "\n", " max \n", "monday_sales 1.402306e+06 \n", "tuesday_sales 1.152089e+06 \n", "wednesday_sales 1.196146e+06 \n", "thursday_sales 1.135849e+06 \n", "friday_sales 1.282146e+06 \n", "saturday_sales 1.463084e+06 \n", "sunday_sales 1.376512e+06 " ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "monday_sales = train_df[train_df['date'].dt.dayofweek == 0].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"monday\"})\n", "tuesday_sales = train_df[train_df['date'].dt.dayofweek == 1].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"tuesday\"})\n", "wednesday_sales = train_df[train_df['date'].dt.dayofweek == 2].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"wednesday\"})\n", "thursday_sales = train_df[train_df['date'].dt.dayofweek == 3].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"thursday\"})\n", "friday_sales = train_df[train_df['date'].dt.dayofweek == 4].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"friday\"})\n", "saturday_sales = train_df[train_df['date'].dt.dayofweek == 5].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"saturday\"})\n", "sunday_sales = train_df[train_df['date'].dt.dayofweek == 6].groupby(by=[\"date\"]).sum()['sales'].to_frame().rename(columns={\"sales\": \"sunday\"})\n", "compare_main_stadistical_metrics(monday_sales=monday_sales, tuesday_sales=tuesday_sales, wednesday_sales=wednesday_sales, thursday_sales=thursday_sales, friday_sales=friday_sales, saturday_sales=saturday_sales, sunday_sales=sunday_sales)" ] }, { "cell_type": "markdown", "id": "9a0b287d-579c-4c63-b802-873295848029", "metadata": {}, "source": [ "Again, we can notice a difference between the sale made during all the days of the week, especially for Thursdays (that is the day with less sales, 50K on average) and Sunday (that is the day with more sales, 85K on average). To confirm that the day of the week has an impact on the sales, let's perform again a T-test with the sales on Thursday and Sunday:" ] }, { "cell_type": "code", "execution_count": 137, "id": "917c7ccb-8d58-44bf-8941-efc9b6c7c4f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T-Statistic: [-16.10308569]\n", "P-Value: [1.30758191e-45]\n", "Reject the null hypothesis: There is a significant difference in sales.\n" ] } ], "source": [ "# Generate sample data for regular days and holiday sales\n", "np.random.seed(42) # for reproducibility\n", "\n", "# Perform independent samples t-test\n", "t_statistic, p_value = stats.ttest_ind(thursday_sales, sunday_sales, equal_var = False)\n", "\n", "# Output the results\n", "print(f'T-Statistic: {t_statistic}')\n", "print(f'P-Value: {p_value}')\n", "\n", "# Compare p-value to significance level (e.g., 0.05)\n", "alpha = 0.05\n", "if p_value < alpha:\n", " print('Reject the null hypothesis: There is a significant difference in sales.')\n", "else:\n", " print('Fail to reject the null hypothesis: There is no significant difference in sales.')" ] }, { "cell_type": "markdown", "id": "ef25b53a-aa31-4468-825b-22be4f9cc6c1", "metadata": {}, "source": [ "So, as we guessed earlier, there is a significant **difference in sales depend on the day of the week**, for that reason, we should take into account the week day in our model." ] }, { "cell_type": "markdown", "id": "2028a5be-bc47-44ce-9586-cef7d750575a", "metadata": {}, "source": [ "\n", "## Exploratory Data Analysis of Sales for numerical features" ] }, { "cell_type": "markdown", "id": "f93ae5b5-4129-4f36-912f-15ad498d8d15", "metadata": {}, "source": [ "Let's explore the two numerical features we have in this dataset: \n", "- **onpromotion**: the total number of items in a product family that were being promoted at a store at a given date.\n", "- **dcoilwtico**: daily oil price\n", "\n", "Because the feature dcoilwtico is given daily, we'll sum and aggregate sales and onpromotion features on a daily basis in order to compare with the same measure all these three features." ] }, { "cell_type": "code", "execution_count": 140, "id": "aff28025-650c-45fe-8d92-701c01258600", "metadata": {}, "outputs": [], "source": [ "# Aggregate daily sales and onpromotion\n", "groupby_date_sales_promotion = train_df.groupby('date')[['sales','onpromotion']].sum()\n", "\n", "# Set datetime index to oil datarame\n", "oil_df['date']= pd.to_datetime(oil_df['date'])\n", "oil_df = oil_df.set_index('date')\n", "\n", "# Join all features in same dataset\n", "groupby_date_sales_promotion_oil = groupby_date_sales_promotion.merge(oil_df, left_index = True, right_on='date', how='left')" ] }, { "cell_type": "markdown", "id": "fac12aa7-f54c-4fa8-916a-7078a5c9d4d8", "metadata": {}, "source": [ "Now that we have all data aggregated daily, let's compute the correlation to see the relationship between all these features. Because we're dealing with continous variable we'll use pearson correlation:" ] }, { "cell_type": "code", "execution_count": 143, "id": "2a0ebbc4-fa53-4175-b359-4b92a456b8a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrmat = groupby_date_sales_promotion_oil[['sales','onpromotion','dcoilwtico']].corr()\n", "f, ax = plt.subplots(figsize=(6,4))\n", "sns.heatmap(corrmat, vmax=.8, square=True,annot=True)" ] }, { "cell_type": "markdown", "id": "4358ff18-d776-4ea5-aaca-94b65a6429c0", "metadata": {}, "source": [ "As we can see above, sales feature has a [high degree of correlation](https://www.statisticssolutions.com/free-resources/directory-of-statistical-analyses/pearsons-correlation-coefficient/) with the price of oil and the number of items on promotion because both of them are greater than 0.5 (in absolute value). \n", "\n", "In the case of onpromotion feature, for greater values of this feature also we find high values for sales, which makes sense because if a store makes a deal or an offer of a product it is supposed to increase sales. \n", "\n", "On the other hand, for dcoiltwico feature, because presents a negative correlation, for greater values of oil, lower values of sales. This also makes sense, because for greater values of oil, the cost of living also increases (transportation cost increases the price of products) and that's why is reasonable that sales decreases.\n", "\n", "These two features have an impact on our target feature sales, so we'll include them in the models." ] }, { "cell_type": "markdown", "id": "a18d595a-7d27-4746-b325-205c66bd0f3e", "metadata": {}, "source": [ "\n", "## Check trend and seasonality\n", "\n", "In the case of forecasting is very important to know if data is stationary and which is the trend and the seasonality. It is important to know because depend on them, there will be models that wouldn't fit at all.\n", "\n", "We're going to aggregate data daily because it would be easier to plot the time series and detect any pattern in data:" ] }, { "cell_type": "code", "execution_count": 147, "id": "d46bcd33-a1a9-4ea3-a914-54eb948d9a79", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sales
date
2013-01-012511.618999
2013-01-02496092.417944
2013-01-03361461.231124
2013-01-04354459.677093
2013-01-05477350.121229
\n", "
" ], "text/plain": [ " sales\n", "date \n", "2013-01-01 2511.618999\n", "2013-01-02 496092.417944\n", "2013-01-03 361461.231124\n", "2013-01-04 354459.677093\n", "2013-01-05 477350.121229" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daily_sales = train_df.groupby('date')[['sales']].sum()\n", "daily_sales.head()" ] }, { "cell_type": "markdown", "id": "b4fdf46f-598b-429a-8f2a-0cc211141c1c", "metadata": {}, "source": [ "The following function will help us to visualize the time series and the correlation with its lagged values (refers to the value of a variable at a previous time point), using the Autocorrelation plot and the partial autocorrelation plot. A strong correlation at a particular lag indicates that the series is correlated with itself at that lag, suggesting a potential pattern or dependency in the data.\n" ] }, { "cell_type": "code", "execution_count": 158, "id": "9311f625-6fef-45c6-9e06-c67d10e3b2d6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_time_series_acf_pacf(data, lags=None):\n", " plt.figure(figsize=(8,8))\n", " layout = (3,1)\n", " raw = plt.subplot2grid(layout, (0, 0))\n", " acf = plt.subplot2grid(layout, (1, 0))\n", " pacf = plt.subplot2grid(layout, (2, 0))\n", " \n", " raw.plot(data)\n", " plot_acf(data, lags=lags, ax=acf, zero=False)\n", " plot_pacf(data, lags=lags, ax=pacf, zero = False)\n", " sns.despine()\n", " plt.tight_layout()\n", "\n", "plot_time_series_acf_pacf(daily_sales['sales'], lags = 28)" ] }, { "cell_type": "markdown", "id": "3d2c4398-c507-404c-92a6-8e8167948190", "metadata": {}, "source": [ "From the plot of the time series, we can say that a **linear positive trend** can be seen, with a multiplicative seasonal component (because seasonal fluctuations vary proportionally with the trend level). \n", "On the other hand, **weekly seasonality** can be appreciated with the correlation plots. For both of them, you can see peaks for lags multiples of 7.\n", "\n", "Visually, it doesn't seem that time series is stationary, because the mean (and others statistical metrics) of the time series don't remain constant over time. Anyway, let's compute the ADF test to confirm it." ] }, { "cell_type": "code", "execution_count": 23, "id": "475847c1-9fde-4ff8-842a-e75b45b6225f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.01, False)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adf_test=ADFTest(alpha=0.05)\n", "adf_test.should_diff(daily_sales)" ] }, { "cell_type": "markdown", "id": "c4c7f503-d3a9-4549-9a41-a4c23b4d2667", "metadata": {}, "source": [ "The test confirm the non-stationary of the time series." ] }, { "cell_type": "markdown", "id": "e04fd05f-e65a-416a-8406-5ab931248072", "metadata": {}, "source": [ "\n", "## Summary EDA\n", "\n", "In this section we've said many things about this dataset. Let's just summarize all above in the following take aways:\n", "- The top 4 category products (grocery I, beverages, produce and cleaning) make the 75% of the sales \n", "- No one of the stores is the principal source of income of the company. The store with more sales only have the 6% of the generals sales.\n", "- There are three states that makes the 75% of the sales. These states are: Pachincha, Guayas and Azuay\n", "- Holidays have a positive effect on sales.\n", "- The day of the week have and impact on the sales, especially for Thursdays (that is the day with less sales, 50K on average) and Sunday (that is the day with more sales, 85K on average)\n", "- When there are products on promotion the sales increase.\n", "- When the oil prices increases, the sales decreases.\n", "- We've seen a linear positive trend in sales and a weekly seasonality.\n" ] }, { "cell_type": "markdown", "id": "30b57f79-a9ac-4873-ba59-ce8b2d1d8452", "metadata": {}, "source": [ "\n", "# Machine Learning\n", "\n", "In the previous part of this project, we've had examined a dataset that describes the sales of different stores located in Ecuador. We explored and discovered interesting insights about the sales of the company and how the external factors can influence the sales of the company. Now, we're moving on to the Machine Learning part of this project.\n", "\n", "Our main goal here is to find the best model that could accurately **predict the sales of each store and product of the company**. Also, in this section we'll clean and transform the data to ease that the data could fit in several models.\n" ] }, { "cell_type": "markdown", "id": "4362489d-b2e0-4cb4-8838-d32fc671cae7", "metadata": {}, "source": [ "\n", "## Performance Metric\n", "\n", "For this forecasting problem we'll be using these following three performance metrics:\n", "\n", " - **MAE** (Mean absolute error). This metric is the average of absolute difference between forecasted values and true values. This metric is not sensitive to outliers.\n", " - **R2** (Coefficient of determination). This metric tries to measure how good or how bad is the model respect to a model that always returns the mean of the target. This metric is upper bounded by 1, and for R2 values near 1 it means that our model is far much better that the mean estimator. For values around 0, means that our model performs likewise the mean estimator. This metric is not lower bounded.\n", " - **RMSLE** (Root Mean Squared Logarithmic Error). Penalize underestimates more than overestimates. This is the metric that uses the Kaggle competition, so let's use it as well.\n", "\n", "Another metric that would be interesting to use would be **MAPE** (Mean Absolute Percentage Error), which is the percentage of the average of absolute difference between forecasted values and true values, divided by true value. Because in our dataset there are a lots of zero values to forecast is not a good idea to use this metric in our case.\n", " \n", "We'll be using both metrics to check how the trained models are performing." ] }, { "cell_type": "markdown", "id": "50562cbf-f730-4ff3-9c8b-4c152ca33d40", "metadata": {}, "source": [ "\n", "## Split training and test data\n", "\n", "For time series, data never should be shuffled and always we should take as validation/test data the last records of the series, in order to check if our model could properly forecast the next steps of the time series. \n", "\n", "Because the hardware resources for this project are limited, we'll be using either the last month or last year for historical data. We'll pick the last 15 days for testing purposes because in the kaggle competition this is the range to forecast." ] }, { "cell_type": "code", "execution_count": 14, "id": "36abf2d7-d083-4e2b-87f9-3f8fea892558", "metadata": {}, "outputs": [], "source": [ "# Split into training and testing\n", "tmp = train_df[(train_df.date >= '2016-08-01')] # Filter last year of historical\n", "# Set date as index\n", "tmp.index = tmp.date\n", "tmp.date.drop(columns=['date'], inplace=True)\n", "# Define two differents training sets\n", "df_train_year = tmp[(tmp.index >= '2016-08-01') & (tmp.index < '2017-08-01')]\n", "df_train_month = tmp[(tmp.index >= '2017-07-01') & (tmp.index < '2017-08-01')]\n", "# Define the test set\n", "df_test = tmp[(tmp.index >= '2017-08-01')]" ] }, { "cell_type": "markdown", "id": "eb6dece6-32c8-4102-8811-2f4fe8102b34", "metadata": {}, "source": [ "Also, let's create an empty dataframe where we'll store all the errors metrics of our models." ] }, { "cell_type": "code", "execution_count": 15, "id": "1b89c81c-70ae-4322-92ff-c6832dad1936", "metadata": {}, "outputs": [], "source": [ "# Create empty DataFrame to store the performance metrics of each model\n", "df_results = pd.DataFrame()" ] }, { "cell_type": "markdown", "id": "7581ec8f-47b5-4e6b-9c65-e505a3c469ba", "metadata": {}, "source": [ "\n", "## Models\n", "\n", "In this section, we'll try to find a model able to predict the house price sale based on all the features. To do so, we'll use a hyperparameter tuning and a cross validation. " ] }, { "cell_type": "markdown", "id": "711bee20-1a77-4626-a43e-b4b49f0093b6", "metadata": {}, "source": [ "\n", "### SARIMAX \n", "\n", "Sarimax could be a good fit for our data because this model takes into account **seasonality components and also exogenous** (i.e. external) variables can be added to the model. \n", "\n", "Sarimax model is an extension of the classical Sarima model that also incorporates exogenous variables (external predictors that are independent of the model's own time series). So, to understand Sarimax, let's explain briefly the basics of Sarima.\n", "\n", "**Sarima** comes from **Arima** model which is a compound of different models: AR (autoregression), I (integration), MA (moving average). Let's explain a little bit each one:\n", "\n", "1. **AR**: models the linear relationship between the current observation and a number of $p$ lagged values. In simpler terms, captures the dependency between current values and its past values.\n", "2. **I**: refers to the differencing process to make data stationary. The order of differencing is given by a parameter $d$ usually $\\in \\{0,1,2\\}$. It means the number of times of differencing needed to make data stationary. Data is converted from non-stationary to stationary by subtracting previous observations.\n", "3. **MA**: Models the relationship between current observation and its past $q$ errors in the forecast. It assumes that there is information left in the residuals that can be added into the model\n", "\n", "To get an estimation for the p and q parameters, can be useful to take a look to the autocorrelation (ACF) and partial autocorrelation functions (PACF). To pick a p value get the peaks from PACF or the greatest value above the 0.95 confidence interval. To pick q, do the same but with the ACF.\n", "\n", "The whole process for Arima would be like this:\n", "1. Remove trend of the time series by differencing (**I**)\n", "2. Apply **AR**: Build the linear forecast method with lagged values.\n", "3. Apply **MA**:\n", " 1. Find residuals/errors $y-\\hat y$\n", " 2. Build forecast model on residuals\n", " 3. Update initial forecast with the forecasted residuals\n", "4. De-differencing: adding back lagged values to our forecast (**I**)\n", " \n", "Also, the \"**S**\" from Sarima indicates the \"seasonal\" part. The model accounts for recurring patterns, like monthly or yearly seasonality. This component is modeled by 4 parameters:\n", "1. **P** (Seasonal AutoRegressive): Similar to p, but for seasonal effects. How many past seasonal values influence the forecast.\n", "2. **D** (Seasonal Integrated): How many times to seasonally difference the data to remove seasonal trends.\n", "3. **Q** (Seasonal Moving Average): How many past seasonal forecast errors are considered.\n", "4. **m** (Seasonality): This defines the number of periods in a season. For monthly data, m=12.\n", "\n", "Finally, for Sarimax model, the \"**X**\" comes from e**x**ogenous. SARIMAX allows for the inclusion of external variables (exogenous regressors) that can improve the model's forecasting performance. These variables are not directly influenced by the time series itself but may impact its behavior.\n", "\n", "For hardware and time performance limitations, data must be partitioned and trained a separately different sarimax models for every partition. These partitions will be done with every combination of store number and family product.\n", "\n", "In the next cell, you can see a train and a scoring function. In the training function a sarimax is trained for each combination of store and family product with the best hyperparameters in each partition. Because in the EDA section we've seen a weekly seasonality, we've set m = 7.\n", "\n", "For the scoring function, MAE, R2 and RMSLE are calculated for each model and then a general MAE,R2 and RMSLE are calculated.\n", "\n", "At first, we'll try to fit data with a monthly historical range." ] }, { "cell_type": "code", "execution_count": 16, "id": "78983972-abf7-4b15-afba-c602f0d19671", "metadata": {}, "outputs": [], "source": [ "def train_multiple_sarimax_models(df_train, file_to_store_models, exog_features = ['onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','day_of_week'], models_sarimax = {}):\n", " # Dict where we'll store all models: models_sarimax\n", " # Retrieve all stores and family groups products for which combinations we'll create a model\n", " store_list = df_train.store_nbr.sort_values().unique()\n", " family_group = df_train.family.sort_values().unique()\n", " cont = 0\n", " for store in store_list:\n", " for family in family_group:\n", " model = str(store) + \"_\" + family\n", " if model not in models_sarimax.keys():\n", " # Filter data to train model for specific store and family\n", " df_train_tmp = df_train[(df_train.store_nbr == store) & (df_train.family == family)]\n", " # Try ocsb value for seasonal_test by default. If fails use ch\n", " for seasonal_test in ['ocsb','ch']:\n", " try:\n", " # Get better ARIMA hiperparameters for this model\n", " stepwise_model = pm.auto_arima(df_train_tmp['sales'], \n", " exog=df_train_tmp[exog_features],\n", " start_p=0, max_p=3,\n", " start_q=0, max_q=3, \n", " m=7, \n", " seasonal=True,\n", " d=None,\n", " start_P=0, max_P=3, \n", " start_Q=0, max_Q=3,\n", " max_D=2,\n", " trace=False,\n", " error_action='ignore', \n", " seasonal_test= seasonal_test,\n", " suppress_warnings=True, \n", " n_jobs = -1,\n", " stepwise=True)\n", " order = stepwise_model.order\n", " seasonal_order = stepwise_model.seasonal_order\n", " # Train SARIMAX model with best hiperparameters found\n", " sar = SARIMAX(df_train_tmp['sales'], \n", " exog=df_train_tmp[exog_features],\n", " seasonal_order=seasonal_order).fit()\n", " # Save model trained in dictionary\n", " models_sarimax[model] = sar\n", " # Serialize and write the variable to the file\n", " with open(file_to_store_models, 'wb') as file:\n", " pickle.dump(models_sarimax, file) \n", " break #if worked break seasonal_test loop \n", " except:\n", " print('For {} store and {} family model, used ch as seasonal_test argument'.format(store,family))\n", " cont += 1\n", " if cont%100 == 0:\n", " print(cont) \n", " return models_sarimax\n", "#https://stackoverflow.com/questions/71944110/max-lag-problem-using-auto-arima-function --> Why I use diffent values for seasonal_test \n", "\n", "def sarimax_metric_errors(models_sarimax, df_test, exog_features = ['onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','day_of_week']):\n", " # Initializate lists to store results\n", " forecast_values = pd.Series([])\n", " real_values = pd.Series([])\n", " r2_values = []\n", " mae_values = []\n", " models_name = []\n", " rmsle_values = []\n", " from sklearn.metrics import mean_squared_log_error\n", " \n", " store_list = df_test.store_nbr.sort_values().unique()\n", " family_group = df_test.family.sort_values().unique()\n", " for store in store_list:\n", " for family in family_group:\n", " model = str(store) + \"_\" + family\n", " if model in models_sarimax.keys():\n", " df_test_tmp = df_test[(df_test.store_nbr == store) & (df_test.family == family)]\n", " forecast = models_sarimax[model].get_forecast(steps=15, exog=df_test_tmp[exog_features])\n", " future_predicted_values = forecast.predicted_mean\n", " actual_values = df_test_tmp['sales']\n", "\n", " # Append all forecast and real values for general metric errors\n", " forecast_values = forecast_values.append(future_predicted_values)\n", " real_values = real_values.append(actual_values)\n", " \n", " # Calculate error metrics for each specific model\n", " models_name.append(model)\n", " r2_scr = r2_score(actual_values,future_predicted_values)\n", " # Because r2 is not lower bounded, for visualizig purposes set 0 all those negative r2 scores.\n", " if r2_scr <= 0:\n", " r2_scr = 0\n", " r2_values.append(r2_scr)\n", " mae_values.append(mean_absolute_error(actual_values,future_predicted_values))\n", " future_predicted_values = [0 if i < 0 else i for i in future_predicted_values] #Mean Squared Logarithmic Error cannot be used when targets contain negative values.\n", " rmsle_values.append(sqrt(mean_squared_log_error(actual_values,future_predicted_values)))\n", "\n", " # Save in a dataframe the performance metric for each model\n", " data = {\n", " 'r2': r2_values,\n", " 'mae': mae_values,\n", " 'rmsle': rmsle_values\n", " }\n", " df = pd.DataFrame(data, index=models_name)\n", " # create histogram with a different y scale for different rows\n", " selection = ['r2', 'mae','rmsle']\n", " fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(14,4))\n", " for i, col in enumerate(selection):\n", " ax = sns.histplot(data=df, x=col, ax=axes.flatten()[i], bins = 50)\n", " ax.set_ylabel('value')\n", " ax.set_xlabel(col)\n", " plt.show()\n", "\n", " # Compute general metrics performance \n", " r2 = r2_score(real_values,forecast_values)\n", " print(\"\\nGeneral value for R2 metric for all models is: \" + str(r2))\n", " mae = mean_absolute_error(real_values,forecast_values)\n", " print(\"\\nGeneral value for MAE metric for all models is:\" + str(mae))\n", " forecast_values[forecast_values < 0] = 0 #Mean Squared Logarithmic Error cannot be used when targets contain negative values.\n", " rmsle = sqrt(mean_squared_log_error(real_values,forecast_values))\n", " print(\"\\nGeneral value for RMSLE metric for all models is:\" + str(rmsle))\n", "\n", " return r2, mae, rmsle, df" ] }, { "cell_type": "markdown", "id": "72cb9f62-02de-41e1-8c05-97555c7cf177", "metadata": {}, "source": [ "\n", "#### Monthly historical data\n", "\n", "Train the model or load trained model from disk." ] }, { "cell_type": "code", "execution_count": 17, "id": "c273a4a9-7a66-41cc-9ef2-264bb6f3ea9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 15.4 s\n", "Wall time: 16.7 s\n" ] } ], "source": [ "%%time \n", "# 1h 10min\n", "file_sarimax_month_path = 'sarima_month_trained.pickle'\n", "# models_sarimax_month = train_multiple_sarimax_models(df_train_month, file_sarimax_month_path)\n", "# If we've already trained the model and we want it to restore from file instead to retrain again.\n", "with open(file_sarimax_month_path, 'rb') as file:\n", " # Deserialize and retrieve the variable from the file\n", " models_sarimax_month = pickle.load(file)" ] }, { "cell_type": "markdown", "id": "e8722b2e-70d8-4acf-b744-be658e6f31d1", "metadata": {}, "source": [ "Let's see the performance metrics of all models trainned and the general performance metrics:" ] }, { "cell_type": "code", "execution_count": 18, "id": "72df6c8d-2058-4bcd-84d9-22a80b16587b", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "General value for R2 metric for all models is: 0.9093748919697401\n", "\n", "General value for MAE metric for all models is:106.06005187095916\n", "\n", "General value for RMSLE metric for all models is:0.6215412629164062\n", "CPU times: total: 24.6 s\n", "Wall time: 24.9 s\n" ] } ], "source": [ "%%time\n", "r2_sarimax_month, mae_sarimax_month, rmsle_sarimax_month, all_models_metric_sarimax_month = sarimax_metric_errors(models_sarimax_month, df_test)" ] }, { "cell_type": "code", "execution_count": 19, "id": "d80e567c-d04c-4aa1-90e8-9d287f8a942c", "metadata": {}, "outputs": [], "source": [ "new_row = pd.DataFrame({'MAE': [mae_sarimax_month], 'R2': [r2_sarimax_month], 'RMSLE': [rmsle_sarimax_month]}, index=['Sarimax trained month data'])\n", "# Concatenate DataFrame with new row\n", "df_results = pd.concat([df_results, new_row])" ] }, { "cell_type": "markdown", "id": "9b48ea8d-aaa4-4e20-8279-a18f9071dd7b", "metadata": {}, "source": [ "Let's see the prediction of one model that has a low value of MAE:" ] }, { "cell_type": "code", "execution_count": 82, "id": "de583ebb-83af-4e58-99b0-c8a740a0688d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
r2maermsle
28_HOME AND KITCHEN II0.010.0704391.043912
\n", "
" ], "text/plain": [ " r2 mae rmsle\n", "28_HOME AND KITCHEN II 0.0 10.070439 1.043912" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_models_metric_sarimax_month[all_models_metric_sarimax_month.mae > 10].sort_values(by=['mae']).head(1)" ] }, { "cell_type": "code", "execution_count": 91, "id": "f00dba9c-7e32-457c-a45c-1fd949c16f02", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Diagnostics of model:\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_results_specific_sarimax_model(store_nbr, family):\n", " model_tmp = models_sarimax_month[str(store_nbr) + '_' + family]\n", " df_test_tmp = df_test[(df_test.store_nbr == store_nbr) & (df_test.family == family)]\n", " forecast_tmp = model_tmp.get_forecast(steps=15, exog=df_test_tmp[['onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','day_of_week']])\n", " future_predicted_values = forecast_tmp.predicted_mean\n", " confidence_intervals = forecast_tmp.conf_int()\n", " \n", " # Plot the actual sales and predicted values\n", " plt.plot(df_test_tmp['sales'], label = 'Actual', color = 'green')\n", " plt.plot(future_predicted_values.index, future_predicted_values, label='Prediction')\n", " plt.fill_between(future_predicted_values.index, \n", " confidence_intervals['lower sales'], \n", " confidence_intervals['upper sales'], \n", " label='Prediction',\n", " alpha=0.15\n", " )\n", " plt.title('Forecast vs Actual Values')\n", " plt.legend()\n", " plt.show()\n", " \n", " print('\\nDiagnostics of model:\\n')\n", " model_tmp.plot_diagnostics(figsize=(12, 8))\n", " plt.show()\n", "\n", "store_nbr = 28\n", "family = 'HOME AND KITCHEN II'\n", "plot_results_specific_sarimax_model(store_nbr, family)" ] }, { "cell_type": "markdown", "id": "bd67fdd2-afe8-45db-8f85-9ab117c85181", "metadata": {}, "source": [ "From this prediction, we can say the following:\n", "- Although the prediction is not very accurate, is quite similar and all actual values lie on the confidence interval of 95%, except for one.\n", "- For the plot of the residuals, no pattern is visible and this is a good thing because otherwise means that model may not capture all the information in the data.\n", "- For the Q-Q plot doesn't seem to have significant deviations from the straight line, except in the tails of the distribution, which may indicate non-normality in the residuals. This may indicate the need for model refinement or alternative modeling approaches.\n", "- For the Correlogram, all bars fall within the shaded confidence interval. This is a good point, because otherwise it would suggest that the model may have missed some temporal dependencies in the data.\n", "\n", "\n", "Let's see the prediction of the model with the highest value of MAE:" ] }, { "cell_type": "code", "execution_count": 222, "id": "37c6ecaa-32f9-46a4-863a-1909e5fa60a4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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r2mae
39_CLEANING0.03376.900792
\n", "
" ], "text/plain": [ " r2 mae\n", "39_CLEANING 0.0 3376.900792" ] }, "execution_count": 222, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_models_metric_sarimax_month.sort_values(by=['mae'], ascending = False).head(1)" ] }, { "cell_type": "code", "execution_count": 92, "id": "c7bc7c2c-ea75-4c7b-bf1d-b751d79009cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Diagnostics of model:\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "store_nbr = 39\n", "family = 'CLEANING'\n", "plot_results_specific_sarimax_model(store_nbr, family)" ] }, { "cell_type": "markdown", "id": "1760bc2e-38b5-4259-9015-0ce0feb5a615", "metadata": {}, "source": [ "For this model we can same the same from the other model, but for this one is even worse the forecasting compared with the actual values, and for the Q-Q plot shows more deviations from the straight line." ] }, { "cell_type": "markdown", "id": "cf2970fb-1062-418a-85c4-aae8f5aed0c7", "metadata": {}, "source": [ "\n", "#### Evaluation for test set Kaggle" ] }, { "cell_type": "code", "execution_count": null, "id": "90f4a2b7-d735-484f-ad06-b90e1bb36052", "metadata": {}, "outputs": [], "source": [ "%%time\n", "store_list = a_final_eval.store_nbr.sort_values().unique()\n", "family_group = a_final_eval.family.sort_values().unique()\n", "kaggle_results = pd.DataFrame()\n", "exog_features = ['onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','day_of_week']\n", "df_train_tmp = train_df[train_df.date >= '2017-08-01']\n", "i = 0\n", "for store_nbr in store_list:\n", " for family in family_group:\n", " model = str(store_nbr) + \"_\" + family\n", " df_train_tmp_2 = df_train_tmp[(df_train_tmp.store_nbr == store_nbr) & (df_train_tmp.family == family)]\n", " df_test_tmp = test_df[(test_df.store_nbr == store_nbr) & (test_df.family == family)]\n", " df_august = pd.concat([df_train_tmp_2,df_test_tmp]) #Need to have historical data to get predictions\n", " forecast = models_sarimax_month[model].get_prediction(start=pd.to_datetime('2017-08-16').date(),end= pd.to_datetime('2017-08-31').date(), exog=df_august[exog_features])\n", " tmp_results = df_test_tmp.merge(forecast.predicted_mean, left_on = 'date', right_index = True, how = 'left')[['id','predicted_mean']]\n", " kaggle_results = pd.concat([kaggle_results, tmp_results])\n", " # counter of iterations\n", " i+=1\n", " if i%100 == 0:\n", " print(i)\n", "\n", "kaggle_results = kaggle_results.rename(columns={\"predicted_mean\": \"sales\"}).sort_values(by='id')\n", "today = str(date.today())\n", "kaggle_results.to_csv('submission_sarimax_{date}.csv'.format(date=today), index=False) \n", "print(kaggle_results.head())" ] }, { "cell_type": "markdown", "id": "b3d44293-59d8-48f8-aeb3-5895d34b5e67", "metadata": {}, "source": [ "\n", "### Prophet by Facebook \n", "\n", "Prophet could be a good fit for our data because this model takes into account:\n", "- **Trends**: Automatically detects linear or non-linear trends.\n", "- **Seasonality**: Daily, weekly, or yearly recurring patterns are automatically identified.\n", "- **Holidays**: You can explicitly define holidays or use a method for taking into account the holidays of specific country.\n", "- **External features**: Can be added into the model as external 'regressors'.\n", " \n", "Prophet is designed for **ease of use**. You simply provide your historical data with timestamps and (optionally) holiday information. Check [here](https://medium.com/illumination/understanding-fb-prophet-a-time-series-forecasting-algorithm-c998bc52ca10) for more information about the prophet model.\n", "\n", "For hardware and time performance limitations, data must be partitioned and trained a separately different sarimax models for every partition. These partitions will be done with every combination of store number and family product.\n", "\n", "In the next cell, you can see a traning and a scoring function. In the training function a prophet model is trained for each combination of store and family product. For the scoring function, MAE, R2 and RMSLE are calculated for each model and then a general MAE,R2 and RMSLE are calculated.\n", "\n", "At first, we'll try to fit data with a monthly historical range and then we'll use the year of historical dataframe." ] }, { "cell_type": "code", "execution_count": 45, "id": "0bf8c6d7-335c-47f2-b9ad-5ba4377bbd0f", "metadata": {}, "outputs": [], "source": [ "def train_multiple_prophet_models(df_train, file_path):\n", " models_prophet = {}\n", " # Transform dataset to meet prophet model requirements \n", " prophet_df = df_train[['date','store_nbr','family','sales','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','day_of_week','day_of_month','month','week']].rename(columns={\"date\": \"ds\",\"sales\":\"y\"})\n", " \n", " store_list = prophet_df.store_nbr.sort_values().unique()\n", " family_group = prophet_df.family.sort_values().unique()\n", " # For each combination of store and family, train a model\n", " for store in store_list:\n", " for family in family_group:\n", " model_name = str(store) + \"_\" + family\n", " df_train_tmp = prophet_df[(prophet_df.store_nbr == store) & (prophet_df.family == family)]\n", " model = Prophet(interval_width=0.95, weekly_seasonality=True)\n", " model.add_country_holidays(country_name='EC')\n", " model.add_regressor('onpromotion')\n", " model.add_regressor('dcoilwtico')\n", " model.add_regressor('is_local_hol_or_eve')\n", " model.add_regressor('is_regional_hol_or_eve')\n", " model.add_regressor('is_national_hol_or_eve')\n", " model.add_regressor('day_of_week')\n", " model.add_regressor('day_of_month')\n", " model.add_regressor('month')\n", " model.add_regressor('week')\n", "\n", " model.fit(df_train_tmp)\n", " models_prophet[model_name] = model\n", "\n", " # Open the file in binary mode\n", " with open(file_path, 'wb') as file:\n", " # Serialize and write the variable to the file\n", " pickle.dump(models_prophet, file)\n", "\n", " return models_prophet \n", "\n", "def prophet_metric_errors(models_prophet, df_test):\n", " # Initializate lists to store results\n", " forecast_values = [] \n", " real_values = [] \n", " r2_values = []\n", " mae_values = []\n", " models_name = []\n", " rmsle_values = []\n", "\n", " # Prepate dataset for prophet model\n", " prophet_test_df = df_test[['date', 'store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week','day_of_month','month','week']].rename(columns={\"date\": \"ds\"})\n", " \n", " store_list = prophet_test_df.store_nbr.sort_values().unique()\n", " family_group = prophet_test_df.family.sort_values().unique()\n", " \n", " for store in store_list:\n", " for family in family_group:\n", " model = str(store) + \"_\" + family\n", " if model in models_prophet.keys():\n", " df_test_tmp = prophet_test_df[(prophet_test_df.store_nbr == store) & (prophet_test_df.family == family)]\n", " forecast = models_prophet[model].predict(df_test_tmp.drop(columns=['sales','family','store_nbr']))\n", " actual_values = df_test_tmp['sales'].values\n", " future_predicted_values = forecast['yhat'].values\n", " # Append all forecast and real values for general metric errors\n", " forecast_values.extend(future_predicted_values)\n", " real_values.extend(actual_values)\n", " \n", " # Calculate error metrics for each specific model\n", " models_name.append(model)\n", " r2_scr = r2_score(actual_values,future_predicted_values)\n", " # Because r2 is not lower bounded, for visualizig purposes set 0 all those negative r2 scores.\n", " if r2_scr <= 0:\n", " r2_scr = 0\n", " r2_values.append(r2_scr)\n", " mae_values.append(mean_absolute_error(actual_values,future_predicted_values))\n", " future_predicted_values = [0 if i < 0 else i for i in future_predicted_values] #Mean Squared Logarithmic Error cannot be used when targets contain negative values.\n", " rmsle_values.append(sqrt(mean_squared_log_error(actual_values,future_predicted_values)))\n", " \n", " data = {\n", " 'r2': r2_values,\n", " 'mae': mae_values,\n", " 'rmsle': rmsle_values\n", " }\n", " df = pd.DataFrame(data, index=models_name)\n", " # create histogram with a different y scale for different rows\n", " selection = ['r2', 'mae','rmsle']\n", " fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(14,4))\n", " for i, col in enumerate(selection):\n", " ax = sns.histplot(data=df, x=col, ax=axes.flatten()[i], bins = 50)\n", " ax.set_ylabel('value')\n", " ax.set_xlabel(col)\n", " plt.show()\n", " \n", " # General metrics\n", " r2 = r2_score(real_values,forecast_values)\n", " print(\"\\nGeneral value for R2 metric for all models is: \" + str(r2))\n", " mae = mean_absolute_error(real_values,forecast_values)\n", " print(\"\\nGeneral value for MAE metric for all models is:\" + str(mae))\n", " forecast_values = [0 if i < 0 else i for i in forecast_values] #Mean Squared Logarithmic Error cannot be used when targets contain negative values.\n", " rmsle = sqrt(mean_squared_log_error(real_values,forecast_values))\n", " print(\"\\nGeneral value for RMSLE metric for all models is:\" + str(rmsle))\n", " \n", " return r2, mae, rmsle, df" ] }, { "cell_type": "markdown", "id": "570a8220-90c0-4c8a-88e2-58b2a335049a", "metadata": {}, "source": [ "\n", "#### Monthly historical data\n", "\n", "Train the model or load trained model from disk." ] }, { "cell_type": "code", "execution_count": 21, "id": "345af59f-75ef-4669-ac40-aff2b20478d5", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 3.16 s\n", "Wall time: 3.36 s\n" ] } ], "source": [ "%%time \n", "#18min\n", "file_path = 'prophet_month_trained.pickle'\n", "# models_prophet_month = train_multiple_prophet_models(df_train_month, file_path)\n", "with open(file_path, 'rb') as file:\n", " # Deserialize and retrieve the variable from the file\n", " models_prophet_month = pickle.load(file)" ] }, { "cell_type": "code", "execution_count": 22, "id": "64ce08ac-5f62-43e1-b414-e8434e7eefdd", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "General value for R2 metric for all models is: 0.8816669327734493\n", "\n", "General value for MAE metric for all models is:118.25362231809567\n", "\n", "General value for RMSLE metric for all models is:0.6792065122691611\n", "CPU times: total: 3min 33s\n", "Wall time: 3min 33s\n" ] } ], "source": [ "%%time \n", "r2_prophet_month, mae_prophet_month, rmsle_prophet_month, all_models_metric_prophet_month = prophet_metric_errors(models_prophet_month, df_test)" ] }, { "cell_type": "code", "execution_count": 23, "id": "f5f1947a-6d63-4536-b8b4-a30c1f69cd95", "metadata": {}, "outputs": [], "source": [ "new_row = pd.DataFrame({'MAE': [mae_prophet_month], 'R2': [r2_prophet_month], 'RMSLE': [rmsle_prophet_month]}, index=['Prophet trained month data'])\n", "df_results = pd.concat([df_results, new_row])" ] }, { "cell_type": "markdown", "id": "a273d91e-48c8-40d2-b388-91b9d31c4edc", "metadata": {}, "source": [ "Let's check the prediction of the same models plot in the Sarimax section:" ] }, { "cell_type": "code", "execution_count": 55, "id": "6b3e7c81-f80e-4209-b84f-5503386e72f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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AdciQIWpKSspJ3QEKCgrUMWPGqNHR0aq/v7965ZVXqmvWrDlpRv7z6Q5QZceOHSqgarVaNSMj46Tl06dPV1u2bOn6/U2aNEmdNm3aSb+nE2NRVVXNzMxUR4wYoYaHh6shISHqHXfcoW7evPmUMe7YsUO9+eab1ejoaFWv16uxsbFq79691Y8//ti1zrkcT0IIIcS5UFT1DHV8QgghhBBCCCGEqDNkTgAhhBBCCCGEEKKekCSAEEIIIYQQQghRT0gSQAghhBBCCCGEqCckCSCEEEIIIYQQQtQTkgQQQgghhBBCCCHqCUkCCCGEEEIIIYQQ9YTO0wF4G6fTSUZGBkFBQSiK4ulwhBBCCCGEEEJ4mKqqlJSUEB8fj0bj29+lSxLgBBkZGSQkJHg6DCGEEEIIIYQQXubIkSM0bNjQ02FcFEkCnCAoKAiA5ORkwsPDPRyN8ASbzUZubi6RkZHo9XpPhyM8RI4DIceAkGNAgBwHQo4BUSk/P58mTZq4rhd9mSQBTlA1BCAoKIjg4GAPRyM8wWazYbFYCA4Olg/6ekyOAyHHgJBjQIAcB0KOAVHJZrMB1Ikh4749mEEIIYQQQgghhBDnTJIAQgghhBBCCCFEPSFJACGEEEIIIYQQop6QOQGEEEIIIYSohxwOh2ucszg9m82G3W6noqICh8Ph6XCEm+j1erRarafDqBWSBBBCCCGEEKIeUVWVo0ePUlhY6OlQfIKqqjidTkpLS+vEpHDi9EJDQ4mNja3zv2dJAgghhBBCCFGPVCUAoqOj8ff3r/MXPBfL6XRit9vR6XRoNDKaui5SVRWz2Ux2djYAcXFxHo7IvSQJIIQQQgghRD3hcDhcCYCIiAhPh+MTJAlQP/j5+QGQnZ1NdHR0nR4aIEexEEIIIYQQ9UTVHAD+/v4ejkQI71P1vqjrc2VIEkAIIYQQQoh6RoYACHGy+vK+kCSAEEIIIYQQQghRT0gSQAghhBBCCFGnJCYmMnXqVE+HUWMu5PmMGjWK66+/3i3x1IaVK1eiKIp0sXADSQIIIYQQQgghfMKRI0cYM2YM8fHxGAwGGjduzL///W/y8vI8HZrPS0lJQVEUtm/f7ulQAOjRoweZmZmEhISc82N8PfFRWyQJIIQQQgghhPB6hw4dokuXLuzbt49vv/2WAwcO8PHHH7N8+XK6d+9Ofn6+x2JzOBw4nU6P7b8uMhgMxMbG1ptx+rVJkgBCCCGEEEKIC5KWlsaKFStIS0tz+74efvhhDAYDv/76Kz179qRRo0YMHDiQZcuWkZ6ezvPPP19t/ZKSEm6//XYCAwOJj4/ngw8+qLZ8woQJNGrUCKPRSHx8PI899phrmdVqZfz48TRo0ICgoCCuvPJKVq5c6Vo+c+ZMQkNDWbhwIW3atMFoNPLZZ59hMplOKl9/7LHH6Nmzp+vndevWcfXVV+Pn50dCQgKPPfYYZWVlruXZ2dkMGTIEPz8/mjRpwjfffHPW18bhcDBu3DhCQ0OJiIhg/PjxqKpabZ3Fixdz5ZVXutYZPHgwBw8edC1v0qQJAJ06dUJRFHr16gXApk2b6NevH5GRkYSEhNCzZ0+2bt16xniqvpGfOHEi0dHRBAcH88ADD2C1Wl3rWCwWHnvsMaKjozGZTFx55ZVs2rTJtfzE4QBVr/mSJUto3bo1gYGBXHvttWRmZgKVv88vvviCn376CUVRUBSFlStXYrVaeeSRR4iLi8NkMpGYmMikSZPO+prWZZIEEEIIIYQQQpy3adOm0bhxY3r37k3jxo2ZNm2a2/aVn5/PkiVLeOihh1z93KvExsYycuRIvvvuu2oXvm+99Rbt27dn69atPPvsszz++OMsXboUgDlz5vDuu+/yySefsH//fn788UfatWvneuzo0aNZu3Yts2fPZvv27QwfPpxBgwaxf/9+1zpms5lJkybx+eef89dff3HHHXcQGhrKDz/84FrH4XDw/fffM3LkSAB27tzJgAEDGD58OH/++Sffffcdv//+O4888ojrMaNGjSIlJYXffvuNOXPm8NFHH5GdnX3G1+edd95h+vTpTJs2jd9//538/HzmzZtXbZ2ysjLGjRvHpk2bWL58ORqNhhtuuMFVwbBx40YAli1bRmZmJnPnzgUqkyl33303a9asYf369TRv3pxBgwZRUlJyxpiWL1/O7t27WbFiBd9++y3z5s1j4sSJruXjx4/nhx9+4IsvvmDr1q00a9aMAQMGnLGiw2w28/bbb/PVV1+xevVqDh8+zJNPPgnAk08+yc033+xKDGRmZtKjRw/ef/995s+fz/fff8/evXv5+uuvSUxMPGPsdZ4qqikqKlIBNTc319OhCA+xWq1qenq6arVaPR2K8CA5DoQcA0KOAaGqde84KC8vV//++2+1vLz8orZz5MgRVaPRqIDrptVq1SNHjtRQpNWtX79eBdR58+adcvmUKVNUQM3KylJVVVUbN26sXnvttdXWueWWW9SBAweqqqqq77zzjtqiRYtT/l4PHDigKoqipqenq6qqqg6HQ7VYLGqfPn3UZ599VlVVVZ0xY4YKqNu3b6/22Mcee0zt3bu36+clS5aoBoNBzc/PV1VVVe+88071/vvvr/aYNWvWqBqNRi0vL1f37t2rAur69etdy3fv3q0C6rvvvnva1ycuLk594403XD/bbDa1YcOG6rBhw077mOzsbBVQd+7cqaqqqiYnJ6uAum3bttM+RlVV1W63q0FBQeqCBQtOu87dd9+thoeHq2VlZa77/vvf/6qBgYGqw+FQS0tLVb1er37zzTeu5VarVY2Pj1cnT56sqqqqrlixQgXUgoICVVX/ec0PHDjgesz//d//qTExMdX2e+JzfvTRR9XevXurTqfzjM9LVc/8/sjNzVUBtaio6Kzb8XZSCSCEEEIIIYQ4L/v37z9pDLzD4eDAgQMeiUc9VgFw/Pjx7t27V1une/fu7N69G4CbbrqJ8vJymjZtyn333ce8efOw2+0AbN26FVVVadGiBYGBgQQHBxMeHs6qVauqlc8bDAbat29fbR8jR45k5cqVZGRkAPDNN98waNAgwsLCANiyZQszZ84kMDDQdRswYABOp5Pk5GR2796NTqejS5curm22atWK0NDQ0z73oqIiMjMzqz3fE7cBcPDgQW6//XaaNm1KcHCwq/z/8OHDZ3hlK4cn/Otf/6JFixaEhIQQEhJCaWnpWR/XoUMH/P39XT93796d0tJSjhw5wsGDB7HZbFxxxRWu5Xq9nssuu8z1OzoVf39/kpKSXD/HxcWdtUpi1KhRbN++nZYtW/LYY4/x66+/nnH9+kDn6QCEEEIIIYQQvqV58+ZoNJpqiQCtVkuzZs3csr9mzZqhKAp///33KWd/37NnD2FhYURGRp5xO1VJgoSEBPbu3cvSpUtZtmwZDz30EG+99RarVq3C6XSi1WrZsmULWq0Wp9OJ3W5Hp9MRHBzs2pafn99Jk9ZddtllJCUlMXv2bB588EHmzZvHjBkzXMudTicPPPBAtfkHqjRq1Ii9e/dWi7MmDRkyhISEBD777DPi4+NxOp20bdu22jj9Uxk1ahQ5OTlMnTqVxo0bYzQa6d69+1kfdzqKopwyaQOVyZwzPXe9Xn/abZ1O586dSU5O5pdffmHZsmXcfPPN9O3blzlz5lxQ/HWBVAIIIYQQQgghzkvDhg359NNP0Wq1QGUC4JNPPqFhw4Zu2V9ERAT9+vXjo48+ory8vNqyo0eP8s0333DLLbdUu4Bcv359tfXWr19Pq1atXD/7+fkxdOhQ3n//fVauXMkff/zBzp076dSpEw6Hg+zsbJo1a1btFhsbe9ZYb7/9dr755hsWLFiARqPhuuuucy3r3Lkzf/3110nbbdasGQaDgdatW2O329m8ebPrMXv37j1pssHjhYSEEBcXV+352u12tmzZ4vo5Ly+P3bt388ILL9CnTx9at25NQUFBte0YDAagsqLjeGvWrOGxxx5j0KBBXHLJJRiNRnJzc8/6OuzYsaPa72r9+vUEBgbSsGFD1/P9/fffXcttNhubN2+mdevWZ9326RgMhpPiBwgODuaWW27hs88+47vvvuOHH37waDcJT5NKACGEEEIIIcR5GzNmDAMGDODAgQM0a9bMbQmAKh9++CE9evRgwIABvPrqqzRp0oS//vqLp556igYNGvDaa69VW3/t2rVMnjyZ66+/nqVLl/K///2PRYsWAZUzzTscDrp164a/vz9fffUVfn5+NG7cmIiICEaOHMldd93FO++8Q4cOHcjKymL16tW0b9+eQYMGnTHOkSNHMnHiRF577TVGjBiByWRyLXv66ae5/PLLefjhh7nvvvsICAhg9+7dLF26lA8++ICWLVty7bXXct999/Hpp5+i0+kYO3bsSZMhnujf//43b7zxBs2bN6d169ZMmTKlWuIgLCyMiIgIPv30U+Li4jh8+DDPPPNMtW1ER0fj5+fH4sWLadiwISaTiZCQEJo1a8ZXX31Fly5dKC4u5qmnnjprPFDZYWHMmDG88MILpKam8vLLL/PII4+g0WgICAjgwQcf5KmnniI8PJxGjRoxefJkzGYzY8aMOeu2TycxMZElS5awd+9eIiIiCAkJ4cMPPyQuLo6OHTui0Wj43//+R2xs7BmHWNR1UgkghBBCCCGEuCANGzakV69ebk8AQOUQhM2bN5OUlMQtt9xCUlIS999/P9dccw1//PEH4eHh1dZ/4okn2LJlC506deI///kP77zzDgMGDAAgNDSUzz77jCuuuIL27duzfPlyFixYQEREBAAzZszgrrvu4oknnqB169bceOONbNiwgYSEhHOKs2vXrvz555+urgBV2rdvz6pVq9i/fz9XXXUVnTp14sUXXyQuLs61zowZM0hISKBnz54MHz6c+++/n+jo6DPu84knnuCuu+5i1KhRdO/enaCgIG644QbXco1Gw+zZs9myZQtt27bl8ccf56233qq2DZ1Ox/vvv88nn3xCfHw8w4YNA2D69OkUFBTQqVMn7rzzTldbv7Pp06cPzZs35+qrr+bmm29myJAhTJgwwbX8jTfe4MYbb+TOO++kc+fOHDhwgCVLlrjmT7gQ9913Hy1btqRLly5ERUWxdu1aAgMDefPNN+nSpQtdu3YlJSWFn3/+GY2m/l4KK+rZBlHUM8XFxYSEhJCbm+v6EBD1i81mIycnh6ioqJPGHYn6Q44DIceAkGNAQN07DioqKkhOTqZJkybVvqEWp3f8nAD1+cLxfIwaNYrCwkJ+/PFHT4dyXs70/sjLyyMyMpKioqJqc0P4IjmKhRBCCCGEEEKIekKSAEIIIYQQQgghRD0hEwMKIYQQQgghhKgxM2fO9HQI4gykEkAIIYQQQgghhKgnJAkghBBCCCGEEELUE5IEEEIIIYQQQggh6glJAgghhBBCCCGEEPWEJAGEEEIIIYQQQoh6QpIAQgghhBBCCCFEPSFJACGEEEIIIYQQop6QJIAQQgghhBDC640aNQpFUU66HThwwNOhXZCZM2cSGhrq6TBEPaTzdABCCCGEEEIIcS6uvfZaZsyYUe2+qKio896O1WrFYDDUVFhC+BSpBBBCCCGEEEL4BKPRSGxsbLWbVqtl1apVXHbZZRiNRuLi4njmmWew2+2ux/Xq1YtHHnmEcePGERkZSb9+/QD4+++/GTRoEIGBgcTExHDnnXeSm5vrepzT6WTy5Mm0bt0aPz8/GjVqxGuvveZa/vTTT9OiRQv8/f1p2rQpL774IjabzbV8x44dXHPNNQQFBREcHMyll17K5s2bWblyJaNHj6aoqMhV0TBhwgT3v4BCIJUAQgghhBBC1GuqqmK2Omp9v/4GLYqiXPR20tPTGTRoEKNGjeLLL79kz5493HfffZhMpmoX1l988QUPPvgga9euRVVVMjMz6dmzJ/fddx9TpkyhvLycp59+mptvvpnffvsNgGeffZbPPvuMt956i6uvvpqsrCz27Nnj2mZQUBAzZ84kPj6enTt3ct999xEUFMT48eMBGDlyJJ06deK///0vWq2W7du3o9fr6dGjB1OnTuWll15i7969AAQGBl70ayHEuZAkgBBCCCGEEPWY2eog8Llfan2/pa8PJMB4fpcjCxcurHaxPHDgQFq0aEFCQgIffvghiqLQqlUrMjIyePrpp3nppZfQaCqLn5s1a8bkyZNdj33ppZfo3Lkzr7/+uuu+6dOnk5CQwL59+4iLi+O9997j/fff584770Sn09G8eXOuvPJK1/ovvPCC69+JiYk88cQTfPfdd64kwOHDh3nqqado1aoVAM2bN3etHxISgqIoxMbGntdrIMTFkiSAEEIIIYQQwidcc801/Pe//3X9HBAQwMMPP0z37t2rVRVcccUVlJaWkpaWRqNGjQDo0qVLtW1t2bKFFStWnPIb+IMHD1JYWIjFYqFPnz6njWfOnDlMnTqVAwcOUFpait1uJzg42LV83Lhx3HvvvXz11Vf07duXm266iaSkpAt+/kLUBEkCCCGEEEIIUY/5G7SUvj7QI/s9XwEBATRr1qzafaqqnjSsQFVVgGr3BwQEVFvH6XQyZMgQ3nzzzZP2ExcXx6FDh84Yy/r167n11luZOHEiAwYMICQkhNmzZ/POO++41pkwYQK33347ixYt4pdffuHll19m9uzZ3HDDDef2hIVwA0kCCCGEEEIIUY8pinLeZfnepE2bNvzwww/VkgHr1q0jKCiIBg0anPZxnTt35ocffiAxMRGd7uTn37x5c/z8/Fi+fDmjRo06afnatWtp3Lgxzz//vOu+1NTUk9Zr0aIFLVq04PHHH+e2225jxowZ3HDDDRgMBhyO2p+LQQjpDiCEEEIIIYTwWQ899BBHjhzh0UcfZc+ePfz000+8/PLLjBs3zjUfwKk8/PDD5Ofnc9ttt7Fx40YOHTrEr7/+yj333IPD4cBkMvH000/zzDPP8PXXX3Pw4EHWr1/PtGnTgMo5Bg4fPszs2bM5ePAg77//PvPmzXNtv7y8nEceeYSVK1eSmprK2rVr2bRpE61btwYq5xAoLS1l+fLl5ObmYjab3ftCCXGMJAGEEEIIIYQQPqtBgwb8/PPPbNy4kQ4dOvCvf/2LMWPGVJu071Ti4+NZu3YtDoeDAQMG0LZtW/79738TEhLiSh68+OKLjBs3jldeeYVLLrmEW265hezsbACGDRvG448/ziOPPELHjh1Zt24dL774omv7Wq2WvLw87rrrLlq0aMHNN9/MwIEDmThxIgA9evTgX//6F7fccgtRUVHVJi0Uwp0UtWrAjACguLiYkJAQcnNziYiI8HQ4wgNsNhs5OTlERUWh1+s9HY7wEDkOhBwDQo4BAXXvOKioqCA5OZkmTZpgMpk8HY5PcDqd2O12dDrdGSsLhO870/sjLy+PyMhIioqKqk3+6IvkKBZCCCGEEEIIIeoJSQIIIYQQQgghhBD1hM8kASZMmICiKNVusbGxruWqqjJhwgTi4+Px8/OjV69e/PXXXx6MWAghhBBCCCGE8C4+kwQAuOSSS8jMzHTddu7c6Vo2efJkpkyZwocffsimTZuIjY2lX79+lJSUeDBiIYQQQgghhBDCe/hUEkCn0xEbG+u6RUVFAZVVAFOnTuX5559n+PDhtG3bli+++AKz2cysWbM8HLUQQgghhBBCCOEddJ4O4Hzs37+f+Ph4jEYj3bp14/XXX6dp06YkJydz9OhR+vfv71rXaDTSs2dP1q1bxwMPPHDabVosFiwWi+vn4uJioHImWJvN5r4nI7yWzWbDbrfL77+ek+NAyDEg5BgQUPeOA5vNhqqqOJ1OnE6np8PxCaqqum7ymtVtTqcTVVWx2Wxotdpqy+rKZwD4UBKgW7dufPnll7Ro0YKsrCxeffVVevTowV9//cXRo0cBiImJqfaYmJgYUlNTz7jdSZMmuXp1Hi8vL0/e5PWU3W6noKAAqKw+EfWTHAdCjgEhx4CAuncc2O12V8s7u93u6XB8gqqqOBwOABRF8XA0wp2q3h8FBQUnvd+rPgfqAp/5JBs4cKDr3+3ataN79+4kJSXxxRdfcPnllwMnvylVVT3rG/XZZ59l3Lhxrp+Li4tJSEggIiKCiIiIGnwGwldUZfkiIyPrRD9gcWHkOBByDAg5BgTUveOgoqKC0tJSdDpdnUhq1AZVVYHKJJAkAeo2nU6HRqMhLCwMk8lUbZlG41Mj6c/IZ9/5AQEBtGvXjv3793P99dcDcPToUeLi4lzrZGdnn1QdcCKj0YjRaDzpfr1eXyc+6MWF0el0cgwIOQ6EHANCjgEB1K3jwOFwoCgKGo2mTl3UuJPT6XR1J5PXrG7TaDQoinLK93tdeP9X8dmj2GKxsHv3buLi4mjSpAmxsbEsXbrUtdxqtbJq1Sp69OjhwSiFEEIIIYTwDVa7E7PVXis3q12G3R6vV69ejB071iP7VhSFH3/80SP7rimefP18kc9UAjz55JMMGTKERo0akZ2dzauvvkpxcTF33303iqIwduxYXn/9dZo3b07z5s15/fXX8ff35/bbb/d06EIIIYQQQng1q93JxsMFlFoctbK/QKOWyxqFYdCd+3eSvXr1omPHjkydOrXa/T/++CM33HCDq2zfkxITExk7dux5X5DOnTv3vL5pTklJoUmTJmzbto2OHTueX5AnyMzMJCws7JzXnzlzJmPHjqWwsPCi9is8x2eSAGlpadx2223k5uYSFRXF5Zdfzvr162ncuDEA48ePp7y8nIceeoiCggK6devGr7/+SlBQkIcjF0IIIYQQwrvZnU5KLQ4MOgWj1r3FwhZH5b7sTicG3y1MrsZqtWIwGC748eHh4TUYzfmJjY31yH6PH5oiapfPvOKzZ88mIyMDq9VKeno6P/zwA23atHEtVxSFCRMmkJmZSUVFBatWraJt27YejFgIIYQQQgjfYtRqMOm1br25O8kwYcIEOnbsyFdffUViYiIhISHceuutlJSUuNZxOp28+eabNGvWDKPRSKNGjXjttddcy9PT07nlllsICwsjKiqKG2+8kZSUFNfyUaNGcf311zNp0iTi4+Np0aIFvXr1IjU1lccff9w1hwBUdh277bbbaNiwIf7+/rRr145vv/22WswnlrMnJiby+uuvc8899xAUFESjRo349NNPXcubNGkCQKdOnVAUhV69erF69Wr0er2rc1qVJ554gquvvvq0r9fxwwFSUlJQFIW5c+dyzTXX4O/vT4cOHfjjjz8AWLlyJaNHj6aoqMj1HCdMmABUJkLGjx9PgwYNCAgIoFu3bqxcudK1n5kzZxIaGsrChQtp06YNRqORzz77DJPJdFJVwWOPPUbPnj3P+fUT58dnkgBCCCGEEEIIcS4OHjzIjz/+yMKFC1m4cCGrVq3ijTfecC1/9tlnefPNN3nxxRf5+++/mTVrlmtCcbPZzDXXXENgYCCrV69m9erVBAYGMmjQIKxWq2sby5cvZ/fu3SxdupSFCxcyd+5cGjZsyCuvvEJmZiaZmZlAZUeGSy+9lIULF7Jr1y7uv/9+7rzzTjZs2HDG5/DOO+/QpUsXtm3bxkMPPcSDDz7Inj17ANi4cSMAy5YtIzMzk7lz53L11VfTtGlTvvrqK9c27HY7X3/9NaNHjz6v1+/555/nySefZPv27bRo0YLbbrsNu91Ojx49mDp1KsHBwa7n+OSTTwIwevRo1q5dy+zZs/nzzz+56aabuPbaa9m/f79ru2azmUmTJvH555/z119/cccddxAaGsoPP/zgWsfhcPD9998zcuTIi3r9xOn5zHAAIYQQQgghhDgXTqeTmTNnuoYG33nnnSxfvpzXXnuNkpIS3nvvPT788EPuvvtuAJKSkrjyyiuBygpkjUbD559/jqIoOJ1OPvvsM6Kjo1m5ciX9+/cHKruVff7559WGAWi1WoKCgqqV2Ddo0MB1oQzw6KOPsnjxYv73v//RrVu30z6HQYMG8dBDDwHw9NNP8+6777Jy5UpatWpFVFQUABEREdX2NWbMGGbMmMFTTz0FwKJFizCbzdx8883n9fo9+eSTXHfddQBMnDiRSy65hAMHDtCqVStCQkJQFKXafg8ePMi3335LWloa8fHxrm0sXryYGTNm8PrrrwOVLTc/+ugjOnTo4HrsLbfcwqxZsxgzZgxQmVwpKCjgpptuuqjXT5yeJAGEEEIIIYQQdUpiYmK1ucHi4uLIzs4GYPfu3VgsFvr06XPKx27ZsoUDBw6cNLdYRUUFBw8edP3crl27c5oHwOFw8MYbb/Ddd9+Rnp6OxWLBYrEQEBBwxse1b9/e9e+qi+6q53A6o0aN4oUXXmD9+vVcfvnlTJ8+nZtvvvms+zrTvqtasGdnZ9OqVatTrr9161ZUVaVFixbV7rdYLERERLh+NhgM1bYNMHLkSLp3705GRgbx8fF88803DBo0yDVZ4YW+fuL0JAkghBBCCCGE8HrBwcEUFRWddH9hYSHBwcHV7jtxpv2qb/QB/Pz8zrgfp9PJpZdeyjfffOP62W63o9PpXEMGgHO+CH3nnXd49913mTp1Ku3atSMgIICxY8dWG1pwKmd6DqcTHR3NkCFDmDFjBk2bNuXnn3+uNi7/XB2/76q5Dc60b6fTiVarZcuWLWi12mrLAgMDXf/28/Nzba/KZZddRlJSErNnz+bBBx9k3rx5zJgxw7X8Ql8/cXqSBBBCCCGEEEJ4vVatWvHLL7+cdP+mTZto2bLlOW+nefPm+Pn5sXz5cu69996Tlnfu3JnvvvuO6OhogoODqyUBzjaTvcFgwOGo3mZxzZo1DBs2jDvuuAOovGDev38/rVu3PueYT7Uf4KR9Adx7773ceuutNGzYkKSkJK644ooL3s/p9n3ifjt16oTD4SA7O5urrrrqvLd5++23880339CwYUM0Go1rKAK45/Wr72RiQCGEEEIIIQRQ2b6vwuZw683iOPO32afz0EMPcfDgQR5++GF27NjBvn37+L//+z+mTZvmGgN/LkwmE08//TTjx4/nyy+/5ODBg6xfv55p06YBleXpkZGRDBs2jDVr1pCcnMzq1asZO3YsaWlpZ9x2YmIiq1evJj09ndzcXACaNWvG0qVLWbduHbt37+aBBx44aQb/8xUdHY2fnx+LFy8mKyurWoXEgAEDCAkJ4dVXXz3vCQHPRWJiIqWlpSxfvpzc3FzMZjMtWrRg5MiR3HXXXcydO5fk5GQ2bdrEm2++yc8//3zWbY4cOZKtW7fy2muvMWLECEwmk2uZO16/+k6SAEIIIYQQQtRzOo2GQKMWq12lxOJw681qVwk0atGdZ3/4xMRE1qxZw8GDB+nfvz9du3Zl5syZzJw50zWJ3Ll68cUXeeKJJ3jppZdo3bo1t9xyi2u8vb+/P6tXr6ZRo0YMHz6cSy65hPvvv5/y8vKThh2c6JVXXiElJYWkpCTX5H0vvvginTt3ZsCAAfTq1YvY2Fiuv/7684r3RDqdjvfff59PPvmE+Ph4hg0b5lqm0WgYNWoUDoeDu+6666L2cyo9evTgX//6F7fccgtRUVFMnjwZgBkzZnDXXXfxxBNP0LJlS4YOHcqGDRtISEg46zabN29O165d+fPPP11dAaq44/Wr7xRVVVVPB+FNiouLCQkJITc3t9okFqL+sNls5OTkEBUVddJYLFF/yHEg5BgQcgwIqHvHQUVFBcnJyTRp0qTat60AVrsT+1nGnNcUnUaDQecb30eez3AAb3HfffeRlZXF/PnzPR2KTznT+yMvL4/IyEiKiorOmgzydjIngBBCCCGEEAKDToNBCoV9WlFREZs2beKbb77hp59+8nQ4wktJEkAIIYQQQggh6oBhw4axceNGHnjgAfr16+fpcISXkiSAEEIIIYQQQtQBF9IOUNQ/Uu8jhBBCCCGEEELUE5IEEEIIIYQQQggh6glJAgghhBBCCCGEEPWEJAGEEEIIIYQQQoh6QpIAQgghhBBCCCFEPSFJACGEEEIIIYQQop6QJIAQQgghhBBCXARFUfjxxx89HYYQ50SSAEIIIYQQQgifsW7dOrRaLddee+15PS4xMZGpU6e6JyghfIgkAYQQQgghhBA+Y/r06Tz66KP8/vvvHD582NPhCOFzJAkghBBCCCFEPaaqKmXWslq/qap63rGWlZXx/fff8+CDDzJ48GBmzpxZbfn8+fPp0qULJpOJyMhIhg8fDkCvXr1ITU3l8ccfR1EUFEUBYMKECXTs2LHaNqZOnUpiYqLr502bNjFw4ECio6MJCQmhZ8+ebN269bxjF8Jb6DwdgBBCCCGEEMJzzDYzgZMCa32/pc+WEmAIOK/HfPfdd7Rs2ZKWLVtyxx138Oijj/Liiy+iKAqLFi1i+PDhPP/883z11VdYrVYWLVoEwNy5c+nQoQP3338/991333nts6SkhDvvvJP3338fjUbDO++8w6BBg9i/fz9BQUHntS0hvIEkAYQQQgghhBA+Ydq0adxxxx0AXHvttZSWlrJ8+XL69u3La6+9xq233srEiRNd63fo0AGA8PBwtFotQUFBxMbGntc+e/fujd1uR6fTodFo+OSTTwgLC2PVqlUMHjy45p6cELVEkgBCCCGEEELUY/56f0qfLfXIfs/H3r172bhxI3PnzgVAp9Nxyy23MH36dPr27cv27dvP+1v+c5Gdnc2LL77IqlWryMrKwuFwYDabZT4C4bMkCSCEEEIIIUQ9pijKeZfle8K0adOw2+00aNDAdZ+qquj1egoKCvDz8zvvbWo0mpPmJrDZbNV+Hj16NDk5OUyZMoUmTZpgNBrp3r07Vqv1wp6IEB4mEwMKIYQQQgghvJrdbufLL7/knXfeYfv27a7bjh07aNy4Md988w3t27dn+fLlp92GwWDA4XBUuy8qKoqjR49WSwRs37692jq///47Dz/8MIMGDeKSSy7BaDSSm5tbo89PiNoklQBCCCGEEEIIr7Zw4UIKCgoYM2YMISEh1ZaNGDGCadOm8e6779KnTx+SkpK49dZbsdvt/PLLL4wfPx6AxMREVq9eza233orRaCQyMpJevXqRk5PD5MmTGTFiBIsXL+aXX34hODjYtf1mzZrxzTffcNlll1FaWspTTz11QVUHQngLqQQQQgghhBBCeLVp06bRt2/fkxIAADfeeCPbt28nODiY//3vf8yfP5+OHTvSu3dvNmzY4FrvlVdeISUlhaSkJKKiogBo3bo1H330Ef/3f/9Hhw4d2LhxI08++WS17X/++ecUFhZy6aWXcuedd/LYY48RHR3t3icshBsp6oU06KzDiouLCQkJITc3l4iICE+HIzzAZrORk5NDVFQUer3e0+EID5HjQMgxIOQYEFD3joOKigqSk5Np0qQJJpPJ0+H4BKfTWa07gKi7zvT+yMvLIzIykqKiomqVIr5IjmIhhBBCCCGEEKKekCSAEEKIU5JCMSGEEEKIukcmBhRCCAGA06lSarVTYrFTVG4n32ylWWQAscFSLiqEEEIIUVdIEkAIIeoph1Ol1FJ50V9YbiPPbKXM6sBid6JVwOEEraIQFWhEq1E8Ha4QQgghhKgBkgQQQoh6wu5wUmp1UFJhp7DcSm6ZFbPNidXuRKtR8NdrCDXpMeo0rvWPllrJKbVINYAQQtQxMuRLiJPVl/eFJAGEEKKOsjmcrm/6C8pt5JVZMVsd2JwqOkXB36Al3E+PQXfq6WF0Wg06BVIKzEQHGtFINYAQQvi8qg4HZrNZet0LcQKz2QxQJzqBnIkkAYQQoo6w2p2VY/orKsfz55fbMFsdOJwqOk3lRX9kgAG99tznhI0IMJBVYiWnzEpMkNGN0QshhKgNWq2W0NBQsrOzAfD390dRJMl7JtIisO5TVRWz2Ux2djahoaFotVpPh+RWkgQQQggfZbE7KLU4KLHYyS2zUFRup8zqwKmq6I9d9EcHGNCdx0X/ifRaDVoFUgvMRAUYpBpACCHqgNjYWABXIkCcmaqqOJ1ONBqNJEzquNDQUNf7oy6TJIAQQviIClvlBX+pxUFOmYXiCjtlVjuqWnmxHqDXEhNkRFfDF+oR/gaySizkllmJlmoAIYTweYqiEBcXR3R0NDabzdPheD2bzUZBQQFhYWF1vky8PtPr9XW+AqCKJAGEEMJLldsqJ/ErtdrJLrVQUuHAbHOgqioGrYYAg5a4IJPbZ+436DSgHqsGCDTItyBCCFFHaLXaenPRczG0Wi06nQ6TySRJAFEnSBJACCG8gKqqlRf9FgclFTZyy6wUVdipsDtRVRWjToO/XkuIyTPt+iICDBwtsZBXZiUyUKoBhBBCCCF8lSQBhBDCA1RVxWytLO8vsdjJKbVSYrFTYXOgAiadpnL2fn89Gi/45t2o06CqKqkFZiICpBpACCGEEMJXSRJACCFqgdOpYj42pr+43EZOmZVSi4MKuwMFBZO+8pv+CH+9115gRwQYyCy2kG+2ERFg8HQ4QgghhBDiAkgSQAgh3MDpVCm1Vk7iV1RuI6fMQpnVgcXuRFHAT6cl0KglMsB7L/pPZNJpcahWDheUE+7FyQohhBBCCHF6kgQQQoga4HCqlFoqJ/ErLK9s2VdmdWA9dtHvr9cSbNRhDPDt9kKR/gYyistpHO5HuL9UAwghhBBC+BpJAgghxAWwO5yUWh2UWuwUmK3kmW2ui36NBgL0WkJMOky6ujXrskmvxW62HasGkCSAEEIIIYSvkSSAEEKcA7vDSYmlsrw/v9xKXpmVcpsDq0NFqygEGLSE+ekx6jSeDtXtIvz1ZBRX0DjMjzBJBAghhBBC+BRJAgghxCk4nSrFFTYqCswUWyGv3Eq51YHNoaLTKPgbtET4G9Br6/5F/4n89FryymwcKSyXJIAQQgghhI+RJIAQQpzCgZxSdmUUowvQYDLo8TNoiQowoKuHF/2nEu6vJ72ogsZh/oT46T0djhBCCCGEOEeSBBBCiBOUWuwcLqrAT68hNtSEVicXuSfyN2jJM1s5UlguSQAhhBBCCB8iX2kJIcQJ0gvLMVsdBBgkT3omYX560gorKK6weToUIYRwC6fqZOySsby79V1PhyKEEDVGkgBCCHGcMoud1MIKQkx1a1Z/dwg06ii3O0grrPB0KEII4RZrUtfw0ZaPeHvL26QVp3k6HCGEqBGSBBBCiOOkFZZTZrUTbJIS93MR7qfnSGE5JRV2T4cihBA17ofdP7j+vWj/Ig9GIoQQNUeSAEIIcUxVFUCoSYYBnKtAow6zzUF6UbmnQxFCiBrlVJ3VkwAHJAkghKgbJAkghBDHSBXAhQkz6TlcWEGpRaoBhBB1x4a0DWSUZGDQVrZC/S3lN0qtpR6OSgghLp4kAYQQAqkCuBhBJh1lVjvphVINIISoO6qqAIa3Gk5icCJWh5VfD/7q4aiEEOLiSRJACCGQKoCLFWrScbiwgjKpBhBC1AGqqlZLAvRr1A+A+XvnezIsIYSoEZIEEELUe2UWO4elCuCiBBl1lFjsZBZLpwAhhO/bmrmVlMIU/PX+9G/an/6N+wOVkwM6nA4PRyeEEBdHkgBCiHovrbCcEotUAVwMRVEIMelIKSin3CYnyEII31ZVBTCo+SD89f50je1KqCmUXHMu69PWezg6IYS4OJIEEELUa1VVAGF+UgVwsUJMOoor7GRIpwAhhA87fijAiNYjANBr9FybdC0gQwKEEL5PkgBCiHotvahCqgBqiKsaIL+cCqkGEEL4qL9y/mJf3j6MWiODmg9y3T+4+WAAFuxb4KnQhBCiRvhsEmDSpEkoisLYsWNd96mqyoQJE4iPj8fPz49evXrx119/eS5IIYRXK7PYSS0olyqAGhRi0lFUYSOjSOYGEEL4pjl/zwFgQLMBBBmDXPcPaDoAnUbH7tzd7M/b76nwhBDiovlkEmDTpk18+umntG/fvtr9kydPZsqUKXz44Yds2rSJ2NhY+vXrR0lJiYciFUJ4s6oqgCCjJAFqiqIoBBt1pBSYsdilGkAI4XuqhgLc2PrGaveHmELo2bgnINUAQgjf5nNJgNLSUkaOHMlnn31GWFiY635VVZk6dSrPP/88w4cPp23btnzxxReYzWZmzZrlwYiFEN7o+CoARVE8HU6dEuKnp7DcTmaxxdOhCCHEedmXt49d2bvQa/QMaTHkpOVDWw4FZF4AIYRv87mvvx5++GGuu+46+vbty6uvvuq6Pzk5maNHj9K/f3/XfUajkZ49e7Ju3ToeeOCBU27PYrFgsfxzolpcXAyAzWbDZrO56VkIb2az2bDb7fL7r+NSc0spKqsgIdSIw37y79pht+Gw20+5TJydn8bJwewiovy0GHQ+l28G5LNAyDFQH32/63sAeif2JlAX6DofrDoOrm1aOTng74d/J6s4i3C/cE+GK2qJfBYIoE79/n0qCTB79my2bt3Kpk2bTlp29OhRAGJiYqrdHxMTQ2pq6mm3OWnSJCZOnHjS/Xl5eTidzouMWPgiu91OQUEBADqdT71FxDkqtznYm1GMXgOlRaf+HTsddspLi1EU0GjlODhfehWO5lnYq5QTG2TydDgXRD4LhBwD9U9VEqBvg77k5OQA1Y+DQF0grcJasadgD//b/j+GNxvusVhF7ZHPAgG4joG6wGeO4iNHjvDvf/+bX3/9FZPp9CeUJ5b1qqp6xlLfZ599lnHjxrl+Li4uJiEhgYiICCIiIi4+cOFzqrJ8kZGR6PUyY3xdtD+7FIcR4kONp/18cNhtqCoEhoSh1clxcCGsBiuFaGgZFu6T1QDyWSDkGKhfkguT2Zm7E42i4fbOtxMVEAWcfBwMaz2MPev2sOroKh7ofupKU1G3yGeBANBofO9c5nR8JgmwZcsWsrOzufTSS133ORwOVq9ezYcffsjevXuByoqAuLg41zrZ2dknVQccz2g0YjQaT7pfr9fLm7we0+l0cgzUUWUWO+mldsKDTOjO8vvV6nRodXpJAlygyCAd6cUV5Fc4SQg7+XPWF8hngZBjoP5YsL9ysr9eib2ID42vtuz44+CG1jfw5ro3+fXQr6gaFYPW4IlwRS2TzwJRl373PpPO6NOnDzt37mT79u2uW5cuXRg5ciTbt2+nadOmxMbGsnTpUtdjrFYrq1atokePHh6MXAjhTao6AgRLRwC302oU/PVakvPN2BwyvEoI4d3m7K5sDXhiV4ATdW3QlZiAGIotxaxOXV0boQkhRI3ymSRAUFAQbdu2rXYLCAggIiKCtm3boigKY8eO5fXXX2fevHns2rWLUaNG4e/vz+233+7p8IUQXqCqI0CodASoNWF+evLNVrJKpFOAEMJ7pRWnsT5tPQoKN7S64YzrahQNg1sMBqRLgBDCN/lMEuBcjB8/nrFjx/LQQw/RpUsX0tPT+fXXXwkKCvJ0aEIILyBVALVPq1Ew6TSk5JuxSzWAEMJLzds9D4AeCT2IC4o7y9rVWwWqqurW2IQQoqb59JnwypUrq/2sKAoTJkxgwoQJHolHCOG9pArAc8L8DWQWV5BVaqFBiJ+nwxFCiJP8sPsHAEa0GXFO6/dt2heTzkRqUSq7snfRLqadO8MTQogaVacqAYQQ4nQyiqUKwFN0GgWDVkNqfjkOp3xjJoTwLlmlWa6x/cNbn1vLP3+9P32b9gVkSIAQwvdIEkAIUeeVWeyk5EsVgCdF+OvJKbWQXSpzAwghvMuPe35ERaVrfFcahTQ658cNbXFsSMA+SQIIIXyLJAGEEHWeVAF4nk6rQafVkJJnlmoAIYRXOd+hAFWqJgfcmL6Ro6VHazwuIYRwF0kCCCHqNLNVqgC8RaS/nuwyKzlSDSCE8BJ55jx+S/4NOHtrwBPFBcVxWYPLAFi4b2GNxyaEEO4iSQAhRJ0mHQG8h06rQadASoEZp1QDCCG8wPy983GoDjrEdCApPOm8Hz+kxRDXdoQQwldIEkAIUWdJFYD3iQgwkF1qJafM6ulQhBDCNRTgfKsAqlS1Clx6aClmm7nG4hJCCHeSJIAQos6SKgDvo9dq0ACpUg0ghPCwoooilh5aCpz/fABV2kW3o3FIYyrsFSw/tLwmwxNCCLeRJIAQok6SKgDvFeFv4GixhVypBhBCeNDCfQuxOqy0jmxN66jWF7QNRVFkSIAQwudIEkAIUSdJFYD3Mugq//QcLjSjqlINIITwjIsdClClakjAgn0LcKrOi45LCCHcTZIAQog6x2y1k1ogVQDeLDLAQGaxhTypBhBCeECZtYzFBxYDcGObi0sC9EzsSZAhiKyyLDZnbK6J8IQQwq0kCSCEqHOkCsD7GXUaVFUltUCqAYQQte+XA79Qbi8nKSyJDjEdLmpbBq2Bgc0HAjIkQAjhGyQJIISoU6qqAEJMUgXg7SKOVQPkm22eDkUIUc/M+XsOUDkUoCb+Vsi8AEIIXyJJACFEnZIhVQA+w6TT4lBVDheUSzWAEKLWVNgrWLR/EXDxQwGqDGo+CK2iZWf2TlIKU2pkm0II4S6SBBBC1Blmq50UqQLwKZH+BjKKKygol2oAIUTt+PXgr5RaS0kITqBrfNca2Wa4XzhXNroSgAV7F9TINoUQwl0kCSCEqDOkCsD3mPRa7E6VI4Xlng5FCFFPHN8VoCYTxq4hAftkSIAQwrtJEkAIUSdIFYDvivDXk15UQYFZOgUIIdzL6rDy056fgJobClClqlXgypSVFFUU1ei2hec4nCq5pRYOF5jJLbV4OhwhaoQkAYQQdUJGUQXFFVIF4Iv89FqsdidpUg0ghHCz35J/o8hSRGxgLD0SetTotptHNKdVZCvsTjtLDi6p0W2L2qWqKoXlNg7mlvJ7ch4bUgvYm10mHW1EnSFJACGEz5MqAN8X7q8nraiCIpkbQAjhRj/8XTkUYHir4WiUmj8NHtqishpAugT4plKLndR8M+tTClibnM+fmSVYbE6iAw3EBBnJLrXIHDaiTpAkgBDC51VVAYSYpArAVwUYdFjsTtKKKjwdihCijrI77czbMw+o+aEAVYa0rJwXYNH+RdgccrHoC8ptDtKLytlypIDfD+WzJa2QwgoboX46GoX6ERFgQKfVoNcqOByQWSxDAoTvkzNmIYRPkyqAuiPMT8+RgnISQk0Em/SeDkcIUcesTl1NXnkeEX4RXN34arfso3vD7kT4RZBXnsfaI2vpldjLLfsRF8dqd1JQbiOrpIKsEiulFhsGrYZgk56oQMNpHxds0pFeVEFimB8BMvxQ+DCpBBBC+DR3VAGoqkp+eY6M+6tlgUYd5XYHaYVSDSCEqHlVQwGub3U9Oo17LuC0Gi2DWwwGpFWgt6ma4G9PVgm/J+exPiWflHwzeo1CQqgfscEm/A3aM24j0KilzGInu1QmshW+TZIAQgif5Y4qgD15f/Lw4hsY+L9LeO/PCZIIqGXhfnqOFJZTUmH3dChCiDrEqTqZu2cuACPajHDrvqpaBf609yf5G+JhVRP8HcipnOBvXUoBe7JLUVWICzbRIMSPoPM4h1AUhQCDlsOFZmwOp5ujF8J9pI5FCOGzqqoAGoWaLnpbR0uP8NGW1/jl4PeoVJ60LUz9jma723JH+0cuevvi3AQadeSXl5NeVE4rU5CnwxFC1BHrjqzjaOlRQowh9G7S26376p/UH4PWwMGCg+zJ3UPrqNZu3Z84WUmFnXyzlYyiCvLLbVgdTgL0WmICK8f3X4xQPz0ZxRXkllmJC7748w8hPEEqAYQQPqmmqgBKLEW8v+llhv/QlZ8PfoeKyoCmNzKq3VgA3t/yMuvSltVQ1OJchJn0HC6soNQi1QBCiJpRNRRgaMuhGLSnH/NdE4KMQa5Ew4J9MiSgtlRN8Lf5SOXM/lvSCimqsBHmp682wd/F0moU9BqFtMJyqfQQPkuSAEIIn3SxcwFYHRZm/fVfrp/TiS93vo/VYeHS2Cv5cuhvvNbrc/7V8VkGJAzHqTp5dsU9pBTuq+FnIE4nyKSjzGonvbDc06EIIeoAVVVdQwFubO2ergAnklaBtcNqd3K0uIIdGUX8fiifjYcLySq2EGDQ0jjMn6hAI0ZdzV/uhPrrpV2g8GmSBBBC+JyLqQJQVZVfD83lph+6MWXDcxRZCmga2oqp/Wbz8cD5tInsBFSO+/t3+wm0j7qMMlsJjy+7jSJLgTuejjiFEJOOw4UVlEk1gBDiIm3O2MzhosMEGgLpn9S/VvZZNTnguiPryCnLqZV91hfHT/C3JjmPDakFpOabMWgVEkJM5zTB38Uy6bTYHKq0CxQ+S5IAQgifc6FVAFuPruXuBX15buUY0ktTifSL5YUr3mPW9Wu4MmHASQkFg9bAm71mEBvQkCPFh3j2t9HYnZL1rw3BRh2lVjuZxdIpQAhxceb8PQeA65pfh5/er1b2mRCSQKfYTqioLNq/qFb2WZc5nSoFZmu1Cf72ZpfBcRP8BRprt1VwqElPepEkq4VvkiSAEMKnXEgVQHLhXsYtu537fx7M37lb8dMF8ECnZ5k3YjPXt7zrjK2iwv2imNJ3Fn66ADZmrmLKhudr6qmIM1AUhWCjjpSCcsptDk+HI4TwUaqq8sPuyvkAamsoQJWhLSuHBMi8ABeupMJOar6ZDakFrEvJZ+fREiw2JzGBBhqGmgj106PV1N6F//ECjVpKLTZyyqRdoPA9kgQQQviU86kCyDVn8frax7l13hWsPvwLWkXLiFb38ONNW7mv03j89AHntM8WEe34T89PAPh+92fM2TP9op6DODchJh3FFXYyimRuACHEhfkz608OFhzEpDMxsPnAWt13VavAJQeWUGGXqqZzVW5zkFb4zwR/W9OKjk3wZ6jRCf4ulqIoBBp0pBZIu0Dhezz/DhJCiHN0rlUAZlspn257kxvmXMrcvTNxqA56NhrEdzes45ke7xDhF33e++7V+DoeuvQFAN7642k2Z6654Ochzo2iKISYKqsBKqQaQAhxAaqGAgxsNpBAQ2Ct7rtzXGfig+Ips5WxInlFre7b15w4wd+mI/9M8NcozM9tE/xdrFA/PYVmG7lSDSB8jPe9m4QQ4jTOVgVgd9qZu2cmN8zpwqfb3qDcXkbbqC58NmgR7/T9hsTQFhe1/9HtxzGg6Y04VDtP/3Y3acXJF7U9cXYhJh1F5TYyiuRbNCHE+fPUUACoTGRWdQmQIQEnq5rg7++j/0zwd7igvFYn+LtYWo2CTtoFCh8kSQAhhE8otzlOWwWgqiqrD//CbT9eyevrHievPIsGQYlM6jWdGYN/pVNsjxqJQVEUXrzyA9pEdqbIUsDjy26j1FpcI9sWp/bP3ABmLHapBhBCnLvdObvZnbsbvUbvmq2/tlXNCzB/73y5SOTkCf7WpuSzP+efCf7ig021PsHfxZJ2gcIXSRJACOET0gvLT1kF8FfOVh74ZQjjlt1OcuFeQozhPNntDeYM30C/pjfU+ImESefHO32/Jso/juTCvTy/8l4cTrk4dacQPz2F5XZpxSSEOC9VVQD9kvoRYgrxSAzXNLmGAH0A6SXpbDu6zSMxeJqqqq4J/tYfN8Gf1e4kNtDo8Qn+Lpa0CxS+SJIAQgivV25zkHpCFUBacQrPrRjD3Qv6sPXoWgxaI3e3+zc/jtjKrZc8gF5rcFs8Uf5xvNP3G4xaE2vTlvLh5glu25cAjaIQaNCSkm/GapfJl4QQ56ZqPoARrUd4LAaTzkT/pP5AZTVAfWK22o9N8FfomuCv+LgJ/sL9vWOCv5pQ1S7QbJV2gcI31I13nhCiTksvLKfoWBVAYUU+UzY8z4i5l/Fr8lwUFK5rditzb9zEo10nEGSsnW972kR24uWr/g+Ar3Z9yIL9s2plv/VVmL+efLONoyUyN4AQ4uwO5h9kR9YOtIrWVZLvKfWpVWDVBH/b04v4PbmATUcKyS6xEGj07gn+LlZVu8DsUpkgUPiGs/fYEkIID6qqAvDT2/lq1wdM3/GOaxx+t/hreKzrRFpGtPNIbP2bDudQ4R4+3/4Wr699nITgpnSMudwjsdR1GkUhwKAlOd9MbJAJQx08iRRC1JyqoQDXNLmGCP8Ij8YyqPkgFBS2Zm4lrTiNhsENPRpPTbM7nBSU28gptZJZUkFphd3V3SU8xORT4/sv1PHtAhuGmOpMhYOou+QIFUJ4tbTCMubv+457FvXg/U0vU2otpnnYJXw44Af+79q5HksAVLm/0zNc03gINqeV8cvvIrP0sEfjqcvC/PTklVnJKpFxl0KIM6tKAnhyKECV6IBouid0B2DB3rpRDXD8BH9rU/JZd2yCPwWIDzHRIMT3Jvi7WFXtAnOkXaDwAZIEEEJ4rZ/3/cqgb6/k/S2PcrQsjZiAeCZc9RFfD1vF5Q16ezo8ADSKhleu/i8twtuSX5HDE8tGYraVejqsOkmrUQgwVHYKsDlkbgAhxKkdLjrMxvSNKChc3+p6T4cDUCdaBVZN8Jdy3AR/u06Y4C/EpEdTjy78j6fVKGilXaDwEZIEEEJ4nZ1ZOxn0zSCu+3YABwp2EqAP5OFLX+SHGzczuPltaDXe1TfYTx/AlL6zCDdFsS9/Fy+vfhCn6psXqYcLyvli8xHu+W4718/YREq+2dMhVSPVAEKIs5m7ey4AVzW+ipjAGA9HU6lqXoDlycsptfpeoriw3MbmI4X8npxXbYK/hDo2wd/FCpN2gcJHyDtWCOE10ovTGfPTGDp+0pFfDvyCVtFxQ4v7+HHENkZ3GIdJ5+fpEE8rNjCBt/p8hV5jYEXqQj7ZOsnTIZ0TVVX562gJ/7c2hZu/3MLwLzbzwe8p/JlZQlpRBZ/8kerpEKvRahRMOg0p+WbsUg0ghDiFqqEAN7a+0cOR/KNVZCuSwpKwOqz8evBXT4dzXmwOJ7uPlpBeVEGQUUfjOjzB38Wqahd4VNoFCi8n714hhMcVW4p54bcXaP5Bc6Zvn45TdXJt0vW813cVz13xJmF+kZ4O8Zx0iOnG81dMBWDajrdZfHCOZwM6DbvDyYbDBbz52wGum7aRu2dvZ8amIxzKN6PVKHRrFMq/ujcGYNn+XO+rBvA3kFtmJatUTrKEENVllmSy9vBaAIa3Hu7haP6hKIqrGsDXWgWm5JvJLLEQF2zCT+9dlXjeKNSkJ03aBQovJ90BhBAeY3PY+HTLp0xcNZEccw4AVyRcwWu938RubQHgc5MKDW5+GwcLd/PVzg/4z++PkhDclEuiOns6LMxWB+tS81l1MI/fkwsosfxzcuKn13BFYji9kiK4IjGcIFPln4bdWaWsOpTHjE1HmDigpadCP4lOo2DQakjNLyc2yIRW41vHiBDCfebtmYeKyuUNL/e6WfiHthzKu+vfZdH+RTicDq8b2nYqeWVWDuSWEe6nRyefteck0KjlcGE52aVWEsPlUkt4JzkyhRC1TlVV5u2ZxzPLnmF//n4AWkS04M2+bzKs5TAO5ZWxI6OERqEmD0d6YR659GWSC/fy+5FfeWLZSL4cupzogPhajyPfbGX1ocoL/w2HC7A6/pmoKMxPT8+kCHolRdA1IfSUZZ33XJbAqkN5LN6TzX2XN6JhiPcMx4jw13O0xEJ2aeW3U0IIAd45FKDKFQlXEGoKJdecy/q09VzR6ApPh3RGNoeTfdml2J2qKzkszk7aBQpfIO9oIUStWndkHU8tfYp1R9YBla2TJvScwL2d70Wv1VNuc5CSX06IyXdbC2k1Wl7t+Rn3LBzAocI9PLn8Dj4dtKhW5jRIKypn5cE8Vh7IY0dGMcfPT9wgxMQ1SRH0ahZBu9jgs36DfklsEN0bh/FHagFfbErj+b7N3Rv8edBpNei0GlLyzEQHGqUaQAhBTlkOq1JWAd6ZBNBr9QxqPohZO2cxf+98r08CVA0DaBAiidbzFeKn52hxBTllVklUC68kSQAhRK3Yn7efZ5c/6/qWxk/nxxPdn2D8FeMJMga51ssoKqe4wk6Cj1YBVAk0BDOl77fcvaAPf+du45U1j/Bar89rPLGhqip7c8pYeTCXlQfzOJBbffx+q+hAeh37xj8pwv+89z/msgT+SC1gwd9ZjOnWiNggY02Gf1Ei/fUcLbWSU2ohVk6yhKj3ftr7Ew7VQee4zjQJa+LpcE5paIuhzNo5iwX7FvBmvzc9Hc5pyTCAi6M7rl1gbJDRZ7/UEHWXJAGEEG6VU5bDK6te4eMtH2N32tEoGkZ3HM0r17xCfFD1EvmqKoBgH64COF7D4ETe7P0FDy++gV+T55IU1poxHZ+86O3anSrb04sqv/E/mMfR49rlaRXo3DCkstS/acRFXxx3bBDCpQ1D2JJWxFdb0niqV9LFhl9jdFoNOgVSCiqrATRyoipEvebNQwGqXNvsWnQaHbtzd7M/bz/NI7ynwqqKDAOoGVXtAgvLbYT5GzwdjhDVyDtbCOEWZpuZqeun8sbvb1BiLQFgUPNBvNn3TdpGtz3lYzKKyimqsNEo1HvGnl+sLnFXMr77ZCatG8d/t75G09BWXJM4+Ly3U2FzsD61gJUH81iTnE9RxT8T+xl1Gno0DqNnUgRXNQ0nxKSvyafAmMsS2JJWxI87jzK6awKRAd5zMhMRYCC71EpOmZUYL6pSEELUrsKKQpYfWg54dxIgxBRCz8Y9WZ68nAX7FjCu+zhPh3SSlHwzR0ssxMswgItS2S7QSmaxRZIAwutIEkAIUaMcTgdf7viSF1e8SHpJOgCd4zrzVr+36N2k92kf989cAPo6UQVwvBtbjeZgwW6+3/0ZL63+F9OCfqFFRLuzPq6w3MaaQ/msPJjH+sMFWOxO17IQk46rm1aW+XdrFIrJjW2buiaE0i42iJ1HS/hmazr/vsp7ymz1Wg0a4HCBmagAg1QDCFFPLdi7AJvTxiVRl9Ay0nu6mZzK0JZDWZ68nPl753tdEqBqGECYDAOoEaEmPelFFSSG++FvkMsu4T3kaBRC1AhVVVlycAnjl45nZ/ZOABqHNOb1Pq9za9tb0Shnnh23LlYBHG9ct9dJKdrPxoyVjFt2O18O/Y1wv6iT1ssoqmDVocoy/23pRTiPm9kvLshIr2aVF/4d4kNq7QRNURTGdGvE2J/+Ys6fGdzdpSGhfjVbbXAxIvwNZBZbyC2zEi3VAELUS3N2zwFgRJsRHo7k7Ia0GMK/F/+b3w//Tn55PuF+4Z4OCTg2DCBHhgHUJGkXKLyVHI1CiIu2LXMb45eNZ9mhZQCEmkJ54aoXePiyhzHpzl5OWJerAKroNDreuGYGoxb05XDxQZ5afif/HfgTeo2BA7lm18R+e3PKqj2uRWSAq5Vfi6gAj70+VySG0SIqgH05ZXy7LZ0HeyR6JI5TMeg0KAocKTQTFWios8eQEOLUSiwlLDmwBPDuoQBVmoQ1oW10W3Zl7+KX/b8wsv1IT4cEHBsGUCzDAGqSoigESLtA4YUkCSCEuGCHiw7zwm8v8PWfX6OiYtAaePSyR3nuqufO65uNul4FUCXYGMqUvrMYtaAfO7I3cMfc+6koeZiM4n8m9tMo0DE+mF5JkfRMivCa1kyKojDmskY8vWg3s7dncEfnhl71TVGEv4GMYguNy6xEBko1gBD1yc/7f8bisNA8vPlp55zxNkNbDGVX9i7m75vvFUmAfLMMA3CXUGkXKLyQ95zBCSF8RmFFIZPWTOK9De9hcVRewN7W9jZe6/3aebdlqg9VAAAVdgcbDxey8iCo5U+B9mUOlcyHikiM2uF0axxKr6QIrmoS7rUTCF3TLIIm4X4k55fz/Z8ZjLmskadDcjHqNKiqSmqBmYgAqQYQoj6p6gowos0In3nvD205lNd/f53FBxZjdVgxaD33uW9zONkr3QDcRtoFCm8k73QhxDmz2C38d/N/+c/q/5Bfng9Ar8RevNXvLbrEd7mgbdblKoDiChu/Jxew4mAuf6QUUOGa2K8DRv97seg+RTHN5D+9+9E78QqPxnouNIrCPZc14sXFe5m1NZ3bOjbA3+C+CQnPV0RA5dwA+WYbEV7UwUAI4T5mm5lF+xcBvjEUoErXBl2JCYghqyyL1amr6du0r8dikWEA7iftAoW3kSSAEOKsVFXl+7++59nlz5JcmAxAm6g2TO47mUHNB11wVrsuVgEcLbGw6mAeqw7msSWtEMdxE/vFBBromRTBNc0i6RjXgzfXV/Djvi+ZuOZ+EkN+pWlYK88Ffo76tYji0/WpHCmsYO7OTO64tKGnQ3Ix6bQ4VCtHCsoJ9687x5QQ4vSWHFiC2WYmMTSRznGdPR3OOdMoGga3GMy0bdOYv3e+x5IAMgygdki7QOFtJAkghDij1amrefLXJ9mUsQmAuMA4XrnmFUZ1HIVOc3EfIXWhCkBVVQ7lm1l57ML/76zSasuTIvzpdWxiv1bRgdUuTJ/u/hapRfvZlvUH45bdzswhywg1eccs0aej0yiM6prAf5bu56staYzoEIdJ5z3VAJH+BtKLK2gU7ke4nGgJUedVDQUY3mq4zyX+hrYc6koCvHfte7UevwwDqF3SLlB4EzkChRCntDtnN88sf4b5e+cDEKAPYPwV43mi+xMEGAIuevu+XAXgVFV2Zpaw8mAeKw/mcqSwwrVMAdrHB9MrKYKeTSNoFHb6BIdea2By7y+5e0Ef0kqSeWbFKD4c8AM6jfe03zuVQa2i+Wz9YY6WWJj/VxY3d4j3dEguJr0We5mNI4XlkgQQoo6z2C0s2LcA8I3WgCfq27QvJp2J1KJUdmXvol1Mu1rdf6oMA6hV0i5QeBM5AoUQ1diddsYtGcdHmz7CoTrQKlruv/R+Xu75MjGBMTW2H1+rArDanWw8Usiqg3msPpRHntnmWqbXKlyWUDmx39VNI85rPHqYXyRT+s7inoXXsjlzDW+vf4ZnerzjjqdQY/RaDXd3acibKw7yxeY0bmgbi96L2h6F+1d+29Io1E/KLoWow5YdWkaxpZj4oHi6Nezm6XDOm7/en75N+7Jw30Lm751fq0mAfLOV/TIMoFZJu0DhTSQJIISo5tMtn/LBxg8AGNZyGG/0fYNWkTU7Vr3c5iClwPurAEqtDtbty2VNciFrUwow2xyuZQEGLVc1CadXUgTdE8MIuIjSvmbhl/CfXp/w5LI7mLNnOklhrbmp9b018RTcZuglsXy+4TBZJRYW7c7m+raxng7Jxd+gJc9sJa2wXJIAQtRhxw8F0Ci+eUE1tMXQyiTAvvk8f/XztbJPGQbgOVXtAnPLrMRKu0DhQfLOF0K4FJQX8NKKlwCY0n8Kj3d/3C37ySgqp6jce6sAckotvLp0HxuOFOKa0B+IDDC4xvdf2jCkRr/97tloEA93eYkPN0/k7fXP0DikOZfF96yx7dc0o07DnV0aMnV1MjM2HWFwmxiv+jYp3F9PWlEFjcL8CfHz7uEVQojzZ3PY+GnvTwDc2MZ3ugKcaHCLwQBsTN/I0dKjxAa6P6EqwwA8p6pd4JHCcmKkXaDwIN9Mmwoh3OLV1a+SV55Hm6g2PNrtUbfso8IHqgAmrzzI2tTKBEBimIlRXRoy89aO/HzvZTzTuxmXNw5zS/n73e3+zcCkm3GoDp75bRSHiw7W+D5q0o3t4gj105FeVMGve3M8HU41AQYdFruTtKKKs68shPA5K1NWkl+eT5R/FFc1usrT4VywuKA4LmtwGQAL9y10+/5kGIDnVbYLtFJYbjv7ykK4ic8kAf773//Svn17goODCQ4Opnv37vzyyy+u5aqqMmHCBOLj4/Hz86NXr1789ddfHoxYCN+yL28f7298H6isArjYmf9PJ6OogqJyGyFeWoK4J7uUFQfyUICp/RP4bmRHHrmyCW1jg9C4OWmhKAovXPEebaO6UGwt5PFlt1FiKXLrPi+Gn17LyE6VLQKnbzyMU1XP8ojaFean50hBOcUVcqIlRF1TNRTghlY3oNV4T4eSCzGkxRAA10S87iLDALyDSafF7nSSWWzxdCiiHvOZJEDDhg1544032Lx5M5s3b6Z3794MGzbMdaE/efJkpkyZwocffsimTZuIjY2lX79+lJSUeDhyIXzDU0ufwu60M6j5IAY0G+CWfVTYHCQXmL26CuCT9akA9G8RQdvo2h+uYNSZeLvP18QExJNatJ/nVo7B7rTXehzn6qYOcQQZdaQUlPPbgVxPh1NNoFFHud1BWqFUAwhRlzicDubtmQf49lCAKkNbDgVg6aGlmG1mt+0nNd9MZrGF6ECj2/Yhzk2wsbKKzmz13r/vom7zmSTAkCFDGDRoEC1atKBFixa89tprBAYGsn79elRVZerUqTz//PMMHz6ctm3b8sUXX2A2m5k1a5anQxfC6y0/tJz5e+ejVbS83e9tt+3H26sAdh0tYc2hfDQK3Nu1ocfiiPSP4Z0+szBq/fgjfTnvb3rZY7GcTaBRx60dK1sETt9wBNXLqgHC/fQcKSynpEJOtISoK9YeWUt2WTZhpjCuSbzG0+FctHbR7Wgc0pgKewXLDy13yz6qhgGEyzAArxBk1FFisZFdavV0KKKe8pkkwPEcDgezZ8+mrKyM7t27k5yczNGjR+nfv79rHaPRSM+ePVm3bp0HIxXC+zmcDh5fUjkB4ENdH6J1VGu37KeqCiDYqPPaKoBP/6isAhjUKppGYZ6dtLBVZAcmXv0RALP++ogf933l0XjO5JaO8fjrtezLLeP35HxPh1NNoFGH2eYgvajc06EIIWrInL/nADCs1TD0Wt+f+FNRFLcOCZBhAN7n+HaBdofz7A8Qoob51CfBzp076d69OxUVFQQGBjJv3jzatGnjutCPianewzwmJobU1NQzbtNisWCx/DMmp7i4GACbzYbNJuNI6yObzYbdbq83v//Pt33OzuydhJnCeK7Hc2573odzyygoKSch1ITD7n2v7Z+ZJaxLLUCrUbinSzwOuw2H3e7RWK9JuI77OjzFZzve4o11T9AwIJFOMZd7LJ7TCdLDje2i+WprJp9vSKV7QpBXJXqCdCrJuSXEBOgINJ77n7369lkgTibHgPdxqk7m7p4LwLDmw2rld1Mbx8GgZoP4cNOHLNi3AIvVUqMtDw/mlJKeX0Z8iNEr//76AnecEwTpIau4nMzCMmkX6CPq0t8Cn0oCtGzZku3bt1NYWMgPP/zA3XffzapVq1zLTzzpVFX1rCeikyZNYuLEiSfdn5eXh9Mpmbn6yG63U1BQAIBO51NvkfNWbC3mxRUvAjC201icZU5yymp+lner3cnuzCJ0Tij10m9kP1qbBsCApsEEq2ZKi+yUlxajKKDReu44uKnRaPbm7GR1xmKeXnE3/3f1/4j199xQhdMZ2sSP73Yo/JVVxqo9aVwaF+DpkFwUIL/Ewh7VTONw/3N+XH36LBCnJseA99mStYX0knQC9YF0COpATo77O5PUxnHQ2q81gfpAssqyWPb3MjpFd6qR7RZX2PgrsxSjTqG82H3zDdR1Tod7zgmsZVb2HTajiQ70quS5OLWqz4G6wKf+ohkMBpo1awZAly5d2LRpE++99x5PP/00AEePHiUuLs61fnZ29knVASd69tlnGTdunOvn4uJiEhISiIiIICIiwg3PQni7qixfZGQker3vlxmeyZTfppBXkUeL8BY8efWTbiurTM4tw6Z3khBq8so/clvTi9l21IxOo3B/j6YEBVd+W6KqEBgShlbn2ePgP70+5v7FQ9mb/ycTNj/KZwMX4a8P9GhMJwoKhesvMfP9n0eZvbuYXq0TPB1SNU6TjSIn+AeHEXCO1QD16bNAnJocA95nxZ8rABjcYjANY2snIVpbx8G1za5lzu45/J7zO/0v6X/2B5yFzeEkOb0QXaCGGPmm+aK465xAH+igsNyOPjCUMH9DjW1XuIdG45Mj6U/Jp5IAJ1JVFYvFQpMmTYiNjWXp0qV06lSZObVaraxatYo333zzjNswGo0YjSfPkqrX6+UPfj2m0+nq/DFwMP8gH2z6AIApA6bgbzr3b0jPR4XNwZFSG6EBJnR67/sDp6oqn22srAK4oW0sDcP/ubjW6nRodXqPJwECdCFM6TeLu+b34UDhbiasfYS3+nxVo+WiNeHuro2Y91cW2zJK2HHUTOeGIZ4OySUsQMeRogpyyx2EBp77fA/14bNAnJkcA95DVVXm7a3sCnDTJTfV6u+kNo6DYa2GMWf3HBYdWMSkfpMuenuphaVklTlpEBqIViYDvGjuOCcI0OnJrygnt9xJdIh8xni7uvR3wLvOIM/gueeeY82aNaSkpLBz506ef/55Vq5cyciRI1EUhbFjx/L6668zb948du3axahRo/D39+f222/3dOhCeKXxy8ZjdVjpn9SfQc0HuW0/VR0BQv2884Nz45FCtqYXY9AqjL7Mu769Pl5MQAPe7vMVBq2RVYd/5r9bXvN0SCeJCTIypE1l9dX0jYc9HE11iqIQfKyVYbnN4elwhBAXYNvRbaQUpuCv9+faZtd6OpwaN6j5ILSKlp3ZO0kpTLmobeWbrRzINUs3AB8QYpJ2gaL2+UwSICsrizvvvJOWLVvSp08fNmzYwOLFi+nXrx8A48ePZ+zYsTz00EN06dKF9PR0fv31V4KCgjwcuRDeZ1XKKubunotG0fBO/3fcVqLv7R0BVFXlk2MdAW5sF+f1vZPbRXfl+SumAjDjzyksPvg/zwZ0Cnd3SUCrwPrDhew6WuLpcKoJMekorrCR4aXzUgghzuyHv38AYGCzgfjr3VO95knhfuFc2ehKABbsXXDB27E5nOzLKcXmdEo3AB9Q1S4wR9oFilrkM0mAadOmkZKSgsViITs7m2XLlrkSAFD5Lc+ECRPIzMykoqKCVatW0bZtWw9GLIR3Or4l4AOXPkDbaPe9T7y9CmBdSgF/ZpZg1Gm4u6v3VgEc77pmt3J3u38D8Mrvj7IrZ4uHI6quQYiJga2iAe+sBggx6UkpKKdCqgGE8CmqqjJnd2VrwBFtRng4GvdxtQrcd+GtAlPzzWQUWbw+sS0qVbULTJF2gaIW+UwSQAhRM77Y8QXbjm4jxBjCxF4nd8aoKT5RBbC+sgrg5g5xRAZ433wFp/PQpS9yVcK1WB0Wnlg2kqyydE+HVM2orgkowOpD+ezLKfV0ONWEmHQUldvIKKrwdChCiPPwV85f7Mvbh1Fr5Lrm13k6HLcZ2nIoACtTVlJUUXTej5dhAL4p1E9PYbmd3DKpBhC1Q5IAQtQjJZYSnlv+HAAvXv0iUQFRbtuXt1cBrD6Uz99ZpfjpNdx1qfe13DsTrUbLq70+JSmsNXnlWTy57A4q7N7T+ikx3J++LSIBmL7xiIejqU5RFIKMld+4WOxSDSCEr6gaCtA/qT9Bxro71LN5RHNaRbbC7rSz5OCS83qsDAPwXTqNglaB9KJyVFX1dDiiHpAkgBD1yBu/v0FWWRbNwpvxaLdH3bYfb68CcB43F8CtHRv4ZFueAH0QU/p+S4gxnN1525m45hGvOnEYc1kjAJbvzyU533sSFPDPNy6ZxRZPhyKEOEc/7K5MAtzY+kYPR+J+Q1tUVgPM33t+QwJkGIBvC/PTc7TESmG5zdOhiHpAkgBC1BMphSm888c7ALzd720MWvdd+Hp7FcCKA3nsyy0jwKBlZOcGng7ngjUIasxbfb5Eq+hYmjyPaTve9nRILs0iA+iVFIEKzNjkXdUAGkUh0KAlJd+M1S7jL4Xwdvvy9rEzeyc6jc5VLl+XDWlZOS/Aov2LsDnO7YJQhgH4PpNei83hlAS1qBWSBBCinnh62dNYHBZ6N+nt1pMob68CcDj/mQvg9k4NvDZRca46x17Bsz0qkzsfb32d5SkXPplUTbvnWMvFJXuySSv0rhn5w/z15JttHC2RuQGE8HZVQwH6NOlDmF+Yh6Nxv+4NuxPhF0FhRSFrj6w96/pVwwCsDocMA/BxVe0CpZWtcDdJAghRD6w9vJbv//oeBYUp/ae49eI8o6iC4gq7115cL9ufw6E8M0FGHbd38t0qgONd3/IubmvzLwBeXv0ge/L+9HBEldrEBNGjcRgOFb7YnObpcKrRKAoBBi3J+WZsMhuzEF6tPg0FgMp5Xwa3GAycW6vAqmEAMUEmd4cm3CzIqKPUaie7RKoBhHtJEkCIOs6pOhm7ZCwA93a+lw6xHdy2r6oqgCCD1iurAOxOlU/XV7atG9m5QZ36xuTfl/2Hyxv0psJu5ollt5NrzvJ0SADc062yGmDB31kc9bKTmjA/PfllVo5K6aUQXiulMIUtmVvQKBqub3W9p8OpNVWtAn/a+9MZ53uRYQB1i6Io+Ou1HC4sl3aBwq0kCSBEHff1n1+zOWMzQYYg/nPNf9y6r8q5ALy3CmDJ3mxSC8oJMem4tWO8p8OpUTqNjkm9ptMouBlZZek8tfxOLHbPl7p3jA/h0oYh2J0qX272rrkBtBoF/2O9maUaQAjvVDUUoGfjnm7taONt+if1x6A1cLDgIHty95xyHRkGUDeF+lUOV5N2gcKdJAkgRB1WZi3j2eXPAvD8Vc8TExjjtn39MxeAl1YBOJx8dqwK4M5LGxJorHsnTEHGEN7t9y1BhhB25mzi9XWPe0XHgDHH5gb4cddRrzupCfPTk1dmJcvLqhSEEJXq21CAKkHGIHo36Q3Agn2nHhIgwwDqJp1GQYO0CxTuJUkAIeqwyWsnk1GSQZPQJvz78n+7dV/eXgWwaE82aUUVhPnpublD3aoCOF7jkGZMumYGWkXLogOz+WrXB54Oia4JobSLDcLqUPlmq3fNDaDVKBh1GlLyzVJ6KYSXSS9O54+0PwC4ofUNHo6m9p2pVWDVMIAwP50MA6iDwv2lXaBwL0kCCFFHHS46zOR1kwF4q99bmHTu+6agwuYgxYurAGwOJ58fqwK4u2tD/A1aD0fkXpc3uIZx3V4H4INNE1hzeLFH41EUhTHdGgEw589MrzupCfc3kFtmJatUqgGE8CZzd88F4IqEK4gPqrvJ29Opmhxw3ZF15JTluO4/fhhAsMk7E+/i4lS1C5Q5a4S7SBJAiDrq2eXPUmGv4OrGVzO89XC37iuzuILCcjshXloFMP+vLDJLLET46xnRLs7T4dSKm1vfx/CWo1BReX7lfRwo+Nuj8VyRGEbLqADKbU6+3Zbu0VhOpNMoGLQaUvPLcTil9FIIb1FfhwJUSQhJoFNsJ1RUFu1f5LpfhgHUDyEmHWnSLlC4iSQBhKiD1qetZ9bOWSgovDvgXbd+O19hc5CcX1kFoPHCKgCL3cn0jZVVAKMvS8Ckr9tVAFUURWF898lcGnslZnspTyy9ncKKPI/GU1UNMHt7BiUVdo/FcioR/npySi1kSzWAEF4huyybNYfXALg9ke3NhrasHBJQNS+ADAOoP6RdoHAnSQIIUceoqsrYxWMBGNVxFJ3jOrt1f0dLLF5dBfDjrqNklVqJCTRwQ9v6UQVQRafR82bvL2gQlEh6aSrjf7sbm8NzE/P1Soqgabg/ZVYH3/+Z4bE4TkWn1aDTakjJM0s1gBBe4Mc9P+JUnXSJ70Lj0MaeDsdjqloFLjmwhBKLWYYB1CPSLlC4kyQBhKhjvt31LRvSNxCgD+C13q+5dV8VNgeH8soI8tIqgAq7gxmbKtvSjb6sEUZd/fvICzWFM6XvLAL0QWw9upbJ68d7bLZhjaJwz7FOAbO2pmO2eleJY4S/nuwyKzlSDSCEx835ew4AI1qP8HAkntU5rjPxQfGU2cr4fudiGQZQz0i7QOEu9e+MWIg6zGwz8/SypwF49spniQty7zffVVUA3toR4Ic/K1vSxQUZGXaJ+9ojeruksNa81uszFBTm7f2C73d/5rFY+raIIiHURFGFnR92ZnosjlPRazXoFEgtKMcp1QBCeEx+eT4rUlYAcGOb+jkfQBVFUVxdAubtWSDDAOoZaRco3EWSAELUIe+se4e04jQahTRiXPdxbt2Xxe7dVQDlNgdfbK6sAhjTrRF6bf3+uLsyYQCPdZ0IwJQNz7E+fYVH4tBpFEZ1rawG+HpLGhV2L6sGCDCQVWohR751EcJj5u+dj91pp31Me5qFN/N0OB43qHlll4D1GUsIMuo8HI2obVXtAou8bC4d4dvq91mxEHVIenE6b6x9A4DJfSfjp/dz6/4yi727CuD7HRnkm200CDExuHW0p8PxCne0fYTBzW7DoTp4dsVoUosOeCSO61pFExtkJM9s46ddWR6J4XT0Wg2KCocLzFINIISH1PeuACdqGtwNk9afvPJM9ub96elwRC37p11ghadDEXWIJAGEqCOe++05zDYzPRJ6cPMlN7t1X95eBVBmtfPl5jQA7uvWCF09rwKooigKz13xLu2ju1JiLeLxpbdRbCms9Th0Wg2jujQE4MvNR7B52YRHkQEGMostMgZTCA8othTz68FfARjRpn7PBwBQYLZypNBJl7heAKw6/ItnAxIeIe0CRU2TM2Mh6oDNGZv5cseXAEwdMNWtLQHB+6sAZm/PoKjCTqMwP65tJVUAxzNojbzV52tiAhpwuPgAz60cg91Z+yWGQy6JJTLAQFaplUW7s2t9/2di0GlQFEgvMssYTCFq2cJ9C7E6rLSKbEWbqDaeDsejbA4ne491A+jT5DoA1hxZ7OGohCcEGXUUV0i7QFFzJAkghI87viXgne3vpGuDrm7dn7dXAZRU2Pl6SzoA93drJBMonUKEXzRT+n6LSefP+vTfeG/ji7Ueg1Gn4c5LK6sBZmw6gt3LSu8j/CurAWQMphC1S4YC/CM13+zqBnBFw34oKOzJ20FWWbqnQxO1TFEUAgzSLlDUHEkCCOHj/vf3/1h7ZC3+en9e7/O62/fn7VUAs7alU2Kx0zTcn34tojwdjtdqGdGOiVf/F4Bv//6YeXu/qPUYhreLJdRPR3pRBUv2elc1gFGnQVUhq8Qi1QBC1JIyaxm/7K8sd6/vSYACs5UDuWZXN4BwvyjaRVcm+dcclmqA+kjaBYqaJEmA0yipsFFmsWOxO3B42TdUQlSpsFcwful4AJ6+4mkaBjd06/4sdgfJ+WavrQIoqrAxa9uxKoDujdBKFcAZ9Ukcyr86PwfAG+ueZEvm2lrdv59ey8hOx6oBNh7xus/a8AA9mcUV7DpajNkqFQFCuNsvB36h3F5O07CmdIzt6OlwPMZ+3DCAYNM/CferGw0EYLUMCaiXpF2gqEmSBDiN9an5rDmUz+qD+aw8mMuqg7msT8lnW1ohuzKLOZBbRkq+mbTCcjKLK8gptVBgtlJcYcNstWO1O2VmaeF27/7xLqlFqTQMbsiTPZ50+/4yiy0UmG1eWwXw9ZZ0yqwOmkcG0LtZpKfD8QljOjxJvyY34FDtjP/tLtJLUmt1/zd1iCPIqCOloJwVB3Jrdd9nY9JpCfPTcyjPzMbDhWQUVciJlxBudPxQAHfPbePNUgv+GQZwvJ7HkgCbMlZjtpV6IjThYdIuUNQUaTZ6GuF+BgKMWhyqisOpYrM7qbA5cTgrf3aoKooCVeeDiqKgAFqNgk6joNUoaJTKrJ1Rp8Go02DQajHqNK7luqqbVoNWUdBpjz1WUdDIN5jiLDJLMnn998ry/zf6vIG/3t+t+/P2KoACs5XZ2yurAB7o3tgrY/RGiqLw8lUfklaczO687Ty+9FamD15CoCG4VvYfaNRxa8d4PttwmGkbj9CneaRXnfwbdBrCQ0wUWp1sTiskMcyPZpEB+Bvkz6cQNanCXsHCfQuB+j0UoMBsZX/OP8MAjpcY0oKGQU1IK0lmffoKeicO8VCUwlNMei22MitHiyu89gsZ4RvkLOY0dFoNJr32vB5TlSBwqir2Y4kCi91Juc1Z+bNTRUXlxC+StMeSAlql6v+VvaoNOg1G7bEEgu74RMHJiYSqf3vTybNwrxd+e4FSayndGnTjtna3uX1/VVUACaGms6/sAV9uSafc5qR1dCA9m4Z7OhyfYtL5807fb7hrfh8OFe7hxVX383afb9Bqzu8z8ELd2imeb7amsz+3jDXJ+VzdNKJW9nuuFEUhMkBPhd3BwTwzeWYbLaICiA82yWeuEDXk14O/UmotpWFwQ7dPcOutjh8GEBXod9JyRVG4utFAZv31EasP/yJJgFpkdTg5WmojKNTTkfzTLrBxuD9+53mtIkQVSQLUoKqL+fOhqioOFZzHkgYOZ2UCodzmoNRiP1Z1AM4TMgdVVQeVFQf/JAL0Gg0GvYJRq8Gk06DXatFqOGXiQKf9J/EgJ7K+ZVvmNmZsnwHAuwPeRaO4d2SPt1cB5JZZ+X5HBlBZBSDH8/mLDojn7b5fc//P17HmyBI+2vIfHu06oVb2HWLSc1OHOL7YnMa0DUe4qkm4V/4OTTotCSEm8sw2Nh8pIjHcSrOIAAKM8qdUiIt1/FAAd/9N81ZVwwAahJw+2V6VBPg97VccTketJWvrq8JyG3P+zOR/OzLIM9t4dYCWa1vHeTSmIKOOw4UVZJdYaBzu3ipQUXfJmYuHKYqCTgEuJHlwLEHgGqLgVLHa7RRbVJxOFbuqHjdcoXLognJsiIJGUdBqNJUJAkVBf6zioOqm12rQayuTCrpj/9drK9eTydY8S1VVHl/yOCoqt7W9je4J3d2+T2+vAvhi8xEsdidtY4O4IjHM0+H4rLZRl/LSlR/wwqr7+WLnezQNa8V1zW6tlX2P7NyA2dsz+CurhA2HC7m8sXf+HiurAgxU2B0cyjOTV2alZXQgcUEmGcYlxAWyOqzM3zsfqL9DAc40DOB4HWO6EWQIobAij505m+gYc3ktRll/HMor49ttGfy8OxvLcS35vtiSwYBWsR5NVB/fLrBBiAmdtn4mzcTFkSSAj1Kqhgac5+Oc6j8JAodTxekEu1Olwm6nsLxyKEPlsIV/aJR/qgYqEwIKfgYtfjotfnot+mNDFKqSBHpN5f91GpnbwB3m7ZnHqtRVmHQm3uj7htv35+1VANmlFn74MxOAf0kVwEW7NukmDhbsYcafU3j1939j0Bjp1/QGt+833N/A8LaxfLs9g+kbD3ttEqDKiVUBjcOsNI+UqgAhLsSK5BUUVhQSExBDj4Qeng6n1p1tGMDxdBo9VzTsx+JDc1h9+BdJAtQgVVXZcLiQWVvTWZda4Lq/VXQgwy+J5p3VyezPNbMjo5iODUI8GGllu8CjJRbyzDZigowejUX4JjlbOY0lh+Zw86X3ezqMGqdRFDTnmTyoqjKwO1XsTicWu5Myq8M1QeLxkyNWTYZYOfwAjDotfvrK+RWMOk21igL9sYkQqxIGcvF2dha7haeWPgXAUz2eolFII7fv09urAGZsOoLVodIxPphujUI9HU6d8OClz5NStJ8VqQt4duU97MjewL+7voJea3Drfu+4tCFzdmayNb2YrWlFdG7o2ZOsszm+KiA530ye2UorqQoQ4rzN+XsOAMNbD6+X5e3nMgzgeFc3GsjiQ3NYc2QJj3Wd6Obo6j6L3ckve7L5dls6B/PMQOWw255JEdzeqQGdGgTjdNjZdiSXXw4U892ODI8nAaraBaYVmokONMg5tDhvkgQ4jSmbXqBlww50iOnm6VA8rmrugcrT/zP/ca5KFNgdlUmDUktlhYH92ISJUHnijKpWm+RQp1Ew6SqTBX56DQadVoYjnML7G97nUMEh4gLjGH/FeLfvz9urAI4WV/DjrqOAVAHUJI2iYdI10/l462vM/HMqs//+hL9ytjLpmunEBjZ0235jgowMaRPD3J1HmbbxMJ0btnPbvmqSVAUIceHsTjs/7v0RqJ9DAc51GMDxejTsg1bRkVy4l8NFB2kUkuTmKOumvDIrc/7MZM6fmRSU2wDw02sYekkst3WMp2Fo9aqMYS1C+eVAMb8dyCOn1EJUoGe/gT++XaB0ChDnS85QTsPutPHU8jv5cuhyYgMTPB2Oz6i8oNee9chS1arKgn+qDAor7NjLrNidKhzXflFzXFcErYZ6OxwhqzSL/6z+DwCT+kwi0BDo9n16exXAtI1HsDlUujQMoUtCqKfDqVN0Gh2PdHmZdtFdeXn1g+zM2cQd83vxas/PuLzBNW7b76guCfy06ygbDheyK7OYtnG106rwYlVVBVjsTldVQMuoQOKDpSpAiDNZk7qGXHMuEX4R9Ezs6elwatX5DAM4XqAhhEtjr2Bj5ipWH1nMHSEPuzHKuudAbhnfbE1n8d5sbI7Kk82YICO3dozn+ktiCTKd+iS2WbiJDnFB7MgsYe7OozzQvXFthn0SaRcoLoYkAU6jaVgrDpXvYdyy2/n8ul/w17v/gqs+URTl2EX72dc9n+EIWoVjHRDq3nCEl1a8RIm1hEvjLuXODne6fX8Wu4MUL64CSCsqZ/7fWUBlFYBwj56NBvH10FU8veJu9ub9yaNLbuT+Ts8wpuOTbpnBOz7ExKDWMSz4O4tpm47w7tBLanwf7mTUaUgIMZFvtrElrYjcMCvNIgMIlKoAIU6paijAsJbD0Gnq1/vkfIcBHO/qRgMrkwCHf+GOtpIEOBunqrIupYBZ29LZeLjQdX/b2CBu79SA3s0jz6kS46b2MceSAJncc1kCeg9Pyhcs7QLFBapfn7bn4bWrPuXh1TeyL38XL69+iDd7z6y3LWs87VyHI1S1Wzx+OELJKYYjQOVYr9MNR9DjoLykgnKtGb1Bj4KColR2VlCo/ANR+e/KxINy7Oeq7SqKctLyfx5z/LKq+//ZRtXyatsCdmb/yefbPgdqpyUg/FMF0NBbqwA2HMHhVLm8UajHx+bVdQ2DE5l+3RLeXv8M8/Z9wSfbJvFn9kb+0/MTQk0RNb6/UV0bsvDvLNYcymdvdikto30rCasoChHHVwUc6yAgVQFCVOdUnczbMw+AEW1GeDia2nUhwwCOd1Wja3l7wzPsyFpPkaWAEKN3T6bqKRU2B4t2V473TykoByobcl3TLJKRnRrQPv78qs16NQ0nMsBAbpmV3w7kMqBltDvCPmfB0i5QXCBJApxGdEAD3urzFf/6ZSgrUhfw6bY3+Ffn5zwdljiDqnaL5zscoSphUDUcwWq1UV5Siqlcj0anQ4Fq3RKO35+qVl+iuP5zqgv+ExIIx13wV21POW65K3ugqoz/7VGcqpNejYai2lvz+6E8FBQ0mn+2r9EoaI5tU3NcQkGjVLaEVBTQULneqRIPJyYrUvLNBHppFcDhgnJ+3n2sCqBHomeDqSeMOhPPXzmVDjHdmLRuHH+kL2fkTz15s/cXtI26tEb31TjMn34tovh1Xw4zNh3hjeta1+j2a0u1qoAjheSE+dM8SqoChKjyx5E/yCzNJMQYQp+mfTwdTq250GEAx2sQ1JiksNYcLNjNurSlDEy6uYaj9G05pRa+35HJ3J2ZFFXYAQgwaLm+bSy3dIgn/gKqLwD0Wg3D28Xy6frDfL8j0+NJAGkXKC6UnImcQYeYbjx/xVQmrHmIz7e/RdPQVvRvOtzTYYkaUG04wgnDqBx2LSUYCQo1odWd/xgrVa1ssaiqx5IHxxIFx9+noroyC//c/8/QBo67b236ErZmrUGvMTKmw4tY7c7q2z/DftVq2/pnvyqVF/vqKbIbVfcrCsQHe2cVwGcbDuNQ4aom4bSNDfJ0OPXK4Oa30TKiHeN/u5sjxYe4d9FAxl32Gje1vrdGh9Tcc1kCv+7LYfn+XJLzzTTx0W84jq8KSC0wk2+20iIqkAYhUhUgxA+7fwBgSMshGNzcfcSbXMwwgONdnTCQgwW7WX14sSQBjtmTXcqsben8ujenco4poEGwiVs6xjP0kpgaScIObxfHtI1H2JFRzJ7sUlp5uFpN2gWKCyFJgLMY3Pw2Dhbu5qudHzBxzcM0DG5Cm8hOng5LeDHXEADX+f2Fn+jbHFY+217Z/ueOtg/ROqrZxYbn85LzzSzekw3g8Ul56qvm4W35auhvTFzzKCtSFzB5/Xh2ZG/g+Sum1tj8Kc0iA+iVFMHKg3lM33iE/1zbska26ylGnYaGx6oCtqYVklsmVQGiflNV1ZUEqE9dAQrMVg7kXvgwgOP1bDSQGX9OYV3aMmwOq9vbuHorp6qy5lA+s7alsyWtyHV/h/hgRnZuQM+mETXaWSoywEDf5pEs2ZvD9zsyeKlfixrb9oWQdoHiQkjNyDl45NKXuTKhPxZHBU8sG0mOOdPTIYl64vvdn3O4+CARftGM6vC4p8PxCp+uT0UFrkmK8Hj2vT4LNIQwufcXjL3sVbSKliWHfuDuBX1JLtxbY/sYc1llZ5Yle7NJKyyvse16SlVVQHSgkdQCM+tTCzhSUI7TeaoBR0LUbZszNnO46DAB+gAGJA3wdDi1omoYgMXuINh08bO5t4nqTIRfNGW2ErYeXVcDEfoWs9XBd9szuPGLzTyx4G+2pBWhVWBAyyi+uLUj027uQO9mkW5pLX1zh3gAluzJofBYe0FPCvfXk1VqdQ19EOJsJAlwDrQaLa/2/Iymoa3IMWfyxLI7qLD7/gmp8G6FFXl8tv1NAB689AUC9FL2fiC3jKX7cgG4/3KpAvA0RVG4o+3DfDJwAZF+sSQX7uWu+X1YcuiHGtl+65ggeiSG4VRh5ua0GtmmNzDoNCSE+qGqKlvTCtmRUUyJnLiJeqaqCuC6Ftfhp7+wcfG+pmoYQExQzQy10ygarkyoTKCsPvJLjWzTF2SVWHh/TTLXTdvIWysPcqSwgiCjjrsubchP91zGawNbcYmbhwq2jwuiZVQAFoeT+X9luXVf58Kk12KxOzlaXOHpUISPkCTAOQo0BDOl77eEGMP5O3cr//n90ZMmhROiJn2ydRKl1mJahLdjSLPbPR2OV/hkfSoA/ZpH0jwqwMPRiCodY7vzzfWr6BJ3FeX2Mp5feS+T/xiPzWG96G2PuawRAAv/zqpzJzfh/pVVASn5ZjYcLuBwgVmqAkS9UB+HAtTkMIDjXd3oWgBWH/6lzp+X/nW0hOd/2cPQGZv48v/Zu+vwps72gePfE3epOwWKuzNkwAaMKWM+5u767jc35ts7f+fuAnNhDMaGu7tTd0matPGc3x8pDAYMCm1P0p7PdXEB5SS5gfTknOe5ZWUhLl+QTJuOu8d05NerBnPryPaktFBNvCAInNc3kg3wzbpiQlFw7rY2jAv0BEJShyKLAfIiQCNkWLJ59oSPUQoqft/1LR+ue1HqkGSt1M6azXy39SMA7hzyFEqFPPt1S7mbv3ZUIQDXDM2SOhzZP8Trk3jtpO+4onekbGXq5ne5ZvqplLoLjul5+6RZGJhhJRgW+WRl68kG2EOjUpBl35MV4GRNkVPOCpC1euvK1rGjegc6lY5TOp0idTjNLhgKs62irsnKAPY1JG00WqWOEncBO2s2NelzR4NQWOTPHZVcNXUtl321ht+3VhAKiwzIsPLC6d355tKBnNcnDYOm5a+TTuqSiFWnorjWx8Lc6hZ//X+yaFXUeoOUu3xShyKLAfIiQCMNTB3BPcf9F4A3Vj7BX7m/SByRrLURRZGXlj1ISAwxpt1pDEwdIXVIUWFPFsCErol0iJezAKKRSqHipoEP89LYLzFrrGyoWMFFP45mceHsY3req4ZEFn1+2FBKZd2xZxdEoziDhmSTlnyHZ29WQDTsLMlkzWFPFsCEnAmYNK2/t0teTT3Ftd4mKwPYl05lYHDaKADm5reekgC3L8gXq4o466MV3P3LZtYW16JSCJzSLYnPJvfj7XN6M6pj0zb8ayydSskZPVIAmLqmWLI49th3XKD8+SE7HHkR4Cic1fVyzu9+LQAPz7uebVXrJY5I1posLJzFkqI/USnU3DboManDiQobSl3M31WNQoCrh8hZANFuZNYEPps4l67xfXD6qrl15rm8veoZQuGjS1EcmGGld6oZf0jk81WtLxtgjz29AtibFeCQswJkrVJbKgXYUwZg0zVtGcC+js86GYB5+TOa5flbUrHTy0vzdnHq+8t4cd4uimq9WHUqrhiUyc9XDuKxk7pEVVPgc3qnIgBL8h3kVtdLHQ42nYrq+kCrXTCXNR15EeAo3TH4SQanjcYTrOPOPyZT7amQOiRZKxAMB3h52UMAXNjjejIs7SWOKDq8sziSBXBqt2Ta2WNzXnxbk25ux/unzuCsLpcjIvLumme5bdZ5OLxVjX4uQRC4sqE3wDfrSqKiE3NzsjdkBRQ4vCzJk7MCZK3L5orNbKrYhFqh5rTOp0kdTrNqzjKAfY1saA64sXIllfWlzfY6zWldcS33/rqZMz9azueriqjzh8i267nvhBx+vWowNw3PJtHUMvX+jZFu1TGyQxwA09ZJPz1MpVTsHRfY2ntEyI6NvAhwlFQKFc+M+ZAsS0dK6wr5v9mX4A/JNTiyY/PNlg/JdW7Drkvgqj7/kTqcqLC2uJZFeTUoFQJXDcmUOhxZI2hVOu4f/hJTjn8TrVLPkqI/uejH41lfvrzRzzU8207XJBOeQJgvVhc1Q7TRZU9WgIDIyoasgFpv6178kLUNe7IAxnUch01nkzaYZra3DKCZb14TDCn0SBgAwIKCmc36Wk0pGBaZubWCy79aw5VT1/LH9krCIgzOsvHyxB5MvXQAZ/dORaeO7r5Ie8YF/rKpjDq/9NlbdnlcoOwIyIsAx8CitfHiuC8xaSysLV/K04v+I6+6yY6a01fDO6ueBuD6/vdj0lgljig6vN2QBXBG92QyrG1jjFRrc2rOBXx8+iyyLB0pqyvmmumn8tWmdxp1vhQEgasGRxaBvl5T3GbS5O0GDanmSFbA0jwHedVyVoAstrWVUoD9ygCUzX+5PbJhSkAs9AVweYN8urKQMz9czv2/bWFDqQu1UuCMHsl8dXF/3jirFyPax6EQpKv3b4zBWTba2fXU+UNM31wudTjo5XGBsiMgLwIco2xrJ54Z8yEKQcHP2z/n841vSB2SLEa9u/pZav0Ocuzdmdj5EqnDiQorCx0sK3CgUghcOVjOAohlOXE9+OSMPzkxeyLBcIDnl9zD/XOuoi7gOuLnGNUxng7xBur8Ib5eK30TppaiVkayAhQCrCqSswJksWtn9U7WlK5BKSiZ2GWi1OE0mz1lAN5mLgPY16iGRYBlxXPwBqWvTT+YQoeH5+fs5NT3l/HK/N2UunzY9WquGZLFL1cO5uFxnclJiL3GvwpB4Nw+qQBMXVscFRuC8rhA2eHIiwBNYGj6Cdwx+EkAXl3+cEylYsmiQ65jG9M2vw9E+k2oFCqJI5KeKIq81ZAFMKlnCqmWpu+qLGtZJo2FZ8Z8GBl7KaiYtft7LvtpLDtrNh/R4xWCwJWDIotBX64uot7fti5ubHo1qWYthQ4fS+SsAFkM2pMFMDp7NPGGeImjaT57ygBSWrCGPcfeg1RTJr6Ql2XFc1vsdQ9HFEVWFzm56+dNTPpoBV+tKaY+EKJDvIEHx3bil6sGc91x7Yg3aqQO9Zic1i0Zg1rJ7moPKwqdUoezd1xghVsuVZYdnLwI0EQu6H4dZ3a+lLAY5oE5V7OrZovUIcliyMvLHyIkBhmZOYEh6aOlDicqLCtwsLqoFo1S4Ao5C6DVEASByT1u4O1TfibRkEqucxuX/TyWGTunHdHjx3VOJMumx+kN8u166ZswtTS1UkGGTYdSgNVFTlYVOnC28kaJstZjzyLAOd3PkTiS5rOnDMDaQmUAewiCwMjMSDZANEwJCIbC/LalnEu/XMM109YxZ2cVIjCsnZ3XJvXk64v7c2bPFLSq1nErYtKqOLVbEhBl4wJr5HGBsoNrHd95UUAQBO457r/0Sz6OuoCLO/+YjMNbLXVYshiwpOhPFhTMRCmouH3w41KHExVEUeStRZEsgLN7pZIUhR2BZcemb/JQPp84l8Gpo/AG63lw7rU8u+iuwzZYVSoELh+UAcBnKwvxBttWNsAeNr2aFLOWYqePpQ2jqeQLPVk0K3AWsKxoGQICZ3Y9U+pwmsW+ZQDWFioD2NeeUYHzC2YQFsMt/voATm+Aj5YXcMaHy3loxlY2l7vRKhVM6pnCtEsH8OqkngxtZ0eIkXr/xthTEjB3V1VU1OPbdCqq5HGBskOQFwGakFqp4bkTPiHNlEWhazf3/nU5wbC8QyM7tGA4yItLHwDg/O7X0s6aI3FE0WFRbg3rS11oVQouGyRnAUglGAo3a21jnD6R/530LVf1uQuAaVve5+pfT6HEnf+vjzulaxIpZi1V9QF+2BCb47Cawn5ZAYUOOStAFtW+2/wdACOyRpBiSpE4muYhRRnAvgakDMeoNlPlKWdTxaoWfe28mnqe+XMHp763jNcW5lLu9hNvUHP9ce349erBPDC2E+3jWveI3w7xRgZlWgmLkXG2UlMpFQjI4wJlBycvAjQxuz6BF8d+gUFlYkXJfF5Ycp/UIcmi2A9bP2aXYwtWbRxX9/0/qcOJCqIo8vaSSBbAeX1SSYjxOsFYI4oibl+QQoeXUrePMnfz7iAoFUpuGPAAL4/7GovGxqbKVVz842gWFsw65GNUSgWXD4xkA3y6ohB/UJodr2hh06tJtegorvWxJK+G3VV1claALOp8s/kboPVOBZCqDGBfaqWGYRljAZhX0PwlAaIosqLAwR0/buTsj1fyzboSvMEwnROMPDq+Mz9fOZirh2Rh07d8VoRUzm8YF/j9hlJ8UfDZFCePC5QdgrwI0Axy4nrw+Oi3ERCYtuV9pm1+T+qQZFHI5XPy5qqnALiu371YtDZpA4oS83ZVs6nMjV6t4NIBGVKH02YEwyKVdX7yHR58IZGOCQZ6plgIhsIEQ81/ITMiczyfTZxL94R+OH013D7rfN5a9RSh8MHT/U/vkUKCUUOZ28+vm8uaPb5op1YqyLDqUCkE1jT0CnDIWQGyKFHqLmVh/kIAzup2lsTRND2pywD2NTLzJADmNeOoQH8wzC+byrjo89Vc/+165u+OlL+O7BDHW2f34vOL+nFa92Q0raTevzFGdIgnxazF6Q0ya1uF1OHI4wJlh9T2vjtbyKisU7hp4MMAPL/kXpYXz5M4Ilm0eW/Nf3H6qulg68pZXa+QOpyoEBZF3m6YCHBB33TsBjkLoLl5AiGKnV5KXT50agX9M2wMz7bTM9VCdpyBRFMk7b4lpJmzeO/U3zi76xWIiLy35r/cOvNcajyVBxyrVf29SPTR8kKC8s43EMkKSLPoKK71sjSvhl2VdS2yiCOT/ZvvN3+PiMiQ9CFkWltfiZfUZQD7Gp45HqWgZEfNJopd/15a1VgOT4D3luZz+gfLeHTmNrZV1qFTKTi3dyrfXjaAl87owcBMW6us9z9SKoXAOb0jvQG+XhNd4wK98rhA2T7kRYBmdFmv2zi543mExBD3/HkZBbW7pA5JFiXynTv5evM7ANw++HF5JGCDv3ZUsa2yDqNGyUX906UOp9UKiyIOT4B8h4daX5A0q5YhWTaGZ8eRHWfAqI28H5UKgXZxevyhcIvdZGuUWu4b9iKPHf8WOpWBpcV/cdGPo1hXvuyAYyf1SsGuV1NU6+X3reUtEl8sUCkVZFj1qBQCa4udrCpyylkBMkntmQrQGksBoqEMYF9WrZ0+yUOBpisJ8ARCe+v931qcR1V9gCSThpuHZ/Pr1YO554Qc2tlbd71/Y0zskYxGKbC53M3GUpfU4WDRqnB5g5TL4wJl+5D+bNWKCYLAg8NfoWfiQGr9Du6YdSFuv/SzQ2XSe2X5wwTDAYZljN1bv9fWhcJ/9wKY3C+9TdUQtpRAKEy520ehM5IW2D3JxPDsOPpn2Eix6A56AZts0hJv1FBT37LdhU/JOZ+PTp9FO2snyuuLuebXU/ly41v77aro1X8vFn24rECug/+HPVkBJXJWwBEJh0U8gRAOT4DSWi951fVsLnWxoaSWDSVOKtw++T12FCrrK5mTOweAs7u3rkWAaCoD2Nfxe0cFNk1JwAtzd/HNuhJ8oTDdk008MaELP10xiMsHZUbV3zta2A0axndOBODrtdI3CBQEAYM8LlD2D/IiQDPTqnQ8f+JnJBvTyHVu4/6/rjpkjausbVhePI+5+dNRCkruGPyE1OFEjT+2V7Crqh6zVsXkfnIWQFNy+4IUOj2Uu/3YdGoGZtgY3j6OLslmrHr1v6ZuqpQK2scZ8ARCLX7xkGPvzidnzGZc+0mExCAvLL2P++dcRV3g752Vc3qnYtaqyK3x8NeOA8sG2ro9WQFqpcCaYicrC9t2VoAoiviCIWq9AcpdPgpqPGwrd7G8oIZ5u6qYt7OKBbuqWJJXw+oiJ7uq6nB5g+RWe1icW8OSvGrya+rxyGm1R+zHLT8SEkP0S+lHB3sHqcNpUtFUBrCvPaMCV5YsOObNpyV5NXunsDx/Wjc+vqAvE7omRUXWQzQ7r2+kQeAf2yuoioIRffK4QNk/yd/BLSDBkMwLJ36BVqlnUdFsXl3+iNQhySQSCod4cen9AJzT7Sra27pIHFF0CIZF3lkSqV28qH86Zp1cHnGsQmGRqjo/eTUevMEw7eMMDMu2M6SdnUy7Hp1aecTPlWzWEmfUUCPBzaNRbeap0e9z15BnUAoqZu3+nkt/OpEdNZsAMGlVXNBwsfX+soKoqL+MRladmnSLjlJXJCtgZ6W7VWcFBEJh3L4glW4fRU4POyvrWF3oYP6uKubtrGb+rmoW5VazotDB5jI3lW4/obCIQa0k0agh06Yn06YnzarDZlCTbtWRZNLg8gZZWeBkwa5qNpW6qK73E5Z31v5Vay0FiLYygH1lWTuSbe1MSAyyqHD2UT9PnT/IE39sB+D8vmmMzklo0/X+jdE92UzPFDOBkMgPG6UfZbtnXGCx0yt/TsoAeRGgxXRN6MOU498A4PONr/Pjts8kjkgmhZ+2f8b2mo1YNDau6XuP1OFEjd+3lpNX48Gq+/uGTnZ0vMEQJbVeSmq9aNUK+qZZGN4+jt5pVhJMWhSKxl/AqRuyAeoDIcISXDwIgsAFPa7j3VN/JdmYRp5zO5f/PI7pO74G4IJ+aRjUSrZX1jFvV3WLxxcr9s0KWFfiYmWhs8XLPJpSKCxS7w9SXe+n2Olld1U964qdLNpdzbydVczbVcXC3dUsz3ewvqSW4lofvmAYjVIgTq8mw6ojy6Ynw6YnyaTFpldj0CgPeUOnVipINGnJtOlQKWBbhZtFu6tZVlBDocODLyhnB/yTw+vgj11/AK2rFCBaywD2dXxWpCRg/jH0BXh1/m5KXT7SLTpuHp7dRJG1Hec3XM98u64kKhZd4wxqSlxeauVxgTLkRYAWNbb9mVzb714Anl50J2tKF0sckawluf1O3lgZSf+/pt892HRxEkcUHYKhMO82ZAFcMiADk1bOAmgsURRxegMUODw4PEGSzVoGt7MzLDuODgnGJvk3TTHrsOvV1LTQpICD6Z00mM/OmMuQtDF4g/U8PO96nlp4BzpViHP7RLoxv78sX97lOAyrTk2aWUupy8uyfEdUZwUcrE5/U6mLpXnVzN1Zybyd1SzYVc2y/BrWFjvJr/Hg8gVRCgI2nZo0q27vrn6KWUucQYNJq0KjUhz1jqYgCFh0ajJteuIMGqrrAizPr2HB7mq2lrlweALye7DBz1t/JhAO0COxB10TukodTpPJr/FEZRnAvvb0BVhQMJNguPHn7eUFDr5dH9nBfmhcJ/SNyB6TRZyYk0CcQU2528+cXVVShyOPC5Ttp9GLAJdffjnz5rX8uLunn36aQYMGYTabSUpK4swzz2Tr1q37HSOKIo8++ihpaWno9XpGjx7Nxo0bWzzWf3N13/9jbPaZBMMB/u/PS5t8fIssen2w9kVqvJW0s3bi3G5XSR1O1Ph1SzmFTi92vZrz+shZAI0RCIWpcPsocHgJi9A1ycSwbDsDM22kWnSomzBFVaOKZAO4/dJkA+xh1yfw6vhpXNP3bgQEvtv6EVf/ejIndg6hVSnYVOZmab5DsvhixZ6sAE1DVsCKQodkWQGNrdPfUVm3dzHKrFWSYtbuvdFPtehIMGow61RoVQoUzZy6rFUpSDZrybDpQYRN5W4W7q5mZaGDklovgShdXGkprbEUwOEJsL2yLirLAPbVK2kwVm0cLr+TNWVLG/XYen+Ix2dtAyJ9VwZm2pohwtZPo1IwqWcKAFPXSN8gECLjAgvkcYEyjmIRwOVyMX78eDp16sRTTz1FUVFRc8R1gLlz53LTTTexZMkSZs2aRTAYZPz48dTV1e095rnnnuPFF1/ktddeY/ny5aSkpDBu3DhcLunHc+yhEBQ8evzrdI3vQ423kjv/uJD6gFvqsGTNrLA2ly83vgXA7YMeQ6WIzvTBlhYIhXmvIQvgskEZGDTyTsORqPMHKXJ6KK/zY9apGJBpZXj7OLomm7EbNM1Ws5li0WLTq3BK3FhOqVByXf/7eGX8VKxaO5ur1nDzzHEM6bADiGQDyI6MRReZIFDu8rE0L5IV0Fw3rk1Vp59u1ZFo0mLVqdGplSiPosSlqSkEAZteTZZNj02norTWx9K8GhburmZHhZtab9trxujyuZixI5KK3lpKAYKhMFvL3VFdBrCHUqFkZOZJAMzPb1xJwP8W7qa41keqWcstI7KbIbq246xeqSgFWNWwgCk1eVygbI9GLwJ8++23FBUVcfPNNzNt2jSys7M5+eST+eabbwgEmu9DbsaMGVx++eX06NGDPn368OGHH5Kfn8/KlSuByE7Cyy+/zAMPPMBZZ51Fz549+fjjj6mvr+eLL75otriOhk5l4IWxnxOvT2ZHzSYemnsdYbFt7xa0dq+ueIRA2M+QtDGMaPhQlsFPG8socfmIN6g5p1eq1OFEtVBYpKY+0uiv3h8my27guHZ2hraLI8tuaJFUTa1KSbbdQK0vGBXpzsMyxvLZxDl0T+hPrd/BvNLbUeg+Y3VRDasK5XGsR0qlEEi36tGqBNYWu1hZ6KD6KLMCDlenP7+J6/SjkU6tJNWiI82iIxAKs67ExaLdNawudFLm8kVt6UVTm759Or6Qj5y4HHol9ZI6nCZREANlAPsa2dAXYG7+9CM+Z68sdDCtYazdg+M6YdTIJXrHItmsZXROAgBT1xZLHE2knEmvVsjjAmVH1xMgPj6e2267jdWrV7Ns2TJycnK45JJLSEtL44477mD79u1NHecBnM7IBV5cXKSuevfu3ZSWljJ+/Pi9x2i1WkaNGsWiRYuaPZ7GSjam88KJn6FRapmbP503Vz4pdUiyZrKyZCF/5v6EQlBwx5An5M66DXzBMB807NheMTizUd3q25I99XtFtV5USgV90swMbx9H33QriSZti++Cplp1WHVqnFHSWCjVlMV7p07n3G5XAxDWTAXDI7y1ZK3EkcUeiy7SBb/c5WNZnoMdFQfPChBFEe9R1ulbm6lOPxopFQJxBg3t7HqMGiWFTg9L8mpYmFtNbnU9db7o+B5qLntKAc7pdk6r+H91+YLsqIr+MoB9DU0fg1qhodC1m1zntsMe7wmEeHxW5Bp+Us8UhmTZmzvENuG8hp410zeX44qCz067Xi2PC5RxTMt7JSUlzJw5k5kzZ6JUKjnllFPYuHEj3bt357nnnuOOO+5oqjj3I4oid955JyNGjKBnz54AlJZGmpckJyfvd2xycjJ5eXmHfC6fz4fP93dKTG1tLQDhUIBQsHnT97rF9eH+417k0QU38eG6F2lv6cRJHVpHylwsCwUDhILBJvn/j4wEvA+ASZ0upb25U7O/r2LF9+tKKXP7STJpOKNrQtT9uzTl+6CxRFHE5QtS6w2hUkKiSUu6RU+8UYNGpQDEZs28+jcqIN2kYkOpG5NKjIqLeyUK7hr0FL3iB/Dk4jvxsY5Vjiv4Zv2bTOo25qifV8r3gFQEIMWootYbYE1BDWW1dWTZDARDIp5AkFp/kDpfCF8wTDAUJtiwRqAQQK0U0KgUGJQKrBrFQRaoRCCEGIJYqUZtqveAVgHJBiXBsIjD42OFsx6DRkmqRUuyWUe8QXNUkzuilSfgYfr26QBM7DxRsvNVUwiEwlS7PeyqcOFRGEgwamLmnKATdAxMGcHi4j+Zk/sLWT07/Ovxry3IpdDpJdmk4eZhGTHz92wJx3Iu6JNsoGOcnp3VHn7cUMyFfaXNfBQAMRggv8qFXStExed4rIjlc9k/NXoRIBAI8NNPP/Hhhx8yc+ZMevfuzR133MFFF12E2WwG4KuvvuKGG25otkWAm2++mXXr1rFgwYID/uyfb2RR/PeL1KeffpopU6Yc8HW300FLfEuMiDuR83Ou4esd7/L4otuIE+Lpau/dAq8sO5RwKIjHXYsggEJ5bGlwM/K/ZWv1eowqMxe2vxaXQx5fBpHd7Q+XFwBwYXcbfreDaFuPbsr3wZEKhUVcvhDeQAiDRkmySUu8UY1ZG0DwB3FGyT+SJhBC5a+ltAJMUZQqOixuDG8cP41b591IHfk8u3wyjvr/4+wOlx3VRY4U74FoIQAWEQpLHOQViYhEUgfVSgVqpYBKoUCnFP6+0ReBYORHgMiP1qA53gNaQCuApy7ElpogW4n0E0gya7DrNWhVsbHL/G9m5M6gLlBHhimDTGUmFRUVUod0xMKiSL0/RJ0/0qzS4Q1Q5/HjraslLSEelyNKTsRHaFD8yIZFgOlMyrj4kMdtKPcwdW1kQ+32wYmI9bW46lsqyuh3rOeC03PMvLzMw7S1xZzSTtPsTUsPRxMMk1vkxCrWy1OZGqGmpkbqEJpMo//XU1NTCYfDXHjhhSxbtoy+ffsecMxJJ52EzWZrgvAOdMstt/DTTz8xb948MjIy9n49JSXSfbO0tJTU1L9X2MrLyw/IDtjXfffdx5133rn397W1tWRmZmKy2jDbWmaE221DH6PYm8/8wt95ZMXNfHjKTJKNcpd0qYSCAUQRTFY7StXRN/6pC7j5cOsrAFzV5z9kJuc0VYgx75c1JVR5QqSaNZw7ILtJu9g3laZ6HxyJen8IpzdAWID4BDWZVj0JJg2GKLrB/ievysSmMjdmm07qUPbT0zaYN8f/xqU/XY+ons9bG59hq2sDDw57BZPG3Kjnasn3QLSySR2AxJrzPWAGkojsNDs8AXbXiVSEFKSadSRbtNj16pjdoftj0R9ApCFgUlKSxNH8O1EUqfOHcHmDODwBKut9uH1hAiEVaoUKg8VEnDWMx6XBbIu9c8HYzmfy6vopbKpeTVAXxq5LOOAYbzDMCz/nIwKndUvkhO6ZLR9olDvWc8GZ/ay8t6aKIleAjbUKhrWTttTCDHgcXgJqI4mJjftsbMsUiui7Xj1ajb7CfOmllzj33HPR6Q594We329m9e/cxBfZPoihyyy238P333zNnzhzat2+/35+3b9+elJQUZs2aRb9+/QDw+/3MnTuXZ5999pDPq9Vq0WoPbPCiUKpb7ESvRM0TY97lyl9OYmfNZu6ZcznvnvorOpWhRV5fdiClSoVSdWzvgU/XvEaVp5xMSwcu7HkDSmVsXTg0F08gxCerIs1xrhrSDt1Bvv+iRVO8Dw4lLIrUeoM4fQH0KiVZ8RbSrJHxZtHQ7fxw2iWYKXQHqQtGasmjSffUNMZnPsvM3R8h6D/gr/xf2OnYzHMnfExOXI9GPVdzvgdksaG53wNKFaRotXvLgHY5fOTX+kkwRSYiJBg1aFWx0zPFF/Tx645fATiv53mo1dH3veMJhKj1Bqn1Bihz+XD5gviCYRQCkWkUZm1D6VVEKBjA74nNc0GaNZsu8b3ZWrWOxSV/cXqnyQcc8+6iXRQ4vSQaNfxnVA5KVfQuQEvpWM4FJpWaM3qk8MXqIr5ZX87IjtIvjtlNUFofoiMKuS/TEYrG89nRavRyxiWXXPKvCwDN5aabbuKzzz7jiy++wGw2U1paSmlpKR6PB4iUAdx+++089dRTfP/992zYsIHLL78cg8HA5MkHnvCijVFt5sWxX2LVxrG5ag1T5t8cFd23ZUenxJ3P5xtfB+C2QY+hVmokjih6TF1bTHV9gHSrjtO6Sf8h2NL8wTClLh+FDg+CAL1SLAxvH0e/DCvJ5pZv9He0jFoVWTYdjihocnQwVw7OgsBpiHVPEa9PI792J5f9PI5ftn8ldWgy2UEJgoBFpybTpifOoKGqLsCyvBoW7K5ma5kLhycQE9cFs3fPptZXS5o5jaEZQ6UOB4icdyvdPnZV1bEkLzKpYkluNZtK3dT5Q1i0qobxk3rsBs1+CwCtwfGZJwMw7yCjAtcV1/LF6si47wfGdsKskxcAmsu5DQ0CF+XWUODwSBxNZFxgrTwusM2KmbPcm2++idPpZPTo0aSmpu798fXXX+895u677+b222/nxhtvZODAgRQVFTFz5sy9vQqiXbq5Hf898ROUgopZu7/n/bXPSx2S7Ci9uvxR/CEfA1NHMirrFKnDiRp1/iCfrCgE4JohWTHTYflYiaKIyxuk0OGlqt5PvFHN4HZ2hrePo1OiKep20o9UulWPQa3EHYVdznMSjIzpGA+hrvS1fMBx6SfiC3l4dP4NPLnwdnxBr9QhymSHpFUpSDFrybDpQYTN5W4W5VazqtBBSa33oFMbosU3m74BYFLXSSgEac7xwVA4MlK1up5VhQ7m7apiYW4164prcdQH0KsVpFl1ZNgi2VetfRf0+IZRgUuK/tzv3OcLhnls1jbCIpzSLYkR7VumDLatyrTpGZZtRwS+WVcidTjyuMA2LmauwEVRPOiPyy+/fO8xgiDw6KOPUlJSgtfrZe7cuXunB8SK/inDuW/YCwC8teopZuf+JHFEssZaU7aEWbu/R0DgzsFPxmxNZ3P4ak0xTm+QLLueCV1bfxZAMCxSWecn3+HBHxbpmGDguOw4BmfaG+ayx/aFp1kX2T2r9kRnG7grB0fqWv/a4eeuwR9xbb97ERD4fuvHXPXrBIpch54cI5NFA4UQaRqYadNj1aooqfWxNK+Ghbur2VnpjopxY/sKhAL8uPVHAM7u1nLTjsJhkVpvgEKHh3XFTubtqmLB7mpWFTkpqfWhEgRSzZHRlIkmLUaNSvLGbC2pa3wfEg2peIJ1rCiZv/fr7yzJI7fGQ7xBzX9G/fvkAFnTOK9PpOfXTxvL8ASkn5NypOMCPQEPC/MXsqZ0TcsEJmt2MbMI0Jac2eVSLux+PQCPzLuBrVXrJY5IdqTCYpgXlz4AwJmdL6VzfC+JI4oeLm+Qz1ZGUg6vHZKFKkbS3o+GJxCi2Oml1OVDp1bQP8PG8Gw7PVMtxBtb1yiwDJsOvUpJnT+6bkYAuiWbGZZtJyzCpytLuLbfPbw6fhpWbRxbqtZy8Y+jmJf/m9RhymRHRKdWkmrRkWbREQiFWVvsYuHuatYUOilz+QhGQXbA3Ly5VHuqSTQkMrLdyGZ7HVEUqfMFKan1sqXMxfzdVczfVc3yfAd51R5EEZKMGrJselLMWsw6VcyUWjUHQRD2ZgPMK4ic8zaWuvh0ZSQz774TO2GN0Yy0WDMs2066VYfLF2TGlnKpw0GlVKAQoNjp3VtuJIoiu2p28cX6L7hl+i0MencQlmcsjPhwBP3e7sfF311MVX2VxJHLjpW8CBClbhv8OEPTT8AbrOfOPy6kyiP9iUJ2eL/tnMqmylUY1WauH3C/1OFElS9WF+HyBekQZ2Bc50Spw2lyYVHE4QlQ4PBQ6wuSZtUyJMvG8Ow4suMMGFvpCB6LTk26VUt1fXRmA1w1OAuAXzaVUVrr5biME/l84lx6Jg7E5Xdy5x+TeW3FFILh6FvEkMkORqkQiDNoaGfXY9QoKXB6WJJXw+K8GnKr66mTsDzn203fAnBm1zNRKZr2nOcNhCh3+dhR4WZxbg3zd1WzNK+GrRVu/MEwdr2aLLueNKsOm17dZsrNjtSevgDz83/HFwgxZWakDGBCl0RGd4yXOLq2QyEIe3sDTF1bEhV9PrQqLzN2/sEjfz3BGV+eQfLzyXR8tSMXfXcRry1/jRXFKwiGgyQZk1AICj5f/zk93ujBd5u/kzp02TFonVelrYBKoeLp0R9w2c9jya/dwf/Nvpi3Tv4ZjTJ6O6m3dZ5AHa+teAyAK/rcSby+9ae7HymnN7C38dC1x2W1qh2ZQChMjSeANxjGolXRLclEikWHRadqM6UgmXYDBU4v9f4QBk10lTj0SbMwMMPKikInH68s5J4xOaSYMnj3lF95eflDfL3pHT5a9zIbKlby5Oj35O9bWUwxaJQYNEqCoTAOb5BVhQ6MGhVpFi2pFh1xhpbLPAqFQ3y3JXJT0BSlAP5gGJcvSK03SEWdD4cniCcQQhRF9GolJq2SBGPsjlFsaQNTR6JXGSmvL+bZ+TPZVW0izqDmrtEdpQ6tzTmjezJvLcpje2Udq4tq6Z9hbbHXDoth8p07WF+xgnXly9hQvoKdjs2Exf0zidQKNf1T+zM0YyjHZRzH0IyhZFmzWF68nCt+vIJNFZs4e+rZnNv9XF475TWSjPJnZ6yRFwGimFlr5aVxX3L5z2NZV76cJxfezqMj35A/8KLUJ+tfpaK+hHRTu73lHLKIz1YWUecP0SnByAk5B84ojkVuXxCHN4CAQKJRQ4ZNT6Kp9TeYOhibXk26VUdulSfqFgEArh6SxYrC9fy4oZSrBmeRYNSgVmr4v6HP0jtpME8suI0VJfO56IdRPD3mffqlDJM6ZJmsUVRKBQlGDfEGNXX+ELuq69ld7SHBqCHDpiPRpEXfzOemhQULKa8rx6azMab9mEY/PhQWG276A1TXBaiq91PnDxESRXQqBQa1Erte26Zq+ZuSVqVjaPoY/sr7hZ+3/gRM5p4xOdj0chlAS7Po1JzcNYnvN5QydW1xsy4C1PocbKxYybry5WyoWMGGihW4/M4DjksyZNAtYQCndj6eke2G0TelLzrVgdPgBqcPZtW1q3hi3hM8veBppm2axp+7/+R/J/+PC3peIN+jxBB5ESDKtbPm8PSYD7lt5rn8uuMrcuzduaTXLVKHJfuHUnchn6z/HwC3DJqC9iAnzraqpt7PV2siWQDXHdcupi/gQuFIyr/bH8KoUdI+zkBaC++2RatMm55ChxdvIBR1CyEDMqz0TrWwrqSWz1YWcvvxfzfAOqnD2XSO68ndf17GbsdWrv/tDG4Z+CgX9bxJwohlsqMjCAImrQqTVrU3S6m0wIdFpyLNoiPFosWub57d8z2lABO7TERzBGNxw2GROn+IWl+AmvoAFW4f9YEQ/qCIRilg0ChJNmtbdf+YljY84yT+yvsFUbWccVm3cmKn1rEoH4vO65PG9xtK+WtHJeVuH0mmY8/0DYVD7HJsZn35CtZXLGd9+QpyndsOOE6r1NM9oS+9kgbRK3EQPZMGkKBPId/hZWCmlSy74V9fR6vS8vgJj3NWt7O44scrWFu2lsnfTebrjV/z5qlvkmpOPea/i6z5yYsAMWBo+hjuHPIU/11yD68uf4T2ts6MyDxJ6rBk+3h95WP4Qh76JR/HidlnSB1OVPlkZRGeQJhuSSZGdYjN8UPeQIgaT4BQWMRmUJOTYCTJrMXUSuv8j4ZdrybNoiPfUU+GVS91OPsRBIGrBmdy248b+WZdCZcPytxv96u9rQsfn/4HTy28gxm7vuHl5Q+xtnwpDx73snRBy2THSK1UkGTSRkaU+oJsq3Czu7qOBKN272i8pppQEhbDhy0FEEURTyBErTeI0xOgvM6PyxfEFwyjFASMGiXxBg1quZa/2eSW9wBRAOVOrhgSXefptqZTopH+6RZWFdXy3foSrj8uu9HPUe2pYEPFCtaXL2d9xQo2VaymPug+4LhMSwd6Jg6kd8NNf05cd1SKAzNADA3jAtOt+iMq2+yX2o9l1yzj2QXP8vi8x/lx64/MzZvLyye9zKV9LpWzAqKcfAUbI87rdg07azbz3daPeGDONXxw2u90tHeTOiwZsKF8Bb/tnBYZCTjkKfmkt4/KOj9T1xYDkSyAWPq3EUURtz+I0+FFq9WQ3DCzO5JKLl+k/pMgCGTZ9RQ5PXiDIXRRNv5wWLadrkkmtpS7+WJ1ETcOy97vzw1qE4+Peoc+yUN4Yen9/JX3C9urN/JQ/5foa5PLA2SxSxAELDo1Fp0aXzBMZZ2fYqcHi15NplVPklmL9Rh7mCwrWkZhbSEmjYlxHcft/bovGLnpr/UGKHf5qfVF6voFAfQqJVadKurOFa3V1nI3X66uA10XUG1hXcVsOidcJXVYbdp5fdIaFgFKuXJQFhrVoa8tAiE/22s2Rm74G276i1y5BxxnVJvpkdA/ssufNJCeiQOx6Y6s8aNdr6bU7aeqzk+S+cgyEzRKDQ+Neogzu57JFT9ewcqSlVz+4+VM3TSVt097mwxLxhE9j6zlyYsAMUIQBO4+7jnynDtYWbqAO/+YzMen/3HE39iy5iGKIi8sjUwBOK3TZLol9JU2oCjz8YoCfMEwvVLMDM+2Sx1Oo5TU+kCEzolG0uNM2JophbY1iTOoSbVoKXJ6SY/SbID/+2UzX68p5pL+GZh1qgOOObfb1XRL6Me9f15OoWs3dyy8iI9ss+gQLy+6ymKfVqUgxawlLIrUeoNsLHOxo6qOZJOGNOvRL3LuKQU4tdNp1PsVlNbWU1nno6Y+SH1DMz+dSoFRoyLeIJ9LW1owFGbKrG2EwiIdrGPYVbeFefm/cU43eRFASqM7xpNo1FBR5+fPHZVM6Pp3c73yumLW79nlL1/Olqq1+ELeA56jg61rQ1r/QHomDaS9tQtKxdEtrO0ZF1jk9B7xIsAevZJ7seTqJTy/6HkenfMo07dPp8cbPXh+3PNc3f9q+Xs+CsmLADFEpVDz7Akfc9nPJ1LkyuXuPy/j9ZO+Q30EtXey5vH7rm9ZX7EcvcrITQMelDqcqFLu9vHtuhIg9rIAPIEQCgXkJJrolGxGrZYbJx2JSDaAgeJaH75gGO2/7GpIYVTHeDrEG9hVVc/Xa4u5ekjWQY/rmTiAzybO5c5ZF7CuYjn3z72Kj874A53q3+skZbJYoRAEbHo1Nr0abyBESa2PQocXm0FNhlVHkkl3wCLZwYTCIi5vgK83fgNAF/s4Fu6uJhgW0SoVGDVKrDptq5oIE4s+WlHItoo6rDoV9x0/mWt+e5PlJfOpD7gxqE1Sh9dmqZQKzu6dyluLt/PhqplUBp2sL1/OhorllNUVH3C8VWunZ+JAeiUNomfiQHok9Mesbdqmgna9mlKXF6fHgLWRTSNVChX3jriXiV0mcuVPV7KkcAnX/nItUzdN5d3T3yXblt2kscqOjbwIEGNsujheHPsFV/5yEqtKF/Lckru5f9hLMXWD1Vp4g/X8b8WjAFze+3YSDCnSBhRlPlxegD8k0i/dwpAsm9ThNEplnZ9Mmx6r0id1KDEn3qAhxayltNZHmjW6GmQqBIErB2Xy4IytfLm6iAv7pWHUHPxj0KaL4+lRH3Dxz2PY4djMc4vv4eGR/2vhiGWy5qdTK0lVKwmFRZzeAGuLXRjU9aRYtKRZdMQbNXtv4kWxoZmfN4jDE6Cizsea0tUU1OaiUeoYnHYCCXoNKrlkKmrsqKzjvaX5APzf6I70TUkkw9yeQtdulhT9xQnZp0scYdsiiiLF7vyGlP7lrC5dBuYN7PQGeXnZ38cpBAU59h70ThpEz8RIan+WpWOzX+/r1Uoq6vyU1nobvQiwR7fEbiy4YgGvLn2VB/58gD92/UHPN3ry7NhnuWHQDSgE+fwQDeRFgBjU0d6NJ0e/yx2zLuT7rR+TY+/O+d2vlTqsNuezDW9QVldEijFD7iT+D6W1Xn7YUArAdUNjKwvA7QuiVSnIshkIuP1ShxNzFAqBdnYDJS4f/mD4X2scpTCucyLvLMkn3+Hh23WlXDrw0PWKCYZkHhjwPHcvvpKftn9Gv5TjOL3T5BaMViZrOUqFQJxBQ5wB6vxB8mvqyavxEGdQk2HVEwyHKXP5cPtCeIMhFAIY1EpWlf0GwPCMcaSYbNL+JWT7CYZFpszcRjAscnyHOE7qkoggCByfdTJfbHyDefm/yYsAzaw+4GZT5Ro2lC9nXcVyNpSvoNpbsf9BAhC2kWLowzk9R9MrcRDdEvpIlqVh0aoodHppF2c46mk/SoWSO467g9M6n8bVP1/NvLx53PzbzUzbNI33zniPnLicJo5a1ljRdXUmO2IjMk/i1kFTAHhx6f0sKfpL4ojalor6Ej5a9xIAtwx6FJ0quuqfpfb+sgICIZFBmVYGZtqkDqdRqj0BsuwGeXbyMUgwakg2aamuj75FFKVC4IpBmQB8tqoQbzD0r8f3TRjKNX3uBuCZRXexo3pjs8cok0nNqFGRbtWTYtJQ7w+xptjJplI3df4QZq2SDKuOdKsem17N3PxfAOTJOFHos5WFbC53Y9aquP/ETnsX5I/POhmABYUzCYX//RwoO3JhMUyuczu/bP+SpxbeweQfRjL6s3Zc/9vpvLbyMebl/0a1twKVQk3PxIFc2P16nhz9Hv8dtQDcH1NddRdndrqJAanDJS3TsOpUOL1Byt3Hng3ZKb4Tf132F/87+X8Y1Ubm5s2l95u9eWnxS/J7T2JyJkAMu7jnzeyo2cSvO77ivr+u4KPT/6CdVV5Zawmvr3gcb7Ce3kmDGN/+LKnDiSqFTg8/bSoDIr0AYkmtN4BBrSTLpgdEqcOJWZFsAD2lLh+BUDjqpimc3DWRd5bkUeLy8cOGUi7om/6vx1/e63bWVSxncdFs7vnrCj45YzZGtbmFopXJpKNSKkgwHrrv0C7HFvKc21ErNIzIHN+CkckOZ1dVHW8vyQPgP6M67Pf/2Dd5CGaNFYe3ivUVy+mbPFSqMGOay+dkY+VK1pUvZ0P5cjZUrKTW7zjguGRjOr2TBjfU8w+kS1xvtKq/y+VEUaRb0ho2l7v5YUMplzcsVEtFEIRGjwv8NwpBwc2Db+bUTqdyzc/XMHv3bO6ceSfTNk3jg4kf0DWhaxNFLmuM6LoykzWKIAjcP+wleicNwuV3csesC6n1OaQOq9XbVLmaX3Z8CcCdQ56OqVT3lvD+0gJCYZHj2tnpm9a0DWuakyiK1HiCZNv1R9QQS/bvEk1akowaquoDUodyAJVSwWUNF1mfrijEHwz/6/EKQcHjo94myZBGnnM7Ty64HVGUF4lkstm5PwEwNH0MJo1F4mhke0TKALYTCIkMz7Zzarek/f5cpVAzPCMyynFe/m9ShBhzRFFkV+1Wftj2KVPm38y53w1lzOfZ3Pz72byz+hkWFc2m1u9Aq9TTL/k4Lul1C8+d8AnTz9/Ir+dv4OkxH3BRzxvpnTR4vwUAiFzPn9cnDYBv1pUQCkv/+WLXq6mqD1BV13QZfe3t7Zl1ySzePu1tzBoziwsX0/etvjy74FmC4WCTvY7syMiLADFOq9Lx3AmfkmxMJ792B/fPuUr+RmpGoijyYsNIwFM6nk/PxAESRxRd8ms8TN8cm1kATm8Qi05Fpl0u7WgKSoVAdryBYChMMPTvN9lSOL17MolGDWVuP782vGf/jU0Xz9NjPkApqJi5+zu+3fJBC0Qpk0W3PxsWAU6QSwGiyherithY5sKoUe5XBrCvPSUB8/JntHR4MWd16SKu+u1krp0zkaeX/Ieft3/ObsdWADItHTi543ncPfQ5Pj3jL+Zekse7p07ntkGPcUL26SQZ047oNcZ1ScCqU1Hq8jF/d3Vz/nWOyL7jApuSIAhcO+BaNt64kQk5E/CFfNw7+16Oe/84NpRvaNLXkv07eRGgFUgwJPPC2C/QqQwsKfqTV5Y9JHVIrdbs3B9ZU7YErVLPTQPlf+d/endpPiERRraPo2dK7KRLh8VIV+z2cXoMh+gWL2u8RKOGRJOWak/0ZQNoVQouGRBpCvjR8sIjWqjokzyEWwY+AsALS+9nc+Wa5gxRJotq+c6d7KjZhFJQ7b2hlEkvt7qetxbnAnDnqA4kH2Le+7CME1EKKnKd28h37mzBCGNHrmMbd/4xmWumn8rGylVolToGpYzkyj7/4aWxXzLrwu18f85KHh/1Nud1v4ZuCX1RKY6un5BOpeTMnpEpU1PXHjgeUAp/jwts+s/wTGsm0ydP56OJH2HT2VhRvIL+b/fn8bmPEwhF3zVDayQvArQSXeN7M+X4NwH4ctNbfL/1Y4kjan18QS+vLo/cAFzW+zaSjf9eR9zW7K6uZ8aWciD2sgBq6gPYDRrSrXIWQFNSKRW0i9PjDYYJRkF64z+d1SsFu15NUa2XGVsrDv8A4KKeNzEq6xQCYT/3/nk5Lp+zmaOUyaLTniyAQWnHY9XaJY5GBhAKizw2azv+UKQk74zuyYc81qSxMiBlOADzCuRsgH1V1pfx9KI7Of/7YczL/w2loOSszpfx6YmzeG38t9w44EFGZk3Ark9o0tc9p3cqCgGW5TvYXV3fpM99NPRqJd5gmNLaps0G2EMQBC7rexkbb9zIGV3OIBAO8PCchxn83mBWl6xulteU/U1eBGhFTsw+g+v7R1LVn1l0FytLFkocUevy5cY3KXbnk2xM49Jet0gdTtR5Z3EeIjCmYzxdk6TrattYobBIXSBEh2MYhSM7tGSTlgSjhpoonBSgUyu5qH9kMe/D5QVHVIcpCAKPjHyddFM7itx5TJl/k9wfQNYm7ekHcEI7ecRctPhqTTHrSmoxapQ8cGLOYXsW/V0SIPcFgMg4v3dXP8ekbwbw7ZYPCYkhjs86ma8mLeSeof8lTpfYrK+fatFxfId4AKZFSTbAnnGB3kDzdfJPM6fxw/k/8MVZXxCvj2dN6RoGvzeYh/58CF/w2CcUyA5OXgRoZa7qcxfj2k8iJAa5+89LKXLlSR1Sq1BZX8YHa18E4KYBD6NTGSSOKLrsqKxj1vZKAK4dGltZANX1fuINGlItusMfLGs0lVJBtt2AJxCKimZH/3RO71QsWhV5NR7+3FF5RI+xaG08fcKHqBUa5uT/yucb32jmKGWy6FLsymdz1RoUgoLR7U6VOhwZUODw8MaiXABuG9melCP4TBuZNQGAtWVLcPpqmjO8qBYMB/l+68dM+mYgb69+Gk+wjh4JA3jnlF94cewXtLd1abFYzuuTCsAvm8px+6Tv8bVnXGCFu3kX8gVB4MJeF7Lxxo2c0/0cguEgT8x/ggHvDGB50fJmfe22Sl4EaGUiu1Sv0S2+L05fNXf+cSF1AZfUYcW8N1c9SX3QTY+EAUzoeK7U4USdtxdHFpvGdUqgU6JR4miOXDAs4g2G6RBvQKOST4fNJcWiJc6ooSYKewOYtCou6Bdp3PT+snzCR7ir3z2hH3cOeRKA/y1/lLVlS5stRpks2vyZ9zMA/ZKHEadv3t1R2eGFRZHHZm3DFwwzONPGpIba8sNJN7ejo70bITHEosJZzRxl9BFFkfn5M5j8w0ieXHg7VZ4y0s3ZPD36Az46fRb9G8olWtKgTBvZdj31gRC/bi5v8df/pz3jAvNq6ltkIT/ZlMy0c6cx7dxpJBmT2FixkaHvD+WeWffgCXia/fXbEvmqtxXSqQy8MPZzEvQp7KzZzINzriUUbr40ntZuS9U6ftr2GQD/GfoUCkH+ttnXlnI3f+2sQgCuGZoldTiNUlnnJ9mkJeUQjZNkTUOtVNA+zkB9IHTEN9kt6fy+aRg1SnZU1jN/15F3ZT6n61WMb38WITHI/XOuxOGtasYoZbLo8fdUALkUIBpMXVvM6qJa9GoFD449+DSAQzk+s21OCdhUuZrrfzuDO/64kF2OLVi1dv4z5GmmnbWEcR0mSTb+WRAEzusbWZieurY4KsrNmmNc4OGc0/0cNt64kYt6XURYDPPcoufo93Y/FhUsarEYWjv5bqaVSjKm8fzYz9AotcwvmMGbq56QOqSYtGckoIjISR3OpnfSYKlDijp7sgAmdE2kQ3zsZAEEQpFmddnxBlRK+VTY3FLMOux6NTX10ZcNYNWpObd3JAXz/WX5R3zRJQgCD4x4mSxLDmV1xTw09zrCYvSNQ5TJmlJ5XTHrypcBMKbdaRJHIyt0enhtQS4At45oT5q1caVtoxr6Aiwq/INAKPp6tzS1IlceD8y5mkt/OoGVpQvQKLVc1us2fjhnNRf2uB6NUvpNgVO7JWHUKMmr8bCswCF1OKiUCgTEJh8XeDgJhgQ+O+szfrzgR1JNqWyt2sqID0Zwx4w7qA9I3zgx1slXvq1Yz8QBPDzifwB8tO5lpu/4WuKIYs+cvF9ZVboQrVK3dzSY7G8bSl3M312NQoCrh8RWFkCF20+KWUuySfoP/LZAo1KQHWfA7Y/ObIDJ/dPRqhRsKnOzNN9xxI8zqs08d8JHaJV6FhfN5sOG3iEyWWv1V94vAPROGnzEM9BlzSMsijw+azveYJgBGVbObljMbIzuif2J1ydRF3CxqrT17rI6fTW8tPRBzvl2ML/v+hYBgVNzLuC7s5dzy6BHMWutUoe4l1Gj4tRuSQBMXVMicTQRdr2m2cYFHs4ZXc5g440buaLvFYiIvLz0ZXq/2Zu5uXNbPJbWRF4EaOUmdDyXK3rfCcATC29jfbncXONI+UM+Xl7+EAAX97yZFFOmxBFFnz1ZAKd2S6adPXaaJfqCYUSgfZwBhUKalL+2KMWsxaZXSXIRcThxBg1n9YrU0b639MizAQBy4npw77DnAXh79dOsKJnfLDHKZNHgz9xIP4ATss+QOBLZd+tKWFnoRKdS8NDYTiiOIoVdISgYkXkSAPMKWt+UAF/Qy6fr/8eZ0/rx+cbXCYT9DE4bzacT5zDl+Dej9truvD6RBbb5u6sobuEd+IMxaJp3XODh2PV2Ppj4Ab9d9BsZlgx21uxk9MejuenXm3D55N5nR0NeBGgDbhjwAKOyTsEf8nHX7IspdRdKHVJMmLrlPYpcuSToU7is921ShxN11hQ7WZxXg1IhcNWQ6PwQPZSKOh/pVi2JJo3UobQpOrWSbLuBWl8wKuoc/+nSARmolQJrimtZVeRs1GNP7zSZ0ztFahcfmHM1lfWlzRSlTCadak8Fq8siu8XyaEBpFTu9vNpQBnDz8GwybPqjfq7jG6YEzMv/LSrPzUcjLIb5bedUzvluMK8sfxiX30mOvTv/G/8Nr5/0HV3je0sd4r/KjjMwOMtGWIRv10dHNsCecYEur3RTCybkTGDjjRu5bsB1ALyx4g16vdmLWTvbXmPLYyUvArQBCkHB46PeppO9B1Wecv4z+yI8gTqpw4pqNb4qPljXMBJw4EMY1LEz976l7MkCOKN7MhnWo7/4aGmeQAiVQkF2nFGyxj9tWapVh1WnxinhRcShJJq0TOwRyQZ4f1lBox9/z3HP0dHejSpPOffPuZpgOPr+jjLZsZiT9ythMUy3+L6kmWOrBKw1EUWRJ2Zvpz4Qom+aZW8juaM1JG00WqWOEncBO2s2NVGU0llePI9LfzqBh+ZeR4m7gCRDGo+MfJ3PJ87juIwTY+az//yGbIAfNpTiDUrf4NuiU+HyBVmaX0NedT3BkDQ9cCxaC2+d9hZ/XPIH2bZs8px5jP9sPNf8dA1Ob+MW8NsyeRGgjTCoTbw47gvsugS2Vq3j0fk3yQ2s/sXHW16lLuCia3wfTs25QOpwos6KAgfLC5yoFAJXDo6tLIDKOj8ZNh1xBrXUobRJerWSdnY9Tm/0ZgMoFQLL8h2sL21ciqFOZeDZEz7GoDKxqnQh76x+ppmilMmksWc04IlyKYCkfthQyrJ8B1qlgofHdT6qMoB96VQGBqeNAmBufuyWBOyo2cStM8/lhhkT2VK1FqPazE0DHuK7c5ZzeqfJKBVKqUNslBHt40g1a3F6g8zcWiF1OCgEgQyrDkSRVYUOVhQ6qHT7JIvnxA4nsv6G9dwy+BYA3lv9Hj3e6MH07dMliymWyIsAbUiqKYv/nvAJKoWa2bk/8t6a/0odUlTaUbOJ6XnTAPjPEHkk4D+JosjbSyJZAJN6ppBqaVwnYim5fUF0KiXt7IaY2QlojdKsOsxaFbW+6NspT7PqOKVrpCHTRyuKGv34bGsnHhzxCgAfrH2BhQVyiqKsdXD6alhePA+Q+wFIqbTWy8vzdwNww/B2ZNmbJhPv+KzYHRVYXlfM4wtuZfIPI1lU+AdKQcX53a/lh3NWcUWfO9GpYqdn0b6UCoFz+kSaPX69JjrGBQqCgN2gIc2io9LtZ2m+g02lLjwBaTIVTBoTr578KvMun0dOXA5FriJO/eJULvvhMqo9Rz7yty2S727amL4px3HfsEia+zurn+GP3T9IG5AEwmKYak8FWyrXMjd/OtM2v8frKx7j4bnXc/1vZ3DzrHMIE+bEdmfQL2WY1OFGnWUFDlYX1aJRClwRY1kA1Z4AmXY9Nr2cBSAlg0a1NxsgGl0+KAOFAAtyHWyvbnwTpPEdzuLcrlcB8PC86+U+LLJWYV7+b4TEIDn27mRZO0odTpskiiJPzt5BnT9E71QzF/ZNb7LnHtnQHHBj5cqY6Wni9tfy5sonmfTNQH7c9ilhMcyJ2ROZdtYS/m/os9j1CVKHeMwm9khBq1SwtaKO9SXR0wBPpVSQatFh1irZUu5mSV4NhQ4P4bA0CxUj241k7fVr+c9x/0FA4JO1n9DjjR78sOUHSeKJBSqpA5C1vImdL2ZXzRY+3/g6j8y7kQxze7om9JE6rCYRucEvp6yumPK6YsrqiymvK6K8rpjy+mLK3EWU15cQCP/7LFy90sDN/R9qoahjhyiKvLUokgVwdq9UkmJovF6tN4Cx4eZTJr00q47cGg8ubxCzLro+itrZDYzrnMjvWyv4fH01/do3fuzWHUOeZEPFSjZXreG+v67knVN+Qa2UG1HKYtefuT8BchaAlH7eVMbivBo0SoGHx3VG2YTTbRIMKfRIGMDGypUsKJjJmV0ubbLnbmrBcIDvt37MO6ufpcZbCURGVt4++HF6Jw2WOLqmZdOrGd8lkZ83lTF1bTG90yxSh7Qfo0aFQa2kqj7AygIHZTYdHRNMkmy2GNQGnh//POd0P4crfryCLZVbmPT1JC7oeQGvTniVRGNii8cUzaLrykvWYm4dNIXdji0sKprNf2ZP5uPTZ5NgSJE6rH8VDAep8pRFbu4bbuojv/77Jr+8roSQePjdRQGBOH0SycZ0ko1pJBnTSDKkkWxMI0GXTCJJpJnbtcDfKrYsyq1hfakLrUrBZYNiJwtAFEVqPEF6JJswaeXTXjQwaVVk2XRsLndH3SIAwBWDMvl9awULCtzc89s2HhrXpVEXNRqllqfHfMjFP41ifcVyXlvxGHcMeaIZI5bJmo/bX8uSor8AuR+AVMrdPl6cuwuA645rR3Zc06e4j8yawMbKlczN/y0qFwFEUWRO3q/8b8UU8mt3AJBl6cgtAx9ldLtTW22Z3/l90/h5Uxl/bK/k9uP9JBija0FZEAQSjBr8wTCFTi8V7gAdEwxk2fVoVS3fh2FoxlBWX7eax+Y+xnMLn+OrDV8xe9dsXjvlNc7tfm6rfZ80VvRdeclahFKh5Kkx73P5z+PJdW7jrtmX8PbJP6NVSVPfHQwHqKgv2buD//cu/t83+pWe0iNqZqgQFCToU0g2pkdu7o1pJBvS/v61MY0Efcohd+VCwQAuh1xH9E/79gI4r09q1H0I/RunN4hVpyJTzgKIKulWPXk1Hty+YNQtzuQkGLnr+GxeXpDL3F01bPh0JY+O78Jx2fYjfo4MSzaPjnyTu2ZfxOcbX6dv8lDGZJ/WjFHLZM1jQcFMAmE/7ayd6GDrKnU4bY4oijw1ewduf4geyWYu6p/RLK8zKmsCb616kmXFc/AG66Oqln5d+TJeWfYwa8uXAmDXJXBtv3uY1OUyVIrWXeLXNclE71Qz60pc/LChlKuHROdkDo1KQYZVj8sbZH1JLaUuH50SjCSbtS1+461T6XjqxKc4u9vZXPHjFawvX8/535zP192+5vVTXifFFN0bny0huq66ZC3KpLHy4tgvuPznsWyoWMETC2/jsePfavJvVH/IR3ldCeX1RQfZxY/c4Fd7yhE5fB2RUlCRaEhpuJlP//tGv2EXP8mYRrw+GZVCfms3tXm7qtlU5kavVnDpgOa5AGkOYVGk1hekd6oZg0Z+X0QTs05Fhk3Ptgp31C0CAJzbO4WOpjDPLq4gt8bDLT9s4IK+adw8IhvdEe5ujG53Chf3vJnPNrzGlAU30SmuBxmW9s0cuUzWtGbvKQVod7q8iyaB6VvKWbC7GrVS4JHxnVA1YRnAvnLsPUg1ZVLiLmBZ8dy9zQKllO/cyesrH2d27o8AaJV6Lu55E5f0ugWTJrpS45vTeX3SWFeylW/XlXD5wAxUyuht62bWqTBqlVS4/SwrcJBl09Mx3ihJ1t+AtAGsuHYFT81/iifnP8l3m79jTu4cXpnwChf1uqhNn8+i76pL1qKyrB155oSPuOX3s/lt51Q62rtxee/bj/jx3mB9ww3+Pmn5++zil9UV7a3XOhy1QkOSIXWfHft0kozpe3fxk41p2HWJMTfipTUIiyJvL45kAVzQNx27IXayAGrqA9j1ajJschZANMqw6iio8VDnD2KMwkWaTnE6Pj6vJ68vKWTq2hK+WlPMsgIHT0zoQudE0xE9x80DH2Zd+TLWlS/j3r+u4P1TZ0iWdSWTNZYnUMeiwj8AuRRACpV1fp6fEykDuGZIFh3ijc32WoIgMDJzAlM3v8u8/BmSLgLUeCp5b+1/+WbzB4TEIApBwemdLuK6fveSZEyTLC6pnNgpgZfm7aKizs9fO6sY1zm669sVgkCyWYs3GCK3up4Kt5+O8QYy7XrULbyAoVFqeHT0o0zqOokrfryC1aWrueT7S/h649e8depbpFuarsFmLIm+Ky5ZixucNoq7hj7Ds4v/j9dXPEZ7W2dGZZ1CfcC93859JFW/aL9afKev5oheQ6vU7d2xTzKmkbJfqn7k1zZdvDyOL0r9taOKbZV1GDVKLuofOyfLUFikLhCia7JJkro02eFZ9WrSrVp2VtVH5SIAgE6t5O4xOQzPjuOxWdvYVVXPZV+t4aZh2Uzun37YGd0qhZqnx3zA5B+OZ0vVWl5a9gD3DnuhhaKXyY7NoqLZ+EIe0k3t6BLfW+pw2hRRFHl69g5cviDdkkxcOrD5e/Ecn3UyUze/y/yCGYTFcItfl3mDHr7c+CYfrXuZukCkG/6wjLHcOvBRcuJ6tGgs0UStVHBWr1TeXZrP1LXFUb8IsIdOpSTTpsfhCbC2pJYyl4+cRCMJRk2L78L3SenD0quX8t9F/2XK3Cn8su0XeuT14MWTXuSKvle0uayA6LzikrW4c7tdzc6azXyz5QPu/fMKtCodbn/tET1WpzJEUvP3q7tvaLhnSCPJmI5Va29z31ytRSj8dy+Ayf3SY2q8XnV9pIFOqkXedY1mmXYDBU4v9f4QBk30LtYMbx/HVxf35/E/tjNvVzUvz9/NwtxqHh3fhWTzv0/KSDam8/iot7lt5nl8s+UD+iYPZULHc1socpmscbzBejZXrmF9xQp+3fEVACdky6UALe33rRXM3VWFSiHwyPjOzVYGsK8BKcMxqs1UecrZVLGKnkkDm/01AULhENN3fs1bq56krK4YgK7xfbh10BQGp41qkRii3Vm9UvhgeQGri2rZVuE+4my0aGDTqzFpVVS4fVTn+8mOM9I+Tt/iZZpqpZr7R97PxC4TufKnK1lWtIyrfrqKrzd+zbunv0uWNTr7LTQHeRFAttddQ58hz7mD5SXzCPgjI/SMavMBdffJ/9jFN2ks8oVBK/bH9gp2VdVj1qqY3C92sgCCoTDeYJheaYYWTz2TNY5NrybdqiO32hPViwAAdoOGF07vzvcbSnlx7i6WFzi58LNV3H9iDmMPszMzLGMsV/b5D++vfZ4nF95B1/g+ZNs6t1DkMtnBiaJIoWs368uXs75iBRvKV7CtesMBk3ZO6nCORBG2TVV1fv47ZycAVw/JIieh+coA9qVWahiWMZZZu79nXsGMFlkEWFw4m1eXP8L2mo0ApBgzuGngQ5zU4Rw5Q3QfiSYtJ3SMZ9b2SqatLeGBsZ2kDqlRVAqBVIuOen+IrRUuSl1eOieYSLPqmnTc5ZHokdSDRVcu4qUlL/HQXw8xc+dMerzRg/+O+y/XDri2TbzvBFEUD9+NrQ2pra3FarUye80OTLY4RFEkLEIYEVGM1Ebv+TksRj48Rdj7631/PthjRDjg8f/2mMhzH/iae39u+HPESAzhvfEc+jH/jHff1wyEfJR51pNoSCTNlE6SyYZFp8aqU2HRRWaBtvYb/j3TAcy2OJSq2Nn1bg7BsMj5n64kr8bD9ce1i9qOtAdT6vIRp1czKMt2VA10AoEAFRUVJCYmola37fdBS6iu97M4twabToVOHR0LAYc7F+TV1PPQjK1sKnMDcFq3JO4a3fFfmxyGwiFu+n0SK0rm08HWlU/OmB1VHbhl+2uNnwdufy2bKlezvnw5GypWsL5iBQ5v1QHHJehT6JU0iF5JAxmcOoquCX0kiDY6tPT7QBRF7v51M3/tqKJzopFPLujboo3gpu/4mofnXU+OvTtfTVrYbK+ztWo9ry5/hKXFkfGTZo2VK/v8h/O6XRN1fVOi5VywusjJNdPWoVUp+O3qwVh0sXleEkWR6voA9YEQ6VYdOQlGyfpNbavaxpU/XsnCgsh7fUz2GN474z062DsccGxVVRUJCQk4nU4slthuTClnAhzCie+uAG1bvTBLILL8UNjw429KhYBFG1kQsOpUmLWq/RYJLA2/3/fPrToVZp26RdLYZE3r963l5NV4sOpUXNA3dhrxBEJhgmGR9vGGqO6gK/ubXa8mzaIj31FPhjU2mji2sxv44Lw+vLM0n4+WF/DL5nJWF9UyZUJn+qZZD/oYpULJE6Pe5aIfR7HLsYVnFt3FIyNfb/WLqzJphMUwuY5te3f411csZ2fN5gOm8agVGrol9KFn4iB6JQ6kV9JAko0Z8vtSIn9sr+SvHVUoFQKPjOvc4p9jwzPHoxSU7KjZRLErnzRz024AlLoLeHPVU0zf8TUiImqFhvO6XcMVfe7Epotr0tdqbfqmWeiUYGR7ZR0/bSrj4mYaF9ncBEEg3qjBEgpTXOulss5PhzgD2fGGFu/h1Dm+M/OumMdry17jvtn38VfuX/R6sxdPn/g0Nw++udVmBciLAE1EABRC5E29788KQWj4MwFBAOEfXzvYY4S9f77P8yD8/VjhII/lH8/D/sfu+7PAIZ6n4TnCoojLF6TW2/DDF8TpDRAIiYTCIjWeADWeQKP/jYwa5T4LCJGFgkMvHPz9e61KIV+ISCAYCvPuknwALhmQEZUj3A6lwu0n1aIlyfTvddqy6CEIAll2PUVOD95g6IhH8ElNpVRw47BshrWz89CMrRTVerl22jquHJzJ1YOzDnrxnmBI5snR73HjjIn8suNL+qUMY2LniyWIXtbaOH01bChfsXeHf0PFioP290k1ZdIrcVBkpz9xIJ3je6FRyufLaFBT7+fZv3YAcOWgTLoktXzdt1Vrp0/yUFaVLmRewQwu6H5tkzyvy+fko3Uv8eWmt/CHfACc1OFsbhzwEOnmdk3yGs3JHwoTCotI+ekkCALn9Unlydk7mLa2hMn9Dt+cNpqplQoyrHrcviAbylyUun10SjCRYtaiaMHNQ4Wg4NYht3Jqp1O5+uermZM7h9tm3MbUjVP5YOIHdI5vfaV7sXNV38K+vbQvVlvc3zfy+/7MPjfr+9yAt2aiKOILhnF6g7gaFgVqvcG9v4/8OrB30SCygBDA6Q1S5w8BUOcPUecPUeLyNeq11cpI9sGehQGzToX1MAsHZp0Kk0bV4jVGrcmvW8opdHqx69Wc1yd2sgC8wRAI0D7O0KIfILJjF2dQk2rRUlzrI80SG4sAe/RNt/Llxf15bs5Opm8u572lBSzOdfD4hC5k2Q/MbBiYOoLr+9/PGyuf4LnF/0f3hL50iuspQeSyWBUMB9lZs5n1FcsbdvlXkOfcfsBxOpWB7gn9Gnb4B9EzcQAJhhQJIpYdiefm7MThCZKTYODKwc0/DeBQjs+cEFkEyP/tmBcBAiE/32z5gPfW/BenrxqA/inDuW3QY/RI7N8U4TabYFik1hugtt5HyBfC6/KRFS/tmOSTuybx6oJcipxeFuXWMKJ97GdPmLQqDBollXV+lhc4yLLp6ZhgaPFyh45xHZl96WzeWfkO/zfr/1hYsJA+b/Xh8TGPc8fQO1o0luYm9wT4h709AdbuxGqP/W+qaBAMi7j3WTjYN7tg39/vu3AQWWgIEgof/dtTgIZyhf0zDvYsElh0KqzafTISGjIUjCoRn8shed2XlAKhMGd9tIISl4/bj28fU+lmhU4PWTYDfdOPrWGl3BNAGhVuH4tza0gwatCqpE3BO9oa0JlbK3j6z8hYL71awX9GdWRij+QD3o9hMczts85nUeEfZFk68skZf2LSxHaNYWsTLXXAAFWectaXr2BDxXLWl69gU+VqPMG6A47LsnTcu8PfM2kQOfbuqBTyns+xaKn3wZ87Krn7l80oBfjogr50SzY322sdTr5zJ2d9OxCloGL2RTswaQ5e4vRvRFHkj90/8NrKxyhy5QLQ3taFWwc+yojMk6J6A83ti1ybhkWw6VUk65XUu2oo8KpJshjRSPz59PK8XXy2qohh7ey8Oql1LSD7gmHK3T4MGhUd4/Vk2aVp8JzvzOean69h5s6ZAAxOH8yLI19kRNcRck8AmexIqBQCNr260aPlRFGkPhA69MLBPl9zNfze6YssJHgCYUSILC74guBsbMygUihQKQRUSuHvX+/5cbCvKQRUyiP92rE+/si+plQIR/Uh+9PGMkpcPuINas7pldrox0vFEwihUihoF6eP6osL2aHFGzSkWrSU1vpIs0ZXY6gjNb5LIr3TLDz6+1ZWFDp54o/tLNhdzYNjO+13HlQICh47/m0u+vF48mt38uTC23lq9Pvye1dGIORna/X6vXX868uXU+zOP+A4o9pMz4Ya/p6JkR9yTXVscngCPPNnpAzg0oGZki4AAGRZO5Jt7UyucxuLCmczvsNZjXr86tJFvLzsYTZWrgQgXp/M9f3v4/ROF0XtolQgFG7IYA1i1KjItOlJteiIM6ghHKJcrMejUlHjCRx2LGxzO6d3Kp+vKmJRXg35NZ6DZpzFKq1KQaZNj9MbYG2xizKXn5wEI4kmTYt+PmZZs5hx0Qw+XPMhd/5+J8uKljHm0zEt9vrNLTq/C2UyIiUWRo0Ko0ZFaiMX2wKh8AGLBM69Cwf7LyTsW+Lgalj1DYYhGA43z1+shSn/uViwZ8FAEFAq//lnkYWEHZWR3aUrBmdGTaf2I1FZ56dDvIE4iTrMyo6dQiGQZTdQ4vIRCIVjdrxjilnLG2f34rOVRbyxKJc5O6tYX1LLo+O7cFy2fe9xNl0cT4/5gGt+PZVZu7+nX/JxnNf9Ggkjl0mh1F0YqeNvuOnfUrV2b830HgIC7W1d6J00mJ5JA+mVOJBsa2eUitg5R8sO7YW5O6muD9AhzsA1UTKJ5/isCeSu38b8ghlHvAiQ69jG/1ZMYW7+dAD0KiOX9rqVi3reiEEdfXPtxb19sEIoFJEmtV2TTMQbNfv1QgqEQwiCQIZVT3mxm7AoSlqLn2HTM7x9HAt2VzNtXTH/GdVRsliai1WnxqRRUeH2sTTfT7ZdT4d4I8YW7FElCAJX9ruSkzqexHW/XMev639tsddubvIigKxVUisVxBs1xBsbdzMYFkVq671UVFahM1sJC0qCYZFgSIz8HBYJhsOH/lpjjj3E40OhI3zO/b4e+drBqidC4UhDx8Z1YoBks5ZJPWMnC8DtC6JTKWlnb6tTPVqPRKOGZJOWSrePFEtsZgNApI/MpQMzGJJl48EZW9hd7eGWHzZwQd80bh6Rvbf5Ye+kwdw6aAovLXuAF5c9QI/EAVFfJys7et6ghy2Va1i/p3lf+QrK64sPOM6qtTfs8g+mV+JAeiT2O6qUbFn0m7uzit+2VKAQ4OHxnSVPNd/j+MwJfLL+VRYUzCQYDqBSHDqjs7K+jHfXPMsPWz8hJIZQCkrO7HIp1/S9hwRDcgtGfWS8wRAOT5BAKIxJq6JTopEkk4Y4g+Zf+wklGLXYDH6cnoBkI+32OK9PKgt2V/PzxjJuOC4bg6b1LQgqFQIpFh2eQIgdVfWUu/10SjSSbtW3aN+vdEs6P1/4M29lvsWNz9zYYq/bnORFAJlsHwpBwKxVgVGN2aKTvAa0scLigQsDB1ssOOTXGr4eEkX6pFokr8lujGpPgC6JJqyNLDuRRR+FQqCdXU+py0cwFI75MY9dkkx8Orkf/1uQy9drivlqTTHLChw8MaELnRMjO2OTe9zAmrLF/JX3C/f9dQWfTZyLRWuTNnDZMRNFkSJXbkNKf6Rb/9aq9YTE4H7HKQUlOXE96J04qGGXfxCZlg5yaUgb4PQGeGp2pKHjxf0z6JkibRnAvnolDcaqjcPpq2ZN2VIGpo444BhPoI7PNrzOJ+tf3dujYlTWKdw88GHa27q0dMj/KtTQ5M/lD6FRKkgwaki36kgwao4461GjUpBl07G22IXUew5D29nJtOkocHj5bUs5Z/eOnY2bxtKrlWRaddR4AqwqdFJS6yMnwdjozb5jIQgC53U/jxuRFwFkMlmUUQgCGpVA5JTY+laED6XWG8CoUbWqmri2LtGkJcmoobI+QIrEtZdNQadS8n+jOzKsnZ3HZm1jV1U9l321hhuHZXNR/8iIp4dHvMa26g0UuXJ5ZN4NvDj2C/kmMMbUBVxsqli9301/jbfygOPi9Ul/j+hLGki3+L7o1UYJIpZJ7cW5u6iqD9DOrue646JrTJ5SoWRk5kn8suNL5ufP2G8RIBgO8vP2z3lr1dNUecoA6JEwgNsGT6F/ynCpQj6oOn8QhyeIKIpY9Wp6phhINGmx6lRHdY5NNuswaupx+4KSjk9WCALn9k7jxXm7mLq2mLN6pbTqzwxBEIgzaLBow5S5vFTV++kQZyA7zhBTpavRQl4EkMlkMU0URWo8QXqmmCX9MJY1LaVCoF2cgfL8GoJhEVUrGfc4vH0cX13cnyf+2MHcXVW8Mn83i3KreXR8F5LNVp4d8xFX/noS8wtm8NmG17ik1y1Shyw7hLAYJs+5fW8d/4byFex0bCYs7t9PRqVQ0zW+z94Rfb2SBpJizGzVF+uyI7NgdzW/bi5HAB4Z1zkqs+9GZk3glx1fMjd/OrcPfhyABQW/878VU9jl2AJAujmbmwc8zNj2Z0bN+3pPk796fwiDRtnQ5E9LvFFzzL1mTFoVaRYtu6o9kl93nN49mTcX57Kzqp5VRU4GZNgkjaclqJQK0q163L4gm8rclLkjWQGpZp08GroR5CtmmUwW05zeIFadigxb7NaOyw4uyaQhwaShut5Pkin2swH2sBs0PH96N37YUMoLc3exvMDJhZ+t4v4TcxjbuQ//GfI0Ty+6k9dWTKFX0iD6Jg+VOmQZUOtz7G3et6Ei8sPlP3D0TIoxo+FmPzKmr3NcL7Qq+fwk25/LG9xbBjC5fzq906Jz3NjQ9DGoFRoKXbuZsWsaP2z9lJWlC4BI34qr+97N2V2vQKOU/hy9b5M/QYA4g5ouSSYS/tHkrymkWfXk1njwB8OS9nAw61Sc0jWJb9eX8vWa4jaxCLCHSavCoFFSXR9gRYGTDKuXnAS5LPRIyYsAMpksZoVFEac3SN80CwaNfDprbVRKBdlxBpblO1pVNgBE0hon9Uqlf4aVh2ZsZVOZm3unb+HU3dXcNepiVpcuYsaub7j/r6v4fOJc7PoEqUNuk3bUbOKTNa+yxbmOvNodB/y5Vqmne0JfeiYNpHfiYHomDSDR0HrrcmVN56X5uyh3+8m06bghysoA9mVUmxmUOpJFRbN5aO51AGiUWi7sfj2X974Ds1b6ZpV7mvz5Q2HMWhU5iUaSTRrsBk2zNY+z69UkmjRU1UlfsnZunzS+XV/K3J1VlLp8ksfTkhSCQIJRgz8YptDho7IuQMd4A1l2Q9Q02IxW8lWzTCaLWTX1AeIMatLlLIBWK9mkJcGoweEJkNCCDYBaSju7gQ/O68O7S/P5cHkBv24uZ3WRk/vHTmFL1Tpyndt4aN51vDJuqjwKrgUFQn4+XPcSH6x9gWA4sPfrmZYOkY79iQPpnTSYnLju/9oxXSY7mMW5Nfy0sQwBeHhc56ivZx6TfTqLimYjIHBKzvnc0P9+UkyZksa0p8mf2x9qmAilJsOqJ96oQd8C/54KhUCWzUBpbQ2hsNiiner/KSfByIAMKysLnXy3voQbh2VLFotUNCoFGTYdtd4A60pclLp8dEo0kWTSRE2JSrSRFwFkMllMCoVF3P4gA5NtaFXRfQElO3oqpYJsu4EVBTWE9GpJL7Sai0qp4IZh2RyXbefhGVsprvVx6/c7mdj7SUrcl7Kk6E8+XPciV/f9P6lDbRO2VK5lyvyb2F6zEYDjUk7gnO5X0idlKDZdvMTRyWKd2xfkiYYygPP7ptEvXfqd9MOZ2PkSNEotnew96BzfS9JY6vxBnJ4gYVHErFPRI8V8TE3+jkWiSYNNr8bpDRAn+bjANFYWOvl+fSlXD85qs7vgFp0ao0ZFRZ2fpXk1ZMfp6RBvlLx3QzRqm+8QmUwW86rr/SSatKTG8Bx52ZFJNmuJM2qo8QQOf3AM65tm5YuL+nNqtyTCIny/VkuC4lYA3l71NMuK50ocYevmD/l4fcXjXPbziWyv2YhVG8djI9/isUGvMyJjvLwAIGsSr8zfTZnLR7pVx03Ds6UO54goBAWn5lwg2QJAMBSmss5PXo2Hen+YDJueIe3sjOwQT6dEEza9WpLdXrVSQZZNj8sXavHX/qdRHeNJNkU+J//YfuBEkrZEqRBIMWuJN6jZWVXPkrwa8qrrCYbCh39wGyIvAshkspgTDIXxBsN0iDccc5dfWfTTqBS0jzNQ5w8RFkWpw2lWJq2KKSd14elTumLWqiiqGo4yOB4RkQfnXENFfYnUIbZKG8pXcNGPo/hw3YuExBBjs89k2llLOKn9WXIqqazJLM2v4fsNpQA8NLZTi6StxypRFHF5gxQ6PZS6fRg0SvpnWBnePo5+GVZSLLqo+PxPNmsxapS4fUFJ41ApBM7qHelHMnVtsaSxRAudWkmmVQeiyKpCBysKHVS6fVKHFTWk/+6RyWSyRqqsD5Bs0pJilrMA2opks5Y4gxpHK88G2GNc50S+urg/gzKthOqvgVA21d4K7p59FcGwtBebrYk36OGVZQ9x5a8nsduxlThdIs+e8DHPnPAhcfpEqcOTtSJ1/iBPzIqUAZzbO5WBmTZpA4pSvmCYMpePfIeXQFikY7yRYdlxDMuOIzvOgFkXXWndxoZxgQ6P9OflST1TUCsFNpS62FjqkjqcqCAIAnaDhjSLjkq3n6X5DjaVuvAEpM/ekJq8CCCTyWKKPxgmGBZpH29olfXhsoPTqpRkxxlw+Vp/NsAeyWYtr5/Vi9tHdkXluxdEPesrFvPQXw9LHVqrsKZ0MZN/GMmnG14jLIY5ueO5TD1rCSdmnyF1aLJW6LUFuZS4fKRZtNwyor3U4USVUFjE4QmQ7/BQ4/ETZ1QzKNPGiA5x9Ey1kGjSRvXnfZpVj1IRWcCQUpxBw7jOkcXLaXI2wH5USgWpFh1mrZIt5W6W5NVQ6PAQDreN64mDkRcBZDJZTKmq95Nm0baqufGyI5Ni1mLVq3C2kWwAiIw/unhABp+cfypJyv8AMCvvTe6Y/jHeoLyTcTQ8gTqeX3Iv10w/lfzanSQaUnlx7Bc8PuodbLo4qcOTtUIrChxMWxcp5XlwbCcMGrkMAKDeH6LY6aW41osgQPckE8Oy4xiSZSfTro+Zcok4g5oks5aaer/UoXBenzQAZm6riIp4oo1RoyLLpsMfDLOywMHqIkebyTD8J3kRQCaTxQxvMIQIZMcZUETxroCseejUSrLtemp9QcQ2kg2wR+dEE99dfDs5lvMAmF/yIBd+/jtby90SRxZbVpTM54Lvh/PVprcRETm900VMnbSY47NOljo0WSvlCYR4/I9IGcCknikMzrJLHJG09jT5y3d4qPOHSLNqGdLOzoj28XRJNmM3xN5IN0EQyLDqCYRFQhLvLPdMMdM92YQ/JPLDhjJJY4lWgiCQYNSQZNJS6PSyJLeG7RVufG1sYV1eBJDJZDGjss5PhlXfKufFy45MmlWPVafG6ZW+/rKl6VRKPpn0Klnm3iC4KfBN4dKvlvPpysI2UyJxtOoCLp5edCfX/3YGRe48ko3pvDp+Go+MfA2zNvpHtMli1+sLcylyekk2a7ltZNssA9i3yV9ZnR+9WkHftEiTvwGZdlItupgfaZdo0mCPkr41e7IBvllfQrANp7sfjkalIMOqR6dSsL6klmX5DkprvW1mkyG2v+NkMlmbUe8PoVIoaBenj7ldAlnT0auVtLPrcXrbXjYAgEap5bUJn2JSW0G1jZD6I16Zv5sbv11PqUvuenwwiwtnc/53w/h2y4cAnNXlcr6etIhhGWMljkzW2q0ucvL1mkht9oMndmpzs8p9wTDlbh8FDU3+OsQZOK6dneHt42kfH31N/o5FZFygAbc/JPln07jOidj0KspcPubvqpI0llhg1qnItOlxeYMsK3CwtrgWVxvYaIipRYB58+Zx+umnk5aWhiAI/PDDD/v9uSiKPProo6SlpaHX6xk9ejQbN26UJliZTNakKuv8ZNp0xBnkLIC2Ls2qw6xVUSvxSCappJmzmDLqjchvtD+h1i5mRaGTCz9bxaxtFdIGF0VcPiePzb+FW2aeQ2ldIemmdrw54UfuH/4SJo1F6vBkrZw3EOKxWdsQgTN6JHNcdtsoAwiLkSZ/BQ1N/mw6NQMzbQxvb6dXmjXqm/wdiySTBpNWRZ1f2rRyrUrBpJ7yuMDGUAgCyWYt8QY1udX1LMmrYVdlHYGQtM0em1NMLQLU1dXRp08fXnvttYP++XPPPceLL77Ia6+9xvLly0lJSWHcuHG4XPKYDJkslrl9wYYdYIPUociigKGhsU9bLAnYY1TWKVzS6xYA1MbXyEl04vIFuW/6Fh7+favkM6ulNj9/Bud9fxw/bf8MgPO7X8uXkxYwKO34Rj+X1Lt6stj05uI8Chxekkwa7hjZQepwmp0nEKKk1kuR0wsCdNvT5K9dpMmfQdN6dv0PxahVkW7VURMFJQFn90pBIcDyAie7quqkDidm6FRKMm16FAKsLallRb6DCrevVX4OxNR35Mknn8zJJx+8eY8oirz88ss88MADnHXWWQB8/PHHJCcn88UXX3Dddde1ZKgymawJVXsCdEk0YdWrpQ5FFiXSbXryHF5c3mCrSiltjJsGPMT68uWsKVuCwvIcl2e/yycrypm+uZw1RU4eO6kLfdPbVr2701fD80vu5bedUwHIsnTkoRGv0i9l2BE9vt4fYmuFm41lLjaXudlU6qLU5WN4diUXDcikb5pFLkeSHdba4lq+WFUEwP0ndmq156hgWMTpCeD2h9CrFaRatKRZ9cQbNDFf43+0Ui1acqvr8AZD6FTSTTdIsegY1TGev3ZUMW1tCfeckCNZLLHIpldj0qqocPuozveTHWekfZxe6rCaVKs5K+3evZvS0lLGjx+/92tarZZRo0axaNEieRFAJotRTm8gMtLF3rpOvrJjY9JGsgE2l7tb7QX24agUap4a/T6TfzyebdXr6ZH4Ju+cO4VHZmyjqNbLtd+s4/JBmVw7JAuVsvVfkP+Z+zPPLr6LKk85CkHBRT1u5Lr+96FTHTyDyBsMsb2ijk1lbjY13PTvrq7nYPs9c3bVMGdXDd2STFzYL51xnRNQt4F/U1njeYN/lwGc1i2JEe1b19hJURSp84dweAOAgE2vIifBSIJJg0UnL9Tb9WqSTFrKXT5SLNKOODy/Txp/7ajil81l3DQ8u831pDhWKoVAqkXXsDjsotTlJVHRenrvtJp3Q2lpKQDJycn7fT05OZm8vLxDPs7n8+Hz/f0fWltbC0A4FCAUlD6dR9byQsEAoWBQ/v+PAqIoUu3y0SPFhFYhEgi03P9JIBAgGAy26GvKGifJoGKXEMZZ52mWi5tYOBfEaxOZMuINbv/jAr7f+jF9EgfzyQWTeHFeLr9uqeSDZQUsya1myricVruQVuOt5Pml9/FH3o8AZFs789CwV+iZOACI/D8GQmF2VNWzubyOLeV1bC53s7Pac9BxXskmDd2SjHRLMtE5Xoc6UM+sAh8ztlWxudzNw79v5X8LdnFOrxQm9UiSM5TagMacC95elEdejYcEg5rbhmdF9fmjMYJhkep6P96AiFGrJNOiIdmkI86g3rvI2Jo/LxtzTZBiVFFY5cbvV0ja/6BvioH2cXp2V3v4aUMx5/dJlSyWWKZVQLpRRXW9nzUV1VKH02RazSLAHv9M0xNF8V9T955++mmmTJlywNfdTgdywl/bFA4F8bhrEQRQKFvdt0hMcXmDqAXQBQUqKjwt+trBYJCamhoAVCr5fRCtLKKHvPJ6UszaJn/uWDkX9DD04eLON/Dptjd4ZvFdZB7fjjsG5tA/Uc3LS8vYVF7HJV+t4/qBiZyaY2016eyiKDKneDqvrX8Cp78GhaDkgpyruTDnBkrcAlPzdrOt2su2Ki+7avwEDnLDb9Mp6RKvo0u8js5xWjrH64jT//1/HQ4FqXf5uKmvhUt7WPllu4OftjmoqAvw5pICPlheyLgOFiZ1tdHO2vTvQVl0ONJzweZKD5+vLgHg1kGJCN5aXN6WirJ5lbl8xBk0dDBrsOlAp/KD109NK/n7HU6jrgnCIuqAi5KyWqx6aT87Ts8x8+oyD1PXFDMhS4OilZz/paABFIHW02cueq9qGiklJQWIZASkpv690lVeXn5AdsC+7rvvPu688869v6+trSUzMxOT1YbZ1rpSuGRHJhQMIIpgstpRquQdHqmERZEa0UfvVDMZCcYWf/09q/0JCQmo1fL7IFppTAEcVKPQKDE2ceOpWDoX3DD4IbbUrmd56XyeWPUfPjxlBqf1iWNQxxQe+2MnKwpreXlpOSvLAzxwQgfsMb57XeUp49kldzO34DcAkvSd6WN/gA1FmZyzthBf8MCOzhatqmGH30j3ZBNdk4wkGTX/uiiy73vAqlJzfUoiVw0LM2t7FV+tLWFrRT2/bHfyy3Ynx2VZuaBvKkMyW89CiyziSM4F/lCYF6cXEBZhQucETuqV1cJRNh+nN4BNbWJQO3ubTflv7DWBT21iTZETk1Un6flgUl8r76+potAVYLNLydAsm2SxtAaOVtSQuNUsArRv356UlBRmzZpFv379APD7/cydO5dnn332kI/TarVotQeu3iuU6qi/6JM1H6VKhVIlvwekVFPnJ8Gip12iGbVEzXVUKhVqtVpeBIhiCWo17eID7Kyqx2Jo+v+nWDkXKFHzxJj3uOiHUex2buW5Zfcy5fg3SbOpeePs3nyxqojXF+Uyf3cNF325jofHdWZ4jNUqi6JIocPD5xs+46edT+IP14KoBN95lNeew6wyNeAGwKhR0i3JRLdkM92TTXRLNpFuObqL8X++B5QqOL1nGqf1SGV1US1frC5i7s4qFuc7WZzvpEO8gcn90pnQNVHSxmCypnW4c8EHS3PZXe0h3qDmrjE5UX/OOFKhsIgrEKRPmoV4c9ue0NOYa4I0u5HdDj+ekCBp3xqzSs3p3ZP5ak0x32woZ3iHRMliaQ2UrSgzNKb+Jm63mx07duz9/e7du1mzZg1xcXFkZWVx++2389RTT9GpUyc6derEU089hcFgYPLkyRJGLZPJGisUFqnzB+mWbEMrX0TLDiPDpqfA6aXeH8Kgabvvl3h9Ek+NeY8bfpvI9J1f0z9lGGd2uRSFIHDxgAwGZ9l4cMZWdlXVc9uPGzmvTyq3jmwflTeqoihS5vazucy1t3HfxrJc3IpXQb0iclCoI3huRavoSNc0E92TTHRPMdMtyUSWXd/saa+CINA/w0r/DCuFDg9frSnmp41l7Kqq54k/tvPawt2c0zuVc3qnkWDUNGssMmltLnPxyYoCAO45IQdbjGfa7Kuizk+SSUOmrW0vADSWQRMZF7itQvrmtef0TuWrNcUs2FVNkdNLulUnaTyy6BBTiwArVqxgzJgxe3+/J43/sssu46OPPuLuu+/G4/Fw4403UlNTw5AhQ5g5cyZms1mqkGUy2VGoqveTaNKSapE/qGSHZzdoSLPoyKvxtOlFAID+KcO5YcCDvLZiCs8tuZtuCf3oEt8LgM6JJj65sC+vLcjlqzXFTF1bwvICB09M6EqXJJOkcVfW/X3Dv7k8ctNfXb+nAZcI6lmg+wCEegTU9LBdw5mdb6Bnip3sOAMqCZtvQWQh6q7RHbn+uHb8sKGUr9YUU+ry8d7SAj5aXshJXRKZ3C9d8n9nWdMLhMJMmbWNkAjjOidwQk6C1CE1GW8gRFgU6ZRoarMj/45FqkXL7igYF5gdZ2Bolo0l+Q6+WVfCbSPbSxaLLHoIoigebBpOm1VbW4vVamX22p1Y7bGVKilrGqFgAJejGrMtrtWk88WSYChMicvHoCwb6VbpupkHAgEqKipITEyUywFiQHW9n8W51dh0anTqprnYitVzQVgMc+cfF7KgYCaZlg58esafmDTW/Y5ZnFvDozO3UlUfQKUQuHFYNhcPSG+RplEOT4DNZW42lUfG8m0uc1Hm9h9wnFIhkBVXi1vxChXeZQD0SBjAIyNfo4O9a7PHCUf/HgiGRebsrOSLVcWsK6nd+/UBGVYm90tnZIc4uUFXDPm398Hbi/N4d2k+dr2aqZf0x25oPVkf+Q4PHeMN9Eq1tPk+F0dzTSCKIisLHZTW+iTf1Ji/q4o7ftqERati+tWDm+xzsq0pKC1j0uCuOJ1OLBaL1OEck5jKBJDJZK1fZZ2fZJOWFLOcBSA7cna9mjSLnnxHPRkSLh5FA4Wg4NGRb3Lxj6MoqN3F4wtu45kxH+53EX9ctp2vLxnAE39sZ87OKl5dsJuFudVMOalLk05acPuCbCl3703p31zmpqj2wHbiAtA+3kD3hjr+bkkGNlRP461Vj1Hvd6NV6rih/wNc2OMGlIrov3hVKQTGdkpkbKdENpS6+GJVEbO3V7Cy0MnKQieZNh0X9E3n9O7JbT57JZZtLXfzwfKGMoAxHVvVAoDDE8CsVdEh3tjmFwCOliAIZFj1FDm8BMOipBlLw7LjSLfoKKr18vu2Cib2SJEsFll0kBcBZDJZ1PAHwwTFyM2AlLN1ZbFHEAQybTqKnB7JUy+jgU0XxzNjPuTq6acwO/dHvt78Lhd0v3b/Y/Rq/ntaN37cWMYLc3eystDJhZ+t4r4TchjfpfHNozyBEFsbbvg3l7vYWOYmv+bgoz2z7Pq9N/zdk010STTtvRkurN3N4wuuY2XpAgD6Jg/loRH/o501p9ExRYOeKWaeOqUrpa72TFtbzHfrSylwePnvnJ28uSiXSb1SOL9PGily+VNMCYbCTJm5jVBY5ISceMZ2bj0N14JhEac3QP8MGyatfKtwLBKMGuwGDQ5PQNLeIEqFwDl9Unll/m6+XlPMGd2T5cWdNk7+zpbJZFGjst5PmkVLkkmety1rvHijhlSLluJaH2mWtr0IANAzaSC3D3qc55fey8vLHqRn4gB6Jg7Y7xhBEDizZwr90608NGMrG8tc3P/bFhbkVnP36I6HvAHwBcNsr6zbu7u/qczF7up6wgcpMEyzaPfe7HdPNtM10XTQRlmhcIivN7/D6ysexxfyoFMZuHngI5zX7WoUQuzXI6eYtdwyoj1XD8nil01lfLm6mHyHh09XFvHFqiJOyElgcv90eqXGdoppW/Hh8gK2VdZh1am4Z0xsLlAdSrnLR5pVR4bcQO6YqZQK2tn1rCpyIoqipDfeZ/RI5q1FeWyrqGNtSS1906yHf5Cs1ZIXAWQyWVTwBkNApIGNQs4CkB0FQRDIshsocvrwB8NyIyvg/O7XsqpsEX/m/sR9f13BZxPnYtXaDzguy67n/fN6896yfD5YVsD0zeWsLnTy+IQu9Ewxs6Oqfr9O/Tuq6gkd5I4/yaShW5KZbskmeiRHfj6STum5zu08Nv9m1pVHav8Hpo7kweGvkmHJPuZ/g2ijVys5t08aZ/dOZeHuar5YXcTyAieztlcya3slPVPMTO6XzgmdEiRveCg7uB2Vdby/LFIG8H+jOxLfiqY/1PtDKBSQE29EpZTPoU0hyazFpFHh8gWx6KTrL2PVqZnQNZEfN5YxdU2JvAjQxsmLADKZLCpU1vnJshnkUVqyYxJviGQDlNZGdrLaOkEQeHjEq2yv3kBB7S4enXcDL4z94qA76yqlguuPy+a4dnE8PGMrRbVerv1mHSqFgD904A2/Xa/eu7vfreHnxn7/BsNBPt/wOm+vfhp/yIdRbebWQVOY1OWyVrH7/28UgsDIDvGM7BDPtgo3X64uZsbWcjaURrIxkhdoOb9PGpN6pkg+Ykz2t2AozKMztxEMi4zqEM9JR1E6E61EUaSy3k/nRBMJckZek9GrlWTadGwpd0u6CABwbp80ftxYxuwdlVTW+eVrrjZM/lSRyWSSq/eHUCkUtIvTyzVqsmOiUESyAUpcPgKhMGp5JwuTxsozYz7iil/GMb/gdz5d/z8u633bIY/vk2bh84v68cLcXfy8qQx/SMSsVe23u989yUSyWXtM3687azYzZf7NbKpcBcBx6SfywPCXSDFlHvVzxqrOiSYeGd+Zm4dn8826Er5ZV0KZy8erC3bz7tI8Tu+ezIX90sm0te2ml9Hgk5WFkZs5rYr7TsxpVZ9Z1fUBLDoV7ePk91lTS7Ho2FlVjzcQkrQzf9ckE33SLKwtruW79SVcO7SdZLHIpCUvAshkMslV1fvpGG8grhV1VpZJJ9GoIcmkocrtl5utNegS34v/G/osTy68nTdWPk6vpIH0Txl+yONNWhWPjO/MZQMzUCkE0q26JrvZCYYDfLTuFd5b8xzBcACTxsKdg5/i9E6TW9UN1dGIN2q47rh2XD4okxlby/lydRE7KuuZuraEaWtLGNEhjov6pTMgBociGAAARhZJREFUw9rm/62ksKuqnneX5gPwn9EdWtUuaiAUpj4QYkCyDYNGvj1oaladihSzhmKnjzSrtD1rzu+TxtriWr5dV8IVgzLlxfI2Sv5fl8lkknL7gujVSrLsBqlDkbUSCoVAtt1AUIyk7soizux8KSd3PI+QGOL+v66m2lNx2MdkxxnIsDVdhs7WqvVc+tOJvLXqSYLhACMzT2LqpMWc0fki+aZ2H1qVgok9Uvjyov68flZPhmfbEYH5u6q5/tv1XPTFan7ZVIY/KL+/W0ooLPLEnzsJhERGtI/jlK5JUofUpMrdPtKtOrmMqpkIgkCGzUCYyPQFKY3JiSfBqKGqPsBfO6okjUUmHXkRQCaTSarK4yfTpsd6BM3DZLIjlWjSktRwkSOLEASB+4a9QHtbFyo9pTw491pC4VCLvHYg5OetVU9x6U8nsK16PVatncdHvc2LY78kyZjWIjHEIkEQGJJl55Uze/LNpQM4p3cqWpWCbRV1PDpzG6d/sIz3luZTU++XOtRW75vNNWwsq8OkUXJ/KysDcPuCqJUKOiYY5fG8zSjeoCbOoMbhkfZzSa1UcFavFAC+XlssaSwy6ciLADKZTDJObwCzRk2WXa4/lDUtpUKgXZwBfygs+a5LNDGoTTw75iN0KgPLiufw/trnm/01N1Wu5uKfRvPemv8SEoOMaXc6X09azMkdz2tVN1LNLTvOwL0n5DD96sHcPDw7UvJSH+CtxXmc+v4yHp+1jR2VdVKH2Srl1nj4aG1kx/TOUR1a1RjbsChSVR+gfZxcktfcVEoFWTY9df4Qoijt59JZvVJRKgTWFteypdwtaSwyaciLADKZTBKiKOLwBMmO0x9yFrlMdiySTBoSjBqq5V3S/XSwd+X+YS8C8O7qZ1lS9FezvI4v6OV/yx/l8p/HsrNmM3ZdAs+M+ZD/nvgJCYbkZnnNtsCqU3P5oEx+umIQT0zoQvdkE/6QyI8by7jgs1Xc9N16Fu6uJizxTUasCosiJbVeluXX8M26El6at4v/+3UrgbDI0Cwrp3dvXe/dqjo/8UY12XFySV5LSDJrsehU1PqCksaRYNRwYk4CANPkbIA2Sb7ylslkknB4Alj1KjLkbteyZqJSKmgfb2B5voNQWJTTXPdxSs75rC5dzPfbPuahudfy+cS5TZqWv658GY/Nv4Vc5zYATupwNv839Flsuvgme422TqVUMKFrEid1SWRtSS1frCpizs4qluY7WJrvINuu54J+6ZzWLUnSbuTRKBQWKXf7yHd4KHB4KXB49v4ocnoPOhLTqFZw/5gOrSp7xR8M4wuJ9E4wye+RFqJXK8mw6thc7sYq8bjA8/qmMnNbBTO2VHDryPaSxyNrWfIigEwma3FhUaTWF6JvmgW9fOEha0ZJJi3xRg01nkCr6uTdFO4a+gwbK1exrXo998+5irdO/hmV4tguC7zBet5Y+SRfbnwTEZF4fTL3DXuR0e1OaaKoZf8kCAJ906z0TbNS5PTy9ZpiftxYSm6Nh2f+3MGbi3I5q1cq5/ZJbVVp7IdzsBv9fIeHwn+50d9jz0SMLJueDJuODIuGvnECyebW9e9X7vaTZdeT0sr+XtEuxaJjV3U9nkBI0mugPqkWOica2VZRx08by7hkQIZkschanrwIIJPJWlx1fYB4o5p0m9yFWNa81EoF2XYDKwpqCOnVcjbAPrQqHc+e8BEX/ziaNWVLeHPlE9wy6NGjfr5VpQt5fMGtFNTuAuC0nAu5c8hTWLS2JolXdnjpVh13jurAtUOz+HlTGV+tLqao1suHywv4ZGUh4zsnMLlfOt2SzVKH2iT2u9Gv8VDg9O690S90egk04kY/y6Yns+FHilm737kiFAzgclS3xF+pxdR6A+jUCjrEG1DI58UWZdWpSDXrKHB4SJdwXKAgCJzXJ40n/tjON2tLmNwvXf6MbEPkRQCZTNaiQmGRen+Qbsk2tCo5C0DW/JLNWuLkbICDyrR04KER/+Pevy7n4/Wv0Dd5KCOzJjTqOeoDbl5b8RhTN78LQLIxjfuHvczwzHHNEbLsCJi0Ki7sl855fdKYt6uKL1YXsbqolt+2VPDblgr6pVu4sF86ozrER/1FfygsUubyUeA8thv9yA2+7pA3+m1JKCxS4wnSO9UsT+aRgCAIpFl15Ds8BENhVErpWrRN6JrI/xbspqjWy6LcakZ2kEu22gp5EUAmk7Woqno/iSYtqRY5C0DWMjSqSDbAykIncQYRRSuq6W0KY9tP5IKy6/hq09s8Mu8GPps4lzRz1hE9dmnRHJ5ceBvF7nwAJnW+jNsGT8GksTZnyLIjpFQIjMlJYExOApvLXHyxupiZ2ypYXVTL6qJa0i06zu+bxhk9kiVt0HqoG/2CGg9FtYe/0c+w/n1zL9/oH15lnZ8kk4Ysu9wMUCoJRg3xBjU1ngCJEpbp6FRKzuiRwqcrC5m6tkReBGhD5EUAmUzWYoKhMP5gmPZpBtQSrnzL2p4Ui3bvfGZ5DNaBbhv0GOvLV7CxciX3/nUF75/6G2rlof+d3H4nryx7hO+3fQxAqimTB4e/ypD00S0UsayxuiWbeXxCF24dkc3UtSV8t76EolovL87bxdtL8pjYI4Xz+6aRbm2eBdo9N/p7dvHzHd69N/2Hu9FXKwXSLQfe6GfZ9CTLN/qN4g2GCIkiOQlGNCr5c1gqSoVAll3PygInoihK2nDynN6pfLaykMV5NeRW18uTItoIeRFAJpO1mMo6P0lmLSlmOQtA1rK0KiXZ/9/enUfJVZf7v//sXXvXrrmqp/SQHpKQCIRAgASEKIP+kGHhgCOiR8GLetXjUQS9Pzl6BfwdD/wOzt6DHhVBvYioQa9HOGpcMkThIMYgwSBDBjpzp+ep5vreP6q7SSeduZOa3q+1enV31e7q7+5+qmp/n/3dz1Mf0l+2DqkuWNoDrnLk+vy67bXf07t/cYHW9/5FX33y/9anzvnfM277xy2r9K+PXaddY8W2Um8/+f36p+U3KeRGjueQcYSaIp7+8VXzdO3ZHXrg2R7du3abNg8k9aO12/Tjp7bpghMa9O4z5mppW+ywnyezOdHvTATUzkR/1vWMZjS/PlR1RQ4r0ZzIy+0CS1mZf248oFcvqNfqjf362dM79MkLTyjZWHD8kAQAcFxkcgXlJS1oCHMwh5JoiXqKBx0NJrOqYzXAPlojnbrl/G/qE7+7Svet/7bOaD5XF82/Yur+4fSgvvzEP+tXL94rSWqPztfnzvuGzmx5VYlGjKMRcH1662mtevOpLXp884DuXbtN/909qIde7NNDL/ZpcXNE7zpjri5a1DjtmuUZJ/qT7fUOdaJfF1RHnIn+8TaYzCrid3RCQ5hEaBkITLQLXF8G7QKvXNqm1Rv79Z/rd+nDK7oU9jNFrHb8hwEcF73jGbVGPTVRmA0lEnB9mlcX1F+3DysRdDkInsF5nZfq6lM/ru+v+5r+1x8+plfUn6rO+Al6pPtB3frHG9Sb3ClLlq465cP6yLLPKOCwbLTS2ZalV82v16vm12tD35juXbtdDz67S+t3jeqzv35OX//DJp03v149oxkm+hUsVzAaTud0eltM0QCH/+WiXNoFnt2ZUGddUN0DSf3Xsz1629K2ko0FxwevAgCOuVQ2L0vS/HpaEaG02uJBbepPaiiVU4Kq2DP68LLP6umeP2ntrsf16Yeu0fzEifrNxpWSpHnxV+hz531Dp805u8SjxLFwQkNYn71okf5xRZdWrtupn/51u3pGM1q5bue07Waa6E9+zUS/PO0eTasl4qk9ESz1ULCHeNBVSzSgrUPJkiYBbMvSO05r1Rcf2aif/HWH3npaK4nyKkcSAMAx1zueVWciqAZWAaDEghOrAZ7eMaJ4wOEgZwaO7ehfX3On3vWL8/V8/zN6vv8Z2Zat9576MX3g9P8pz6GmR7WrC/n1/ld26r3L2rXqhd3a0DuutpjHRL9CjWfykqSFTWGK8pahufGAtgyVvl3g6xc3647HXtLG/nGt2Tqk5R2Jko0Fxx5JAADH1HgmL9dnaV59kAkXykJrLKBN/UmNpHOKlfg6zHLVFGrVFy78rj6x6iq1x+bppvP+XYsbzyj1sHCc+R1bl5/cXOph4CgYY7R7PK1FDWE1kogvSw1l0i4w4jm6/OQ5+unTO3TfX7eTBKhypAMBHFN94xl1xAMUYkPZCHuOOhMBDaZypR5KWTu77QKtetfz+vEVfyQBAFSogWRW8YCrExopBliufLalzkRIyVxBBbP/ehvHw9uXtkqSHtnQp53DqZKOBccWSQAAx8xoOqeg61MXPWdRZuYmggq5Po2QCDigkBth4gBUqFy+oNFMXosawwpR7b2szYn6i+0CS/yetKAhrLM64ioY7VMLBNWFJACAY6YvmVFXXZAl1yg7Ec9RV11QA6lsqYcCAMfErtG02mIBzY1TDLDceY5PnYmghtOlT0y/Y6IzwM+f2aF0rlDi0eBYIQkA4JgYSmUV9bvqoBIxylRbPKCQ69NoGRx0AcBsGk3n5PhsLWoKU8SxQjRHPQUce6qQY6mct6BBzVFPg8mcVj2/u6RjwbFDEgDArDPGaDCZ0/z6oMIeSxBRnmIBV+2JoAaSrAYAUD0KxqhvPKsF9SHVU4+nYsQCrlpjAQ0kMyUdh2NbetupxdoAP/nr9pKOBccOSQAAs24wmVU86GguqwBQ5trjAXmOrbEMqwEAVIf+8azqQ67mUY+n4syNByTLUjZf2mX4Vyxplt9naf2uUT2zc6SkY8GxQRIAwKwqGKORdF4nNIQVdH2lHg5wQPGgq7nxgPrHWQ0AoPJlcgWlcgUtagorwHtwxWkI+dUY8pd8hVpdyK+LX9EkidUA1YokAIBZ1T+eVX3YVWusdL1ugcPRkQjK79hKZkt7HSYAHK2esYza455ao4FSDwVHwLYtddYFlSqDdoHvOL1YIHDV87vVP17aSxQw+0gCAJg1uYLReCanBfVheQ5nIFAZ6kJ+tcUC6uMgB0AFG0nlFHBsndAYkU0xwIrVFCmPdoGLm6Na0hJVNm/082doF1htSAIAmDX94xk1RTy1sAoAFaazLijHtpRiNQCAClQwRv3JjBY0hJQI0pa3knmOT11l1i5w5dM7lCuUdmUCZhdJAACzIpcvKJMraEFDWK6PlxZUlrqgq7ZYkNUAACrS7tFiEr6zjoK81aA5GlDQ8ZW8aO1FixpVF3TVM5rRIxv6SjoWzC6O1AHMit6xjJpjnpqjrAJA5bEsSx2JgCzLUirHagAAlSOVyytnjBY1ciletYgGHLXEvJIXCPQ7tt58aoskCgRWG5IAAI5aJldQXtL8+rB8XIeICtUQ9qst5tEpAEBF2T2aUWciSBK+ysyNB2Sp9O0C33pqq3yWtGbrkF7sHSvpWDB7SAIAOGq94xm1Rj01hf2lHgpwxCzLUmddSMYUE1sAUO4Gk1mF/I5OaAjLskjCV5OGkF9NYX/JE9PNUU8XLmyUJP2U1QBVgyQAgKOSyuZlSZpfH6IaMSpeQ8iv1phHbQAAZS9XMBpK5bSwIaRowCn1cDDLbNtSR11Q6Vy+9O0Cl7ZKkh54tke//nuPTInHg6NHEgDAUekdz6o9EVQDqwBQBYo9mkPKG5V8CSYAHEjvaFotUU8dFAOsWnMinuJBV0Mlrg1w5ty4zpgbUypX0Gd//Zyu/cnT+tvOkZKOCUeHJACAIzaWycn1WeqqC7IMEVWjKexXc9SvvjFWAwAoT8lsXkbSwkY68lQzv2OrMxHUcLq0BWsty9I33rxEHzq3SwHH1tM7hnX1j5/STb95TrtH0yUdG44MrxoAjljfeFYd8YDqQqwCQPWwbUtdE6sB8vRFBlBmjDHaPZZRV11QTRHef6tdczSgsN+n0XRp2wUGHJ/e/8pO/fya5br85DmSipcHvOX7f9adf+qms06FIQkA4IiMpnMKuT511YdKPRRg1s2JFAtdDqVKe9AFAHsbSGYV8xwtoBhgTYgGHLXGPA2myqNzTVPE0y2XnKi733m6TmuNKpkt6JuPvaS3f3+Nfvf8buoFVAiSAAAOmzFGfcniWYhYwC31cIBZ55uoDZDNF5SmUwCAMpHLFzSazmlRU1hhj2KAtaItFpBtWWXVuWZJS1R3vmOp/uXSE9Uc8WvHSFqffvDv+uDPntbfe0ZLPTwcBEkAAIdtKJVT1O+qI0ExIlSvpohfbfGAekYzGi6TMzAAalvPWEZt8aDaYoFSDwXHUX3Ir6aIXwMlLhC4N8uydOlJc7Ty6uX64Dmd8hxba7cN6z0/WqvPr3pevdTWKVskAQAcFmOMBlNZza8PchYCVc3x2VrYGNaSloiSuYJ2jqRZ5gigZMYyOdmWpYWNYTkUA6wptm2pIxFUJl8oy1o1AdenD57TpZVXL9elJzbJSPrl33bprd//s+5+cktZrWBAEa8gAA7LQDKrRNDVXFYBoAbYlqUFjRGd1ZFQxPNpy1CK1oEAjjtjjHrHsppfH6Ilb41qCntKBN2yXpnWEvX0L5edpO+9Y6kWN0c0lsnr//njZr39h2v0+xd7SaSXEZIAAA5ZwRiNpvM6oSGsoOsr9XCA46Yp4ml5e0KdiYC2D6dKXqUZQG3pG8+qPuRqfgPFeGuV37HVkQhoJFP+VfhPa4vp7neerpsvfoUaw35tG0rp//rVs/rQynV6fjf1AsoBSQAAh6x/PKv6sMu1iKhJYc/R0ra4Tm2NaTSTU88olwcAOPYyuYJS2bwWNpKAr3XN0YBCbunbBR4K27L0+sXNuv/q5br27A55Pltrtg7pH360Vl/43QvqH6deQClxQS8qwuSBtpn6/uWvNcN9077Xyzfsu42Z9r0k5XM5JTN5udm8gj5HNu13JEm5gtF4JqfFzXXyO+QPUZscn61FTRFFPUfP9oxq61BKrVGP63MBHDM9Y2m1JwIk4KGI56gt5mljf1KRCqnLFPL79OEV83TFkhZ9ffUmrXqhVz9/Zqd++/xufeCVnbry9Da5vIced5URPZg1+YJRwRjljVGhUFzenZu4rWBevr+w1yR5z0+WNX3SrD1us2TJyOzx/eTPWPs9YzZ53/5+ZmoKbk1+sqZ+pzX1GNM3sqxpPzLtZ/b8vdO2mfiiUCj+fUbSeQ1kUlP76tiWXJ8tz2fLdSz5fXZNJQj6xjJqinhqjXmlHgpQci2xgCKeo2d3jWjrYEoNYVdhP2+pAGbXSConz+fTCY0R2XbtHHNg/9riQb00kFQ6V5BXQSdlWmMB3Xr5yXrHtiF96ZGN+nvPqL66epNWrtuh685boPMX1E8dm+PY44ilghhjlDfFSeqeE/m8MXtM7l++XzNM1m3Lks+25LMs2bYlnyXZluR3fPLblvyOLddny2cXp82WJibbllX8mHgc6xAm5HtPvPd7u/Y/IX/5+/1M7g8yphkf8yA/k81m1dtrFEvUK2/5lM4V+4SPpLMaTeeVzOaVTOWVyRem/r7uRILA77Pld2z5fVZVvZBl8wVl8wUtaKAiMTAp4jk6fW5cUc/RC71jSmYLaqRgF4BZUjBG/cmMlrTElAi6pR4OykRd0FVTxFPvWEYt0co7MXPG3Lh+cNXp+s/1u3THHzdry2BKN/znep3dmdD15y/QwsZwqYdYE0gCHEdmYrKeN8UX9vxeZ+CLk/ri/UZm2llxqfi1bVuyLUvOxGfblny2Jc95efLp9/nk+iw5ti3fxP2ObctnFb+eTALs+TXZ5T0UbDm2pbDnyHX3fdPN5QtKTSQGUrn8RIIgp5FUTulcQYOprLK5ggoq/s/cieSKfyJJ4FZggqB3LKPmmKfmCnyzAY4l12frxDkRxQJucVXAUEotUU8Or6kAjlLvWEYNYb+66unGg5dNtgvcPpxSvmDkq8D3G9uy9KZTWnTRokbd9actumftNv2pe1Dvuucveuuprfo/z+0i8XWMkQQ4DIWJSXpuj6X0e07cC1OTfDPtDPzLy9u1xxl4a+KsfHGZedD1FZeY2/bUhHHvybozbQKvafdX2qSykjk+WxGfrcgM8+FsvqBUtqB0Lj+VKBhN5zSUyiqTNxrLZpXNm6nLHxx7MnFTvgmC9ERCY359uCLfaIBjzbIstcUDing+rd81om1DSc2JeBTwAnDE0rmCMnmj05si8hxeSzBdU8SvuqCroVRW9aHKXYEW9jv66Kvn64pTW/S11Zv00It9+unTO/Tr54r1At6xtJUVqMcISYD92D6U0rCVnPp+cgm5zy5mryaX1ReX0k9O4IqTuMkl4XufbZ95Mm8xsaoi7kQcRGd4amX2Wj2QzOY1ms5pJJ1TOmc0mslO9R+3LMmdTBDsEV+l0DuW1tx4QE0scwYOKBZwdebchKLemF7sHVPIzVf0wRmA0ukZTaurLqTmmc44oOa5PludiaCe2j6s+iroGtkeD+r21y/Wn7cM6suPbNTzvWP68qMbtXLdDn3i/AV69fz6Ug+x6pAE2I/FLRE1NsZnXDq/90SepfQ4FP6JSzb2ThAYY5TJTyQIsi8nCoZTOY1mckrljEbSGeXyxTKNlvZMPFnyfPYxy5KmsnnZlqWuuhBxDhwCv2NrcXNE8YCjZ3eNattQUi3RAMleAIdsKJVVyO/ohEbee7F/zVFPYX+xXWCldAo4mOUdCf3wXWfol3/bqTsee0kvDSR13f/3N63oqtMnLlig+dWQ8SgT1RExx0BXfVgNdQQajj3LsuQ5PnmOT3t3/5lMEOyZHEhm8hrJ5DSaziuVMxpOZZQrFBMEtqWpSwsmV6QczbXJvWNZddUH1cAqAOCQWZal9kSw2D1gZ7FOQHPUrwBLegEcRL5gNJjMaWlbVLEA10Rj/8Keo/ZEUC/uHquaJIBUvNz5zae26nWvaNKdf+rWvWu367GXBvTED9fobUvb9MFzOhXnuXHUqidigCq0Z4Jgb8aYicTA5CqCYueCkUxOo6mcxrN5DaWyyk30e7QtS37fRJvDiS4QB0oQjGVych1LXXXBsqtTAFSCRNDVmR1xPd8zqo1944p4DoWOABzQ7tG0mqN+dXIiCoegNeZpU99YxbULPBQRz9HHz1ugNy9p1VdXb9SjG/t131Pb9eu/9+iD53Tprae1UoT3KJAEACqUZVkKuD4FZig+VigYpfMvJwfSuYLGMnmNpLMaz+Q1lskrk88qv0eCoJgYKF5e4Pps9Y1ntbAhpDquaQaOmOf4dEpLTLGAq7/3jGrHcErNUU82iTUAe0ll8ypIWtQYKVkdIFSWuqCrOVFPu0fSatl7OWmV6KwL6stvPEVPdA/oy49s1Ia+cd3+8AatfHqHrr9ggc7pqiv1ECsSSQCgCtm2paDtK1Yn3+vMY75glJ4oTji5imA8k9dwKqvxbF4j6WKCIOo56uLaK+Co2balrvpQ8fKAiTaCzRGv6s7aADhyxhjtGs1oYWNITRGS7zg0ljXRLnCoctsFHqpXdtbpnnefqV+s26FvPv6SNvaP66M/f0bnza/XdefPVxerZw4LSQCgxvhsSyG/o5lO8OcLprhyYKJLAdcjArOnIezXso6EnusZ1ab+ccUDDtc1ApAkDSazigUcLWgIcwkeDktj2K+6kKvBZLbqazg5tqW3LW3TxSc26TtPdOsnf92h1Zv69dhLA7pyaZs+8MpORQNMbw8FpyEATPHZlsKeo/qQn9ZmwDEQdH06rTWmpa0xpXMF7RxOyRhT6mEBKKFcvqCRdE6LGsNVVeANx0exXWBIY5l8zbyfxAKubrjgBN33D2fq1fPrlS8Y/WjtNr35+0/qZ0/vmKqHhf2ryiTAHXfcofnz5ysQCGjZsmVavXp1qYcEAICk4uUBCxrDWt6RUCTgqHswpezE6hsAtWf3WEat8YDmxqvzmm4ce3MifoU9R6PpfKmHclzNqw/pq286Rd+4Yonm1wc1mMzptt+/qH/40V/05JbBUg+vrFVdEuC+++7Tddddp8985jNau3atzjvvPF122WXq7u4u9dAAAJjSFPF0VkdC8+tD2jGc0mg6V+ohATjOxjI5WZalhQ1hORQDxBEKe47mxgMaTGVLPZSSOHdene5995n65IULFPMcvdg7rg+vXKdP/ud6bRlMlnp4ZanqXm2+/OUv69prr9X73/9+nXzyyfrqV7+qjo4OffOb3yz10AAAmCbkd3RaW0yntsY0msmrZzRdM8s5gVpnjFHvWFbz6kNqjHilHg4qXGvMk+uzlMrV1mqASY7P1jtPn6v7r1muK09vk8+SHt7Qp7f/YI2+tnoTifa9VNWFR5lMRmvWrNGnP/3pabdffPHFeuyxx2b8mXQ6rXQ6PfX98PCwJCmbzSqbrc1sWq3LZrPK5XL8/2sccYDjGQNdCU8Bn/Rcz4i6+0bVEvVzVrAM5HNZ5XM55XO8DtSyYxUHvWMZRV1LHTGX95oyVwnHBBFHagjY6hker9p2gYci6krXv7pTVyxu1Nf+8JL+u3tIP1yzVb9av0sfPqdDrz+56Yi7KORz1ZNIqKokQG9vr/L5vJqbm6fd3tzcrJ07d874M7feeqtuueWWfW7v6+tTocA1mrUol8tpYGBAkuQ4VfUUwWEgDnC8Y8CWNC+Y16bxcW3aNqBE0FHA9R3z34v9K+RzSo4Oy7Ik28frQK06FnGQKxgNjmV0cnNUo4P9Gp2VR8WxUinHBKF8RmNDwxrMear1PHKTLf2v8+boiW1hfWvNbm0dyepfH9qo+57apo8sb9LS5sNvKZgaGZz9gZZI+UbxUdi7tYoxZr/tVm688UZdf/31U98PDw+ro6NDDQ0NamhoOKbjRHmazPI2NjbKdWnfVauIA5QqBtqaC9rYO6YX+8aU9tlqrPKWT+Usn8vKGCkSr5PP4XWgVh2LONg2lNKC9nqdPDdR1b3dq0WlHBPU1RfUW/CUyhaU4L1DkvS6ugZdeHK7frZul777p63aMJDWDau26jUn1Otjr+pU22GsmhhMsRKgLDU2Nsrn8+1z1r+np2ef1QGTPM+T5+17HZbrumX9JMex5TgOMQDiACWJAdeVFs/1qy4a0rO7RrRjNK+WmCeHiUJJ+BxHPsclCVDjZjMORtM5BTy/TmxJKOAxUasUlXBM4LrSgqa4/rJ1ULbP2e9J0Frjc6R/WN6p15/Sqm89/pLuX7dDD23o1x83D+jdZ7brmrPaFfYffFrsK+NVIIerqhaK+P1+LVu2TKtWrZp2+6pVq7RixYoSjQoAgMNjWZba4gGd1ZlQS8zTtqGkktnaLPYEVJOCMeodz2hBfUh1IRIAmH1zIn5FPbfm2gUeikTQ1adfu1A/eveZOrsjoUze6K4nt+gtd/9Z//m3XSrUUGHeqkoCSNL111+v7373u/re976nZ599Vp/4xCfU3d2tD33oQ6UeGgAAhyUWcHXG3LhOmhNVfzKrvrFMqYcE4Cj0jWXUGParq/7wr0cGDkXIX9vtAg/Fwsaw/v0tS/TFNyxWezygvvGsbln1vK6+9yk9tW2o1MM7LqpnTcOEK6+8Un19ffr85z+vHTt2aMmSJXrwwQfV1dVV6qEBAHDY/I6tk5sjigUcPbtrVFuHkmqNBriOGKgw6VxB6bzRaY0Rin7imGqNedrUP65UNk+s7YdlWbrwhAat6KrTfX/dru8+0a1ne0b1/p8+rde9olEff/X8qu6yUHUrASTpIx/5iDZv3qx0Oq01a9bo/PPPL/WQAAA4YpZlqT0R1FmdCc0Je9o6lFKKywOAitIzmlZnIqiW6L61qIDZlAi6aon6NZBkNcDB+B1b71nWrvuvXq43L2mRJWnV87166/fX6FuPb67aS/GqMgkAAEA1SgRdndkR16LGkHrHsxrkAA+oCEOprIKuTwsaQrJZxYNjzLIszY0HlTfFdpQ4uIawX5+5aJH+33edoTPnxpXOF/TdJ4r1Ah54tvrqBZAEAACggniOT6e0xHTG3JhyBaMdw6mqOzgBqkm+YDSYzOmEhpDiwfKtLI/q0hj2qz7kkiw+TCfOieg/3naq/vflJ6st5mn3WEY3/eZ5/R/3/VXP7x4r9fBmDUkAAAAqjG1b6qwL6azOhBJBV1uHUkrnCqUeFoAZ7B7LaE7Er846igHi+HF8tjoTQY1l8jIkig+LZVn6H4sa9dP3Ltc/rpinkOvTMztH9D8ffKHUQ5s1JAEAAKhQ9SG/lnckNL8+pJ7RtIaoBg2UlVQ2r3zBaFFTRH6Hw24cX3OinmIBRyPpXKmHUpE8x9b7zu7Q/dcs1xsWN5d6OLOKVyMAACpYwPXptNaYTmuNKZ0raCeXB8wuI86i4Yj1jGXUVR/UnIi/1ENBDQq6PrXHAxpKkQQ4Go1hv266+BW6/fWvKPVQZg1JAAAAKpxtW1rQGNZZHQlFAo62DqWU4fKAI5LLFzSSymnXSFpbB1PaNZrWlsG0escyFNjCYRlMZhX1HJ3QEJZlUQwQpdESC8j12XSUmQULG6rnkh6n1AMAAACzozHi6Sy/T8/1jGlz/5jqgn5FA7zV748xRul8QclMXslsQbmCkeOzFHR9aoz4laj3lI0WFIjGtH0sp53DKflsS3UhVwGH3tvYv1zBaCiV1ZntCUU8noMonXjAUUvUr+1DabXFed1CEa9KAABUkZDf0WltMUU9n57bPabxbF5zIn7ORKpYpT2ZzSuVKyiVLcjIyO/YCvt9ao56SgT9ing+hf2O/I6tbDar3YVxNdWH1NXoU+9YRlsGk+oZTSuXzyoRdJjgYUY9I2m1RgNqjwdKPRTUOMuy1J4IaetQWrl8QY6PheAgCQAAQNXx2ZYWNkUUDbh6dteItg6l1Br1au7gL5MrKJnLK5nJK1MwsiUF/Y5inqMFDX5FPUdhv6Ow33fQ3u2Oz1ZLLKDmqKeBZFbbBpPaPpxWfzKpqN+neNCVTaIFksYzedm2tLApXHPPOZSnqXaBqZwaw9SnAEkAAACqVnPUU9jv0997RtQ9kFJDyK3aM9fGGKVyBY1n8krm8jJGcieW9rfFA6oP+RX2+xTxHAXcI18Sa1mW6kN+1Yf8mt+Q066RlF4aSGrrYFKe41N9yJXLxK9mGWO0ezytE5uiTLZQNny2pa66oP68ZUgNIcPKMJAEAACgmkU8R6e3xRX1O3qhd0ypXEENIbfiDwJzBaNkJq/xbF6ZfLEIYtD1KeT3qaMuqFjAUWTiLP+xOhsb8RxFvIg6EsUWjVsGkuoZy0jGqD7kV/Aokg2oTP3jWcUDrubXByv+OYbq0hQptgscTucUD7ilHg5KjCQAAABVzvHZesWciGJBV+t3jWjbUFotMU/OQZbAl5PUxLL+mQr4NYb9UxP+kN933CdffsdWeyKotlhAfeMZbR1MaedISrvHMooHipcfMCGsftl8QWPZvJY3JxTyc4iN8jLZLvDZnlGSACAJAABALbAsS62xgCJ+ZyIRkFJT2K+Qv/zOVh9KAb+w51NkooBfubBtS00RT00RT0PJkHYMp7R1KKXuwZTCfp8SQbeiEi84PD2jac2NB9RGMUCUqdZYQBv7x5XM5lmpVONIAgAAUEOiAUdntscV9Ry92DemZDavhhJfu7xnAb9swcjS9AJ+Ee/lpf0HK+BXLuJBV/Ggq676kHpG0to8MK6dwyk5tqW6kF9eGSUvcPRG0zk5PlsLG8PyVUiMovbEAo5aowFtHUqSBKhxJAEAAKgxrs/Wyc0RxYOOnt01qq1DSbVGA8dl8rJnAb9ULq98QfI7s1/Ar1wEXZ+66kOaGw9o92SLwZG08gXRYrBKFIxR33hWi5sjqg9RDBDly7IstcUD6h5M0i6wxvHOAwBADbIsS3PjQYX9jp7dWWwj2Bzxz/rEe7KAXzKXVzpXmgJ+5cDx2WqNBdQS9dQ/ntX2oWKLwb7xpGIeLQYrWd9YRg1hV/PqQ6UeCnBQjWG/GkKuBpJZNUW8Ug8HJUISAACAGpYIujqzI64Xdo9pQ9+4wm5edUdxNjOVyyuVLZ7p37OAX0O49AX8yoFlWWoI+9UQLrYY3DmcUvdgUluHUgo4tuqCtBisJJlcQem80amN4apYuYLq57MtdU60CzSGdoG1iiQAAAA1znN8OqUlqligeHnA9uGUWqLeQc9M5wumWLU/u28Bv3n1wbIt4FcuIp6jhU0RddQFtXs0o+6JFoOWpLqgyzW7FaBnNKP2hKfWKMUAUTnmRDzFA46GUjklgnQKqEUkAQAAgCzLUmddSBHP0bO7RrRlsJgI2LOAXTZf0Hi2ugr4lQPP8ak9EVRrLKC+sYy2DaW0Y6LFYCLgKEqLwbI0nMoq4Npa2Bgh3lFRAhPtAtf3jJIEqFEkAQAAwJT6kF/L2hN6bveoNvWNy3NsZfOFfQr41YX8ilRRAb9y4LMtzYl6aor4NT8V0s7hlLYMFi8XiPgdJYIulefLRL5gNJDM6bTWqOJMolCBWibaBY5n8mXZKhbHFkkAAAAwTcD16dSWmOIBV9uHUkoEXcWDtVHArxxYlqVE0FUi6KqzLqie0YxeGhjX9uGUXFoMloXesYyaIn511lEMEJUpHnTVEg1oy+C4Qv5gqYeD44wkAAAA2IdtW5pXH6LieYmF/I7m1TuaGw+od2yibsBoWgVjlAi4tBgsgVQur5wxWtQYptYFKtrceEBbhpLK5gsUJK0xvHMAAACUOXevFoPbhpLaMZxWfzKpmOcoFnBoMXic7B7NaF59SM1R2quhsjWE/WoM+TWQzGoO7QJrCkkAAACACjGtxWB9TrtGUnpposVgcKLFIJdrHDuDyazCfkcnNIQp1oiK57MtdSSC2rW1uLqIRGLtIAkAAABQgaIBR9FAscVgz0ixbsDO0WKLwYaQS8HGWZYrGA2n81raGlM0wCE0qsOcqF+xgKNh2gXWFF7BAAAAKpjn+NRRF1TbRN2ArYPj2jmSUXYsozgtBmdN72haLbGwOuoooobq4Tk+dSaCembnCEmAGkISAAAAoAr4bEvNUU9zIn4NpXLaPpTStiFaDM6GdK4g+aWFTWEKqKHqNEc9beilXWAtIQkAAABQRfZsMTivfq8Wgz5b9UGXqvaHoGCM8gWjdDavgWRWi5uDagz7Sz0sYNbFAq5aYp66B2gXWCtIAgAAAFSpPVsM7h7NqHtwXLtHMyoYo7qgq7C/dg4FzcSkPjf5uTD9c75gZPbY3rIkx7ZkFfKqD7maX08xQFSvufGAugdoF1graueVHwAAoEa5Pltt8ckWgxltG05px1BavePjintuxbYYzO89kTfFr4sfBRkzfXvHtuSzLTm2LZ8tBVyfAq4tz2cr6Prk+my5vuL9xc+WTD6n4QEp7HHYjOrVEPKrKUy7wFrBqxkAAECNsG1LjRFPjRFPC+pz2jmSUvdAUlsGUwq5pW8xaMz0M/R7n60vyEyb2NuWJcdnyWcVJ+yObSns9yno+uQ5tjzHV7zdZ8m1LTk+e+LzZCLg4ImPbFYao5YCqpxtW+qoC2pnd4p2gTWAJAAAAEANmmoxmAhq9+jLLQZtSfWz2GLw5Yl8YZ/l97m9l+BLE5N6e+KzFPA7Cri2Ao6tgFuc1Ls+e+JzcTI/Ocn32RZL9oEj1BTxKx50aRdYA0gCAAAA1LCAu/8Wg4mAq4jnmzaxLhijXL649H7PM/ZTZ+v3OFVvWZZsa3IZfnEJvjcxmQ84xYm935k+sZ82ubct2ZyFB46LyXaB62gXWPVIAgAAAGBai8HBZFY7htPaOtFicM+lwbY1eV29NXWNfdjvm5rce44td+Ls/Exn7WlTCJSv5mhAL/aOayyTq6nCobWG/ywAAACmWJalupBfdSG/uuqC6hvPyBhNLLm3p32eTASwBB+oDtGAo9a4p8394yQBqhj/WQAAAMwo7DlUxQdqzNxYQC/1J5XJFeR3aBdYjfivAgAAAAAkSfUhv5oixXaBqE4kAQAAAAAAkibaBSaCSufy0wp9onqQBAAAAAAATJkT8RQPuhpiNUBVIgkAAAAAAJjid2x1JoIaTudLPRQcAyQBAAAAAADTNEcDCvt9Gk3nSj0UzDKSAAAAAACAaaIBR60xT4MpLgmoNiQBAAAAAAD7aIsFZFuWMrlCqYeCWUQSAAAAAACwj8l2gf0UCKwqJAEAAAAAAPuYbBeYzReUL9AusFqQBAAAAAAAzKgp7CkRdDVEbYCqQRIAAAAAADAjv2OrIxHQaIZ2gdWCJAAAAAAAYL+aowFF/I52jqRVMFwWUOlIAgAAAAAA9iviOTqtLaZYwNGWwaRG07lSDwlHwSn1AAAAAAAA5a056ikRdLS5b1wb+8c1lMqqOeLJ8XFeudKQBAAAAAAAHJTn+HRic1RNUU8v9o5p+1BKEb9PiaAry7JKPTwcItI2AAAAAIBDVh/ya1l7Qme2x2VZlrYMpZTKUTiwUrASAAAAAABwWHy2pc66kOpDfr3YO6Ytg0n5rJyaIn7ZrAooa6wEAAAAAAAckYjnaGlbTGd1JBSlcGBFYCUAAAAAAOCIWZalllhAdSGXwoEVgCQAAAAAAOCo7Vk48IXdY9o+lFTUc1QX8pd6aNgDaRkAAAAAwKwpFg6M68z2hGRZ6h5MUjiwjLASAAAAAAAwqxyfra76kBrCxcKB3YNJuXZOjWEKB5YaKwEAAAAAAMfEnoUDQ36ftgymKBxYYqwEAAAAAAAcM5ZlqTUWUF3Q1eb+YuHA4XROc8J+CgeWQMX8xb/whS9oxYoVCoVCSiQSM27T3d2tN7zhDQqHw2psbNTHPvYxZTKZ4ztQAAAAAMA+Aq5PJzVH9crOOjVF/No+nNJgMlvqYdWcikkCZDIZvf3tb9eHP/zhGe/P5/O6/PLLNTY2pj/84Q/68Y9/rJUrV+qGG244ziMFAAAAAOxPQ9iv5e0JndGeUMFIWwaTSucKpR5WzaiYywFuueUWSdLdd9894/2//e1vtX79em3ZskVtbW2SpC996Uu65ppr9IUvfEGxWOx4DRUAAAAAcACOz9a8+pAaQn5t6BvTSwNJeT5LDRQOPOYqJglwMI8//riWLFkylQCQpEsuuUTpdFpr1qzRa17zmhl/Lp1OK51OT30/PDwsScpms8pmWZpSi7LZrHK5HP//GkccgBgAMQCJOAAxcKwFfNLJjUHVe7Ze7BvVS72jagg7CvvLa6qaz1VPMcPy+ssehZ07d6q5uXnabXV1dfL7/dq5c+d+f+7WW2+dWmWwp76+PhUKLEmpRblcTgMDA5Ikx6mapwgOE3EAYgDEACTiAMTA8eJIWhAsKJBNa2vvkHqMUV3Qr3KpG5gaGSz1EGZNSaP45ptvnnECvqcnn3xSy5cvP6THs2ZYNmKMmfH2STfeeKOuv/76qe+Hh4fV0dGhhoYGNTQ0HNLvRXWZzPI2NjbKdd0SjwalQhyAGAAxAIk4ADFwvM1tlRaMZbShb1Q7hzOKej4lgqX/uw+mWAkwKz760Y/qne985wG3mTdv3iE9VktLi5544olptw0MDCibze6zQmBPnufJ87x9bnddlyd5DXMchxgAcQBiAMQAJBEHIAaOt5aEq8ZoUFsGk3qhd1zbR3OaE/HkOaVbFuCrolUgJd2TxsZGNTY2zspjnXvuufrCF76gHTt2qLW1VVKxWKDneVq2bNms/A4AAAAAwLHn+GzNbwirIezXht5xdQ8WCwc2hv0HXOmNg6uYdEZ3d7f6+/vV3d2tfD6vp556SpK0cOFCRSIRXXzxxVq8eLHe85736Pbbb1d/f78++clP6gMf+ACdAQAAAACgAsUCrpa2xdQc9fRC76i6B1NqDLtlVziwklTMX+5zn/ucvv/97099f8YZZ0iSHnroIV144YXy+Xx64IEH9JGPfESvetWrFAwG9a53vUtf/OIXSzVkAAAAAMBRsm1LbfGA6kKuNvWNa1P/uIaSOc2JenJsVgUcropJAtx99926++67D7hNZ2enfvWrXx2fAQEAAAAAjpug69PilqjmRPx6YfeYtg+nFPOcsigcWEnKpOECAAAAAAAH1xjxtLwzoaWtMeWNtGUwqUyO9u6HqmJWAgAAAAAAIEmuz9aCxrAaIy8XDgw4thpCLoUDD4KVAAAAAACAijRZOHB5R1yeY6t7MKXxTL7UwyprrAQAAAAAAFQs27Y0Nx5UfcivjX3j2tw/pqFUVk0RCgfOhJUAAAAAAICKF3R9OqUlqrM769QQ8mvbUEpDqWyph1V2SAIAAAAAAKpG02ThwLaosnmjrYMpCgfugcsBAAAAAABVxfXZOqExosawpxd7R7V1MKWA66NwoFgJAAAAAACoUvGgqzPmJrSsIyG/Y2vLEIUDWQkAAAAAAKhatm2pPRFUQ7hYOHBT35iGJwoH+mqwcCArAQAAAAAAVS/o+rS4OaJXdtWpbqJw4HANFg5kJQAAAAAAoCZYlqWmiKdE0FX3wLhe7B3X1qGU5oT98ju1cY6cJAAAAAAAoKbUcuHA2kh1AAAAAACwlz0LB7o+S91DSSWz1V04kJUAAAAAAICaNVk4sD7kakPvmF4aSGooWb2FA1kJAAAAAACoeSG/oyWtMZ3dWadEyNXWKi0cyEoAAAAAAABULBw4J/py4cANfePaOpRULm9KPbRZw0oAAAAAAAD24HdsLWwqthNsiwU0ni2UekizhpUAAAAAAADMIBF0dWZ7Ql52rNRDmTWsBAAAAAAAYD98tqW5iWCphzFrSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjSAIAAAAAAFAjnFIPoNwYYyRJIyMjcl23xKNBKWSzWY2MjMjzPGKghhEHIAZADEAiDkAMoGhkZETSy/PFSkYSYC99fX2SpPnz55d4JAAAAACActLX16d4PF7qYRwVkgB7qa+vlyR1d3dX/D8XR2Z4eFgdHR3asmWLYrFYqYeDEiEOQAyAGIBEHIAYQNHQ0JA6Ozun5ouVjCTAXmy7WCYhHo/zJK9xsViMGABxAGIAxAAkEQcgBlA0OV+sZJW/BwAAAAAA4JCQBAAAAAAAoEaQBNiL53m66aab5HleqYeCEiEGIBEHIAZADKCIOAAxAKm64sAy1dDjAAAAAAAAHBQrAQAAAAAAqBEkAQAAAAAAqBEkAQAAAAAAqBEkAQAAAAAAqBElSQLceuutOuussxSNRjVnzhxdccUVeu6556ZtY4zRzTffrLa2NgWDQV144YX629/+Nm2bb3/727rwwgsVi8VkWZYGBwen3f/www/LsqwZP5588skDjnHdunW64IILFAwGNXfuXH3+85/X3jUU77nnHi1dulShUEitra163/vep76+voPu/x133KH58+crEAho2bJlWr169bT777//fl1yySVqbGyUZVl66qmnDvqYlYg4OHAc3HzzzTrppJMUDodVV1eniy66SE888cRBH7eSEAMHjoFrrrlmn/Gec845B33cSkMcHDgO9jfm22+//aCPXSmIgQPHwK5du3TNNdeora1NoVBIl156qV544YWDPm6lqeU4ePTRR/WGN7xBbW1tsixLv/jFL/bZphaOD4mBA8cAx4ZFtRwDs3ZsaErgkksuMXfddZd55plnzFNPPWUuv/xy09nZaUZHR6e2ue2220w0GjUrV64069atM1deeaVpbW01w8PDU9t85StfMbfeequ59dZbjSQzMDAw7fek02mzY8eOaR/vf//7zbx580yhUNjv+IaGhkxzc7N55zvfadatW2dWrlxpotGo+eIXvzi1zerVq41t2+ZrX/ua2bhxo1m9erU55ZRTzBVXXHHAff/xj39sXNc13/nOd8z69evNxz/+cRMOh81LL700tc0PfvADc8stt5jvfOc7RpJZu3btIf5lKwtxcOA4uOeee8yqVavMhg0bzDPPPGOuvfZaE4vFTE9Pz6H+icseMXDgGLj66qvNpZdeOm3cfX19h/rnrRjEwYHjYO8xf+973zOWZZkNGzYc6p+47BED+4+BQqFgzjnnHHPeeeeZP/3pT+bvf/+7+eAHP7jP36ca1HIcPPjgg+Yzn/mMWblypZFkfv7zn++zTS0cHxIDB44Bjg2LajkGZuvYsCRJgL319PQYSeaRRx4xxhTf8FpaWsxtt902tU0qlTLxeNx861vf2ufnH3rooRn/uXvLZDJmzpw55vOf//wBt7vjjjtMPB43qVRq6rZbb73VtLW1TQXF7bffbhYsWDDt577+9a+b9vb2Az722WefbT70oQ9Nu+2kk04yn/70p/fZdtOmTVX7Ij8T4mDmOJg0NDRkJJnf/e53B3zsSkYMTI+Bq6++2rzpTW864ONUI+LgwK8Fb3rTm8xrX/vaAz5upSMGXo6B5557zkgyzzzzzNT9uVzO1NfXm+985zsHfOxKV0txsKf9HfxPqqXjQ2LgwDg2LKqlGJitY8OyqAkwNDQkSaqvr5ckbdq0STt37tTFF188tY3nebrgggv02GOPHfHv+eUvf6ne3l5dc801B9zu8ccf1wUXXCDP86Zuu+SSS7R9+3Zt3rxZkrRixQpt3bpVDz74oIwx2rVrl372s5/p8ssv3+/jZjIZrVmzZtp+SdLFF198VPtVLYiD/cdBJpPRt7/9bcXjcS1duvTQdrQCEQP7xsDDDz+sOXPm6BWveIU+8IEPqKen5/B2tgIRB/t/Ldi1a5ceeOABXXvttYe2kxWKGHg5BtLptCQpEAhM3e/z+eT3+/WHP/zhcHa34tRKHGD/iIH949iwdmNgNo4NS54EMMbo+uuv16tf/WotWbJEkrRz505JUnNz87Rtm5ubp+47EnfeeacuueQSdXR0HHC7nTt3zvi79xzbihUrdM899+jKK6+U3+9XS0uLEomEvvGNb+z3cXt7e5XP52d9v6oBcTDzfv3qV79SJBJRIBDQV77yFa1atUqNjY2HvK+VhBjYd78uu+wy3XPPPfr973+vL33pS3ryySf12te+dmpSUI2IgwPv1/e//31Fo1G95S1vOej+VSpiYPp+nXTSSerq6tKNN96ogYEBZTIZ3Xbbbdq5c6d27Nhx2PtcKWopDjAzYmBmHBvWdgzM1rFhyZMAH/3oR/X000/r3nvv3ec+y7KmfW+M2ee2Q7V161b95je/2efsySmnnKJIJKJIJKLLLrvsgL97z9vXr1+vj33sY/rc5z6nNWvW6Ne//rU2bdqkD33oQ5Kk1atXTz1uJBLRPffcc0z2q1oQBzPv12te8xo99dRTeuyxx3TppZfqHe94R9WeCSYG9t2vK6+8UpdffrmWLFmiN7zhDfqv//ovPf/883rggQeOaN8rAXFw4P363ve+p3e/+93TzgpXG2Jg+n65rquVK1fq+eefV319vUKhkB5++GFddtll8vl8R7TvlaAW4wDTEQMz49iwqFZjYLaODZ3D2nqW/dM//ZN++ctf6tFHH1V7e/vU7S0tLZKK2ZTW1tap23t6evbJvByqu+66Sw0NDXrjG9847fYHH3xQ2WxWkhQMBqd+/96ZpMkn1+Tvv/XWW/WqV71Kn/rUpyRJp512msLhsM477zz9y7/8i5YvXz6tamtzc7M8z5PP55vxsY90v6oBcbD//QqHw1q4cKEWLlyoc845R4sWLdKdd96pG2+88Yj2v1wRA4e2X62trerq6qrKquAScXCw/Vq9erWee+453XfffUe0z5WAGJh5v5YtW6annnpKQ0NDymQyampq0itf+UotX778iPa93NVaHGBfxMD+cWxIDOzpSI8NS7ISwBijj370o7r//vv1+9//XvPnz592//z589XS0qJVq1ZN3ZbJZPTII49oxYoVR/T77rrrLr33ve+V67rT7uvq6pp6Is2dO1eSdO655+rRRx9VJpOZ2u63v/2t2traNG/ePEnS+Pi4bHv6n28yI2+MUTAYnHrchQsXKhqNyu/3a9myZdP2S5JWrVp1RPtV6YiDw48DY0xVLQUnBg4vBvr6+rRly5Zpb3rVgDg4tDi48847tWzZsqq89pMYOLQYiMfjampq0gsvvKA///nPetOb3nTY+17OajUO8DJi4PBxbFjbMXDEx4ZHXVrwCHz4wx828XjcPPzww9PaG4yPj09tc9ttt5l4PG7uv/9+s27dOnPVVVft0/phx44dZu3atVOtUh599FGzdu3afdok/O53vzOSzPr16w9pfIODg6a5udlcddVVZt26deb+++83sVhsWuuHu+66yziOY+644w6zYcMG84c//MEsX77cnH322Qd87MlWQHfeeadZv369ue6660w4HDabN2+e2qavr8+sXbvWPPDAA0aS+fGPf2zWrl1rduzYcUjjrxTEwf7jYHR01Nx4443m8ccfN5s3bzZr1qwx1157rfE8b1qF6EpHDOw/BkZGRswNN9xgHnvsMbN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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_prophet_forecast_vs_actual_values(df, models, store, family):\n", " tmp = df[(df.store_nbr == store) & (df.family == family)][['date', 'store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week','day_of_month','month','week']].rename(columns={\"date\": \"ds\"})\n", " model = models[str(store) + \"_\" + family]\n", " future = model.make_future_dataframe(periods=12)\n", " forecast = model.predict(tmp)\n", " fig1 = model.plot(forecast)\n", " plt.plot(tmp['sales'], label = 'Actual', color = 'green')\n", " plt.title('Forecast vs Actual Values')\n", " ax = plt.gca()\n", " x_min_lim = tmp.ds.min()\n", " x_max_lim = tmp.ds.max()\n", " ax.set_xlim([x_min_lim, x_max_lim])\n", " plt.legend()\n", " plt.show()\n", "\n", "store = 28\n", "family = 'HOME AND KITCHEN II'\n", "plot_prophet_forecast_vs_actual_values(df_test, models_prophet_month, store, family)" ] }, { "cell_type": "markdown", "id": "a4afb1fb-fc3f-48cf-bdd9-7306a1a2ae6f", "metadata": {}, "source": [ "With this model we obtain similar results to sarimax forecast." ] }, { "cell_type": "code", "execution_count": 110, "id": "1ba385dc-2aaf-40da-b254-db480a73b2b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "store = 39\n", "family = 'CLEANING'\n", "plot_prophet_forecast_vs_actual_values(df_test, models_prophet_month, store, family)" ] }, { "cell_type": "markdown", "id": "977d2dcd-126e-423b-b66c-eb812f112b20", "metadata": {}, "source": [ "This model is performing way worst than the sarimax forecast." ] }, { "cell_type": "markdown", "id": "28f77a23-c8a3-4da2-95c4-ed0f465cf436", "metadata": {}, "source": [ "\n", "#### Year historical data\n", "\n", "Train the model or load trained model from disk." ] }, { "cell_type": "code", "execution_count": 46, "id": "6c0ff933-baed-4057-a66b-56a81fc6cfce", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 12min 4s\n", "Wall time: 19min 17s\n" ] } ], "source": [ "%%time \n", "#19 min\n", "file_path = 'prophet_year_trained2.pickle'\n", "# models_prophet_year = train_multiple_prophet_models(df_train_year, file_path)\n", "with open(file_path, 'rb') as file:\n", " # Deserialize and retrieve the variable from the file\n", " models_prophet_year = pickle.load(file)" ] }, { "cell_type": "code", "execution_count": 47, "id": "912a0850-0cf3-4fc4-8e42-23ca5ad3512b", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "General value for R2 metric for all models is: 0.9415668276669995\n", "\n", "General value for MAE metric for all models is:90.74235849878538\n", "\n", "General value for RMSLE metric for all models is:0.4886493013308016\n", "CPU times: total: 4min 13s\n", "Wall time: 4min 16s\n" ] } ], "source": [ "%%time\n", "r2_prophet_year, mae_prophet_year, rmsle_prophet_year, all_models_metric_prophet_year = prophet_metric_errors(models_prophet_year, df_test)" ] }, { "cell_type": "code", "execution_count": 26, "id": "55425025-bb75-4348-8c13-4b2d8a7f583b", "metadata": {}, "outputs": [], "source": [ "new_row = pd.DataFrame({'MAE': [mae_prophet_year], 'R2': [r2_prophet_year], 'RMSLE': [rmsle_prophet_year]}, index=['Prophet2 trained year data'])\n", "df_results = pd.concat([df_results, new_row])" ] }, { "cell_type": "markdown", "id": "dfe26d00-b441-4263-9152-de57f0f23ebe", "metadata": {}, "source": [ "As you can see, we get the **best results so far**. This also can be seen in the graphs below, which are the same time series plots than in sarimax and in monthly prophet version. With this model, the forecasting is more similar to actual values than in the other models. " ] }, { "cell_type": "code", "execution_count": 56, "id": "56cd34d1-b90e-49bb-a08e-d754830598b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "store = 28\n", "family = 'HOME AND KITCHEN II'\n", "plot_prophet_forecast_vs_actual_values(df_test, models_prophet_year, store, family)" ] }, { "cell_type": "code", "execution_count": 57, "id": "10c99b29-68f5-44be-81e7-7f3b3416a6dc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "store = 39\n", "family = 'CLEANING'\n", "plot_prophet_forecast_vs_actual_values(df_test, models_prophet_year, store, family)" ] }, { "cell_type": "markdown", "id": "7183e2cf-5506-47ce-93a8-dcc76cae22a6", "metadata": {}, "source": [ "\n", "#### Evaluation for test set Kaggle" ] }, { "cell_type": "code", "execution_count": 58, "id": "6c824050-79ab-4839-bd05-36c83e1cd246", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 3min 57s\n", "Wall time: 3min 59s\n" ] } ], "source": [ "%%time\n", "y_prediction = []\n", "ids = []\n", "a_final_eval = test_df.rename(columns={\"date\": \"ds\"})\n", "\n", "store_list = a_final_eval.store_nbr.sort_values().unique()\n", "family_group = a_final_eval.family.sort_values().unique()\n", "\n", "for store in store_list:\n", " for family in family_group:\n", " tmp = a_final_eval[(a_final_eval.store_nbr == store) & (a_final_eval.family == family)]\n", " if tmp.size > 0:\n", " model = str(store) + \"_\" + family\n", " forecast = models_prophet_year[model].predict(tmp)\n", " y_prediction.extend(forecast['yhat'].values)\n", " ids.extend(tmp.id.values)\n", "\n", "kaggle_results = pd.DataFrame({'id': ids, 'sales': y_prediction}).sort_values(by='id')\n", "kaggle_results[kaggle_results.sales < 0]['sales'] = 0 # Negative results don't make sense in terms of sales\n", "from datetime import date\n", "today = str(date.today())\n", "kaggle_results.to_csv('submission_prophet_{date}.csv'.format(date = today), index=False) " ] }, { "cell_type": "markdown", "id": "e1b84472-02bc-4424-9fe3-f5d7c026c74d", "metadata": {}, "source": [ "\n", "### XGBoost\n", "\n", "ML models could be a good fit for our data because also can take into account seasonality components and also exogenous (i.e. external) variables can be added to the model.\n", "\n", "Xgboost model is a type of model made of **multiple decision trees**, actually is an ensemble of two types of model: a weak one and strong one. This model is made in an iterative way: in each step the weak model (which is a tree) is trained to predict the error of the strong one and then this weak model is added to the strong one to reduce its the error in each iteration.\n", "\n", "In tree algorithms, the value of the feature does not matter, but the order of the values, that's why in these models the standardization of the data is not necessary and in this section we won't standardize the data. They are robust to noisy data, have interpretable properties and are well suited for training on small datasets, or on datasets where the ratio of number of features / number of examples is high.\n", "\n", "This model can be used for forecasting. The core idea is to leverage past observations to predict future values. You can add **lagged versions of your target variable as features**. For example, to predict sales next day, you can include features like sales from the previous days.\n", "\n", "To train the xgboost model, what I've done is the following:\n", "1. First, train the basic xgboost (with cross validation) with different lagged values and get the number of lagged values that lead the best error metrics.\n", "2. Secondly, train with cross validation and hyperparameter tunning the model with the best metric error from the previous step.\n", "\n", "\n", "For the scoring function, MAE, RMSLE and R2 is calculated for each model and then a general MAE, RMSLE and R2 is calculated.\n", "\n", "At first, we'll try to fit data with a monthly historical range and then we'll use the year of historical dataframe." ] }, { "cell_type": "code", "execution_count": 27, "id": "f9f4d36d-a321-4f17-9b1b-90c6bea1a310", "metadata": {}, "outputs": [], "source": [ "# Feature engineering to add lagged values for the sales feature in the dataset\n", "\n", "def create_lag_features(group,total_lags):\n", " for lag in range(1,total_lags+1):\n", " key = 'sales_lag_' + str(lag)\n", " group[key] = group['sales'].shift(lag)\n", " return group\n", "\n", "def create_lag_values_sales(df,total_lags, features = ['date','store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week','day_of_month','month','week']):\n", " df_tmp = df.copy()\n", " df_tmp = df_tmp[features]\n", "\n", " # Sort the DataFrame by date to ensure proper alignment\n", " df_tmp.sort_values(by=['store_nbr', 'family', 'date'], inplace=True)\n", "\n", " # Apply the function to each group formed by 'family' and 'store_nbr'\n", " df_lagged = df_tmp.groupby(['family', 'store_nbr']).apply(create_lag_features, total_lags = total_lags)\n", " \n", " # Drop rows with NaN resulting from lagged values\n", " df_lagged.dropna(inplace=True)\n", "\n", " df_lagged.drop(columns=['date'], inplace=True)\n", " return df_lagged\n", " \n", "def custom_preprocessing(df, total_lags, features = ['date','store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week','day_of_month','month','week']):\n", " df_tmp = df.copy()\n", " return pd.get_dummies(create_lag_values_sales(df_tmp,total_lags,features), columns=['family'])\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "7f154f0e-7183-47b5-b8ed-3d9282a51b61", "metadata": {}, "outputs": [], "source": [ "# Get the best model with differents number of lagged values \n", "\n", "def metrics_error_for_different_lagged_values_xgb(df_train, df_test, features = ['date','store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week','day_of_month','month','week']):\n", " # Create dt to store results\n", " grid_search_lagged_values_xgb = pd.DataFrame()\n", " testing_values_xgb = pd.DataFrame()\n", "\n", " # Prepare train data\n", " df_train_xgboost = df_train.copy()\n", " df_train_xgboost.index = df_train_xgboost.id\n", " df_train_xgboost.drop(columns = ['id'], inplace = True)\n", " # Prepare test data\n", " df_test_xgboost = df_test.copy()\n", " df_test_xgboost.index = df_test_xgboost.id\n", " df_test_xgboost.drop(columns = ['id'], inplace = True)\n", " \n", " for total_lagged_values in [1,7,14,21,28,30]:\n", " \n", " ## Define RMSLE custom scorer\n", " def rmsle(y_true, y_pred):\n", " return np.sqrt(np.mean(np.square(np.log1p(y_pred) - np.log1p(y_true))))\n", " \n", " ## Tranform training and testing data\n", " df_train_xgboost_tmp = custom_preprocessing(df_train_xgboost, total_lagged_values, features)\n", " df_train_xgboost_tmp_X = df_train_xgboost_tmp.drop(columns=['sales'])\n", " df_train_xgboost_tmp_y = df_train_xgboost_tmp['sales']\n", " df_test_tmp = pd.concat([df_train_xgboost,df_test_xgboost])\n", " df_test_tmp = custom_preprocessing(df_test_tmp, total_lagged_values, features)\n", " df_test_xgboost_tmp = df_test_tmp[df_test_tmp.index.isin(df_test_xgboost.index)]\n", " df_test_dt_X = df_test_xgboost_tmp.drop(columns=['sales'])\n", " df_test_dt_y = df_test_xgboost_tmp['sales']\n", " \n", " ## Define the model and the cross validation settings\n", " xgb_model = xgb.XGBRegressor(objective='reg:squaredlogerror')\n", " # Define the number of folds for cross-validation\n", " n_folds = 5\n", " # Define custom scoring functions for different metrics\n", " scoring = {\n", " 'mae': make_scorer(mean_absolute_error),\n", " 'r2': make_scorer(r2_score),\n", " 'rmsle': make_scorer(rmsle, greater_is_better=False)\n", " }\n", " # Perform KFold cross-validation\n", " kf = KFold(n_splits=n_folds, shuffle=True, random_state=42)\n", " # Perform cross-validation and calculate multiple metrics\n", " mae_scores = cross_val_score(xgb_model, df_train_xgboost_tmp_X, df_train_xgboost_tmp_y, scoring=scoring['mae'], cv=kf)\n", " r2_scores = cross_val_score(xgb_model, df_train_xgboost_tmp_X, df_train_xgboost_tmp_y, scoring=scoring['r2'], cv=kf)\n", " # For RMSLE, we need to use custom scoring and handle predictions with log transformation\n", " rmsle_scores = cross_val_score(xgb_model, df_train_xgboost_tmp_X, df_train_xgboost_tmp_y, scoring=scoring['rmsle'], cv=kf)\n", " rmsle_scores = -rmsle_scores # Convert negative scores to positive (RMSLE should be minimized)\n", " # Get the mean of all cross validations sets\n", " mae = np.mean(mae_scores)\n", " r2 = np.mean(r2_scores)\n", " rmsle = np.mean(rmsle_scores)\n", " # Save cross validating score\n", " new_row = pd.DataFrame({'MAE': [mae], 'R2': [r2], 'RMSLE': [rmsle]}, index=['XGBoost trained month data with {} lagged values'.format(total_lagged_values)])\n", " grid_search_lagged_values_xgb = pd.concat([grid_search_lagged_values_xgb, new_row])\n", " \n", " ## Train model and apply it to test data\n", " xgb_model.fit(df_train_xgboost_tmp_X, df_train_xgboost_tmp_y)\n", " pred_xgb = xgb_model.predict(df_test_dt_X)\n", " # Get testing score\n", " mae = mean_absolute_error(df_test_dt_y, pred_xgb)\n", " r2 = r2_score(df_test_dt_y, pred_xgb)\n", " pred_xgb = [0 if i < 0 else i for i in pred_xgb] #Mean Squared Logarithmic Error cannot be used when targets contain negative values.\n", " rmsle = sqrt(mean_squared_log_error(df_test_dt_y, pred_xgb))\n", " # Save testing score\n", " new_row = pd.DataFrame({'MAE': [mae], 'R2': [r2], 'RMSLE': [rmsle]}, index=['XGBoost trained month data with {} lagged values'.format(total_lagged_values)])\n", " testing_values_xgb = pd.concat([testing_values_xgb, new_row])\n", "\n", " return grid_search_lagged_values_xgb, testing_values_xgb\n", " " ] }, { "cell_type": "code", "execution_count": 38, "id": "97d05a93-4158-4752-a749-50b2390daf40", "metadata": {}, "outputs": [], "source": [ "#Train xgboost model for forecasting\n", "\n", "def tune_hyperparameters_xgb_with_specific_lagged_values(df_train, df_test, number_of_lagged_values, features = ['date','store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week','day_of_month','month','week']):\n", " # Prepate data\n", " df_train_xgb = df_train.copy()\n", " df_train_xgb.index = df_train_xgb.id\n", " df_test_xgb = df_test.copy()\n", " df_test_xgb.index = df_test_xgb.id\n", " # Apply feature engineering\n", " df_train_xgb = pd.get_dummies(create_lag_values_sales(df_train_xgb,number_of_lagged_values), columns=['family'])\n", " df_test_xgb = pd.get_dummies(create_lag_values_sales(df_test_xgb,number_of_lagged_values), columns=['family'])\n", " # Split target and features\n", " df_train_xgb_X = df_train_xgb.drop(columns=['sales'])\n", " df_train_xgb_y = df_train_xgb['sales']\n", " df_test_xgb_X = df_test_xgb.drop(columns=['sales'])\n", " df_test_xgb_y = df_test_xgb['sales'] \n", "\n", " # Define grid search and cross validation settings\n", " kf = KFold(n_splits=5, random_state=42, shuffle=True)\n", " params_grid_xgb = {\n", " 'n_estimators' : [25,50,100],\n", " 'max_depth': [2,3,4,5,6,7], #Control overfitting\n", " 'colsample_bytree': [0.25, 0.5, 1], #Control overfitting\n", " 'min_child_weight': [1,10,100], #Control overfitting\n", " 'gamma': [1,10,100] #Control overfitting\n", " }\n", "# {'colsample_bytree': 1, 'gamma': 1, 'max_depth': 7, 'min_child_weight': 10, 'n_estimators': 100} a year\n", "# {'colsample_bytree': 1, 'gamma': 1, 'max_depth': 4, 'min_child_weight': 10, 'n_estimators': 100} month\n", " \n", " xgb = XGBRegressor(n_jobs= -1)\n", " # Fit xgb\n", " grid_xgb = GridSearchCV(xgb, params_grid_xgb, n_jobs=-1, cv=kf, verbose=1, scoring=['neg_mean_squared_error'], refit='neg_mean_squared_error')\n", " grid_xgb.fit(df_train_xgb_X,df_train_xgb_y)\n", " print(\"Best params:\\n\")\n", " print(grid_xgb.best_params_)\n", " # Predict and get eval metrics\n", " pred_grid_pipeline_xgb = grid_xgb.predict(df_test_xgb_X)\n", " mae = mean_absolute_error(df_test_xgb_y, pred_grid_pipeline_xgb)\n", " r2 = r2_score(df_test_xgb_y, pred_grid_pipeline_xgb)\n", " pred_grid_pipeline_xgb = [0 if i < 0 else i for i in pred_grid_pipeline_xgb] #Mean Squared Logarithmic Error cannot be used when targets contain negative values.\n", " rmsle = sqrt(mean_squared_log_error(df_test_xgb_y, pred_grid_pipeline_xgb))\n", "\n", " return grid_xgb, r2, mae, rmsle " ] }, { "cell_type": "markdown", "id": "9caef213-38c1-4f04-8342-4b1708e2882a", "metadata": {}, "source": [ "\n", "#### Monthly historical data\n", "\n", "For training Xboost, let's find out how many lagged values should we add to our data. So, at first we'll search for the best base model with different combinations of lagged values, and then we'll improve that model by tunning the hyperparameters." ] }, { "cell_type": "code", "execution_count": 35, "id": "fba450cd-ae72-4f12-bb8d-dde2d2425b8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 0 ns\n", "Wall time: 0 ns\n" ] } ], "source": [ "%%time \n", "features = ['date','store_nbr','family','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','sales','day_of_week']\n", "cross_validation_errors, testing_errors = metrics_error_for_different_lagged_values_xgb(df_train_month, df_test, features)" ] }, { "cell_type": "code", "execution_count": 35, "id": "b4d950a0-8eac-4643-a372-e3a129ce0cf2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MAER2RMSLE
XGBoost trained month data with 1 lagged values379.9263130.0455490.877013
XGBoost trained month data with 7 lagged values377.2660000.0431800.865436
XGBoost trained month data with 14 lagged values388.2004460.0276240.900591
XGBoost trained month data with 21 lagged values409.465604-0.0031640.996473
XGBoost trained month data with 28 lagged values503.715511-0.0516681.232517
XGBoost trained month data with 30 lagged values452.422905-0.0790921.392749
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" ], "text/plain": [ " MAE R2 \\\n", "XGBoost trained month data with 1 lagged values 379.926313 0.045549 \n", "XGBoost trained month data with 7 lagged values 377.266000 0.043180 \n", "XGBoost trained month data with 14 lagged values 388.200446 0.027624 \n", "XGBoost trained month data with 21 lagged values 409.465604 -0.003164 \n", "XGBoost trained month data with 28 lagged values 503.715511 -0.051668 \n", "XGBoost trained month data with 30 lagged values 452.422905 -0.079092 \n", "\n", " RMSLE \n", "XGBoost trained month data with 1 lagged values 0.877013 \n", "XGBoost trained month data with 7 lagged values 0.865436 \n", "XGBoost trained month data with 14 lagged values 0.900591 \n", "XGBoost trained month data with 21 lagged values 0.996473 \n", "XGBoost trained month data with 28 lagged values 1.232517 \n", "XGBoost trained month data with 30 lagged values 1.392749 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cross_validation_errors" ] }, { "cell_type": "code", "execution_count": 36, "id": "014bab3b-9ca8-4508-abd4-7c122df15c8d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MAER2RMSLE
XGBoost trained month data with 1 lagged values358.8674760.0683870.840346
XGBoost trained month data with 7 lagged values358.0436470.0658530.822166
XGBoost trained month data with 14 lagged values367.8685470.0446030.875653
XGBoost trained month data with 21 lagged values376.9558820.0195340.936229
XGBoost trained month data with 28 lagged values400.109432-0.0288041.137628
XGBoost trained month data with 30 lagged values414.914269-0.0646711.281433
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" ], "text/plain": [ " MAE R2 \\\n", "XGBoost trained month data with 1 lagged values 358.867476 0.068387 \n", "XGBoost trained month data with 7 lagged values 358.043647 0.065853 \n", "XGBoost trained month data with 14 lagged values 367.868547 0.044603 \n", "XGBoost trained month data with 21 lagged values 376.955882 0.019534 \n", "XGBoost trained month data with 28 lagged values 400.109432 -0.028804 \n", "XGBoost trained month data with 30 lagged values 414.914269 -0.064671 \n", "\n", " RMSLE \n", "XGBoost trained month data with 1 lagged values 0.840346 \n", "XGBoost trained month data with 7 lagged values 0.822166 \n", "XGBoost trained month data with 14 lagged values 0.875653 \n", "XGBoost trained month data with 21 lagged values 0.936229 \n", "XGBoost trained month data with 28 lagged values 1.137628 \n", "XGBoost trained month data with 30 lagged values 1.281433 " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testing_errors" ] }, { "cell_type": "markdown", "id": "d057351a-9286-48ea-80d7-5d8d200ce287", "metadata": {}, "source": [ "As we can see in the cross validation and testing scores, we get the best error metric when we're using 7 lagged values. So, we'll tune the xgb model with 7 lagged values:\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "53284625-6ddd-4fb6-9f65-eea491ed34fb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 5 folds for each of 1 candidates, totalling 5 fits\n", "Best params:\n", "\n", "{'colsample_bytree': 1, 'gamma': 1, 'max_depth': 4, 'min_child_weight': 10, 'n_estimators': 100}\n", "CPU times: total: 19.1 s\n", "Wall time: 21.5 s\n" ] } ], "source": [ "%%time\n", "total_lagged_values = 7\n", "xgb_trained, r2_xgb, mae_xgb, rmsle_xgb = tune_hyperparameters_xgb_with_specific_lagged_values(df_train_month, df_test, total_lagged_values, features)" ] }, { "cell_type": "code", "execution_count": 37, "id": "2a35ea58-5338-430b-b134-303b2d7a887d", "metadata": {}, "outputs": [], "source": [ "new_row = pd.DataFrame({'MAE': [mae_xgb], 'R2': [r2_xgb], 'RMSLE': [rmsle_xgb]}, index=['XGBoost trained monthly data with {} lagged values'.format(total_lagged_values)])\n", "df_results = pd.concat([df_results, new_row])" ] }, { "cell_type": "markdown", "id": "b8e4af93-b207-411c-8292-3593cf372793", "metadata": {}, "source": [ "\n", "#### Year historical data\n", "\n", "As we've done previously, we'll find out how many lagged values as input features works the best for xgboost using training data for the last year" ] }, { "cell_type": "code", "execution_count": 59, "id": "f89a992e-66db-4540-818a-8b04c816dd4b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 1h 45min 10s\n", "Wall time: 20min 54s\n" ] } ], "source": [ "%%time \n", "cross_validation_errors, testing_errors = metrics_error_for_different_lagged_values_xgb(df_train_year, df_test)" ] }, { "cell_type": "code", "execution_count": 60, "id": "0171821b-49ec-4b23-b499-1137128e8c6c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MAER2RMSLE
XGBoost trained month data with 1 lagged values300.2668020.2273500.700534
XGBoost trained month data with 7 lagged values293.6790300.2628430.684930
XGBoost trained month data with 14 lagged values276.6695840.2708980.611705
XGBoost trained month data with 21 lagged values285.2953820.2686720.670663
XGBoost trained month data with 28 lagged values285.6813280.2531690.623490
XGBoost trained month data with 30 lagged values287.3998870.2499470.626406
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" ], "text/plain": [ " MAE R2 \\\n", "XGBoost trained month data with 1 lagged values 300.266802 0.227350 \n", "XGBoost trained month data with 7 lagged values 293.679030 0.262843 \n", "XGBoost trained month data with 14 lagged values 276.669584 0.270898 \n", "XGBoost trained month data with 21 lagged values 285.295382 0.268672 \n", "XGBoost trained month data with 28 lagged values 285.681328 0.253169 \n", "XGBoost trained month data with 30 lagged values 287.399887 0.249947 \n", "\n", " RMSLE \n", "XGBoost trained month data with 1 lagged values 0.700534 \n", "XGBoost trained month data with 7 lagged values 0.684930 \n", "XGBoost trained month data with 14 lagged values 0.611705 \n", "XGBoost trained month data with 21 lagged values 0.670663 \n", "XGBoost trained month data with 28 lagged values 0.623490 \n", "XGBoost trained month data with 30 lagged values 0.626406 " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cross_validation_errors" ] }, { "cell_type": "code", "execution_count": 61, "id": "7c084177-a26b-4f74-a241-b9391b33f093", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MAER2RMSLE
XGBoost trained month data with 1 lagged values287.0666830.3571770.671237
XGBoost trained month data with 7 lagged values293.6586630.3515840.775386
XGBoost trained month data with 14 lagged values248.3448430.4000400.514936
XGBoost trained month data with 21 lagged values292.6752550.3185600.801010
XGBoost trained month data with 28 lagged values292.4622460.2394240.592876
XGBoost trained month data with 30 lagged values281.6200080.2872070.565661
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" ], "text/plain": [ " MAE R2 \\\n", "XGBoost trained month data with 1 lagged values 287.066683 0.357177 \n", "XGBoost trained month data with 7 lagged values 293.658663 0.351584 \n", "XGBoost trained month data with 14 lagged values 248.344843 0.400040 \n", "XGBoost trained month data with 21 lagged values 292.675255 0.318560 \n", "XGBoost trained month data with 28 lagged values 292.462246 0.239424 \n", "XGBoost trained month data with 30 lagged values 281.620008 0.287207 \n", "\n", " RMSLE \n", "XGBoost trained month data with 1 lagged values 0.671237 \n", "XGBoost trained month data with 7 lagged values 0.775386 \n", "XGBoost trained month data with 14 lagged values 0.514936 \n", "XGBoost trained month data with 21 lagged values 0.801010 \n", "XGBoost trained month data with 28 lagged values 0.592876 \n", "XGBoost trained month data with 30 lagged values 0.565661 " ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testing_errors" ] }, { "cell_type": "markdown", "id": "f3623a1b-5800-4916-a0b4-f78dbf8a3fc9", "metadata": {}, "source": [ "As we can see in the cross validation and testing scores, we get the best error metric when we're using 14 lagged values. So, we'll tune the xgb model with 14 lagged values:" ] }, { "cell_type": "code", "execution_count": 39, "id": "5ab4841c-510a-4882-b46b-2c555bf28fa7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 5 folds for each of 1 candidates, totalling 5 fits\n", "Best params:\n", "\n", "{'colsample_bytree': 1, 'gamma': 1, 'max_depth': 7, 'min_child_weight': 10, 'n_estimators': 100}\n", "CPU times: total: 1min 14s\n", "Wall time: 1min 6s\n" ] } ], "source": [ "%%time\n", "total_lagged_values = 14\n", "xgb_trained_year, r2_xgb, mae_xgb, rmsle_xgb = tune_hyperparameters_xgb_with_specific_lagged_values(df_train_year, df_test, total_lagged_values)" ] }, { "cell_type": "code", "execution_count": 40, "id": "3bbe0514-f996-4b29-a88b-b31e8eb96084", "metadata": {}, "outputs": [], "source": [ "new_row = pd.DataFrame({'MAE': [mae_xgb], 'R2': [r2_xgb], 'RMSLE': [rmsle_xgb]}, index=['XGBoost trained year data with {} lagged values'.format(total_lagged_values)])\n", "df_results = pd.concat([df_results, new_row])" ] }, { "cell_type": "code", "execution_count": 25, "id": "bb0a7b5f-2665-42a5-8a71-fe45d09b9254", "metadata": {}, "outputs": [], "source": [ "# save the year xgb model as a pickle file\n", "xgb_year_file = \"xgb_year.pickle\" \n", "with open(xgb_year_file, 'wb') as file: \n", " pickle.dump(xgb_trained_year, file)\n" ] }, { "cell_type": "markdown", "id": "e982cf27-2d8f-498d-827e-b3d12e27d777", "metadata": {}, "source": [ "\n", "#### Evaluation for test set Kaggle" ] }, { "cell_type": "code", "execution_count": 49, "id": "4f330116-21ed-4b8c-89f1-746826d4b853", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " id sales\n", "24948 3000888 2.461220\n", "24949 3000889 0.970379\n", "24950 3000890 2.857556\n", "24951 3000891 2178.364014\n", "24952 3000892 0.970379\n", "CPU times: total: 3min 35s\n", "Wall time: 3min 24s\n" ] } ], "source": [ "%%time\n", "\n", "model = xgb_trained_year\n", "test_df_tmp = test_df.copy()\n", "dates_historical_forecast = test_df_tmp.date.unique()\n", "historical_df = train_df[train_df.date >= (min(dates_historical_forecast) - np.timedelta64(total_lagged_values,'D'))]\n", "\n", "prediction = []\n", "ids = []\n", "\n", "for date in sorted(dates_historical_forecast):\n", " # Retrieve historical data (or forecasted) to get lagges valued for this specific date\n", " subset_historical_df = historical_df[historical_df.date >= (date - np.timedelta64(total_lagged_values,'D'))]\n", " \n", " # Retrieve data from date to forecast\n", " test_df_tmp_2 = test_df_tmp[test_df_tmp.date == date]\n", " # Add dummy sales columns\n", " test_df_tmp_2['sales'] = -1\n", " \n", " # Union subset historical dataset with dataset with date to forecast\n", " tmp_df = pd.concat([subset_historical_df, test_df_tmp_2], ignore_index=False)\n", " tmp_df.index = tmp_df.id\n", " \n", " # Create lagged values for date to forecast dataset\n", " tmp_df = custom_preprocessing(tmp_df,total_lagged_values)\n", "\n", " #Make prediction\n", " pred_xgboost = model.predict(tmp_df.drop(columns=[\"sales\"]))\n", "\n", " # Add forecast to historical subset \n", " forecast_df = pd.DataFrame({'sales': pred_xgboost}, index = tmp_df.index)\n", " test_df_tmp_2 = test_df_tmp_2.drop(columns=['sales']).merge(forecast_df, left_on='id', how='left', right_index=True)\n", " historical_df = pd.concat([historical_df, test_df_tmp_2], ignore_index=True)\n", "\n", "# Save results\n", "kaggle_results = historical_df[historical_df.date >= '2017-08-16'][['id','sales']].sort_values(by='id')\n", "kaggle_results[kaggle_results.sales < 0]['sales'] = 0 # Negative results don't make sense in terms of sales\n", "from datetime import date\n", "today = str(date.today())\n", "kaggle_results.to_csv('submission_xgb_{date}.csv'.format(date=today), index=False) \n", "print(kaggle_results.head())" ] }, { "cell_type": "markdown", "id": "3ec2798e-7e64-4602-84cb-35931b420676", "metadata": {}, "source": [ "\n", "\n", "## Model comparison\n", "As you can see in the next cell, there are all the performance results for each model we've tried to fit to our data. Our main metrics have been the MAE, R2 and RMSLE so we'll sort the results by RSMLE, which is the same metric evaluation for the Kaggle project: " ] }, { "cell_type": "code", "execution_count": 43, "id": "fdc8a11e-a13f-422a-b9b2-66e097836e64", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MAER2RMSLE
XGBoost2 trained year data with 14 lagged values47.6276580.9788600.467023
Prophet trained year data82.3179450.9472670.489487
Sarimax trained month data106.0600520.9093750.621541
XGBoost trained monthly data with 7 lagged values68.3577310.9592500.621748
Prophet trained month data118.2536220.8816670.679207
\n", "
" ], "text/plain": [ " MAE R2 \\\n", "XGBoost2 trained year data with 14 lagged values 47.627658 0.978860 \n", "Prophet trained year data 82.317945 0.947267 \n", "Sarimax trained month data 106.060052 0.909375 \n", "XGBoost trained monthly data with 7 lagged values 68.357731 0.959250 \n", "Prophet trained month data 118.253622 0.881667 \n", "\n", " RMSLE \n", "XGBoost2 trained year data with 14 lagged values 0.467023 \n", "Prophet trained year data 0.489487 \n", "Sarimax trained month data 0.621541 \n", "XGBoost trained monthly data with 7 lagged values 0.621748 \n", "Prophet trained month data 0.679207 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_results.sort_values(by = 'RMSLE')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "855fbd88-bfdc-40ac-b71f-e8ec1ee141d3", "metadata": {}, "source": [ "As we can see above, we obtain the best results by training yearly data. Our best results are with the xgboost and prophet models. Let's submit a prediction of each of them at the kaggle competition and let's see which score we get with both of them.\n", "\n", "- **Results from Xgboost:**\n", " ![results_xgboost_kaggle.png](results_xgboost_kaggle.png)\n", " \n", "- **Results from Prophet:**\n", " ![results_prophet_kaggle.png](results_prophet_kaggle.png)\n", " \n", "As we can see above, both models performed worse than our test set. This could mean that there are overfitting in both models. On the other hand, specially the Xgboost performed worse than the prophet. This could be due to the fact that for xgboost we've used 14 lagged values and our window to forecast was about 15 days, so we've used forecasted values to predict also future values. For example, for the 15th day to predict, we haven't used any historical data, only predicted values, then, we may be carrying forward prediction errors that in turn affect the prediction of future values.\n", "\n", "To sum up, we can say that out **best model has been Prophet** trained with 1 year of data." ] }, { "cell_type": "markdown", "id": "e460ef53-9cd3-4147-8d13-642b29c790ab", "metadata": {}, "source": [ "\n", "# To production\n", "\n", "To recap, what we have done so far is analyze the dataset of the sales of Favorita Stores, and we have created a model capable of predicting the future sales based on the features of the dataset. Now, we are going to leverage this model and truly see the value that this work will bring us.\n", "\n", "To do so, we'll predict the forecasting values for the future sales for every family product and store, and also we'll get the upper and the lower bound of sales with a 95% of confidence:" ] }, { "cell_type": "code", "execution_count": null, "id": "e199ce4b-b54f-4439-b2cd-e9d8cb0cb7cb", "metadata": {}, "outputs": [], "source": [ "%%time\n", "y_prediction = []\n", "y_lower = []\n", "y_upper = []\n", "ids = []\n", "a_final_eval = test_df.rename(columns={\"date\": \"ds\"})\n", "\n", "store_list = a_final_eval.store_nbr.sort_values().unique()\n", "family_group = a_final_eval.family.sort_values().unique()\n", "\n", "i = 0\n", "\n", "for store in store_list:\n", " for family in family_group:\n", " tmp = a_final_eval[(a_final_eval.store_nbr == store) & (a_final_eval.family == family)]\n", " if tmp.size > 0:\n", " model = str(store) + \"_\" + family\n", " forecast = models_prophet_year[model].predict(tmp)\n", " y_prediction.extend(forecast['yhat'].values)\n", " y_lower.extend(forecast['yhat_lower'].values)\n", " y_upper.extend(forecast['yhat_upper'].values)\n", " ids.extend(tmp.id.values)\n", " i+=1\n", " if i%100 == 0:\n", " print(i)\n", "\n", "kaggle_results = pd.DataFrame({'id': ids, 'sales': y_prediction, 'lower_sales': y_lower, 'upper_sales': y_upper}).sort_values(by='id')\n", "print(kaggle_results.head())" ] }, { "cell_type": "code", "execution_count": null, "id": "6302515e-6c73-43af-8fd3-6e044aeeb09a", "metadata": {}, "outputs": [], "source": [ "looker = test_df.merge(kaggle_results, left_on='id', how='left', right_on = 'id')\n", "looker['sales'] = looker['sales'].apply(lambda x: round(x, 3))\n", "looker['lower_sales'] = looker['lower_sales'].apply(lambda x: round(x, 3))\n", "looker['upper_sales'] = looker['upper_sales'].apply(lambda x: round(x, 3))\n", "looker" ] }, { "cell_type": "code", "execution_count": null, "id": "f80dfb54-44a2-4e4d-8628-4c45b2a08e50", "metadata": {}, "outputs": [], "source": [ "looker.to_csv('looker_report.csv', index=False) " ] }, { "cell_type": "markdown", "id": "416e99b2-a4d0-408e-93eb-dab560a9541b", "metadata": {}, "source": [ "An important part of an ML project is being able to make the trained model available for other teams or colleagues of the company to take advantage of the insights they can get of it. One technical way could be creating an API that our colleagues could make their own predictions. Another approach it could be to present the results in an interactive report and enable anyone with the link to get their own insights.\n", "\n", "That's why I've created an example of a [report](https://lookerstudio.google.com/s/svVPttPBqWI) that we could create with the results of the model:\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "800ff637-edb3-4bd3-9214-f7f1fb3aaafb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame, HTML\n", "ulr= 'https://lookerstudio.google.com/embed/reporting/a787fb72-8e31-49d8-978a-c9ee525fda36/page/BKLvD'\n", "IFrame(ulr, width='100%', height=500)" ] }, { "cell_type": "markdown", "id": "29456639-b89b-42f8-baef-7b101b113af2", "metadata": {}, "source": [ "\n", "# Future improvements\n", "\n", "1. Check for outliers\n", "2. Try sarimax with anual year (problem: high training time) \n", "3. Try deep learning model\n", "4. Try prophet hyperparameter and cross validation (problem: high training time) " ] }, { "cell_type": "code", "execution_count": null, "id": "54c5ce22-55d3-4f6c-84bf-52c997070df5", "metadata": {}, "outputs": [], "source": [ "# %%time\n", "\n", "# # Hyperparameter and cross validation with Prophet\n", "# from prophet.diagnostics import cross_validation\n", "# from prophet.diagnostics import performance_metrics\n", "# import itertools\n", "# import numpy as np\n", "# import pandas as pd\n", "\n", "# param_grid = { \n", "# 'changepoint_prior_scale': [0.001, 0.1],\n", "# 'seasonality_prior_scale': [0.01, 0.1],\n", "# 'seasonality_mode': ['additive', 'multiplicative'],\n", "# }\n", "\n", "# # Generate all combinations of parameters\n", "# all_params = [dict(zip(param_grid.keys(), v)) for v in itertools.product(*param_grid.values())]\n", "# maes = [] # Store the MAEs for each params here\n", "\n", "# prophet_df = df_train_year[['date','store_nbr','family','sales','onpromotion', 'dcoilwtico','is_local_hol_or_eve','is_regional_hol_or_eve','is_national_hol_or_eve','day_of_week', 'day_of_month', 'month' ,'week']].rename(columns={\"date\": \"ds\",\"sales\":\"y\"})\n", "# df_train_tmp = prophet_df[(prophet_df.store_nbr == 15) & (prophet_df.family == 'BEVERAGES')]\n", "\n", "# # Use cross validation to evaluate all parameters\n", "# for params in all_params:\n", "# # m = Prophet(**params).fit(df) # Fit model with given params\n", "# model = Prophet(interval_width=0.95, weekly_seasonality=True,**params)\n", "# model.add_country_holidays(country_name='EC')\n", "# model.add_regressor('onpromotion')\n", "# model.add_regressor('dcoilwtico')\n", "# model.add_regressor('is_local_hol_or_eve')\n", "# model.add_regressor('is_regional_hol_or_eve')\n", "# model.add_regressor('is_national_hol_or_eve')\n", "# model.add_regressor('day_of_week')\n", "# model.add_regressor('day_of_month')\n", "# model.add_regressor('month')\n", "# model.add_regressor('week')\n", "# model.fit(df_train_tmp)\n", " \n", "# df_cv = cross_validation(model, horizon='30 days', parallel=\"processes\")\n", "# df_p = performance_metrics(df_cv)\n", "# maes.append(df_p['mae'].values[0])\n", "\n", "# # Find the best parameters\n", "# tuning_results = pd.DataFrame(all_params)\n", "# tuning_results['mae'] = maes\n", "# print(tuning_results)" ] } ], "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }