diff --git a/2110ACDS_VM13(final)_notebook.ipynb b/2110ACDS_VM13(final)_notebook.ipynb index 7002ad6f..f7538205 100644 --- a/2110ACDS_VM13(final)_notebook.ipynb +++ b/2110ACDS_VM13(final)_notebook.ipynb @@ -87,14 +87,7 @@ " \n", "## 1. Importing Packages\n", "Back to Table of Contents\n", - "\n", - "---\n", - " \n", - "| ⚡ Description: Importing Packages ⚡ |\n", - "| :--------------------------- |\n", - "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n", - "\n", - "---" + "\n" ] }, { @@ -152,14 +145,7 @@ "## 2. Loading the Data\n", "\n", "Back to Table of Contents\n", - "\n", - "---\n", - " \n", - "| ⚡ Description: Loading the data ⚡ |\n", - "| :--------------------------- |\n", - "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n", - "\n", - "---" + "\n" ] }, { @@ -988,13 +974,7 @@ "\n", "Back to Table of Contents\n", "\n", - "---\n", - " \n", - "| ⚡ Description: Exploratory data analysis ⚡ |\n", - "| :--------------------------- |\n", - "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n", - "\n", - "---\n" + "\n" ] }, { @@ -1704,18 +1684,6 @@ }, "id": "ZJFPf6ndaIkF" }, - { - "cell_type": "code", - "execution_count": null, - "id": "2fb74182", - "metadata": { - "id": "2fb74182" - }, - "outputs": [], - "source": [ - "# plot relevant feature interactions" - ] - }, { "cell_type": "markdown", "source": [ @@ -3122,7 +3090,7 @@ "> * the error variance (i.e. the difference between the predicted values and observed values) reducing the power of statistical tests. Kurtosis tests for outliers.\n", "\n", "2. Skewness: tests by how much the overall shape of a distribution deviates from the shape of the normal distribution. Variables can be negatively or postively skewed.\n", - "\n", + "*italicized text*\n", "\n" ], "metadata": { @@ -3174,7 +3142,7 @@ { "cell_type": "markdown", "source": [ - "The load shortfall decreased between the months of January-February, July-August and November-December. There was a huge increase May-june and another increase between October-November." + "*The load shortfall decreased between the months of January-February, July-August and November-December. There was a huge increase May-june and another increase between October-November.*" ], "metadata": { "id": "nSfx6i6pgE4t" @@ -3935,7 +3903,7 @@ { "cell_type": "markdown", "source": [ - "The scatter plot has a cone shape around the regression line indicating heteroscedasticity(i.e. when the residuals are observed to have unequal variance). It could be as a result wide range of values which are more prone to heteroskedasticity because the differences between the smallest and largest values are so significant." + "*The scatter plot has a cone shape around the regression line indicating heteroscedasticity(i.e. when the residuals are observed to have unequal variance). It could be as a result wide range of values which are more prone to heteroskedasticity because the differences between the smallest and largest values are so significant.*" ], "metadata": { "id": "7FTF2LYyD5qr" @@ -4029,7 +3997,7 @@ { "cell_type": "markdown", "source": [ - "The residuals are normally distributed meaning that the assumption of linear model is valid" + "*The residuals are normally distributed meaning that the assumption of linear model is valid*" ], "metadata": { "id": "nT5QbceAH3ic" @@ -4047,14 +4015,7 @@ "## 4. Data Engineering\n", "\n", "Back to Table of Contents\n", - "\n", - "---\n", - " \n", - "| ⚡ Description: Data engineering ⚡ |\n", - "| :--------------------------- |\n", - "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n", - "\n", - "---" + "\n" ] }, { @@ -4900,7 +4861,7 @@ "cell_type": "markdown", "source": [ "**Test Data**:\n", - "Formatting the df_test data to conform to df_train data" + "*Formatting the df_test data to conform to df_train data*" ], "metadata": { "id": "LBACTH67eT8h" @@ -6094,15 +6055,7 @@ "\n", "## 5. Modelling\n", "\n", - "Back to Table of Contents\n", - "\n", - "---\n", - " \n", - "| ⚡ Description: Modelling ⚡ |\n", - "| :--------------------------- |\n", - "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n", - "\n", - "---" + "Back to Table of Contents\n" ] }, { @@ -6596,7 +6549,7 @@ { "cell_type": "code", "source": [ - "pred_test_truerf = model_rf.predict(df_standard)" + "pred_test_truerf = model_rf.predict(df_standard) # predicting yhat from the df_test data" ], "metadata": { "id": "sqaDKb8HJUyH" @@ -6961,6 +6914,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df_rf = df1[['time','load_shortfall_3h']]\n", "df_rf.head()" ], @@ -7167,7 +7121,7 @@ { "cell_type": "code", "source": [ - "y_pred_gb = model_gb.predict(df_standard)" + "y_pred_gb = model_gb.predict(df_standard) # predicting yhat from the df_test data" ], "metadata": { "id": "IIvaPkJ-LvQG" @@ -7532,6 +7486,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df_gb = df1[['time','load_shortfall_3h']]\n", "df_gb.head()" ], @@ -7723,7 +7678,7 @@ { "cell_type": "code", "source": [ - "y_pred_rfe_gb = rfe_gb.predict(df_standard)" + "y_pred_rfe_gb = rfe_gb.predict(df_standard) # predicting yhat from the df_test data" ], "metadata": { "id": "G8BvCho4e8k-" @@ -7735,6 +7690,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df1['load_shortfall_3h'] = y_pred_rfe_gb\n", "df1.head()" ], @@ -8088,6 +8044,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df_rfe_gb = df1[['time','load_shortfall_3h']]\n", "df_rfe_gb.head()" ], @@ -8290,7 +8247,7 @@ { "cell_type": "code", "source": [ - "y_pred_xgb =model_xgb.predict(df_standard)" + "y_pred_xgb =model_xgb.predict(df_standard) # predicting yhat from the df_test data" ], "metadata": { "id": "IbRDjY2YuVnw" @@ -8655,6 +8612,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df_xgb = df1[['time','load_shortfall_3h']]\n", "df_xgb.head()" ], @@ -8845,7 +8803,7 @@ { "cell_type": "code", "source": [ - "y_pred_xgb1 =model_xgb1.predict(df_standard)" + "y_pred_xgb1 =model_xgb1.predict(df_standard) # predicting yhat from the df_test data" ], "metadata": { "id": "YtETtoEp1DuC" @@ -9210,6 +9168,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df_xgb1 = df1[['time','load_shortfall_3h']]\n", "df_xgb1.head()" ], @@ -9400,7 +9359,7 @@ { "cell_type": "code", "source": [ - "y_pred_gb2 = model_gb2.predict(df_standard)" + "y_pred_gb2 = model_gb2.predict(df_standard) # predicting yhat from the df_test data" ], "metadata": { "id": "_v0VOzCvZieA" @@ -9765,6 +9724,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the time and predicted yhats\n", "df_gb2 = df1[['time','load_shortfall_3h']]\n", "df_gb2.head()" ], @@ -10244,14 +10204,7 @@ "## 6. Model Performance\n", "\n", "Back to Table of Contents\n", - "\n", - "---\n", - " \n", - "| ⚡ Description: Model performance ⚡ |\n", - "| :--------------------------- |\n", - "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n", - "\n", - "---" + "\n" ] }, { @@ -10289,6 +10242,7 @@ ], "source": [ "# Compare model performance\n", + "# loading a dataframe with the performance indicators of each model\n", "performance_df = pd.read_csv('model_perf.csv', encoding='cp1252', names = ['Model', 'Train_MSE',\t'Train_RMSE',\t'Train_R_squared',\t'Test_MSE',\t'Test_RMSE',\t'Test_R_squared'])\n", "performance_df = performance_df.drop(labels=[0], axis=0)\n", "performance_df.info()" @@ -10297,6 +10251,7 @@ { "cell_type": "code", "source": [ + "#Converting the datatype from object to float\n", "performance_df['Train_MSE'] = performance_df['Train_MSE'].map(lambda x: float(x))\n", "performance_df['Train_RMSE'] = performance_df['Train_RMSE'].map(lambda x: float(x))\n", "performance_df['Train_R_squared'] = performance_df['Train_R_squared'].map(lambda x: float(x))\n", @@ -10351,6 +10306,7 @@ { "cell_type": "code", "source": [ + "# subsetting to get only the RMSE of the train and test datasets\n", "train_perf = performance_df[['Model','Train_RMSE','Test_RMSE']]\n", "train_perf" ], @@ -10547,7 +10503,6 @@ "# Performance based on Train_RMSE\n", "train_perf_sorted= train_perf.sort_values('Train_RMSE', ascending=False)\n", "train_perf_sorted.plot(kind='barh' , x='Model', y='Train_RMSE')\n", - "#plt.xticks(rotation=None, horizontalalignment=\"center\")\n", "plt.title(\"Model Performance based on Train_RMSE\")\n", "plt.xlabel(\"Root Mean Square Error\")\n", "plt.ylabel(\"Model\")\n" @@ -10592,7 +10547,6 @@ "sns.set_style(\"dark\")\n", "test_perf_sorted = train_perf.sort_values('Test_RMSE', ascending=False)\n", "test_perf_sorted.plot(kind='barh' , x='Model', y='Test_RMSE',)\n", - "#plt.xticks(rotation=None, horizontalalignment=\"center\")\n", "plt.title(\"Model Performance based on Test_RMSE\")\n", "plt.xlabel(\"Root Mean Square Error\")\n", "plt.ylabel(\"Model\")" @@ -10633,7 +10587,7 @@ { "cell_type": "markdown", "source": [ - "Root Mean Square Error (RMSE) is a standard way to measure the error of a model in predicting quantitative data. The lower the RMSE the better the model. Light Gradient Model and the Random forest model have the lowest RMSE when it come to Training data however they are among the model with the Highest RMSE in the Test data indicating that there may be overfitting." + "*Root Mean Square Error (RMSE) is a standard way to measure the error of a model in predicting quantitative data. The lower the RMSE the better the model. Light Gradient Model and the Random forest model have the lowest RMSE when it come to Training data however they are among the model with the Highest RMSE in the Test data indicating that there may be overfitting.*" ], "metadata": { "id": "XSOOwpfsRIMZ" @@ -10687,7 +10641,9 @@ { "cell_type": "markdown", "source": [ - "The best model is the Gradient Boosting Model2(loss = 'ls', learning_rate = 0.15) as it has the higest R_square at about 30% mean that the model explains about 30% of the variation in the target variable which is the load_shortfall_3h. The model also has the lowest RMSE at 3959.45" + "The best model is the Gradient Boosting Model2 with least squares loss function and a learning rate of 15% as it has the higest R_square at about 30% mean that the model explains about 30% of the variation in the target variable which is the load_shortfall_3h. The model also has the lowest RMSE at 3959.45\n", + "The loss function is a measure indicating how good are model’s coefficients are at fitting the underlying data.\n", + "The learning rate simply means how fast the model is learning." ], "metadata": { "id": "xDu9__EbuDDw" @@ -10705,32 +10661,24 @@ "## 7. Model Explanations\n", "\n", "Back to Table of Contents\n", - "\n", - "---\n", - " \n", - "| ⚡ Description: Model explanation ⚡ |\n", - "| :--------------------------- |\n", - "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n", - "\n", - "---" + "\n" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "5ff741c2", + "cell_type": "markdown", + "source": [ + "**The best model logic**" + ], "metadata": { - "id": "5ff741c2" + "id": "RcwKxvr1rXnc" }, - "outputs": [], - "source": [ - "# discuss chosen methods logic" - ] + "id": "RcwKxvr1rXnc" }, { "cell_type": "markdown", "source": [ - "Gradient boosting method relies on the intuition that the best possible next model, when combined with previous models, minimizes the overall prediction error. It combines the efforts of multiple weak models(decision trees) to create a strong model, and each additional weak model reduces the mean squared error (which the average of the square of the difference between the true targets and the predicted values from a set of observations, such as a training or validation set)of the overall model." + "Gradient boosting method relies on the intuition that the best possible next model, when combined with previous models, minimizes the overall prediction error. It combines the efforts of multiple weak models(decision trees) to create a strong model, and each additional weak model reduces the mean squared error (which the average of the square of the difference between the true targets and the predicted values from a set of observations, such as a training or validation set)of the overall model.\n", + "A decision tree is a machine learning model that builds upon iteratively asking questions to partition data and reach a solution. " ], "metadata": { "id": "C5ijzUwCwNQf" diff --git a/Copy_of_2110ACDS_VM13(final)_notebook.ipynb b/Copy_of_2110ACDS_VM13(final)_notebook.ipynb new file mode 100644 index 00000000..8fbb5a72 --- /dev/null +++ b/Copy_of_2110ACDS_VM13(final)_notebook.ipynb @@ -0,0 +1,10775 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "id": "6c7e849a", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-11T09:24:53.643384Z", + "start_time": "2021-06-11T09:24:53.622385Z" + }, + "id": "6c7e849a" + }, + "source": [ + "# Regression Predict Student Solution\n", + "\n", + "© Explore Data Science Academy\n", + "\n", + "---\n", + "### Honour Code\n", + "\n", + "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n", + "\n", + "Non-compliance with the honour code constitutes a material breach of contract.\n", + "\n", + "### Predict Overview: Spain Electricity Shortfall Challenge\n", + "\n", + "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n", + "\n", + "- 1. analyse the supplied data;\n", + "- 2. identify potential errors in the data and clean the existing data set;\n", + "- 3. determine if additional features can be added to enrich the data set;\n", + "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n", + "- 5. evaluate the accuracy of the best machine learning model;\n", + "- 6. determine what features were most important in the model’s prediction decision, and\n", + "- 7. explain the inner working of the model to a non-technical audience.\n", + "\n", + "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n", + "\n", + "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n", + " \n", + "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. " + ] + }, + { + "cell_type": "markdown", + "id": "05600c92", + "metadata": { + "id": "05600c92" + }, + "source": [ + "\n", + "\n", + "## Table of Contents\n", + "\n", + "1. Importing Packages\n", + "\n", + "2. Loading Data\n", + "\n", + "3. Exploratory Data Analysis (EDA)\n", + "\n", + "4. Data Engineering\n", + "\n", + "5. Modeling\n", + "\n", + "6. Model Performance\n", + "\n", + "7. Model Explanations" + ] + }, + { + "cell_type": "markdown", + "id": "997462e2", + "metadata": { + "id": "997462e2" + }, + "source": [ + " \n", + "## 1. Importing Packages\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "475dbe93", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-23T10:30:53.800892Z", + "start_time": "2021-06-23T10:30:50.215449Z" + }, + "id": "475dbe93" + }, + "outputs": [], + "source": [ + "# Libraries for data loading, data manipulation and data visulisation\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from matplotlib import rc\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Libraries for data preparation and model building\n", + "from sklearn.preprocessing import StandardScaler\n", + "from statsmodels.formula.api import ols\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "from sklearn.metrics import mean_absolute_error\n", + "from sklearn.feature_selection import SelectFromModel,RFECV\n", + "from sklearn.ensemble import GradientBoostingRegressor\n", + "from sklearn.model_selection import StratifiedKFold\n", + "from sklearn.metrics import accuracy_score \n", + "from xgboost import XGBRegressor\n", + "from lightgbm import LGBMRegressor\n", + "from statsmodels.graphics.gofplots import qqplot\n", + "\n", + "# Setting global constants to ensure notebook results are reproducible\n", + "#PARAMETER_CONSTANT = ###" + ] + }, + { + "cell_type": "markdown", + "id": "f22a6718", + "metadata": { + "id": "f22a6718" + }, + "source": [ + "\n", + "## 2. Loading the Data\n", + "\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fbbb6c18", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-28T08:49:35.311495Z", + "start_time": "2021-06-28T08:49:35.295494Z" + }, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 461 + }, + "id": "fbbb6c18", + "outputId": "cdb685ce-5ec3-437f-85e4-6871071825bd" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0timeMadrid_wind_speedValencia_wind_degBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_pressureSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
002015-01-01 03:00:000.666667level_50.00.66666774.33333364.0000000.01.0000000.0223.3333336.33333342.6666670.03.3333330.0sp250.00.01036.3333330.00.00.00.0800.0800.01035.000000800.01002.666667274.254667971.333333269.888000269.888000800.0274.25466775.666667269.888000281.013000265.938000281.013000269.338615269.338615281.013000269.338615274.254667265.938000265.9380006715.666667
112015-01-01 06:00:000.333333level_100.01.66666778.33333364.6666670.01.0000000.0221.0000004.000000139.0000000.03.3333330.0sp250.00.01037.3333330.00.00.00.0800.0800.01035.666667800.01004.333333274.945000972.666667271.728333271.728333800.0274.94500071.000000271.728333280.561667266.386667280.561667270.376000270.376000280.561667270.376000274.945000266.386667266.3866674171.666667
222015-01-01 09:00:001.000000level_90.01.00000071.33333364.3333330.01.0000000.0214.3333332.000000326.0000000.02.6666670.0sp250.00.01038.0000000.00.00.00.0800.0800.01036.000000800.01005.333333278.792000974.000000278.008667278.008667800.0278.79200065.666667278.008667281.583667272.708667281.583667275.027229275.027229281.583667275.027229278.792000272.708667272.7086674274.666667
332015-01-01 12:00:001.000000level_80.01.00000065.33333356.3333330.01.0000000.0199.6666672.333333273.0000000.04.0000000.0sp250.00.01037.0000000.00.00.00.0800.0800.01036.000000800.01009.000000285.394000994.666667284.899552284.899552800.0285.39400054.000000284.899552283.434104281.895219283.434104281.135063281.135063283.434104281.135063285.394000281.895219281.8952195075.666667
442015-01-01 15:00:001.000000level_70.01.00000059.00000057.0000002.00.3333330.0185.0000004.333333260.0000000.03.0000000.0sp250.00.01035.0000000.00.00.00.0800.0800.01035.333333800.0NaN285.5137191035.333333283.015115283.015115800.0285.51371958.333333283.015115284.213167280.678437284.213167282.252063282.252063284.213167282.252063285.513719280.678437280.6784376620.666667
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ], + "text/plain": [ + " Unnamed: 0 time ... Madrid_temp_min load_shortfall_3h\n", + "0 0 2015-01-01 03:00:00 ... 265.938000 6715.666667\n", + "1 1 2015-01-01 06:00:00 ... 266.386667 4171.666667\n", + "2 2 2015-01-01 09:00:00 ... 272.708667 4274.666667\n", + "3 3 2015-01-01 12:00:00 ... 281.895219 5075.666667\n", + "4 4 2015-01-01 15:00:00 ... 280.678437 6620.666667\n", + "\n", + "[5 rows x 49 columns]" + ] + }, + "metadata": {}, + "execution_count": 85 + } + ], + "source": [ + "df = pd.read_csv('df_train.csv') # load the train data\n", + "df.head() " + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Importing a csv file which contains the training data*" + ], + "metadata": { + "id": "oEthVARsUKaJ" + }, + "id": "oEthVARsUKaJ" + }, + { + "cell_type": "code", + "source": [ + "df.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NPKrLGoTUOpQ", + "outputId": "423de4cd-51ea-4069-f8ec-c0f2b55a69c9" + }, + "id": "NPKrLGoTUOpQ", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(8763, 49)" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The train data has 8763 rows and 49 columns*" + ], + "metadata": { + "id": "ZIZvYnNWURZs" + }, + "id": "ZIZvYnNWURZs" + }, + { + "cell_type": "code", + "source": [ + "df.info()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UC2xFYP3UYnb", + "outputId": "1ce68858-43ff-4356-c8c8-c5d9eb659551" + }, + "id": "UC2xFYP3UYnb", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 8763 entries, 0 to 8762\n", + "Data columns (total 49 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Unnamed: 0 8763 non-null int64 \n", + " 1 time 8763 non-null object \n", + " 2 Madrid_wind_speed 8763 non-null float64\n", + " 3 Valencia_wind_deg 8763 non-null object \n", + " 4 Bilbao_rain_1h 8763 non-null float64\n", + " 5 Valencia_wind_speed 8763 non-null float64\n", + " 6 Seville_humidity 8763 non-null float64\n", + " 7 Madrid_humidity 8763 non-null float64\n", + " 8 Bilbao_clouds_all 8763 non-null float64\n", + " 9 Bilbao_wind_speed 8763 non-null float64\n", + " 10 Seville_clouds_all 8763 non-null float64\n", + " 11 Bilbao_wind_deg 8763 non-null float64\n", + " 12 Barcelona_wind_speed 8763 non-null float64\n", + " 13 Barcelona_wind_deg 8763 non-null float64\n", + " 14 Madrid_clouds_all 8763 non-null float64\n", + " 15 Seville_wind_speed 8763 non-null float64\n", + " 16 Barcelona_rain_1h 8763 non-null float64\n", + " 17 Seville_pressure 8763 non-null object \n", + " 18 Seville_rain_1h 8763 non-null float64\n", + " 19 Bilbao_snow_3h 8763 non-null float64\n", + " 20 Barcelona_pressure 8763 non-null float64\n", + " 21 Seville_rain_3h 8763 non-null float64\n", + " 22 Madrid_rain_1h 8763 non-null float64\n", + " 23 Barcelona_rain_3h 8763 non-null float64\n", + " 24 Valencia_snow_3h 8763 non-null float64\n", + " 25 Madrid_weather_id 8763 non-null float64\n", + " 26 Barcelona_weather_id 8763 non-null float64\n", + " 27 Bilbao_pressure 8763 non-null float64\n", + " 28 Seville_weather_id 8763 non-null float64\n", + " 29 Valencia_pressure 6695 non-null float64\n", + " 30 Seville_temp_max 8763 non-null float64\n", + " 31 Madrid_pressure 8763 non-null float64\n", + " 32 Valencia_temp_max 8763 non-null float64\n", + " 33 Valencia_temp 8763 non-null float64\n", + " 34 Bilbao_weather_id 8763 non-null float64\n", + " 35 Seville_temp 8763 non-null float64\n", + " 36 Valencia_humidity 8763 non-null float64\n", + " 37 Valencia_temp_min 8763 non-null float64\n", + " 38 Barcelona_temp_max 8763 non-null float64\n", + " 39 Madrid_temp_max 8763 non-null float64\n", + " 40 Barcelona_temp 8763 non-null float64\n", + " 41 Bilbao_temp_min 8763 non-null float64\n", + " 42 Bilbao_temp 8763 non-null float64\n", + " 43 Barcelona_temp_min 8763 non-null float64\n", + " 44 Bilbao_temp_max 8763 non-null float64\n", + " 45 Seville_temp_min 8763 non-null float64\n", + " 46 Madrid_temp 8763 non-null float64\n", + " 47 Madrid_temp_min 8763 non-null float64\n", + " 48 load_shortfall_3h 8763 non-null float64\n", + "dtypes: float64(45), int64(1), object(3)\n", + "memory usage: 3.3+ MB\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The train data has a total of 49 columns of which 47 are features columns, 1 target column which is the load_shortfall_3h and an unnamed column. The time, Valencia_wind_deg and Seville_pressure indicating presence of text or mixed numeric and non-numeric values. The unnamed column is of the int64 indicating integers and the other 45 columns are of float64 datatype indicating floating point numbers.There are some inconstitencies with some of the columns i.e. the wind degree and pressure columns are supposed to have the category datatypes. Valencia_pressure has 6695 rows instead of 8763 meaning it has null values*" + ], + "metadata": { + "id": "Mf1TM4GoU7lG" + }, + "id": "Mf1TM4GoU7lG" + }, + { + "cell_type": "code", + "source": [ + "cat_variables = []\n", + "for j in df.columns:\n", + " if 'wind_deg' in df[j].name or 'pressure' in df[j].name:\n", + " cat_variables.append(df[j].name)\n", + " \n", + "cat_variables" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WR2giYtkUvtj", + "outputId": "fb272242-a45a-4e3c-a6dc-2d846917f115" + }, + "id": "WR2giYtkUvtj", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['Valencia_wind_deg',\n", + " 'Bilbao_wind_deg',\n", + " 'Barcelona_wind_deg',\n", + " 'Seville_pressure',\n", + " 'Barcelona_pressure',\n", + " 'Bilbao_pressure',\n", + " 'Valencia_pressure',\n", + " 'Madrid_pressure']" + ] + }, + "metadata": {}, + "execution_count": 87 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Using a for loop to obtain all the categorical variables in our train dataset and storing them in a variable called cat_variables*" + ], + "metadata": { + "id": "ptAdIuH0WbxF" + }, + "id": "ptAdIuH0WbxF" + }, + { + "cell_type": "code", + "source": [ + "df['Valencia_wind_deg'].unique()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ick0g2qLWdeI", + "outputId": "b219011f-921d-47a5-dfd9-dc37a3c992e5" + }, + "id": "Ick0g2qLWdeI", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['level_5', 'level_10', 'level_9', 'level_8', 'level_7', 'level_6',\n", + " 'level_4', 'level_3', 'level_1', 'level_2'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 88 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Checking unique values in feature Valencia_wind_deg*" + ], + "metadata": { + "id": "-1NcuBBuXf2a" + }, + "id": "-1NcuBBuXf2a" + }, + { + "cell_type": "code", + "source": [ + "df['Seville_pressure'].unique()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "siaI58mMXcY9", + "outputId": "56e933c7-6928-4208-8f9d-28372289c3ff" + }, + "id": "siaI58mMXcY9", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['sp25', 'sp23', 'sp24', 'sp21', 'sp16', 'sp9', 'sp15', 'sp19',\n", + " 'sp22', 'sp11', 'sp8', 'sp4', 'sp6', 'sp13', 'sp17', 'sp20',\n", + " 'sp18', 'sp14', 'sp12', 'sp5', 'sp10', 'sp7', 'sp3', 'sp2', 'sp1'],\n", + " dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 89 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Checking unique values in feature Seville_pressure*" + ], + "metadata": { + "id": "5ch8zRJYXnyN" + }, + "id": "5ch8zRJYXnyN" + }, + { + "cell_type": "code", + "source": [ + "df['Unnamed: 0'].unique()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1tlfFEJUW9S0", + "outputId": "e4660ecd-f1ea-4336-8d65-9e7212dc222d" + }, + "id": "1tlfFEJUW9S0", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 0, 1, 2, ..., 8760, 8761, 8762])" + ] + }, + "metadata": {}, + "execution_count": 90 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Checking unique values in feature Unnamed : 0*" + ], + "metadata": { + "id": "YEC-PEh6YH0e" + }, + "id": "YEC-PEh6YH0e" + }, + { + "cell_type": "code", + "source": [ + "sub_df = df[['Unnamed: 0','Valencia_wind_deg','Seville_pressure']]\n", + "df_2 = df.drop(columns = ['Unnamed: 0','Valencia_wind_deg','Seville_pressure'],inplace = True)" + ], + "metadata": { + "id": "QwjHje6hYQif" + }, + "id": "QwjHje6hYQif", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*Removing the three features from the dataframe*" + ], + "metadata": { + "id": "tEQa4PdtY8t6" + }, + "id": "tEQa4PdtY8t6" + }, + { + "cell_type": "code", + "source": [ + "df.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ML3UXz28Y_YK", + "outputId": "1b956ca6-d788-43d9-f41a-9df2ab4d4c55" + }, + "id": "ML3UXz28Y_YK", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(8763, 46)" + ] + }, + "metadata": {}, + "execution_count": 92 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Confirming that the features have been dropped,by checking if the number of columns has dropped by 3*" + ], + "metadata": { + "id": "kMRz5S9yZDvm" + }, + "id": "kMRz5S9yZDvm" + }, + { + "cell_type": "markdown", + "id": "81132ab3", + "metadata": { + "id": "81132ab3" + }, + "source": [ + "\n", + "## 3. Exploratory Data Analysis (EDA)\n", + "\n", + "Back to Table of Contents\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Data statistics**" + ], + "metadata": { + "id": "bn17kHOlNTJo" + }, + "id": "bn17kHOlNTJo" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e805134e", + "metadata": { + "ExecuteTime": { + "end_time": "2021-06-28T08:52:37.824204Z", + "start_time": "2021-06-28T08:52:37.811206Z" + }, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "e805134e", + "outputId": "c78c5011-37a6-43cc-ea82-1a2e038c17f2" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
Madrid_wind_speed8763.02.4257291.8503710.0000001.0000002.0000003.3333331.300000e+01
Bilbao_rain_1h8763.00.1357530.3749010.0000000.0000000.0000000.1000003.000000e+00
Valencia_wind_speed8763.02.5862722.4111900.0000001.0000001.6666673.6666675.200000e+01
Seville_humidity8763.062.65879322.6212268.33333344.33333365.66666782.0000001.000000e+02
Madrid_humidity8763.057.41471724.3353966.33333336.33333358.00000078.6666671.000000e+02
Bilbao_clouds_all8763.043.46913232.5510440.00000010.00000045.00000075.0000001.000000e+02
Bilbao_wind_speed8763.01.8503561.6958880.0000000.6666671.0000002.6666671.266667e+01
Seville_clouds_all8763.013.71474824.2724820.0000000.0000000.00000020.0000009.733333e+01
Bilbao_wind_deg8763.0158.957511102.0562990.00000073.333333147.000000234.0000003.593333e+02
Barcelona_wind_speed8763.02.8704971.7921970.0000001.6666672.6666674.0000001.266667e+01
Barcelona_wind_deg8763.0190.54484889.0773370.000000118.166667200.000000260.0000003.600000e+02
Madrid_clouds_all8763.019.47339228.0536600.0000000.0000000.00000033.3333331.000000e+02
Seville_wind_speed8763.02.4250451.6728950.0000001.0000002.0000003.3333331.166667e+01
Barcelona_rain_1h8763.00.1289060.6347300.0000000.0000000.0000000.0000001.200000e+01
Seville_rain_1h8763.00.0394390.1758570.0000000.0000000.0000000.0000003.000000e+00
Bilbao_snow_3h8763.00.0319120.5572640.0000000.0000000.0000000.0000002.130000e+01
Barcelona_pressure8763.01377.96460514073.140990670.6666671014.0000001018.0000001022.0000001.001411e+06
Seville_rain_3h8763.00.0002430.0036600.0000000.0000000.0000000.0000009.333333e-02
Madrid_rain_1h8763.00.0378180.1526390.0000000.0000000.0000000.0000003.000000e+00
Barcelona_rain_3h8763.00.0004390.0039940.0000000.0000000.0000000.0000009.300000e-02
Valencia_snow_3h8763.00.0002050.0118660.0000000.0000000.0000000.0000007.916667e-01
Madrid_weather_id8763.0773.52759477.313315211.000000800.000000800.000000800.6666678.040000e+02
Barcelona_weather_id8763.0765.97968788.142235200.666667800.000000800.333333801.0000008.040000e+02
Bilbao_pressure8763.01017.73954910.046124971.3333331013.0000001019.0000001024.0000001.042000e+03
Seville_weather_id8763.0774.65881871.940009200.000000800.000000800.000000800.0000008.040000e+02
Valencia_pressure6695.01012.0514079.506214972.6666671010.3333331015.0000001018.0000001.021667e+03
Seville_temp_max8763.0297.4795278.875812272.063000291.312750297.101667304.1500003.204833e+02
Madrid_pressure8763.01010.31692022.198555927.6666671012.3333331017.3333331022.0000001.038000e+03
Valencia_temp_max8763.0291.3372337.565692269.888000285.550167291.037000297.2483333.142633e+02
Valencia_temp8763.0290.5921527.162274269.888000285.150000290.176667296.0566673.104267e+02
Bilbao_weather_id8763.0724.722362115.846537207.333333700.333333800.000000801.6666678.040000e+02
Seville_temp8763.0293.9789037.920986272.063000288.282917293.323333299.6203333.149767e+02
Valencia_humidity8763.065.24772719.26232210.33333351.33333367.00000081.3333331.000000e+02
Valencia_temp_min8763.0289.8676486.907402269.888000284.783333289.550000294.8200003.102720e+02
Barcelona_temp_max8763.0291.1576447.273538272.150000285.483333290.150000296.8550003.140767e+02
Madrid_temp_max8763.0289.5403099.752047264.983333282.150000288.116177296.8166673.144833e+02
Barcelona_temp8763.0289.8554596.528111270.816667284.973443289.416667294.9090003.073167e+02
Bilbao_temp_min8763.0285.0179736.705672264.483333280.085167284.816667289.8166673.098167e+02
Bilbao_temp8763.0286.4229296.818682267.483333281.374167286.158333291.0341673.107100e+02
Barcelona_temp_min8763.0288.4474226.102593269.483333284.150000288.150000292.9666673.048167e+02
Bilbao_temp_max8763.0287.9660277.105590269.063000282.836776287.630000292.4833333.179667e+02
Seville_temp_min8763.0291.6333568.178220270.150000285.816667290.816667297.1500003.148167e+02
Madrid_temp8763.0288.4194399.346796264.983333281.404281287.053333295.1546673.131333e+02
Madrid_temp_min8763.0287.2022039.206237264.983333280.299167286.083333293.8845003.103833e+02
load_shortfall_3h8763.010673.8576125218.046404-6618.0000007390.33333311114.66666714498.1666673.190400e+04
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ], + "text/plain": [ + " count mean ... 75% max\n", + "Madrid_wind_speed 8763.0 2.425729 ... 3.333333 1.300000e+01\n", + "Bilbao_rain_1h 8763.0 0.135753 ... 0.100000 3.000000e+00\n", + "Valencia_wind_speed 8763.0 2.586272 ... 3.666667 5.200000e+01\n", + "Seville_humidity 8763.0 62.658793 ... 82.000000 1.000000e+02\n", + "Madrid_humidity 8763.0 57.414717 ... 78.666667 1.000000e+02\n", + "Bilbao_clouds_all 8763.0 43.469132 ... 75.000000 1.000000e+02\n", + "Bilbao_wind_speed 8763.0 1.850356 ... 2.666667 1.266667e+01\n", + "Seville_clouds_all 8763.0 13.714748 ... 20.000000 9.733333e+01\n", + "Bilbao_wind_deg 8763.0 158.957511 ... 234.000000 3.593333e+02\n", + "Barcelona_wind_speed 8763.0 2.870497 ... 4.000000 1.266667e+01\n", + "Barcelona_wind_deg 8763.0 190.544848 ... 260.000000 3.600000e+02\n", + "Madrid_clouds_all 8763.0 19.473392 ... 33.333333 1.000000e+02\n", + "Seville_wind_speed 8763.0 2.425045 ... 3.333333 1.166667e+01\n", + "Barcelona_rain_1h 8763.0 0.128906 ... 0.000000 1.200000e+01\n", + "Seville_rain_1h 8763.0 0.039439 ... 0.000000 3.000000e+00\n", + "Bilbao_snow_3h 8763.0 0.031912 ... 0.000000 2.130000e+01\n", + "Barcelona_pressure 8763.0 1377.964605 ... 1022.000000 1.001411e+06\n", + "Seville_rain_3h 8763.0 0.000243 ... 0.000000 9.333333e-02\n", + "Madrid_rain_1h 8763.0 0.037818 ... 0.000000 3.000000e+00\n", + "Barcelona_rain_3h 8763.0 0.000439 ... 0.000000 9.300000e-02\n", + "Valencia_snow_3h 8763.0 0.000205 ... 0.000000 7.916667e-01\n", + "Madrid_weather_id 8763.0 773.527594 ... 800.666667 8.040000e+02\n", + "Barcelona_weather_id 8763.0 765.979687 ... 801.000000 8.040000e+02\n", + "Bilbao_pressure 8763.0 1017.739549 ... 1024.000000 1.042000e+03\n", + "Seville_weather_id 8763.0 774.658818 ... 800.000000 8.040000e+02\n", + "Valencia_pressure 6695.0 1012.051407 ... 1018.000000 1.021667e+03\n", + "Seville_temp_max 8763.0 297.479527 ... 304.150000 3.204833e+02\n", + "Madrid_pressure 8763.0 1010.316920 ... 1022.000000 1.038000e+03\n", + "Valencia_temp_max 8763.0 291.337233 ... 297.248333 3.142633e+02\n", + "Valencia_temp 8763.0 290.592152 ... 296.056667 3.104267e+02\n", + "Bilbao_weather_id 8763.0 724.722362 ... 801.666667 8.040000e+02\n", + "Seville_temp 8763.0 293.978903 ... 299.620333 3.149767e+02\n", + "Valencia_humidity 8763.0 65.247727 ... 81.333333 1.000000e+02\n", + "Valencia_temp_min 8763.0 289.867648 ... 294.820000 3.102720e+02\n", + "Barcelona_temp_max 8763.0 291.157644 ... 296.855000 3.140767e+02\n", + "Madrid_temp_max 8763.0 289.540309 ... 296.816667 3.144833e+02\n", + "Barcelona_temp 8763.0 289.855459 ... 294.909000 3.073167e+02\n", + "Bilbao_temp_min 8763.0 285.017973 ... 289.816667 3.098167e+02\n", + "Bilbao_temp 8763.0 286.422929 ... 291.034167 3.107100e+02\n", + "Barcelona_temp_min 8763.0 288.447422 ... 292.966667 3.048167e+02\n", + "Bilbao_temp_max 8763.0 287.966027 ... 292.483333 3.179667e+02\n", + "Seville_temp_min 8763.0 291.633356 ... 297.150000 3.148167e+02\n", + "Madrid_temp 8763.0 288.419439 ... 295.154667 3.131333e+02\n", + "Madrid_temp_min 8763.0 287.202203 ... 293.884500 3.103833e+02\n", + "load_shortfall_3h 8763.0 10673.857612 ... 14498.166667 3.190400e+04\n", + "\n", + "[45 rows x 8 columns]" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Bilbao_rain_1h, Barcelona_rain_1h, Seville_rain_1h, Bilbao_snow_3h, Seville_rain_3h, Madrid_rain_1h, Barcelona_rain_3h, Valencia_snow_3h have a zero value for the minimum value, 25 percentile value, median value and 75 percentile value.*" + ], + "metadata": { + "id": "ZJFPf6ndaIkF" + }, + "id": "ZJFPf6ndaIkF" + }, + { + "cell_type": "markdown", + "source": [ + "**Evaluate correlation**" + ], + "metadata": { + "id": "ZJEr_xvMOPbc" + }, + "id": "ZJEr_xvMOPbc" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6dd6ee8c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "6dd6ee8c", + "outputId": "6ff11121-6885-4675-880a-2d6571c99982" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Correlation Heatmap')" + ] + }, + "metadata": {}, + "execution_count": 13 + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plt.figure(figsize=(40, 35))\n", + "mask = np.triu(np.ones_like(df.corr(), dtype=np.bool))\n", + "df_corr = df.corr()\n", + "heatmap = sns.heatmap(df_corr, vmin=-1,vmax=1, annot=True,cmap = 'Greens')\n", + "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The light green shade indicate that the high negative correlation and dark greens indicate high positive correlation. Most of the temperature variables from different cities have a positive correlation. Seville humidity and Madrid humidity have a negative correlation with the temperature variables*" + ], + "metadata": { + "id": "91Z9E23DhlgZ" + }, + "id": "91Z9E23DhlgZ" + }, + { + "cell_type": "code", + "source": [ + "positive_corr = sns.pairplot(df, vars=[\"Seville_humidity\", \"Madrid_humidity\"])" + ], + "metadata": { + "id": "b8RmfDulxPMh", + "outputId": "4b97ba61-36c0-4410-a440-cdba6a78bfc9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 372 + } + }, + "id": "b8RmfDulxPMh", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Positive correlation between Seville humidity and Madrid humidity.*" + ], + "metadata": { + "id": "gL-7TQ77zcOL" + }, + "id": "gL-7TQ77zcOL" + }, + { + "cell_type": "code", + "source": [ + "negative_corr = sns.pairplot(df, vars=[\"Madrid_temp_min\", \"Madrid_humidity\"])" + ], + "metadata": { + "id": "UtGTfV1dzkKx", + "outputId": "a8b4d7dc-8d59-4cbb-dced-80b5ee47686a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 372 + } + }, + "id": "UtGTfV1dzkKx", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAFjCAYAAAAHAAHfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eXhU9d3+/5p9yyRDEgiBLGAgi0kgQJCCRRAJyCJh0SRQCiq4USuP/dWl1rY+2j4t2m/7aB8VFXdERCGkgAsBRLFYBAXZAmFNgoSELJNMZstsvz8mczInM6EB2Tn3dfW64JyZcz4z0vu85/7c7/st8/l8PiRIkCBBwiWD/FIvQIIECRKudUhELEGCBAmXGBIRS5AgQcIlhkTEEiRIkHCJIRGxBAkSJFxiSEQsQYIECZcYyku9gAuN+voWvF7JoSeha+je3djpOenfkoSzxZn+PQVDqoglSJAg4RJDImIJEiRIuMSQiFiCBAkSLjEuGhEvWLCAKVOmMHXqVGbNmkVZWRkAixYtYsyYMaSlpVFeXi56z7FjxygsLGT8+PEUFhZy/Pjxi7VcCRLODTJocbo5aXZwtKaFZocbZKGvaba7qDxtFZ/v7LiEqx6yi5U1YbFYMBr9wvWGDRt48cUXKS4uZseOHfTu3Zuf/exnLF68mNTUVOE9c+bMYcaMGeTn51NSUsLKlSt55513zuq+0gaLhLPBj9qsk8PJBjvVdVaWlOzD6fKgUSl4qCCHjKQoAJptLn6ot1FV08KG7RVYrC7/+eQoyiqaeGHFLowGFWOHJpMYF0HvWAOROiVI/4SvSHR1s+6iuSYCJAzQ0tKCTOZ/3Ofm5oZ9fX19Pfv37+fNN98EYPLkyTzzzDM0NDQQHR194Rd8GUGhEP9w8Xi8l2glEjqFDPYdN9PQ7MDu9JA/KgWAnQdrqKptIUKvpNnq4v8+/F4g6HlTMrE6XFTVttAzRi+Q8MQRffmgtDyUyCUyvmpxUe1rv/3tb/nXv/6Fz+djyZIlZ3xtdXU1cXFxKBQKABQKBT169KC6uvqaImKFQs6arcc4bbYD0N2k47YRfSUyvszQbHOx7LMDTL+5P8s+O4jT5SE+Rs/0m/uzpGQv3ptSKPnyCE6XBwCny8Pr/9xHftvxuGg9RoOKMUOSBBIOvO6FFbtYtGAEkTrVpfyIEi4gLioR/+lPfwJg9erVPPvss7z22msX8/ZXLE6b7dTU2y71MiR0BhnUW5yMzElgSclegURFf5chHA8g+PjiVbuZNrofXp9PeF2sScuYIUkgA6vTQ6ReJVXFVykuiWti6tSpbNu2jcbGxk5fEx8fT01NDR6P/x+lx+OhtraW+Pj4i7VMCRL+M2Rw5KQFt8eHXN6BbDuQr0alEL1Vo1IQHamh4JZU8kelkJ7cDYNWiUalINakZeKIvpR8eYQVG8p5+vVtlFU2SRt4VykuChFbrVaqq6uFv2/atImoqChMJlOn74mJiSEjI4O1a9cCsHbtWjIyMq4pWULC5Y9mm4uT9VZ+ON1CcnwkRXlpxJq0wvkAqWpUcu6fPkA4r1EpmDU+nQidSiDbP7+9HYNWxS9uz2bs0OSwEkWzzXWpPqqEC4iLIk3Y7XYWLlyI3W5HLpcTFRXF4sWLkclk/PGPf2T9+vXU1dVx1113YTKZWLduHQBPPfUUjz/+OC+99BKRkZEsWrToYixXgoQuo8XuQqdR8vo/210SRXmprNt6jC07T/DLgoGcbrSzflsFI3MSkMvhFzMGIpOBy+3lr+99JyLb10r28tu7bkCnUYWVMszWVkkrvgpx0exrlwpXun1NoZDzxsf7BY04LkbP3ROvlzbrLhDO1r5W39LKk698HSJBPDYnF71WidXuYknJXvKGJVMaRMb9E03UmW18uOmwoAMDbNpRydihSURHainefJjqoL0BjUohbdpdYbjs7GsSJFyNsDpcYSvX5pZW3B4PSoWC2RMyWPpJGXnDkkW2tIUzc5h6UwrvfnJAVE0DvP7PfTw8czB/f/87kY1NLpdRedqKyaiR/MVXESQiliDhR8AUoUGjUoRUxLHdtFTX2VhSspP8USmMzEkI0Xwrq1so3nxYdGx5aTkFY/vjdHnw+rzcOSmDyAg1sSYdTS2t1Dc78Xi9vFK8m8k/TZH8xVcJpKyJqwwKhVz0PwkXFpE6JQ/eMVBwRASqWrfbJ1jXtGq5yFERa9JScEsq3U068keliDb3nC4PJqOWuyZfj0IuJ9KgwaBV87/v7+R/3trOX97ZQVVNCxNG9GXtV0ekzburBFJFfBUgQLgKhYzVW45KzR8XEz6INKjIvykFZGDUq4iN0mBzugXi1amV9EswolEpwnbOFeal8vHWY9SZHWhUCppbnAD8bdl3Ia8BcLq8uD0+isal0+JwSZrxVQCJiK9wBHfe9U80cdrskJo/LjKUCgUlXx7BaFAxYXgfnC4fOo1MIF6FQs7LK7+nMC+VVpc3RKL4oLRc6LArzEtFqZSztE03Dn5Nwdj+yGQyEYk/eMdAekXrJXniCof02/UqQKDzrrHZeamXck0iMkLFIz8bws/GZ+By+1j6aRlvrd3HA7cPYOzQZF7/5z5cHi8+n4/e3Q1h5YjkeCMFY/uz/2gdMVG6sBuApghtCIn/34ffS/LEVQCpIpYg4cdABpXVLbywYleIjBChVZEcb8RoUHHbT68TMij8zRxprPnqqCBHyJChVMi5ITOeylOWsBuAWo0iLEHXmB0gk0kuiisYEhFLkPAj0GxzCSQMYqnB4/Vh1Pk14QAJAxgNKuxODz8bn05Ng51Ig4qaRit946P4oPQA+aP684s7BnLytFWIyrxvWjZRBnVYgjbq1Zw43UI3o5b4GC14wi5VwmUMiYglSPgRMLe0dhrmc6reSkbfaFISokSxmMOze4l03numZtHdpEOnUzB2WLLIO3z/9AF0j9aCD6pqLMydlMHb68pEUZr/WLGTW4f34b1PD1AwNpWknkYs1lZMEZLX+EqBRMQSJJwrZGDQqcJWqXKZjMQeBk6etvJB6UGho64oL42PNop13tdW7yX/phTkclmIr3jxqt3CRl5RXip6rZKivFTsrR7wgcvlobrexrLPDjJ7QjqLV+1h2uh+LC89KGUZX0GQNuskSDgXyKCssom/vf8dhXmpIh/xvCmZdDOqQSbns6+PMXdSJnI5eH2wpGQvN+cmhWzWIUMUgRl8Tq2SC80ejZZW7E4PKzaUU/LlEZLiI4k1aXG6PMSadCT1jCAxLoKCsf5Et6WfloXfzJPGMl1WkCpiCRLOAcHa8Mdbj7VVtJDSO4rKGgumCC02h4ubc5NEUkNhXirFm/35Eis2+mc0alQKf8UqI2x1ndwzkp9PSMfp8pLUM4LGJofQONLYbGf66H6s2XIUg1bFuGF9eOED8cZhvcUJMhkKhYwmqwuPxxMyLUSqnC8tukzEra2tFBcXU1ZWhs0m9qk+++yz531h1zqCmzQkXH4I1obrzA5WbCwn1qQlOjKVFRsO4XR5eHR2rpDKBuKNPHnbb9GOzRrz87OEjryAu6LObGPDN5WMzEmg8pSFtORu3Dcti2XrD2Kxupg1Po0Ftw/EandR3+TAaFDhNHuE+z1x51BeKd7NLUOTea1kryB1SFNALh90mYgff/xxDhw4wM0330xsbOyFXNM1j45NGtLvxssPJqM4YyLWpOXuyVk8/8FO4djJupawUoNcDgP7d0enUdK3VxTHTpoZk5vElp0nMOiUQpcePvB6ffxzy9GQwKD7p2fTzahh0oi+GPVq/vjGN2G78MYMSaK+ycHtt6S2a9OdTAuRIjYvHbpMxFu2bGHjxo1ERkZeyPVIaEOgSSM2Sic6LpMFqmSpYr6UiNQpeaggRxj4OWlEXyprmkUE1+r2hpUa+vaKwuZoxeP18ac3vwki1wE0tTiFLr0xQ5LobtIxe0IGVTUW8kelsGlHJXVmB4tX7eHhmYM5Xt3MK8V7QqruR38+BJlMhtnixNzi4MON5RSMTeWGLCdx0XriY/RU19uINWmZNKIvcdF6XG4v9dZWnE43EXq15Li4iOgyEcfHx9Pa2noh1yKhC4iJ1LF6yzFOm/3ykFQxXyL4ICMpikULRtDi9PDM69vIH5UiIt5NOyopyktleVslGx+jZ/6ULKwOF9oIDaXbKkIcEr+5cyh3TsrA0erhm33VxMfqWfzhnrC5FD+ctpDQ3dBeQbfdE8Bqb+VknR2vz4dcJmPqqBRWbChnZE4Czy/fxfz8LDZtr2DkoAScrR6eD9KVZ41P49OvjzP71gxJN75I6DIRT506lQULFjBnzhxiYmJE54YPH37eFyahcwQPE+1YMUu4iPBBpF7FD/U2nC4Pm3ZUUpiXKkgIFqsLU4Sap+/7CU2WVswtTp5d+m1YUgU/GbfYWkmOj+QfK3Yxd1KmsNEXOB+cS5Ga1A2zxYlcLhMaPwrzUjFoldQ3OfniuypG5iSAzIfJqGXKyOtobNO2l5Ts5ffzh7HncH2IZW7ZZwfJvylF0o0vIrpMxEuXLgXgb3/7m+i4TCZj48aN53dVEiRcIWi2uaiqaUGjUlBndogcFNf1jkKllOPx+HB7fCEbd6XbKrhrciYVpyzoNAp8PlAq5bjcXsYNS+Z4dVOnGvN907N56aPvqa63+ZtC8rOIilBjsbmI727gnbX7QnTlB24fQGJPIzsPRnGoqonGZud/tMxJuvHFQZeJeNOmTRdyHRIkXJEwt7SyYXuFUAnXmR2UfHmEe6dmEaFTYrG5sTnceDxejAYV+UP8MoJO42/6eOGDdo2542Zco8URVmO+vm80L6/cLYxRCsy6C27kWDAjm/pmp9DRt2lHJS9/tJuFhYOYMjKFZmursIZw94iPNaBRKTAZ1Bf3C71GITV0SJDwI2AyarBYXUIlXDA2lcK8VKKMGg5WmHlr7T5qG2yYjGomjegrTGx2tnqF/IkxQ5IEHRkCevEetGplSLPI/TMGYHO4RbPsAu/xto2fNBpUNDQ7+aC03N/48cURJo7oi9GgwtHqpqq2hbVfHcVia+W63kaKOtxj1vg0NCo5v5t3A0q1nJNmB0drWs7c+CE1iPwonLEinjBhAp988gkAo0aNQiYL/+1u3rz5vC9MgoQrAcHuiRUby4mP0fPgHTnUNNhABreNvI5mq4vDJ5pFEZbBkkBABog1aUWDRHt00/P6P/cKUkf/xG6olTKcLm+IdW7s0GS6m3QUjE1Fo5KHEPsHpeVMG92PU/U2Iff4g9Jy5k3JQi6X8VBhDg6nB3OLg0+/Ps6owYloVHJio7QsW39QkEDCNn60dRkGJ9BJDSJnhzMS8TPPPCP8+bnnnvtRN1qwYAEnTpxALpej1+v53e9+R0ZGBseOHePxxx/HbDZjMplYtGgRffr0ATjjOQkSLgsEuyccLhotrTz9+jbRMFCjTkmTLXTIaCA4PiHOSHyMPoxXeADjhiVjb/WQFGfk5VXftyWxZfGrWYM5drIJtUqOTq3kraAgoF8WDAyr+8ZF63nvszLRpl+LzYXH6xN1482bksmKjeVYrC6mje7HyJwEVrR5kF9YsYs/3jecGKNaINlwCXTSRt/Z4YxEnJubK/z5hhtu+FE3WrRoEUajf7T0hg0beOKJJyguLuYPf/gDs2bNIj8/n5KSEn7/+9/zzjvvAJzxnAQJlw18CITzzBvbQ4aBPnHnUCzHG8Na25wuL2+v3RfWIdEx8GfMkCTUKjkGnZq31u4TqtSivFSSekYwKDUOtco/5y7gEw5Ao1LQ0GwXOTTkcn81/vHWYxSM7Y8pQotOo0CtlAuv8fp8IpnB6fLw7cFaEnsYhYq3swQ6aaOv6+jyZp3b7Wbt2rVhW5yDK+fOECBhgJaWFmQyGfX19ezfv58333wTgMmTJ/PMM8/Q0NCAz+fr9Fx0dHRXly1BwkVDZ4TU2Owk0qASeYpVCjkJPYyAj8S4DBxBM+6C39szRs+jc3I5ebqFkk7m3C0vLefhmYNFmRbz87NY9fkhgazn52fxwYaDwrU1KgX9E7sBoFLIkclkvLpa7Fcu3VaBXCbD6/WJ3uf1wgsrdvHcgzfi9fpwe30U5aWxYXuFQPSdbvTJ/BW0uaUVk1GK6Qygy0T8yCOPUF5ezk033RTiI+4qfvvb3/Kvf/0Ln8/HkiVLqK6uJi4uDoXCv1GgUCjo0aMH1dXV+Hy+Ts9JRCzhcoTJ6K9E/d5d/7EtO0+g0yppsjpJ6BHB7+YN48iJRnQaFW+s2SvIER2bQQDiY/TERGlpsbuw2t0hGRL5N6UIkkGw1S3gE36oMIfqOivxsQbUSjljhyYLfuP5+Vl43G7Wf1PJ/TMGsHjlblFjSOm2CubdloVSKePID03MmZguTJVutNhJ6hnB0WoLL6/cLZJh1m09hsXq4qGCHCL1KklL7iLOqsV58+bNREREnPPN/vSnPwGwevVqnn32WRYuXHjO15Lwn9GxHRqQJjpfQETqlcyekE5VjVXoaJs1Pg2FAsEhcdfkDGJNel74YBf5N6VQuq2C/JtSUCvlPDxrMG+3SQ7xMXpm3Nyf/3lre9gqOJAZAe1VajCcLg/VdVbkcplI/71/ejYqhZxas41Vnx/iF3fkoFDIuG3kdaLA+cK8VLz4eKV4LyNzEtCo5fTtFUXVqWZaXT4Kb0njufe+DZFhfjdvGBEaRSgJI2nJZ0KXibhfv340NTX9KCIOYOrUqfz+97+nZ8+e1NTU4PF4UCgUeDweamtriY+Px+fzdXpOQtfQsR26u0nHbSP6SmR8gdBid1PbYBc61QJVolwuw+nykJvenet6mzC3OHG6POi0ipANunlTMok2amh1+0QBQh0bQOQyGVEGFUV5afTqbqC+yU6sSSuSBtL7dGPvkQaRl3jxqj2C7jxvSiYOp4v6Jidx0QbuuKU/rW4vm3ZU+lPb5uYyd1ImNQ0txJr0HKpqpHcPI199f4i4aH1YKcXt9hBp0oatcCUtuXN0mYife+45nnzySW688caQ9LWpU6ee8b1Wq5Xm5maBRDdt2kRUVBQxMTFkZGSwdu1a8vPzWbt2LRkZGYL0cKZzErqG4HZoCRcWzXZ3iG1seWk5DxXm0D8xiuEDevPHN74RZIge3fRCtRp4/ev/3Mfv5g3j+PEGEWnFmrTkDUsWVbf3Tcvmiy1HRZt2AWngzkkZnKq3iR4KQiqbrP1e00b3IyZKi93potXtZcvOExTckso3+6ppcbipM9vRaVSi+947NQu9Vhm2EeRMDSAdE+u68p5rBV0m4lWrVrFjxw6amprQatunC8hksv9IxHa7nYULF2K325HL5URFRbF48WJkMhlPPfUUjz/+OC+99BKRkZEsWrRIeN+ZzkmQcLmh44ZbwBfs9fmYfWuGIDMEMilO1VvDVojNVieJcUYRaY0ZkiTyITtdHl4p3iPSiZeXlvPk3Tew72gDNqebFW1SQ+D1AS9xYPMt4IoI6Mlbdp4gb1gyxZsP82BBDuUVjThdXtHgU6fLw6ur9zJrfJooVyOg94aTJAII9lyHvIdrexOvy0T8zjvvsHr1alJSUs76JrGxsaxYsSLsuZSUFD788MOzPidBwuWG2CitQJ6xJi0Tg9qWHyrIEcgskElx9+TMsBWiQi7nVL2VeVMyef2f+zAaVPSJN4okho46MfhJsqmt5XpMbtIZvcSBe+HzH68z25g7KZMfTlv4+YQMvB4vy9s2EcNdx+pws2lHpdBskhQXSWKc4cxkGuS5NltbMRnUAglf65t4XSbi2NhYSZ+VIOEMiNQruX96NotX7QmpYLUahYh068wO3v2kjPunD2DxqnbnwewJ6Thb3Sz77CBGg4pZ49Mw6tWimMqAxGCxukREpVEpOFHbwtihyXh9vrDddxq1nLtvy2TNl0cYmhnPx1uPER+jx6BTi6dHzxiA0eAnyfgYPWNvSPL7jLUKTjfa8Xp9wmQSgNm3pgve5zOSaZvnWtCEff7W6Gt9E6/LRDx37lweeeQR7rnnnhD7WmJi4nlf2LWGwGgk/5+lRv0rAh08sfh8rNjgt5V13Mwq3nw4ZAzSjDH96W7SsLAwB3tbe7Hb7eXFj/xk5jR7sNrdImnAaFDR6vIya1w6JqOGD9u8wcEE/bPxGazYcFCQDgKhQsuDZIT7pmWz53AtFqtL5EGGtmaSlbuZNrof3x44xe1j+vPq6vZ1z8/PJCZKR/9Ef4qbRqWgf5KJxW1WtsA1ukqm0ibeWRDx008/DRASeSmTySgrKzu/q7rGEDwaCaSw9ysC4TyxhTlU19tY0TYNI7giPVTVhFJewRN3DsXqcBGhU/HuJ2U0WpwiCcPfbecR3SeQ2qbTKjBoVUKcZqBR44aseOwOj1AlNzTbmT0hgzqzjYcKc9BplLy2eo/IJ/zhxnIW3J7DiAG9abGHtl87XR6S440kxUXw7idloveu+vwwowYnkndDMi22w0y8sS+LV+7m1uF98Hp92Fvbuwe7QqaBTbzAVBJkIJfJiDZqzs9/qysAXSbiAwcOXMh1XPO4GGHvHX3FZ2NjC67Yz/a9VyPCeWIDucTBG3LBm1lDM+P5x4e7mDMhA7vTQ+Up/0y74AzjjD7RIgLXaRRCNZt/UwrL14s37Ja0xV+u2Fguck6MyU1i045KxgxJIjneyNzJmYJHOVA92x2tuL1gbnGG1aorqi1o1PIQi11hXioyGbz+z338atZgPF4vsydkYLY4iYvVU37CjFwm444xqRj1aipPW9s1Y0I35SJ1Sn49azAnTreIqvbEHhHXjE58XmMwBw8efD4vJ+E8I+ArfuPj/azZeiyEXDtDoGJ/4+P9Z/3eqxXhfk5v2F7BAzMGCCHxpdsqeHjmYGbfmk7+TSlCxapUyPloUznzpmQKry358ggalYKln5Zxz9QsIZbS56PdEtfJ0M+knkYemT2E39yZi16rwmJ1CQRe8uURnlv6LX9f9h15w5KJNWkFB4VGraTylAW9Rsm907IoykujYGwqRXlp3Dkpgw3bK+jRTR/i1vigtJwe3fzSi83h5t2Py6iotvDOx2VU1VrYtKOS4s2HsTlcHD5hZv/xRv697xRVdTYqa6089tJW/m/l9/x7Xw1lVU20OD2YjBqcLg/5o1KENb6wYhfNNtfF+Q96idHlirgr8PmugUfXFY5z9RVLfmQxwnliLVYX18UbWbRgBD/U21Aq5DQ02flw4yGRlKDVKBmS3pPSbyoEPTnQAj0sMx6TUSOE8Oh1ypBKtePf1Qo5r6/Zy6jBiaT0jqRgbH/iYyP4+7LwY5YCdrd9xxoo+eIIs8an002jFHmO75maxaQb+3K60RaW/KvrrGhUChotDmZPyMDh9JPo+m0VTBrRF7vTg1wuIy7awOovjgiV+P3TB5CdEs3g9DiarS5qG23YHG6Rdh7cQSiSNq7inIrzWtZ0llcsQcLVhoAnNjhQ/aGCHCK0SiJ1KjISo4iP1mGK1DBtdD9m35rOwzMHs+rzQzz9+jaKNx9mRHYvNn1byWmzjXc+LuPQiSY+3HgIc7MDl9tHo8VBlEEt3CMgdwTfsygvFR8+Rg5KIKGHAZ/PR3ysgVN1LWEJNLgtOmBdW/bZAU7W2USk/drqvcR1M5DcM1K4H/jdF0V5aURHavnVrMFERagxWxzUNNgwaBX8sjAHk1FLyZdHeHPtfv789nZRJb541W6m3dwfZ6uH4s2HsTs8AgkH7v1BaTljhiSJmz3aNPnHXtrKU69v47EX/0VZZdNVs5VyXitiCRKuGXTmifW1n4/QKElLiEKnVmFzuEKcCYGuO6PeT7abdlQyd1IGVodHqE7vmpwhGsMUkDscTjcn66yCHlzyxRF/kE+b/3d+fnbY6hmf2GERWIu3w69Zp8tDZU0zG7a3T6IO576YNT6dtD4mDh5vpG+vKBqa/KR8poCixmYn6wMTrDuRW+RyRA0ineVUBBLgrvQqWSJiCRLOFWE8sSHwglIOdqdHaPQInsIhA1weD7PGp7Hss4PYnW5WbDgkEI7V4WHLzhPtrgUfvL1unxDWrlEp0LRN+Ahs3I3MSWBJyR4W3DGQlz78XiSLdGur0IOnR2tU/tl1wQgECdWZHazbeoxpo/uR0bcb//OmOG952WcHRLPyCvNS+eK7KqaP7ofd6cbp8m/q6jTtVfyJ2hZh/YFjHR8YQ9J6iMLnw2nyRoMqJAHuSm0EkTRiCRIuMCL0avYeaww7heOBGQPo3k3Hp18fp2Bsf+KiDSLC2bSjUmRvC3ZGxMfomTspE7vTTcHYVDbtqKR7Nx06jYJN33oxaBSCq8Hng9oGG+u3HeenA3v7m0Fon1GnUsoFQuxYMfszjw/y6M+HhK1eA9V0oPqdPSGd6Egdx6ubAH8U6B23pHLX5OvpEa1DKfcroo/PyaXR4uR3d9/AkR/MwkOnaFwaGrVCdJ9wmvzYockCCQfuf6U2gpw1EdfU1FBTU0NcXBxxcXGic6+99tp5W5gECVcLInVKUnpF0j8xm2ff3SEijpdX7ubJu29g+s39WVKyl8K8/iEdeKXbKnioMAdnq4dGi7+KnXRjXwxalagbrigvleYWJ68WlzNrfDpKhZzDJ8ykJZn4yzs7hIrc6/WxsDAHuULO8ZPNrPnqKIBgocvuF8v/rdglVMyBrjydOnzQT3D16XR5iIrQiNZVmJfKhxvLGTU4EbvDQ+m2I4wclECz1YXX56OppZVIg4otOysozEvD4/HyyD++ElW34XIqEuMiOm8E0auuqI29LhPxyZMn+fWvf82uXbuIioqiqamJnJwcnnvuOXr37g2IRytJuPLQmSVN6vT7kfBBSi8jh042hyWO04121m87zq9/NgSZHB6YMUAcuD4uDXOzg26RWkG2KLglNcRTvLy0nIKx/QXJ4DdzcynefBhj23SQ9dsqyBuWLGi8d02+Ho1KjkohZ9ywZOKi9SCT4Wz1CPnEwbqwMWjKiNGgYuxQ/3saLf4ITvBXqW63l/xRKUImxgel5RTlpdIjWk9VjYWZ4zP4odYSEhd6922ZvLFmHw8W5PDI7MHUNNg4ekpBbJQWuQwMOiV/vG84TpebCK0KZLKwD4Zoo4Z9FWb+L0iWudwliy4T8WOPPUZmZiZLlixBr9djtVp5/vnned7FrjMAACAASURBVPzxx3n33Xcv5BqvSlxuLc3huvvMllZOm21Sp9/Z4AwWK00nFWWsSUujxcmKjQeZMzEDhUHNf80c5M/krrfx6dZj5I/qT53ZxuNzc3m1eE+nm1wBTdbp8tBoaRVapddtPcbdk7NEGcdrvjrKrHFpzByXRn2TQ5Rnce/ULH55x0CMBrWQHxG4TiD/4pXi9tFKcydl4HL7WPbZgbDyRoReHKVZlJcq2tDzj3saxNxJmTRbW9GqFKz96pho1NP6bcepPNXCr2YOQi6XY3e6eeLOoSxetVs0ZbrJ6hJIOPBdnFGyuAxscV0m4n379vHGG2+gUvk/iMFg4Ne//jXDhg27YIu7WnG5tjR37O6ra3JQU2+7YJ1+Vx3OMAqo2ebilVW7Q7rtFtw+gNNmO3dOyiQ6SkOd2cGLQZXc3EkZ/CS7l+in/gMzBhAbqaHkDDKBRqUgOkojhMXXmR0cPyWuyOvMDhotTlxun1CdQnvUZSBAPtjXW2d2hORfOF0emq2ukGsE3BJyuYwlJftCqveAkyJwzOuD55d/F0LkdWYHqz4/xAMzBnL0BzPIZPxjxS6q621kJJv4xR05NFudxERp0WqU1JsdYZPq6pqdoZKFXklZxaVPfusyEefk5LB7926GDBkiHNu7dy+DBg26IAu72nExWpolXFycaRRQXbOT6nobX+85ycMzB3O8ugmvF5avP8i4Ycms23qQsUOTQ8gsHMG9vHI3syekCzGZwa6I9duOC392tXqYOKKvUJX26RlJUV4qXl87QbncXry+8NV1oOr+oANpyuWhr/f6fJ3a0Dqb5hEXradgbCrg39AzWxwhc/PumpxJs9WJSqngT29+I/qsMnxE6FXsPVKP1+ej8lQLCT0MvPfpAVErd6CjUadVhkgWv5k79LJIfusyEScmJnLvvfcyevRoevbsyalTp/jiiy+YPHkyzz//vPA6aQ6dhGsVZ0oR06r9MZiDUuNEfmJAqA7DkVlnBGexufjy4AkenT2EQyfMeL2w6vNDTBvdD6vdhUGrpKq2RdBnAUGWCJ7S3KdXFMdPNp9xEy5AqIHj/RO7iXKXxwxJok+8Mew1EuOM1DRYw4b6tNhbWbHBb8H7ZcFAGi1OSr48IlqjudlBbDc9f1v2nRB+hAzqmxxtljgZX3xXJZpSMm5YMm9/XCY8RKaN7odGJaeu0RYyQaXiVJOI/AMPKLO1lchIFTX1ThqaHcREaekRrYEL1HHdZSJubW1l3LhxADQ0NKBWq8nLy8PpdHLq1KkLszoJEq4gdDYKSCbzT0IOJKt1Vn0GXh98Xt7JhhQ+GJQax7NLvxWdC4w/UikVbN1zkvybUugZa6Ci2hLSZPFQYQ4rN5Vz85BEYRMuQIKzJ6TjdnspGJuKXCYjKyWax3rmcuxkM59sPcq8KZkUbz5M3rBkSrdVoNMkMz8/U5AgNCr//L031+4DYO6kDJytng7NIGmCdHKi1hpW2njizqGUHW/AaFCF2PjmTclk5eeHBE+yoDXPGkzBLanCd5rQ3cBbH+/HYnWJKvtYkxadRsWnX1cwMicBuRzm52dTsvkQveO17DrYINLB75uWTU5a9AUh4y4T8Z///Ofzf3cJEq4ihLNYPXjHQBav2o3L42X66H7ExRiIj9EzMidBIIotO0+ADzZ9WxlCiAlxBmaNTxdtgt0/PZsVG8oZOSghLKn36m7gs38fY3h2r5DUtOAp0H47nJNVmw8zaURfFhbmoFDIUSnl1NRbWRr03rjoAcTF6ISK9fgpC3dNzmTpJ2WCE8NoUDFtdD96dTdwutGG3ekSLHAdG1X8zo6DPFSYw5tr9+H1+UQVL/ir08ZmJ16f343RMXzo9X/uE1WzgeOtLo+osp43JVM4Jw8yBvkzMdzMGNOf14LylhfcPoBGs4faRpvI/fFK8R6euucnxEWe/3jOs/IR2+12KioqsNnE4S9S6poECYRte26xu6hu2wtYtfkwM0b34/ZbUnk1qNK6Jz+Lz7Ydx2J1oVEr2ixoXpJ7Gln6SRkuj1cgHLlMht3pZmROQqdyQJ3ZznW9u4VNTQtUhBqVgtpGO5NG9GXd1mMsLy33E/wnZYy9ISmENBev2s2vZg0WHhR1ZgdVNRbGDUvG6fIKm2MbtldgsbqYNrofvbu3r0+pkIWVAKpqLEwc0ReDVhnSPh1wVuz5dy0Tb7wuLFHL5ZAYZxRpzSdPW0WySUOzg7snZ/LuJ2WCrGI0qIjQq2l1uQUSDnzWlz7yb6ouLy0XiNzqcLHuX8dotDguLRGvXr2ap59+GpVKFTI8dPPmzed9YRIuX3TMNQYpn1hAx7bnIGnB71JopeRL8VDP10r28sRdQyk71siqzYeFKrIoL1Ug8RUbywVi0aiUIGulePPhEBfGrPHppPfpRp3Z3qkEEkwuzlYv90/NRqVS4PZ4qa634XR5w773dKONuBi9fwCpz8f1faNxub0cqjIDfhIMbA4m9Iigzmxj1vg04mMMWB0uln22J2idaQBE6NScNttJ72Pkv1/bFuKs+N28Yfx8YgaOVm9You6XEMVLK9vta/dNy+aTr48JMwNLt/llh8oaC/dOzaaqpok/3PMTzBYHkXo1Noc7LMF376YTuhUDcs+kEX2JNV2YjfUuE/Fzzz3HP/7xD2688cYLshAJFxcdyfRsvMyBXOPTZj9JdDfpuG1EX4mMw6CjXBHOceB0eThUaUatkotaj9OSxJtiHTXSwrxUvt5zkmmj+9HdpOO02Y5WrcDlcqPtxLPct1ckD88czNvr9onIK9akwNf2msBrO743qWckDqeLxLgIPB4vHq9/AnSwQ6F0WwVjhyYjk0GL3UVacjf0WiX/r0Mk57LPDjJtdD/eXLurTfrQCRp28Pey90gdPbrpsTtdrN/mjw3VaRX06KbnVL0Vh8uDy9PunX6leI8wqXr7vmrmTsr0O1R8sGLDQfJ+0of/fu3fIivgXZMzQzzOdY12Sr5ot+55fT6Wl5azKG3EBfl30mUiVqlU3HDDDed0k8bGRh599FEqKytRq9UkJyfz9NNPEx0dzcqVK3nrrbfwer0kJibyl7/8BZPJBMCuXbv4/e9/j9PppHfv3jz33HMh8/IknBs6kunZepmlfOIuQgbIfEIVmdQWK9mR5FpdXnaW1/Drnw3BandxqsHGsvUHBCmg4zDSYEdATJQWmcxfoVpsrcgVCtZvORTWs1zbYAvxAL9SvIc5E9P9s/DGp7P/6Gke/Xkuh6oa8fr8le70m/vj9XqxOT18UHqwbXPLytzJmazcVM6hqiZB+ujd3cDST8oEgn6wYGDYh09wRsXiVXuE8KDg78XrhVeK9/DLOwYKG4N5w5JFxDl3UoYoYKhvLyOn6q3cnJsk8l8HHkDBEskHpQcZNTgxpBIPdCgGvmOv1+9eMVtaidScf1tbl4l44cKF/OUvf+EXv/gF0dHRZ3UTmUzG/PnzheaPRYsW8de//pV58+bxv//7v5SUlBAdHc1LL73E3/72N55++mm8Xi+PPPIIf/7zn8nNzeWll17ir3/9q7RpeB4heZkvPOqbW3nhg/YuL3+eb2rIT+x1W48xZkgSR35oErkHAB6eORibI/xcud49DPSI1nG6wc7+Yw14fT6qalq4aXAiFquThYU51DTasDs86DVKFAq5aAMqcJ0IvZq1Xx2l8JY0YqK0HKoys2F7JRariwUzsmmxu3C4vDS1OLl1eB+BzAMyR6PFrxvL5f5/VwFJxeny8EOttUsZFUk9jcTH6EM8wE6XB2OEmn98+D35N6WIHkhGgwpnq0fQtDUq/wTq9D7R/P6Vf4sItqahpdOxT4H/NgF7Xe/uEYKjIy5az3uflaFRKdBqlEIK3vlEl4m4T58+vPDCCyxbtkw45vP5ujQ81GQyiTrwcnJyeP/99ykvLycjI0Mg9lGjRjF79myefvpp9u7di0ajEfIrioqKuOWWWy5rIpbmuknoiPpmh4iAArGSj83J5UBFI1q1gu7ddH5JQhbqGw74jvNHpYQlM71GhcXi4nSjPSS7AeDNtbsozEtly64TyOUylpceJD5Gz/wp2ZyotdDq9rJl5wkiDWqGZ/fiufe+DZE+GpqdwoOjKC8txGYWcC+UfHmE/okmXl61W/QdbNhewX3TskVWsMDDJ/izVJ6yMOPm/sRF66htdGB3upg0oq+/evb4XRUdW7vHDEkK8QYvXrmb38wdGvLgijXphUo68NoPSstZWDgorPQza3wan359nIZmOxari8K8VA5WNFAfpfd33nH+WqO7TMSPPvoo+fn5TJw4UbRZd7bwer28//77jBkzhvT0dPbs2UNVVRUJCQmsXbsWm82G2WymurqaXr16Ce+Ljo7G6/ViNpsF6eJyQse2ZUk3lQAQE6UNIVCL1YVC7i/DHE4PaqWcaaP70SfeyPFqi/j1bcQTbhjp/dOzWVKyh3vys0PIKBA6HyCbh2cOZsk/9xBr0pI3LFn0k/2e/CxUSnlY6eOJO4fyP2+1ZxCfqYPugRkDiDSoUXUoSCxWF5F6NQ8V5uBo9WBzuFDKZSI9PLgDrjAvFYfTf82+vaL4aFM5xZuPCNNIwn0/Hddjc7hCughP1VvDvtbl8YS1xy377CC/nz+MylPN5N+UImz8LfvMH0hfVWs9b63RXSZis9nMwoULf/Q4pGeeeQa9Xs/s2bORy+U8+eSTPPzww8hkMm655Rb/opRXZl69pJtK6IgYo5r7p2ezeFV7NTg/P4uln5ZxqKoJjUrBk3fdgEYl5+11+5k1Lk0kXQQaOurMDtG054H9u1Pf5JcA7K3usATjcLaTyolaC3VmBz+fkB5COK+V7GVhG2l3vEZ9kyPkeDARBiIy+8Qbkclk7D/WwF23Xc+JWiuOVv/6E3oYeH2NeFPvyz0nhV8F+BAF1Xczallc2p4+N29KJis2lrO8tJxZ49NED6ROG16Q4fX57X7TR/djzZajXNc7Kuxr65scdDfpwn7+JouTaKOG6EgdfXpF0tBkx2hQ0Wx3n9fW6C4z3vTp0ykpKWHq1KlnfZMAFi1aREVFBYsXL0be5qyeNGkSkyZNAmD37t0sW7aMiIgI4uPjOXnypPDehoYG5HL5ZVkNS5DQKbwwMCWaP943nPpmB0a9mqWf7BdI+KGCHHrH6ogyqEhL7obV7q8SH5uTi9nixO50CdM7AtOeC/NSqTzVTEIPv0+3sdkRlmDMLe0TONweH7EmLdGRurB2LXurJ+w1NG2t2YHjm3aceXRSUV4qTqeH0m0VAvHOGp8ucjYENsAUchklXxwJuWdNg3h+XkD6WLGxHKNejVop56HCHKrrrCT3NHLP1CxRQ8Y9+Vm8+8l+UdvzgwUDWfpxWcivigdmDECtllNZ3RL286uVcswtrbwWNNx01vh0PB5P2O9RNOz0LNBlIt69ezfvvfceL7/8MrGxsaJz77333n98/9/+9jf27t3Lq6++ilqtFo6fPn2a7t2743Q6eeGFF7j77rsByMrKwuFwsGPHDnJzc1m+fDm33nprV5crQcLlAy/ERKiJiVCDDO6bmi00fMjlMiprrJiMGnqatDRrlPz1ve9ELb2BjrWe0XrcXg8ROjUOpweFUsZDhQNZ+skBZk9IZ+knB0RksearI4LWqVbKmTiiL81WZ1jy7GbU8MDtA3j5o/ZKtDAvldVfiL3KFquLnrF6HpuTi8PpFqIzoV0SKcxLZfaEDCpOWQD49Gv/RmRw0lrv7gbqm+zcfVsmjRYnXp8PuUxGr1g9a746KmpR3rSjUvA/n6q3gQwhoyL/phR2ltcIQUoZfaKFWMzgNT02J5eyCjOnmxyisVN6jZKv9/zAjQMShBbt4KxltVrJys/FyXHLPjvAH+8fHvZ7jDaeW7NHl4m4oKCAgoKCc7rJoUOHeOWVV+jTpw9FRUUAJCQk8OKLL/Kb3/yGkydP4nK5mDhxInPmzAFALpfz7LPP8oc//EFkX5Mg4YpGoOFDrwofmdknigW3D+Clj3bzcdusuMS4CAA+31HJsKxe/P399vCee6dmMfmnfWl1e3moMIdT9VbS+0RzuMrMrT/pQ6/YCBQKiDSqqW90UtNgDemaW9423sjr9fHEXUOpNztotDgEuaDF5uKhwhyqaiz0iY/i8x0V3JybjNMVPjeju0knspfNz8/C7RFXmqfNdjL6dqO6zibaZPyvmTn8dGCCqKW7KC8VuVwm+JRH5iQID5uvvj/BkPSeeLxe+vSKwuZwCyQcvCa70y1IPMGz8uZOyuCnOYlY7a3EReu5+7brkclkolS7jva4TTsqMbc4w+ryg1LFRWpX0WUinjZt2jndAKB///4cPHgw7LklS5Z0+r7BgwezZs2ac76vBAmXKzqLzPzjfcNRyNvbgb1eH43NDlrsbsbkJouC3Z0uf27wwzMHc/SHJmobbfSMMXC60Y7V4RY2qTQqBU/efQMnaluA8JttEbr2APhg14VGpaBwXBotNieJcUbqzTaGZPQ8o5Pjh9NW0RqXlOzl0Z/nEmvSYrG6mDclk9JvKkhJiOLDDeUiX291nS1Ew17ettlY8sUh7pmajaPVzVP3/ISmFiezb83geHUzFacsyGUy+iWG14HNFge/vGMAJ07bhOq7Z7SWJqtLGF8V8FovX9/us+5ojws4TrxewtoA65qcRGovoDTh8/n48MMPWbt2LY2NjaxZs4bt27dz+vRpJk6ceNY3lnD1oGOXnuQU+c/oLDKzvtmBXC4TQmvAvyF2x5jUTh0Lbo+HLbtOhDQ6BIf8OJxuVEoZ/RK6hSWqjrrs8tJy/mvmIOQyGWaLHavDwxtrdrXZ1A506uQIkGxHaeFQVSN3T86kpsFGi93FxBHXoZDJhJFMAZL7+cTrw35GmRzyhvVh0Ts7RJ+vdFsF44Yls2mH3/N856QM7p2axatBmrF/QKuGU/Vii99jc3J5eVVozkRwQluwPS6c4yT4OxZ8xueA8EPKwuD555/no48+orCwkOrqagB69ux5xopWwrWBQJfeGx/vZ+3Xx1CrFSgUcuF/EkIRiMwMhkaloLtJh0Iu5/7pAyjKS6N/YhQTR/QlQq8iOjL8e07UWhmZkxDWfjZmSBLxMXpsTjcbvqnkh9MtFOWlilqZ75maxYbtFaLrOl0eZMBba/fRMyaC0rb24rhoPfmjUoRmh4CTY2FhDvk3peDxehmR3YuSL4+wYkM5JV8cYcbofvSJj8IHpCSY8Pl8VNdbefGj73G2+je9AiRXecoS9jP62jrsOn6+kTkJQueh0+XhrXVl9OimY2HhIB6bk8vCwkFER6pxu+HVYjHpllc2hiV9g05BwS2pFIxNpU8vo9+/DJ12N/rzP/yt4ibjuXXddZm+i4uLKS4uJjo6mqeeegrw67xVVVXndONrEQFSuhxm1J1vBKx7sVFSDkVXEKlX8uAdA/m/D78XNodSekdyss4qmiBx77RsPtpYLowF6tgYEbB2jclNCksqGrWc+6Zlc6DCzOwJGbzwwS7/bn9QmpvJoBE8vQHEx+gx6FQUjE3D5faEdNMFV4IlXx7h4ZmD2fRtJROG9xFp0EaDCkerh7fX7Qtbsa/fVuHvZgNhY7JjlV2Ul4rHGz6ISPARy9qPNdtcVNVY6NsritVbDjF+eN/21wfB6wvN1IiP0RNp0LLsM7FMs27rsU49y8nxRp64cyjL1x8gMS4LvUH8IOkKukzEHo8Hg8EAIHiJrVYrer3+rG96LSK44eNymVF3oSD5qf8DZFBW0cSyz/xZEhF6Fas+P0xiXEbI0MtXi/cIP5XLKszAcZ64cyj7jjWAD6wOl6gxoqPkcH3fGKrr/KHr+aNS/BtsZo/w0xvg8Tm5/OL2bF78aI8gEcy4uT9/fMM/mihcN10gVyJgp3t73T7GDvVHYgavIfDTvmNrcvA1gknUafYIVTYySO5p5M21/mtrVO1TPnRaBXHdDML6NCq58JnNFocowvKD0oP8siAn5PvZsvNEyMTsuZMyRRNUAjJNICsk3HdcUW0RvocWu4sYQ7srrKvoMhGPGjWKP//5zzzxxBOAXzN+/vnnufnmm8/6ptcqgqtGCdcugjfqvD4fqz73T7qoqrGErbh0WoVIc3W5PYL/NtakFbTSjpVkYV4qHo9H9JM+XDOG1wdREVp+e1cu5ZVNxMcaRK3AnWnTcTF68m9KESrjuGgdpogOU0pkHSrXDtfwtxPIUKvEcaGBzOSCsf2pMzvYsL2CBTOyaWh2sr4t+Cd49NPsCenEx+i5dXhfWoMmWQc8yFZ7a8iviTtuSSVSrxRIVqtW4OtkMzMuWo+5xRHiWZ41Po01Xx0VHix/mH9uw5S7TMS/+c1veOyxxxgyZAhut5tBgwZx4403smjRonO6sQQJ1yoCG3WBBouAvhvOhZCRbCKph9E/l64tCa1HNx1zJ2Xw9roy6swOSrdVsOB2/4TjQKNDq8tL6bYK4mPaN7827agUBo6Ga8aYn5+FXqukui60FThcJdjc4gRgTG4ScpmMSIOGV1fvCdv51tk1+vaK4uTpFvolRIUNQwrAH5qvYv22cmZPyKCqxkLRuNS2VDQvVrub+fnZvLzqe8bkJtE/MYqpo/rhcHqI7ablZG0Lu8pr+d28YdQ22NCoFURolfzP2ztEa/JX12EaO1Ry1v3rGNNH9xOIWy6ToVK274E4XR5a7C6IOvsIiC4TcUREBC+++CL19fX88MMPxMfH071797O+oQQJ1zoCG3VjhiRR02ATMoo7uhDiY/SMH95XmEsXqHJXbjpE3rBkCsb2JyZSx6kGG+98vJ8R2b1EGuwDMwZwqsEqqjStDv/ctuR4//SPYGlg1eeHGDU4kT69xFGdwd10gWv/smAg9U1OSr4Uh9K7PF4+3nqMgrH9iY81oFLIuWdqFis3hcZy3jstm9Jtx9lx4DSzb03n038fFzVbrNt6jDG5ScJrwSvozIEHSXDq2n3TslEp5HSLUDNuWB/Rd3HP1Cwm/7QPMkCjVmAyanC5xD7oWJMWjUoeUjkX5qVS22hjzJAkweERQKCpJFDBmyIucEPH1KlTWb16NTExMaJM4OnTp7Nq1apzurkECdciAmHxVbUWNmyvYH5+dtg8ieuvi+FPbTotiHVVU4QGjVohkhAaLU6mje5HQncDcrkchUJGQ7OPBTOyeWmln1icrV5KvjxC0bhUbht5Hc1Wl1Dd3TbyOiINaqIMSqFTLVCFa9UKfjVrsL9hos5KU4tTaLoIrG3ZZwcEUpLLZFjtbpaU7MVoUHFPfjYut4cn7hyKucWJRqWkpqGF20am0GRtpdXtxWJ1iQZ7jh2aTGJcBAsLc1iz5QhF49pzMvKHpIgaKowGFbWNduZOvp5Ig5p/dOj48z8I0nh55bci4h52fQ+27a8V0teCZ+/17m7AqFdT02AlKkKL1R4+ijTQ9Xf/9AHnvPXTZSKuqKgIOebz+Thx4sS53VnCNQFprFIYtM2269FNR/HmI6zcVC5IBgEXQlFeKvXm0MCdgK6qVSvbur3EEZsbtldQODaNJSVBzoupWf6f+TJI6B7BvVOziDJoqKq1hERnGmNV1Dc5OVFrFUJzivJSWfuvY0wacR3vfeaXQ2bfmt6pblwwNpXePSL4f+/5N72MqGhqcYq61QJOBIvVxfz8LHbsr+ae/CxeayPujrJJYV4qTS3OUO0ZOp1eEhwkNDInQdiUC6w1MAx016F6xgxJEix6gTjSZZ8dYNywZADeWONvYAke/KpVy1HI5XTvpmNh0SB8Pg/NLa3EXojNukcffRQAl8sl/DmAH374gX79+p31TSVcO5DGKnUCnz+ZLTBGacXGcqGdOSpCw/8u/467b8sMu7mWHG+k3mzH5fGKnATIoE98JO9+vF/svFi9lzkT03G6vEKOxS9uHxi2Rfd382/g9Mn2xof4GD1zJ2Uy6cbr0KoVwjoS4sIPLq2pt1Hy5RF+WdCe5jZmSJJAwsH3KhjbH2erl/omO1Nu6kejxU7B2P70jDGEzQ1+8u4bRPcM/Lkzf29wY0ZnI6qsDhe/vWsoVrub/klZnDzdgtXhFn4hdDfp+GvbA2XnwRpmjkvjZJ2/O6/V5SPKIOeNNfuwWF3cMzWLxB7nFhH8H4k4KSkp7J/B34IsBfFI+E+Q7GydIMzU50i9P2LRYnVR02Dj/ukDWLxqd9gqcdb4NO6dlkVzS2tI9RhcDTpdHmJMev7eNjfOafbQ0OQMS0xul++MnWSzxqfh9fp4e+0+UfaDXA5pSd041WAlf1QK9U32dtKUETapLDpSJ7RVF28+wqzxaXzy9XHGDg3viXa5vYJWHaxb67SKsBOi2wIe0agUpCeHdhTGx+ix2t0891H7r4eivFShS68oLxWtWiGsPT7WgEat5IvvqkTJbpNG9OXtj8t4bfVenrlvOBFnXxD/ZyJ+8MEHARg4cCAjR44842tfffVV7r333rNfhQQJ1yo6Tn32tWvISz8t475p2Tw8cxBajZI/BwW0+zXZgzw8c1BIx1jHalCjUuDxeEVkaNCHHy5qc7pElWy4sPT/mjmI6nob+4/WUTA2VZS1XJiXypadJ7h1eB9+cfsA3l9/kNSEKHTq0KSyZqtTdO1/7znJfxUNwuPx8cjsITQ2O1j95RHqzA7iY/QC0QYC5h1OF3MmpmPQqVm+XpwaV7qtgut6R/Hrnw2h0eJAo1UI8k+wZ7jjDLv12yq4a3ImFacsrN9WQf/kgWFlksCDLhDAH/gMdU12Ys+BibusEf8nEgZYvHixRMQSJPxYtFXKv5mTy7FTFn/+QVszRjCcLg82R/hQ+OBqsLCN9IIJJT5GH9YT29jsFFWy4a6tUMiIj9Ez9oY+ouYHo0FFq8tLwdhUahrspPc1MP3m/tSa7ThdXvJHpQD+inV5aTlzJqYL/uhIvb/N+VClWUR6syeks/X7H5gwoi9NltDKH+Cdj3eHPIgenjkYpUJOY7MDnVrJU69syJw04wAAIABJREFUI6lnBAsLB+H1+VAqZDS1OMJuWNY22tiy8wRzJ2XicftCJJzgB53T1R7Ar1EpiI68QNLE2cDnO88T9SRIuFoh+8/zzpwuL9V1/p/6WrU8bAUbH2sIezwpLpJfFuRQU2/j463HQlqPq+ttrNx0iIdnDuJEbQvxsQZqG20k9zLy8wnpvPvJAeFaHa+tUsj5xe0D2Hu04YwbZj1j9GzaXsHNuUmiTcF5UzL5Zl81apVCCBDSqBQ8+vPcENJb+skBnrhzKGXHG8N29/3XzEFhHxZ1Zn+4UJ/4SP7+/k6MBhXDs3uJmkD+cO9POHisIWTDsm+vSEGS6ewBGKigNSp/AH/ALtjDpAHxy7uE85rI8mPHKEmQcE1ABmWVTTz20laeen0bj734L8oqm9qtT23nn3zla5aX+oNztGols8aniZoj7p2WzTvr/Fpt8PG7b7setVKODJC3zcbr2HoMfjI+erKZpZ8e4Lml37J8fTk+L/SM0fPEnUNJiovggdsHiK5dmJfKq8V7aLG7hawGCC9jvLxyN5NHpoRs1L3+z31MuakfS0rExw9VhQ/hsdhaO+3uM2iVYUOCEuOMeH3g9njJvymFmXnptLq8QoCP0+Wh2RI+U1gml4k+S7jr0/bZF9w+gJSEKB6bk0t8rB7OcQ/6yhwOdwWgo23ragz6kXBuCJdFvPTTMn41czBWuwuDThVy/u11ZRTlpTJtdD96dNMRa9Lx8srvqa63CVMn5HJI6R3FyTqrMI05kJ9rd7opyktjw/YKYRNPo1IgbyueAk0PZosdtwcWr/JLDndNzhA1WQS0UavDzZadJ1gwI5vqenvIzLfAaPrOCLTObA85Hi6ER6NSoFTIO51N1+ryhm3tttha2XOolt7dDUKkaEd912oPL+s0B0WUdja0VaWQC/7mWbdmUNtg5cMNldw3NfvCjkrqCiRpoh0dbVtXe9CPhK6jYxZxwJ3w5Ctf43R5/HPfwhCE0+UhJkpLU4uTRotDmEQRPHXikdlDhJS0cK6HYP/uAzOyiTRo/NOOvbBykz94PZD5C2B1eCj58ohgkQu0M/t8XubnZ9NkdVK8+TBF41Ipyktry2yQo1UreXtdmahtO0DOcrl/unV8jF40TWPLzhOCl7h9Qy0Dq8NFN6M6pLtv3pRMTtVbRf5ffFC6rYKfT7ie6Ten8te2B1LgOwzWd5ttzrDkHuh89D8wHMKklL69IvH54O11+wTXxLwpmThb/Ta4kYMSaLJd4Jl1XUFubu75vNwVj2DblhT0IyGA4P+jAyHNBEk9jSEkpVEpGJLWA41KToPFiUGrCksiDqdHdN1w0y78Y49aUCkVvLZ6j+g+HTN6N+2oZO6kDJytHtFG34wx/TlUZaZ482GMBhVymSy0OcSgEvItijf7g406tjgHIj41KgW3jbwOj9cnynIwaJUsLy0XGisem5NLY7MTg07J2+v24/J4Q7Tpe6dl4/V5cLSGj86Mi9FTlJdGpEEt6OGBKNKeMXoqqpu5c1IGb7W1M1usLjQqOVFGNc+/v1No6AAo3nyYkTkJQhOOVnMB8oi//vrrLl1k+PDhALz22mvntAgJEq4lBOxpAfnBoFOEkNT8/CxWfX5IIKmHCnKIMarBBxEaJcgQXUOj8k8vFlV5nbgeKk5ZWLGhnPgYvWjI56YdlahV8pAKVqdR0Wx1+ccGmT2MzEngtdV7hY2s/CEpQhUeuMfyoMqz9JsKHpgxkD+9KW7XfrV4jzALLzHOSE2DjQ9K27McAg0st49JRadV8O7HZYzMSWDFxnJiTVrBBRKoWBN6GIgyarHbnSgUSg5VmcM+rLpFaNBplChkPtxuL7+bdwN1ZocoDvOe/Cwe+dlgWt1equutrNt6jMQ4o+i/U0ayiQdmDKTZ2srCohzWfHmEfonnNmX+jET829/+VvT32tpaAEwmE2azGYC4uDg2btx4TjeXIOGaRIdGDq1GyR9e/beIpJaU7OW/7/0JDqdbaPQQuSp8kJEcxR/vG87pJjsROjUNTTYSukcIoTUQXnPF1y6HBAfjzBqfhlGvoqgtsL3jwyGgrwYTvEal6JTwA1XjoaqmTjfiHK2eNm1YjilCc0YXxgMzBvD17h8Afxpbj2g9/9/PBuNye2lqcaJSKqhrtBMTpeXYSfP/z96ZR0dVplv/V/OQVFIZyAAhARKKIAQCBFHvVRCJKCAxiCQiigiC2ohtdzu03Q6tfbVRv75XWxFxRGkFFDAKiAZQ1NamAUVmAhgSkBDIUEml5un74+ScVKUqzIPi2Wu5VnLqTFXEfZ7a7372I7R7RwmZn7P0B6ETrqgvgUCQbfsaIhwZr5ZtC8tb1qiUGPUa6ZtLQpwWrUYtPVxEjV2pPDV59phEvHbtWunnuXPnYrVauffeezEYDDidTl544QXM5lN7AsiQ8atGSCNHdZTYScGf6iMzOUbaPwyt4fKhFfH04jze+Hg7Xn+A4mE59Ogcx2/G95Nacg06wdZWeaiJ28f04Z1PdoaRz7uf7qZ4WA6rNwhNDdHajIuuELzAOo1KWsjyeANRCT90IbBLyrFbou8e348ks07KckhNNHLU6pSqcNGF8cCkQVzUI4lks5EFn+xk6MCuGHQqTEYtf3+3TQufOrYPGpVSClESz7cipOPw1bJtPHzbYBpbGsK+AYgPkMQ4rfS+H7ilgENHbdLDaVZJfsTn8+qHwsPzVHDC9rW33nqL3//+9xgMgtZpMBj43e9+x5tvvnncYxsbG7njjjsYOXIk1113HTNnzqShoQGADz74gOuuu46ioiLGjRvHxo0bpeM2b97M2LFjGTlyJLfffjv19fUn+/5kyPjZQwxTD4VOo8J8jPCYaM6Lecu2ckdRHrdf14c+3ROwOz002oTFtMWrK1j4WQXVh5tZ9e/9PL9oM4VDskg260k265lwlYWiodlkpsUCUHU4ekg9irZFNZvdy8pvKjHoVBE2tzuu70uf7gnMmpDPhBE9WbK2IsJmV1JoYe2matxeYWinSqnkxqsslH25j3+8v5llX+xl1GXdSTbrpes32T1072zmw3V78foD5HZLoGuqKWKe3esfbWfy6D5SottRq4PVG4SxTBNGCPPoTDEabA4PSoXQoDLqsu5hs/b0Wg0FuZ1we/3sr2kiJTFGqq5DtfjQz6ex2X1KfwMnvFhnNBrZsmULgwYNkrZt3bpVIuZjQaFQMG3aNIYMEdLrZ8+ezXPPPcf999/PU089xWeffUZycjJr1qzh0UcfZeXKlQQCAe6//36efvppCgoKmDNnDs899xxPP/30KbxNGT9XtB8u+msMA2qvGYuacIQcEYKOpkDvqm6kbJ2wcJTT1czcZeG6bKh2u6g1eEehUERIEBB9LFBORjz9c5Kxtrh5eMpgDhy2kZ4ci9vro+iKbLQaJd3T43jto21heQyNNjfl66t4aHIBLo+fyp+aI/IwWhzeqANCQ/N+jQYNOyobuObSbrQ4fDz91oYOmy48Ph+zSvI5XG8nLycZnUYV0WadnCDY7qYX5/G3kJB4sQJ/+LbBbN3XgNsT4ECtTWoTT07QR/184k4laIKTIOJZs2Yxbdo0hg8fTlpaGocPH+bzzz/n0UcfPe6xZrNZImGA/Px83nvvPYLBIMFgELvdTnJyMjabjbS0NAC2bduGTqeTnBilpaVcddVVMhFfQAid4we/4mS2DsJ/OiJhiHReQJv+KxLufRMHHlO7dXv9JJj0UcmvtNASYRe7e3x/vD4/T7zeJgFML87jcH0LNoePsi/3UXRFthRkL55vYXkF95bko1QqsTu9HDxil7y9offuD0T3HLfl/eZhd3r4oaKWm0b2Zl7IQybaZ6FVq5m/Yju3ju6N3x/ZqrywXKjSVUolRn30Ctfm8DDp2lzSEo3EmbTSAuH3FbXMHN+Pn1plH6VCQZdkIyr1qVlUTyoYvm/fvnz66accOXKE7t27c9ddd510DGYgEOC9995j+PDhJCYm8sQTT1BcXExcXByBQIB33nkHgJqaGjp37iwdl5iYSCAQwGq1yrr0BQQ5ma0VUcJ/joVoVbS0mIZAIoFAdO1WPLdOowpbIBPh9vqJj9XR1OKmpNBCcryeGIOWg0dsEe4I0fmwbN32Vr04OqG5vQGsNocUvN4+gKek0IJOq4p6v7lZCSiH5eBy+1AqFVxZkMmOynppv2hNF3fd0A9/IMDUsX052uigqia61OLy+ClbV8Hj0y+J7rCI06NWKdj3UzMXdU+QyLzR5sZq94RZ9u66IQ/1KXYXn5SPOCcn57Tzh5988kmMRiOTJk2ipaWFf/7zn3zwwQf06NGDlStXMnPmTD766KPTuoaMny9COw7lbsPTQEgVXWdzs/dAU9hXfXEhLJprYMU3lRL5VdU2RyUgvVbNYY+DGL2ahDg9f33jPx1KAEadWtKLbx/TJ+r5GpqF4B+3V4jhLP9PVdsUkABs2F5DWpIxogqfODKXqppmFpbvRqdR8fBtg3mqVY6I1nSRlW5CqVDw1vK2pouJI3PDbHmh9yV+g3BEGS46ozgPpSJITZ2DZV/sJRBse//DB2Wy4JPwCSUvL9nK/9x16Sn9cx6TiB955BGefPJJAO6///4OsySeeeaZE7rY7NmzqaqqYu7cuSiVSr7++mtMJhM9evQAYNSoUfzxj3+ksbGR9PR0Dh06JB3b0NCAUqmUq+FfOEI7DuVuw9OEWEUbNbjdQuMBtC2ErWitjouuyKZ7lzjiY7QEgkFuT+rD4dYwICCCrCeO7MVRqwNLVzNNdjfbf2yrPkMnVICwcKfTqZk4Mpd3P93FG8u3R5CpWKmL8+fcXj97DjTx2kdbGTE4i+yMOPr0SOSptzYIGmxrY4tSoSAjJZaXl/4AtEkFbm/kfD+b3UtSvJ6GJidvr4wc4XTrqNyordArWx9KXj/s+PEoj04dQrNdCGJqcbgJBBV81mpZS00wSm3iHVn2GprdJBrPcAxmRkaG9HNWVtZJnzwUf//739m2bRvz5s1Dq9VK59+xYwf19fUkJSXx73//m9jYWBISEjCbzbhcLjZu3EhBQQELFy6UQ+gvEIhyhNxteIZwnOr4q80H6Zqay19eWx9W7WlUSmrqHZSvF6rT2gY73dLj2F/TRFpSLAa9mmcXbJKqz+931zLuyp68FtKCPKM4D61acB3cf/MgvIEAaqWC+yYOpK7RQXpyLK+VbaXO6uKr7w9y57g8Kb9Y7FjzeHxSJoXb6pfatQHuLclneEGmFNYe3+owaT/fLy8nmZqjLZhN+qgEqddqWLZulzBwNd4gPYhsdi8TR+ZSb3XQOSWOF9/fzDWXduP/FgopbVPG9I7wU4tjp6JV2DptuPvlRHFMIp4xYwYAfr+ftLQ0rrvuOnS6k59SumfPHl555RW6detGaWkpIJDwSy+9xLRp05g0aRIajQatVsvzzz+PQqFAoVDwzDPP8Nhjj+F2u+nSpQvPPvvsKbxFGTIuEBwrOvMY1fGd4/rxVLtQ+VeWbeUPrZ1jLrcQG6lRK6X9dBoVv7mxP26vMCJoWlFf6ptcEgmHnue+iQNpbHKiViulRDWxsm5qcXHnuH40OzzEx+iobbBLLczipGab3cufplwcldhq6gSf8bSivsTHaPH7A9x7Uz7Pv7dZmu9XUmhhwcodjLy0O4oOCNKgE8h79X+qmTiyF4CUm6HXKokxaKhvcnHPhHzpgQWQbDZG+IUXllfw56lDmF7cVwrl12lU3HJtLnrdqaVGnNBRKpWKv/3tb4wfP/6ULtKzZ092794d9bUpU6YwZcqUqK8NHDiQjz/++JSuKeOXB3nQ6DHQGo3Z3uLWOzM+suOunQPDao+0upliNFhb3LxWtl3KWUhNNFJS2JOV3+ynzuri0FE7Oo2KAZZUln6+h/HDo4cR7T/URFK8gaWf72knCQgNIi8s/kFqsvD6/AQCQUHaCHFvVB6ycvf4fsz5YEuEdOD2Cp2GYqfb9OK+PHbHELbsqSMQEBLhhg/K5OUlW1rDhywRNrV4k5bflgwgySzo3e2J+r6bBkoTT0Jfq+mg2abmaAtGvTosF8Ns0kHw1P5eT5i+r7zyStauXcvw4cNP6UIyZBwP7RPrUhIMFP13D/x+gWl+zaQcrYHjhcWbmX33ZcKcu3aVcpgDI0qE5IjBWRIJt28lFufS+QNBHrilgINHmqmpd1Db6IhabQYCSEQZKiu4vX6h8m39edkXe7lpZK6k4YrXWvXtfnz+IBqNUtBik4xSoH2oz1jUZect28afpgwmECQsw9nt9bPiX5WMG5YTRpBJ8XpaHF7sLi86pyoqsYo+aJ0m3Lnh8UV3nqQmGsO+ZYjbH7/j1DrrTpiI3W43s2bNYsCAAaSlpYUt3J3oYp0MGcdD+8Q6kZgvWI/xCUzqQAF1zdGHfba4vPxU5zhmpdze6paeZKRbugm3VwjsiTaXrnhYjuRUuHt8P9KTjFFtYqFVq7Jdn26oVQ6gaGg2L73/Q8S1Hp4ymMN1dggqBC/y0OyoPmPxXG6vnx2VDSxeXRHRgFJndbH0i71S3GZeThK7qxpxefwoFQq6pkafaBJr0FL25RbWbtKEVdRffX+Q6cV5zAtxU0wd2weXO3qWsdXmJjXu5OXbEyZii8WCxWI56QvIkHE6uKB9xiciN7Tuc+BIS/TFIY2aFxaH679SpRziSRblihaXl0abh/01tmMG9oRWsnM+2MKfplzMjsp6FAq4b+JA9h9qkmSBOqswKqhberx0j0KCXB9anF6pRblzckzY3Lo6q0uoRj1+NGoV76zcIQ3+nDiyl+RZbu+RFqtw8f4WlVcwcWQvphX15bWybZJ2fPcNeew90BT24DDocvnN+H68FCKBCMdtlRYLv9l6KMxat3r9fu67aSD+gB+DTsOrH27lllG9z09nnTjNWYaM84ELUT8+ptzQSqLiPqYYTUQ1OmtCPnaXN3plZm8XUN66mAfw5BsbpPN1FNgTWskKXl0nqzcIzoW7b8gjxqCRfLSiDrvkc2EgaHpyLFabG2uLi/L11YwbloPXF+R/3twQQaw2uxe9Vs3/+6fQrSfqvV2SYygeloNapSAjxcT8Fdslwg8lZfH+Yg1aVv1bcFFkpsVy8IgdnU7Du0vCuwbf/VSYgRcqXSSYdGGZzAMsqWFDUZPNevbXNNMt3UTV4WauHpJFU4s7olK+o6gv6rPRWXeyecQyZJwttNePLwSpoqO8iFASFfdxW/2SXQsF9MtJpnOCnmanLyqRdhQYJC7ciecbfVn3iC630hAPsni+I41ORl3WnZXfVDJnyVZKCy2UFFpIS4rBoFPx0geC11ejVkkTPkTSdHn8EfLHovIKiofloNMoUakV0mvitJEJIywsXi3ozaGpaH16JDJ3yRZJOxbvr7bBwZ4DTVQfbmHCiJ5oNUoczugPqYZmN11TYzlQayMQCOLzt3sYhXxLiBbHWVJoYcnne0kw6ZhVkk8gGESlUOLx+lCcoi9eziOW8YvBhSZTdJQXEUqi7cf2iOE3l/VJba1yTyIwSCEEcIWeb/7KnaQnGaWA9j7dk3C5fRHNIWL1Ki7IdUow4HD5eH7h9xQNzZZeaz8odFF5BdOvz4tKiCkJBrQaJdU1QnefOI4JBXRLj4v6vg3ayBD90G7Beyb0p9Hmxu0Rzh/dyqbG7vSysFwg+smje4fpwqHz8aJNOQkNInph0Wb+dPvFBINB9D4FKuVZIGI5j1iGjLOHEyHR4+5zEoFBzQ4vc5duiZA4Codk8ebytq/+z878Lx6ZOoQte+vCBoYCUiODUqGUSLctlzh6zoRBHz1DIi0phndWbudokyvqOKb2LcehlXpoI0d1TTPDCzIxaFXUN7l599Nd0jlCG0jEdufXPtoqdfmZYoTPKjFOJ8kVBp2KGePyeGXp1mOG3osPKa8vwJ5qKxmdjKhUHhLO5sy6t956i6+++gqNRriImEd8+eWXS40fMmTIOAmcCIme4D5RA4PaOTKsdg81rbawY9nEGmxuzLE6ytZFOheUCgV3XN8Xr7+NdMUut45yJnQaddTFt93VDRxtcjF8UCYJcXreXrGjbQgoUL5+Pw/fNhibw4tRr8LhEip1t9cvNXksWLmDvJwUQc64ykLZl23Va029g8WrK7jvpgE43X4abS40agU2u5e1G6u5bXRvXK3kL3qpM1NNmGI0LPx0F0VXZNOjc1zU99SjSzxFV2RTvr6K39yYz7rvDnDNpd1JSYo5pT+Fc5JHLEOGjA5wIqlrofsoob7ZQ32zi6R4vTDHLppMHsWR8fBtgyWLl6jDRrOJmWO0USvxqWP7YHd6hbwHT5uuKmq4R60O7h7fnzkf/BB2zMLyXTTa3BRdkU16spGaOgffbj1EyVUWKVay9GpL1NFM+2uaeHP5TnQaFX+4eSCzSvJxefzotSo+XLeXPQeayOuZIr1nMS9YJPO1G6uxu3ys+raSCVcJrq8Hbymgye4mxqCRFgndVr9k1yselsPRJuHBpFIqojaIqBSgVCq4fmg2L70vhOyv+raSHl3i4BS4+JzkEcuQIeM0oYBmp5eDR+0cPGJn9YYqbHYvd47Lo392YgQZR3NkzF26RbJ4iR7Z0K/uwlf5fljtHlAo6N1NmIlX3+zCbNLx/MLvqal3kGzWM25YTtTZdulJRu67aSBBglTV2Fi8pkKqtsu+3Me9JQNYu6maUZd1p/pIi3RcSkJkK7E4kkj8fd9PzWGz5SB8JFOMXi0Reyhptjg8XD2kG4FAkMoam/TZiS3coXB7/ei0SmmBrmhoNms3VrdV6q1t2cMLMilbt4/p1/cl1qiRdGOn23dK/7znPI9YhgwZJ4ko1a24gDZ36Vb+OuNSktr5V6M5MmrqHbQ4PWHpZjkZ4f7i0KyJO8flsXi1MO4+PcnIhBEW5i4VAnw+/upH7r6hH9kZ/SRbmniN/33vO+6bOBCtRhmx6KdUCl19IslJx3XUSlxnBwT3gkatYOaN/fnpaPiDKDleT2mhhdTEmDDbmdsryA63jsqlvsklEfa4YTks/WIvjc0uSgt7SZ5pMVgoNSGG5xd9L51HHLckIjQ+c96H25hVks+zCzahVILhbGZNiDgTecQyZMg4OUSrbkNX7uubXRFE3JEjw+kKTzfLzTJLA0qffGNDuwp6q3QNUW/964xLaWqdPB0fq+FQnSMqgdqdXmnisVhJlq+vYsTFmXRNjZWOEe+xo1bi9OQYbh2Vi16rZv6KnWEPiU4JBlwePzanD51WhT2KXc0Uo0GjVrHsizbP87SiPtwzvj/VR1rCgt1LCy0Y9eow/ftY3YTie3V5/FJDi1ZzwmNAw3BSRLxmzRo2bNhAY2MjwWCbmCW3OMuQcQpo1XubHR5iDBpcbh/mWB3+QJBGm6BhOtxeAscZIWTQqam1uYk1qmmx+2hqcZNk1keE6Pzmxv7o1Ur+cHM+CfFGfL4AgUCQeruHhg5aqENtsTX1Do5YnZKEoNOo+OPkwVEJ1GpzcfWQrKi5xLdfJyzqrd1YLS3ird1YHVWLfXP5dmx2L6WFlrCJznOXbg1rw546tg/xsVrSk4xhzRnX/XcPGprdFA3NxqBTCe+3yUVKojEi2H1h6ww/h7vNmx0aOt+tcxz7DzVHBPAbtGqmFfXF7vKg0yoh9iy2OL/44ossXLiQUaNGsWrVKkpKSli+fDmjRo066YvKkPGrhxJ+2CfkJbRfpJo4MheNWsH8BUIFOHl09HZapUJYSPrH+5vRqIQJyKF2r9tG92bCiJ54fQG6d47H6fLiDAQw6NRU7G/ks/VVlIzoidsTIBA8foedTqPiQG1LGHm9smwLd93Qj5eXhKemla+vYuLVvZh0bS4JJh3Vh1skAqttcEikGwgE22IxgQkjepJg0nOk0cmKEMILHXoqXju0Dfv1j7Zzb8kAJl7di3c/243XH2DUZd1JjNfz0xE73++u5bK8zixeLSTETRnTO8yhIbZcm016WhyeiNzk1CQjOrWCTgmGMLllRnEeZpOG2gY7n62vYuaN+af053DCRLxkyRLeeOMNLBYLS5cu5eGHH2bMmDHMmTPnlC4sQ8avGfXNHumrf2Tozi6Kh+W0kWKQiGrxznF5NNs9fPz1j9RZXUwIIWHxPG+t2Bk2Abl4mCArZqaaBKdCoQWvH15+7ztMMZqIa0wr6svSz/cAbaTz7me7wt5HTb2DWIOGWSX5+AMBOpmNNDQ7mTz6IuwuLws+2UVJYU/KvtyHKUbDhKss+P1BenSJp6TQQlyMjn+8vznsnKFddSLaV+fpSUay0kxMGCE4IdZurKa6dezTfRMHcrC2JeyhdN9NAyX9ONmsx6DT8O6nFREPD6vNxTuf7JIWHR0uL2aTjsP1LSwu382NV/Xkz7dfTJ3ViU6jxuP18ff3vpcC5k2Gs6wRNzc3S6E/Go0Gr9dLv3792LBhwyldWIaMXzPqm10SuUSTBAIh0p/T449YudeolLy5fEfbQcdoPGh/TmdrclhKYptTwW31s6L1K3gns4HaBgefrd/P5fkZkt84LkYjVYMidBoVSqWCZxdsAuCeG/MlYk026/nDzQPxB+H3EwfQZPey9PM9XJ6fQUV1Iz27JqBVR0Z0KqPEdoa6I9KTjNxwZc8wiaS0UOCmheUVPJI5JOKhtL+mSfp9+KDMqB2A9900EJVSuG+vP0Cz3c3rH7XlNU8Y0QuHy4tWo0KrUREXowHUXHNJN3z+IJ2TjMTqo6TnnQBOmIgzMzPZs2cPPXv2pGfPnrz33nvExcURHx9/8leVIeNXjqR4vfDVn+gTJZTt5kO2X7l/4JaCqMd1JC2EntOgV6PTqHC5wzvh6qwuFpbvZtI1udK1qg+3SFV1+1ZgkQDFvA+dRiWdWzxvo00gs6Irsvlq88EIGWZWSf+IZo+MlBhpBp647ZZrc+neJZ6MlEHExWj5nzf/E0akor7r9gpRlO0fSoFgyOfTwUPr4BEbvlZiuS+hAAAgAElEQVRJA+D1j7aTmRZL4cVZUbM4bHYv04vz0KgV9M9JFjzdp0DCEBpldRz89re/lfIlfv/73/POO+/w7LPP8tBDD53alWXI+BUjyaTlznF5fPX9QWGUfAgpTxyZS1yMRtr21fcHmVbUN2wfv8/HjOK8sH1CfxcJY+2maumcCSYd6UkG1EpB6mh2uKX9RQhEaCLZrJfkiK82HwTgs39X0SnBQPGwHCaMsFA8LIfkeL0kfZQWWnC5vUwc2QudRhVeeSrg8vyMCBnmhUU/EAgEKboiWzqnze5BrYI/3jaYP942mD9PvZjEeD1PvLae5/65iR2V9VGJ1Bwr2NjEew9FtM+w/fv2+YN0TTXh8QakDrsbrrREVM8LyysYPihTsK8t20qy2YjHd3rhU8etiMVJyj179pR+79SpE/Pnzz+tC18IUKmUIT/L04hlnAQC0D87kYxOA2l2ePjL9EtaXRNa/AFobHHz+B2X4HB7iTNqcXt9PDptCHaXF6NOg1ajQKdV8/gdl9Boc5Fg0hMbI/zeZBdalAPBIF1SYjHqNahUCjQqJXanhySznoQ4PW6fP+p4ovkrtjOrZAAGrQqvP8CU6/qg1wruDJUakuINNDa7SIjTo9OpmDCiF1qNkliDBo8vgNHm5i8zLsHnD0jSiF6rxOMNdCjDiGR+2+jeONw+kuJ0BINBKn9qomuqKazZI6y6bYVOo+Ko1cnC8grWfXeQO4r68mrIkNMbr7Lg9fmZMKInapWCO8f1Y+7Stvc9cWQuGSmxVB5qar0vH3cW96PqcHOHko/YUehy+9laW4+jcxzZnU1nR5oYPny4NI0j1LKmUCgIBoMoFAp27tx58lf+hUOlUvLxN5UctToB5NHw5xgXRD5xAJJitW0eYFOb7SnBKAbHiNta94nXh53CpFGFTYSIiQv/nbjw/RNbz2uMaa0I/cEw7Vl0NigJcqTBGdZE8oeJwrDRqEH2RDadlBZapCaJyaN706VT9DS0bmlxTB7dG61aiUGv4cvvD3L1Jd3523whTrO0MHxWXjRvb2ggUE29gyWf75HaoWvrHXzybSXXD81pTWaDr3/4UQoO6pudTEOTk2fe2Rh2PqVSQZcUUwf5GcqIeEyhqcRA7Ck0dRz3iNzcXFwuF8XFxYwdO5aUlJSTvsiFivZjfWScO1yI+cTnA7FGbdS8iWiTP/YdCm8xdnvbguyBiKaTUMvZ/BU7uf26i6JW4K99tI3L8zNwKwO8vXIXs0ryj1kB11ldlK+vYlZJPofr7eR0NfOPxZvDMopr6h1UHbYBSO+v6rAtzI2x54BQ/T6UHidN7Ai991kl+cxfvj1qXjMgaeWhx/TMTDg7RPzhhx9SUVHBsmXLuOmmm8jOzqaoqIirr74avV5/vMMBaGxs5IEHHqC6uhqtVktWVhZPPPEE+/fv5y9/+Yu0X319PZ06dWLZsmUAbN68mUcffRS3202XLl149tlnSUpKOuk3KePCxIWWT3w+0FHMZrTJH4Fg9MYSq90jtfy2fy3UtZGWZESjVjH9+jwMehW19Q7JK6xUQpeUGKFTrd0iYrQKuHBIFh+u28uleZ3ZWdkY3c2hULB6Q5W0wChub//QMejVUe/d5fZTU+/A6fZK1XN2FzNHrQ7MJn0Hx5zFrAmLxcKDDz7I/fffz7/+9S+WLVvGE088wfz58+nTp89xj1coFEybNo0hQ4YAMHv2bJ577jmeeuopysrKpP3uvvtuKd0tEAhw//338/TTT1NQUMCcOXN47rnnePrpp0/lfcqQISMaOojZjDb5oyNbmTlGG3VSdKhrIz3JSLPdy4vvh0/vEPfrlh6HWq1sJUZV1Ar44dsGs3N/gzQrTwxtjzZGauLIXAKBACMGZ9Kzazx/mXEJdoeXu8b34+WQiry00IKidfBoRHdgi5DPbMlMpKnFjdmkIxgM0Ck+ocP3m3wKg0PhJFwTAPv372fDhg1s3ryZ3r17ExcXd0LHmc1miYQB8vPzpUVAEfX19fzrX/+iqKgIgG3btqHT6SgoKACgtLSUVatWncztypAh40TQGrOZmRwjRG2GTP4IdRlkd46L2CaG1McZ1My8sX+Hro07x/XjxXYTnBeVVzBicBYlhRbqm5y8XraNWSX9sdrcEQ6QwiFZLFglxGGWfblPqqJD25CLrsjmnhvzKR6Ww8df72P+yp0sLK/gyTc2sHl3HS8v3UKsTiO5PiaMEAwIlYeaueuGfu2cK71Y/R+hEq+obuBvb2/ksXn/pqHJI73fjj6LU8FxK2Kr1cqKFStYtmwZdrudoqIiFixYQOfOnU/pgoFAgPfee4/hw4eHbf/www/5r//6L5KTkwGoqakJu0ZiYiKBQACr1SpPBZEh42yjo0B66DCkvk83s1S1atRKlEoFU8b0oUuykZp6Z9Sv8qmJBhwuL4nxBiHv2OVn/oqdmGIEwkxNFDr1vt16iAGWVFDAw1MGs/eAlZ5dE8IyIRavqQiTIUKvo1YpGHVZd/b+ZGVheYU0iy50IsgDtxRw8IiNZLOBI40OLs/PoHx9FZfnZ0jnCR3ueqKTUU4ExyXiyy+/nIyMDIqKiujfvz8AVVVVVFVVSfuczPDQJ598EqPRyKRJk8K2L126lN/97ncnfB4ZMmScZXQQWt9hkH0AunYyYtSphUS4OD1JcVqa7V6qDtuifpXvlGCkucWNw+kjxqiRQuVDg9onjOjJpXmdw6SHqWP7sOJrIQ943odtNrVuneOjXic9OYYXFm2maGi25HEO9TTX1Dt45p2NPHhLAbPfCZdP2k+M/qneQVzX+BML9T9BHJeIO3XqhNvtZvHixSxevDjidYVCccLDQ2fPnk1VVRVz585FqWxTRTZv3kxTUxNDhw6VtqWnp4fJFw0NDSiVSrkalhEV7e1ssnviPEABO6uaIhb+4mM0rN5QFaHj3jkuD4/Xzzuf7KSm3hFhUwOB+BJM+oiW5dc/2s5j04ZwoLaFP025mB2V9QQCsGRtRVRr25FGIa7zePP1KmuauO+mgRw8YiM9OYYFn+yMmBh9oLaFLknGNgI+AzguEYcOED0d/P3vf2fbtm3MmzcPrTY8O3XJkiWMHTsWtbrtdvr27YvL5WLjxo0UFBSwcOFCrrnmmjNyLzIuPITa2WQr2/lBtNzkFxZv5q8zLsVm90o6LgphmoZBp6GiupHJY/qwZG0FWo0yajWbFB/dodDi9PLGx9uZeWP/MDlCHMuUlmSk0eZCr1XRZPei06iOO1/P7Qnwv+99R9EV2by5fHvExA+xQs7NMp9bIj4T2LNnD6+88grdunWjtLQUgIyMDF566SVcLhcrV66MqLaVSiXPPPMMjz32WJh97XxD7KaTO+l+fpDtbB2g3RDROMOpBdMcD9Gmgri9fuwur2SRW7ymgvQkI+Ou7CmloYlSg98fiMiyKCm08NPR6LKGXivYzuJitREui7Iv9/Ho1CE0NLtINhtITYphVkl/DtTaCQSD1DY6uGdCf/6x+IcIkhVtdza7l86dYigptODy+KWGF5vdKzhFziDOCRH37NmT3bt3R31Nr9ezadOmqK8NHDiQjz/++Gze2nHRvo35w69+5KjVKXfSyfhlIMqYJakbroNpz6dK1B1NBTHHaPF6AxQPy6FLSgxKhSJiPt3rH21nVkk+S5Zv58FbCthV3SgRHxARDHTH9X2pPNTUWuU6Ilqa7yjqy9FGO0qlguf+KcR8Xvff2WETOW65Npc/3DyQfT81SZa4OqtgWeuXk8xlfVKJi9Hg8wUjPr/TWZiLhnNCxL9URGtjPmp1UVvvkDvpZPwi0JFcIK78nxBRnyA6ag7xB2HfoSYCQWiyuWmJMtLI7fXj9ggh7PsPN1G2Lrzbb9W3+/nTlIupqG6kc3Is73yyA68/wOTRvfF4Aui0Ku4tGYDT48OgVaPVKIg1anl56b9xe/0UDcqW0tzE673zyS7+eNtgEuP0YZ1zsybk0zlBL7z/QAfukTP8jUIm4uNAbmP+5eGCyKE4Q+hILrDaPcQZNMcn6pNBFMvbUauLh1/+RiK5yaN706NLdGdDapKRiSNzWfVtZdi0adFH/PKSH7g8P4P9h5ulcUhOt4/Fq/dgitEwfFCmNBTVoFORkhDSCdhB9GV9q+2teFgO2RnxdIrTRRLtGXRHdASZiGVccJBzKNpwLLkAjk/UJ40Q0mp2ennu3fCpyvNX7OS20b0j0s9KCi0sWLmD8Vf1YmpRX4CoYUSiGii+J3dropvb6m+X1zxIisMUr99R95zN7qVrSizZabECyZ4Foj0eZCKWcUFCXrgT0JFcIFZ9xyPq00FHJN9k96DVqsJsZ6IWfPCIDZNRy5FGZ9QwIoKwdlP1cfMjjDoNSXFaafZctOGkM2/sT4JJK1T/Z0FuOBnIRCxDxoWMjjrkpOaMYxP16aAjku+aauLN5du55pJuEpmKnW5Ot593P90aNT+itNDCN1sPMWJwFhkpsfxl+iXsO2gNG/QpVtevLNvCg5MG0T87kb9Mv4RDR+2YjBomXZuLzeFFqVCQlRrblpR2HkkYZCKWIePCx7E0zuMQ9ekgGsn/5sb+UpOEx9c2OVrsdCsami1JDaG+47zsJMyxWhLi9BETowl6o8oYorzicvl4YfHmiPvLzTKfUmTl2cDP4y5+RpCnbsj41eFsLUZFIXmnxyfNrQuVC7QaZYSWK+ZHiHYyvy8gkTC0BQfdW5LP25/s6lBeOZvyy5mCTMQhkKduyJBxhtGe5BUKytdXtVWwwOTRvUlPikGnUXU4fSPOoKahOXIoqNvr56jVEXFMqLxyNuWXMwWZiNtBtqvJkHH2EGdQM3FkrhSJqdOoeGDSIOZ9uFUi05XfVFI8LIfOnWKoszrJ6BRLrF7d4ay6i7ol4fb6+OuMS7G7vJHyylmUX84UZCKWccFD9hX/jBAMj8sMBJB8waGacCAQJEavJrNn8nErW2GMvSAzSPP/2pPsOfACnw5kIpZxwUP2Ff/MEICuyUbijRqsdg8xeo0UyCN6gXUaVVtTyS+osj1VnNSEjgsVKpWy9T9ZD75QIUpOtfUOaQ1AxnlEyFSQJJP2xKddRJkmciHgV18Rhy7QyYtzMmScB1zAle6J4ldPxNBWLcmLczJknCf8zDXcs41fJRHLXmEZMmT8nHDBE7FSGU60KpWSr7fWYG1xA9A1xUQnsxGAhDgdCkVre85xfj+ZfU/nWHnfM79vJ7MBpVJBMHhyD+H2f0syZJwpKILB4K/sS4AMGTJk/LwguyZkyJAh4zxDJmIZMmTIOM+QiViGDBkyzjNkIpYhQ4aM8wyZiGXIkCHjPOOCt6/V17cQCMjGEBknhk6dTB2+Jv8tyThZHOvvKRRyRSxDhgwZ5xkyEcuQIUPGecY5IeLZs2czfPhwevXqRUVF28jryspKSkpKGDlyJCUlJezfv/+EXpMhQ4aMCwnnpLNu48aNdOnShZtvvpm5c+disVgAuPXWW7nhhhsoKiqirKyMJUuW8Pbbbx/3tZPBWdH1FNDs8FLX7MagU2MyaojVCaO+UUCLy4fN6cPj82PUq/F4AzjdPow6NTqtCofLS6xRi0qtxOn00WhzkRCnR6kMokCJ0+3D7fGTGK+DIPiCQfy+IE0tHhLjdfj9foIBBRqtCpfLS3yMjrgYNfXNHhqa3cQaNOi1KmwOD/GxOmmEucmoweXxYzJoMOhVWG1eXG4fyfF6lApoaHZjNumIM6h/daErImSNWMaZxIlqxOdksa6goCBiW319PTt27ODNN98EYMyYMTz55JM0NDQQDAY7fC0xMfFc3HLHUMDO6qawKQGlhRYyOsWS3cXEvp9sHKp3sOrbSsZf1RO3R8v+miYCQfjq+4Ncc2l3kuK06HVKqmqcvLKsbQz4PRP6Y7W5ead1EKJOo+KuG/JQKRS8+EHb5No7ru/Lmv9UcXGfdHRaFV99f5B+lhReej98H4NOSaPNw9yl4VNvN2yvoXBIt7BrlxZaWPFNJTa7l1kT8umdGf+rJWMZMs41zptGXFNTQ2pqKiqVEAatUqlISUmhpqbmmK+dbzQ7vBIJgzC8cGF5BfsONXOkyc2+Q828++kurh6SRSAA//vedywsr6Bs3T4Kh2Sx6ttKDh51EAgoJSIUz3PwiF0iYXHby0u28lOdI2zbqx9uY8zl2Swsr8Dl8TN0UFeJhEP3UaCSSFjcvqi8gtKrcyOuvbC8guGDMnF7/byweDPNDu85/VxlyPg144K3r51pWFs8USfJdkowUGd1olYpMMVo6JVlxmrzMv36PAx6Fcu+2Ev5+ip+c2M+Hq+fRlvkRNpAMBj13IF26pHb6ycYhKKh2WSmmvD5g0wY0RNzrB6DXkVtg4MV/6oERZCiodkArN1YDcDwQZnYnF6KhmazdmM1dVaXdE4xE9/t9WO1e9qyYWXIkHFWcd6IOD09ndraWvx+PyqVCr/fz5EjR0hPTycYDHb42vmG2aSLOkn2aKOTtCQjud3MJMfncrg+XHaYfn1ffP4AL72/mcIhWaS1jg8PPY9SoYh6bqUiPH5Rp1ERF6Plq+8PkmI2oNMqWbx6T5jMcMOwHI42Olm8ugKdRsXk0b3x+gK8++nuMJli5TeV1FldwpiaYNv5zTHas/tBypAhQ8J5kyaSkpLo3bs3y5cvB2D58uX07t2bxMTEY752viFOkg2dr1VSaGH1hipeXrKFYFCBVqOO+Oo/78NtNNo8XJ6fwaLyCpZ9sYfpxXlh58lIiWF6cd+wbZOuzaVLsjFs2/TiPN77dCeX52fwatk2fjrqiJAZmuxefK3DMd1eP812r0TC4rZFrXKESN5rN1Ufe16YDBkyzgrOSUX817/+lc8++4y6ujqmTJmC2WxmxYoVPP744zz00EPMmTOHuLg4Zs+eLR1zrNfOGVrdEdYWT5iboHdmPI9MHcKWvXUQRKoqAZrtHjxef8cSg0L4ec+BJoYX+JhVko9apUCvVXOozk5GSiylhRacHj8EoezLfSSYdDx822DqmlzotSqa7W52VlnJ65nSoXQhyBxt2zuSPVKTjDw2bQixejXdO8f9KueFyZBxvnFOiPjPf/4zf/7znyO2Z2dn8/7770c95livnRNEcUeEugl0aiVffX+Qy/MzGF6QCQiuCJ1GhcmolSSGZLOe4YMyUSohJ8OMLxCktNBCIAguj5+PvtxJ8bAc/v7R92HSQqh+a7N72f5jA4vXCDJD0RXZkpSQnmSkW1ocE0YIlsC1G6ux2b0oFYowq1VHskdKggGb04tGpUStVIBCnkIhQ8a5xgU/oeNUvZ/NTi8PzvkmgkwH9UohyaSlzubi4FEHryxt04FnFOeRkRrLkjUVDO6TzpK1eygcksWi8gpMMRpGX9adheUV0v4TR/aiS3Isz/5zUwRBFg/LYWH57ghrWUmhhfL1VRQOyWLD9hquujiLVz/cFkbieq2KWIOGdz/bTU29Q9KIA4FgmDVO3HfJF3ux2b1MHNmLVd/uZ9I1vX+19jXZRyzjTOJEfcQyEXeA6qN2Hn99PclmPaMu686iEAL9w8SBaLQqnn5rQwSBlhQKlWlORhzBoIKnWveZcJWFsi/3Rex/b+kAnnlnY8T177kxn6NWB/1yklGrlTQ2u1Eo4Gijg+6d4/H4/GhUKp54fX3EOe+7aSBLPq9gUG4ancwGahscrN1UzejLuuP2BgQpIwhrNwnVc9EV2VK1fd9NA9lf08Tg3qmoFGB1eNBp1bTYPZhitKQk6uACdrbJRCzjTOJn1dDxS4Tojhg+KFMiYRB01X2HmoHommuCSc/i1bvpknwRLU5f2z6t2nD7/WMNmqiSQW2Dg8VrKggEITM1loNH7KQlGQkGwe704vUFcHujW+l+PNTEngPCf/fcmI9Br2LKmD54vH5q6h1hsgeAVqOUjnV5fKzeICzafba+isvzM1AqoVvneOYv307hkG7k90q8oMlYhoxzDZmIO4DojjhwxBbV7wt0SKBj/rs7Lq+fo1Zn2D7R9q+pa2F6cR7zQqxuoq1Mp1Gh16rw+gIs+2JvmKTwzdZDjB9uiXrOUBua2+sjGIQXFm2OOL9oW8tIMZFs1mOzezHHahl9WXc+a5U/Qr8JTB3bh/fXVJCePIDUON3Z+uhlyPjVQU5f6wit7ohBuSmSdSzZrGfCVRYsXeOJ0auZOrZPmK1s6tg+rN5QRZdOJuZ8sIXVG6ooKRTIcu3Gakpbfxb3Lym00OL08sGaCiaM6Mm9JQMoHpbDylY9+LbRvemVlUBtg4Oiodkkm/WSPe36oTm8tXy7dH7xnNOK+ko2tNJCC4lxhoiKPtS2VlJoYf6K7YwYnMWM4jzUGiW53RMYP9yCxxvAFKORjnv9o+1cnp9Bo83V/tOSIUPGaUCuiI8Da7Ob0kKLVCGWr68iKV6HPxDEqFPz8JTBOF0+tBoV7322C5vdS0OzC7fXj9vqZ+U3lRRdkQ0KyEiJ5bc3DaDyULNkextekElNvYN3PtklLQoOL8ikX88k6q0unnhtvVSRTro2l7Iv91FndREIBqmpd4SdnyAkxev5bekAnC4fB4+24A8EOrStFV2RLVXGKQkG3m29/+nFeaz6dyXVh1vCqme3149SCQkm/fn5x5Ah4zTgDQSxOcM1NZNBg0Z5/p1CMhF3BAXU2zzsO9SEVqNk8ug+/O9731FaaMHlCYR9ZS8ttJAUr6fF4WXq2D7EhOi+dVZXmO3MoFdRti5y0a79vv1ykpnzQXhOxIJPdvG7iQOpPNSMQatGp1FJx4jn6dFlILX1doLAZ/+uYlpRXnQJpd4RdtzheoekG89btpVZJfk8u2ATi8orwhbzLJkJJCaoabb7ftUpbTJ+ebA5vbxWti1s27SiviT+DLpIZWkiGlo9xH9+5VsWllewqHyPEE3p9ZOSaOTdT8ODeRaWV3CozsHk0X1YvKaCt5Zv564b+kXIEF9tPkjPjHimFbV1z331/cGw3wVbWy52lzdqJbvvpyaWfbGXmno7t43uHXGN+Su202T30mz3cnl+Bq+VbY2QUKYV9eWrzQfDjlu7qTrsOgoF/HnKxfzh5oF07xzHHycP5pHbLyYuVsmM/1nHgy/9i53VTVI+hQwZMk4dckUcBdES1mobBD+uy91x15zT7QOgpt5BU4uLoiuyMRpUdE+Px2b3cMu1vbE5fbQ4PWFywmfr91N0RTZZ6SbiY3X838LvmDk+v8OFOLE6nnRtLn+6/WKaW9yYTXr8fj+KS7IAcLqFEJ+aegdGvZpZJULYUEOzC4/Xx/jhFmKNGhLidPzvu9+FuSh0GhX7D9ko+3IfE0fm8vHX+1p9xrlo1AqSzXrqrC5eWLyZ2XdfJocDyZBxmpCJOAqs9jZbmKjbqlUKHry1gJo6e1SC7JYWh8vj487r86iqtRFr0BEIutGqVZKXWKdR8dDkAtyeQISnuPpwC7+/eSB+fwCb3Ytao6C00BLWACLqtSCQscmo5X/e+E9Eg0aMQUOjzY3d6UOnUVF9uIWyL/fx4K0FWG1u3l7Z1tRxy7W53DKqN88vjHRVuL1+3v10lyRNvPvpLoqH5TB8UCaL11TIKW0yZJwhyNJEeyjAoBP0V7GZo+zLfSxYtYvZb2/EZNQwo11Yz8zx/TjcYKeh2YU/CKv/U80/3t/Mws8qcHv8Yc6Decu20jnZGOGgmDiyF29+vJ39Nc2UFFr4eN0+OiUYKB6Wwz0T8iU3hVi5irputLCfQ3UOOifH8tXmg5Ls4Pb62V/TLBG7eMw7n+wiLkZH0RXZ3DMhP2wBT9wnNB5TrVJIv8spbTJknBnIFXEoWrXhBat2MnFkL5xuf4T166UPtvCHmwdy/6RBNNs9pCQa2HewOWzxLtRpsDBksQsEqaC+WSC53940AI1SgdGg4ajVyW1j+uD1+ml2uLmyIAsI0L9nMnaXF7VKgc0urPgKkzv6sWDVzrDbDw0A8gUCXJ6fEUaqLk90WeVoo4OyL/dRNDQ7avdfqC+5c3Is+2uaw1Pa5AU7GecJP2cnxMlAJuIQhGrDgUCQlARDhwtmqQkGkuINeLyBiMW7UKdBaEUJApk5XX7Wbqpm3LAc3B5/mPxw+3UX4fUJkz3aMilyiTWqKR6WQyAYRKlQkJygl4g59NxidrFKqYgg1Y6Cf4LBIPeW5nO43sHd4/uhUauobbDj9gTo0snI/JU7papdrYLMtFgemzaENLNeJmEZ5xXRnBB3je+Prd3/twA/5zAHmYhD0OL0SpMuEuJ0VB1ujkpcOo0Ka4uHucu2UTQ0OypZh359F8kxNMBn+KBMmu1eqWNOPK7R5onYJmqzC8t3S9eYoruIW67NjRriY47T4/UFeODWAl77cKsU/NMtPYY7x/ULm2F3y7W5pCcbOVzvjKjq1313gJLCXkwd2weFQsn85dsZcXEmi1fvYeaN/QUiliHjZwaHy8f85dsjtk8e0+c83M2JQSZiEQpotHvCJl3ccm0u90zozz8W/xBGUIFgUNoPorcuE2wLdg8Egvxu4kD0WhX1VqdQySqiZwSL28RFQhSg1yqxZCXwh5SBmGK0HDraAghP+JJCCwkmHfGxOiEzQgEvLf5BIt+7x/ejxe5BrVbicAV4f41QrSuVYMlMwOP18cOehgjyF6v6l5ds4d6SAVTVNnPNpd34+OsfcXv9vPj+D7JjQoaMM4QTJuLGxkYSEhLO5r2ce4QEv8cYNLzYSrjQtpBVUmhhVkk+B2ptBAJt3XDift/vrmX69X2ZFxJFOa2oLzEGNSWFFtISjbzy4VahY+36PJZ8sZeiK7LJzUqgotoaQeJKhYL0JGNEzkNoFOYdRX2Jj9Xyxsfbqal3SMeK8ZniNrfXz5wPtnD/zYNw+/xS3kRoI4cod3RU1bu9foIEMRnVLFu3L2wRT3ZMyJBxZnDCrokrr7ySu+66i1WrVuHxeM7mPZ0btC7MPTjnGx5/fT2bdh+JSkYuj583l29Hq1FJ7TSfG7gAACAASURBVMUGnUpyPAywpNLi9FI8LIcJIywUXZHNotW7eX7hZlITjRyqa2HUZd0xxWiIMaix2b0sXlNB1eFm4mM0Ee6J5Hgd04ryIhYJQ6csL/l8D1qNivHDLUwYYSG5VSIIXawLfQ++YBB3Bwt1oQFGoQit6hNMet5euSvCayw7JmTIODM44Yp47dq1LF++nFdffZVHH32UkSNHUlRUREFBwdm8v7OG9k0bgWB0iUGpUFBndUmZDkol5GUnYyrS8mrZNlCA1xcI029FHK63YzJqWfbFXkYMzkKlVEi5FWqVErNJj1Gv5pFpF1PX6CIpXs+BWhv7a5o6rFCTzXoKh2SFeZNFl4Y4mSMUYoKbqYO4TaVCIYUTtdeIy9dXcee4PI40tDBxZK+wwaMzb+wvOyZknBCiORvgl+luOFs4YSJOTEzk1ltv5dZbb+XHH3+krKyMBx54AIVCwdixYxk/fjxdunQ5m/d6RmFtCc/y/fFgIzOK88InLxfnodeqpEyHsi/3UVJooc7qZMnneyi6Iptu6SZUSmVUkktLiuGFRZuZVZKPRqXE7fW3xlf2DJMySgstpCQaUSgUzF+xk6Kh2R3qztHykReVV1A8LAeDToVW3XYvokwSa9Cw6psfI9/f9X0JBoPY7F5WflPJraNySTYb0WtV2BweCodkodOq+G7nYYb07cKd4/LQaVU02dyYTTp+PNxCcrxezpyQcUxEczbAzyfn4eeAU1qsq6uro66uDrvdzkUXXURtbS3FxcVMmzaN6dOnn+l7PCsQg99FQruyIJMFn+wMaz3+YE0Ft4zqLYX1pCQYqamzEwwKfuDFayro2TWeoiuyI7rgJo7sxZFGoeHiQK2NpHgDLU4Pg3LTJBKGNtmhpNCC2aRlVkk+wUCQaUV9ea0snKxXfFPJiMGZUavlTmYD75XvIsGk44FbBrHngJVAAJZ+vocbr7JQVdtCbrck/jTlYuqbnCTG6Wm2u1CpBFucyaAm1qjl7+9+F1YVv7NyJ3dcn8erre6L9CQj46+y8NeQjr7QWX4yfrm4UDy5v0ScMBHv2bOHjz76iOXLl2MwGLj++uspKysjLS0NgLvvvpuxY8eeEhF//vnnPP/88wSDQYLBIDNnzuTqq6+msrKShx56CKvVitlsZvbs2XTr1u2kzx8NYvC7KE+4PX6JXEMRo9fw1eaDFA7Jkha7Hpo8WCLxAZZU/rH4B0wxGonERXnA6RKISqNWUt/kIjXRgE6rjkqkqYlGKqqsEpmnJxn53cSBHDxio3f3RAL+AMMLMslMNUVPU2sQ0tNGDM7imXfCZ+C9smwrj0wdgsfr56ejNrqmmmhx+khNimXbvno6mQ0kxOk4UGvDFKPBbfWHOScqqhuZPPoiaursxMXoONroDNtPzpz4+eJkyPXnnE52oeOEiXjSpEmMHj2a559/nn79+kW8npGRweTJk0/6BoLBIA888AD//Oc/sVgs7Nq1i5tuuokRI0bw2GOPMXHiRIqKiigrK+PRRx/l7bffPulrRL+wEPw+++7LsNo9Ultze4Kz2T1SBKb4Wk1di6Spis4Ct9UfRuL3lgxg1bf7hT/keL3k5y0t7BX1OgoUYe3HNfUO/v7udzxwSwHvrNjBdZdnU7ZuH6YYTYSeK1bLOo2KLp1iohJ9bYODecu2Ulpo4acjLXyx6QAjL+0ecZ5xw3JY+sXesPzhQACpm+698l3SENPQnGLZQXHmcSYqVJlcjw2NRkWDPdJ8cK6/CZwwEb/44osMHjw4YvuWLVskYr733ntP6SaUSiU2mw0Am81GSkoKjY2N7NixgzfffBOAMWPG8OSTT9LQ0EBiYuIpXScCQYQFJ8Dp8XHnuDzmhkxl/s34fsSbdFRUN4aRm9Pt56vvD0oacTRiTYrXMXRgVxat3h1GXKs3VDFxZK7UjSfouH04VNcSlUDdXh9FQ3vi8fm4b+JA5i/fzspvKikelkPnTjEQDJKSaCQl0UhinB63xxf1fvRaVZgMMubybKnCF6+1sFVrFkN9hCaQeOavECZzhLZrt88plh0UZx4yiZ59dNT8ca4/5xMm4hkzZvDdd99FbJ82bRr/+c9/TvkGFAoF//d//8fdd9+N0WjEbrczb948ampqSE1NRaUSbFUqlYqUlBRqamrOHBG3WthEeaJ3lplHpg6hvslJUpyOn446qDtgpUfn+DByW7uxmhuG5dBk91Lb4IjQc+8cl8fLS7aEeXxDievjr/fx+5sHEgxC5aFmWpxefP5gBIGmJxlxewLMXdqWjDZ1bB+cbi8ZKXF88s2PXNQjmZdaA+TTk4xMHduXu27ox+F6B6s3VGGze5lW1JcP1+0FBMJNjNOjVik6trMp2kY/la3bQ+GQLCmNLTQASNxPdlDIkHF6OC4RBwIBSbsV/xNRXV0tEeWpwufz8corrzBnzhwGDRrEpk2b+O1vf8szzzxzWuc9EYRa2JLNevJyUti2r47e3RLZ91MzgUCQReUVmFr9vqJ0oFEp0WpULPtip0SAD95awI8/NeHxBnA4vWEkDOFtzza7l70HhMkfC8t3k2zWM25YTsSC321j+kiLZ+I5Xv9oO3+acjFHrQ4GX5RGpwQjD982GKfbh16r4pVlbS3N04r6kJ4cw/wVO9hzoAloS23LTAuv5JPNekYMziIlwUBSvJ5BvVPYVVlPXk5K2KDR0ACg3KwE+tw2mK6djBA46/9cMmRcsDguEV900UUoWhefLrroorDXlEold95552ndwM6dOzly5AiDBg0CYNCgQRgMBnQ6HbW1tfj9flQqFX6/nyNHjpCenn5a1wuFmDssxl2KemlpoYWuqSbpq7vb6mfFN5WUFFpITTQSa9BIPl4Q9NzZb2/kwVsLUAAGvZr0JGNE15vYIDGtqC/rtx1ixMVZkjVu6Rd7GX1Zd+4tyScI1DY4cHl8UavWhiYXCiDWqKEqJNpSdGt8/PWP1FldvFa2nUemDmFQbhoDeqUSo1fTNdVEU4ubOINa6gg0xWgYfVn3sPPcOa4faYkxVNbYSDDpGDE4iy6dYtBqVEwZcxF6rQqVErp2MtJsF7oTzSadbGWTIeMUcFwiXrNmDcFgkFtuuYUFCxZI2xUKBYmJiej1pxf8kpaWxuHDh/nxxx/p0aMH+/bto76+nqysLHr37s3y5cspKipi+fLl9O7d+4zKEorWNLL23txAkKidaCCMpe8o6GdXVSNl6/ZRWmhh4tW9ePez3VJ1etcN/aSpHWs3VFE4pBvzV+yQGiXEyMxpRX1pcXpQADpt9AXEQ3V2enSJZ39Nc5SAoN1hyW8tDi/rvjuA1x/guv/OZvbbG9sq7tG9+ePkAoLA3+ZvDDvP3KVbKLpCiMWcMS6P91dXSO+ltNBCjF5NYpyenVVt0o5sZTv7+LksLp2JJo1o7+XXapc7LhGLTRqff/75WbmBTp068fjjj3PvvfdKlfdTTz2F2Wzm8ccf56GHHmLOnDnExcUxe/bsM3bdZoeXuUu3UFJoweMNJ921G6uZUdwvjATbk7X4mhjOo1RCt/Q4SgstuL1+VGoVU6/rS5Pdg16nYsEnO6UKecJVFl5ZthVTjAaNWhkWb+nz+flmyyEuy+vM/OXbIxwSM4rz8Pr8eP3+Y2ZEiPe4v6aZG6+yYDbpePXDrWFk+9aKnRQPyyEzzXTMrIlXlm4NI3dxUS85wRgxUkq2sp1d/FwWl85Ek0a09/JrXYw8JhE/8sgjPPnkkwA88MADHe53unru2LFjGTt2bMT27Oxs3n///dM6d0ewtnikcfS3j+kTRrp1VhdL11Zw1w39eHnJFsnGFbpYJ7YARwvnWb2hGptdmOhsd3k5avWHa8YKMMVomDKmjxAmFBTOWWd1kZ5kZOaN+Tzx+nrcXn9Ya3W39Hj8AT/WFjeNNk+H+cKiBBLa+lw8LIdR/9Udny+A09P2PgLBIDH66JW3TiNEkYSSu/h7IBikodkt+YlDX5OtbOceHVXK0TJ4z9a+Mk4dxyTijIwM6efMzMyzfjPnDAqIMQgLcIEgLFu3l6lj+/D6R9slQr24Tzor/vWj1KSRmRYnkZWYPXH7mL48v+j7CAuYWD2+/tF27i0ZgMmoprSwlxSwk2DSMvqy7pIGLZLmt1sPcWleZ7buqwt7KIj+5N+WDOBwg4OuqbG8uXx71AW+u8f3o6HZFTHyKBAMsuATIdd48eoK6aGhVCrYX9MckSVRWmhBpxXGRWlUSrLSTEwYYQGEydNKhQKCMPqy7qxoN8JJtrKde5xMBu/Z2vdsoiMp5EJ5IByTiGfMmCH9PHPmzLN+M+cE7SxrIgl6fX6JdHUaJTqtMHRzz4EmwaI1vl+Y/9dm97b6fDuWBtxeP1qtkroml6Tl9s4yM2nURTzx2vqIvIhZJfmSBh2tQjWbdBxucKBVK7HZvXy+6QA3j8zlwVsL8Hj9KBQKbHa3MCsvSnXr9vpJSzRKhPrZ+ipmjOvHP1ftZMJVFkkiIYgUufn7mwdh0CrZXtkACCR8w5U9iTWqWfL5HqoPt0ih9aIWrlQppTZxGTJOBseqwF//KFIK+TmHvZ8MjknE33777Qmd5NJLLz0jN3Mu0D51TSTBJ6ZfwqPz/h1m55o4shfdu8TjdPk4VNfC9n11/GnKxf+fvTMPj6q+9/9rZjJ7JvsKWYhJBmISCJsUrghiAgpCCGoCiEUFFFsLF1u1P1u1261Xu7pUEa1LpcoiSwqIGECQVi8NCggxEEBIAmQhyySTyWyZmd8fk3MyJzPBKGBB5v08PE8yc5bvpPVzPvP5vhe+ONmMWqkQ7TB7Fz2he5TLZGhUCn73lnc2m5kczqTRqRw63hSwgAsbhMLoY7WEDTGEF949gFIhJzkhS+xmT56VsiYeuWuUX5c8u8Aork2lVIgdcUmBEZu9i+uHJVHTYA7oIFfb0N7t0CYdt3jwiJS4jKRwHp43ktqGDla+X4nZ4gxu2gXxjXC5dODfNs5biH/2s59Jfm9sbAQgIiICk8kEQHx8PDt27LhEy7v46O26Bt4i6OxySZR1SoXcL65+wYxsjtW2sr28hqnj0nhzyxd+BXNRYY64MadWKoiPyhXnqDMnZEg6XoNeKaZwyGUyBsTpRTqb72z42rRozpk6iTSovddYdQCDXskPbhsmsiCEzyGsz9e8SDALKikw0tBqEY9dXVbFLxZ9jz+9s5+lJXnndZDzHbcUTcxAp1ESE+HNzQvXq/j5y59Izg1u2gURRP9x3kK8c+dO8efly5djMplYunQpWq0Wq9XKc889R0RExCVf5MVEb9c1EL66h7Bme5VYwLLToiRcYUFM8djdo8kf3bNB17tgvrTuoCQhY/n6Q+JXd5u9p+OdPy3LLzg0TK9k6Zw8nn3ngGi7uWBGNu9sq2SYMZ67brmWk2dNIrfZavfnGbs9iObzvp8vOd7Ayq2VjM/rmfvbnS5MZu882e32BPQkFhzkfMctbo+HV0sPUzQxg/goLV2uwCOa4Kbd1YdAo4UrcY77bdME+y1xfuONN9izZw9Kpfc/LK1Wy0MPPcT48eMls+TLHb1d1wTua5fL5S1S3X/jlnZbwOLy5dk24qN0ATfTfnLnyICKuoGx3k5Xq+lJ9ogK00qMhOxOF29uqeTJhWP4+b3XYeqwE6ZTUd9sIX9MKnqtiiaTlaQ4A2OujSM1MYJQjb/Z+579p/0k1yUFRlZurWTymFS2fHxSPFatVKBWhbDnwGnm3ZKFQg5LSvKoa7LgcLop21vN+LwkP0UdHsExTsua7VU8NGdE4Jl2cNPuqkOg0cKVOFb4tmmC/S7EOp2Ozz//XFTAARw6dAitVnvRF3VJ0ct1LUKvIkyvpOKUSYyfT4zW8aPiwF/VrTYXSoUj4HtR4WoJO2LnPu9ctbG1k6KJGSgVcn5UPIxzrVYxhcM3JBSgo9PJH3w8ge+eloVcJuNPPq89cNtQVpcdRatR+BkIzboxk+SEUH5+73W0mm2E69VY7U7mT8vG7nB6g0u713t/US5rtx+VWHwKhVuw/izbWy1xdxMocV5jIy2hOiUWmzPgwy3oPxFEEP1DvwvxkiVLWLhwIZMmTRLVcB9++CFPPPHEpVzfpYEHwrRKwnRK2judnG2x8cLag2JhLBiTylvvfRGws/zk0FluHJnstyF27/Rs6posIjvClwIm2EqqlQoevnOkl+I2IT1gSOjCwhyJ12+bxckbWyolnfNL6z5nSUkeja2daFT+gpDfr/xUdHzb+q+T5I8ZxIoN3rmyd5ygo9VsIy5Ky3XZididbgonpAPeh8fqsiqeWDCGVrONW69PIzEmlPlTr+XMOYvIS140M4eX1h1k1o2ZRBnUpMTqpQ+3YBEOIoh+o9+FeObMmeTk5LBt2zYaGxtJS0vjgQceICMj41Ku79JBDhWnTLyw9qBEsuyroOtye1hSkodMJqOm3uxNcB6ZwptbKv2M4MND1X6jhlVlVRTnZ0qSj81WhzgnXjgj1++cV0sPe2XQn9YwbVwaqQlhkiIp+P/aHC4++L9qbr8pk0GJBlxuDzKZjA27jon386XECXPlVWVHSYzW8cBtw2jrcJCSYODV0sPi5uKCGdmU/buag8ebKN19gvuLctGo5Kzd/iW5GXHkj04hbUA4LW1W6po7ebX0ME//YFzPw02YCQeLcBBB9BtfKyopIyPjyi28vpDBmSar2AWDT3CorEdBd6y2jdc3V7BwRi4J0TryR6eK9pG9jeCXFOf5zZQNeiUJ0XqJECI2QicyI043miXnCGOKxBhvoTzd0MHTb+2TdORCR3qu1cr08dfQ0dnFig3Srr3VbBcLNkDhhHS0agVutwe5XIZeo+R/Xv+333WbTDb++o8Kls0ZQXNbJ4U3pNPY2klclDceqd3iJCpMzekGM5HhGmIiNDSZbDSZ7T0dsMxLEQyaAAURRP/Rb4nzww8/LHpB9Ma3YVl5UdBdJNo6HbR3CzIACW8XpD4SU8eliV2rWqngp98fFXA+HB+l87OV7K2eu78ol8ZWi+h65uhy+92rxwFusJ+hjxASqlLKee/jk+SPTg14jK9he21DBzv3ebvrNdu9gae+go/e59idLk7VtZE+MIK/veeNXFLvOiHOiYWRx1vvVTJ1XBple6tpaLZgt7vISg0PmgAFEcQ3gPx8b/pKnFNTU0lJSQn474pAt6Lu0Rc/puLLVs6cs4gMBoG3WzQxg8GpkSwszAnoymZ3ulix8RCLZw0VzxUsIz0eFyUFRvH1/NGpkugju9PFyxsO0dhqQ63ydqEp8aEsmJHdhwNcYEOf2Ait2L32dYxOq/Dxvahm0siUnrX4dPy+5/gaBbndcOKMyW/MMmlkili4x+clsbqsikUzc4nrNv9p7XBS29hB4YR0ivONGPRKnltzgGazg5pzFtptXRLPiiCCCMKLq0biLFHUyWB7ebWEN2u2OImP0oLHw/oPj1Gcn0lcpM6vaNU1d9Jpc7CkJA+bw4VGpWDznhPcOj6d8oo6Hrt7NM1t3mIbqOC5PR6eX3OQwhvSqWnoECOXfClxAgJ13kJIKNCn6Y8xJYrH7h7N82u9fOTexferjIIE2lrvtfdO57A7XXRYHTi7PBj0SmoaOiSblcLI49Ojjawqqwp2yEEE0Qe+1oz4zJkzHDlyhM5OKVd2+vTpF3VRlwK9FXVmi1MUYwgbblZ7FyqlgpvHDvL6+vbh+RAdrpOMK+ZOGYzd0UX+mEGiCGT+tKw+C55QyHbuqxHHEb3vtXNfjR8z4/6iXNbu6BmfhOuVfmY9JQVGWtqs1DR0iFQ14Xhhk9DPWnNWLtEGNfFRubR32vn+tCz+tqVS8vcLxCVWKxVEGjSEhMgDqvyEUYrb7RFfCyruggjCH/0uxEKcUXp6usQMXiaTXRGF2FdR51uMhFnq3CmDWb/rOPmjU9GqFRRNzECtkvu5sj1w+1DaOqz8YtH3aGqzEh2uofpsO42tNsm8Fg9+hdSXg4tHOhJJitNLbDfNFicxERp+fu91WKxO9DolaqWMCSOSiY3Qcs5kZeentYzLHcCSkjzsDhc6jZI3t1Qwf9q17D/awKLCHF4pPSwp6k0mG2V7q1k2ZwRnzplJiNazcmslE0Yki8Y9824Zwozx14i0OWHM4cslFvjFtQ1mNu35kju6RxG9LTHjo3T8fVul5LWg4i6IIKTodyF+7bXXWLdu3RXLmvBV1AnFyDdnTogX+vRIPXdOyeKLUy1Y7V6TdqFrThsQhsvlxo6MqhoTb287QnF+pncTrFdqh9XhLfjF+ZlEhWlpaOkUGQ8LC3NY/+ExwNuZR4WpaeuwI5fJeGjuCGQyONfaiccDL757kPF5ScjlMDglkrTEUE7WmUW/i1USDnI2cycPxuHs4uaxg3A4vHPrSIMGgzaE4vxM7E43eODVfxyiyWSjON9IXXOnKEIx6JVYrF3ER2lZOns4SoUMmUyGRq1gXlgWsRFaGloszJ/mDTFVqxQsmJ7NXzdVdM/Fe4yD1EoFrWabOEoRXgsq7oIIQop+F+KIiAgxreOKRC9FnTJEQU1DO2t3HJMwHcblDuCpN8vF4ibwamvqO7q9hVW0ddix2ru8oowYPQa9t7vrPYowW5y8tfWISEvLH51CcryBjbuPM2FEMsaUCNQqBS3tNsIUKhpaLHgAS6eDlIRwXnz3gJ/g4we3DyUjKZyUeH8v5FdLK5h3yxBWbj3CEwvHsPK9L6isNhEToWHxzFycXd2zBZ+NOWHEgAc/5oYwDgk3qPnL2oMi13jRzBze3FIhiU6aOSGdiNCebx2CAjBCr5K8tqQ4jzC9MphzF0QQPuh3IX7sscd4/PHHmT9/PtHR0ZL3BgwYcNEXdknQLToAOHiiiVCdSvz6bne6AjIdBF5tS7sVhRw27TnBddmJbNh1BINeydRxadw7PQeNSsEAn9GCr+eDYOAzu8DI65srMFuczCkIo63DwfL1n0tGF29urmDulMF02pwiM8F3PS+++7loMhRoM9Dc6aXlHTreRMGYQYwf7uSzI424PN1/ALx85mnj0lCrFGza86U4dgjEEnl5g9e0qGBMqsjWeGXj4YDRSQNiDZKZe1uHnUEJoX5y8iDFLYggpOh3IXY6nfzrX/9i8+bNktdlMhmVlZV9nHV5wtThICZCR21DB7s/q/WyFqJ1yAhc3E7VtRGmVyGTyxibO5BzJispCaFcP2ygZKPs7mlZ/HT+KExmO3VNnXyw95TEbD4pLpTp16dhTI3CZLbT0NIpkTOv9lHi2Z1uv2IrdNbxUTq0GkXApOjUBAOzC4ykxBt4a2slN48dxNihA/mjj1dFSYGRD/ZWM//WbArGpBIbqfVu7PVBbfPOpDu599ZsXttcITIxfI9xezy0mm0SkUtxvpEzTZ1kJYeLD8B2i78fdHADL4irHf0uxL/85S956KGHmDp16gUnN/+nEWFQc+JsG26Ph7rmTtbsqCImQsOiwtyATIdBieFY7U7+8PeeYrZgRrafmMI3jFMwEBLM04Wv8B7gF90G9L1VbXani4hQDSs2eoNFF/qsJ9DY4L6iXN7d0ZOuvPi2oWzec4LKapN47fhovWgYJKxTEHDY7F3Y7N7u/Wf3XIfL5Q7ok9xhdYj0s7lTBgMQqlVRnG8UjY3kMhmhGqXk7yaXyaht6GBgtE4ssn35QQc38IK4mnFeQYcvXC4Xs2bNQq/Xo1AoJP8uFHa7nSeffJLJkyczffp0Hn/8cQBOnjxJSUkJU6ZMoaSkhFOnTl3wvcC7cZeRFCHycAV0WB1+Yo2FhTk0tFhEw3joGVkE4tq6PR48Ho/X8MfnOiUFRtwej99X/9XdQgnhOI26Jxdv3c6qPgUfdqeLFRu84pIlxXn87J7r+L/PzzA6O5GYCI14bZfLHbDwyeWgUYXw5ZlWbhyVyhcnmzlV386907OZNi6N0o9OsGZ7FRt2HQcQr/n2tqNY7S6eX3uA0t0nmDYujbunZRGuV6IMkVGcbyQxWsfsAiNheiXby6sx+fi6CuwVXwQ38IK42tHvQnzvvfeyYsUKPJfA5fl3v/sdarWabdu2sWnTJpYuXQrAk08+ydy5c9m2bRtz5869eE5vHkiO1ZGW6P0anxit455bsznXasXmcPLjO0cwu8DIkpI81n94DIvN34BdKGa+ELrA+mZvCsaSkjwemTeSookZvPfxSezOwEXRO7rwdtlNJqtYqI7VtrFmh3f+mjYgLOC5ladaeG7NAf7n9X8zMiuBsr3VYmG3O12oQuQBC1/6wAhKdx/jv4YN5E/vfMaqsipWfVBFVJjGb07+9rajkmsKDAthPjwwzuBlW9hcyGVwX1EuxtQIPvy0FrPFKSmyAnvF9yElWmYGEcRVin6PJt566y2ampp4+eWX/VI5du3a9Y0XYLFY2LhxI7t37xa9LGJiYmhubuaLL77g9ddfB+DWW2/l17/+NS0tLURFRX3j+4lwQ+bAMAbE6okK10g8IeZPy0KvVeJ2e8QZbKCRxeDUSAkjYHaBEZ1GydqdXr6uME4YlGjg3ltzkMsDX2dQgoGfzh9Fm9mGTBYiiWwyW5wkxenRqALn47nd3p+FLl2MSOp+X4YsYIZdY6uF3Iw4v07fV9osoLcE2ndTze508cXJZuKidPz9/R4mxcLCHEpuGozH45FaYgbygw5aZgZxlaPfhfh3v/vdJVlAbW0tERERvPDCC+zduxe9Xs/SpUvRaDTEx8eLow+FQkFcXBx1dXUXpxADeMDV5ebFdz+XFKM3t1RSeEM6FmsXaqUioBrth3cMo7HFwrK5I7DanKiUCppMVgbG6kQxxrRxaXywt1qkoBn0yoBqOWWInDVlR7lxVAoJ0XpeWndQLKhalYIQhYIVGw8FjDJ6zydxQ+jS3W5hrJKN0+1mi4+CUMiwmzN5CJFhGj8Rhttzfgm0wLDwfS853kBtQweTx6Ty5nuV3VS6wywtyQsckxO0zAwiCAn6XYivu+66+e7D1AAAIABJREFUS7IAl8tFbW0t1157LY8++igHDx5k8eLFPPvss5fkfr3R1+aRXA7pA8JEEYiggEtNMKDThLB8/edi9+e74fbQnOEsmzMCt9vNs92hm0LxtJtcbOm+TnJ8KLUNHbz9wRFR8PDlWTMP3jFMsoE4dVwap+raqGvu5JNDZ0VFXGZyJC+tO+gnlshMisDq6PLed3sV+aNTA2bYaVQKaurNPHCb94HSanaw/2gDek0Ii2cNldDqFs/Kpd1ipzg/E7VKIUn58KXkLZiRLVpj2p0urHavSVKQERFEEOdHvwvx+QqjMNP9JkhMTCQkJIRbb70VgGHDhhEZGYlGo6GhoQGXy4VCocDlctHY2EhiYuI3vlcg9BUmOnJwHNEG72zT92s0Mnj0Lx8HZCGUfnQChULOq/84xJ1Thohf6X0FI7eMHUREqAa9RolaJR0y250uwkJVInPhnluzqW0wk5JgIDFax3BjvOhxkZkcTtHEDIn8esGMbN7dWUVuRpxYeLeXV/vJtHuzKxYW5rBn/2luuzGTdR8ew+lyUzQxg4FxemIjtLR3OHh29QHxMxTekI5KKSczOYIvz7YxaVQKO/fV8Nd/VLCkJE8szKYOW5AR0Q843R7MVqff61di6GYQ3wz9LsT19fWS38+dO0d5eTn5+fkXtICoqCjGjBnDv/71L66//npOnjxJc3MzgwYNIisri82bN1NYWMjmzZvJysq6eGOJbvQVJhodppKov1Ji9QBU1rb12UF7GQ5yzBan2C0DYmGdfv01Et7x7AIjcyYPxmS2e3nDMhnNJis/vH0ozW02ydx6YWEO7Ra7eO9jtW20mr0PgJSEUGQyGZu7xSa+owOzxYnL5WbZnBGcqmvD7YY1Zd6cunNtXvmxkArySmmPUEPwnfjp/FHUNVskDyu1Sk5UmJbKU61sL68WPYrf+/gktQ1mpl+fTlyUlvUfHgsyIvoBs9XJq6WH/V6/EkM3g/hm6Hchfuqpp/xe++ijj9iyZcsFL+KXv/wljz32GE8//TQhISE888wzhIWF8Ytf/IKf/vSnvPjii4SFhfH0009f8L380EeYaCD118AYrwgkMVonSXzes/80yfEGXu9OfS0pMHL0VDMP3D6U1R8cpaTAiMPpFosw9DAOls0ZIUnYmDtlMGqVwo+58GrpYR5fcJ1fOGnpRyfEbvwHtw8jVCsdHSwszCE+Ssv/vF4ueYD0NoMXO/deQo2j1a3otUqWzRlBQ0sHWrVS0l0LBdjXae3tbUd47O5RTB6TSmK0HqujC2SyvqXMwVSPIK5yfC0bzN64/vrrWbZs2QUvIjk5mbfeesvv9fT0dNauXXvB1/9K9No86kv99fC8kXx6pJ5ZN2ZKQkXvn5XL5j0nxHntF182MXFkMo2tVm6fZCRUp+xTtSakOQu/v73tKItnDfU71qBXUt/c2Wc4qVf+fJCH5o5g7pTBREdoUYXIOdPYIemkfe/ty4RI7R5/+BZAgZVh0Kr40zufUXhDOm9v6zvdY0Csnk17vEIWm8PNq6UVYqJI2d5q5t2c5S9l7jbsD0qeg7gSoFQqaPHhxQMYtEqU8gtLPOg3j7i2tlbyr6qqij//+c8XfWZ7OaCvDTytOoSRQxLEIiy8/vL6QxROyBRHEbeMu4ZzrVZWl1Xx/NoD/PHtz3rMdXzgSz/zvU90uMbv2PzRqbyy8bBfR221d0nCSU+ebcNi7eL51Qc4XtvWzWJwB7y3sCavUVAld+Qbqa4zie/Pn5ZFeKgSpVLO0tl5JMboz8uDbjJZGZs7gMRoHRq1dxwjiFjG5yXx3JoDtHdKZ6ESw356Hnq9jwsiiMsBnbYuXi09LPkXaL7/ddHvjrigoACZTCYKOrRaLVlZWfzv//7vBS/ickNfG3gGbQjJ8aEBi1FDi0VM7QgJkfmNFt7YXMEP7hjGi92BpcLYQLDD9L2Ps8vlR1ULlOBhd7qwO92ScyMMaq8zXHfqR3G+kf1HG/yut2BGNi63m6Ulw7E7XYwfnsTa7VXcV5TLiCFxhIdqsTu7qGvqZMNu7+bbQ3NH9MGDDmPxrKG0mq2U7a1h/rRsFHIZ08aliesUvhH03rgLSp6DCOJrFOIjR45cynVcVuhrAy9UE8LAGH3AYpSaGMaRU624PR5CtUq/4lLX3Imp3cqyuSPotHp9fNs77GIaiG9x9rg9lO2tZklJHrUNZtxuaDVbA95X3i2CEUYVYXoVenUIL3zQQz+bO2UwGpWC/9cd42Qy2yj7dzVjcwfwxub9knlvc5uVuCg9R6tbcXu88++p49J47+OTvLG5QnSU8+VBv7X1CwmVz4Ob041mVpVV8ZM7R4gjD3HjzmcmrNcpA5oXBTf4gria8I1mxO5e36flvbW+VzrOo/4KVKR/eMcw6s715LX9/N7rAhZNi9XFq6WHRPMewUZz6ezhyGVQ12Shw+qg0+agaGIGK7dWnlcMIhjw/OiOPBpaOsWU5aKJGX5z56KJGby0/hCJ0TrmT8tm1o2h/PkdqZ/x6rIq/t/dozlyqpXt5TUiG0KQTa/ZUUWH1cFj94ympc1GVLiGVduOiEVUuMayOSNIjA6lcEI6ja2dzLtlCJZOJz8qzsOF/0x48axc1mzvMS8SJc/BGXEQVwn6XYgrKir41a9+xdGjR7Hb7QB4PJ4r0gazX+hL/eWBrNRwfnP/WJrbbUSHaejCzV+6Rw4Aq8uOcn9RLi9vOOTHLhDikWYXGAkPVUuOmV1gRC6TkT4wDEeXh0WFubg9bn585wjqmiykDwyXpGwIqSLF+UaJYMPdi4Aq+EPERGgoGJPq3XjrlSgiHPfFyRZKd5+QsCF6rDwV2B1uKk+2ivS2kgKjSIMTrmF3dlHX3EHp7hP895w8mk023tp6BLvTxeyCwX6udcvXH+I394/FYnMGJc9BXJXodyH+6U9/yo033shvf/vbK94G84Igw4/a9sBtQ8lNj2LK9wahkMuxOrpwOrt4ctH3MJlthGqVvLTuc7FYCX7DQhEWfIbtThdDM2Mwme08u6rn+osKc0iON3D4yxZpLh7+3g++44rex/R2cOtLyix0tsX5mby19Ui3uZHXs0KjUrCu25HN9zi7wy3aZobpe0Qp1XUdkjW7PZ6ADwCLzUlKjJerHSzCQVxt6PdM4cyZMyxbtoz09HQGDhwo+Xc1IdAu/0vrPufW66/hdGMHT7+1j9+t/JSX1h+myWQlKTaULpeHyWNSJQKPhGidWISndttOriqr4pev7KWhuVOMX7I7XbxSehibo4vt5dWU9LLXXDwrlz0HTou/3zczh0iDSnLM7AIjOz+tkVDoBP+M3ladOz+tEe8bFaYlMVrH4NRIcq6JJDkulHW7jktk1Xani+gwrcQ2s7XdTku7jflTryUrNZLZk43ERPQ8vAMxOPQapYTDHEQQVxO+Fmvin//8J+PHj7+U67ns0dcuf0u73Y8p8Ze1B/nN4rG8svEQ08dfQ0mBkYRoPTX1ZrTqkD59hlf5cHOF17SqEMwWJ+/5GPh4O18Pi2d5lXhqlYKNu4/TarZTNDGDuEgtUWFqTGY7+aNTiY3QMrtgMNvLqyUJ0ikJodTUd4ijE/AWx4aWTu4ryqWl3caKDYcpnJAuikUEqJUK6ls6pXS+7nilFRsPiw+CWRMzWL/ruCRR2nds88d3PgvMMw4iiKsA5y3EDz/8sGhN6XA4ePDBBxk5ciQxMTGS45555plLt8LLDH1R29QqRcAC3dxmo665k/W7jjNpZAo2uxNjSgSdNieLZ+XS4FPEfM/z7Q7VSgVKpVwsYGt2VIkFLlSr4litieR4A29s7rGhVCnlvP3BEZQKOSU+c1lfBzWzxYlWHYLb7SYhWidR5Akz4gGxOhparNid3lTq3r4V9xfl8vYHR/zWHx+l5ZF5I2lo7cTucCOXy0TvjNTEMO8GntXJtWnRIusiGJkUxNWK8xbi1NRUye8ZGRmXdDFXAgKxJn5w+zDR0L13gY4O03SLHWzs/LSGqePSeLlb0pwYreOB24Z9JS3tgduG0m5xBLSzzB+dwvbyGvJHp3LnzVmolXJON3awpbu7Lb7JKAaaQk/H7aXGdRCigOY2B+9/clIMJR2UGM66D6swW5xEhWk5e65T/Az/rqjjkbtGcay2FbcbzJ2OgF1yXVMnpR95N/12f1ZL0cQMmkydYuTSopk5fLTfO1KZOSGD6nozAB0253e6EAcy+Ama+wRx3kL84IMPfq2LrVixgvvuu++CFnTZIwBrQqmWoahH7FgNeiX5o1NJig9FrVKIhXvauDTsTjeFE9IB75z2pXUH/brMuVMG43Z7KM43ggciDSpkMjn5o1Nwe7znNZls3k5cqfDLshNobTERmj7VcNX1ZtZsr2JpSZ5oDi+MQtRKhTe5+To1f9/6BVPHpYmf7ZqBkTzz1j7xmjERmoCjBm8iSY8EWnBmE+7/ysbDLJszgua2TmobvGtRKxUkxYUyIFoHvRSH3xUEMvgJmvsEcUFeE72xfPny734hDsCa+MHtw3j/4y+5LjuRn9w5AnOnU0JL+8ncEfzuwf/ixFmzxOdXKFhWu5PCG9JJiNbR2GoVaWkAidE6BsTpeeld6Xll3Ybzbo+HNduP+fGGl80ZjtXuQqcJ6ZMdoVYqCNerAxbqtIFh6DUKZk8eQm2DmQGxoTyxaAxtZumMvMlkY8vHJ3nsntF0dDqprjNLZs2+qrq6JovkHmfOmUmND8PhNIuv/WXtQR67ezTJMbrgrDiIqwYXVYlxKfLsLjcEYk28+O5BcjPiePO9So7VtolFWHj/929/ht3pFosweE18HE43cycPISMpEq1GQVuHHa26l3vajByxCAvXW11WxYN35FG2t5q+cvBsDhfvffwlLW1WvyDTuVMGs+fA6e5A08A+FB63h7omK799o5xX/1HBH9/+jMZmK2GhXmFJcX4PE8JscVJ5spXqejOlH53wM6sXir6jlxw7IVrP8TMmCe/Z7vTm8AW9JoK4mnBRO2KZ7LvPPzpfogfQp8tac7tN8nW+9zjBN4JImNVemxbNybOB/Y+PVLdQMCYVR7ehT++OV6MK4db/SmNVWRVOl1vCtBgYo2fxrKGcqmtDr1P6yZYXFuagUSn4Uy/l3fL1n1M0MUOc8wqd+eQxqeLaA8U5le2tlvhqCF4XTaZO3G7o7ZfhdhP0mgjiqsJFLcRXA/piTQxJjWR2wWBSEkID+hULm3Z2p6tPypq3yB2l9KMTLJqZwzvbKimcmBnwfnaHm52f1jBtXJokbFQofm9uqWDCiGTG5yWxZkeVRHm3tGQ4azZVMHNCBnXnOtlZ7vW1sDtcxERo2fLPE4zOTvTLsxMUesLPq8uqeOzu0Ty/9oDYBQv0ugGxepQhchpbO7nrliw27D4u/k3kMhlWexfxUaG8uaWCgjGpFN9k9G4UDgindNcxxuXEX7L/DYMI4nLDRS3EV8Nooi+viQ6rkw27jpOSEMptN2byik+HuXhWLtHhKvG8vrrmQQPC+O+S4URHaDBbHeRmxFG665hfx+orl37zvUrmT8uSsCmE99weD71tQLxOblrumpqFXCajdPdxRmcnStJAFszIZt3OY+SPTmVV2VHJuVqVguKbjOJDRmBNCOpAodDqNSG8vPEQ+aNTkclljBySIKZ5zC4wEhOhRauWc8+t2eg0IZw404bF1sWps+1MvyEduVxGzTlL0Cg+iKsCF7UQjxo16mJe7ttFf1MifAyBmtrtaNQhqJVy/vi2N0tuuDFeLMLQ46Xw9A/GiedZ7C5Kd5/AoFdKildDs3czy2p34uhyMyjRQHyUjg6rQ/SYSE0wsHJrpVTd5nBT+tGJgBS4QYlhYkctyKWfX3NA5BsvmzNCzMET1vvXf1RQeEM6A2P1knPvnpZFl9tDqc/o4b6ZOdxXlEN7h0PCnLhvZg63TczgjS2VEil4dJgauULOhg+PcehEi2S8sf9oAyOHJODxgMni5PiZNrpcHtIHhJE+wBAsxkF8Z3HeQvzJJ5/06yJjx44F4JVXXrnwFf0n8A1SIs40dYrHC45mpxvNRBo0AbtdU7erv6nDQVS4hp/MHcHpcx1+bmrvf3KKm8cOAuBZny61pMDIzn1e+XHv+XJyfCjzp2Xxpk/Rm11gJDZSS5g+hGVzR3C6wUxijJ6VWyslbmm+CSG+65XLwdRh9zH8kRMfrefpv+2TFO0VGw/z+IIxYtyT7+u9XeBeWvc5S0ryWLm1kqKJGZyqN4v0tg/2VnvNi7ZXcfPYQZIOfe6UIcRHaQlVBydpQXw3cd7/Z//sZz+T/N7Y2AhAREQEJpM3ySE+Pp4dO3ZcouV9O+grJaIvlZfv8b6OZnan110s0ExXJpPx6Isfi8Xl5/dc5yeJfnvbUQpvSCcmQisWIuG91d0ijOp6M+UVdaJXcdagKDRqBeGhKkoKjITr1WjUChpbOvn7+0cYn5ckCivqmiwS318Atyew+U9mciSvlh4Sj4+J0HDv9JyARbujM/AGZiAXuPpmCwVjUtnQrTRcs6MKZDA+L4nl6w9RnJ/pl+339rYjZCaPCRbiIL6zOC99befOneK/4uJi5s2bR3l5Of/85z8pLy/nrrvuori4+Nta6yXD+VIivur43htv28ur/ehiD94xTEJdsztdVNW2BrynWiUXf+79XnW9mdLdJ5g0OpWNu4+zvbyGL8+08cTL/8fnx5t57+OTmDps2OwuEmP0LJieTUq81xe4bG81SXGhflS1PftPs3jWUMl6f3D7UNo6bNw8dhBqpYKYCE132oYnINVN1S0s6f16IBe4gbEGyvZWMz4vifhonWgaL5d7P2NEaOBvFB1WJzXnLLTbuoLmQEF859DvFuONN95gz549KJXeDlGr1fLQQw8xfvx47r///ouymBdeeIHnn3+eTZs2YTQaOXDgAE888QR2u52BAwfyu9/9jujo6ItyL1/0xYToKyVCcnyvjTdB4LBsznBkMhnxERo6rE5JJxoToSEjKaLPTrS2wXxei8pXu2PvAbGr1qoVTL8+nbe3HZGMJ9QqBXv2n6ZoYgbqEDkLC7N5tbRCVP/FR+lwOLt4fMF1NDRb0euUhOlC+PJMOwnReh75/iiUCjn/8/q/mT3Z6Keim11gpK6pw4+2trAwB2eXSzJjXliYQ0NLB3fdkoXb46G5zcasGzPZWV4tskO0GkXAz97V5ea3b5T3a2wURBBXGvot6NDpdHz++eeS1w4dOoRWq70oC6moqODAgQOirabb7ebhhx/miSeeYNu2bYwaNYrf//73F+VevSEwIXy7QjElop/H+8IryJARHa4hTKskVNdjSylwiE/VtQW0oTzbZEYmw6+r7m1RiQzJQ0CIse9NiWu3OBmfl8Rf/1GBqtvx7eF5I0WD9mdX7+e1TV9wrMbEO2VH+NPbn3G02sTGj07wx7c/844dHF3YnS62/OskapVX/lycb6RoYgbR4Ro2//Mknxw6y5KSPH50Rx5LZw8nNkLDh5/WUnhDOktL8njkrlGs//AYr2+u5NnVB7DaXWhUCtZ/eIzp4zNYt7PKazLf6i9AmV1gpKGlZ64dDBcN4ruGfnfES5YsYeHChUyaNImEhATq6+v58MMPeeKJJy54EQ6Hg1/96lf84Q9/4Pvf/z4Ahw8fRq1Wi0yM2bNnc9NNN/HUU09d8P38cJ5opK86vsPmZGCsnhd9JMgLC3Ow2R20WWR0WLybcwJ1TRhlFE5IZ8/+0xLaWdneaubdksVzqw+I0UipiWGYzHZMHf5qNblcJnKWo8ICf6V3ezxiwT50vIlVZVUBUzJ8rTd9f37x3c957J7RYq7c+l3HuWXsICINWqLDNThdLmaMvwabw+W3wXbjyGQ27fmSebdkSfwphK5+aUked92ShUzuYeSQBGQyGBgTir2ri6KJGV76nUyGWqVgfbcZvXB+UPARxHcJ/S7EM2fOJCcnh23bttHY2EhaWhoPPPDARXFke/bZZ5kxYwZJSUnia3V1dQwYMED8PSoqCrfbjclkIiIi4oLv6Ye+opH6cbxKFeK3UfbB3mqWlAzn/734LxKjdcy7ZQhFEzOIjdBid3otJXuzH0oKjDS2em0xDSjxgMhS8FWp3XGTkTC9ko5OB3fkG3l5/SEKJ6T36eLmdntExRr0nZIhzF57/3zqbBsLC3M5VdeGTAZaVYgo406M1vHDO/L49V/3ipuXk0amYLU7yUiKYcEMr0ovJSGUVrNdpOsBNLR2suqDKh64bSgHqxrIzYjj+BkTGckRDEmN4MSZNjKTI3lp3UE/2XQwXDSI7xK+1jZ0RkbGRbfC3L9/P4cPH+YnP/nJRb3utwlz96beio1SdZvF5v36PD4viedWezPtivONoqWkoEKTy2FoRizHaluIjdSJXW5v9d3qsiqWlgzntc2HMVucPDJvJM+s/FQs7L3ntMKMeNOeL0URiIC+ZtC9f06M1qFVK8WOVriuoLqra+7k8IkmsQj7Plw27DohPjxum5SJTIZIcxOEIwa9km2fnOSO/MFU1XiTo/9aephZN2YyKDGMdoudu2/NlngtB8NFg/iu4byF+PHHH+fXv/41IDWJ740LMYYvLy/nxIkT3HTTTQDU19ezYMEC7rrrLs6ePSse19LSglwuvzTdsID+ijp6IVSnpGxvtd+Y4Qe3DxOvKxQ934LZZLJR+tEJFs/K5fk1+8VCc19RLiazLWDXeqq+XewOj502icf4FvbkhFBCtUpcXR5qz5mZd0uWRAQSKCVD8LoQRB/b9p5CrVQwf1q2n+Cjd4KIQIELJN0WeMKvbDzM0pLhfsKR4vxMDDqVX+e//sNjFIxJ5W/vVYpF22JzYnd4TeyDRTiI7xLOW4h9RwW9TeIvFu677z6JdeakSZNYvnw5GRkZrFmzhn379jFq1ChWrVrFzTfffEnWAHwjUYcAt9vN3CmDOXOus1tWLGPulMGiUg56OlDfiKKMpHDC9Sr++M5nEpHFig2HeHLR9wJ6VqiVclFinJJgEGe3gFjYC29IZ8+B09w+KZNVH3j9kaeNSxMLr9niRK1S8NDcEZw404Za6d2zzR+dQnK8V7l31y1ZnKozc7rRfN4xhrCuRYU5NLVZ+zzW7nRhdXRJpNAA8ZE6nvdJwPYt3tHhGmIiNDSZbKLab82OKgYlGojsYyM1iCCuRJy3EAu0NJfLRUJCAtOnT0etVn8rC5PL5TzzzDM8+eSTEvrapcLXFXX4QhUSgssldTJ3udzERmgpvsmIXqPggduHinaWZouT5LhQrkkIpabRX2Rhd7pwOrv8PCsWzczx+3p/f1Eua3dUid20r1exw+kSN70AivMzcXa5xWI7f1o2pbtPSDrR1zdX0GSy4fJ42HPgNPNuyWJ2gdHPkN43QaRgTCr/d/gssyZlAjLxfjv31XgZJN0dc2yEljunZNHQ0in6TiyelSuOOXyL9KBEAyqFgntuzaa63uxVFcq6U0/Cr+IU8SC+k+jXjFihUPC///u/3H777Zd6PezcuVP8ecSIEWzatOmS3xPOL+r4qkLswYPd2bttltHW6RQ9IBKjdTx292g8Ho+EldEXh1mlDPHzrHglgGz45Q2HWFKSR12ThcQYPU2mTu6Zns2KjYeYNCqFNdur6I3ZBUYmj0ll3Ydex7eEKB3N7VZxhjy7YDA6dQizJw+WMCHEzcJ8I2aLg+J8I4MSwnhr6xdMHpPKsZo2v2w8YUZ9f1EuL607KHlgvPfxSZav9waNfnqknttuNHKqrg23B956r5KSgsFEGlTs2X+aaePSSI4zcPe0LEztdqJDVcHxRBDfGfSbR3zjjTdKiuR3DUJB9EV/d+edLg82h4sNu46LkfJajZK/+Hzlrmvu5LdvlHuLsLZnoykQJ/nBO4bRbrH3WzZc12Rh5ftHeH1zBRarC2eXm2n/lYZWHVjxNjQjhqy0KGZOyGBYZgxujxtnl4ebvzeIRYW57P6slqPVJpGSJ9xndVkVDxbnsXZ7Fa9v/oI126t4bfNhJo/xCkMC8ZgHxIayeNZQsWv3vdakkSnYnS7SB4Yxddw1/Omdz1hVVkXp7hMUjEllddlRrHY3Myd4vShqGs04uty8trkiyCMO4juFfrMm7HY7S5YsYfjw4SQkJEg27r4LKc6B7C37uzvvcvmLKfoydPfrsHtxmGUyGcvXf8744Ul90tF8oVYqSIozkJkcztjcARLWxH0zc/jBbbm8uK6HzbGoMIe6Zos43rjn1ixAJulkSwqMyPqw6mxttzF+eJI4phCUhIsKcwMe/8XJFlQh8oDjF2HU4Ohy+0nAhTnxqbo2QEb+dSmEh6o512rl3unZ1LdaQSYLWmQG8Z1Avwux0WjEaDReyrX8Z/F1RR0+sNicGPRKCkemi5tQKqW8/7Lpbk4yIBoDBaKjzZ0ymEifUYavCbwgBPEtZis2HqY4P5OSAiOJ0XoMuhAUCgVfnGymcEI6O/fVEBOh69NgKND6a+o7RBMhwffYN9opECVuQIy+z4eKYEYUqIjL5Xi5zzIPkQYt9c3eZOiFhdms3u5NmQ7KnYP4LqDfhfjrJjpfkfi6oo5uGHRSVoLg3fuD24dKFHdf1WH3nlPLgCUleYQo5Og0ITSZOtGoQvo0gQ9UzJLiDFjtXfztvS+6v+5LBSSmdhsGvZLisZlEhGrQahQ0tHRi7rQHjD365NBZZhcYSY4L5UfFebS02YkyqFAoZDxw21BeWtfzeQVK3PTr0/yutWhmDgnROo6camVArF7C/gBvoR6UGC4mjUSFaXj7gyPdqrweBkV/N1SDCOJyxkX1I75aIZfJ/Cwt39hSyW8Wj+27ww7AWRbm1Aa9kqm9CvvsAiMZSeFUnGwNaAIfplMFZDe4XB5eWvc5hTekB+T4Lps7IqBZkEGnZv+RWh65axQ2RxfVdWa++LKJ4psG4+hy0drhkKSGzJ0yhH8e9JoLDYzVo1WHUNtgZtKoFGIjdLzO5gaUAAAgAElEQVS1tVLibex0uvj1X/8tni9k2vlyqT/c5zWMjw5Xo9X2zLp7K/+CcucgrnQE/YgvAkzmwBtrze02jIlh/h12X5zl1HCWFOdR29gRMNNuaUke28urub8oV5QYC93l8vWf+1HYZt2YidvtTXlWKeWBOb6ewGZBRRMzKJyQidvtIlSvpaGlkxtGJIu8Y38v5SOiX/Lb247wwG1DWVXm5TDfMnYQxfmDRdpa/uhU3theKTn/1dLD/Oye62i32Glo6eTdHVUsKRlOTX07f9t6BLPFKY5DzBYnqQkGivON7Nl/Gr0mWISDuLJx3kLsy5JYvnw5JpOJpUuXotVqsVqtPPfcc5dW6XaFILwPClq4PjDn+nyc5ayUcNSqnmv5cms16hCUCjlheqXobREToRGLsHAtXyl0/uhU1EpFn3NarSakT3aGqcM7/7U5XJKxgiBN7h0sKvgllxQY6XK5uXtaFjaHSyzI+aNTmT/tWsK0KrYHOL+qppW1O45ReEM6dc2d1DVZsNi6JJ+rpMCIQaeksbWTPftPc/tNRjwyKYc7iCCuNFxWfsRXKnSaEL8k5cWzctFpA/95v4qzHBOukYwoJEyIolw6Oh2E6VSs2Og1+wnESBCk0IJR/TlTZ8CZr9Ph6nMjLVSroqa+w8+p7a//qGDulMFYrF6Tdo1KjkIuJ9ygZmlJHudMnWg1StQqBW9sqQz4OYT5sSC7VisVOJxuCZtCrVKI7Ik1O6q6+dh6FAoZ7RYH82/NpnTXMe6ami3OzIMI4kpEvwux4Ec8cuRI8bWL6Ud8JcNq78LhdEusGx1ON1Z7F4ZePF74aiN6gUoXaESxYsMhfnbPdfzP6/8WXz+fgU+TycbHh84yf+q1/OXdg35+GPNvzWbeLUNYuVU6I46N1NJk6hTd4nxh0Csx6FRipJFwzsqtleII4W+bK5h6/TXYnS4KR/rPp1d1d7c2u5cdMWhAOOt2Vnk36RIMPDR3BC2CZFrW87n0WqVEGLJgRjatZis6lTw4Jw7iisVl4Ud8pcPucPHapgq/YvjYPaMDRsJ/JWe5m0rnO6IQ7+V00WHt6aj7cl3b4uO0NnJIAn9596Afa2LxrFxC5PDev04y75YhRIVp0KpDcLs8GAxKauo6aG6z+hX6/NGp4oxaWNMqn0w9hVzG3JuzaDLZvBl+qsDz6dgILS90i16EdU8aqeC1zRWYLU7mThksRikJcu6TZ9uYPv4a1u86LnpQPLFwDBa7K+jIFsQVi8vCj/hKh93hCtg1ymQyKqpbkMtk0kj4/nCWPYgjit4FPjZcKzER+uTQWZaWDMeDB4VCjsXqkHB746O81DDBnU2rURAXqcPhdFPb2MHcyYN5oZexvcliEyOVehf6AbH6gIW1tsHrCTFtXBq/eU3KiAhETztzzuJXzIvzM8VxxdvbjvLIXaOw2pwUTcygrcPebWxvZNq4NN58zzv26HK5aTbZcLs9DIzRQnBkHMQVhv+4H/F3AQa9UlIwhbDN//EpRrMLjNJIeA9iFJOpwxFQJdZX5xwdphJfN+iVjMsdwLOr90uEH7MLjISHqtGoFNS3WEQP5J2feg3pe6dp/HrxWE43dIgbYeEGjSj6eO/jk2JqtNsNTabOgA8It9sbptqbUfFq6WF+On8UR6tN4uhmQIyOv22tlPwd7U4Xdqdb8nuH1cGqD45SMCaVLR+fxO508cHeah4szmPRjGxUqhB++3q5T5c/lIFxerRqBXqfEU0QQVzO+FqFeMeOHZSXl9Pa2orHx/PguyBxvhCoQhQ8MCuXl7o366Zffw1Wu4vCCd6Az537alhVVkVmSmRPIe6P7WZfnbO75/U2q1MsRCBQyY5SeEM6Voe3A92z/7TY1QbyDH572xF+On80SfGhVNe187f3eubFAmWsut4sGgjFRGiYO2WwZEYsHDdpVErAbrmtwyGRUT9w+1CmX3+NyIrwdWoTkBitIyZCy+2TjLRZbOK9C8ak8qtX91J4QzqlW6XUu+XrP6doYgYx4RpiwjWkxOmDxTiIyx79LsQvvPACq1atYurUqbz//vuUlJSwefNmpk6deinXd0Wgy+Wmy+XdrFOr5N0bWYf8ipTN7i06yKDZ7Oif7WZfar/uzLq2PjjMOq2CuAg9dc0dIrtAMI0PyNgw21AotLxaWiFZk8BakMtkEn9kl9vNI3eN5GiNidQEA5v3nGDSyBTSB4YHdpMLUYiUN7vTxUvvegvmmu1VPRuEUVr+vvWImPQRG6nl0PFmiWWmx+Ph5W6fjN4J2sKaYyO1vLujirtuuZb2TmdwEy+Iyx79dl9bt24dr732Go899hhKpZLHHnuM5cuXc/r06Uu5visCLpeHV0orWFV2FKvN5beRtbqsivzRqcSEqcVO+NOjjX1S2PoLi8OFWhUS0GEtfWAkNQ3t2J1u3txcweTvDSIlIZSY7vly7+NDtSq++LI54JpSEkIxpkRw+01GSj86wZrtVawuO4a508me/afZuPs4k0ansufAaZrb/FOY504ZzFtbv2DquDRiIjTidQUnOWE+3Ga2s7AwlzunDGF1WRV/+PtnbNh1nKnj0jDolSxff4jIMA3fv2UIxfnGPt3lzrVaKRiTitvj/lp/zyCC+E+h34W4vb1dNP1RKpU4nU6GDh1KeXn5JVvclQKz1dlTwPro0pLjQwnTKUUxhxAv5Iv+2m4K9/G4PdQ3d7BgRrak8N0/K5cX3z0gsZRcs72KmvoOnlu9n/tm5kiOv29mDq9tOtznmmrqO6iqMbGi1wPmpXWfc19RLiOHJPBq6WHG5yXx5pZKtnRvChbnG72UPreHuuZOcTQiXDc1wSApzG0WJ9X17SIfW3jd1zLzaHUrEWEa5DIZOnUI86dlST5LSYGR7eXVrC6rIjxUjV6jpOachXZblyRVJIggLif0ezSRkpLCsWPHyMzMJDMzk3feeYewsDDCw8Mv5fquCGhUCsnX8UBfzQd207AEMUcg2lm/QzF7zZcTo3UsmzOC041mEmP0rNxa6ae0E/jDdc2dvLvzGE8u/B6NLZ20mG1o1CHUNXcGXNNXzX6t9q4ernH3Q8hucol5dgDF+UbxeEGsUdLNO546Lk2ULauVciINmoD3Ec5zu6GuycKGXcdF4/mf3zOa9k4nNrtLnCULc+nf9JrBJ8fpaWm3f61Mwm8Cp9uD2ervmewJzquDCIB+F+L//u//Fv0lfvzjH/OTn/yEzs5OnnzyyUu2uCsFoToliwpzeKX0cMBgTt8CK4g5eqc4jxwcR7Shf6kTvSXSdc2d/Omdzyi8IZ3aBnNApZ1cDsnxXn+GnftqaOuwYbU7SYjSU9Ng9ltTQrSO+m7Km6/6zV84IqO90y7pSvsSlwhijcIb0sXrru72tYgO1xARquLEmfbzWmaW7a1m/jSvxHpVWRWPL7iOxharxHtDOO50Y4ffDL5oYgaryo4G3hy9iDBbnbxaetjv9fm3Zl/8mwVxxeMrRxNnz57l7NmzZGZmMnDgQM6ePUtsbCxvvvkma9euJScn59tY52UNhQzWfejdDJs0yvvVu6TAyM/vvU70jwiUyCGEfSbHGfpdhKFvibRcDmkDwgOOFwYlhvP65gpKd59g2rg0GlutrNt1HIfLxfbyaubdMkSyJr1WSelHJyTJz3OnDPGb/e7cV01shJbZBUaRneF7zOwCIzs/renmE2fz2uYK1uyoEq8rjG10mhBOnGlje3m13zXuL8pFrZRTtrea6eOv4WxTB3MKhnhZKTICzuQXFeayvbza72/kO5d+bs2BYNJHEJcFvrIjnjRpkpjG4UtZk8lkeDweZDIZlZWVfZ1+VaCx1UZdc6fk6zjAY3ePlsQiARdkQC+gL4n0sMxYHM4uP1/ghYU5rPuwp/j5CidUCjlmi5OEKF1P0KgH3t1ZJenslQo50RFqiYxbGSInNyOW59ccxKBXMmlkCjIZLC0ZjkIh43SjGcD7cPJAh9UpCk181x2qVdLcZiMlwYBSIRe7cmRei1GDTokHmDwmFWeXWzI6SYzWBzQgsjq6iA3XiJ9ZuJfv31nYHA2yKoL4T+MrC/GQIUOw2WwUFRUxY8YM4uLiLuoCWltbeeSRR6ipqUGlUpGamsqvfvUroqKiOHDgAE888YQkxTk6Ovqi3v9iQN1rRgw9pjUB8U0M6AX/YosDvVbJ0tl5PLtKOv+MD1fTblWwfP0hCm9IR6WUc82AcF5cf1BSkOxOb64dQEOr1wzI3OlkVdlRv9s++v1RVNW0khxvkCR5CJ/x0e+PCjgXfuSukazZfkxyfGK0jgUzsvnrPyrEdS8qlFp4Lp6Vi0GnYvX2o9TUd1BSYOS1TRVe2hxIvJh9ecO+a1crFYQo5Nw19VqeX3NAvHZv6ffX2hwNIohLiK8sxBs3bqSqqooNGzYwZ84c0tPTKSwsZPLkyWg0Fx5rLpPJWLhwIWPGjAHg6aef5ve//z2/+c1vePjhh3nqqacYNWoUL774Ir///e956qmnLvieFxt6TQh3T8uizeIUu8VwvRKd+mvpZfpGAPHH3CmDmTtlMDERWgZG68SuOkwbwrybs1j5fiUFY1KpqjUF7EIzkyJQKxVY7S727D/N4llD/R4mI4ck8PTf9mF3uijONwYchzi73AEfQs1tNnFuLqy5YEwqH+6r4aG5I6htMDMgJpS3tn4h2VgUUp1vHptGdJialzccYtaNmaz/8BjjhycFXMOA2B6LT6Hgnj3XwaqyKhYW5qBVKVAqFbS0WSXS79kFRuTyIJUiiP88+kVfMxqNPProo+zcuZO7776bXbt2cf3111NRUXHBC4iIiBCLMEBeXh5nz57l8OHDqNVqRo0aBcDs2bN5//33L/h+lwJRYSo06hBJirNGHUJ0eB/dlgzarc5+06oC+Re/ve0oFmsXz60+4D2olxrvoTkjWF1WFXDm+sBtQ3l3p5dJodcoKJk8mFUfHOG+olzJcQN9PCU0KnnA2bNCJmNhoZQO5/WW0ONyu/nxnSN4eN5I75hGp2T6+AxcbjfGlEgUCgJuLLo9HlZsOIRSqeCHd+Sxs7ya8XlJZKVGBlyDKkRB0cQMHv3+KJbNGQ4ySIzRM7vASHOblZAQOWebOli367hIqyu8IZ0tH5+kxWw//x8/iCC+BXytlu3UqVOUl5dz4MABsrKyCAsLu6iLcbvdvPPOO0yaNIm6ujoGDBggvhcVFYXb7cZkMl12ZvTtZqcf93X5+kOBs9T6I23uhb425wS6WKA5Z6PJKo4MfGeugxIMJMXpuXd6Ds3tNqLDNESHqxgUF0qHw8mTC8dQ39yJWqWgtd0bt2TQK9GoQvzYID+8YxjI4IO9p3j0+6P48kwbSXEG3txSISY933NrNs+tPiB6Er9S2jOWWDAjO6AZEJ4e+llXl4vbbzLy7o4qosPVfmu4ryiH0t3HuHnsIJpMVj87z+3lXun0ghnZKBVyyfgkOJoI4nLBVxZik8nEli1b2LBhAxaLhcLCQlauXCkpkhcLv/71r9HpdMybN4+ysrKLfv1LBZPl/EbvvjhfOkdfm0Z9bc4J9pB6jVJijN7e6aS2oUPi0LZmh1dKXHhDOh6QmP4IDwKL3UVldQtvbT0CeH0dSgqMOJxu3uw2ePfdRIuJ0PDl6TZq6js4VdfG2h3HxE07Y3I4WlUatQ1m7M7AnsR//UcFy+aM4E/vfObHWxY+3x/f2S+a+azZfhSnyy1ZQ1JcKLffNJjq+vaAnseCqfxf/1HRPe82iZLpfvO2gwjiEuMrRxPjx49n5cqV5Ofn88QTTzBs2DCqq6v55JNPxH8XA08//TTV1dX8+c9/Ri6Xk5iYyNmzZ8X3W1pakMvll103DKBVB5YZawLMiM+XztEXfClvwrVLCozsOeCli/3xnc+orGkTRxymDgfby6v9FHfCObUN/vza9k4nBp2SpDiDeI7AK06ODxULrHCP7eXVtLTZ2b3/NHOnDKZsbw1zpwzGbHGyZkcVNQ3eGa2g1usrM+90o5nCG9L5ybyRFE3MEMUd98/KZee+avG45es/Z3xekvhQWbO9ilVlRzGZHdgcXQyMC+yh4RsyeqS6lQ27jnPnlCx++8A4slIvDYc4iCC+Lr6yI46NjcVut7NmzRrWrFnj975MJrvg8NA//vGPHD58mBUrVqBSeb8q5uTkYLPZ2LdvH6NGjWLVqlXcfPPNF3SfS4UOqzOgIs1idYJBmlv3VekcAdGL8qZRh3C0uoXxeUmiMMK3q44wqDFbnJT9u5plc0Zwqq4Nt5vuQNEMVm+X0uyEB0FKrB51iJxFM3NYt/MY4/OSkMsh0qDmtokZvLGlUvK132J1MHNCBvXNFh64bRhymYef3XMdX5xsJlyvligIE6IDZ+Y5nG5KPzrhne0Cd07JoqXdytrtVYzPS2LfkXPiGuVyaYafXCajvtnCpn9+yb235gRMsfYVkwgjD4FpkRwXeskEHUEE8XXwlYXYN0D0UuDYsWO8/PLLDBo0iNmzZwOQlJTEX/7yF5555hmefPJJCX3tckSYXkXZ3mq/GKKH5ozwP/ar0jn6gg/lreachdc3+3v5CqMQ33u8+o9D5I9OJTFGR/51KX1yeYUHQVSYmi63m1k3ZvJqN+Nhw64TzC4wStzTPthbTUnBYMmIw0s9U7K9vIZJo1Ikar0fzhrql+snKOCEsFG328Pft1WKVLv4aB0xERqxqGYmezfrfGfE824ZwqyJGRI/ZuG6t99k5P1PvGOOpbPzaG6ziXJrtUr+lSOhIIL4tnCR+FXfHJmZmRw96s9fBRgxYgSbNm36llf09RFtUFGcb/QLD40OU/mnRVxCQYfYVXff4zf3j+XTo42SApcYrePBO4ZJIoqWFOcRpldSWd1GbWMHgF9gqO+8FWB8XpIoGhGOEahn08al8fGhsyJnONKgpqXDwbs7vHFK9c0WEqL1NLZ2Mj4vibK91UwYkey3kdbWYWfquDTK9lZTMCaVs00dfqbzK7ceYdncEZKHhJBi3eVyce/0azl51ozd4ZJs5AlJ1EFBRxCXA/7jhfg7ATcMS4/iN/eP7WEiBCrCAr6JoMMH/eqqPd4HRHKcQXLcvJuzyEr1fxC0W7ybiIKZ/fnmrQByeeBj3B4Pq7r9I4TRiFat4LdveM3rX99c4ZcQsqgwB2dXT5q0MPoArwpwaclwNuw+RtGEDInZfpPJht3p4tTZNqZffw2b/vllz2v17ZTuPsGj3x/FgBg9T725z2+jsGhiRpA1EcRlgWAhvlhwQ3SoiuhQlfj7JUN/u+rzJHz0fhCYOhykJISSnRaF2+3p03hH+HnQgMAG8MIcNm1AGOChrqmD2EideJyvsVBKQigymYwmUyeb/nlSMtrZ4uP4JpPB5DGDeNaneC+YkU3Zv6upqe/A7UZMJRHYIcI6qmpaMaZEBpRBC9akwRlxEP9pBAvxlYr+dtX9PC46UsOUMYP47RvlGPRKP77uopk5ROi9PF63G9btrOrTMtOrrLMyKDGcM+fMRIVJRymCsdDP772OL8+YyEiKxGyp8htNCPQ8mUxGc5tN0g0L1LeWdivrhTGKj8WmsA63G6pqWskfneongxasSYMI4j+NYCEOAgCbzSXKke0mF1s+PsnSkuHUNLTjdsO2/zvFjSOTJZtlHZ1OfnznCKz2LuqaOkXq2d3TsnD8//buPCqqK0/g+LeqqCp2SlAWxaWjEezEVhRlTFwiGlEkAZLpDsnRTHLGjrad1pj2JMT1RDt9gua0tg5pnbYn4ySOjhpFlEQFEzGallhROyqGJpuIYBQEWUS2evNHyQvFZoHog+T3+YuqW/e9W3D51av77v3dOhtrtp7Ey8OIp5uR2fFDHVJVvhA/lD2ZX2H98ipLnh/VLPA33HB7JiqEmtpah/3uGgLtd4XXMbro1Zt5of17oG80Ba7hGOOGBxPU091h6OPFXw6Tq2HRZUggFgAUl910GGYoKr3Jd5fL1A1DAUrKq5n+0M9Y/Pwoampt9PQxo9fpKLtRQy+LG/2DvFBsCoXFlWzPyFVX0/3X3mz6BXoy/6kwbIqCi0HH+x/nknvxOmajgUtXKzGb7MuUXQw6evf0xGCAuf86DJ2isLLJ5qgNOYxtNoXqWpuae2PrwS8ZGRrIM1NCuVx8g/SsC0wdM4D9f/+OyaP7OQx9uHVWHhAhOoH0RgGAn49rszFfvU7XbEhhW/o/7VO+fH+YaeBpdgEdeLq6UFxeTW2drdlqutyL11n1nhWz0R5wG4LwS08PR6/Tc+NmHX16eZL/ffmtRPV6gnp6oNfrWrwpGODrzvaMHOY8+QtcTQb2Hv2G8spaov7FFS93I9fK9EwY0Rewp89Ma5LgfvmsCK5X1eFzF3fpEMJZEogFYJ9h0XSeb98AD4fZGUF+7sx54hf2VYA6neNWQ4o9IHu6uaBD1+Zqun6BXrz+wr9gdNFzrbSKtTt+uAmX8OhgvD2M7P3kG6aOGUC/AK8WbwqWlNvnBJtc7DcQn54SyvfFN9iWnuOQ8vPVZ8Opq613yLo2K/ZB3v0gm8hR/bF4mBjY20uCsdCUBGJh19oUPAWS5j5Exc1aSspr1GlorSYrskE/f3f1SrelIPpdQRl7jtgXibiaDA5zgLel228CPjFxED08XfnPlDPNbgrOjh+Kn4+Zm9V1/E/aeWInDMLN7OKwuWnDudzNLmxIy3YYltj1sX3V4KY9Z4l/ZBC9LK4yl1hoyuldnMVPwK0peIN7e9un4dlQZ114uhrVRSBwm62GbNDTx43/3neuWQrOp25tndQQdK9X1qo7Ozcc1+Jp5me9vampt1F4a9+8xukrTUY9RddvUlNnY9jgAL4pKOO7wjLmPOGYxnN2/FB0tzZMbchPsf3QP+3Z3nQ/zHtuK8+HEPeCXBELp7SVrKilq8nKqlqHIBrg5873TTYjbQiEjReKmI0GelncuHT1BoVFleoy6YapbQ0Z5DzcXKiq/mEPur1Hv8Fo0LPouVHcuFmHt4eJ0opqqmvqW0212TA3WhZ1CK1JIBZOaW+yIoun2SGI/mryYIdtjhrqNywSaXj84i+HYTDoeHunfR+8luYq//1MAY+O7s//HshpNqWtoqqWm9V1rN12ymEoY8etK+HGU+NmxT6AxcMs09iE5iQQC6e0K1mRDvQ6HDYxtW/H5HgzMOHRwQT38iTA143Q/hYsHib0eh2fnr3cYlL7/oFevLPvHJEj+6n73oHjlDaji551/3fWoWzj7jPMfyqMgqIKgnrac1xMGNGX+3r70MNDgrDQngRi4Rxnl1U32oHEy8NoTzcZ4GnfV8/DSNLchygqq8bV7IK3mwueri7qjAuAvKuVag7jpknt5z8VRmR4PwJ93VscJgn0defS1YoWy+psNnYcynX4EJEgLLoKCcTCeU4sl268A0l1aT3b0nMwGw0kzX2oeY6LFo5h8TLzyan8ZkMSc54Yqm40mvBoSIvDJJ5uRi5fu9Fi2dWSG44fCjIcIboQCcSiU7X3pl5TjXehjh0/EL0ehg7syX/sOK3ecMs4caHZkuh5vxpOgJ8bHh5GAv3c1SGRhgRBVdW1DAq20LeXuzobpLPU2hTKqxxnjygS5EU7SCAWnapDO5A0dmsI5NUZI9UhkNLKGodZD0WlN0n79FuW/nsEdXX1DsMkHkYDAd5mdQjFw9VIdW0dnq5GNfNcZyuvqmXTnrMOz/1bzAOdfyLxoyWBWHSqDu9A0ljTIZAmS60Byitr8TQb8La4qnVarY+p+WuE6EIkEIvO1Qk7kDTVKcFdiC5MArHofHe4A0lLx+vs4C5EVyKBWHQPnR3chehCfvSBWK/X3f5FQjih1b4kXeynTXfncUanKDLRRgghtCTZ14QQQmMSiIUQQmMSiIUQQmMSiIUQQmMSiIUQQmMSiIUQQmMSiIUQQmMSiIUQQmMSiIUQQmM/+iXOXVVJSQmvvPIKeXl5mEwm+vfvz4oVK/D19WXnzp1s3rwZvV6PwWBg0aJFhIeHA3D69GmWLVtGdXU1ffr0YfXq1fj5+Wn8blo3d+5c8vPz0ev1uLu7s3TpUoYMGcK3335LYmIipaWlWCwWkpKSGDBgAECbZeLeiYyMxGQyYTabAVi4cCHjxo3rdn3wTiQlJXHgwAEuXbrE3r17GTx4MNB2H+1Q/1WEJkpKSpTjx4+rj998803ltddeU65du6aEhYUpV69eVRRFUTIyMpRp06YpiqIo9fX1yuTJk5UTJ04oiqIoycnJSmJi4r1vfDuUlZWpP6enpytxcXGKoijKzJkzlZSUFEVRFCUlJUWZOXOm+rq2ysS9M3HiRCUnJ8fhue7YB+/EiRMnlIKCgma/i87uvzI0oRGLxUJERIT6ePjw4RQUFKAoCoqiUFlZCUB5eTmBgYEAnD17FrPZrF4dJyQksH///nvf+Hbw8vJSf66oqECn01FcXEx2djYxMTEAxMTEkJ2dzbVr19osE9rrjn3wToSHhxMUFOTw3N3ovzI00QXYbDa2bt1KZGQkvr6+rFixgvj4eLy9vbHZbLz77rsAFBYW0rt3b7Wer68vNptN/QrUVS1evJhjx46hKAqbNm2isLCQgIAADAYDAAaDAX9/fwoLC1EUpdUyX19fLd/GT9LChQtRFIWRI0fy8ssvd9s+2JnuRv+VK+IuYOXKlbi7uzNjxgwqKirYsmULO3fu5PDhwyQmJvLiiy+idOMkeW+88QaHDx9mwYIFrFq1SuvmCCdt2bKF1NRU3n//fRRFYcWKFVo36UdLArHGkpKSuHDhAmvXrkWv13P06FG8vLy47777AIiOjiYvL4+SkhKCgoIoKChQ6167dg29Xt9trkTi4uLIysoiMDCQ77//nvp6+x509fX1XLlyhaCgIIKCglotE/dWw+/cZDLxzDPPcPLkyW7fBztDW320o/1XArGG/vSnP3H27FmSk5MxmewbXAYHB5OdnU1xcTEAx48fx9PTkx49eq93zEoAAAjjSURBVPDggw9y8+ZNrFYrANu2bWPq1Kmatf92KisrKSwsVB9/9NFH+Pj44Ofnx5AhQ9i3bx8A+/btY8iQIfj6+rZZJu6dGzduUF5eDoCiKHzwwQcMGTKk2/XBu+Fu9F9JDK+R3NxcYmJiGDBgAK6u9p2Ig4ODSU5O5p133mH79u0YjUZMJhOJiYnqzZGTJ0+yfPlyh6lDPXv21PKttKqoqIi5c+dSVVWFXq/Hx8eHV199lQceeICvv/6axMREysrK8Pb2JikpSf0W0FaZuDcuXrzI7373O+rr67HZbAwcOJAlS5bg7+/frfrgnfrDH/7AwYMHKSoqokePHlgsFtLS0jq9/0ogFkIIjcnQhBBCaEwCsRBCaEwCsRBCaEwCsRBCaEwCsRBCaEwCsUYiIyP59NNPWy3fsGEDixcv7nD9Hwur1UpUVJTWzehW7kXfWr9+PQsXLuxwG9ujPe293Wu7Ksk14YTIyEiuXLnCkSNHHCZmx8XFcf78eQ4dOkRwcHCnnnPOnDl3fIz169dz4cIF3nrrrU5okTbCw8M5cOCA1s24a7pr37qX2tPexq/Nz89n0qRJnDt3DheXrh3q5IrYSX369CEtLU19nJOTQ1VV1V05V11d3V05ruiapG8JCcROio2NJSUlRX2ckpJCXFyc+vjw4cPExcUxYsQIJkyYwPr16x3qp6SkMHHiRCIiIvjLX/7iULZ+/XrmzZvHwoULGTFiBLt372721a+t+i05cuQIGzdu5MMPPyQsLIzHH38csKfVXLRoEWPHjmXcuHGsWbNGXRe/a9cuEhIS+OMf/0h4eDiTJk3i5MmT7Nq1iwkTJjBmzBh2796tniMxMZFly5bx/PPPExYWxowZM7h06dJt2xYSEsKWLVuYMmUKYWFhrF27lry8PBISEhgxYgTz58+npqYGgKysLMaPH6/WjYyM5G9/+xuPPfYYI0eO5KWXXqK6uvq25+zKulvfalBbW8srr7xCWFgY06dP58yZM2pZSEgIFy5cUB8nJiayZs0a4Ie/6V//+lfGjBnD2LFjycjIIDMzk6ioKEaPHs2GDRsc3oOz7W382hkzZgAwatQowsLC+Oyzzxg9ejQ5OTnq64uLixk2bJjmaVYlEDtp+PDhVFRU8PXXX1NfX09aWpoa3ADc3NxISkrCarWyceNGtm7dSkZGBgBfffUVr7/+OqtWreKTTz6htLSUy5cvOxz/0KFDTJ06FavVymOPPeZQ5kz9psaPH8/s2bOZNm0ap06dIjU1FbD/Q7i4uHDw4EFSUlI4duwYO3bsUOt98cUXhISEkJWVRUxMDC+//DJnzpwhPT2d1atXs2LFCjVXMsDevXuZO3cuWVlZhIaGOj1uePToUXbt2sX27dvZtGkTS5cuZfXq1WRmZpKbm+twhdjUhx9+yKZNmzh06BA5OTns2rXLqXN2Vd2tbzX46KOPmD59OlarlcjISFauXOn0ey4qKqK6upojR44wb948lixZomZ627JlC2+//TYXL15sVq897X3vvfcAOHHiBKdOnWL06NFER0er/wtgzwUxZswYzXOZSCBuh4Yrl2PHjjFw4EACAgLUsoiICEJCQtDr9YSGhjJ9+nQ+++wzAPbv388jjzzCqFGjMJlMzJ8/H73e8Vc/fPhwJk+ejF6vV3NPNHCmvjOKiorIzMxk0aJFuLu74+fnx3PPPecQ9IKDg3nyyScxGAxER0dTWFjIb3/7W0wmE2PHjsVkMpGXl6e+vnG7FixYwOnTpx0S/bRm1qxZeHp6cv/99zN48GAefvhh+vbti5eXF+PHjyc7O7vVujNnziQgIACLxcLEiRM5f/58u38XXU137FsjR45kwoQJGAwGYmNj+fLLL51+vy4uLvzmN7/BaDQSHR1NSUkJzz77rNonBg0a5HDl2hntBYiPjyctLU1NK7tnzx6HDz2tdO0R7C4mNjaWGTNmkJ+fT2xsrEPZP/7xD9566y1yc3Opra2lpqZGzUp15coVdZcNAHd392ZpAxuXN+VMfWcUFBRQV1fH2LFj1edsNptDir7Ge481/NM2TuhiNpsdrogbt8vDwwMfHx+n0v41PWbTx0VFRa3W7dWrl/qzm5sbV65cafNc3UF37FuN/2aurq5UV1dTV1fn1I0xi8WiJk9v6GeN+17TftYZ7QUYNmwYrq6uZGVl0atXL/Ly8pg0aZLT9e8WuSJuhz59+hAcHExmZiZTpkxxKPv973/PpEmTyMzM5PPPPychIUH91PX393f4+lRVVUVpaalDfZ1O1+p5nanfkqbHDAwMxGQycfz4caxWK1arlZMnT7Y5DHA7jdtVWVnJ9evX8ff37/Dxfqq6W9+6HTc3N4cbjlevXr3jY0L72tva+46Pjyc1NZXU1FSioqLUzVG1JIG4nd544w02b96Mu7u7w/OVlZX4+PhgNpv54osv1HykAFFRURw+fBir1UpNTQ3r1q3DZrM5fc6O1vfz8+PSpUvqa/39/Xn44Yd58803qaiowGazkZeXp37N7YjMzEy1XX/+858ZNmyYJHHvoO7Ut24nNDSUffv2UV9fz5EjRzhx4sQdHxPa115fX1/0en2zsebHH3+cjIwMUlNTHW6KakkCcTv169ePoUOHNnt++fLlrFu3jrCwMJKTk5k2bZpadv/997Ns2TJ1O3Jvb+82vy421dH6DV9fIyIiiI+PB2DVqlXU1tYSHR3NqFGjmDdv3h1drcTExJCcnExERATnzp1j9erVHT7WT1136lu3s3jxYj7++GPCw8PZu3cvkydPvuNjQvva6+bmxpw5c3j66acJDw/n9OnTgH2HjZ///OfodDo1z7fWJB+x6LDExEQCAgJYsGCB1k0Rol1ee+01/P39u0zflZt1QoiflPz8fNLT0x3mxGtNAnE3N2vWLD7//PNmz8+ePVuzpaxWq5Vf//rXLZadOnXqHrdGdFRX7Ft3au3atWzevJkXXniBvn37at0clQxNCCGExuRmnRBCaEwCsRBCaEwCsRBCaEwCsRBCaEwCsRBCaEwCsRBCaOz/AcNdTle5gE2xAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Negative correlation between Madrid_temp_min and Madrid_humidity.*" + ], + "metadata": { + "id": "QKQYhJ22z3C7" + }, + "id": "QKQYhJ22z3C7" + }, + { + "cell_type": "markdown", + "source": [ + "**Feature distributions**" + ], + "metadata": { + "id": "FoWE-hTXO6lz" + }, + "id": "FoWE-hTXO6lz" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de51df85", + "metadata": { + "id": "de51df85" + }, + "outputs": [], + "source": [ + "\n", + "def plot_func(df):\n", + " \n", + " for col in df.columns:\n", + " if df[col].dtype == float or df[col].dtype == int:\n", + " f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw= {\"height_ratios\": (1, 5)})\n", + " mean=np.array(df[col]).mean()\n", + " median=np.median(df[col])\n", + " \n", + " sns.boxplot(df[col], ax=ax_box)\n", + " ax_box.axvline(mean, color='r', linestyle='--')\n", + " ax_box.axvline(median, color='g', linestyle='-')\n", + " \n", + " sns.distplot(df[col], ax=ax_hist)\n", + " ax_hist.axvline(mean, color='r', linestyle='--')\n", + " ax_hist.axvline(median, color='g', linestyle='-')\n", + " \n", + " plt.legend({'Mean':mean,'Median':median})\n", + " ax_box.set(xlabel='')\n", + " plt.show()\n", + "\n", + " print('Skewness :',df[col].skew())\n", + " print('Kurtosis :',df[col].kurtosis())\n", + " \n", + " q1 = df[col].quantile(0.25)\n", + " q3 = df[col].quantile(0.75)\n", + " iqr = q3-q1\n", + " print('Lower quartile ', q1)\n", + " print('Upper quartile ', q3)\n", + " print('Inter quartile range ', iqr)\n", + "\n", + " lower_whisker = q1 - (1.5 * iqr)\n", + " upper_whisker = q3 + (1.5 * iqr)\n", + " print('lower_whisker ', lower_whisker)\n", + " print('upper_whisker', upper_whisker)\n", + "\n", + " print(np.array((np.where((df[col]upper_whisker)))).shape)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "*A function that encapsules univariate analysis of each numerical variable. In terms of graphical analysis it displays two plots: boxplot - One can be able to establish if a particular variable has outliers or not. More to that one is able to establish the mean,median upper quartile,lower quartile of each feature Distplot - It shows the distribution of each variable In terms of non-graphical analysis one can be to tell: The skewness of each variable, The kurtosis Lower quartile,lower whisker,upper quartile,upper quartile and interquartile range are quantified The last tuple displays how many data points are considered as outliers.*" + ], + "metadata": { + "id": "r1Bh3QQCcQip" + }, + "id": "r1Bh3QQCcQip" + }, + { + "cell_type": "code", + "source": [ + "plot_func(df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "7SZkCvcIbrWS", + "outputId": "a6f4c0ff-43d6-43fa-94d9-a1940ee8b806" + }, + "id": "7SZkCvcIbrWS", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 1.4411442292107193\n", + "Kurtosis : 2.0364621246675885\n", + "Lower quartile 1.0\n", + "Upper quartile 3.3333333333\n", + "Inter quartile range 2.3333333333\n", + "lower_whisker -2.49999999995\n", + "upper_whisker 6.83333333325\n", + "(1, 307)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 5.222801989732795\n", + "Kurtosis : 32.90465647123472\n", + "Lower quartile 0.0\n", + "Upper quartile 0.1\n", + "Inter quartile range 0.1\n", + "lower_whisker -0.15000000000000002\n", + "upper_whisker 0.25\n", + "(1, 1576)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 3.499636517325859\n", + "Kurtosis : 35.645426386267474\n", + "Lower quartile 1.0\n", + "Upper quartile 3.6666666667\n", + "Inter quartile range 2.6666666667\n", + "lower_whisker -3.00000000005\n", + "upper_whisker 7.66666666675\n", + "(1, 327)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.31017499809859467\n", + "Kurtosis : -1.017982770351452\n", + "Lower quartile 44.3333333333\n", + "Upper quartile 82.0\n", + "Inter quartile range 37.6666666667\n", + "lower_whisker -12.166666666750011\n", + "upper_whisker 138.50000000005002\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.05737776957935216\n", + "Kurtosis : -1.167537310965867\n", + "Lower quartile 36.3333333333\n", + "Upper quartile 78.6666666667\n", + "Inter quartile range 42.3333333334\n", + "lower_whisker -27.166666666800005\n", + "upper_whisker 142.16666666679998\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.053085395425974256\n", + "Kurtosis : -1.5334170123998256\n", + "Lower quartile 10.0\n", + "Upper quartile 75.0\n", + "Inter quartile range 65.0\n", + "lower_whisker -87.5\n", + "upper_whisker 172.5\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 1.7169141154170686\n", + "Kurtosis : 3.6315653270441643\n", + "Lower quartile 0.6666666667\n", + "Upper quartile 2.6666666667\n", + "Inter quartile range 2.0\n", + "lower_whisker -2.3333333333\n", + "upper_whisker 5.666666666699999\n", + "(1, 380)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 1.8144517925601304\n", + "Kurtosis : 2.1559210977967203\n", + "Lower quartile 0.0\n", + "Upper quartile 20.0\n", + "Inter quartile range 20.0\n", + "lower_whisker -30.0\n", + "upper_whisker 50.0\n", + "(1, 1010)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.22692651432270444\n", + "Kurtosis : -1.0835298590634024\n", + "Lower quartile 73.3333333333\n", + "Upper quartile 234.0\n", + "Inter quartile range 160.6666666667\n", + "lower_whisker -167.66666666675\n", + "upper_whisker 475.00000000005\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 1.057330609573318\n", + "Kurtosis : 1.4936353085879928\n", + "Lower quartile 1.6666666667\n", + "Upper quartile 4.0\n", + "Inter quartile range 2.3333333332999997\n", + "lower_whisker -1.8333333332499995\n", + "upper_whisker 7.499999999949999\n", + "(1, 180)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.1800013211348048\n", + "Kurtosis : -0.9591599001218869\n", + "Lower quartile 118.16666666665\n", + "Upper quartile 260.0\n", + "Inter quartile range 141.83333333335\n", + "lower_whisker -94.58333333337501\n", + "upper_whisker 472.750000000025\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 1.2467446252828802\n", + "Kurtosis : 0.14207863141425037\n", + "Lower quartile 0.0\n", + "Upper quartile 33.3333333333\n", + "Inter quartile range 33.3333333333\n", + "lower_whisker -49.99999999994999\n", + "upper_whisker 83.33333333324998\n", + "(1, 310)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 1.151005838368391\n", + "Kurtosis : 1.398579537584049\n", + "Lower quartile 1.0\n", + "Upper quartile 3.3333333333\n", + "Inter quartile range 2.3333333333\n", + "lower_whisker -2.49999999995\n", + "upper_whisker 6.83333333325\n", + "(1, 186)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 8.726987596141935\n", + "Kurtosis : 101.5789308218838\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 1297)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 8.067341341966005\n", + "Kurtosis : 93.84074607373714\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 854)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 26.17756798977392\n", + "Kurtosis : 806.1284706376119\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 97)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 57.97966391220743\n", + "Kurtosis : 3687.5642300069417\n", + "Lower quartile 1014.0\n", + "Upper quartile 1022.0\n", + "Inter quartile range 8.0\n", + "lower_whisker 1002.0\n", + "upper_whisker 1034.0\n", + "(1, 349)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 19.342573910601818\n", + "Kurtosis : 413.1365923500452\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 90)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 7.074307665706903\n", + "Kurtosis : 76.5844913665545\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 928)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 12.696605470731132\n", + "Kurtosis : 187.8004595033525\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 223)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 63.298084409477404\n", + "Kurtosis : 4089.323165482344\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "(1, 5)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -3.1077224640882264\n", + "Kurtosis : 9.25904651532839\n", + "Lower quartile 800.0\n", + "Upper quartile 800.6666666667\n", + "Inter quartile range 0.6666666667000527\n", + "lower_whisker 798.99999999995\n", + "upper_whisker 801.6666666667502\n", + "(1, 2385)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEHCAYAAAC0pdErAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3df3wU9Z348dc7vwnhZwiKBAgKIlB+CClQtTYgKj8Urj1UPEWsnrZ6Hqee9z1arQKnrd61tmdPbbnqSWlVPG0rCvgDhdbzB5ogoIhoxAChihBIMIFAfry/f8zsutlMkt2ws7sh7+fjMY+dnfnMzHtnJ3nvZz4znxFVxRhjjAmXkugAjDHGJCdLEMYYYzxZgjDGGOPJEoQxxhhPliCMMcZ4Skt0ALHSp08fLSgoSHQYxpgT3fbtzuuwYdEvWuEsOyw3+mX9UlJSsl9V87zmnTAJoqCggOLi4kSHYYw50R1Hgih6rAiA9Vevj108x0lEdrY074RJEMYYExftSAwdlbVBGGNMNJ57zhnaofrVaipfquSXv/xljIPyh9UgjDEmGj/7mfN68cVRL5pamQoNUFpaGuOg/GE1CGOMMZ4sQRhjjPFkCcIYY4wnSxDGGGM8WSO1McZEY/nydi/aqI0A7NmzJ1bR+MoShDHGRGPAgHYvGnj+zpEjR2IVja/sFJMxxkRjxQpn6ASsBmGMMdF4+GHn9bLLEhtHHFgNIsYqKipYsGABFRUVvm+jtLS02bai2X542eLiYqZMmUJJSUm71ufl1VdfpaioiOeeey4Y81VXXUVRURHr1q1rtv6KigpuuOEGbrzxRioqKpp91vvuu4+ioqJmw3e/+12Ki4uZOXOm501IixcvDpZduXJlsFxg/cXFxVxwwQVN1jl58mSuueYaLr300uC0qVOnUlxcHIy5oqKCa665hsmTJzfZbwFesRYVFfFP//RPFBUVsXDhQmbOnBkcD93v06dPp6ioiGnTpnH++ecH9yM4N1rNmDGDefPmceGFFzJ58mTWrVvHggULWLJkCUVFRZx33nlcd911TfZjW99jS/F+97vfpaioiFtvvTWiZZ944okm30VFRQU33ngj1113HfPmzWt2nD3wwAPBZS+88MJg3G1pKd4LLrig2Xccvh9Cyz/77LPBmALHbPjxGZh+sLKSTZs2BZcNHHe///3vg9OefPLJVuOuqakJlk1mcqI8k7qwsFCTobO++++/n+eee45Zs2Zxyy23+LqNQYMGsXPnzibbimb74WUvuugiqqurycnJ4fnnn4/J55k6dSr19fWICACDBg2irKwMgLS0NGbMmNFk/ffffz8rV64EYPbs2ahqk8/a2vGak5NDdXU1BQUFPPbYY03mhf4higiqSkFBAaNHj+a5556ja9euVFdXR/SZcnJyqKmpYdasWahqMN7Q/ea13UisX78eoMl+CCUirFu3jquvvjq4HwPS0tJoaGhoto9C92Nb32Mk8QZijGTZwHfh9XlC95fXsrNnz27zmGsr3tDvOPB9BcafffbZYLnAMZGTk0NtbS319fXNjs9Vq1ZRX1/Pf27ejKpy89ixwc/hdex47afCiwpBIacmp9Vy8SQiJapa6DXPahAxVFFRwQsvvICq8sILL/hSiwjdRllZWZNtRbP98LLr1q0LHuTV1dWUlJQc9+d59dVXqa+vB5zGuUDMAfX19axatSq4/tLSUtasWROcv3r1atasWdPks7YmEH9ZWVmTWsTixYublAusp6ysjNWrV6OqESeHwHZUlTVr1rBq1aom00N/Fbfn1+HChQupqKjwTA6B2B955JFmyQGc/em1j1atWhXR9xhpvF61iJaWLSsro6SkhBdeeKHZvMD+euCBBzyXXb16davHXCTxhn7Ha9asCe6H0OQAXx0T1dXVwWM29PgMJIfQsqGfw4tnLcLjEE7mWoQliBhatmwZjY3OZWwNDQ389re/9XUbAYFtRbP98LL33HNPk/l33XXXcX+eH//4x22WaWhoCL7efffdwT9CgLq6uibvo3H33XcHx9etW9diufauH5z4AvEH3HXXXe1eH8Bbb73FsmXLWi2zPMrLLOvr66mrqwNic1xu3LgxqvJ33XVXcPte8/7whz94zqurq4vJ31DgO66rq2sxjpYEvt/2HCe/+tWvol4m2XToBCEi14tIsYgU79u3L9HhsHbt2ia/Pl5++WVftxEQ2FY02w8vG77O6urq4/480fxR1dfXe9YS2nsK1OsXdqx5xRZNTaQla9euPe51hAvE6tdx2ZpAjaulea2JZayBWuzxumvkSO4aOTIGESW/Dp0gVHWpqhaqamFenucDkeJq6tSppKU5F4alpaVx/vnn+7qNgMC2otl+eNnwdebk5Bz35wlfZ1tlCwoKgm0VAeHvIxWPpwt6xZaTk+NRMjpTp0497nWEC8Tq13HZmpycnBa/x7b2VyxjFZF2H0+hqtLTqUpPj0FEya9DJ4hkM3/+fFJSnF2amprKVVdd5es2AgLbimb74WVvv/32JvMXL1583J/nhz/8YZtlUlNTg6933HFHk6SSnp4eVZIJdccddwTHJ0+e3GK59q4fnPgC8QeEt3dEa9KkScyfP7/VMvPmzYtqnWlpaaS7/9BicVyOGzcuqvKLFy8Obt9r3ne+8x3Peenp6TH5Gwp8x+np6S3G0ZLA9xt6nEz7/HOmff55m8t+//vfj2pbycgSRAzl5uYybdo0RIRp06aRm5vr6zYCv7gD24pm++FlJ0+eHPw1l5OTw/jx44/780yZMiX4hxX49Rb6yz4tLY2ZM2cG1z9kyBCmT58enD9jxgymT5/e5LO2JhB/QUEBQ4YMCU4PbxcIrKegoIAZM2YgIlH98g/8Ip4+fTozZ85sMn38+PHB9+25OuXee+8lNzeXWbNmec4XEa699lrPGlJaWprnPpo5c2ZE32Ok8d5///0RL1tQUMD48eOZNm1as3mB/bVgwQLPZWfMmNHqMRdJvKHf8fTp04P7Yfbs2U3KBfZbTk5Ok1pz4PicOXNmcPr0vXubJIiWjp25c+c2n+hxCCf6KqbWWIKIsfnz5zNq1Chfag/h27jjjjuabSua7YeXXbRoESkpKU1+BR/v5wnUIm699dZgzAMHDgTg9ttvb7b++fPnM3z4cEaMGBGsFYV+1tAEEmrw4MEsWrSIrl27Nqk9BITWIm655ZZgucD6Fy1aREZGRpNlRIRTTz2Vvn37BqelpaWxaNGiYMzz58/n1FNPRUSiqj2MGTMGcGoMXbt2DY4HzJ8/ny5dugCQlZUV/OUbuILojjvuIDs7mwEDBpCZmYmIcPvttzNq1CimTJkCOL9+hw4d2mQ/tvd7HDx4MBB57eF73/tek+9i/vz5jBgxgqFDhzJgwIBmx1loLSIzMzMYd3tlZGQ0+45b2w8333xzMKbAMRt+fAamDxw0qMmygePuuuuuC047EWoPYPdBGGNMdAKXpbbjl3/gPoiTOKnJJdKJZPdBGGOMiZolCGOMiZNAW0fg9GGys876jDEmGqtXt3vRFEmhgQb69+8fw4D8YwnCGGOikZ2d6Ajixk4xGWNMNB56yBk6AUsQxhgTjaeecoZOwBKEMcYYT9YGYYwxcdLQs4H6+vomd/onM0sQxhgTJzlTnG45/vHqf0xwJJGxU0zGGGM8nTBdbYjIPmBnouMA+gD7Ex1EFDpavNDxYrZ4/WXxHp9Bqur5vIQTJkEkCxEpbqlfk2TU0eKFjhezxesvi9c/dorJGGOMJ0sQxhhjPFmCiL2liQ4gSh0tXuh4MVu8/rJ4fWJtEMYYYzxZDcIYY4wnSxDGGGM8WYIwxhjjyRKEMcYYT5YgjDHGeLIEYYwxxpMlCGOMMZ4sQRhjjPFkCcIYY4wnSxDGGGM8WYIwxhjjyRKEMcYYT5YgjDHGeLIEYYwxxlNaogOIlT59+mhBQUGiwzDGnOj27XNe8zwf49yq7RXbARiWOyyWER2XkpKS/S09k/qESRAFBQUUFxcnOgxjzImuqMh5Xb8++kUfc5Zdf3X0y/pFRHa2NM/XU0wiMk1EtotIqYgs9JifKSIr3PkbRKTAnX6FiGwKGRpFZKyfsRpjjGnKtwQhIqnAg8B0YARwuYiMCCt2LXBQVYcAPwfuA1DV36vqWFUdC8wDPlXVTX7Faowxpjk/axATgFJV3aGqx4AngdlhZWYDy9zxp4HzRETCylzuLmuMMSaO/GyD6A/sDnlfDkxsqYyq1otIFZAL7A8pcxnNEwsAInI9cD3AwIEDm82vq6ujvLyc2tradn6EE1tWVhb5+fmkp6cnOhRjTBJK6kZqEZkIHFbV973mq+pSYClAYWGhhs8vLy+nW7duFBQU0Lxi0rmpKhUVFZSXlzN48OBEh2NMx9GOxumOys9TTHuAASHv891pnmVEJA3oAVSEzJ8LPNHeAGpra8nNzbXk4EFEyM3NtdqVMaZFfiaId4ChIjJYRDJw/tmvDCuzEpjvjs8BXlVVBRCRFOBSjrP9wZJDy2zfGNMOP/2pM0Th8Q27eHzDLr44dJQvDh3l8Q27fAoutnxLEKpaD9wEvAhsA55S1a0iskREZrnFHgFyRaQUuBUIvRT2XGC3qu7wK0ZjjIna8887Qyfg630QqrpaVU9X1dNU9R532p2qutIdr1XVS1R1iKpOCE0GqrpeVSf5GV88iAhXXnll8H19fT15eXlcdNFFCYzKGGPaZn0x+axr1668//77HDlyBICXX36Z/v37JzgqY4xpmyWIOJgxYwarVq0C4IknnuDyyy8PzqupqeGaa65hwoQJnHnmmTz77LMAlJWV8c1vfpNx48Yxbtw43njjDQDWr19PUVERc+bM4YwzzuCKK67AbbYxxpiYSurLXGNp8XNb+eCvh2K6zhGndOeui0e2WW7u3LksWbKEiy66iC1btnDNNdfw2muvAXDPPfcwZcoUHn30USorK5kwYQJTp06lb9++vPzyy2RlZfHxxx9z+eWXB/uaevfdd9m6dSunnHIKZ599Nq+//jrnnHNOTD+bMaYFXbokOoK46TQJIpFGjx5NWVkZTzzxBDNmzGgy76WXXmLlypX81L0qora2ll27dnHKKadw0003sWnTJlJTU/noo4+Cy0yYMIH8/HwAxo4dS1lZmSUIY+JlzZpERxA3nSZBRPJL30+zZs3itttuY/369VRUfHWrh6ryzDPPMGxY0+5/Fy1axEknncTmzZtpbGwkKysrOC8zMzM4npqaSn19vf8fwBjT6VgbRJxcc8013HXXXYwaNarJ9AsvvJBf/vKXwXaEd999F4Cqqir69etHSkoKy5cvp6GhIe4xG2M8/Nu/OUMnYAkiTvLz81mwYEGz6T/60Y+oq6tj9OjRjBw5kh/96EcA3HjjjSxbtowxY8bw4Ycf0rVr13iHbIzx8sorztAJyIlyBUxhYaGGPzBo27ZtDB8+PEERdQy2j4yJUjseGBS4c/ruDZcBcMfEFfzdxOYdjCaCiJSoaqHXPKtBGGOM8WQJwhhjjKdOcxWTMcbERG5uoiOIG0sQxhgTjWeeSXQEcWOnmIwxxniyBGGMMdH4wQ+coRPwNUGIyDQR2S4ipSKy0GN+poiscOdvEJGCkHmjReRNEdkqIu+JSFb48h1BrLr7LioqCvbFNGPGDCorK2MapzEmQm++6QydgG8JQkRSgQeB6cAI4HIRGRFW7FrgoKoOAX4O3Ocumwb8Dvi+qo4EioA6v2L1kx/dfa9evZqePXvGIjxjjGmRnzWICUCpqu5Q1WM4jw6dHVZmNrDMHX8aOE+c52BeAGxR1c0Aqlqhqh22r4n2dPd95MgR5s6dy/Dhw/n2t78dTDAABQUF7N+/H4C/+Zu/Yfz48YwcOZKlS5cGy+Tk5HD77bczZswYJk2axN69e+PxUY0xJxA/E0R/YHfI+3J3mmcZ9xGlVUAucDqgIvKiiGwUkf/ntQERuV5EikWkeN++fW1HVFTUfHjoIWfe4cPe8x97zJm/f3/zeRGaO3cuTz75JLW1tWzZsoWJEycG5wW6+3777bdZt24d//Iv/0JNTQ0PP/ww2dnZbNu2jcWLF1NSUuK57kcffZSSkhKKi4t54IEHgh0B1tTUMGnSJDZv3sy5557Lf//3f0ccrzHGQPI2UqcB5wBXuK/fFpHzwgup6lJVLVTVwry8vHjHGLG2uvu+9957GTt2LEVFRcHuvv/yl78E2y5Gjx7N6NGjPdf9wAMPBGsJu3fv5uOPPwYgIyMj2M4xfvx4ysrK/PuAxnQm+fnO0An4eR/EHmBAyPt8d5pXmXK33aEHUIFT2/iLqu4HEJHVwDjg+HrIaq3vlOzs1uf36RNV3yvhou3uOxLr169n7dq1vPnmm2RnZwcTDEB6ejrO2TrrEtyYmPrd7xIdQdz4WYN4BxgqIoNFJAOYC6wMK7MSmO+OzwFeVaf3wBeBUSKS7SaObwEf+Bir76Lt7vvcc8/l8ccfB+D9999ny5YtzdZZVVVFr169yM7O5sMPP+Stt97y+VMYYzoT3xKE26ZwE84/+23AU6q6VUSWiMgst9gjQK6IlAK3AgvdZQ8C9+MkmU3ARlVd5Ves8RBtd9833HAD1dXVDB8+nDvvvJPx48c3W3batGnU19czfPhwFi5cyKRJk3z/HMZ0ejff7AydgHX33cnZPjImStbdtzHGmM7OEoQxxhhPJ3yCOFFOofnB9o0xpjUndHffWVlZVFRUkJubG7zk0zhUlYqKCrKyOmQXV8YkzumnJzqCuDmhE0R+fj7l5eVEdJd1J5SVlUV+J7nhx5iYCenS5kR3QieI9PR0Bg8enOgwjDGmQzrh2yCMMSamrr/eGTqBE7oGYYwxMffRR4mOIG6sBmGMMcaTJQhjjDGeLEEYY4zxZG0QxhgTjbFjEx1B3FiCMMaYaPziF4mOIG7sFJMxxhhPviYIEZkmIttFpFREFnrMzxSRFe78DSJS4E4vEJEjIrLJHX7lZ5zGGBOxK690hk7At1NMIpIKPAicj/MI0XdEZKWqhj4Z7lrgoKoOEZG5wH3AZe68T1S185zsM8Z0DOXliY4gbvysQUwASlV1h6oeA54EZoeVmQ0sc8efBs4T61XPGGOSgp8Joj+wO+R9uTvNs4z7iNIqINedN1hE3hWRP4vIN702ICLXi0ixiBRbh3zGGBNbydpI/RkwUFXPxHlW9eMi0j28kKouVdVCVS3My8uLe5DGGHMi8/My1z3AgJD3+e40rzLlIpIG9AAq1HmSzVEAVS0RkU+A04FijDEmkb7xjURHEDd+Joh3gKEiMhgnEcwF/i6szEpgPvAmMAd4VVVVRPKAA6raICKnAkOBHT7GaowxkfnJTxIdQdz4liBUtV5EbgJeBFKBR1V1q4gsAYpVdSXwCLBcREqBAzhJBOBcYImI1AGNwPdV9YBfsRpjjGnO1zupVXU1sDps2p0h47XAJR7LPQM842dsxhjTLn/7t87rMyf+vyjrasMYY6JRUZHoCOImWa9iMsYYk2CWIIwxxniyBGGMMcaTtUEYY0w0zjsv0RHEjSUIY4yJxo9+lOgI4sZOMRljjPFkCcIYY6IxfbozdAJ2iskYY6Jx5EiiI4ibiGoQIvIHEZkpIlbjMMaYTiLSf/gP4XS097GI3Csiw3yMyRhjTBKIKEGo6lpVvQIYB5QBa0XkDRH5roik+xmgMcaYxIi4DUJEcoErgXnAu8DvgXNwuusu8iM4Y4xJOhddlOgI4ibSNog/Aq8B2cDFqjpLVVeo6j8COa0sN01EtotIqYgs9JifKSIr3PkbRKQgbP5AEakWkdui+VDGGOOb225zhk4g0hrEf7tddweJSKaqHlXVQq8FRCQVeBA4H+d51O+IyEpV/SCk2LXAQVUdIiJzgfuAy0Lm3w+siTBGY4wxMRRpI/XdHtPebGOZCUCpqu5Q1WPAk8DssDKzgWXu+NPAeSIiACLyN8CnwNYIYzTGGP8VFTlDJ9BqDUJETgb6A11E5ExA3FndcU43taY/sDvkfTkwsaUy7hPoqoBcEakF/hWn9tE56nLGGJNk2jrFdCFwNZCPc7on4Evghz7FBLAI+LmqVrsVCk8icj1wPcDAgQN9DMcYYzqfVhOEqi4DlonI37qPAY3GHmBAyPt8d5pXmXIRSQN6ABU4NY05IvLvQE+gUURqVfW/wuJbCiwFKCws1CjjM8YY04q2TjFdqaq/AwpE5Nbw+ap6v8diAe8AQ0VkME4imItzs12olTiXyb4JzAFeVVUFvhkSwyKgOjw5GGOM8Vdbp5i6uq8tXsraErdN4SbgRSAVeFRVt4rIEqBYVVcCjwDLRaQUOICTRIwxJnldemmiI4ibtk4x/dp9XdyelbuXxq4Om3ZnyHgtcEkb61jUnm0bY4wvbrwx0RHETaQ3yv27iHQXkXQReUVE9onIlX4HZ4wxSefwYWfoBCK9D+ICVT0EXITTF9MQ4F/8CsoYY5LWjBnO0AlEmiACp6JmAv+rqlU+xWOMMSZJRNrVxvMi8iFwBLhBRPKAWv/CMsYYk2iRdve9EDgLKFTVOqCG5t1mGGOMOYFE88jRM3Duhwhd5rcxjscYY0ySiChBiMhy4DRgE9DgTlYsQRhjOpurr050BHETaQ2iEBjh3uVsjDGdVydKEJFexfQ+cLKfgRhjTIewf78zdAKR1iD6AB+IyNvA0cBEVZ3lS1TGGJOs5sxxXtevT2gY8RBpgljkZxDGGGOST0QJQlX/LCKDgKGqulZEsnE64DPGGHOCirQvputwHgn6a3dSf+BPfgVljDEm8SJtpP4H4GzgEICqfgz09SsoY4wxiRdpgjiqqscCb9yb5dq85FVEponIdhEpFZGFHvMzRWSFO3+DiBS40yeIyCZ32Cwi344wTmOM8dcNNzhDJxBpI/WfReSHQBcROR+4EXiutQVEJBV4EDgfKAfeEZGVqvpBSLFrgYOqOkRE5gL3AZfhXFZb6D50qB+wWUSeU9X6qD6dMcbE2mWXJTqCuIm0BrEQ2Ae8B3wP5yFAd7SxzASgVFV3uLWPJ2nef9NsYJk7/jRwnoiIqh4OSQZZRFBbMcaYuNi92xk6gUivYmoUkT8Bf1LVfRGuuz8QuhfLgYktlXFrC1VALrBfRCYCjwKDgHletQcRuR64HmDgwIERhmWMMcdh3jzntRPcB9FqDUIci0RkP7Ad2O4+Te7O1paLBVXdoKojga8DPxCRLI8yS1W1UFUL8/Ly/A7JGGM6lbZOMd2Cc/XS11W1t6r2xqkFnC0it7Sx7B5gQMj7fHeaZxm34bsHUBFaQFW3AdXA19rYnjHGmBhqK0HMAy5X1U8DE1R1B3AlcFUby74DDBWRwSKSAcwFVoaVWQnMd8fnAK+qqrrLpAG4N+idgfOoU2OMMXHSVhtEuqo265VKVfeJSHprC7ptCjcBL+Lcdf2oqm4VkSVAsaquBB4BlotIKXAAJ4kAnAMsFJE6oBG40SsOY4wx/mkrQRxr5zwAVHU1zhVPodPuDBmvBS7xWG45sLyt9RtjTNz98z8nOoK4aStBjBGRQx7TBefyU2OM6VwuvjjREcRNqwlCVa1DPmOMCbV9u/M6bFhi44iDaJ5JbYwx5nvfc147+30QxhhjOi9LEMYYYzxZgjDGGOPJEoQxxhhP1khtjDHRuKOtjqxPHJYgjDEmGlOnJjqCuLFTTMYYE41Nm5yhneoaGjl0pC6GAfnHEoQxxkTj5pudIUqVh49RXnmY3QcP86s/f8LhY8n/gExLEMYYEwd//mgfdQ1Kz+wMKo/U8cArpYkOqU2WIIwxxmfVR+sp2XmQnMw0emdnMH5gL37z2g527KtOdGitsgRhjDE+27CjgvpGpUcX5ykJF4w8iQZVVm7+a4Ija52vCUJEponIdhEpFZGFHvMzRWSFO3+DiBS4088XkRIRec99neJnnMYY46eNuw4ytG8OGanOv9xuWemMG9iLV7Z9keDIWudbghCRVOBBYDowArhcREaEFbsWOKiqQ4CfA/e50/cDF6vqKJwnztmzIYwxyeHHP3aGCO2sqOHg4TrO6Ne9yfTzhvflvT1VfF5VG+sIY8bPGsQEoFRVd6jqMeBJYHZYmdnAMnf8aeA8ERFVfVdVA3WvrUAXEcn0MVZjjInMWWc5Q4Re+9h5GObQvJwm088ffhIAr3y4N3axxZifCaI/sDvkfbk7zbOMqtYDVUBuWJm/BTaq6tHwDYjI9SJSLCLF+/bti1ngxhjTojfecIYIvV66n55d0snNyWgyfUjfHAb2zmbtB8mbIJL6TmoRGYlz2ukCr/mquhRYClBYWKhxDM0Y01n98IfOawTPg2hoVN74pIIhfXMQkSbzRIRzT+/DHzfuoaFRSU2RFtaSOH7WIPYAA0Le57vTPMuISBrQA6hw3+cDfwSuUtVPfIzTGGN88d6eKqqO1DGkb47n/PGDelFzrIGP9n4Z58gi42eCeAcYKiKDRSQDmAusDCuzEqcRGmAO8Kqqqoj0BFYBC1X1dR9jNMYY35TsPAjA4D5dPeePH9i7Sblk41uCcNsUbgJeBLYBT6nqVhFZIiKz3GKPALkiUgrcCgQuhb0JGALcKSKb3KGvX7EaY4wfNu+u5JQeWXTPSvecP6B3F/rkZLBxV3ImCF/bIFR1NbA6bNqdIeO1wCUey90N3O1nbMYY47fN5ZWMGdCzxfkiwriBvdiYpDWIpG6kNsaYpPOLX0RUrPLwMXZWHGbu1we2Wm7coF689MFeKqqPkpuTXFfzW1cbxhgTjbFjnaENm8urABgzoEer5cYP6gXAu7sqjz+2GLMEYYwx0Vi71hnasHl3JSIwqn/rCeJrp/QgRWBLefIlCDvFZIwx0bjbbR5t48lyW8orOS0vh24tNFAHdMlI5fSTurFlT1WsIowZq0EYY0yMqSqbdlcxJr/lBupQo/r34L3yKlST635fSxDGGBNjf62qZX/1Uca20f4QMDq/BxU1x/hrknXcZwnCGGNibMtupz1hdKQ1CLfce0nWDmEJwhhjYmxTeSUZqSmc0a9bROXPOLkbaSnClvLkaoewRmpjjInGr3/dZpHNuysZ3q8bmWmpEa0yKz2VYSd3470ka6i2GoQxxkRj2DBnaEFDo/L+nkOt3poT4MIAABNuSURBVEHtZXR+D7YkWUO1JQhjjInGc885Qwt27Kum+mh9xFcwBYzq35OqI3XsPnDkeCOMGTvFZIwx0fjZz5zXiy/2nL3JbaBu6w7qcKPznfJb9lQyMDe7/fHFkNUgjDEmhraUV5GTmcapfbyfAdGS00/qRkZqCu8lUUO1JQhjjImhzeWVjM7vQUqUT4jLSEtheL9uSXUlk68JQkSmich2ESkVkYUe8zNFZIU7f4OIFLjTc0VknYhUi8h/+RmjMcbEytH6BrZ9diji+x/Cjcrvwft7qmhsTI6Gat8ShIikAg8C04ERwOUiMiKs2LXAQVUdAvwc5/nTALXAj4Db/IrPGGNibdtnX1LXoBHfQR1udP+efHm0nrKKmhhH1j5+1iAmAKWqukNVjwFPArPDyswGlrnjTwPniYioao2q/h9OojDGmOSxfLkzeNgcbKBufw0CSJrTTH4miP7A7pD35e40zzLuI0qrgNxINyAi14tIsYgU79u37zjDNcaYCAwY4AweNu+uJK9bJid3z2rXqof2zaFrRmrSPIK0QzdSq+pSVS1U1cK8vLxEh2OM6QxWrHAGD5vKKxmT3xOR6BqoA9JSUxg7sCfFZSd+gtgDhKbZfHeaZxkRSQN6ABU+xmSMMcfn4YedIcz+6qPs2FcTfEJcexUO6s2Hnx/iy9q641pPLPiZIN4BhorIYBHJAOYCK8PKrATmu+NzgFc1me4zN8aYCL396QEAJp7a+7jWU1jQi0ZNjkeQ+pYg3DaFm4AXgW3AU6q6VUSWiMgst9gjQK6IlAK3AsFLYUWkDLgfuFpEyj2ugDLGmKTx1o4KsjNS23zEaFvOHNiLFIHinYk/zeRrVxuquhpYHTbtzpDxWuCSFpYt8DM2Y4yJpbd2VDB+UC/SU4/vd3dOZhpnnNydkp0HYhRZ+3XoRmpjjEkGFdVH+WhvNZNOjfgizFZ9vaAXG3dWcrS+ISbray9LEMYYE42nn3aGEIH2h0nH2f4Q8M2heRypa0j41UyWIIwxJhp9+jhDiHXbv6BbZhqj+rfvBrlwZw3JJSM1hfXbv4jJ+trLEoQxxkTjscecwdXQqKzd9gWTz+hLRlps/qVmZ6QxYXBv1m9P7A3AliCMMSYaYQmiuOwAB2qOceHIk2O6mW+dnsfHX1SzpzJxDxCyBGGMMcfhpQ/2kpGawreGxbY3hyJ3fa9+mLjTTJYgjDGmnRoblRe3fs7ZQ3LJyYztXQND+uZwWl5Xnn03vAOK+LEEYYwx7fRa6X7KDx5h9tjwfkiPn4hwSeEAince5JN91TFffyTsmdTGxNDjG3Z5Tv+7iQPjHImJh8de/5Q+OZnMGNXPl/V/58z+/MeL23m6pJx/nXaGL9tojSUIY0yH5JWM45KIVzudQ5Ttr2H9R/tYMGVozK5eCte3exZFp+fxTEk5N08dSmZaqi/baYmdYjLGmGhkZ0N2Ng+88jFpKcIVPielq88u4Isvj/K7t7xrp36yGoQxJshOkUXgoYco/aKaP9SO5KbJQ+jbzocDReqbQ/M4Z0gf/uvVj5kzPp8eXdJ93V4oq0EY45P6xkaqjtRxoOYYXxyqpSFJHkRvjk/dEyv4cvnjFORmc9OUIXHZ5sLpZ3DwcB0/Wb2NeD4RwWoQxsSAqrKz4jDvlB1g94HD7D54mC8OHSXwp/zTl7aTniqclpfDxMG9mTA4lwmDe5PXLTOhcXc0tXUNbNx1kHc+PcjL2/ZSefgYtXUNiAjZ6alsKa9k6EndGH5yN0YP6BnzS08P1hxj92eHOFbfyE8vGUNWenzaBL7Wvwc3Fp3GQ+s/4fSTunHNOYPjsl1fE4SITAP+E0gFfqOq94bNzwR+C4zHeZLcZapa5s77AXAt0AAsUNUX/YzVmGioKvu+PMpbnx7g9Y/383+l+4N3vHZJT2VA7y6M6NeD7l3SSE9JYczAnpQfPMzWPYd4qricZW/uBGDYSd04a0guZ5/Wh4mn9qZbVvxOH1QePsaO/TV8uq+GsooaPt1fw0d7v6SxEeoblcy0FLplpZGTlYaiDOrdlUG52fTrkUXacXZpHanDx+p5r7yKtz89wBufVFCy6yDH6hsRgd7ZGfTumkGv7AxUleqj9by49XOefGc3ACkCw/t1Z/ygXsGhf88u7XocaG1dA89v+Yx713zIg3UNDDu5Gz0LYtMxX6Ruu2AYn+yrZsnzH/D5oVr++YLTfW+09i1BiEgq8CBwPlAOvCMiK1X1g5Bi1wIHVXWIiMwF7gMucx8ONBcYCZwCrBWR01U1sX3fmrhRVRoVGlVpaFQa3fcNjUqj+75BlcbGFsqofjU9UEYDy3qUcdfVpIw7Xt+oVB2p42DNMSpqjvLJPucfaeVh55GQ3bLSOOu0XL7/rVOpqDlGXk5ms39Coefw6xoaeX9PFW/tOMAbn+znibd38T+vl5EiUJDbldP65jCkbw4nd8+id9cMcrtmkJ2ZRmZaChlpKc6r+w9ag/vLfXWn1NUrNcfqOXysnoM1dez9spa9h45SfvAwZfudZHDw8FePtExNEfr37EJDo5KaIqSmCF/W1vHXqiPUHK1v0idQWorQv1cXBvbO5pQeXeiZnU6P7HR6dsmgZ3Y6WekpZKSmkpnuxJkREnd6agqqTpzOq/PPt+ZoPdVH69l7qJbyA0fYffAwH3x2iG2ffRk8NTeiX3fmTRrEWafl8vXBvXl+82fNjpvLJwxgf/Uxtv61io27KinZeYBnSsr5rZuQ++RkMig3m/xeXTilZxd6dEknJzONnMw0UlOEFPd7qzlaz6Fa5/TgR3ur2bCjgi+P1jMmvwdfO6U7XWNcM4lESorwn3PP5O5VH7D0Lzv407t7uLRwAJNOzWX0gB509+HHhfh1PktEvgEsUtUL3fc/AFDVn4SUedEt86b7TOrPgTzcJ8sFyoaWa2l7hYWFWlxcHHWc2z47xPd/VxJ8H7o7lKb7psm8VnZb+D7VJvPCyra2jWbrbWmtbS2nrczzLtesbLO4I1uutc/bfB7Bf/7JeLpegOzMNHK7ZnBS90ymf60f4wb1YlT/HqSmOP9YWmrk9RJIGkfrG9i4s5K3dlTw0d4v+fiLasr211Af450gAid1y2Jwn64MzuvKqX26UpDrjA/olU1GWopn/I2qTDmjLzsrDrPrQI37eph3d1XyZW0dh481xDzWvG6ZDO2bw7iBvThzYE/GDexFr64ZTcpEuq8bGpVxg3qycedBtpRXUX7wCOWVh9lz8Eibx1lqijC4T1d6ZKUzKr8HQ/rmcP6NcwF45eEVzcq31JgfiPXuDZcBcMfEFcfV8P/ax/t45P8+5c8f7UMVpg7vy2/mf71d6xKRElUt9JznY4KYA0xT1b93388DJqrqTSFl3nfLlLvvPwEmAouAt1T1d+70R4A1qvp02DauB6533w4DtvvyYaLTB9if6CCi0NHihY4Xs8XrL4v3+AxSVc+OpDp0I7WqLgWWJjqOUCJS3FI2TkYdLV7oeDFbvP6yeP3jZ0vTHmBAyPt8d5pnGfcUUw+cxupIljXGGOMjPxPEO8BQERksIhk4jc4rw8qsBOa743OAV9U557USmCsimSIyGBgKvO1jrMYYY8L4dopJVetF5CbgRZzLXB9V1a0isgQoVtWVwCPAchEpBQ7gJBHcck8BHwD1wD90oCuYkuqUVwQ6WrzQ8WK2eP1l8frEt0ZqY4wxHZt1tWGMMcaTJQhjjDGeLEFESUQGiMg6EflARLaKyD+503uLyMsi8rH72sudLiLygIiUisgWERkX53izRORtEdnsxrvYnT5YRDa4ca1wLyTAvTBghTt9g4gUxDPekLhTReRdEXk+2eMVkTIReU9ENolIsTstKY8HN4aeIvK0iHwoIttE5BvJGq+IDHP3a2A4JCI3J2u8bgy3uH9r74vIE+7fYNIev61SVRuiGIB+wDh3vBvwETAC+HdgoTt9IXCfOz4DWINzI+4kYEOc4xUgxx1PBza4cTwFzHWn/wq4wR2/EfiVOz4XWJGg/Xwr8DjwvPs+aeMFyoA+YdOS8nhwY1gG/L07ngH0TOZ4Q+JOxeltYVCyxgv0Bz4FuoQct1cn8/Hb6udJdAAdfQCexelvajvQz53WD9jujv8auDykfLBcAmLNBjbi3K2+H0hzp38DeNEdfxH4hjue5paTOMeZD7wCTAGed//YkzlerwSRlMcDzr1Gn4bvo2SNNyzGC4DXkzleN0HsBnq7x+PzwIXJfPy2NtgppuPgVgfPxPlVfpKqBnoP+xw4yR0PHDAB5e60uHFP12wCvgBeBj4BKlW13iOmYLzu/CogN57xAr8A/h/Q6L7PJbnjVeAlESkRp/sXSN7jYTCwD/gf9xTeb0SkK8kbb6i5wBPueFLGq6p7gJ8Cu4DPcI7HEpL7+G2RJYh2EpEc4BngZlU9FDpPnZ8DSXP9sKo2qOpYnF/mE4D4P/08QiJyEfCFqpa0WTh5nKOq44DpwD+IyLmhM5PseEgDxgEPq+qZQA1u55gBSRYvAO45+1nA/4bPS6Z43baQ2TiJ+BSgKzAtoUEdB0sQ7SAi6TjJ4feq+gd38l4R6efO74fzax2SqNsQVa0E1uFUcXuK071JeEwtdX8SL2cDs0SkDHgS5zTTfyZxvIFfjajqF8AfcZJwsh4P5UC5qm5w3z+NkzCSNd6A6cBGVd3rvk/WeKcCn6rqPlWtA/6Ac0wn7fHbGksQURIRwbkDfJuq3h8yK7TbkPk4bROB6Ve5V1dMAqpCqsbxiDdPRHq6411w2ku24SSKOS3E69X9SVyo6g9UNV9VC3BOKbyqqlcka7wi0lVEugXGcc6Tv0+SHg+q+jmwW0SGuZPOw+mxICnjDXE5X51eCsSVjPHuAiaJSLb7vyKwf5Py+G1TohtBOtoAnINTnd0CbHKHGTjnDV8BPgbWAr3d8oLz4KRPgPeAwjjHOxp41433feBOd/qpOP1bleJU2zPd6Vnu+1J3/qkJ3NdFfHUVU1LG68a12R22Are705PyeHBjGAsUu8fEn4BeSR5vV5xf1T1CpiVzvIuBD92/t+VAZrIev20N1tWGMcYYT3aKyRhjjCdLEMYYYzxZgjDGGOPJEoQxxhhPliCMMcZ4sgRhjDHGkyUIk1REpMHt1nmziGwUkbN83t4iEbnNz234xe32OjvkfbUP2ygUkQdamFcmIn1ivU2TPCxBmGRzRFXHquoY4AfATyJd0L17tjMd0zfj9NB73EK6gWhCVYtVdUEstmE6ns70x2Q6nu7AQXA6RxSRV9xaxXsiMtudXiAi20Xktzh3rg4QkX91y2wWkXvdcqeJyAtuj6uviUizDgtFZKyIvOU+aOaPIQ+hWS8i94nz4KWPROSbIdt+zY2p1dqOiDwoIrPc8T+KyKPu+DUico87fqW7jU0i8msRSXWnPywixdL0gU8LcDqDWyci60K2c4/7ud8SkZPcaXki8oyIvOMOZ7vTF4nIchF5HeeOX6+4i+SrhzblishLbhy/wblr2ZzIEn0rtw02hA5AA073JR/idH083p2eBnR3x/vgdE0gQAFOt+CT3HnTgTeAbPd9oAuGV4Ch7vhEnD5vABYBt7njW4BvueNLgF+44+uBn7njM4C17ng2kOWODwWKW/lcc4H/cMffBt5yx/8H53kBw4HngHR3+kPAVWGfIdWNZbT7voyQ51DgdAFzsTv+78Ad7vjjOD3OAgzE6Ucs8NlLcB9u00LcRXzV3ckDfNVVy0x3e31aWtaGjj94ViuNSaAj6nRNjoh8A/itiHwNJxn8WJyutBtx+tEPPANgp6q+5Y5PBf5HVQ8DqOoBcbpmPwv4X6f/NMDpHydIRHoAPVX1z+6kZTTtWjrQa28JTlIC5wl9/yUiY3ES2+mtfK7XgJtFZARO5229xOmF9BvAApwO28YD77gxduGrHkovFec5E2k4D8cZgZPMwh3DeUBNIM7zQ/bJiJDP3t3dJwArVfVIK3GHOhf4DoCqrhKRgxEuZzooSxAmaanqm24jaB7OL/c8nBpFnTjdgWe5RWvaWFUKzgNbxh5HOEfd1wa++ru5BdgLjHG3UdvSwqq6x+1VdxrwF5wnjl0KVKvql27Pn8tU9Qehy4nIYOA24OuqelBEHuOrzx2uTlUDnauFxpmCU8NqEp+bMNrad6YTszYIk7TcdoJU3J48cR4kVCcik3GeS+zlZeC7gat7RKS3Og90+lRELnGniYiMCV1IVauAg4H2BWAe8Gda1wP4TFUb3fKpbZR/C6dh+S84NYrb3FdwToHNEZG+gbhFZBBOO0wNUOW2KUwPWd+XOM9Fb8tLwD8G3rg1nvb4C/B37jqm4/QCa05gliBMsuniNtJuAlYA81W1Afg9UCgi7wFX4bRRNKOqL+D0sV/sriNwCesVwLUiEuiWe7bH4vOB/xCRLThdYi9pI9aHgPnuOs+g7V/jr+E8l7gU59ngvd1pqOoHwB04jy7dgpPo+qnqZpzu2j/EaUt4PWR9S4EXQhupW7AAZ99tEZEPgO+3Ub4li4FzRWQrzqmmXe1cj+kgrLtvY4wxnqwGYYwxxpM1UhsTQyIyiub3FBxV1YmJiCdSInIhcF/Y5E9V9duJiMckBzvFZIwxxpOdYjLGGOPJEoQxxhhPliCMMcZ4sgRhjDHG0/8HBWcvOnySObUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -2.5840106243242724\n", + "Kurtosis : 5.701881572742422\n", + "Lower quartile 800.0\n", + "Upper quartile 801.0\n", + "Inter quartile range 1.0\n", + "lower_whisker 798.5\n", + "upper_whisker 802.5\n", + "(1, 2040)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.9996419604542528\n", + "Kurtosis : 1.8253225485015836\n", + "Lower quartile 1013.0\n", + "Upper quartile 1024.0\n", + "Inter quartile range 11.0\n", + "lower_whisker 996.5\n", + "upper_whisker 1040.5\n", + "(1, 365)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -3.275574340057644\n", + "Kurtosis : 10.710308129580135\n", + "Lower quartile 800.0\n", + "Upper quartile 800.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 800.0\n", + "upper_whisker 800.0\n", + "(1, 3484)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -1.7051619012336132\n", + "Kurtosis : 2.21182335714847\n", + "Lower quartile 1010.3333333333\n", + "Upper quartile 1018.0\n", + "Inter quartile range 7.666666666700053\n", + "lower_whisker 998.8333333332498\n", + "upper_whisker 1029.50000000005\n", + "(1, 809)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.0339308264048835\n", + "Kurtosis : -0.5159894754947327\n", + "Lower quartile 291.31275000000005\n", + "Upper quartile 304.15\n", + "Inter quartile range 12.837249999999926\n", + "lower_whisker 272.05687500000016\n", + "upper_whisker 323.40587499999987\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -1.8507676181492347\n", + "Kurtosis : 2.216199344232205\n", + "Lower quartile 1012.3333333333\n", + "Upper quartile 1022.0\n", + "Inter quartile range 9.666666666700053\n", + "lower_whisker 997.8333333332498\n", + "upper_whisker 1036.50000000005\n", + "(1, 1303)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.08267199320849858\n", + "Kurtosis : -0.6137547615408363\n", + "Lower quartile 285.55016666665\n", + "Upper quartile 297.24833333335\n", + "Inter quartile range 11.69816666669999\n", + "lower_whisker 268.0029166666\n", + "upper_whisker 314.7955833334\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.05747636574022998\n", + "Kurtosis : -0.6437930258670739\n", + "Lower quartile 285.15\n", + "Upper quartile 296.0566666667\n", + "Inter quartile range 10.906666666700005\n", + "lower_whisker 268.78999999994994\n", + "upper_whisker 312.41666666674996\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -1.234843980657284\n", + "Kurtosis : 0.06781438947623064\n", + "Lower quartile 700.3333333333\n", + "Upper quartile 801.6666666667\n", + "Inter quartile range 101.3333333334001\n", + "lower_whisker 548.3333333331998\n", + "upper_whisker 953.6666666668002\n", + "(1, 1404)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.15723830205656178\n", + "Kurtosis : -0.5041322882243198\n", + "Lower quartile 288.28291666664995\n", + "Upper quartile 299.62033333335\n", + "Inter quartile range 11.33741666670005\n", + "lower_whisker 271.2767916665999\n", + "upper_whisker 316.6264583334001\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.30575732882175444\n", + "Kurtosis : -0.7343454982297355\n", + "Lower quartile 51.3333333333\n", + "Upper quartile 81.3333333333\n", + "Inter quartile range 30.000000000000007\n", + "lower_whisker 6.333333333299983\n", + "upper_whisker 126.33333333330002\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.0818322233978733\n", + "Kurtosis : -0.5995506151499272\n", + "Lower quartile 284.7833333333\n", + "Upper quartile 294.82\n", + "Inter quartile range 10.0366666667\n", + "lower_whisker 269.72833333325\n", + "upper_whisker 309.87500000005\n", + "(1, 1)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.2769246414384882\n", + "Kurtosis : -0.728757385641762\n", + "Lower quartile 285.4833333333\n", + "Upper quartile 296.855\n", + "Inter quartile range 11.371666666700037\n", + "lower_whisker 268.4258333332499\n", + "upper_whisker 313.91250000005004\n", + "(1, 1)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.29870749813604114\n", + "Kurtosis : -0.6628611401473941\n", + "Lower quartile 282.15\n", + "Upper quartile 296.8166666667\n", + "Inter quartile range 14.666666666699996\n", + "lower_whisker 260.14999999994996\n", + "upper_whisker 318.81666666674994\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.1280945706486536\n", + "Kurtosis : -0.6965548392192273\n", + "Lower quartile 284.97344270835003\n", + "Upper quartile 294.909\n", + "Inter quartile range 9.935557291649957\n", + "lower_whisker 270.0701067708751\n", + "upper_whisker 309.8123359374749\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEHCAYAAAC0pdErAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXyU1b348c83+0L2BAKELBj2HcKidUHcWKzoFRWXSqstrdbW6q+91+ulllrbam+vttXeVlq9oq2KVVtBcQEUVwTCvoQlQCBhCUnIAtknc35/zBMMYbJBZp6Zyff9euWVZ57nPJnvSTLznXPO85wjxhiUUkqp1oLsDkAppZRv0gShlFLKLU0QSiml3NIEoZRSyi1NEEoppdwKsTuA7pKcnGwyMzPtDkMFsN1lu6GmliE1kTBkiN3hKNUtNmzYUGqMSXF3LGASRGZmJrm5uXaHoQLY1BemQk0Nq694SROEChgicrCtY9rFpFRXREVpclA9RsC0IFTP8/TTT5Ofn++156soqSDU4WDRG19nx8CBXnve7OxsfvCDH3jt+ZRqpglC+a38/Hw2b8+jKSrRK88XbEKJaBImrlvLi0R75zlrTnjleZRyRxOE8mtNUYnUDp3pnSfb82dMUxNNUUlee87IXcu98jxKuaNjEEoppdzSBKGUUsotTRBKKaXc0jEIL3v66acB9KoUP1UXGs4jM79hdxjqHOnrr2s0QXiZNy/LVN3PiFAcm2R3GOoc6euva7SLSakuCGlycNWutXaHoZRXaIJQqgtCmxzM2fyh3WEo5RWaILpZWVkZP/zhDykrKztjf35+PrNmzaK2ttamyJRSzcrKyvj2t7/NjBkzmD9/Prm5ucyaNYulS5dy+eWXc8cddzBjxgw+/PBDZs2axVtvvcW0adNYtmwZM2fO5Fvf+hb33nsv+fn53HPPPcyfP5/58+fz7W9/m3vvvff067/5dd+6a6ut9wlfowmimy1evJht27bx4osvnrH/scceo7q6moMH25wXSynlJYsXLyY/P5/a2lr27NnDwoULqa6u5qmnnsIYQ1FREbW1tfzqV7+iurqa3/3udzidTp588klqamo4cOAAO3fu5LHHHiMvL489e/awZ88e8vPz2blz5+nXf/Pr/rHHHjvr+d29T/gaTRDdqKysjPfeew9jDO+9994ZnyIKCgoAqK+v11aEUjZqbGxk+fIz71A/deoUAMaYM/Y7HI4z9rc+3vy6bu3dd98lNzf39PGCgoLTrYi23id8kV7F1I0WL16M0+kEoKmpiRdffJEHHnjgrE8Pe/fu5f7777cjxICSn59PUIPpuKAfC6qrIj//pP6/dJP8/HwcDsfpN35PaWxsZOHChWfse+yxx3jhhRfafJ/wRX7dghCR+SKSKyK5JSUldofDypUrT//jORwOVqxYAZz9KaP1pxDlP+pCw/mP6+6zOwx1HhoaGjz+HMaY062SZs3vA229T/giv25BGGMWAYsAcnJybH/XvfLKK1m+fDkOh4OQkBCuuuoqwLWYUcskER4ezu9//3ubogwc999/Pxv2F3v1OY0IFVExXns+Z0Qs2QP76P9LN7n//vspKiryeLeOiBAdHX1Gkmhe8bKt9wlf5NctCF8zb948goJcv9Lg4GDuvPNOABYsWHBGuYyMDK/HprpHaJODr2//1O4w1Hno06cPISGe/WwcGhp6VhdT8/tAW+8TvkgTRDdKSkpi+vTpiAjTp08nKcl1x212dvbpTw/h4eFERkbaGKU6HyFNDq7d/pndYajzEBoaysyZZ07X3qtXL8D1yb+l5kTSvL/18ebXdWszZswgJyfn9PHMzEyys7OBtt8nfJEmiG42b948Ro0addanggULFhAdHa2tB6V8wLx588jOziYyMpLBgwezcOFCoqOjeeCBBxAR0tLSiIyM5OGHHyY6Opof/ehHBAUF8eCDDxIVFUVWVhbDhw9nwYIFDBs2jMGDBzN48GCys7MZPnz4Gb0H0dHRZ/UitPU+4WskUAZMc3JyTG5urt1hdKj5ahTtUz5/zWMQ3lwwKLKhjt9tr+W7c//TK08ZuWs5E3QMotvo6+9sIrLBGJPj7pi2IJRSSrnl11cx+aPmfkillPfp669rNEF4mc5D799qQ8O5/8Z77A5DnSN9/XWNdjEp1RUi1IWG2x2FUl6hCUKpLghtcnDTplV2h6GUV2iCUKoLQpocXLl7nd1hKOUVOgah/FpwzQkidy3vuGA3qDWNCIbgmjKvPWdwzQmgj1eeS6nWNEEov+XtK1I+LtmFqa2lV2QYEwZ66027j155o2yjN8op1UlTX5gKmzezevNYWL3a7nCU6hZ6o5xSSqkuC5gWhIiUAO2t55kMlHopHLtpXQNPT6knaF29LcMYk+LuQMAkiI6ISG5bzahAo3UNPD2lnqB19SXaxaSUUsotTRBKKaXc6kkJYpHdAXiR1jXw9JR6gtbVZ/SYMQillFJd05NaEEoppbpAE4RSSim3NEEopZRySxOEUkoptzRBKKWUcksThFJKKbc0QSillHJLE4RSSim3NEEopZRySxOEUkoptzRBKKWUcksThFJKKbc0QSillHJLE4RSSim3QuwOoLskJyebzMxMu8NQAWx32W5oaGRISB9IcbuEr1J+Z8OGDaVtrUkdMAkiMzOT3Nxcu8NQAWzqC1Nh82ZWb86C1avtDkepbiEiB9s6pl1MSiml3PJoghCR6SKyW0TyReQhN8fDRWSJdXytiGS2ODZaRNaIyA4R2SYiEZ6MVSml1Jk8liBEJBj4IzADGA7cKiLDWxW7Gyg3xmQDTwFPWOeGAH8DvmeMGQFMBRo9FatSSqmzeXIMYhKQb4zZDyAirwKzgZ0tyswGFlrbrwPPiIgAVwNbjTFbAIwxZR6MUykVIBobGykqKqKurs7uUHxOREQEaWlphIaGdvocTyaI/kBhi8dFwOS2yhhjHCJSCSQBgwEjIu8DKcCrxpjfeDBWpTpn7Fj43Wq7o1BtKCoqIiYmhszMTFyfNRWAMYaysjKKiorIysrq9Hm+OkgdAlwM3G59v0FErmhdSETmi0iuiOSWlJR4O0allI+pq6sjKSlJk0MrIkJSUlKXW1aebEEcBga0eJxm7XNXpsgad4gDynC1Nj4xxpQCiMhyYDywquXJxphFwCKAnJwc44E6qB7s5bWHznh8vKqe3pXH4be/hR//2KaoVEc0Obh3Lr8XT7Yg1gODRCRLRMKAucDSVmWWAvOs7TnAh8YYA7wPjBKRKCtxXMaZYxdK2aOsDN5+2+4olPIKjyUIY4wDuA/Xm30e8JoxZoeIPCoi11nFngOSRCQfeBB4yDq3HHgSV5LZDGw0xrzjqViVUqq7iAh33HHH6ccOh4OUlBSuvfZaG6M6Nx69k9oYsxxY3mrfIy2264Cb2jj3b7gudVVKKb8RHR3N9u3bqa2tJTIykhUrVtC/f3+7wzonvjpIrZRSfmvmzJm8846r0+OVV17h1ltvPX2surqau+66i0mTJjFu3DjeeustAAoKCrjkkksYP34848eP54svvgBg9erVTJ06lTlz5jB06FBuv/12XD3xnhcwczEp5RXBQRAZaXcUqhN+vmwHO49UdevPHN4vlp99fUSH5ebOncujjz7Ktddey9atW7nrrrv49NNPAfjlL3/JtGnTeP7556moqGDSpElceeWV9O7dmxUrVhAREcHevXu59dZbT88vt2nTJnbs2EG/fv342te+xueff87FF1/crXVzRxOEUl0xajT8z7t2R6F83OjRoykoKOCVV15h5syZZxz74IMPWLp0Kb/97W8B16W5hw4dol+/ftx3331s3ryZ4OBg9uzZc/qcSZMmkZaWBsDYsWMpKCjQBKHUuWp9iWqz2yanezkSZZfOfNL3pOuuu44f//jHrF69mrKyryaDMMbwxhtvMGTIkDPKL1y4kD59+rBlyxacTicREV9NPxceHn56Ozg4GIfD4fkKoGMQSnXNwYPwi1/YHYXyA3fddRc/+9nPGDVq1Bn7r7nmGp5++unT4wibNm0CoLKykr59+xIUFMRLL71EU1OT12NuTROEUl1RXg6rVnVcTvV4aWlp/PCHPzxr/09/+lMaGxsZPXo0I0aM4Kc//SkA9957L4sXL2bMmDHs2rWL6Ohob4d8Fu1iUspD3HVzaRdX4Dt16tRZ+6ZOncrUqVMBiIyM5Nlnnz2rzKBBg9i6devpx0888cRZ5wI888wz3RtwO7QFoZRSyi1NEEoppdzSBKFUB+odTRworeZUvYPGoGDqYuPtDkkpr9AxCNXjtXVJbMnJej7eU8LWogocTsPxsDqO9+rH0OHfYcKfvuB7l13AlcN66+yhKmBpglCqlcYmJ6vyjvN5filBQTA+I4GhqTG8vD+KuMhQ7hoyhNdyC/nOi7lMzkrkN3NGk5Fk/xUnSnU3TRBKtXC4vJbXNhRScrKe8ekJTB+ZSq9w18sk7GAQMUcP8f2Dz/Hdx37Ja7lF/PrdPK753SdcMbQPF16QRJC2JlQA0TEIpXC1Gt7fcYw/fZxPfWMT37ookzkT0k4nh9Mqq2DNGkKCg7htcjorHriMiy5I5p1tR1n0yX5KTtbbUwHlM7pruu+pU6eenotp5syZVFRUdGucnaEJQvV4+0tP8cyH+Xy8p4RxAxK4/4rBDOoT06lzU+MieG5eDjdNSKPkZD1Pf7iXT/aU4PTSbJvK97Sc7hvolum+ly9fTny89y+O0ASheqTSU/X8I7eQm59dw18/PUBDk5NvXpTJjRPSiAwL7tLPEhHGpSdw/5WDGNwnhvd2HOPZj/dRXNW19X9V4DiX6b5ra2uZO3cuw4YN44YbbjidYAAyMzMpLS0F4Prrr2fChAmMGDGCRYsWnS7Tq1cv/uu//osxY8YwZcoUiouLz7seOgahAo7TaThaWcuhEzWcONVAdYOD2kYndY1N/O3Lg5Seque41RXUPz6SWaP6MjEzkbCQ8/u8FBsRyu2T09l6uJJlW47wzEf5XDG0N5cMSiE4SMcmbNHiDuTTbr4Z7r0Xamqg1UyrAHzzm66v0lKYM+fMY6tXd+ppz2W672effZaoqCjy8vLYunUr48ePd/uzn3/+eRITE6mtrWXixInceOONJCUlUV1dzZQpU/jlL3/Jv//7v/OXv/yFBQsWdCretmiCUAHjeFUdL645yD82FFJc5UoAIUFCr4gQIkKCiQgNpl98JCP6xTIkNYaczETGpMXxyrrCzj9JeDhY0y67IyKMSYtnYHI0S7cc4YOdxew4UsWNE9JIjY1o8zwVWM5luu9PPvnk9NxNo0ePZvTo0W5/9h/+8Af++c9/AlBYWMjevXtJSkoiLCzs9DjHhAkTWLFixXnXw6MJQkSmA78HgoG/GmMeb3U8HHgRmACUAbcYYwpEJBPXOta7raJfGmO+58lYlf+qdzTxvx/tY9En+6l3NDF1SG8uyQ4jMzma+KjQM64sOu+5kIYNgyc6Xgk3JiKU2ydnsO1wJUs3H+aPH+Yzc1Qqt04aoPdNeFN7n/ijoto/npzc6RaDO12d7rszVq9ezcqVK1mzZg1RUVFMnTqVujpXV2ZoaOjp/63umhLcYwlCRIKBPwJXAUXAehFZaozZ2aLY3UC5MSZbROYCTwC3WMf2GWPGeio+5Z9a39R2rKqOD3YcY9exk8wa3ZefXD2EzOToNm9+a2u/p4zqH0dWcjRvbixi2dajhAQH8fiNowgP6do4h/I/d911F/Hx8YwaNYrVLRJN83TfTz/9NCLCpk2bGDduHJdeeikvv/wy06ZNY/v27WdM3NessrKShIQEoqKi2LVrF19++aVH6+DJQepJQL4xZr8xpgF4FZjdqsxsYLG1/TpwhejHK9VJeUer+PPH+yg91cDz38zhj7eNJzPZwzes5efDj37UpVN6hYdwx5QMrhzWm39uOsy859dRVdfooQCVr+jqdN/33HMPp06dYtiwYTzyyCNMmDDhrHOnT5+Ow+Fg2LBhPPTQQ0yZMsWjdRBPLX4tInOA6caYb1uPvwFMNsbc16LMdqtMkfV4HzAZ6AXsAPYAVcACY8ynbp5jPjAfID09fcLBgwc9UhflfR190t9wsJw3NxbRLz6SN+65iNS4M/v3PdFSeGztLfTen8fqzWPP6nro7PNtLizn9Q1FpCVE8a2LMgkPdbUkdBrw7pGXl8ewYcPsDsNnufv9iMgGY0yOu/K+epnrUSDdGDMOeBB4WURiWxcyxiwyxuQYY3JSUlK8HqSyx0YrOVzQuxffuWTgWcnBl40dkMDciekUldeweM1BGhxOu0NSqk2eTBCHgQEtHqdZ+9yWEZEQIA4oM8bUG2PKAIwxG4B9wGAPxqr8xN7jJ3lzUxEXpPTiG1MyzvvSVDuM7B/HTTkDOFhWzUtfFtDYpElC+SZPXsW0HhgkIlm4EsFc4LZWZZYC84A1wBzgQ2OMEZEU4IQxpklEBgKDgP0ejFX5gdJT9by89hC9YyK4bXI6ocH+lxyajUmLx+k0vL6hiCXrC7ljSsZZ90q01W2l3VHtM8bolWJunMtwgsdeYcYYB3Af8D6uS1ZfM8bsEJFHReQ6q9hzQJKI5OPqSnrI2n8psFVENuMavP6eMeaEp2JVvs/hdLJkfSFBInzjwgwiQm26CigqCgZ3T2N2XHoCs0b3ZefRKn761vZzegGrM0VERFBWVqa/y1aMMZSVlRER0bXuWI/eB2GMWQ4sb7XvkRbbdcBNbs57A3jDk7Ep/7JyZzGHK2q5Y3I6CVFhtsVxPDWDl2cvgG4aBL/ogmSqah28vPYQqbER/PCKQd3yc3uqtLQ0ioqKKCkpsTsUnxMREUFaOzd5uqN3Uiufd7Syls/yS8nJSGB4vzi7w+l214zoQ3JMGE+u2EOf2HBumahdSOcqNDSUrKwsu8MIGP7biat6BKcx/GvTYSJDg5k+MtXucIg5tJ9Jv36o44JdICI8ceNoLh2cwsP/3M6qvPOfZE2p7qAJQvm0LYUVFJbXMmNkX6LC7G/wBtfXEnPoQLf/3NDgIP50+3hG9Ivl+y9vZOOh8m5/DqW6ShOE8lkOp5OVecX0jYtgbLr358L3tujwEJ7/5kT6xEZw9wvrdfEhZTtNEMpn5RaUU17TyNXD+/SYpTyTe4Xz4l2TCBLhhS8O6JQcylaaIJRPanIaPt5TQkZiFIM7ubpboMhIiub/vjWR6vomFn9RoHdbK9toglA+aWtRBZW1jUwdkuJTNz05IqMpHzzc488zOi2eWyelc6yyjjc3Fel1/coW9o/6qR6v9R3Dxhg+3VtK75hwn2s9nErLZOONP/PKcw1JjeHq4X14f2cx/eMjuWSQzjemvEtbEMrn7Cup5lhVHZcM8q3Wgx0uHZzCyH6xvLf9GPnHT9kdjuphNEEon7P2QBlRYcGMSfO9m+JiC/Zy4c/u99rziQg3TkgjJSacV9cfoqpWB62V92iCUD6lqraRvKNV5GQkEOKDk/EFNTYQdfyYV58zPCSY2ydn0Njk1PEI5VU6BqF8Su7BEzgNTMxMtDsUn5ISE870Eaks23qUB5ZsYVLWmb8fneFVeYLvfURTPZbTGHIPlpPduxdJvcLtDsfnTB6YxMCUaN7bcZSTen+E8gJNEMpnFJRWU1HTyIT0BLtD8UlBIlw/pj+NTYZ3th21OxzVA2iCUD5j06EKwkOCGNb3rNVlfUZjdAylo8bb9vzJMeFMHZzC1qJK9pfqVU3Ks3QMQvmEBoeTbUcqGdU/rsvLiLa18ponVPdLZ8sN/+G153Pn0sEp5B4s573tx7jnsgt6/KXAynO0BaF8Qt6xKhocTsYNCPxJ+c5XaHAQVw7rTVF5LduPVNkdjgpgHk0QIjJdRHaLSL6InDWJvoiEi8gS6/haEclsdTxdRE6JyI89Gaey3/bDlcREhJCZHG13KO2KO7Cbix/6rt1hMC49gT6x4by/4xgOp87VpDzDYwlCRIKBPwIzgOHArSLSehKbu4FyY0w28BTwRKvjTwLveipG5RvqHU3sPnaSEf3ifH7WVnE4CK+ssDsMgkSYPiKVE9UNrD+gy7Urz/BkC2ISkG+M2W+MaQBeBWa3KjMbWGxtvw5cIVaHqohcDxwAdngwRuUDdh87icNpGNnfdwenfdHgPjFkJUezatdxvexVeYQnB6n7A4UtHhcBk9sqY4xxiEglkCQidcB/AFcBbXYvich8YD5AerreKOSvth+upFd4CJlJvt295GvEakX86eN9/OQfW7l08NmT+ekNdOp8+Oog9ULgKWNMu9fxGWMWGWNyjDE5KSk606U/qmlwsLv4JCP6xfp895IvGpAYRXbvXnyWX0pjk45FqO7lyRbEYWBAi8dp1j53ZYpEJASIA8pwtTTmiMhvgHjAKSJ1xphnPBivssHq3SU0NhlG9ve9ifncaYyJo3jiRd3+c8/nUt2pg1P462cH2HCwnCkDk7oxKtXTebIFsR4YJCJZIhIGzAWWtiqzFJhnbc8BPjQulxhjMo0xmcDvgF9pcghM72w7SnRYMFk+fvVSs+rUNLbf5b3ZXDsjKzma9MQoPtlbQpNTJ/JT3cdjCcIY4wDuA94H8oDXjDE7RORREbnOKvYcrjGHfOBB4KxLYVXgqm1o4qNdx/3i6iVfJiJMHZxCRU0jW4vsv8JKBQ6P3kltjFkOLG+175EW23XATR38jIUeCU7Z7uM9JdQ0NPlN9xJA/L48pr5yJ6t/96LdoZxhSGoMqbERrN5TwpgB8ZpwVbfw1UFq1QOs2FlMXGSo33QvAeB0Elxfb3cUZxERLhuSQsnJenYfO2l3OCpAdCpBiMibIjJLRDShqG7R5DR8tPs4U4ekEBykn3a7w8h+ccRFhvLFvlK7Q1EBorNv+P8L3AbsFZHHRWSIB2NSPcDmwnJOVDdwxbA+docSMIKDhCkDk06v6a3U+epUgjDGrDTG3A6MBwqAlSLyhYh8S0RCPRmgCkwr844TEiRc5ubmLnXuJmYkEBIkrNlXZncoKgB0ustIRJKAbwLfBjYBv8eVMFZ4JDIV0FblFTMxM5G4SP/6fNEQl8Dhi6fZHUabosJDGDsgns2F5dQ0OOwOR/m5zo5B/BP4FIgCvm6Muc4Ys8QY8wOglycDVIGn8EQNe4pPccWw3naH0mU1vfux63b7Z3Ntz0UXJNPYZMgtKLc7FOXnOnuZ61+sS1ZPE5FwY0y9MSbHA3GpALYyrxiAq4br+IMnpMZFMDA5mi/3l+FochISrNeWqHPT2f+cx9zsW9OdgaieY1XecbJ79yLDDyfni9+7gyvuucXuMDp00QVJVNQ2sjLvuN2hKD/WboIQkVQRmQBEisg4ERlvfU3F1d2kVJdU1TXy5f4yv+xe8idDUmOJjQjhlXXeW45VBZ6OupiuwTUwnYZr8Z5mJ4GHPRSTCmCf7CnB4TRcqZe3elRwkJCTmchHu49TeKKGAYn6eU51XbstCGPMYmPM5cA3jTGXt/i6zhjzppdiVAFkVd5xEqJCGZ+eYHcoAS8nw/U7fi23sIOSSrnXbgtCRO4wxvwNyBSRB1sfN8Y86eY0pdxyNDn5aPdxpg3prXdPe0F8VBhTB6ewZH0h918xSAerVZd19B/TPIrYC4hx86VUp208VEFFTaNf3z1dn5DEoStm2R1Gp906KZ3jJ+v5cJcOVquua7cFYYx51vr+c++EowLZqrxiQoOFSwcn2x3KOatNTmXv5DvtDqPTpg3tTe+YcF5Zd4irR6TaHY7yM529Ue43IhIrIqEiskpESkTkDk8HpwLLyrxiJmclERPhX3dPn8HZRHBdrd1RdNpruUWM6BfL6t0l/O9H+ee1cp3qeTrbKXm1MaYKuBbXXEzZwE88FZQKPAWl1ewrqeZKP7+8NX7fLqY+8E27w+iSnIxEAHIP6p3Vqms6myCau6JmAf8wxlR6KB4VoJrvnvbn8Qd/lRAdxgUpvdh4qByn0SVJVed1NkG8LSK7gAnAKhFJATqcT1hEpovIbhHJF5GzlhMVkXARWWIdXysimdb+SSKy2fraIiI3dL5KyhetyjvOkD4xej2+TSZkJlBR08i+klN2h6L8SGen+34IuAjIMcY0AtXA7PbOEZFg4I/ADGA4cKuIDG9V7G6g3BiTDTwFPGHt324911hgOvCsiHh0eVTlOZU1jawrOKF3T9toeN9YIkOD2aDdTKoLuvKmOxTX/RAtz2lvYd5JQL4xZj+AiLyKK6nsbFFmNrDQ2n4deEZExBhT06JMBKDtYj+2es9xmpxGu5dsFBocxJgB8eQWnKCipoH4qDC7Q1J+oFMJQkReAi4ANgNN1m5D+wmiP9DyFs4iYHJbZYwxDhGpBJKAUhGZDDwPZADfMMbo5PZ+pOXVMq+uP0R0WDB5R6v8fr3kuqQU9s+aY3cY5yQnI4Ev95fx1uYjzLso0+5wlB/obAsiBxhujPdGuIwxa4ERIjIMWCwi7xpjzhj3EJH5wHyA9PR0b4WmusDhdLL72ElG9Y8jSPz/7um6xN4cmHyT3WGck37xkfSLi2DJ+kJNEKpTOjtIvR3o6l02h4EBLR6nWfvclrG6ruKAM9ZKNMbkAaeAka2fwBizyBiTY4zJSUnRpSt90YHSauodTob1jbU7lG4hjkbCK07YHcY5m5CZyM6jVWw/rBciqo51NkEkAztF5H0RWdr81cE564FBIpIlImHAXKD1OUuBedb2HOBDY4yxzgkBEJEMXOMfBZ2MVfmQnUeqCA0WsnsHxsKDcQf2cPF/3mN3GOdsbFo8YSFBOoGf6pTOdjEt7OoPtsYU7gPeB4KB540xO0TkUSDXGLMUeA54SUTygRO4kgjAxcBDItIIOIF7jTGlXY1B2csYw65jJxnUO4ZQnSjOJ0SGBTN9RCr/2nSYh2cOIyI02O6QlA/rVIIwxnxsfZIfZIxZKSJRuN70OzpvObC81b5HWmzXAWd16BpjXgJe6kxsyncdqaijsraRq/TqJZ9yy8QBLN1yhPd3HGP22P52h6N8WGfnYvoOrstQn7V29Qf+5amgVGDYebQKAYak6sS/vuTCgUmkJURqN5PqUGfb/d8HvgZUARhj9gJ615NqV97RKjKSookO13scfUlQkHDThAF8nl9G4Tu58EsAABr2SURBVImajk9QPVZnE0S9Maah+YE1gKw3r6k2nahu4FhVHcP7BlbroTa5D3v/zf8nMp6Tk4YI/GNDkd2hKB/W2QTxsYg8DESKyFXAP4BlngtL+bu8o1UAAXN5a7P6hGQOXfV1u8M4b/3jI7k4O5nXcwtpcupnPeVeZxPEQ0AJsA34Lq6B5wWeCkr5v22HK0mNjSCpV7jdoXSroMZ6ooqP2B1Gt7hl4gCOVNbxeb5eIKjc6+xkfU5cg9L3GmPmGGP+4s27qpV/KSqv4dCJGkanxdkdSreLLcjnwoUP2B1Gt7hqeB/io0JZooPVqg3tJghxWSgipcBuYLe1mtwj7Z2nerZ3th4FYHRavM2RqPaEhwRz/dj+rNhRTHl1Q8cnqB6noxbEA7iuXppojEk0xiTimnDvayISGB+jVLd7e+tR0hIiSYzWGUN93S0TB9DQ5ORfm1vPgqNUxwniG8CtxpgDzTus6bvvAPxn5XblNQWl1Ww7XMno/oHXvRSIhvWNZXRaHEvWF6K9xqq1jhJEqLspLowxJYAfrzyvPOXtra4B3JGaIPzGTTkD2HXsJNsPV9kdivIxHSWI9jomtdNSnWXZlqNMzEwI2AVpanr3Y9dt37E7jG513Zh+hIcEsST3UMeFVY/S0S2uY0TE3ccKwbXSm1Kn7Sk+ye7ikzw6e4TdoXhMQ1wChydfaXcY56XlYk7NZoxM5a3NR1gwa7hO4KdOa7cFYYwJNsbEuvmKMcZoF5M6w7ItRwgSmDGyr92heExwfS0xB/fZHUa3u3niAE7WOXh3+1G7Q1E+ROdgVt3C6TS8ufEwX8tOJiUmsG6Oaynm0H4mPf6w3WF0uylZSWQlR/PC5wU6WK1O0wShusUX+8o4XFHLzTkDOi6sfE5QkHD3xVlsKapk3QH/XTFPdS9NEKpbvJZbSFxkKFcN17Uf/NWcCWkkRoex6JP9doeifIQmCHXeKmsaeW/HMWaP7acDnH4sIjSYOy/MYNWu4+QfP2l3OMoH6ET96ry9vrGIBoeTWyZq95K/ar6yKSoshJAg4aE3tvFv49O4bXK6zZEpO3m0BSEi00Vkt4jki8hDbo6Hi8gS6/haEcm09l8lIhtEZJv1fZon41Tnzuk0/O3Lg4xPj2dEv8C/Oa46NY3t3/qB3WF4TK/wEMZnJLCpsIKTdY12h6Ns5rEEISLBwB+BGcBw4FYRGd6q2N1AuTEmG3gKeMLaXwp83RgzCpiHrk/ts77YV8aB0mq+cWGG3aF4RWNMHMWTLrY7DI+6ODsZp9Pwxb4yu0NRNvNkC2ISkG+M2W+tRvcqMLtVmdnAYmv7deAKERFjzCZjTPOk+ztwLVQUuNdO+rHFawpIjA4L6HsfWgqprSZ+zw67w/Co5F7hjOwfx5p9ZZSeqrc7HGUjTyaI/kDLieaLrH1uyxhjHEAlkNSqzI3ARmPMWf+pIjJfRHJFJLekpKTbAledc6C0mpU7ixmTFsebGw/z8tpDp78CVa+iAiY89ajdYXjcFcN609jk5E+rA++mQNV5Pn0Vk4iMwNXt9F13x40xi4wxOcaYnJSUFO8Gp3jus/0EBQlTBrbO6crf9Y6JYFx6Ai99eZDDFbV2h6Ns4smrmA4DLS9rSbP2uStTJCIhQBxQBiAiacA/gTuNMfoxxge0bBnU1DtYsr6QsQPiiYnQWVcC0ZXDerPjSCVPvLuLP9w6zu5wlA082YJYDwwSkSwRCQPmAktblVmKaxAaYA7woTHGiEg88A7wkDHmcw/GqM7RZ/tKcTQZLs5OtjsU5SHxUWHMv3QgS7ccYcNBvbu6J/JYgrDGFO4D3gfygNeMMTtE5FERuc4q9hyQJCL5wINA86Ww9wHZwCMistn66u2pWFXX1DY0sWZfGSP6x9EnVif1DWTfu+wC+sSGs+BfO2hsctodjvIyj94oZ4xZDixvte+RFtt1wE1uznsMeMyTsalz9/m+UuodTqYN6Xk5u7pfOlvu+YndYXhNdHgIj84eyXdf2sCfV+/jB1cMsjsk5UU+PUitfE9tQxNf7CtlRL9YUuN6XuuhMTqG0tE5dofhVdeMSOXa0X35w4d72VOsU3D0JJogVJes2V9KXaOTy3tg6wEgtPokyVtz7Q7D635+3QhiIkL5yetbaXLqdOA9hSYI1Wl1jU18nl/GsNQY+sVH2h2OLaKPHGLMn/7b7jC8LqlXOD/7+nC2FFbw1091tteeQifrU532WX4ptY1NTBuqU3r3RNeN6cfybUf5zXu7qaxtJC0h6ozjOrFf4NEEoTql5GQ9n+0tZWT/OPon9MzWQ0/U+q74iZmJrN1/glfWHeK+ywcRGabTuwcy7WJSnfL0h3txOJ1crQsC9WhRYSHMnZROZW0jb2ws0uVJA5wmCNWhgtJqXl57iImZiST30jkTe7r0xCimj0hl59EqnfE1wGmCUB367Qe7CQ0OYtrQnnnlUkun0jLZ8MAjHRcMcF/LTmZYagzvbj/KwbJqu8NRHqIJQrVra1EFb289yncuydI5lwBHZDQVg0fYHYbtRIQ5EwaQEBXGy+sO6eJCAUoThGqTMYbH391FYnQY37l0oN3h+ITQk5X0WfeZ3WH4hMiwYG6fnEFdYxOvrDukU3EEIE0Qyq2X1x7i0WU7+WJfGRcOTGLZlqN2h+QToo8VMfL/nrY7DJ+RGhfBv41Lo6Cshl8tz7M7HNXNNEEot5zG8N6OYyREhTI5K9HucJQPGzMgnosuSOL/Pi/grc2tZ/RX/kwThHJr48FyjlbWcfWIVEKC9d9EtW/GyL5MykzkoTe2setYld3hqG6ir3x1lpN1jby/s5iMxChG94+zOxzlB4KDhGduH0dMRAjffWkDlbU6aB0INEGoszzzUT7V9Q5mje6LiNgdjvITvWMi+N/bx3O4vJYHl2zGqZP6+T2dakOd4WBZNf/3WQHj0+PPmmtHwcn0gay75Fd2h+GzcjITWTBrGAuX7eSZj/LbvLFS523yD9qCUGf41fI8QoKFq4en2h2KT2oKj+RkxgV2h+HT5l2UyfVj+/HUyj3sPqbrR/gzjyYIEZkuIrtFJF9EHnJzPFxElljH14pIprU/SUQ+EpFTIvKMJ2NUX/liXynv7yjm+5dnExupN8W5E1ZZTv9PV9odhk8TEX79b6MZ0ieG13ILOVHdYHdI6hx5LEGISDDwR2AGMBy4VUSGtyp2N1BujMkGngKesPbXAT8Ffuyp+NSZmpyGR5ftJC0hkrsvzrI7HJ8VdfwIQ1/+i91h+LzIsGCe/cYEDIa/rz1Ig0NvovNHnmxBTALyjTH7jTENwKvA7FZlZgOLre3XgStERIwx1caYz3AlCuUFL687xK5jJ3l45jAiQnUKZ3X+MpKiuTlnAEcr63hr82Gd+dUPeTJB9AcKWzwusva5LWOMcQCVQJIHY1JuHD9Zx2/e28VFFyQxY6SOPajuMzQ1lmlDe7OpsIJ1BSfsDkd1kV8PUovIfBHJFZHckpISu8PxW794O496h5PHrh+pl7WqbjdtaG8G9+nF21uPcrii1u5wVBd48jLXw8CAFo/TrH3uyhSJSAgQB3R6gnljzCJgEUBOTo62X8/B6t3HWbblCA9cOZiBKb3sDkf5sdarzzULEuGmCQN45qN8Xll3iO9PzfZyZOpcebIFsR4YJCJZIhIGzAWWtiqzFJhnbc8BPjTaUek1tQ1N/PSt7QxMieZ7U3W21s6oysxmzcKn7A7D70SHhzB34gAqahp0JTo/4rEEYY0p3Ae8D+QBrxljdojIoyJynVXsOSBJRPKBB4HTl8KKSAHwJPBNESlycwWUOk9PrthN4YlafnXDKMJDdGC6M5yh4dT06Wd3GH4pIymaa6yV6P7v8wK7w1Gd4NE7qY0xy4HlrfY90mK7DripjXMzPRlbT/fl/jL++tkBbpuczpSBel1AZ4WXl5K+YhmHrvq63aH4pYuzk09PDT42PZ7x6Ql2h6Ta4deD1OrcnKxr5P+9toWMxCgWzBpmdzh+JbK0mEFv/s3uMPyWiDBnfBqpcRHc9/eNlJ6qtzsk1Q6di6kH+vmynRytrOX1ey7iX5uO2B2O6mEiw4L50+0TuOnZL5j/Yi4vf2eK3nvjo7QF0YO8vPYQD7+5jdc3FHHZ4BR2HdV5cpQ9RqXF8dTNY9l4qIKfvL5VB619lCaIHuR4VR1vbCwiLSGSaUP72B2O6uFmjOrLf0wfyrItR3hq5V67w1FuaBdTD1FV18jf1h4kJDiI2ydnEBykN8Qp+zTfMxEbEcKEjAT+sGovsREhfPsSvdzal2iC6AGcTsOPXt3MieoG7r54IHE6U+s5q8wazGfX/snuMAKGiHD92P7UNzbx2Dt5OJyG712m06n7Ck0QPcBv3t/Nh7uOc92YfmQlR9sdjl8zIaHUxyfaHUZACQ4SbpmYTlbBCR5/dxeOJif3TRtkd1gKHYMIeIs+2cefP97H7ZPTmZylb2znK+LEcbLe/ofdYQSc4CDhqZvHcMO4/vz2gz38x+tbqWtssjusHk8TRAB7/rMD/Gr5LmaN7sujs3Uivu4QUVbCwHdetzuMgBQSHMRvbxrDfZdnsyS3kJufXaOT+9lME0QAMsbwx4/yefTtnUwfkcpTN4/VQWnl815ee4gl6wvpFx/JHZMz2H3sJNf+4VNdS8JGOgYRYBocTm77y5fkHixn7IB4vpadzOsbiuwOS6kuGd4vlu/HZLNyVzH3v7qZf+QW8YvrR+oYmpdpCyKAFJ6o4aZn15B7sJzLh/Tmpglp2nJQfis5Jpx/3vs1fjF7BFsKK7jmqU945K3t2u3kRdqCCABNTsMLXxTwPx/sJjhIuH1yOiP6xdkdllLnLThI+MaFmVwzIpUnV+zhlXWHeHntIW4Y1595F2Uysr/+n3uSJgg/t6WwggX/2s62w5VcPiSFX1w/kk/2lNodVsCquGAoq+e8YHcYPUbLRYhGp8WTnhjFp3tLWbrlCP/YUMTwvrHcMnEAs0b3JblXuI2RBiZNEH5qS2EFf1i1l1W7jhNjLcYyqn+cJgdPCwqmKSLS7ih6rPioML4+ph9/umM8S7cc4bXcQn62dAc/X7aDyVlJzByVyjUjU+kdE2F3qAFBAuXqgJycHJObm2t3GB7V2ORkVV4xf197iE/3lhIfFcrEzEQuHJiks2F6wWNrbyGy9Bh/rr2bvXPutDscZTlaWcv2w1VsP1xJyal6BEhPjGJIagyD+8Tw4FWDCdKxuDaJyAZjTI67Y9qC8HFOp2FLUQXvbj/GmxsPU3qqnr5xEfz79CHceWEmSzfrdN3eFF5eRvrn72iC8CF94yLpGxfJVcP7UFxVx/YjleQdqeKDncV8sLOYV9cXctngFCYPTGTsgHguSOmlF290kiYIH3Ssso51BSf4cn8Zq/KKKa6qJyRImDqkN7dNHsBlg3vrP7hSbvSJjaBPbARXDO3DybpG9h4/RYPDyapdxbyx0XW5d3RYMNl9YshIjCIjKYrUuAjiI8OIjwolLjKU+KhQYiND6RUW0uNbHh5NECIyHfg9EAz81RjzeKvj4cCLwASgDLjFGFNgHftP4G6gCfihMeZ9T8bqbdX1Do5V1VFcWceRyjryj59ib/FJdhefpKjcdRlfWEgQg3r34tJBKQxNjSUyLJhjlfUsWV9oc/RK+b6YiNDTS5pOykqk7FQDReU1FJbXEhIkbCos5+2tR3C20csuwukkEREaRERIMBGhwUSEBjEqLY6EqDASosJIjA4jITqMxKgwEnu5vkeGBUaXr8cShIgEA38ErgKKgPUistQYs7NFsbuBcmNMtojMBZ4AbhGR4cBcYATQD1gpIoONMT4zOYvTaahzNFHT0ERtQxO1ja7tqtpGKmobqahpoKKmkXLr+84jVdQ0OKhpaOJUvYN6h/OMnxcaLAxM7sXYAfGMTosnKyma1LgIbSko1Q2CREiJCSclJpxxLdbBdjid1NQ3UdNovY6t12hdYxN1Dqfre2Pz9yZO1jdScsrJoRM1VNY2tplcIkKDSIyyEkd0i0TSIokkRIeSGB1GTEQo4SFBhIUEub4HB/nMtDiebEFMAvKNMfsBRORVYDbQMkHMBhZa268Dz4jrNzMbeNUYUw8cEJF86+et6e4gdx6p4p6/b8BpDE4nru/G4DSuJHB62xjrsWu79Rt8W2LCQ4iLCsUYiAoLJiE6jOjwEOIiQomNDCE2wtWcTYgK02SglJeFBAURGxlE7DlMge80hrrGJqrrm6hpcHz1vaGJmnrre4ODgtJqdjS4PiDWNXbufSMsOOh00ggKEgRXiyZImrdd7xXN+6YN7c3C60Z0uQ4d8WSC6A+07AspAia3VcYY4xCRSiDJ2v9lq3P7t34CEZkPzLcenhKR3e3Ekwz0lGtAta4elMqXMCXDm08J+jcNVN1S10+Bn5/76W3+M/v1ILUxZhGwqDNlRSS3rUu5Ao3WNfD0lHqC1tWXeHIupsPAgBaP06x9bsuISAgQh2uwujPnKqWU8iBPJoj1wCARyRKRMFyDzktblVkKzLO25wAfGtede0uBuSISLiJZwCBgnQdjVUop1YrHupisMYX7gPdxXeb6vDFmh4g8CuQaY5YCzwEvWYPQJ3AlEaxyr+Ea0HYA3++GK5g61RUVILSugaen1BO0rj4jYKbaUEop1b10PQillFJuaYJQSinlVsAkCBEZICIfichOEdkhIve3OPYDEdll7f9Ni/3/KSL5IrJbRK6xJ/KuaaueIrJERDZbXwUisrnFOX5XT2i3rmNF5EurrrkiMsnaLyLyB6uuW0VkvL016Lx26jpGRNaIyDYRWSYisS3O8bu/q4hEiMg6Edli1fPn1v4sEVlr1WeJdWEL1oUqS6z9a0Uk0874u6Kdut5n1ceISHKL8r73/2uMCYgvoC8w3tqOAfYAw4HLgZVAuHWst/V9OLAFCAeygH1AsN31ONd6tirzP8Aj/lzPDv6mHwAzrP0zgdUttt8FBJgCrLW7Dt1Q1/XAZdb+u4Bf+PPf1frb9LK2Q4G11t/qNWCutf/PwD3W9r3An63tucASu+vQDXUdB2QCBUByi/I+9/8bMC0IY8xRY8xGa/skkIfr7ut7gMeNa9oOjDHHrVNOT+dhjDkANE/n4dPaqSfg+hQC3Ay8Yu3yy3pCu3U1QPMn6Tigec7z2cCLxuVLIF5E+no57HPSTl0HA59YxVYAN1rbfvl3tf42p6yHodaXAabhmm4HYDFwvbU923qMdfwK8ZWJijrQVl2NMZuMNSlpKz73/xswCaIlqxk6DlfGHgxcYjVPPxaRiVYxd1OBnDWdhy9rVc9mlwDFxpi91mO/ryecVdcfAf8tIoXAb4H/tIoFYl134HrjALiJr24g9du6ikiw1QV6HFfS2wdUGGMcVpGWdTljOh6geToev9C6rsaYte0U97m/acAlCBHpBbwB/MgYU4XrXo9EXE22nwCv+csnkPa4qWezW/mq9RAQ3NT1HuABY8wA4AFc99MEBDd1vQu4V0Q24Op6arAzvu5gjGkyxozFNUPCJGCozSF5TOu6ishIu2PqioBKECISiuvF9XdjzJvW7iLgTavZtg5w4pogy2+n82ijns3TlfwbsKRFcb+tJ7RZ13lA8/Y/+KprJeDqaozZZYy52hgzAVfi32cV9+u6AhhjKoCPgAtxdac037jbsi5tTcfjV1rUdXo7xXzubxowCcJqFTwH5Bljnmxx6F+4BqoRkcFAGK7ZE/1yOo926glwJbDLGFPUYp9f1hParesR4DJrexrQ3J22FLjTuhpkClBpjDnqtYDPQ1t1FZHe1vcgYAGuAVzw07+riKSISLy1HYlrvZg8XG+ec6xi84C3rO22puPxeW3UdVc7p/je/6/do+Td9QVcjGuwayuw2fqaiSsh/A3YDmwEprU4579wfSLbjXVVjK9/tVVP69gLwPfcnON39ezgb3oxsAHXVTxrgQlWecG1SNU+YBuQY3cduqGu9+O6omkP8DjW7Af++ncFRgObrHpu56ur7QbiSnD5uFqFzVcdRliP863jA+2uQzfU9Ye4ejYcuD7s/NXa73P/vzrVhlJKKbcCpotJKaVU99IEoZRSyi1NEEoppdzSBKGUUsotTRBKKaXc0gShlFLKLU0Qyq+JSJM17fcWEdkoIhdZ+/uJyOvW9lQRedvaXigiP/ZQLPEicq8nfnZ3EZHviciddseh/IPH1qRWyktqjWuuG6w1EX6Na3rsI3x1Z663xOOanvp/vfy8nWaM+XPHpZRy0RaECiSxQDm4ZkQVke1tlGtehGeviHzHKt9LRFZZrZBtItI8gyoi8qCIbLe+ftTO8z8OXGC1aP7bOvcnIrLeWgCmecGYTHEtYPWCiOwRkb+LyJUi8rkVU/MCSAtF5KXWsbpjtZI+FpG3RGS/iDwuIreLa8GabSJyQYuf+WNre7WIPGGV2SMil3T2F616Bm1BKH8XaU2nHIFr0Z1pnThnNK7ZfaOBTSLyDq7pmG8wxlSJa5WvL0VkKTAe+BYwGddUCGtF5GNjzCY3P/chYGSLFs3VuOZImmSdu1RELgUOAdm4pu++C9eiQLfhmm7jOuBhvloP4axYrdaRO2OAYcAJYD+uKRwmiWt1uh/gmia9tRCrzEzgZ7jm81IK0BaE8n+1xpixxpihuGbKfLET07m/ZYypNcaU4pokrvkN/FcishXXCoT9gT643rT/aYypNq7FX97EteZGZ1xtfW3CNQ/YUFwJA+CAMWabMcaJa82HVcY17802XKuNtRdrW9Yb18JD9bjm8/nA2t/6Z7bUPCvuhnbKqB5KWxAqYBhj1lif/lM6Kurm8e3WeROMMY0iUoCrVXI+BPi1MebZM3a6FgSqb7HL2eKxkzNfl+5ibUtnf6a7c5raKaN6KG1BqIAhIkOBYDpeL2C2uBaUTwKm4uriiQOOW8nhciDDKvspcL2IRIlINHCDtc+dk7gW9Wn2PnCXuBYBQkT6N0/f3QXuYlXKK/QTg/J3zWMQ4PrEPs8Y09RBL9NWXN01ycAvjDFHROTvwDIR2QbkYs3bb4zZKCIv8NVaC39tY/wBY0yZNdC8HXjXGPMTERkGrLHiOQXcgevTemedFWsXzlXqvOh030r5KBFZCJwyxvzW7lhUz6RdTEoppdzSFoRSXWSNB6xyc+gKY4xH10sWkVHAS6121xtjJnvyeVXPpAlCKaWUW9rFpJRSyi1NEEoppdzSBKGUUsotTRBKKaXc+v8hXEG5n//RuwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.19491220408331122\n", + "Kurtosis : -0.2303421161293615\n", + "Lower quartile 280.08516666665\n", + "Upper quartile 289.8166666667\n", + "Inter quartile range 9.731500000049948\n", + "lower_whisker 265.4879166665751\n", + "upper_whisker 304.41391666677487\n", + "(1, 32)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.2936863815182865\n", + "Kurtosis : -0.0863625314948342\n", + "Lower quartile 281.37416666665\n", + "Upper quartile 291.03416666665\n", + "Inter quartile range 9.659999999999968\n", + "lower_whisker 266.88416666665006\n", + "upper_whisker 305.52416666664993\n", + "(1, 57)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.01805659274040252\n", + "Kurtosis : -0.47488983864511214\n", + "Lower quartile 284.15\n", + "Upper quartile 292.9666666667\n", + "Inter quartile range 8.81666666670003\n", + "lower_whisker 270.92499999994993\n", + "upper_whisker 306.19166666675005\n", + "(1, 4)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.39393171665016424\n", + "Kurtosis : 0.2833664892986216\n", + "Lower quartile 282.83677604164996\n", + "Upper quartile 292.4833333333\n", + "Inter quartile range 9.646557291650026\n", + "lower_whisker 268.3669401041749\n", + "upper_whisker 306.953169270775\n", + "(1, 99)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.2654818767786141\n", + "Kurtosis : -0.47556416483549313\n", + "Lower quartile 285.8166666667\n", + "Upper quartile 297.15\n", + "Inter quartile range 11.333333333300004\n", + "lower_whisker 268.81666666674994\n", + "upper_whisker 314.14999999994996\n", + "(1, 3)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.3041227308524655\n", + "Kurtosis : -0.612298600304205\n", + "Lower quartile 281.40428125\n", + "Upper quartile 295.15466666665\n", + "Inter quartile range 13.750385416649976\n", + "lower_whisker 260.778703125025\n", + "upper_whisker 315.7802447916249\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : 0.27508252382191245\n", + "Kurtosis : -0.6666462398271551\n", + "Lower quartile 280.29916666665\n", + "Upper quartile 293.8845\n", + "Inter quartile range 13.585333333349979\n", + "lower_whisker 259.921166666625\n", + "upper_whisker 314.26250000002494\n", + "(1, 0)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEHCAYAAACk6V2yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXyU1b348c83+07IQoAEkrDIouwRUJBGxEoBl1q8daugbe2Fquj9tbdWrUuv9tretlZttdVWBStoXVoX0ApoyibBsEcSICQhBAjZSCD7dn5/zCQNkJBJmMkzM/m+X695zTPP+p0nM9+cOc95zhFjDEoppbyPj9UBKKWUcg1N8Eop5aU0wSullJfSBK+UUl5KE7xSSnkpP6sDaC8mJsYkJSVZHYbyVvv3255HjWJ/mW16VPQoCwNS6sJt37691BgT29Eyt0rwSUlJZGRkWB2G8lbtEnzqa6kApC1OsywcpZxBRA53tsytErxSLjVKS+uqb9EEr9zK888/T05Ojkv2fXFuLgBfDRtGRUkFAMt2LnPJsQBGjBjBvffe67L9K9UVTfDKreTk5LArM4vmkCin73vxlnQAVhCKr/EHYPvpE04/DoBvTblL9qtUd2iCV26nOSSK2tHznL/fXbsBbPs+8Efb9EXOPw5AcPYal+xXqe7QZpJKKeWlNMErpZSX0gSvlFJeSuvge8nzzz8PoK0qLPTovLutDkG1o98J19ME30tc1fRPOe5ERLTVIah29DvhelpFo/qMq7PTuTo73eowlOo1WoJXfcbCXZ8BsHb0NIsjUap3aAm+nbKyMu677z5ycnLanpcsWcLSpUspKysjJyeH+fPnk5OT0zb9+eefM3fuXFJTU7n55pu58sorSU1NJTU1ldtuu43Zs2eTmprK7t272b17t/4sVaoDZWVlLF26lCVLllBWVmZ1OA5pzRfuHK8m+HaWL1/O3r17efLJJ9ues7Ky2LdvHytWrODJJ5+kurqaJ598sm36qaeeoq6uDoCioiLaj3F79OhRWlpazjjGk08+2avvSSlPsHz5cvbt20dWVhYrVqywOhyHtOYLd45XE7xdWVkZn3zyCcYY8vPz255brV69uu11fn5+23RTU1O3jpOfn6+leKXaaf3utfr444/dulQMZ+aLTz75xG3j1Tp4u+XLl59T2m6vu4n8fH74wx8yevRop+3Pm+Tk5ODTYLpe0c351J0iJ+c0y5a5rjMzT5eTk0NwcDDLly+nsbGxbX5jYyMrVqzggQcesDC682ufL5qbm902XstL8CJyt4hkiEhGSUmJZXGsW7fOqUn8fOrr63vlOOpMP7nuHn5y3T1Wh6HOsm7dujOqNo0xrF271sKIutY+XzQ1NbltvJaX4I0xLwEvAaSkpFhWdJszZw5r1qzplSSflJTEs88+6/LjeKJly5axPdc1PTxWhIS7ZL8daQmKYMSwOP07n0frr5vExEQ+/PDDtiQvIlx99dVWhtal9vnCz8/PbeO1vATvLhYtWoSPT+enw8/Pef8LH3nkEaftSznu2syNXJu50eow1FkWLVqEv79/22t/f3/uuOMOCyPqWvt84evr67bxaoK3i46OZu7cuYgISUlJbc+t5s+f3/Y6KSmpbbq7iT8pKYkRI0Y4KWrVHQsyN7Egc5PVYaiztH73Wn3jG98gOtq97zpuny/mzp3rtvFqgm9n0aJFjBs3jkceeaTtecyYMYwdO5Y77riDRx55hNDQUB555JG26YcffpigoCAABg4ciIi07S8+Pv6cXwVaelfqXIsWLWLs2LGMGTPGbUvDZ2vNF+4cr+V18O4kOjqa5557DqDt+cUXXzxj+erVq9tet05feeWVXe67tb5RS+9KnSs6OpoXXnjB6jC6pX2+cFdagldKKS+lJfheoiV3pc6k3wnX0wTfS7TPa+st+9Z/WR2Cake/E66nCV71GXX+gVaHoFSv0jp41WfctHM9N+1cb3UYSvUaTfCqz5izfxtz9m+zOgyleo1W0Si341tTTnD2Ghfs19bjX3D2GmpNY9u0K/jWlANxLtm3Uo7SBK/ciitbVoTtDABgyrA4/lWSbZuOdVUSjtNWIspy0r4XN6ulpKSYjIwMq8NQ3io11faclkbqa7bptMVpVkWjlFOIyHZjTEpHy7QOXimlvJRbleBFpAQ43MVqMUBpL4TjafS8dEzPy7n0nHTMU89LojEmtqMFbpXgHSEiGZ39HOnL9Lx0TM/LufScdMwbz4tW0SillJfSBK+UUl7KExP8S1YH4Kb0vHRMz8u59Jx0zOvOi8fVwSullHKMJ5bglVJKOUATvFJKeSlN8Eop5aU0wSullJdyuwQvIq+ISLGIZDppf80issv++MAZ+1RKKU/gdq1oRGQWUAWsMMZc4oT9VRljwi48MqWU8ixuV4I3xmwAytvPE5HhIvKJiGwXkY0iMtqi8JRSymO4XYLvxEvAvcaYKcCPgBe6sW2QiGSIyFYRucE14SmllPtx+wE/RCQMuBx4W0RaZwfal90I/LyDzY4aY66xTycaY46KyDDgMxHZa4w55Oq4lVLKam6f4LH9yqgwxkw8e4Ex5j3gvfNtbIw5an/OFZE0YBKgCV4p5fXcvorGGHMKyBORmwDEZoIj24pIfxFpLe3HADOAfS4LViml3IjbJXgRWQV8AYwSkUIR+S5wG/BdEdkNfAVc7+DuxgAZ9u0+B542xmiCV0r1CW7XTFIppZRzuF0JXimllHO41UXWmJgYk5SUZHUYyluVlNieY2PZX7YfgFHRoywMSKkLt3379tLOxmR1qwSflJRERkaG1WEob5WaantOSyP1Ndt02uI0q6JRyilE5HBny7SKRimlvJQmeKWU8lKa4JVSyku5tA5eRB4AvgcYYC9wpzGmzpXHVEp5rsbGRgoLC6mr0zRxtqCgIBISEvD393d4G5cleBGJB+4DxhpjakXkb8DNwGuuOqZS55WWZnUEqguFhYWEh4eTlJREu76n+jxjDGVlZRQWFpKcnOzwdq6uovEDgkXEDwgBjrn4eEopD1ZXV0d0dLQm97OICNHR0d3+ZeOyEry9B8dfAwVALfCpMebTs9cTkbuBuwGGDh3qqnBUH7cyvYDRb/wJgOzbfkDxqfq2+We7dZp+Dq2kyb1jPTkvLivBi0h/bH3GJAODgVARuf3s9YwxLxljUowxKbGxHbbVV8op4jd9Rvymz6wOQ6le48oqmjlAnjGmxBjTiK1b38tdeDyllLpgIsLtt/+7LNrU1ERsbCwLFiywMKqecWWCLwCmi0iI2H5bXAVkufB4Sil1wUJDQ8nMzKS2thaAtWvXEh8fb3FUPeOyBG+MSQfeAXZgayLpg23oPaWUcmvz5s1j9erVAKxatYpbbrmlbVl1dTV33XUXU6dOZdKkSbz//vsA5Ofnc8UVVzB58mQmT57Mli1bAEhLSyM1NZWFCxcyevRobrvtNnqrF1+XtoM3xjwGPObKYyjlqObAwLZpg6GusYW0/cXUNbYwODKIkQPCCQ7wtTBC1d4TH37FvmOnnLrPsYMjeOzai7tc7+abb+bnP/85CxYsYM+ePdx1111s3LgRgKeeeorZs2fzyiuvUFFRwdSpU5kzZw4DBgxg7dq1BAUFcfDgQW655Za2vrV27tzJV199xeDBg5kxYwabN29m5syZTn1vHXGrzsaUcqW0360AoKiyjmMVtdQ3tfBpyQl8BFoMBPj5cMXIGG6cHE+Qvyb6vmz8+PHk5+ezatUq5s2bd8ayTz/9lA8++IBf//rXgK1pZ0FBAYMHD+aee+5h165d+Pr6cuDAgbZtpk6dSkJCAgATJ04kPz9fE7xSzra/6DSrviygyc8QGxbI4zMuxtdHKDxZw6acUtZnFXPjC1t48fbJJEaHWh1un+ZISduVrrvuOn70ox+RlpZGWVlZ23xjDO+++y6jRp3Z1fTjjz9OXFwcu3fvpqWlhaCgoLZlge1+Pfr6+tLU1OT6N4D2RaP6kCG//zWRv3mamNAA4iODCQ/yJ8DPB18fITE6lNumJXLHZYkcrahlwfOb+OdXRVaHrCx011138dhjjzFu3Lgz5l9zzTU8//zzbfXoO3fuBKCyspJBgwbh4+PD66+/TnNzc6/HfDZN8KpPqKxtJGhjGlcc2cPiGcn4+XT80R89MIKP7p1JckwoP3h9O0+t3kdjc0svR6vcQUJCAvfdd98583/2s5/R2NjI+PHjufjii/nZz34GwNKlS1m+fDkTJkwgOzub0FDrfwG61ZisKSkpRgf8UM5mjOGa323gf353L4Mjg9n40ts8mf5tAB6Z9tY56986bSj1Tc08+VEWr289zOShkfz+1skMjgzu7dD7nKysLMaMGWN1GG6ro/MjItuNMSkdra8leOX1/pZxhAMnqogKDSDAt+uP/Mr0At7dfpQxgyK4+dIhZB47xfznNrJm7/Fea96mlDNoglderayqnqdWZ5EcE0pEUPfbFIxPiOSe1BHE9w9m6Rs7uOOVbWw/XO6CSJVyPm1Fo7zab9ceoLqhmTsnDKZ+df8e7SMmPJB/LJ3B61sP8/xnOXzrxS+YmhzF2EERjBwQdk4nUNpZmXIXmuCV18ouOsWqbQXccVkScRFBbHr6Tz3el5+vD3fOSObblw7hrS+P8NKGXLbllTMgPJCZI2KYMCQSfweqf5TqTZrglVdp3/3v61/kE+DnQ0J/510cDQnw484Zydw2LZGH3tvL5kOlvLfzKP/cd4KrRg/g0qQopx1LqQulCV55pcKTNWQVnWbOmAGEBNg+5hNe+CUAu5f+5IL3H+Dnw+TE/kwaGkluaTWfZRfzwe5jfJlfzrRhUVwUF37Bx1DqQulvSuWV1mcVE+zvy+XDY9rmxezdQczeHU49jogwPDaM781M5tapQzlV28i8Zzfy0Ht7WZle0PZQnsNZ3QWnpqa29UUzb948KioqnBqnIzTBK69TUFbN/hOnmTUyptf6lBERLonvx31XjWRwZDCrthVoaxsP5YrugtesWUNkZKQzwusWraJRXmdddjGhAb5MHx7ttH06WgoPD/LnrhnJvJF+mL/vPEpEsD8jB4Tr0IAeprW74IULF7Z1F9zam2R1dTX33nsvmZmZNDY28vjjj3P99ddTW1vLnXfeye7duxk9enTbPwiApKQkMjIyiImJ4YYbbuDIkSPU1dWxbNky7r77bgDCwsJYtmwZH330EcHBwbz//vvExcVd0PvQErzyKnml1eQUVzHrolgC/azpETLAz4dbpw5lQHgQq7YVUF7dYEkcXiE19dzHCy/YltXUdLz8tddsy0tLz13moJtvvpk333yTuro69uzZw7Rp09qWtXYXvG3bNj7//HN+/OMfU11dzYsvvkhISAhZWVk88cQTbN++vcN9v/LKK2zfvp2MjAyee+65to7MqqurmT59Ort372bWrFm8/PLLDsfbGU3wyqusyzpBWKAf05LPLb3XDBhIzYCBvRJHoL8v35meiDHw952Fegesh+mqu+Cnn36aiRMnkpqa2tZd8IYNG9rq7sePH8/48eM73Pdzzz3HhAkTmD59OkeOHOHgwYMABAQEtNXzT5kyhfz8/At+H1pFo7zGlkOl5JVWM3/cIAL8zi27fPHEs70aT//QAOZeMpD3dx1jR8FJpiRqE8puS0vrfFlIyPmXx8Scf3kXuttdsCPS0tJYt24dX3zxBSEhIW3/IAD8/f3bbppzVpfCWoJXXsEYw28/PUBEkB9Tk90nkV6aFEViVAiffHWChibtldKTdLe74FmzZrFy5UoAMjMz2bNnzzn7rKyspH///oSEhJCdnc3WrVtd+h40wSuvsOFgKRmHT5I6akCnd5ROfuYJJj/zRK/G5SPCNRcPpLq+ifS8sq43UG6ju90FL1myhKqqKsaMGcOjjz7KlClTztl27ty5NDU1MWbMGB588EGmT5/u0vegVTTK4xlj+M2n+4mPDCYlqfP+Zvof2NeLUf1bUkwoI2LD2HCghGnJ0R1WHyn3UVVVdc681NRUUu0XaYODg/nTn87t9iI4OJg333yzw322r0//+OOPuzzuwoULWbhwYTei7ph+0pTHW7vvBHsKK1k2Z2SnA3lY7aoxA6huaGZ7wUmrQ1F9iHt+G5RyUEuL4bdrD5AcE8qNky7sZhRXGhoVwuDIIL7MK9cWNarXaIJXHm313uNkF53m/jkj8XPj3hxFhGnJ0RSdqqOgvMbqcNya/gPsWE/Oi/t+I5TqQlNzC8+sO8CouHCuHT+4y/VPD03m9NDkXoisY+MT+hHo50N6nnZh0JmgoCDKyso0yZ/FGENZWRlBQUHd2k4vsiqPtXJbAbkl1bz0nSn4+EiX62/76dO9EFXnAv18mTAkkp0FJ6lv6vofUl+UkJBAYWEhJSUlVofidoKCgkhISOjWNprglUeqrGnkt2sPcNmwaK4ee2H9dfSm8Qn92JZXTnbRaatDcUv+/v4kJ1v3K8vbaBWN8kjPfXaQytpGfrZg7DlD5nVm6v8+yNT/fdDFkZ1fUnQo4UF+7C2stDQO1TdoCV55nNySKpZvyWfK0P7sOlLBriOO9bMdXpDn4si65mPvVvjLvHJO1zUSHuRvdUjKi2kJXnmcX6zJJsjf16OqZtobH9+PphbDuqwTVoeivJwmeOVRNueUsi7rBEuvHO6xpd8hUSGEBfqxPqvY6lCUl3NpgheRSBF5R0SyRSRLRC5z5fGUd2tuMfzPR/tI6B/MXTM890KcjwijBobzrwMlNDZrB2TKdVxdB/8s8IkxZqGIBAAhLj6e8lIr0wvaWp/cMnUo7+042u19nLxorAsi65nRA8PZfvgkGfknucyJI08p1Z7LEryI9ANmAYsBjDENgA5to3qkrrGZtfuKSIwO4ZLBET3ax44HHnNyVD03IjaMAF8fPss+oQleuYwrq2iSgRLgVRHZKSJ/FpHQs1cSkbtFJENEMvTmBtWZtP3FVDc0M3/cIIebRbqzQH9fpg2LYn221sMr13FlgvcDJgMvGmMmAdXAOY2QjTEvGWNSjDEpsbGxLgxHearCkzVsPlTG5KGRJPTveS3fZY8t47LHljkxsgvztYtiyS2p5nhlbdcrK9UDrkzwhUChMSbd/vodbAlfqW55dt1BBLh67IWNpxpSXERIcZFzgnKCy4fHALA5RwcCUa7hsgRvjCkCjohI68CFVwHWjLigPFZuSRXv7ihkWnIU/YI9s1lkZ0YPDCcqNIAth0qtDkV5KVe3orkXeMPegiYXuNPFx1Ne5pl1Bwny9+VrowZYHYrT+fgIlw2PZkuOrfdEb7i2oNyLS9vBG2N22evXxxtjbjDG6HA2ymFZx0/x4e5j3DkjibBA7+xV4/Lhtj7ic0urrQ5FeSHv/NYoj7UyvaBt+vWthwny9yEqJNAp+y4d536XgGbY6+G35JQyPDbM4miUt9EEr9zS0Ypaso6fYs6YOIIDfJ2yz91Lf+KU/ThTYnQI8ZHBbDlUxncuS7I6HOVlNMErt7ThQAmBfj5c7sU3AbX+WomLCCJtfwl/3XoYHxFunTbU4siUt9DOxpTbKa9uIPNoJVOTowjyd07pHWDmgz9g5oM/cNr+nGV4bCi1jc0cr6yzOhTlZTTBK7ezOacUH5G2duLOElhZQWClY33H96bWuvfckiqLI1HeRhO8cisNTS3sKDjJuIR+XtfuvTMRwf7EhgdySBO8cjJN8Mqt7CmsoL6phalJUVaH0quGx4aSV1pNc4uxOhTlRTTBK7eyLb+cAeGBJEb3rZ6lk2PCaGw2HD1ZY3UoyotoKxrlNr46VknhyVqX9Rh54tLLnb5PZ0mOsXW0mqc3PCkn0gSv3MbK9AL8fITJQ/u7ZP+Zd7lPT5JnCwv0Y0B4IHllmuCV82gVjXIL1fVNvL/rGOPi+zntxiZPkxwTSn5ZDU06jJ9yEk3wyi18uPsYVfVNTE123cXV1PvvIPX+O1y2/wuVHBNKQ1MLmcdOWR2K8hKa4JVbWLWtgIviwhga5bqLq7719fjW17ts/xeqtR4+PVf7h1fO4VCCF5H3RGS+iOg/BOV0mUcr2V1Yya1Th/bpLnPDg/yJCQskPa/c6lCUl3A0Yb8A3AocFJGn2w3iodQFW7mtgEA/H745KcHqUCyXHBPKl3nl2h5eOYVDCd4Ys84Ycxu2IffygXUiskVE7hSRvnG7oXK6lekFvLo5j3e2F3Lx4AhW7z1udUiWGxYTyun6JvZpPbxyAoerXEQkGlgMfA/YCTyLLeGvdUlkqk/Yc6SShqYWLu2FO1ePzpzN0ZmzXX6cC9FWD5+n9fDqwjnUDl5E/g6MAl4HrjXGtBa13hKRDFcFp7zftvxy4iICXXpxtVX2be7Xk+TZIoL9SYoOYWtuGd+7YpjV4SgP5+iNTi8bY9a0nyEigcaYemNMigviUn3A0YpajlbUcu1419y56qmmD4tmzd7jNLcYfH30vKiec7SK5skO5n3hzEBU37Mtrxx/X2HiENfcuXq2q5Z8m6uWfLtXjnUhpg2L4lRdE9lFWg+vLsx5S/AiMhCIB4JFZBLQWpyIAPpWb1DKqarqm9hdWMG4+Mg+e+dqZ6Yl20ax2ppbzsWD+1kcjfJkXVXRXIPtwmoC8Nt2808DD7koJtUHfLDrGA1NLS69c9VTDY4MZmhUCOm5ZXx3ZrLV4SgPdt4Eb4xZDiwXkW8ZY97tpZhUH7BqWwEDI4IY0j/Y6lDc0rTkKNZmnaClxeCj9fCqh85bBy8it9snk0Tkv85+9EJ8ygvtLaxk79FKLk2O0ournZg2LJqKmkb2nzhtdSjKg3VVRRNqfw5zdSCq73h9az7B/r5MTIjs1eMWXDW/V493IabZq67Sc8sYMyjC4miUp+qqiuZP9ucneicc5e1OVjfw/q5jLJyS0OsXVw8udN+eJM82JCqE+Mhg0vPKWTxD6+FVzzja2divRCRCRPxFZL2IlLSrvlHKYW9lHKG+qYU7Lkvq9WP71tXiW1fb68ftrpXpBaxML2BAeCD/OlDCG1sPWx2S8lCOtoP/ujHmFLAAW180I4Afuyoo5Z2aWwyvf3GY6cOiGDUwvNePn/rAYlIfWNzrx+2p5JhQahqaKT7tvl0cK/fmaIJvrcqZD7xtjKl0UTzKi32WXczRiloWWVB690TDYm2XvnScVtVTjnZV8JGIZAO1wBIRiQXqXBeW8jYr0wt4ZXMe/YL9Ka1qYGV6gdUhub3+If70C/YnVxO86iFHuwt+ELgcSDHGNALVwPWObCsiviKyU0Q+6nmYytMVn64jp7iKqclR2r+Kg0SE5JhQ8kqrMUb7h1fd52gJHmA0tvbw7bdZ4cB2y4AsbN0bqD5qc04Zvj5CSmLv9DvjLYbFhLLrSAUHi6u4KK73r1soz+Zod8GvA8OBXUCzfbahiwQvIgnY6u2fAvTGqD6qqLKOHQUnmZLYn/Ag68aHyZ2/0LJj99TwAbZ6+I0HSzXBq25ztASfAow13f+d+Dvgv4FOP5kicjdwN8DQoUO7uXvlCf68MRdjDLNGxloaR96Cmyw9fk/0DwkgOjSATQdLtF8a1W2OtqLJBAZ2Z8cisgAoNsZsP996xpiXjDEpxpiU2FhrE4ByvpPVDazcVsD4hEiiQgMsjSWwopzACs8b0HrEgDDS88ppaGqxOhTlYRxN8DHAPhH5p4h80ProYpsZwHUikg+8CcwWkb9eQKzKA722JZ+ahmZmXWT9P++ZP13CzJ8usTqMbhs5IIyahmZ2FJy0OhTlYRytonm8uzs2xvwU+CmAiKQCPzLG6N2vfUhVfROvbclnzpg4BkYEWR2OxxoWG4avj7DpYCnTh0VbHY7yII42k/wXtjtY/e3TXwI7XBiX8gJ/3XqYytpGll453OpQPFqQvy8TEvqxMafU6lCUh3G0L5rvA+8Af7LPigf+4ehBjDFpxpgF3Q9PearK2kZeTDvErItimTxUm0ZeqJkjY9lbWEFlTaPVoSgP4mgd/A+x1amfAjDGHAQGuCoo5fn++K9DVNY28pO5o6wOxStcMTKGFgNbDmkpXjnO0Tr4emNMQ+vgDPabnfTWOtWhoso6Xt2cxw0TB7vVmKIHb/TcS0ATh0QSFujHxpxSvjFukNXhKA/haIL/l4g8hG3w7auBpcCHrgtLebJn1x+gucXw/77uXqX3gquvtTqEHvP39WH6sGg2HdQSvHKco1U0DwIlwF7gB8Aa4BFXBaU8V05xFX/LKOS2aYkMiQqxOpwzhJw4RsiJY1aH0WNXjIyhoLyGfO18TDnI0VY0Ldguqi41xiw0xrzcg7taVR/wv2uyCPb35d7ZI6wO5RyXPf4Alz3+gNVh9NiVo2yXvT7LLrY4EuUpuhp0W0TkcREpBfYD++2jOT3aO+EpT7I+6wTrs4tZdtVIosMCrQ7H6wyNDmHkgDDWZ5+wOhTlIboqwT+ArfXMpcaYKGNMFDANmCEinlsUUk5X19jMEx/uY8SAMBbPSLI6HK911Zg40nPLOVWnzSVV17q6yPod4GpjTNuVHWNMrn081k+BZ1wZnPIcL23IpaC8hpXfm4a/r6OXdpSjWgdIMcbQ1GL4xeosxidEcus07aBPda6rBO/fPrm3MsaUiIh1/b4qt9CadE5WN/Dc+oOMi+/H5SNiLI7Kuw2JCiEkwJfsotOMT4i0Ohzl5rpK8A09XKb6CGMMH+45hgjMGzfIrYfiy771+1aHcMF8RBgVF0520WmaW7Sdgzq/rhL8BBE51cF8AbT3KMWeo5VkF51m3rhB9At27x91R6+YY3UITjF6UAQ7j1RQUF5jdSjKzZ03wRtjfHsrEOV5quub+HD3MRL6B3P5cPfv5TD88CEATid6dudnIweE4SvC/qKOyl5K/Vt3xmRV6gyr9x6nvrGFGycn4CPuP5D21KcfAmD9i29ZHMmFCfL3JTkmlKyi01aHotycNndQPfJ5djG7jlTwtVGx2te7BUYPCqfkdL3e1arOSxO86raKmgYefG8PA8IDSXWDkZr6orGDIgBYk3nc4kiUO9MEr7rFGMPD/8ikrKqB/0gZgp+2ebdEZEgAQ/oHs2avJnjVOf12qm75YPcxVu85zgNXX8TgyGCrw+nTxsX3I/PoKQ6XaTWN6pheZFVdam3bXv86O84AABT8SURBVFHTwHOfHWRoVAgRQe7dJLIjmXfea3UITnVJfD/WZBaxeu9xlqa6X+duynpaglcOaTGGt7cX0tICN01JwNfH/VvNnO3E1JmcmDrT6jCcJjIkgMlDI/lgl+d2gaxcSxO8cshn2cXklVZz7YTBHttTZOSBr4g88JXVYTjVDZPiyS46TdZxbROvzqUJXnUpp7iKz7OLmTy0P1MSPXcA7SnP/Jwpz/zc6jCcasH4wfj5CP/YedTqUJQb0gSvzqv4VB1vZRwhNjyQ6yYMtjocdZao0ABSR8Xyj11HtW8adQ5N8KpTjc0t3LtqJw1NzdwydSgBfvpxcUffnJTAiVP1bM7R8VrVmfQbqzr15Ef7SM8r54aJ8cTp3apua87YAUSG+PPWl0esDkW5GU3wqkNvfVnA8i8O8/0rkpk01HPr3fuCQD9fbpyUwKf7iiirqrc6HOVGNMGrc2w/XM4j/8jkipEx/GTuaKvDcZrdS37M7iU/tjoMl7hl6hAamw3v7ii0OhTlRjTBqzMcKa/hB69vZ3BkMM/fMsmruiIoHZ9C6fgUq8NwiZFx4aQk9mdlegEterFV2XnPt1ddsMqaRha/uo2Gphb+siiFyJAAq0Nyqpg9GcTsybA6DJdZPCOJ/LIa1mcXWx2KchPaVYECoL6pmbtfz+BIeS2vf3cqIwaEWx2S00148f8Az+8Pvr32QyQ2txgig/3588Zcrh4bZ2FUyl1ogle0tBh+/PYe0vPK+XbKEA6VVHOoRDuw8jS+PsLlw6NZk1nE3sJKxiX0szokZTGXVdGIyBAR+VxE9onIVyKyzFXHUj1njOHnH+3jg93H+O+5o5gwJNLqkNQFSEmKIizQj79syrU6FOUGXFkH3wT8P2PMWGA68EMRGevC46keeHb9QV7bks/3Ziaz5GuePVapsg3n9x8pQ/hoz3GOV9ZaHY6ymMsSvDHmuDFmh336NJAFxLvqeKr7Xtucx+/WHWThlAQenj8G8YBxVVXX7pyRRIsxLN9y2OpQlMV6pQ5eRJKASUB6bxxPnan9hbhWOwtO8vb2Qr4+No6nbxzXJ5L79gcetTqEXjEkKoRvXDKIN7YeZsnXhtMvxPP67lfO4fJmkiISBrwL3G+MOadPUxG5W0QyRCSjpKTE1eEoIPv4Kd7dUchlw6J5zsvaup9PxUUXU3HRxVaH0SvumT2C0/VN/Fnr4vs0l5bgRcQfW3J/wxjzXkfrGGNeAl4CSElJ0Ts0XCyvtJqV2woY1C+Yr4+N470dfaeb2bhtmwC8atCPjrT+YrtkcAQvbcilX5A/35s1zOKolBVc2YpGgL8AWcaY37rqOMpxxypqWfFFPv1DAlh8eRKB/r5Wh9SrLnn1eS559Xmrw+g1s8fE0dDUwkbtZbLPcuVv8xnAd4DZIrLL/pjnwuOp8yitqufVLfkE+fty54wkQgP1FghvNzAiiHEJ/fjiUBnl1Q1Wh6Ms4MpWNJuMMWKMGW+MmWh/rHHV8VTnKmsbeWVzHhjDXTOSva4LAtW52aMG0Njcwp82HLI6FGWBvnF1rQ8rrarn1c151DY0s3hGMrHhnjmequqZARFBTBgSyfIt+RRV1lkdjuplmuC9WGlVPbe9nM7Jmga+c1ki8ZHBVoekLDBnTBwtLfCbT/dbHYrqZVoR66Vak/vh8mruuCyJYTFhVodkuW0P/sLqECwRFRrA4hlJvLwxlztnJDN2cITVIaleoiV4L1RUWcetL2/lcHk1ryy+lOGxmtwBTicO53Ri3+yO4YepI+gX7M8v1mRhjLZG7is0wXuZfcdOccMfNnP0ZC2vLL6Uy4fHWB2S24jfuI74jeusDsMS/UL8uW/2SDbllJJ2QG8o7Cs0wXsJYwx/yzjCN1/YDMDb/3m5JvezjF75MqNXvmx1GJa5fXoiidEh/GJ1Fo3NLVaHo3qBJngvUFRZx92vb+e/39nDlMT+fHjvTK1nVecI8PPhoXljOFhcxYovtCOyvkAvsnqw6vom/rQhl5c35NJiDA/NG01IgB9r952wOjTlZlq7LzDGcFFcGL/6JJvG5hb+U7uI9mpagvdATc0tvJF+mGm/WM9z6w8yfEAY91w5grBAf3z6QK+QqudEhAXjB9PUYvgks8jqcJSLaQnew2zJKeXRD74ip7iKxKgQbp+eyNCoEKvDUh4kJiyQK0bGkLa/hPTcMqYNi7Y6JOUimuA9wMr0Aqrqm/h473F2HqkgKjSAW6cO5eLBEX2iH3dn+eLxZ6wOwW2kXjSAXQUVPPr+V3x030z8+0iX0X2NJngPsO9YJe/uOEpDUwupo2K5ctQA/UL2QE3cYKtDcBsBfj5cO2Ewr289zB/TDnHvVSOtDkm5gGYJN9bcYvjlJ9n8Nb2AqNAA7pk9gq+PHajJvYeGrv2QoWs/tDoMtzFmUAQLxg/i+c9yOHjitNXhKBfQErybaW3tUFPfxJtfHiGnpIpLk6JYMH6QJvYLNPK9vwJQcPW1FkfiPp647mI255Ty43f28O6Sy/H10So/b6IZww2drGngjxtyyS+r5sZJ8XxzUrwmd+US0WGBPH7dxew6UsGrm/OsDkc5mZbg3UxRZR2vbcmjobmFO2ckkxwTanVIyoutTC/AGMPogeH88pNsquqauP/qi6wOSzmJFgvdyLa8cl7aaBuY4e5ZwzW5q14hItwwKZ4AXx9WfVlAXWOz1SEpJ9EE7yb++VURt/8lnbBAf37wteEMjAiyOiTVh0QE+XNTyhBOnKrn5x/tszoc5SRaReMG3txWwEN/38v4hEjmjxuk46W6yKb/fdHqENzaRXHhzBoZw8r0AmYMj2H++EFWh6QukJbgLWSM4Q+f5/Dge3u5YmQsK78/TZO7C9VHRlEfGWV1GG7t6rEDmTgkkgff3UNOcZXV4agLpAneIs0thic+3Mf//XM/35wUz58XpRASoMndlZI/epvkj962Ogy35usj/P7WSQT6+7D41W2UnK63OiR1ATTBW+BkdQOLX93Ga1vy+d7MZH5z0wRtBtkLhq1+h2Gr37E6DLeX0D+EVxZfSllVA99b/iU1DU1Wh6R6SLNKL9t37BTX/WET6bnl/PJb43hkwVh89OYS5WbGJ0Ty/C2T2Hu0kvtW7aJJBwjxSFon0Ata2xpvyy9nzd7jBPv7ctfMZJpb/n3nqlLuov1ncsH4wXyw+xj3v7WLZ749UX9pehhN8L2gqr6J93YUkl10mhGxYdyUkkB4kL/VYSnVpenDomlsbuGjPcepa2zm2ZsnaUMAD6L/jl3IGMPqPcd5dv1BcoqrmD9uEItnJGlyVx7lipGx/M/1F/NZdjHfenELhSdrrA5JOUj/FbvIsYpaHn0/k3VZxQyODGLhjGQG9tObl6yU9sxrVofgsb5zWRJDokK4d+VObvjDZl68fQqXJmmTU3enCd7J6hqbeWVzHn/4LIdmY3h43hiC/H21lz430BwUbHUIHqu1Xv67M5NZsfUw//HHL5g5IoaXF6UQ5O9rcXSqM1pF4yQtLYb3dx3lqt/8i199sp/Lhkfz6f1f4/uzhmlydxMj31nByHdWWB2GRxsQEcQ9V47g0qQoNuaU8o1nN/LFoTKrw1Kd0BL8BaptaObdHYX8ZVMeeaXVDO4XxHdnJjM8NoxNOaWQY3WEqtXQ9asBOLjwDosj8WxB/r7cMCmecQn9+HRfEbe8vJUrR8Vyz+yRTEnsb3V4qh1N8D3Q1NzCtrxyPs4s4qM9xzhZ08iEhH48f8skKmsb8dFxUlUfMDw2jE/v/xrLv8jnxbRDfOvFLYxP6MeNk+K5akwcCf2Ddcxgi7k0wYvIXOBZwBf4szHmaVcez1Uqaxs5eOI0Owsq2HnkJFtzyymvbsDfVxgVF87CKUNIig7hdF2TJnfVpwQH+PKfXxvOd6Yn8u6OQlZtO8LjH+7j8Q/3ER8ZzLTkKMYOjiAxOpTkmBAG9gsmNMBXE38vcVmCFxFf4A/A1UAh8KWIfGCMsbQvUmMM9U0tVNc3UVXfxOm6Jqrtz2XV9ZScrqe0qoGS0/Ucq6zlcFkN5dUNbdsPiQpm1sgYggP8GBUXToCfXsZQfVf7m6L8fHz4zvREpib3Z8uhMrbmlrHhYAnv7Tx6xjZ+PkJooB9hgX6MGBBGdFgAMWGBRIUG0C/Y/4xHRJDtOdDfhwBfH73ru5tcWYKfCuQYY3IBRORN4HrA6Qn+mmc2UN3QREuLocVAszH2aUOzfV7rdHOLoanFnHd/Qf4+hAf6Ex7sx/DYMKYl2z6ACf2DtQ27Ul3YlncSPx8fZo6IZeaIWGrqmyirbqC0qt5WoGpoaitg5RRXsfuIbbqr7yXY/jkE+vkQYH+0/mJuTfvtfxm0TrY9I7jrD4f+IQH844cznL5fVyb4eOBIu9eFwLSzVxKRu4G77S+rRGR/F/uNAUqdEqF30fPSsXPPy/TEtsnbSKQP0s9Kxyw9L3JPjzft9ENs+UVWY8xLwEuOri8iGcaYFBeG5JH0vHRMz8u59Jx0zBvPiysrkI8CQ9q9TrDPU0op1QtcmeC/BEaKSLKIBAA3Ax+48HhKKaXacVkVjTGmSUTuAf6JrZnkK8aYr5ywa4erc/oYPS8d0/NyLj0nHfO68yLGdH3lWimllOfRRtxKKeWlNMErpZSXsjzBi8hNIvKViLSISMpZy34qIjkisl9Ermk3f659Xo6IPNhufrKIpNvnv2W/uIuIBNpf59iXJ/XW+3O1zs6FNxGRV0SkWEQy282LEpG1InLQ/tzfPl9E5Dn7+dgjIpPbbbPIvv5BEVnUbv4UEdlr3+Y58YD76EVkiIh8LiL77N+fZfb5ff28BInINhHZbT8vT9jndzs3dDf/uCVjjKUPYAwwCkgDUtrNHwvsBgKBZOAQtou1vvbpYUCAfZ2x9m3+Btxsn/4jsMQ+vRT4o336ZuAtq9+3k85dp+fCmx7ALGAykNlu3q+AB+3TDwK/tE/PAz7GdnPjdCDdPj8KyLU/97dP97cv22ZfV+zbfsPq9+zAORkETLZPhwMH7N+Zvn5eBAizT/sD6fb30K3c0JP8444Py0vwxpgsY0xHd69eD7xpjKk3xuRh63h3Ku26QDDGNABvAtfbSxezgXfs2y8Hbmi3r+X26XeAqzyhNOKADs+FxTE5nTFmA1B+1uz2f9Oz/9YrjM1WIFJEBgHXAGuNMeXGmJPAWmCufVmEMWarsX2zV7Tbl9syxhw3xuywT58GsrDdPd7Xz4sxxlTZX/rbH4bu54Zu5R8Xv60eszzBn0dHXR3En2d+NFBhjGk6a/4Z+7Ivr7Sv7+k6Oxd9QZwx5rh9ugiIs09393MTb58+e77HsFcrTMJWWu3z50VEfEVkF1CM7R/WIbqfG7p7vtxSr3RVICLrgIEdLHrYGPN+b8SgvJcxxohIn2zvKyJhwLvA/caYU+1/mPbV82KMaQYmikgk8HdgtMUhWaZXErwxZk4PNjtfVwcdzS/D9rPTz/6fuP36rfsqFBE/oJ99fU/Xl7uDOCEig4wxx+3VCcX2+Z2dk6NA6lnz0+zzEzpY3+2JiD+25P6GMeY9++w+f15aGWMqRORz4DK6nxu6m3/ckjtX0XwA3Gy/yp0MjMR20afDLhDs9YSfAwvt2y8C3m+3r9bWAQuBz+zre7q+3B1E+7/p2X/rO+ytRqYDlfYqi38CXxeR/vaWJV8H/mlfdkpEptvrXu9oty+3ZY/1L0CWMea37Rb19fMSay+5IyLB2MajyKL7uaFb+cf176yHrL7KC3wTWz1WPXAC24erddnD2OrP9tPuCj62FgEH7Msebjd/GLY/Qg7wNhBonx9kf51jXz7M6vftxPPX4bnwpgewCjgONNo/K9/FVk+6HjgIrAOi7OsKtoFmDgF7ObNl1l32z0AOcGe7+SlApn2b32O/w9udH8BMbBcP9wC77I95el4YD+y0n5dM4FH7/G7nhu7mH3d8aFcFSinlpdy5ikYppdQF0ASvlFJeShO8Ukp5KU3wSinlpTTBK6WUl9IEr5RSXkoTvLKUiFR1vZZD+3lcRH7k6m062MdDZ72+T0SyROSN82yTKiIf2acXi8jvz7Puf9q77N0lIptEZKwj2ykFmuCV6hH7HaE+wENnLVoKXG2Muc1Jh1ppjBlnjJmIrSvg33a1gVKtNMErt2BPmP8nIpn2Euu37fPDRGS9iOywz7++3TYPi8gBEdmEbUyB8+3/PrENjrFHRN5st2isiKSJSK6I3Ndu/f+yx5IpIvfb5yXZB3pYge0uyb8AwfbS9Rsi8kdsd0x+LCIPiMhUEflCRHaKyBYROW+MHTHGnGr3MhTb3autBovIJ2IbqONX3d238n690tmYUg64EZgITABigC9FZANQAnzT2HpKjAG2isgH2AYAudm+jR+wA9h+nv0/CCQbY+pb+yqxGw1ciW3QjP0i8iK2293vBKZhu8U/XUT+BZzE1ifJImPrUx0Rucleusb+ei5wpTGmVEQigCuMMU0iMgf4BfCt7p4YEfkh8F/YBpiY3W7RRGzdBNfbY3/eGHOkg12oPkpL8MpdzARWGWOajTEngH8Bl2JLsL8QkT3Y+laJx9bH+RXA340xNfZSblcdPu0B3hCR24GmdvNXG9ugDqXYel6Ms8fyd2NMtbENHvGe/XgAh1uTuwP6AW+LbajBZ4CLHdzuDMaYPxhjhgM/AR5pt2i9MabSGFMH7AMSe7J/5b00wSt3dxsQC0yxl5RPYOsgqrvmY+tsazK2Xwetv17r263TTNe/aqu7ccz/AT43xlwCXEvP4m7vTc4cVam7sas+RhO8chcbgW+LbTSeWGzjsG7DVgouNsY0isiV/LuUugG4QUSCRSQcWwLtkP1i6BBjzOfYSsH9gLAuYrlBREJEJBRbj6cbO1m3UWz9snekH//uK3zxeY7XKREZ2e7lfGy9RCrlEP2Pr9zF37ENzLAb24XE/zbGFNmbG34oInuBDCAbwBizQ0Tesq9fjK2f7s74An8VkX7YqnyeM7bBIDpc2b7v17D9gwH4szFmp9iGxjvbS8AeEdnRQcuZXwHLReQRYPV5333n7rHX3zdiuwawqIv1lWqj3QUrpZSX0ioapZTyUlpFo7yKiPwBmHHW7GeNMa9aEY+jRORh4KazZr9tjHnKiniUd9AqGqWU8lJaRaOUUl5KE7xSSnkpTfBKKeWlNMErpZSX+v9AS5kQg1OKHgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Skewness : -0.384847070902431\n", + "Kurtosis : -0.11899877049908492\n", + "Lower quartile 7390.3333333333\n", + "Upper quartile 14498.16666666665\n", + "Inter quartile range 7107.833333333349\n", + "lower_whisker -3271.4166666667234\n", + "upper_whisker 25159.91666666667\n", + "(1, 50)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "1. Outliers:are values that are notably different from other data points. Presence of outliers increases: \n", + "\n", + "> * the error variance (i.e. the difference between the predicted values and observed values) reducing the power of statistical tests. Kurtosis tests for outliers.\n", + "\n", + "2. Skewness: tests by how much the overall shape of a distribution deviates from the shape of the normal distribution. Variables can be negatively or postively skewed.\n", + "*italicized text*\n", + "\n" + ], + "metadata": { + "id": "a7a_otQfPY49" + }, + "id": "a7a_otQfPY49" + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize = (10,5))\n", + "sns.lineplot(x = pd.DatetimeIndex(df['time']).month, y = 'load_shortfall_3h',data = df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 351 + }, + "id": "OWXrxAHkfyzs", + "outputId": "9fbca76d-c88d-41c7-f99d-94d6e209422f" + }, + "id": "OWXrxAHkfyzs", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 16 + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAAE9CAYAAABk/zSyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3Rc133o++8+0yt6ZwFIgk3FKoy6ZFmS4xLFkmwnsWNbsuw41XHJbc/rvrR3V255eeu6JY5bLEu2r0tsy1Ycl1iWZElUpXojQZAASIBEL9PbOfv9MQMKojDnHJDo+H3WmgXgzJkzG9IQ85u99+/3U1prhBBCCCHE2mKs9ACEEEIIIcTCSRAnhBBCCLEGSRAnhBBCCLEGSRAnhBBCCLEGSRAnhBBCCLEGSRAnhBBCCLEGeVd6ACuhsbFRd3Z2rvQwhBBCCCEcPfXUU+Na66bTj2/IIK6zs5MDBw6s9DCEEEIIIRwppQbmOy7LqUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYQQa5AEcUIIIYRYUaOJHCXTWulhrDkSxAkhhBBixUylCzxzbJrhRG6lh7LmSBAnhBBCiBVRNC1eGU5QE/LRN56mUJLZuIWQIE4IIYQQK2JgIkOhZBEJeLEszdB0ZqWHtKZIECeEEEKIZZfIFTk2kaYu7AegJuRnYCJDrmiu8MjWDgnihBBCCLGsTEvTczJJJODFUAoAj6HwGor+ifQKj27tkCBOCCGEEMvqxHSWVKFE2O99zfF40MfJ6SypfGmFRra2SBAnhBBCiGWTKZToHU1RG/K/7j6lFEGvl6NjqRUY2dojQZwQQqxy2YLJWFLKL4i1T2vN4ZEUAa+Bx1DznhMNehlP5ZnJFJd5dGuPBHFCCLGKaa3pGUny/OAMaVliEmvcyEyOiXSBWNBne17E7+XwWBKt9TKNbG2SIE4IIVax8VSeyXSBsN/LweEEliVvamJtyhVNDo+mqA3ZB3AAYb+XZLbEeCq/DCNbuySIE0KIVapoWvSMpIgHfUQDXhLZEidmsis9LCHOyNGxFEqBz+Mu9IgFvRwZS2PKB5eqljSIU0p9TSk1qpR6cc6x/6aUel4p9axS6t+VUu2V40op9TmlVG/l/ovmPOY2pdThyu22OccvVkq9UHnM55RS8y+wCyHEGnR8MkPRtPB7y3+q68J+Do+kZFlVrDkTqTzDiRxxh2XUuQJeD7miyai046pqqWfivg689bRjf6+1Pl9rfQHwE+CvKsffBnRXbn8I/BOAUqoe+GvgUuAS4K+VUnWVx/wT8JE5jzv9uYQQYk1K5UsMTGROFUKFch2toM8jy6piTSmaFgeHk8SDPhY61xIP+jgynqJoSjuu+SxpEKe1fhCYPO1YYs6PEWD2L9FNwF267DGgVinVBrwF+KXWelJrPQX8Enhr5b641voxXd75eBdw81L+PkIIsRy01hwZTRH0ek4VQp0VDXhJ5IqyrCrWjIHxNCXTIuD1LPixPo+BaWpOTsvrfT4rsidOKfV3SqnjwPt4dSauAzg+57TByjG744PzHBdCiDVtLFlOZogGvfPeXxcK0Dsqy6pi9ZvJFjk2laU2/PqacG7VhPz0jaelHdc8ViSI01r/V631ZuBbwEeX4zmVUn+olDqglDowNja2HE8phBALVjQtekaTtnuHPIYi4PHQM5KUZVWxapmW5tBwgqjf+7oZ5YXwGApDKY5PZhZxdOvDSmenfgt4V+X7IWDznPs2VY7ZHd80z/F5aa2/rLXep7Xe19TUtAhDF0KIxXdsIkPJ1KeSGaqJBr1MZwuyrCpWraGpDOm8Sci/8GXU08VDPoams2QKMvs817IHcUqp7jk/3gQcrHx/D3BrJUv1MmBGa30S+AXwm0qpukpCw28Cv6jcl1BKXVbJSr0V+PHy/SZCCLG4UvkSxyZfm8xgZ3ZZVd7YxGqTzpc4MpZ2/Vp2YiiFzzDoH08vyvXWi/k3XCwSpdS3gWuBRqXUIOUs07crpXYBFjAA/HHl9J8Cbwd6gQxwO4DWelIp9d+AJyvn/T9a69lkiT+lnAEbAn5WuQkhxJpTbkeUJOh7fTJDNbPLqoeGk7xhUy1GlTZGQiyn2S4jQa+namutMxELehlJ5OmoK1LjomDwRqA2YkuLffv26QMHDqz0MIQQ4pTRRI6XTiRojAYW/NjxdI7u5hib6sJLMDIhFubkdJaDw0nXr+VMoUQqX6I5FnQ8N50vEfAZXLC5dsHlStYypdRTWut9px9f6T1xQgix4c0mM5zp7IIsq4rVotxaK+mqtRZAybT4r3e/yMe+8wyJrHPD+0jAy0y2wFTG+dyNQII4IYRYYccmMpimrtqOaDJdsG0EPndZVbJVxUo6MprCYxh4XbbW+penBukdS5HOm3z3wHHnBwARv4/eUXmtgwRxQgixomaTGarV0eodTfGhO5/ka/v7bK8zm616ckZaFImVMZ7MMZp031rr6FiK7x44zjXdTbxlbws/feEkJ11kWwd9HtKFEuOp/NkOec2TIE4IIVaIUzKD1povP3QU09L8+NkTvDA0Y3u9ulCAw6NJWVYVy65Qsjg4kiQedJeNWjQtPn1vD/Gglz9+4zZ+/9KteD2KOx8dcPX4mqCfw6MpShu8HZcEcUIIsULGknmms0WigfkLBTzcO84rJxP8wVVdtNYE+eyvemwDNFlWFSulfyKFZeFY33DWd548Tv9Eho++aQexoI/6iJ9bLuhgf+84B08mHB/v8xgUTWvDzzxLECeEECugUKokM1RZesqXTO54pJ+uxgg3nt/OJ27YyWgizx37+22vK8uqYrnNZIocn8y6TmboGUny/aeOc93uZi7pajh1/JYLN1EX9vG1/X22e0Bn1QR99I+nyZc2bjsuCeKEEGIFHJu0T2b40bMnGEvm+chVXXgMxd62OLdc2MHPXxrm6YEp22vXBv30yLKqWAampTk4nCAW8Lkq+VEoWXzm3h7qwn4+cvW219wX8nv4/Uu28spwkkePTjhey+sxsLRmaGrjdi2RIE4IIZZZOZkhXTWZYSKV5/tPHefybQ2ct6n21PH3XbqVzfVhPnffYVL56gGa12MQ8Bj0jKRkWVUsqcHJDNmi+9Za33p8gONTWT52Xfe82wjevLeFzXUh7nyk39V+t5qQn2OTGbKFjTkbJ0GcEEIso9lkhpCvelPwux4boGRqPnRl12uO+70Gn7y+m6lMga88eNT2eWJBH5PpvCyriiWTypfom0hTG3KXzPDKyQR3PzPEW/a2cNHWunnP8RiK26/s4sRMjp+/NOx4TY+h8HkMBiY3ZjsuCeKEEGIZOSUz9Iwkue/gKDdd0EFrzesr2He3xPjdfZu579Co45JTXcgv2apiSViW5tBwgoDL1lq5osln7u2hKRbgQ1d12Z67b2sd53fU8O0njpG2mXGeFQt4OTGVJZnbeAWAJYgTQohl4pTMoLXmqw8dpTbs43f3bap6nd/dt5ltTRG+cH8vMzZV7r0eA78sq4olMDyTI5Gr/mHkdN94bIATMzk+fn03Yb/9Y5Qqz8YlciV+8PSg47WVUoR8XvrGN95snARxQgixTJySGR46PM4rw0k+cNlW2zc6n8fgk9fvJJUv8YUHem0z+WaXVYdlWVUsklOttVzWhHthaIZ7njvBjee1cf6cPZ52djRHuXZnEz+uJPg4iQa9jKcKTGcKrq6/XkgQJ4QQyyCZK3LcJplhtqTItsYI1+9ucbxeZ2OE9126lUeOTPDg4XHbc+tCkq0qFofWmt7RpOvWWtmCyWd/1UNbTZDbruhc0HN94LKtaDTffMxdAeCI30PvaMpVeZL1QoI4IYRYYuU3vhRBm2SGHz0zxHgqzx9cvc3VHiOAWy7sYFdLjC/++ggTNi2IZpdVD49srDc4sfjGU3nGknlqXNaEu+ORPkYTeT5+fTdBn7sM1lnN8SC/fX479x8a5ehYyvH8sN9LMr+x2nFJECeEEEtsLJlnKlN9/9BEKs+/PDXIFdsbOK+jxvV1PYbikzfspGBa/MP9zsuqE+k8J6dlWVWcmULJ4tCw+9Zazx6f5mcvDnPTBe2c0+7+dT3X7+zbTDTg5Y5H+l19AIkFvPSOpjA3yB5QCeKEEGIJFUoWPSNJ22r2dz06gGlpbr/CPmtvPh11IW67vJMDA1Pc+8qI7bmzy6obtaaWODtHx1No7a61VqZQ4rO/OkxHbYj3X7b1jJ8zGvDynks28+zxaZ4+Nu14fsDrIV+yGNkge0AliBNCiCV0bDKDaVVPZugZSXLfoVFurlJSxI0bz2/jvI4avvJQH6OJ6m9er2arJmVZVSzIdKbA0HTW9TLqVx/uYzKd55M37CTgXdgy6unedm4bbTVB7tjf52qGLR70cXQ8RdFFseC1ToI4IYRYIk7JDFprvlIpKfI7NiVFnBhK8fHruwH47H2HsRyzVQuSrSpcK5kWB4eTxF221jrQP8kvXx7hnRduYldr7Kyf3+cxuPXyTgYmM9x30H62efZ8U2tObIB2XBLECSHEEtBac3g0ZduZ4cHD4xwcTnKrQ0kRN1riQT58VRfPD87w0xdO2p5bG/JxaESWVYU7x6cy5Iqmq8SEVK7E5+/vZUt9mN+/dMuijeHK7Q3saonxzceOkSs6v25rgn76J9Kuzl3LJIgTQoglMJbMM50pEqmSzJArmnz9kX62NUW4zqGkiGlpCiXnpaHf3NvCRVvquOORfk5MV5+FkGVV4VYyV6R/PENdldnk0335oSNMZwp88oadVbcQzGcqU7BdKlVK8aGrupjMFPjRs0OO1/MYCsNQHJ/MuB7DWiRBnBBCLDI3yQx3V0qKfOQq55Ii09kCM9mC4x4fpRQfu24HPo/iM/f22L4pyrKqcGJZmkMjSUI+T9XZ5LkeOzrB/YfG+N19m9nRHHX9PDPZAn6vwXTWvlDv3rY4l29r4IdPDzHloqhvPOhjcCrrqnXXWiVBnBBCLLJjkxksTdWZiPFUnh88PciV2xs416GkyOwy1u7WuOObHEBDNMAfX7OdV4aT/NhhxqI25KNHllVFFSdmsiSzpaqzyXPNZIv84/29bGuM8Lv7Nrt+jtkZ5nM7avAayvGDygev6KRgWnz7iWOO1zaUwu8x6F/H7bgkiBNCiEU0m8xgl8V356P9WFrzwSudS4qk8kV2tsRoqw3SGg+6CuTeuLOJy7c18I3HBhiYqP4G5vUYeA1ZVhWvly2Y9I6mXC+jfunBI6TyJT6xgGVUrTUzuQJ72uJEA162N0VJODSxb68N8bZzWvnFS8Mcn3JeKo0FvYwkc7Y9htcyCeKEEGKRaK3pGUnaJjMcGk7ywKGxckmRuH1JkVS+RH0kQF24nBW4ozmGoZTjZm2lFH967XYiAS+fvreHks3sRjzkY0KWVcUc5aScJD7DcNU95OHecR46PM57LtlCV2PE9fNMZQtsrgvTEA0A5Q4NQa9BvmT/+n7PJVsI+jzc+Ui/43MopYj4vRwZW5/dSiSIE0KIRTKWzJOwWX6aLSlSF/bx7ovtS4porckVS2xripwq6+D3GpzTHieZL9mWEQGoDfv502u3c2Qszb88NWh7bp0sq4o5xpJ5JlIF4i5qwk1lCnzhgV66m6O8+yL3ZXIyhRJBr+c1QZ/HUGxvjpLM2e9hqwn5ePdFm3i8b5IXhmYcnyvs9zKTKTCZdp7FXmskiBNCiEUwm8xgt4z6654xDo0kufWyTseSIjO5Iu21IWLB116vNuynsyHsamP3FdsbuXZnE989cJze0eq9J2VZVczKl0wOObyOZ2mt+cIDveSKJp+4Yafrnr+mpckUTPa0x/GetvTaGA0QC3nJFOwDuXdc0E5j1M/X9vc5fqABiAZ89I6msNZZOy4J4oQQYhEMTKRtkxlyRZM7H+1ne1OE6/Y0217LtDSWpdnaMP/S1NaGCNGA11XW3R9ds52akI9P39tju2lcllUFwNGx8h5KN/vaft0zxmNHJ3n/pVvZUh92/RxTmQLbmyLEg68PFJVSdDfFSDsEcQGvhw9ctpXe0RQPHR53fM6gz0OmWGIsub5e3xLECSHEWSonM2RsZy/KJUUKfOTqbY7lGqazBbY1RasWV/UYij1tcXIl03a/G0A06OXPr9vBsckM33rcPqNPllU3tql0gZMzWWrmCa5ON5HK88UHj7CnNcZNF3S4fo5krkht2MemuupBX03YR3MsQNIhyeHaXc1sa4xw16P9rlps1QT99I6lHf/NrCUSxAkhxFmYTWYI+6snM4wl83z/6UGu2tHIOe32JUUKJQu/16DNoY9qJOBlV0uMaRdZd/u21vOWvS3c/cwgr5xMVD1PllU3rnJrrQQxF621tNb8w/29FE29oGXUomlRNC12t8YxHB7T1RglX7Jsl0oNpbj9yi5Gk3l+8vwJx+f3eQyKpsXJdTTbLEGcEEKchZGZnG0yA8Bdj/ajteaDV3Q6Xi+RL7KjKfq6vULzaa0J0hwLMOOi7MiHruqiMRrg0/f22Ga3zi6rjqyjNzrh7NhkhkLJctVa61evjHJgYIrbLu+kvTbk6vpaa2ay5XIiIb/zc0QCXjbVhRxLjlywuZaLttTx3QPHHWfuAGpDfvrGU44ZsGuFBHFCCHGGCiWLw2Mp22XUg8MJHugZ45YLN9HiUFIkUygRD3ppigVcPb9Sih0tUVA4vimF/V4+fn03J2dy3Plov+25ddJbdUNJ5IoMTKSpdVETbiyZ5ysPH+Xc9jg3nt/m+jlmckVa4kHXr22AzfVhTEvbdh4BuP2KTrIFk+8+edzxmuVZQ8XgZPW2dGuJBHFCCHGGBibSaJtkBktrvvpQH/Vhv2P5Ba016UKJHc0xx+WsuQJeD+e01TCTKzpm6Z2/qZbfPr+Nnzx/kucGp6ueJ8uqG4dlaXpO2m8HmKW15nP3HcbSmo9fv9NVKy4oJ/UYlTqHC3ltB30euhoijjPNnY0Rrt/dwr+9cNJVYk5NyMexycy6+JAiQZwQQpyBhItkhgdnS4pcvtVxCSmRK9FWE3JV2uF0dRE/W+sjrsqO3Hp5J+01QT73q8O2ZRxkWXVjGJrOkiqUHEveAPz8pWGePT7Nh67sotVhz+YsS2sSuSLntMfxexcecrTXhfC4aMf1vku34DEUdz3W73hNQyl8HoN+m24ma4UEcUIIsUCWpTk8kiQSqD57kSuafP2RfnY0R3nTbueSIiXLorNKSRE3OhvCRP3O9bWCPg+fvGEn46k8//xwn+25s8uqTh0ixNqUKZQ4MpaiNuS8jDqcyPG1/X1csLmWt57T6vo5pjIFtjZEXC3VzsfnMVy142qIBrj5wg4eOjxOz0jS8brxoJfhmZyrfXSrmQRxQgixQKOJcjKD3ezFD58eZCLtrqTITK5AZ0PE1Ybvarweg93tcTIF03EP0e62OO+8cBP//vIIB/onba8py6rrk9aawyMp/B7n1lqW1nz23h4Mpfjz63a4XhLNFEpE/d4FteKaT3M8SNDncfww8c4LO6gN+fja/j7H16tSiqDPw9Gx9Jp+bUsQJ4QQC+AmmWEsmecHzwxxdXcje9vittcrmhYeQ9FR5y7Lz0404GVnS8zVsurvX7qFrfVhPn9fr+1sRDzkYzwly6rrzWgiz2S68LqOIPP5yfMnefFEgj+4qovmmLtl1NmuDLvb465LkFTjMRQ7miKkHIpbh/1efv/SLbx0IsHjfdU/nMyKBrxMpAtMZ9bubJwEcUIIsQADE2mwSWYAytmfGj54eafj9WZyBXY0Rl1VyHejvTZIY8zvuPzk8xh88s07mckV+dKDR23PrQ356BmVZdX1Ilc0HVvEzToxneXOR/vZt7WOG/a0uH6OyUye7pYoUZvSOwvREA0Qd9GO6zf3trKpLsTXH+l3VdQ36vdyZA2345IgTgghXHKTzHDwZIJf94xxy4UdNDuUFMkWTGJ+n+N5C6GUors5hqU1hZL9m9j2pii/t28zv+4ZY39v9dZFPo+BoWRZdb3oG0+jlHNrLdPSfObeHnwexUff5H4ZdSZbpCESoMNlDTk3VCW71akdl8dQfPCKToams/zi5RHH64b8HpL5EuOp/GINdVlJECeEEC5YVrkzQyTgrfpmZmnNVx4+Sn3Yz7scSooApApFdrREHavXL1TQ52FPa4zpbMEx6PqdizexoynKFx7oZdpmGbYm5GNCllXXvMl0gZMzuXn7lp7ux88O8cpwkj+6ZjsNUXf13YqmhdaaXa0LKyfiRk2o3I4r4dCl5JLOes5tj/PtJ445ztwBxIM+joylHPeSrkZLGsQppb6mlBpVSr0459jfK6UOKqWeV0rdrZSqnXPfp5RSvUqpQ0qpt8w5/tbKsV6l1P8153iXUurxyvHvKqXOLP1FCCEclJMZirbJDA8cGqNnJMVtV7goKZIt0hwLnHHWnpPGWJDN9SGmHGpseT0Gn7ihm2zR5B8f6LUN+mpkWXVNK1Zaa8WD1T+IzDo+meGbjw9w2bZ6rt3Z5Or6WmumswV2t8VcdX44E12NUQqmfTsupRQfurKLmWyRHzw95HhNv9cgV7TW5AeUpZ6J+zrw1tOO/RI4V2t9PtADfApAKbUXeA9wTuUxX1BKeZRSHuAfgbcBe4H3Vs4F+F/Ap7XWO4Ap4MNL++sIITaifMnksEMphlzR5M5H++lujnLtLvuSIpbWFC2LbU3RRR7pa21rjBL0ehxnI7Y2RHj/pVt57OgkD/SMVT1PllXXtoGJcmutgNc+wDItzafv7SHo8/Cn17pfRp3OFmmvDdHkMvnhTLhtx9XdEuOa7iZ+9OwQEy6WSmtDPo6Mpxy3IKw2SxrEaa0fBCZPO/bvWuvZvyiPAbNrDjcB39Fa57XWfUAvcEnl1qu1Pqq1LgDfAW5S5VfVdcD3K4+/E7h5KX8fIcTG5CaZ4ftPDzLptqRItsjmurCrAqtnw+sx2Ouy7MhNF3Swpy3Ol359xHZ/kCyrrk0z2SLHJtLUuZj5/cHTgxweTfEnb9zu6nwof4jxeRTbl/iDCZTbcVku2nHdevlWLEvzzccHHK/p9RiYlmZoOrNYw1wWK70n7kPAzyrfdwBzG58NVo5VO94ATM8JCGePCyHEoknkigxN5WyTGUaTOe5+eohruhvZ41BSpGRaKFV+I1oOsaCPHc1RprL2sxEeQ/GJ67spWZrP33dYllXXEdPS9AwnbItTz+obT/PtJ45x1Y5Gru52t4xqaU0yV2RvW82iZVnbCfo8dDU6t+NqiQe58fx2fvXKKH3jzt0ZakN+BiYya+p1vWJBnFLqvwIl4FvL9Hx/qJQ6oJQ6MDZWfblACCFmzSYzhP0e2yWlOx/pB+C2KzodrzmTK7K9MXpGLYjOVEdtiPqw84bw9toQt1/RydPHpvl3m8y+2WXVw6OyrLoWDE1lSOVNx5nfkmnxmXt7iAa8/PEbt7u+/mS6QFdThJrwwlvGnam22hAej3M7rt/bt5lIwMsd++27k0D5g4zXUOWZ9zViRYI4pdQHgRuB9+lX/wIMAZvnnLapcqza8QmgVinlPe34vLTWX9Za79Na72tqcvfpQgixsY0mym157N78XjmZ4MHD49xyUYdjIdRc0STo89Disu/kYjEMxa7WctkRpze9t53Xxhs21fDPD/cxnKi+ZFoT8jGeLDCaWJulGTaKdL7EkTF3y6jfO3Cco+Np/uxNO1z38E3lS8RDXrbUn11XhoXyeQx2NEaZcfhgEg16+b3f2Mwzx6d5+tiU43XjQR8npnOOhYVXi2UP4pRSbwX+M/AOrfXcxed7gPcopQJKqS6gG3gCeBLormSi+iknP9xTCf7uB95defxtwI+X6/cQQqxvs8kMNcHqb36W1nz5oaPUR/y8201JkXyRnS2xs65gfyaCPg+725zLjhhK8bHruwH47L09tlmANSEfh0YSa2r5aSPRujyTHPR6HF9zvaMpvvfUINfuauKybQ2url8yLfIlk92tZ9+V4Uw0x4OE/M7tuH7rvDZa4gHu2N/nuI9OKUXAa9A/nlrMoS6ZpS4x8m3gUWCXUmpQKfVh4B+AGPBLpdSzSqkvAmitXwK+B7wM/Bz4M621Wdnz9lHgF8ArwPcq5wL8F+AvlFK9lPfI/fNS/j5CiI3DTTLDA4dG6R1NcdvlnY4lFVK5EvWRAHXLuOR0uqZYkPbakGNbruZYkD+8ehsvnkjwk+dPVD1PllVXt5GZHFOZItGg/TJqsbKMWhPy8UdXu19Gnc4W2dUSI7JIXRkWyjAU3c1RUnnn7iS3Xd5J/0SG+w+NOl43FvQxmswzswbacS3pf3mt9XvnOVw10NJa/x3wd/Mc/ynw03mOH6WcvSqEEIsmkSsyOJWjMVJ9Fi5bMLnzkQF2tkS5dpf9Fg2tNblSifM21yx6AdSF2t4UZTpTJFswbWvZXb+nmUeOjnPnIwNctKWOTXXzJ2KUl1XzjCbyy75MLKrLFU16RpPUulgW/fYTxxiYzPDXN+51DPhmJXJFmmJ+Wlf4/3l9xE9N2E+mULLd9nDVjkZ+9OwQ33xsgKt2NDp+6Ir4vfSOJbloS92K/5u1s9LZqUIIsaqc6szgkMzwg6cHmcwU+MhVLkqK5Ip01IUWrY/k2fB5DPa0xUkVirZLS0opPvqmbvxeg8/ce9j2XFlWXX2OjqXwGIZjtuih4SQ/eHqQN+9pYV9nvatrF0rlrgw7mhe/K8NCKVUua5IulGxng2cLAE+kC9zzXPXZ5Vlhv5dEtuSqxtxKkiBOCCHmGHGRzDCayHH3M0O8cWcTux1KipiWRmu97Bu/7dSEfOxoijouq9ZH/PzJG7dzaCTJD58ZrHqez2PgMQx6ZVl1VRhP5hhOOLfWypdMPn1vD/WRAB++qsvVtbXWzOQK7GmLL1lXhoWqCflojQdJ5uyTEc5pr+HSrnq+/9SgbYu5WdGAl96x9KpuxyVBnBBCVORLJr2j9skMAF9/tB8U3HZ5p+M1p7MFuhqjq+YNb9amujC1YR9Jh8r3V3c3cuWORv7P48fot6m1FQ/6GEsWGEuu7pmL9a5oWhwaSbnqjUdPWjUAACAASURBVPrNx44xNJ3l49d3u97XNpUtsKku5LqX6nLpbIxQtOzbcQF88IpO8iWTbz953PY8KCcD5YomYzZZ2itNgjghhKiYrQ9ltwT10okZHjo8zrsu7KApZv9Gli+Z+L0Gbatwr5hhKHa3xilZlm3ZEaUUf/LG7UQDXj59b4/tuTUhH4eGpQjwctJaUyhZZAsmiVyRo2MpSqZza62XTszw42eHeNu5rVywudb23FnZgknQ62Fb49J3ZViosL/Sjsuh5MimujBvPbeNn794ksEp5+4M8aCP3vGUY2melSJBnBBCUG5LNOjQmcHSmq8+1EdDxM87XZQUSeZKdDdH8S5DFfszEfJ72N0aZzpjX3akJuTjo9ft4Oh4mu8eqD6D4fMYGIaSZdWzZFqafMkknS8xky0ykcozkshxbCJNz0iSF4ZmONA/yf7ecX7dM8YjR8Z5om+CpwemODmTc6wJlyuafPZXh2mOB7j9CnfLqKalSRdK7GmPr9rX86a6MJZ2bsf13t/YTMDr4c5H+x2v6fMYlEzNyens4gxyka38LlshhFhhlqU5POyczHD/wVF6x1L8hzfvdFwezRRK1IR9NK6yZafTNceDtKXLy6B2b/6XdjVw3e5m/uXAcS7prGdnS2ze8+JBH6PJHM3JPM3x1TcDuRK01pQqvT6LplX5qimZFtmiSaFkkSuZFIrlr5aGua9CTflnQym8hoFhgNcwiPi9Z1Sf7c5H+zk5k+O/33KebYbyXFOZAtubIq6WaVfKbDuuo+NpGiLV/93Vhv286+JNfPOxAV46McM57TW2160N+emfSNNSE3Sc4VxuEsQJITa8kUSOZKFIY6R60JEtmNz16AC7WmJcs9O5pEi6YLKvPb7i2XtubK8kOcx2lKjmI1dv47nj03zm3h4+83sXVm0dVhvyc2g4STzkW3V7AReLZZUDs5Jllb+a5e/zxXIB3HzRIm9a5IsmRdOqBGYKjUYp0BoMFEal1ZPHUHg9BjU+j2O289l4fnCanzx/kne8oZ3zOuyDl1nJXJHasK9qmZnVpK02xLGpDEXTst0WcdMb2vnZCye5Y38/f//u823/nXoMhUJxfDLLjubVtZQsQZwQYkNzm8zw/UpJkU+9fbfjm2wyX6KtJriqZy3m8nsNzmmr4amBSfxeo+rvFw14+dj13fz1PS/xzccH+NCV8y/FzV1WPad95Wrjaa3RujyTpbWufAVN+Tin/fya8yxOBWj5okmuZJEvlYOyXNGiZJX3SM3+ZrMLeOXZsnJQ5jEUQa+HiN+7KoL5TKHEZ391mPaaIB+4bKurxxTN8p7JC1vrMFagK8NCzbbjOjiStJ2NC/o8vP/SrXz2vsM83DvO1d32H8ziIR/HJzO01wYde9Aup9UzEiGEWAH942lQ9skMI4kcdz8zyLU7m9jd6lxSpGhadDWunpIibtSEfWxritA3nrFdAr5oSx1vO7eVHz0zxKVd9VWXomaXVWuns4T93lPBkVWJljTl2SxLayxdDp4sTeXnV4Mqy9JYaLQFZuW4ddrX8vG513n18fNRlBM20KDVq+OZez9Ujmnwegw86tXALBo4s2XMlfa1/f2Mp/L8z3ee73qGdCZbYG9bjetl19WgOR5kYDLjOLP8pt3N/Pi5Ie58tJ/LtjXY/g0wlMLnMRiYyLDHoazQcpIgTgixYc1kiwxN23dmAPj6I/0opbjtik4X1yzQ1RBZk8uIm+sjTKQLpHIl28r9t1/RxdPHpvjMvYf53HsurPoGXxvy0ztapQelLgdSCkC9GliVv5aXHl89Xn6IQr36feUcwwAP6tXA7NR9rIrZr9Xi6WNT/OKlYd55YYfrIGQ6W6AlHqQ5vrr3dZ7OMBTdLTGeOz5l++/QYyhuv7KLv77nJf7thZPcfEGH7XXjQS8nZ3J01IVWzSz76kwxEUKIJeY2meGlEzM83DvOuy/a5JikUDQtPB5Fe11osYe7LDyGYk9bnLxp2pZUCPk9fOL6nYwkcuWaeVX4PAYNkcD8t2iA+oifuoifurCf2rCfmpCPeMhHLOgjGvQSDXiJBLyE/eVbyO8h6CvfAl4Pfm+5I4HPY5RnyyozZYZSEsDNkcqX+Px9h9lcF+J9l7pbRs2XTAylVkVXhjNRF/ZRG/aTztsXAL5oSx0Xbq7lu08eJ+VQLFgpRcjnoW8svWqyryWIE0JsSCOJHCmHfouW1nzloaM0Rv3ccqH9p3Qoz+ztbI45tjpazcJ+L7tbYkxn7Svan9tRwzve0M5PXzjJM8emlml04kx89aGjTKYLfOKGnVWTUeaytCaRK7K3Le7q/NVIKcW2pijZoukYcN1+ZRfpfInvPeVcADga8DKZzjOdsa9Ht1zW5v8dIYQ4C68mM9gvidz3yihHxtLcdnmnq5IisYB31ZcUcaOlJkhrPOgYyH3g8q101Ib43H2HHWc8xMp4om+SXx0c5d0Xb65aFuZ0U5kCW+oj1DlsM1jtakI+WuIBEg4zbF2NEa7b3cy/PneCERfdGSJ+H72jSaxV0I5LgjghxIbTV0lmsCtamimUuOuxfna1xHijQ0kRgHShxI6W6JrI4HOiKstohlK23RcCXg9/8eadTKYLfPXho8s4QuFGMlfkH+4/TGdDmPf8xmZXj8kUSkT9XjobVn85ETc6GyOVEi/2Adf7L9uKYSi+8diA4zVDfg+pvMl4auVbzEkQJ4TYUGayRU5M5xxn4b7/1CBTmSIfuXqb456gRLZISyxIrUOl/LXE7zU4pz1OMl+yfQPc2RLj3Rdv5t5XRnmib2IZRyicfOnBoyRyJT55w05XS/ympckUTHav4q4MCxX2e9lcH3Zsx9UYDXDzBR38umeMwyNJx+vGgz56Ky3OVtKC/i8ppTqUUlcopa6ZvS3VwIQQYrG5TWYYTuT40bNDXLuriV2t9ktQltYUTIuuprVVUsSN2rCfzoYwUxn7ZdX3/MZmOhvCfP7+Xsc3S7E8HjlSbsn1e/s2s63JXYHayUye7pYo0cD6KlyxuT6Exrkd17su6qAm5ONr+/sc99H5vQb5osWwi+XXpeQ6iFNK/S9gP/B/A/+pcvuPSzQuIYRYdGPJcmcGp2KdX9/fh6EUt13e6XjN6UyBLfXhVVUAdDFtbYgQDXht97z5PAZ/8eadpHIlvvjgkWUcnZjPTLbIFx44wo6mKL9zsXOPXyjPJjdEAnTUrs3MajsBr4euxqjjHs+w38t7L9nCiycSPNk/6Xjd2pCPvvG0bSb3UlvITNzNwC6t9du11r9dub1jqQYmhBCLybI0fRMZ4gH7Jc8Xh2bYf2SCd7ksKWIYis3162P/0Hxmy47kSqbt0lFXY5T3XLKFhw6P89DhsWUcoZhLa80/PdBLOl/iEzd0u1oWnd0ztqt1bZYTcaOtJojPYzgGXG/Z20JHbYg7Hul3nLnzegxMS1MorY0g7iiwOqrbCSHEAk1ni2SLpm3JBNPSfOXhozRGA65Liuxoiq7ZMgxuRQJedrXEmHZYKn33RZvobo7yTw8cYSptP+shlsZDh8fZf2SC9126la0Nzkv8WmumswV2t8XWZIFqt7wegx1NEWZy9q9Lr8fgtis6GZzK8u8vDy/T6M6c418epdTnlVKfAzLAs0qpLymlPjd7W/ohCiHE2eufSBN2eJO67+AIR8fSfPAK55IiuaJJ2O+hJR5czGGuWq01QZpjAWZslqQ8huKTb95JvmTxjw/0rpqCqBvFVLrAF399hF0tMVcfQqD84aa9NkRTbP2/jptiQcI+r23GNcBlXfXsbYvzf544RqawukvnuNnEcaDy9SngniUcixBCLIlErshMpkBjtPobVbmkyAC7W2Nc093oeM1UvsgbNq+NpuCLQSnFjpYoT/ZPki+ZBLzzB7mb68J84PKt/PPDfdx3cJTr97Qs80jXDl1JiskVLbJFk1zBJFc0y98XTbJFi1zR/bFUroRpaT5xQ7er3q65oonPo9juMvFhrZttx/X8oH07LqUUH7qyi//4/ef44TNDvN9ll4uV4BjEaa3vXI6BCCHEUhmczFYNOmb9y4FBpjNF/vK39jruC0rlSjREA9SFN9YOk4DXwzltNTx9fIrGiIFR5b/TO97QzmNHJ/jyQ0fxew0C3vK5hlIYhsJQvP57pfAYr35fvn/uz1TOf+1jTj9nqfZ0WVqTrwRL2dcEUfbHsqcFZqcCtsptIfViQz4PQZ9B0OepfO8hGvDRFH312CVd9Wyqc96jaWlNMlfk4q31a7rDyELVhX3UhsrtuCI2Wbi7WmNc3d3Ij54Z4m3ntNKwSot4OwZxSqndwKcBC/gY8JeUkxx6gNu01q8s6QiFEOIsZAsmo8kc9TY13IZnyiVFrtvV7FjV3tKabKnEeU0163YTuJ26iJ+t9REGpzI0ROZ/YzOU4hPX7+Tj332G//cXh5Z1fHYB3qtBYPlnz+lB4ZygsmTp1wVfCxnDbJD1asBlUBf2n+r/+ur9xqnvT331ewhVgrXZ435v9aD5TEymC3Q1RajZYB9ElFJsa45yoH+KsEOpoVsv6+TRIxN864ljfOy67mUcpXtullO/DPw9EAXuA/4LcDtwI/APwPVLNjohhDhLJ6azeAz7huh3PNKHx1DcernzskkiW2RzXXjd1dJaiM6GMNPpAhmb3rOtNUG+8oF9jKXyWJbG0uUA2NL61M/mqZ/n3Kep3P/qfeY89+nK9czXPea0x1d+PnXeqec//efK9Srf+zzqtEDMOBVgnR6cnR6w+Tz2r7eVlsqXiIW8bKlff7UN3YgHfbTGg0ymC9SEqgexrTVBfuu8Nv71+RPc9IZ2V4kiy83NX6GY1vpfAZRS/01r/Z3K8X9VSv3t0g1NCCHOTqFkMTSdIR6sPgv3wtAMjxyZ4P2XbnFcMjEtjUazZZ20JDpTXo/B7vY4T/ZNEvB6qu6/iod8xG3eJMXyK5kW+ZLJ+ZvqXe2bW686G8OMJHJYWtvOcP7eb2zm3oMj3PFIP3/z2+cs4wjdcbMQPncjyf8+7b7102NGCLHujCZzaE3VNyvT0nz1oaM0xQLc7CKbbzpbYFtT1HF/3UYQDXjpbok6dnMQq8tUtsiulpjtfrCNYLYd14xD2ZxY0MfvXryZpwameO749DKNzj03Qdw/KqWiAFrrL8weVErtAO5dqoEJIcTZMC3NwESGmE2P1F8dHOHoeJrbr+h0DMzKGZkGbTXrr6L9meqoDdEY85PISauttSCRK9IU89Nas/7LibixuT4ELtpx3Xh+O82xAF/b32fbR3glOAZxWusvaa1T8xzv1Vp/YvZnpdSnFntwQghxpiZSeYqmVTXzLlMo8Y1HB9jTFueqHc4lRZK5Ejuaoxt6Cep0Sim6m2Pl/rErWLVeOCuULLTWdDev364MCzXbjstpNs7vNbj18k6Ojqd54NDoMo3OncXMK/6dRbyWEEKcMa01AxNpIjb9TL93YJDpbJGPXNXl+KaWzpeoDfsc23BtREGfhz2tMaazBSnuu0pprZnJFdjdur67MpyJtpogXo9ybMd1dXcjO5qjfOOxY+RL9sWCl9NiBnES2gshVoWZbJF0oVT1DevkTJYfPzvEdbub6XYoKaK1JlM02d4clRmMKhpjQTbXh5hyaDAuVsZUtsCmuhCNG6Arw0J5PQbdzVHHdlxGpQDweCrPPc+dWKbROVvMIE4+ggkhVoWByQxBb/VZuDv29+P1KG69zEVJkVyR9togcZu9dQK2NUYJej2rvk3RRpMtmAS9HrY1boyuDGeiMRog6ndux3VeRw2XdNbz/acGHZdgl4vMxAkh1pVUvsRkqlA1++6FwWkePTrBuy/e7KqkSMnSdK7C+lCrjddjsLc9TqZgOm4UF8vDtDTpQok97XG8G6grw0IZhmJHc4xU3jkw++AVneSKJt958tgyjMzZYv5f/ZdFvJYQQpyRoalM1WQG09J85eE+mmMBbr6g3fFaM9kCXQ0R2UfkUizoY0dzlKlsfqWHIoCpTIHtTRGZRXahNuyjPhIglbefSd5cH+Yt57TysxeHOTGdXabRVeem7dbnsVkq1Vp/rPL1vy/iuIQQYsFyRZMTM9VbbN37ygh942n+81t2OZYUKZoWXo9Be52UFFmIjtoQk+kCiWxRCv2uoGSuSG3Y56qPqihnWnc1RTjQP0XEoR3Xey/ZwgOHxvj6I/380Ru3LeMoX8/NTNwB4CmbmxBCrAojMzk8ld6Yp8sUSnzzsQH2uiwpMpMt0t0c3VDNwReDYSh2tZbLjjhl/ImlUTQtiqbF7tY4hpTEcS0e9NFWEySRs5+Nqwv7eedFHTx6dILDI8llGt38HGfitNZ3LsdAhBDibJRMi2NTmapLRz9/cZjpbJG/vHGvY5ZpplAiFvBKSZEzFPR52N0W44WhGRojAcnqXWYz2QJ722oI+WUbwEJ1NkQYnnFux3XzBR387IVhvvvkcd57yZZlHOFruVlO/Vfsl1PfsagjEkKIMzCWzGNaet5ivEXT4p7nTnD+php2uigpki6UuHhLvcxinIWmWJD22gJDU1mClf6qhlKVr+VWaBLcLS6tNTPZIi3xIM1x+QByJkJ+D1vqwwxNZ6mrsi0Dyh9U3nfZFn7y/AmmM0WiK7Tv0E3ztP9vyUchhBBnwbI0/RNpYoH5/5A+dHiMiXSBP7+u2/FaiVyJ1niQmrDs5zpb25uixAJeciWTYkmTL1mUTF3+2bTQgNbl0gaaV79CuS6XRykMo/x1IwR/WmssDZYut4KytMaywNTl78vFlF/9r6QBA4VV+dlQEA54pabhWdpUH+LEdJZSZV9sNTfsaeHCLbXURVaujbyb5dRfL8dAhBDiTE1lCuRKFtF5gjitNXc/M0RnQ5iLttTaXmd2H1dno5QUWQw+j0GHzcb6cgkXC8viNV9NS1MwLQqlys20KJZeDf5mK5hUC/5mZ/zKQSCngkG75bHFMG8Qpjn1vda6Mt7yiGfHjioHs4Yql2rxGQY+r8JnePB5X/3Z7zFeDWo9c4NbhddQMnO8SAJeD11NEXpHUzREqs9oGlX23y4nNzNxACiluoH/AewFTpV91lqvbGqGEGLD65/IEPHN/+fs6WPT9E9k+OQN3Y6zE9OZAlsbwoRt2nWJxeMxFB5jdt+W+/1bpqVfvWmNaZaDQVNriiWLfMmiaFYCwaJFvmRSqAR/qhLxvS74ozLrV5nxM5Q6FYRZleexLH2qIur8ASR4DAO/x8DrUfg95SDMayj8XuM1QZhhlAOvucvM0pd39WiNBzk2maFQsvB7V29y00L+Ut0B/DXwaeBNwO04ZLcqpb4G3AiMaq3PrRz7HeBvgD3AJVrrA3PO/xTwYcAEPqa1/kXl+FuBz1L+V/5VrfX/rBzvAr4DNFDOlP2A1lr6vgixgcxki8xkCzRF528p9MOnB2mI+Lm6u8n2OkXTwmMoKcmwBpxpwGNVijfPDf5MXQ4AiyWLQklTtMpBoGlZeA0PPo+Bz6PweQwC3tcGYZ5KICZB2Prj9RjsaIry0onEqk5wWkgQF9Ja/0oppbTWA8DfKKWeAv7K5jFfB/4BuGvOsReBdwJfmnuiUmov8B7gHKAduFcptbNy9z8CbwYGgSeVUvdorV8G/hfwaa31d5RSX6QcAP7TAn4nIcQaNziVIVil5lvvaIrnh2a4/YpOx1IhM9kiu1tjq/pTtzg7hqHwS6AlXGqMBogGPGQL5qrN9F3IX6u8UsoADiulPqqUugWwbcamtX4QmDzt2Cta60PznH4T8B2tdV5r3Qf0ApdUbr1a66OVWbbvADep8rrIdcD3K4+/E7h5Ab+PEGKNyxRKjCbyRKu02PrhM4OE/R7eem6r7XVyRZOw30NLXBqECyHKZttxpQuro0/qfBYSxH0cCAMfAy4G3g/ctohj6QCOz/l5sHKs2vEGYFprXTrtuBBigzgxncPrmT9bcTiRY3/vOG89p9Vxj1syX2JnS0w2hgshXsNtO66V4hjEKaW+Ufn2Cq11Sms9qLW+XWv9Lq31Y0s8vkWjlPpDpdQBpdSBsbGxlR6OEOIsFUoWQ1OZqmVFfvzsEIZSvOMN9j1SU7kSjVH/ipYJEEKsTkoptjVFyBXNSomX1cXNTNzFSql24ENKqTqlVP3c2yKOZQjYPOfnTZVj1Y5PALVKKe9px+eltf6y1nqf1npfU5P9BmchxOo3ksgBzLuZPJEt8suXR7hmZxMNNpuSLV0uW7GtyXZniBBiA4sFfbTVOrfjWglugrgvAr8CdvP6vqkHbB63UPcA71FKBSpZp93AE8CTQLdSqksp5aec/HCPLofE9wPvrjz+NuDHizgeIcQqZVqagYk0sSpV0n/24knyJYt3Xmi/wyKRLbKpLlR1T50QQgBsrY9QNMs1DFcTxyBOa/05rfUe4Gta621a6645N9sacUqpbwOPAruUUoNKqQ8rpW5RSg0ClwP/ppT6ReV5XgK+B7wM/Bz4M621Wdnz9lHgF8ArwPcq5wL8F+AvlFK9lPfI/fMZ/DcQQqwxE6k8RVPPm3FaKFn85PmTXLy1jq0N1Yv2lirN2bc0SEkRIYS9kN/D1oYwM9nVVcVsIR8/X7feoJT6htb6A9UeoLV+b5W77q5y/t8BfzfP8Z8CP53n+FHK2atCiA1Ca03feLrq7Nl9B0eZzhYdZ+Gms0W6W6IEqpQnEUKIuTbVhRmacm7HtZwWMopz5v5Q2Yt28eIORwgh7E1nimQKJYK+1wdfltb86NkhdjRFOa+jpuo18iWToM+grSa0lEMVQqwjfq9BV1OEmdzqKTniJjv1U0qpJHC+UipRuSWBEWQPWlUjidyqzGQRYq07NpkhVKXF1uN9kwxNZ3nnRR22LbaSuSLdzVGpsC+EWJDWeBC/16BQslZ6KIC7PXH/A6gB7tJaxyu3mNa6QWv9qaUf4tpjWZre0RRjyfxKD0WIdSWVLzGRLhCpspR699ODNMcCXLG9seo10vkStWG/bdaqEELMZ7YdV2KVzMa5Wk7VWlvAbyzxWNaVYsmiZyS5aqJ1IdaDwakM/ip7UV45meCV4SQ3X9BRdYZNa022aLK9OWo7UyeEENU0RgPEAl6yBXOlh7KgPXFPK6UkkHNLgaVhYCK90iMRYl3IFU2GZ3LEg9VbbMUCXt68t6XqNZL5Em21QeJVSpMIIYQTw1DsaImSKqx83biFBHGXAo8qpY4opZ5XSr2glHp+qQa2HtSGfByfyjKTXR3TrkKsZcMzOQw1f4utoaksjx+d5O3ntc2b8ADlWbhCyWJLvZQUEUKcnfKWDD+54srOxi2kxMhblmwU65RSiojfw+HhJBdtrZO+jEKcoaJpcXwqU3UG7e5nh/B6FL91flvVa6TyJZrjAcc+qkII4ca2xggzmZWdpHE9E6e1HgBqgd+u3Gorx4SNsN9LMl/ixEx2pYcixJo1nsxjWnrevW5TmQL3HRzhut0t1IWr9z/Nl0w2yyycEGKRxII+tjVF8HpWboLGdRCnlPo48C2guXL7plLqz5dqYOtJbcjHkdHUik+7CrEWWZamfyJddRbu354/ScnU3HJB9eK+mUKJmrBf9sIJIRbVprrwihYMX8ieuA8Dl2qt/0pr/VfAZcBHlmZY64vXY+D1GBwZTa30UIRYc6YyBXJFa94WW7miyU9fOMml2+rpqKteuDdTMOm0acElhBBr0UKCOAXMnUoyK8eEC/Ggj5Fkjsn06uq7JsRqprWmbyJNpMo+tl++PEIyX+KdF26qeo18ySTs91AXllk4IcT6spAdvncAjyulZvue3ow0nF+QeNDHweEEl3TWr5q+a0KsZolciWS2ROM8hXlNq9xia09bnD1t8arXSOZKnNMel7pwQoh1ZyGJDf8b+BAwWbndrrX+zFINbD0KeD0US+UsOyGEs8GpDMEq+00eOTLOaDJv2+i+aFr4vYZ0ZxBCrEsLzbV/Fjg5+zil1Bat9bFFH9U6Vhv20z+eoSkWJFqldZAQopyMMJbIUx95fcap1pofPj1ER22IS7rqq14jmSuyXXqkCiHWqYVkp/455ab3vwR+Avxb5atYAEMpgj4Ph0eSaK1XejhCrFonprN4jPmL+74wNEPvWIpbLuzAqLJMaloaFDTHgks9VCGEWBELmQr6OLBLaz2xVIPZKKIBL+OpPCMzOVprq2fUCbFR5UsmQ1NZaqvUffvhM0PUhn28aVdz1Wskc0W21Ifxe2X/qRBifVrIX7fjwMxSDWSjqQn5ODyWIl+S2nFCnG40kUfDvLNsAxNpnhqY4sbz26sGaFprSpamrUY+JAkh1i/HmTil1F9Uvj0KPKCU+jcgP3t/JeFBLNBszau+8TS7W6tn1gmx0ZRMi4GJNDVVCvP+8Jkhgj6Dt5/bWvUaiVyJ9tpg1T6qQgixHrhZTo1Vvh6r3PyVmzhLNUEfJ6aztMVD1EgNKyEAmEwXKFl63jI846k8D/aM8bZzW4nZdF8omhYdddJiSwixvjkGcVrrvz39mFLKAKJa68SSjGoN01pz16P99E+keddFm23PVUoR9Zdrx+3rrJcMOrHhaa3pG09Xzdy+57kTWFpzk02LrVS+REPUL9nfQoh1byHZqf9HKRVXSkWAF4GXlVL/aemGtnbdf2iM7z45yJSL7gwhv4dMweTEdHYZRibE6jadKZIpmPP2IkznS/z8xWGu2tFIS7x6xmmuaLK1XlpsCSHWv4UkNuytzLzdDPwM6AI+sCSjWsOUUvzljXsomBZff7Tf1WPqwn6OjKXIFiTJQWxsAxNpwv7597H94qVhskWTW2xabGULJrGgl3hIZuGEEOvfQoI4n1LKRzmIu0drXQSk0Nk8tjVGecs5Ldx3cJSDJ51XnD2GwmcYHB6V2nFi40rmikxlioTn6ZNaNC3uee4E52+qYUdztOo10oUSXY0RabElhNgQFhLEfQnoByLAg0qprYDsiaviHW9opz7i54sPHikXHXUQD/mYSOUZF4bhnQAAIABJREFUT+UdzxViPRqazuKv0lP4wZ4xJtIF20b3hZJF0GdQV6W2nBBCrDcL6Z36Oa11h9b67bo8XXQMeNPs/Uqp25ZigGtV0Ofh9is6OTKW5pcvj7h6TDzop2ckRdG0lnh0QqwuuaLJyekcseDrZ+G01tz9zBCdDWEu2lJb9RqJXJHOhgiGJAgJITaIMy5lrstKcw59fBHGs668cWcT57THueuxfpK5ouP5fq9RqZGVWYbRCbF6nJzJ4q3SYuupY1MMTGa45cKOqsukJdPC51E0xaTRvRBi41jMfjTy8fc0Sin+6JptpPMlvvn4MVePqQ37OT6ZJuEi6BNiPSiaFscns1Xrvt399BANET9XdzdVvUai0mJrvtpyQgixXi3mXzzZkT+PrsYobz+3jZ+/eJK+8ZTj+YZShP1eekaSWC720gmx1o0l8lhaz1snsXc0xfNDM7zjDe2nupyczqokA7XUSKN7IcTGIjNxy+B9l24lGvDyxV8fdZV9GvZ7SeaKjCRyyzA6IVaOaWn6J9PEq7bYGiTs9/BWmxZbyVyRjrrQvLXlhBBiPVvMIG7/Il5rXYkGvdx6eScvn0zw654xV4+pDfo5PJokV5TacWL9mkznKZSseWfZhhM59veO89ZzWuctOwLlpIeiqWmvlUb3QoiNx7EiplLqL+zu11r/78rXjy7WoNajG/a08POXhrljfz+XdNVXfVOa5fUYGErRN55mT1t8mUYpxPLRWjMwniFS5d/Cj58dwlCKd7yhveo1UvkSLfGg478nIYRYj9zMxMUqt33AnwAdldsfAxct3dDWF4+h+ONrtjOZKfDdJ4+7ekw86OPEdNZV+y4h1ppEtkQyXyLoe/0yaCJb5Jcvj3DNziYaotUzTvMlk031MgsnhNiYHIM4rfXfaq3/FtgEXKS1/g9a6/8AXAxsWeoBrie7WmPcsKeZe547weCUcxkRpRTxoI9DwwlKUjtOrDPHJtPzBnAAP3vxJPmSxTsvrN7oPlMoURf2V91PJ4QQ691C9sS1AHOnhAqVY2IBbr28E7/X4MsPuktyCPo85EoWQ1PZZRidEMsjnS8xnsoTmadPaqFk8ZPnT3Lx1jq2NlRvZJ8pmLb3CyHEereQIO4u4Aml1N8opf4GeBy4c0lGtY7Vhf38/iVbeOb4NI/1Tbp6TG3Iz9HxNOl8yflkIdaAE9NZfB7PvMV77zs4ynS2aDsLlyua/P/t3Xl0XGeZ5/HvU3uV9t2ybHmLszh7YoxJQrqBQIcQCElDmq0JO31gWHpmehqmz5w+032aQ5/m9HZ6eskAzZIQoLNAoCEkA4GELDZegrPHllfJlmTta633nT+qZCtJlVSypSotv885OirduvfWq0pS+uW9932eWMhPbUyzcCKycs2l7dZfAR8BBnNfH3bOfWmhBracve3iVtrrY3z10YMk0rOvPvX7jEjAz4HesaJm70QWs0Q6Q9fQZN4WW55z/OCpLs5pquTitpqC51CjexGROZYYcc7tBu4C7gP6zUz3xJ2BgN/HJ6/dSO9ognv3dBV1TGUkwMB4kpOjiQUencjC6hmOY2QLW7/SjkMDdA1NcssVhVtspTLZkiQzLXgQEVkJig5xZvYOM9sPHAJ+lfv+04Ua2HJ3yZparjmnkbt3dxZd1LcmGuSlnlGSaS1ykKUpnfE4OjBRcDHCfXs6aa4Kc9WmxoLnGImnWNcQy9vhQURkJZnLTNxfAtuBl5xzG4DrgCcXZFQrxEeu3oAZfO3Xh4raP+j34Tk43D97+y6Rxah/LEHac3l7nD5/YoTnu0e5+fK2ggEt4zl8ZrRUq8WWiMhcQlzKOdcP+MzM55x7mGztuILM7Otm1mtmz0zbVm9mD5nZ/tz3utx2M7N/NLMDZrbPzK6Ydsxtuf33m9lt07ZfaWZP5475R1skN8iYQcBvpGYpC9JUFebdW9fyxMF+9h4dLOrctdEgnYNxhidT8zFUkZLxPMeh/gmqwoVbbFWFA1x3QeFF7yPxFGvrowX7qIqIrCRz+SQcMrNK4FHgTjP7B2B8lmO+AVz/im1fAH7unNsM/Dz3M8Bbgc25r08A/wLZ0Af8OfBaYBvw51PBL7fPx6cd98rXKgsz45zGSobjsxfpvfmyNlprItz+6MFZQ9/UuStCfl7qHiHjaZGDLB1DkykmUxlCgVd/7HQNTrLj4AA3XNJasHac5xyec7TWqLiviAjMLcTdBEwCnwceADqAt890gHPuEeCVdTRu4nRpkm8C75y2/Vsu60mg1sxagd8DHnLODTjnBoGHgOtzz1U755502SWb35p2rrJrro5QFQoykZy5LEgo4ONj12ykc3CSH+87XtS5Y6EA48kMJ4ZVO06WjsP948QKBLT7nuoi6Pdx48WtBY8fjadprYkUDHkiIivNXEqMjAONZGe7+oHv5i6vzlWLc+5E7nE3pwsGtwHT+1F1crrFV6HtnXm2Lwo+n7F5VRXjyfSsZUG2bahn67o67tp5jIEiW2zVRkMc6B1jMjl7iRKRchuJpxieSObtcTo4keQXL/TwxvObqY2F8h6fbXTv0VYXW+ihiogsGXNZnXorsBN4N3ArsMPM3nU2L56bQSvJNUEz+4SZ7TKzXSdPnizFS1ITDdJaE2UkPvv9ax9//UZSGY9vPF7cIge/zwj4fHScHD3bYYosuM6BScKB/DNo/7nvBOmM4+YZivuOJzM0VoaoDKvRvYjIlLlcTv0z4DXOuduccx8ke3/a/zqD1+zJXQol9703t70LWDttvzW5bTNtX5Nne17Oududc1udc1ubmprOYNhnZkNjBRnPzXr/2uraKDdf3sbDL57kuRMjRZ27Jhrk5GiCvtHiSpSIlMNkMkPvaDxvAIunMvzk6RNs39jA6trC97pNpjK016vFlojIdHMJcT7nXO+0n/vnePyU+4GpFaa3AT+ctv2DuVWq24Hh3GXXnwFvMbO63IKGtwA/yz03Ymbbc6tSPzjtXItGJOhnY1MlQ5OzXya9detaGitD/NuvOopetFAVCfJS71hRiyJEyuH40CR+n+Ut3vvQcz2MJtIzttiaTGaojgaojmoWTkRkurmEsAfM7Gdm9iEz+xDwn8BPZjrAzO4CngDOM7NOM/so8GXgzbnCwdflfiZ3roPAAeD/Ap8CcM4NkK1R95vc11/ktpHb56u5YzpYpMWHV9dGCQd8xFMz378WCfr5yNUbONg3zoPPdRd17nDATyrjcWxgYj6GKjKvkmmPrqH8ZUUyXrbF1gWt1ZzfWl3wHOPJNBsa1GJLROSViv5fW+fcn5jZ7wNX5zbd7py7b5Zj3lvgqTfl2dcBny5wnq8DX8+zfRdw0UxjWAz8PuO8VdX89tjgrCvrrjmnkZ8+0823nzjC1ZsaqY7O3uC7NhriSP8EzdUR3TMki0rvaBznyFu89/GOPnpHE3z89RsLHp9Me0SCPuoKLHgQEVnJ5to79R7n3H/Nfc0Y4OTl6mJBGirDjM6yyMHM+OS1GxlPprljx5Gizu0zIxr082L3CJ5qx8kikfEcR/onqMrTYss5xz17OmmrjbJtQ33Bc4zEU2xoqMCnFlsiIq8ya4gzs1EzG8nzNWpmxd2BL5gZm5oqSWY8vFlKjqxrqOBtF7fywDPdHOgtrsVWRTjAyGSa3iL7sIostP6xxKlm9a+0r2uYjpPj3Hx5G74Cl0nTGY+g32isUqN7EZF8Zg1xzrkq51x1nq8q51zhG1nkVSrCAdbWxRiamH2Rw/teu47qaJDbH+mYtc7clJpokP29YyTSqh0n5eWc40j/OBV56sIB3Luni9pYkDec11zwHMPxFO31sbx9VkVE5MxWl8pZWFsfw++bva9qZTjAba9bx/Pdozz8YnF17YJ+Hxgc6putG5rIwhqeTDGeTOe9B/Rw3zh7jg5y4yWr87bgguylWANaatToXkSkEIW4EgsFfJzTVFlUA/s3XdDCuS2VfOPxQ7O275pSEwnSNTRZ1GyfyEI5MjBBJJB/Fu6+vV1Egj5uuGhVweNHEyna6mIFCwSLiIhCXFk0V0eoigZmDWY+Mz557SaGJlLctfPYjPtOMTOqw0Fe7B4tutacyHwaS6QZGEtSkWeldN9Ygl/tP8mbL2jJu+ABspdiM56jbYbivyIiohBXFj6fsbm5iolkZtb73c5tqeK6LS38aN/xomvBRYJ+JlMZugZVO05Kr2twIu9iBoD7f3sc5xw3XVa4uO9YIk1zVYRoSLNwIiIzUYgrk5pokNbaSFF9VW973XoiQR+3P3qw6EUOtdEQB/vGi74MKzIf4qkMx4fjVEVePQs3nkjzwDPdXHNOIy3Vhe91S6Q91tZrFk5EZDYKcWW0vqG4vqo10SDv37aOp44N8cTB/qLO7fcZIb+PA71jRQc/kbPVMxzHb5a3bMjPnu1mMpXh5svX5DkyayKZpi4WLHipVURETlOIK6OpvqqDRSxCuOHiVtY3xPjarw/N2r5rSlUkSP9Ygr6xxNkOVWRW6YzH0cEJqvMEsFTG4/7fHueSNTWc01xZ8ByTqTTrGtToXkSkGApxZba6Nko05J81mPl9xieu3UTvaIJ79nQWff7qSIgXe0ZJpmcuaSJytk6OJsh4Lm+LrUdeOkn/eJJbZpiFi6cyVIQC1MY0CyciUgyFuDLz+4xzW6oYS8x+b9zFbTVcu7mRe/Z00j1cXGeGUMBHJuM4WuSiCJEz4XmOw/3jeRvdO+e4b28X6xtiXNFeW/Ac48nsLJwa3YuIFEchbhEotq8qwIev3oDfZ3z11weLPn9tLMTR/vGiFlGInInBiSTxtJe3eO/uo4McGZjg5svbCga0VCZ7bEOlWmyJiBRLIW4RmEtf1cbKMLduXcuOQwPsOTJY1Pl9ZlSEA7zUPYqn2nGyAA73T1ARLFDcd08XDRUhXr+5qeDxI/EU6+sr8l6KFRGR/BTiFomKcID2+uL6qr7zsjZW10S4/dGDs7bvmhILBRiNpzlR5GVYkWINT6YYnkzmret2oHeMfV3DvOPS1QVrx2U8h8+MpmrNwomIzIVC3CKytj6G3z97X9Wg38fHr91I19Ak9//2eNHnr40GOdA7WvTqVpFidA1OECnQHuvevZ3EQn6un6HF1kiu0X2hkCciIvnpU3MRCfp9nNtcVVRf1a3r6tm2vp7v/eYY/UWWEAn4fQT8Pg6eHDvboYoA2bpuPSMJKvO02OoeifPYgT6uv3AVsVD+S62ec2ScY5Ua3YuIzJlC3CLTWBkuqq8qwMdev4G05/GNxw8Xff6qcIDukQSD47NfthWZzfGhOAG/5V2w8MOnuvCZ8Y5LVxc8fjSeZnVNhEhQLbZEROZKIW6RmeqrOl5EX9XWmii3XL6GX750kmePDxd1fjOjKhzghe4R0kXeTyeSTzLt0TU4kbesyMhkioee6+F3zm0quOLUOUcqk2FNXWyhhyoisiwpxC1CNdEgq4vsq/quK9fQWBnmX3/VMWv7rimRoJ9E2uPYoGrHyZnrGckuksm3ovSnz5wgkfa4+fLCje7HExkaK8NU5LkUKyIis1OIW6SK7asaCfr52DUbONw/wQPPnCj6/LXREEf6JxhPzH7ZVuSVMp7jSP9E3h6nybTHj/edYOu6uhlbaMXTGdrVYktE5IwpxC1SkaCfTc3F9VW9alMDl6yp4Y4dR4taFAHZ2ZOw389LPaOzXrYVmS7jOY4PTpL2vLwrSn/xQi9DkylumWEWbjKZoSoaoDqiWTgRkTOlELeItdYU11fVzPjktZuYTGX49pNHij5/ZSTA4ESKk6PFrW6VlS3jObqHJtlxqJ+OvjFq8szCec7xg6e6OKe5kovaagqeazyVZoNabImInBWFuEVsLn1V2+tj3HhxKw8+283+ntGiX6M2GuTFnlESadWOk/ymh7cXekaJBPw0VIQJ5JmF23FogK6hSW6ZocVWMu0RDfqpi4UWeugiIsuaQtwiV18RKrqv6nu3tVMTC/JvjxyctX3XlKDfBw4O942f7VBlmSkU3mYqynvfnk5aqsNctamx4D6jiRQbGmL41GJLROSsKMQtAZuaKkmkZ++rWhEO8KHXrefFnlEefqG36PPXRIN0Dk4yPFHc/XSyvGU8R8/w6fAW9s8e3gCePzHC892jvPOytoI9UNMZj4DP1OheRGQeKMQtARXhAOsaYkUtcnjD+c2c11LFNx4/XPTK02ztuCAv9YwUXaZElp/p4e357tPhLRQo7mPi3r2dVIUDXHdBS8F9huMp1jVU5L0UKyIic6NP0iVibX2MQBF9VX1m/NHvbGJ4MsVdO48Wff5oyM94MsPxocmzHaosMdPD23Mn5h7eALoGJ9lxcIAbLmkt2H0h4zkMaKlWiy0RkfmgELdEzKWv6jnNlbzlwlX8aN9xjvQXf69bbTTE/p5R9veMMqb6cctexnP0jsTZOS28NVbOLbxNue+pLoJ+Hzde3Fpwn9FEijV1sTM6v4iIvJo+TZeQpqow1UX2Vf3D7euIhQLc/ujBouvA+X1GfUWYnpEEvzk0wJ6jg/SNJXSJdZl5eXgbIXQW4Q1gcCLJL17o4Y3nN1NbYMWpc450xrG6Nno2QxcRkWkU4pYQM2NzS3F9VWuiQT6wfR37Ood5vKO/6Nfw+4yaaJDGyjCptMczXcM80dHH0f7xWevVyeKWL7zN9bJpPj/ed4J0xs3YYms0nqa1NkI0pEb3IiLzRSFuiamOZPuqDhdRcuT6C1exobGCr/760BkFsFgoQENFmIpQgMP9EzzR0c+zx4cZnkipy8MSslDhDbKdF37y9Am2b2yYcZYtmfFo0yyciMi8UohbgtY3VOQuT828yMHvMz557Ub6xhLcvbvzjF8v4PdRFwvRUBFiZCLN3mMD7Dw0wImhyVkXWkj5LGR4m/LQ8z2MJdIzttgaT6Sprwjl7bMqIiJnTiFuCYoE/WxsqixqNu7C1TX87rlN3Lu3kxPDZ7fy1MyojARoqIjg9xkv9ozyeEcfB3q1EGIx8UoQ3iAbEn/4VBcXtFZzfmt1wf3i6TTrGmLz+toiIqIQt2S11kSJBGfvqwrwoavWE/D5+Oqjh+bt9cO56v01kRDdw6cXQvRrIUTZTIW3HQsc3qY8dqCP3tHEjLNw8VSGilCAmqhm4URE5ptC3BLl9xnntVQxWsQMWENlmPe8Zi07Dw+w6/DAvI9j+kKIp7uGeaKjXwshSqjU4Q2yq03v3dtJW22UbRvqC+43lkyxvlGN7kVEFoJC3BJWVxGiuSrESBG1495+6WraaqPc/ujBBbuP7fRCCD+H+sZ5oqOf57QQYsFMD2/Pnhgm6PcteHibsq9rmI6T49x8eRu+AgEtlfFOzdiKiMj8U4hb4jY2VZLMeLNewgz6fXzi2o2cGI7zg6e6FnRMAb+P+oowDRUhhifS7D02qIUQ8+jUPW+HB06Ft8aKCOFA6cp33Luni9pYkDec11xwn5F4ivX1FWp0LyKyQBTilrhYKMD6xhjD8dn7ql7RXsf2jfV8f9cx+sYSCz620wshwloIMQ9eGd4CPit5eMt4jp89282eo4PceMnqgrN+Gc/h9xlN1ZqFExFZKApxy8Cauhh+3+x9VQE+es1GPA/+/bH5W+RQjHwLIfZqIURRFkN485zjVy+d5NPf2cM/PXyAc1sqedsMLbaGJ5O018UIqtG9iMiCKdsnrJl9zsyeMbNnzezzuW31ZvaQme3Pfa/LbTcz+0czO2Bm+8zsimnnuS23/34zu61cv085TfVVHSri3rhV1RF+/4o2Htnfx9NdwyUY3ctNXwiR1EKIGS2G8Oac44mOPj57116+8uCLBHzG/7zhAr7yrkupDAfyj9s5HNBSo0b3IiILycpxw7mZXQR8F9gGJIEHgD8CPgEMOOe+bGZfAOqcc39qZjcAnwFuAF4L/INz7rVmVg/sArYCDtgNXOmcG5zp9bdu3ep27dq1QL9deTjn2HN0kFTaUVHgj+uURDrDp+7cQyzk5+//4HL8Zb5nKZ3xGImn8By0VEdoq41SHQ2s2BWNnufoG0twsC8bbCvDgZIGN8j++7T76CB3PnmUAyfHaKuN8r5t7VyzubHgQoYpw5MpWqrDbG6pKtFoRUSWNzPb7Zzb+srtM/+1XzgXADuccxMAZvYr4BbgJuB3c/t8E/gl8Ke57d9y2cT5pJnVmllrbt+HnHMDufM8BFwP3FWy32SRmOqruvvwILGQf8YAFA74+dg1G/jST1/gJ0+f4O2Xri7hSF9taiGEc47hiRQ9I3FiIT/r6mM0VIVXzCW5fOGtHCs793UOcceTR3i+e5TmqjCfe9Nm3nBec1Fh3zlHKpNRo3sRkRIoV4h7BvgrM2sAJsnOsO0CWpxzJ3L7dAMtucdtwLFpx3fmthXaviJN9VXtHU1QGw3NuO/2jQ1ctraWO3ce4fWbG6mNzbx/KUwthKgkQCKd4YWeUXy9Y6yujdJaE5l1hnGpWizh7YUTI3x7xxH2dQ7TUBHiU7+7iesuaJlTiB5PZGiuXr7/rEREFpOyfNI65543s78GHgTGgaeAzCv2cWY2b9d6zewTZC/X0t7ePl+nXXTWNVTQMxInnfEIzPDH18z4xLUb+cxde/nWk0f47Bs3l3CUswsH/IQDfjKe48TQJMcGJqiNBWmvj1EbC5X9EnCxPM+RcY6M5/CcI+257Lbc9nTG4+jAZFnD24HeMe7ccYRdRwapjQb5+Os3cP2FrWdUb24ynWZLXeEWXCIiMn/K9r/LzrmvAV8DMLMvkZ1F6zGzVufcidzl0t7c7l3A2mmHr8lt6+L05dep7b8s8Hq3A7dD9p64eftFFpmpvqoHesdmDQRr62K849LV/GBvF9dfuIpzF+E9TH6fnZolnEim2deZrYu2riFGU1WYSHDh7hVzufCVzgWwjOfwPF4WypJpj1TGI+05UmmPZMYjnXGkPI90xmNq4a1hQPaG/+yj09srwuUpiHukf5w7dxzliYP9VIYD3Pa69dx4SesZv6cTyTS1sZBabImIlEjZQpyZNTvnes2snez9cNuBDcBtwJdz33+Y2/1+4L+Y2XfJLmwYzgW9nwFfmlrFCrwF+GIpf4/FqLUmStdgdnZntj/I73nNWn75Yi//9kgHf/OuS2e9ab2cYqEAsVCAVMbj4MkxDvSOFVwIMRXAMu4VwevUNkcq45HKTH0//TidyYax0wEsd05eHcB8Bj4zfL7Tj/0+I+gP4AuxKBdnHB+a5Ds7j/LISyeJBP28b1s777h09VlfAp1IZbh0Ef6PgIjIclXOG1fuyd0TlwI+7ZwbMrMvA983s48CR4Bbc/v+hOx9cweACeDDAM65ATP7S+A3uf3+YmqRw0rm9xnntlSx99jQrCEuFgrw4as38LcPvcTPn+/hzVtWlWiUZy44bSHE0ESSnpE40ZCfoM93agYs4xxuWgibCmDTI5mZZUOXGT5fLoyZEQ74iYYCizrQnomekTjf+80xfv5CD0G/j9+/Yg03X95G9TzMnCXSGaJBP7WahRMRKZmylBgpt+VYYiSfZ7qGGJ5Iz/pH2jnHn977NMeHJvnXD1xZsP7XYpbKeHjOnQpiS+WeuVLoH0vw/d2dPPhsN2bw1otaedeVa6ibx8Us/eMJtrRW01yt2nAiIvNtsZUYkRLY2FTJjoMDp1ogFWJmfPLajfzx957in36xn/dua6e9PrYoLwUWslLKkMzF0ESSe/Z08pOnu8k4x1u2tHDr1rU0Vs7v/XepjEfAZzTM83lFRGRmCnHL2FRf1aP9E9TPcuP8pqZKbt26lu/vOsZjHf201Ua5alMDV21qZFNTxZIKdCvdaDzFfXu7+NG+4yTTHm84r5n3bGtn1QLNko3GU2xsqtTsp4hIiSnELXNr6mIcH4qTTHuzloz4wPZ1vO3iVp442M/jHX3cs6eT/9jdSXNVmKs2NXL1pgbOXVW17O4VWy4mkmnu/+1x7tvbxUQyw7WbG3nvtnbW1MUW7DUznsMs22lDRERKS/fErQC9I3GePTFC4xzLWAxPpth5qJ/HOvr57bEh0p6joSLE6zY2cNWmBrasrtHsyyIQT2X4ydMnuHtPJ6PxNNs31vO+bevY0Fix4K89NJFkdW2UTc2VC/5aIiIrle6JW8GaqsLUDAUZT6TnVEaiJhrkzVtW8eYtqxhLpPnN4QEe7+jjwed6+PHTJ6iNBnltLtBd0lYzY3FhmX/JtMcDz3bzH7uPMTSR4sp1dbx/W3vJepa6XPHitjq12BIRKQfNxK0QI/EUuw4N0FgZPuv72yaTGXYfHeSxA33sOjJAPOVRGQ6wbUM9V29q4LK1dWdU7V+Kk854/L/ne/nerqP0jSW5uK2GD2xfx5bW0nZKGJlM0VAV4vxV6tAgIrKQNBO3wlVHgqypj9IzMntf1dlEQ36uOaeRa85pJJHOsPfoEI939LHjYD+/eKGXaNDPa9bXc9WmBq5cV7egXRVWkozn+NVLvdy18xjdI3HOa6ni89edy6VrassynkTGo02N7kVEykYhbgVZ11BBz3Bi1r6qcxEO+Nm+sYHtGxtIZTz2dQ7zWEcfTx7s55H9JwkFfFzZXsdVmxrYtqGeWEj/ys2V5xyPHejjOzuP0jk4ycamCv78xi1cua6ubKuGxxJpGipDVEVU3FdEpFx0OXWF6RqcZH/v6IL36sx4jmeOD/N4Rz9PdPQxOJEi4DMub6/lqk2NvHZDvQLALJxz7Dw8wB1PHuFw/wTt9THe/9p2XrexoWzhLZXxGImnCAV8XNxWo3+GIiIlUOhyqkLcCpPxHLsOD+AzK9llTs85Xuge5bEDfTxxsJ+Town8PuPithqu2pSdxZvP7gFLnXOOvceGuOPJI+zvHaO1JsL7trXz+s1NZVsNnM54DMdTBPzGpsZKmqsjWpksIlIiCnHTrOQQBzA4nmTvsSGaylBh3znH/t4xHu/I1qI7MRzHZ3BBazVXb2rkqk0NK7ry/zPCxjF+AAAL9UlEQVRdw9yx4wjPHh+hqSrMe1+zljee31K2wJTxHMOTSXw+Y0NjBauqI1qFLCJSYgpx06z0EAfF91VdSM45DvdP8FhHH4939HNsYAKA81qqst0izmlcsC4Di82L3aPcseMITx0boj4W4tbXrOUtW1rK1k7sVHgzY11DjNbaqFqbiYiUiULcNApx2er+Ow4OUBcLLZrLYscGJ07N0B08OQ7AxqaKUzN0C9l5oFwOnhzjzh1H2Xl4gOpIgHdfuZa3XryKcKA8K3o95xieTOGcY11DBatroyoXIyJSZgpx0yjEZR3uG+dI//isfVXLoXs4zuO5GboXe0YBaK+Pnernur4hVtab+yeTGSZSGSaTGSanfZ9IpvNsK7BfKkM85VER9nPL5Wt4+yWriYbKF95G4ikynmNtXYy2uqhKw4iILBIKcdMoxGWlMh47Dw0QCfgX9WzLydHEqX6uzx0fwQGtNRGuys3QbW6unDHQOedIpHPB61SYSp8OWLlwNVEweKVfti3tFfffTMjvIxryEw36iYX8px5HQ35iue8NlWGuu6CFyjl00phPzjlG4mlSGY81dVHW1scU3kREFhmFuGkU4k7rHYnz7PERGpfIYoLB8SRPHurn8Y5+9nUO4Tlorgpz/qpqkpmXz3hNBbR4KkORuetUyDoVtqY9zoaxwOnHU9unhbKpfSJB36JeAOCcYzSeJpnxaK2N0F4fUw0/EZFFSh0bJK+mqjC1sbn3VS2XuooQb72olbde1MrIZIqdhwZ4rKOPF7pHToWtilCAxsrwtAAWmHE2bOrnSNCPr0yXaEtpLJ4mns7QUh1mXUPFkvjnLiIir6ZP7xXOzDinuZLfHBogFvKX7T6zM1EdDXLdlhau29JS7qEsCWOJNJOpNE2VYS5qrFahXhGRJU4hTqia6qs6nKBWRXeXnYlkmvFkhoaKEFtWV1NTxrIyIiIyfxTiBFiYvqpSXpPJDOPJFDWxEFeuqqYmpvAmIrKcKMQJkG1kv6mpkhd7RpfMIgfJL57KMJZIUxUOcNnaOmpjwSV1mVxERIqjECenrKqJcHIsQf94AoCgL1siQ5X6l4ZEOsNoPE0s5OeSNTXUV4QU3kREljGFODnF5zMuXVtLPFcTbWA8Qd9YkpF4ClCoW6xSGY+ReIpwwMeFq6tprAzjWyRdOEREZOEoxMmrRILZchv1FSHOaUahbpFKZTyGJ1OEgz4uWFVFY1Vk0bRQExGRhacQJ7PKF+rGE2kGJ5IKdWWQzngMxZME/T7OX1VFc7XCm4jISqQQJ3M2FeoaKsMKdSWU8RzDk0l8PmNzcxWrqiNaSSwisoIpxMlZU6hbWFPhzQw2NFbQWhvVeygiIgpxMv8U6uaH5xwjkyk852hviLG6Nko4oOb0IiKSpRAnC06hbm485xiNp0h7jjV1MdbURYkEFd5EROTlFOKk5BTq8nPOMRJPk/Y82mqjrK2PKbyJiEhBCnFSdis91DnnGI2nSWYytNZGaa+PEQvpP00REZmZ/lLIorNYQ51zDgc49/KfyW1zuGnPZX8+/RiYts/UcZ5zpD3Hquow7Q21VIb1n6SIiBRHfzFk0Ss21BnG6egEr6yc5qY9fvlzLz8uHwPMwGeGmeEzst/JdrowLPd9ap/s9+x+vOz5089ln6+rCFEVUXN6ERGZG4U4WXLyhbqJZAbPuVxIOh2WDINTQerVz01vLTp926v2VQ9SERFZZBTiZMmbCnUiIiIryfK6Q1xERERkhVCIExEREVmCFOJEREREliCFOBEREZElqGwhzsz+2MyeNbNnzOwuM4uY2QYz22FmB8zse2YWyu0bzv18IPf8+mnn+WJu+4tm9nvl+n1ERERESqksIc7M2oDPAludcxcBfuA9wF8Df+ecOwcYBD6aO+SjwGBu+9/l9sPMtuSOuxC4HvhnM9MyRREREVn2ynk5NQBEzSwAxIATwBuBu3PPfxN4Z+7xTbmfyT3/JssW7roJ+K5zLuGcOwQcALaVaPwiIiIiZVOWEOec6wK+AhwlG96Ggd3AkHMundutE2jLPW4DjuWOTef2b5i+Pc8xIiIiIstWuS6n1pGdRdsArAYqyF4OXcjX/ISZ7TKzXSdPnlzIlxIRERFZcOW6nHodcMg5d9I5lwLuBa4GanOXVwHWAF25x13AWoDc8zVA//TteY55Gefc7c65rc65rU1NTfP9+4iIiIiUVLnabh0FtptZDJgE3gTsAh4G3gV8F7gN+GFu//tzPz+Re/4XzjlnZvcD3zGzvyU7o7cZ2Dnbi+/evbvPzI7M76+0bDQCfeUexAqi97v09J6Xlt7v0tL7XVqler/X5dtozrkSvHaeFzb738AfAGlgL/AxsvezfReoz237gHMuYWYR4NvA5cAA8B7n3MHcef4M+EjuPJ93zv201L/LcmJmu5xzW8s9jpVC73fp6T0vLb3fpaX3u7TK/X6XLcTJ4lTufyFXGr3fpaf3vLT0fpeW3u/SKvf7rY4NIiIiIkuQQpy80u3lHsAKo/e79PSel5be79LS+11aZX2/dTlVREREZAnSTJyIiIjIEqQQJwCY2Voze9jMnjOzZ83sc+Ue00pgZn4z22tmPy73WJY7M6s1s7vN7AUze97MXlfuMS1nZvbHuc+SZ8zsrlyVAZlHZvZ1M+s1s2embas3s4fMbH/ue105x7icFHi//yb3mbLPzO4zs9pSjkkhTqakgf/mnNsCbAc+bWZbyjymleBzwPPlHsQK8Q/AA86584FL0fu+YMysDfgssNU5dxHgB95T3lEtS9/g1d2OvgD83Dm3Gfh57meZH9/g1e/3Q8BFzrlLgJeAL5ZyQApxAoBz7oRzbk/u8SjZP3DqQ7uAzGwN8Dbgq+Uey3JnZjXAtcDXAJxzSefcUHlHtewFgGiuy04MOF7m8Sw7zrlHyNZOne4m4Ju5x98E3lnSQS1j+d5v59yD03q+P0m2c1TJKMTJq5jZerKFlXeUdyTL3t8D/wPwyj2QFWADcBL499zl66+aWUW5B7VcOee6gK+Q7c5zAhh2zj1Y3lGtGC3OuRO5x91ASzkHs8J8BChpwwGFOHkZM6sE7iHb/WKk3ONZrszsRqDXObe73GNZIQLAFcC/OOcuB8bRZaYFk7sP6yay4Xk1UGFmHyjvqFYely0/oRIUJZDrHpUG7izl6yrEySlmFiQb4O50zt1b7vEsc1cD7zCzw2Rbzb3RzO4o75CWtU6g0zk3Nbt8N9lQJwvjOuCQc+6kcy4F3AtcVeYxrRQ9ZtYKkPveW+bxLHtm9iHgRuD9rsR12xTiBAAzM7L3Cz3vnPvbco9nuXPOfdE5t8Y5t57sDd+/cM5ppmKBOOe6gWNmdl5u05uA58o4pOXuKLDdzGK5z5Y3oYUkpXI/cFvu8W3AD8s4lmXPzK4ne1vMO5xzE6V+fYU4mXI18IdkZ4Seyn3dUO5BicyjzwB3mtk+4DLgS2Uez7KVm/G8G9gDPE32b406CcwzM7sLeAI4z8w6zeyjwJeBN5vZfrIzol8u5xiXkwLv9z8BVcBDub+b/1rSMaljg4iIiMjSo5k4ERERkSVIIU5ERERkCVKIExEREVmCFOJEREREliCFOBEREZElSCFORGQGZlZrZp/KPV5tZneXe0wiIqASIyIiM8r1Ev6xc+6iMg9FRORlAuUegIjIIvdlYJOZPQXsBy5wzl2Ua7XzTqAC2Ey24XuIbNHsBHCDc27AzDYB/wdoAiaAjzvnXij9ryEiy40up4qIzOwLQIdz7jLgT17x3EXALcBrgL8CJpxzl5Ot6v7B3D63A59xzl0J/Hfgn0syahFZ9jQTJyJy5h52zo0Co2Y2DPwot/1p4BIzqyTb+P0/si1EAQiXfpgishwpxImInLnEtMfetJ89sp+vPmAoN4snIjKvdDlVRGRmo2QbXM+Zc24EOGRm7wawrEvnc3AisnIpxImIzMA51w88ZmbPAH9zBqd4P/BRM/st8Cxw03yOT0RWLpUYEREREVmCNBMnIiIisgQpxImIiIgsQQpxIiIiIkuQQpyIiIjIEqQQJyIiIrIEKcSJiIiILEEKcSIiIiJLkEKciIiIyBL0/wGYEHBP1p/lcQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The load shortfall decreased between the months of January-February, July-August and November-December. There was a huge increase May-june and another increase between October-November.*" + ], + "metadata": { + "id": "nSfx6i6pgE4t" + }, + "id": "nSfx6i6pgE4t" + }, + { + "cell_type": "code", + "source": [ + "#checking for linearlity\n", + "for i in df.columns:\n", + " sns.regplot(x=df[i],y=df['load_shortfall_3h'],data = df,line_kws={\"color\": \"red\"})\n", + " plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "IzUJLIvlno47", + "outputId": "189edeae-be49-4156-8321-0ebdf64d9858" + }, + "id": "IzUJLIvlno47", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEHCAYAAABr66s0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9e5gcZ3ng+3ur+jo3aWTNSEaSY8mWkW1ssDEXbxxHSQzYzlkg5/Fm8WaBJBA7WViTLHBsdllIHMjagUBwLkSO4w3e7IFwlBDEwTLBJorixIYY4yuSLTGykWRLo8tIM9Pd05eqd/+o6pmemfqqp2t6Wi35+z1PPT3zTn/d1TUz31vvXVQVi8VisVgWg3OqT8BisVgspz9WmVgsFotl0VhlYrFYLJZFY5WJxWKxWBaNVSYWi8ViWTSpU30Cp4KVK1fqueeee6pPw2KxWE4bvv/97x9V1SHTz1+RyuTcc8/lscceO9WnYbFYLKcNIvJi3M+tm8tisVgsi8YqE4vFYrEsGqtMLBaLxbJorDKxWCwWy6KxysRisVgsi2ZJlYmIrBORfxCRH4rIsyLyoVD+2yJyUESeCI/rG9Z8TET2ishzIvK2Bvm1oWyviNzWIF8vIt8N5X8tIpml/ExLzY7do9x496Ncded3uPHuR9mxe/RUn5LFYrE0ZaktkxrwYVW9CHgz8AERuSj82edV9XXhcT9A+LN3ARcD1wJ/KiKuiLjAnwDXARcBNza8zp3ha50PjAHvW+LPtGTs2D3KJ7Y9y+jEFMvzaUYnpvjEtmetQrFYLF3PkioTVX1ZVR8Pv54AdgFrYpa8A/iKqpZVdR+wF3hjeOxV1RFVrQBfAd4hIgL8LLA1XP8l4J1L82mWni07R0i7Qk8mhUjwmHaFLTtHTvWpWSwWSywdK1oUkXOBy4DvAj8JfFBE3gM8RmC9jBEomkcblh1gRvnsnyN/E3AWcEJVaxHPn/v+NwE3AZxzzjmL/0BLwP6xIq7AyJFJKp5PxnVY2ZfhwFjxVJ/aotixe5QtO0fYP1Zk3WAPN1+9gc2bhk/1aS2KM/EzWSyLoSMBeBHpA/4G+E1VHQe+CJwHvA54GfiDpT4HVb1bVa9Q1SuGhowdAU4p/dkUB09MUfMV1xFqvnLwxBR92dO3UUFS1103x46sO9Jimc+SKxMRSRMokv+tqn8LoKqHVdVTVR/4cwI3FsBBYF3D8rWhzCQ/BiwXkdQc+WnJ9NRLbTga5achSVx33b5ZW3ekxTKfpc7mEuAvgF2q+rkG+dkNT/sF4Jnw623Au0QkKyLrgY3A94B/BTaGmVsZgiD9Ng122X8AbgjXvxf4+lJ+pqVksuKxZnmOlCt4qqRcYc3yHIWK13Rtt97J7x8rkk+7s2T5tBvruuv2zTrJZ7JYznSW2n/yk8C7gadF5IlQ9l8JsrFeR3Dv/QJwM4CqPisiXwV+SJAJ9gFV9QBE5IPAtwAXuFdVnw1f71bgKyLyKeAHBMrrtGTdYA+jE1NsGOqblhUrNYb7c7Hrduwe5aNbn2RiqkbN9zk6UeajW5/kMze89pT78eufqScz86dWqnqsHewxrtk/VmR5Pj1L1k2bdZLPZLGc6Sx1NtfDqiqqemljGrCqvltVLwnlb1fVlxvWfFpVz1PVV6vq9gb5/ap6QfizTzfIR1T1jap6vqr+O1UtL+VnWkpuvnoDVU8pVmqoBo9VT7n56g2x6+58YDdjxSoKpFwHBcaKVe58YHdHzjuOJJ9p3WAPpepsa6ybNuukvyeL5UzGVsB3EZs3DXP72y9muD/HyVKV4f4ct7/94qbWxcjRAo6AI4IgOCI4EshPNUk+U7dv1kl/TxbLmczpmyZ0hrJ503DHNqVOpbe2+pk2bxrmdoLYyYGxImu7MPW2k78ni+V0wCqTM4D1Z/Ww90gB8RURUAVf4fyVZrdQPWMq7cqsjKnboSs2SbtZWyynF1aZdBlJrIXbrruQj2x9kslyDS+sUVmeTXPbdRca1zRmTAH0ZFIUKzW27Byxm7jF0iKdLGLt1oJZGzPpIpLWV2zeNMxnb3gtl60bZPVAjsvWDfLZJplc+8eKjJcqPPvSSZ4+eJJnXzrJeKnSNRlTFsvpQifrorq5Bssqky6iHfUVCy5vVOXIZBU/XOArHJmsntYFkhbLqaCTdVHdXINllUkXkbQYbsfuUT6y9Ul+sH+Mw+NT/GD/GB/Z+mTs3crxQhUAaTga5RaLZWF0soi1mwtmbcyki0haDHfH9l2MFSr4GlgmNU+p1ircsX2X0dVV9nzSDngaBOxFICWB/HSmW/3JljOXThaxdnPBrLVMuoik9RU/OlrAC71TEpoYngZyE70ZF0TIplxyaZdsKvi+N+Ma13Q73exPtpy5dLIuqptrsKxl0kVs3jTMDQdOcM/D+yhUPHozLu+/an3TO+vatCZh5lEb5BG8/6r1/OFDe6h6M5XmjgTybiCJhbFl5wiVmsexydp0C//+XOq0z1C768Hn5/1N3HLNBbFrrIXWOTpZF9XNNVhWmXQRO3aPsvXxgwz1Zzkn7VKqemx9/CCXrl0e+8dSb1c/N3aeciR6AXDp2uX0ZVwmKx6+BoqkL+Ny6drl7fo407S6sSWtgXn+8DjjUzUcBFeEmqccK1SoeeNt/0yd4q4Hn+cL39mLI5ByApfGF76zF8CoUJJevyQKKKnSSqIgu5mkdVFJrl+31mBZN1cXUb+zPnRyiucOT3Do5BSVmtc0UyPlRFsgrkFef6+hgRwXv2oZl6xZxsWvWsbQQK7tWSFJXE9JM1aqoSXmOIKI4ITKtBJjoXWSJJ2d73l4X6hIHBxxwsdAbqJTbf+TuhXrCrJU9WYpyLsefL7p9TiTONPcslaZdBHPHx7nyGSZYsUL/aIeRybL7Dkcf2c9VWtNDp3LCkmysSU9t0zKAQVfFUXxNchIyKTa/2feqmJIunEUKh5zDUxHiB1L0Km2/0mVfhIFeSbSzWm+SbDKpIsoVX08f6ZWRAHPh2K1/RlW6wZ7OFYoM3Jkkt2Hxhk5MsmxQrntWSFJNrakXYM3Dvezsj9DyhE8X0k5wsr+DBuH+5N/gAiSpGIn3Th6M+50LVAdX4lNlEhy/ZL8npIq/SQK8kykm9N8k2CVyRLS6t3rlOGfySRfDFduWMHoRIWK5+MIVDyf0YkKV25Y0db3SbKxJc1Yqa/zwuCRp7qgda3+nu7YvosTxSrqgyuC+nCiWOWO7buMa/aPFal5/izlXfP8phvH+69aj69Q83189cPH+ESJTrX9T6r0ezMuNU8p1zymqh7lmkfN09M6kzAJ3T5qoVWsMlkikrg11BAvN8nrmH4ct+yRkeP0Z108XynXFM9X+rMuj4wcj3+zFkmysS2mxbsAaDjqWOOvAST7Pe07Vgxa/jfEZhwJ5Cb6Mi4HT0xR83Q6OeDgiammG+gt11zAh372fPJpl5of3Ll+6GfPjw1Wd6rtf1Kl/3ObhvDCZqRK8OhpIH8l0c1pvkmw2VxLRJJGiqZOJkvR4eT5w+MUKh5px5nuNFyoeE3jM62SNJUxScbKlp0jDOTTrF6Wn5Y1u+Zbdo4wOVXlRKk6ndW2PJ9uezqx1AuAGtsNaIM8hluuuaDlTKdOtP1P+rs9NF5hsCfFyVJt+povy6c4NF5Z8PmeCSS9ft2a9m2VyRLRydGzJl0Tp4OqXhCg9lSnK+BFmmc+LeYPealzqvaPFalUPfYdLUxvUit7M1Rq5pjTsy+dZLwhU8FXOF6s8uxLJ41rNqzsZfehCSoNNToCbFrdZ1wzUa6xZnmOo5OV6RqY1QNZJssxWRIdZjEpp638bvePFRnIpanUdPpaDOTSp22sYDG0es27eXSEdXMtEaeDP9Tz57gamsT5k6aPthqsTooAo5OVQDkSWFujk/F3uxOGlDeTHAKlMXfzVOKVybrBHlKuw4ahPjatHmDDUB8p1+mqv4dWSZqh1p9NBS6/cFxCzQ9cfn1Ze2/bjG7OALPKZInodn9oqRK9WZrkkOwPOUmwGpLVZBydLAPBxl4/GuVRJLHqHtp9BFcCy0cIHl0J5Ca6/e8BWr/mW3aOUPVm10VVveZ1UaqKqlKp+UxVfSo1f1pmiaebM8DsrcAS0c1tDwBMnp8Yj1Ai111jsBoCV5r6GhusTmrKVzzFARo/gkP7ixYLFY+UKzgycy/mqx+b2rqYv4dOVKYnueZ7Ric4WaziODJtYRydqFD1JmLP7WghsB7rbX8IY3ZHC6+smEkSurnRo1UmS0i3tj2AZHfk6wZ72PVyEGOoxyQGcikuPHtZ7Ht5vlLzvZnYDJByzYHnpEHxbMqhOGdD94GemKLFevJBlNxEbyZoddNYK9Gs9gOS/T0k2eSTrEmSMFKp+SDgyMyNgi8aG6Oqr3NdIeXM/F5qvt90XSfbvXQrN1+9gU9se5ZipUY+bLnULRaudXMtIUlcNd3M6oEMJ8IMHAg20BOlGqsHMsY1w/3ZyDTQ4f6scc2zL53keHH24K5mQXGAvEFpmOQQ+O9bkUOy2o+kJHElbdk5wnipwr6jBZ55aZx9RwuMlypt7zqQDm8IfD9wUfnhLywTc6OQdF0n2710M4tJm19qrGWyQDrVrLCb+dYPo/8JTXKAYjl62JZJDhgznJplPk0a3EwmOcDFr1rGc4fG51lBr149YFxzyzUXsO/oJNueOkTVC4LIb790ddP03STNDZO4kp4+OMZkeeYuv670nzk4ZlyTxH1ywaoBdh86OS/Fd+Mq87Wrr9t3dJKJqcbuzmnWrzQnMCSxnM7ULtLd6vGwlskC6GSzwm5mrgupmRzgeDFaAZjkwLz2Ic3kdTw/2k1ikkPgNujLpVm/spfXvGqA9St76culY90GO3aP8k97j5F2Zfr4p73HYv8ekjY3rNT8sJLfp1z1qXrB93EuoVI1uFD1dO+6y65YNV/AJAkCV25YwfiUh+sI2VSg7ManvKZdFG6+egOZlMvqZTlevaqf1ctyZFJu7HslsZyS9rqzJMMqkwXQyWaFZxpJYjNJKvoBMq47/bzG2sC6PIrNm4Z5/TnLeOFYkWdeGueFY0Vef86y2Du/JBlq9zy8D9Wg00Al7Digqk2bG/oauNAa3YS+gqpZmUxnRTU2eWuUR5DEffLIyHGyrlD1gi4KVU/JutK0i0KS90qSal+q+NPp7vW/Bc+HYuX0nibarSypm0tE1gH3AasI/qTvVtUviMgK4K+Bc4EXgF9U1TEJyoG/AFwPFIFfVtXHw9d6L/Dx8KU/papfCuWvB/4SyAP3Ax/SNucYJsliWjfYw9MHTzBZnvkH6Mu6XLKm/fNCzjSSBMUBerJBQLJxqYRyE3c9+DzbnjoUdLFNCb7CtqcOsX7l80YXVJIMtYmp2qzzqn++uHoWAEccHPx5GWoi5vvAvmxq5v0a5qY1q+No1X3y9MGxeU1Ii1U/1p2W9L2SBJ6rjYVT9cyxuXJL21hqy6QGfFhVLwLeDHxARC4CbgMeUtWNwEPh9wDXARvD4ybgiwCh8vkk8CbgjcAnRWQwXPNF4Nca1l3b7g+RqABR/VmKBAi+j7mjPBNJG/7CTHJI7uYa6stO137ATA3IUJ852N+pdugmRbiAbirM/Ytp9hf0c5uGIosqm/W+ajVhxHSHX1iCO//Nm4a54fI1HJkos+vQBEcmytxw+ZpYheQ4QsoJr3GYSZhyZm4CLO1lSZWJqr5ctyxUdQLYBawB3gF8KXzal4B3hl+/A7hPAx4FlovI2cDbgG+r6nFVHQO+DVwb/mxAVR8NrZH7Gl6rbSTxJ3/vxRMtyc9U8pnou2GTfDGoKiJCxnXIpRwyroOIxLp3ChUP31dKVW/68H2NrRnZsLI3dDfNzE3xNZC3m5pBg5rkEPS+WtGTnk5ddgRW9KRje18liQsmVfpJaJxCeuHqfob6s2x9/GDs+a0/qwcQ0o5DNuWQdhxAQrml3XQsZiIi5wKXAd8FVqnqy+GPDhG4wSBQNPsblh0IZXHyAxHyqPe/SUQeE5HHjhwxVypHkcTH6xn+o0xySB4r6GaSbIZJmax49KSFsuczVfMpez49aYlVDClHmFvT6Gn8yONbr91Eb9adVcHdm3W59dpNxjVJYkeQLOlh/1hx3vmnHGk6HKvVFOTFWFtJqu1bjVvedt2FLO9JI04wjkAcWN6T5rbrLmx+gpaW6UhqsIj0AX8D/Kaqjjd2SlVVFZEl76OgqncDdwNcccUVLb9fJ9Lxkm443UylFr3pmeSLQpXx8mwXy3jZZyBvvoK+IdPLJK+Tdh2yaQcv7C+VduPvy0Sjf49L8Zdf71FWT0Ko9yhbN5g3rkmSgrxmWY4DJ6Yi5XHs2D3Kf/7y44FVqPDSiRLPHDzBH914ufF/LEnccvOmYT57w2u7tgvFmcaSWyYikiZQJP9bVf82FB8OXVSEj/XbkoPAuobla0NZnHxthNzSJSRp25KUlyI2tjg5gG+w+0xymLlLdsObIlek6V1y2lA4aZIvhiQ9yio1P5xtE1hb5fD7uBTkT73zEnrmBL960g6feuclsef38a89xUTZm1WUOlH2+PjXnjKuSdo4dfOmYb5805v5p1t/li/f9GarSJaQJVUmYXbWXwC7VPVzDT/aBrw3/Pq9wNcb5O+RgDcDJ0N32LeAt4rIYBh4fyvwrfBn4yLy5vC93tPwWm3lTKtmPxMxbXtxeisbWhRz04mzMZbGntEJjk5UZnW9PTpRYc+o+S4+SQ0MQI+hRYtJDkEvspQzuxFlyonvUVau1SID/ZVafLZZTzZFLu2QdoVc2qFnAZ1/D56MVmomOZwejTJf6Sy1ZfKTwLuBnxWRJ8LjeuAO4C0isge4JvwegtTeEWAv8OfAfwJQ1ePA7wL/Gh63hzLC59wTrvkRsL3dH+JMbMtgCVjRG7hO5t7F1+VRVGo+tTl38bUmd/EmndFEl/Drhs3SJIdwLO6c8QI1P753WM2PtsSqBjkEFpoX9tSqehpaN37zrsEtyqG724hYApY0ZqKqD2OOH/9cxPMV+IDhte4F7o2QPwa8ZhGn2ZQkrRx6Mm5kkDTujtJyChBhWdblZEMa97KsGzsBsVyrRabext3FJ42H7Ts62ZIcYCDrzhr41Sg3kSRh5JmDJ5houG6+wlixxjMHlzZjsZUw05nW6LGbsRXwC2D/WJGa5zNyZJLdh8YZOTJJzfNjg381w12qSW45NfRnUxSqPtmUQy4dpJAWqn5sgV/VkDsQk2CVWJlse+pQS3KAAwZ3kUmelLl1VM3ki6HbB7NZN7hVJguiL+MGk+E8xRWh5gWT4eLcBhXDHZ1Jbjk1qGqkyyquNqWT9RVJLIZOkVRB5g0VqyY5JEtdvmP7LsYKlbCnmVKu+owVKk0Hs7WKdYMHWGWyAKZdHnOitHGuEMvpwY+ORLuLTHLLDEnron7jp8+blexQ//o3fvo845okSQ97jxTwGlKylaCG6EdHCk3OsDXOxKauSbAt6BfARLnGip40RwuV6VbbK3szTVuiW7qfqsHraJKfqTS0rponN1Hf1KPkcdR7nrXSjj/JIC5TYWy1zVZdkhqYMxGrTBZAfzbFnpNTpF1nugnh8WKVjcPmnk+WMxebXFEneZntLddc0HSWSyNpVyhVg4FajY1A4wZqJVGQSejmUbqdxCqTBZCkpbflzKUn4zJV8eZ18j2dlUkStZA03Rlaz7K6YNVA5MjouEFcjjCvVU5d3k46PUq3WzPUbMxkAUxWPNYsz5FyBU+VlCusWZ6L7flkOXMZ6stGFvjFdSdOiimbNybLt3MkDJrs2D3KLV9+nO/uO8aBsRLf3XeMW778eGzA+soNK5gozx7ENVGOH8Rl6g7c7q7BnayB2bF7lI9ufZIf/HiMQydL/ODHY3x0iTLUWsVaJgugbsZuGJoZK1qs1Bjuj+9BZDkz2X88OoBrki+GvmyacnH+iOO+rLmoslPuHZNh3sxg//jfPc34nPqU8bLHx//uaR6+bV75GRAM4hruzzBemhnBO5BP8cjIcW4xvE/VUPFvki+GTo3SvfOB3YwVq7iOkHIdVGGsWOXOB3afcuvEWiYLwLZysDQyaZjXYZKD+R+t2T/gsQhFEieHxXXzbYWkEZOo5pBxcgiC3Gf1Ztkw1Mem1QNsGOrjrN7sKy7IPXK0EAxmE0EQHBEcCeSnGmuZLIDNm4a54cCJedknp/pOwLJ40k505lbc8K4kJOkbZpkhSZA7n3YoRfxy4+pZoHtjEt2OtUwWwI7do9z36ItUPB9HoOL53Pfoi13hp7QsjjMxNbhTRZWdnL9z89UbGC9V2XN4gl0vn2TP4QnGS9VY70CSepakBYhJK+BbXbf+rB5qnjIVDnKbqnrUPO2KgV9WmSyAO7bv4vjk7Era45Ptr6S1WE4nOhXgrqMAEhYLS3N32i3XXMBvXbOR/lwK1xH6cyl+65qNsSnJSSrtF6OAWl13/SVn4zM7sdQP5aca6+ZaAHuPTM5yR9S7y+61VdKWVzApRyLbusRNqUzKlp0jLMunOXvZzICvZs1WofV6liRDwrbsHKFS8zg2OZMc0J9LNT23JA1k73/6ZVyZ6QhdHzFw/9Mvx37OTrjurDJZAJ7B5WGSWyyvBLIph3JEBXq2ycCvlb1pjhbmJxCsjGn7n7TKvNVNNEml/fOHxxmfquEg0737jhUq1Lzx2HPbP1bEFRg5MjmthFb2ZWI/075jRVxHyDgz19jzffYdM6+pN7ycLNfwfOXoZJmPbH2Sz97w2rYqFOvmWgBn4jhdi2WxRLW5j5PXWdmXnRdXkVBuIsmkxSRupLQbWFulMCZRqnp4vsZW2tdTjR1HEJFpN1/cMDIIGsgeGCtRrHhhtqjHgbFSbAPZJNyxfRcnilXUD6aCqg8nitW2u+mtMrFYLB1lsuJxzoo8vRmXtCv0ZlzOWZGPLQJOkp6fpAFjPu3OS1TwFXJp8wafSTmg4KuiKL4GPqhMEwutUPGmK/TrqspTYq/DhpW9+HPey9dAbmLfsWKQTtyg7Bwh1ppJglUmFoulo6wb7JnnHivX/FgrY/OmYV5/zjJeOFbkmZfGeeFYkdefsyzWTZNkDtHxCPdbnBxg43A//bkUVS8YY1D1fPpzKTYO9xvXAIxOlHFlpv5HBFwJ5CZuvXYTgz1pBKh5PgIM9qS59dpNse/VCawysVgspAxeHJN8MVy5YQWjE2UKoXunUPEYnSjHtka568Hn2fbUIRyBbCq4s9721CHuevB545okc4imatFWgUle/zwnp2qzWr2cnKrFfp46cwtJmxWWbt40zGdueC2XnTPI2cvyXHbOIJ9pEvvYsLI3SCeuhenEtSCdOM6aSUJLAXgRWQP8ROM6Vd3Z1jOyWCwdp2Zw75vki2H7M4ciXUnbnzlkzEi65+F9oIqnwTmF2cHc8/A+45p5c4gANH4OUZIanUdGjpNPyawOCH0ZJ7bVC8BQb3rW9EvV4H1W95sTEaD11i3XvWY1zx2emG5zo+H1u+41qxf8GgthwcpERO4E/j3wQ6CuphWwysRisSyY5w5Fp9ma5ACT5aBb8LRO0KC+Im6m0ES5xprlOY5OVqazpVYPZNs+h+jZl04yWfFnJRVMVnyefelk7Lr+fAbnZBmVmQ1eNJC3k0dGjrNqINtSX7MktGKZvBN4taq2d5C0xWJ5RZGktYzUh5g07thNrIxONWidDpjPObdmXcUnyjXWrcjPUnYr+9o/dK/e12xl38znVtW29zVrRZmMAGnAKhOLxdJRetIOE2VvXkfinpg+WzdfvYGPbn2Sg2Mlar5PygmKCf/7z19kXJOkdsYPfWBzz81v0r+mU8pu3WAPLxybnGeZnHtWX/PFLdA0AC8ifyQidwFF4AkR2SIid9WPtp6NxWI5behk0N6U6dVsmmGrLViG+qJdTCY5QH8uFXbynalIdySQx9GpbuRXbljB4fHZCQ+Hx+MTHpKwEMvksfDx+8C2tr77aUKn5kNYLKcTSYP2WVcoRxT0ZWMKAydKlZbkkKwFy5Sh0t0kB3j/Vev53IN7pr+vWyjvv2q9cQ0k70bealX/9mcOhS7BmdgMTRIektBUmajql9r2bqcpjTOn58otFkuLSLS2EYMc4EihijtnDK8rgdxEkhYsBUO8wiSvM/eGcyFbw47do2x9/CBD/VnOCcf9bn38IJeuXW5UDvWq/rQrs6r6bwfjmpGjBVKu4M5pwdLuGSgLcXNtEpHtIvJNETlPRP5SRE6IyPdE5MK2nk2X0qmW3hbLK4GaH73VVg1yCOIPc40ZT+PjEklasJh6cMX15rrn4X2kXCGfdqePlCtBOnMMSSr0k6zpFAspWrwb+FPgr4DvAA8Ag8DvAn8ct1BE7hWRURF5pkH22yJyUESeCI/rG372MRHZKyLPicjbGuTXhrK9InJbg3y9iHw3lP+1iLQ3p85isbQdNcz1NckhWbv7JDGJJDeOhYoHqpRrwXyRci34vlk21/6xIvk5bVqaWU5J1nRqBspClEm/qn5DVb8MVFX1KxrwDQKlEsdfAtdGyD+vqq8Lj/sBROQi4F3AxeGaPxURV0Rc4E+A64CLgBvD5wLcGb7W+cAY8L4FfB6LxXIKMWVGxWVMRWVYxckhjElcvoYjE2V2HZrgyESZGy5fExtfSNLUNZtyqPozbeF9DYarNeuenMRySrLm+kvOnpV8UE9KaPcMlIUok0Y1+Lk5P4u1BMLq+OMLPJd3AF9R1bKq7gP2Am8Mj72qOqKqFeArwDskSDD/WWBruP5LBLUwFouli+nNRodqTfKkNMYkLlzdz1B/lq2PH2z7hNS8IX3NJK9z89UbOFmqsmd0gt2HxoNZKk2mRyZZ88jIcZblg4wzCDLNloVFi+1kIcrkT0SkD0BV/7QuFJHzgQcTvu8HReSp0A1Wt27WAPsbnnMglJnkZwEnVLU2Rx6JiNwkIo+JyGNHjhxJeNoWi2WxnCxGB81N8qRs2TnC5FSVfUcLPPPSOPuOFpicqsbGF5KMIm5so7IQ+bzX1dDFpwsL3Le6pj5vpbGdyvhUjT2H4+ettEpTZaKqW1R13khBVd2rqr9Z/15EPrbA9/wicB7wOuBl4A8WuG5RqOrdqnqFql4xNDTUibe0WCwR1AwBCJM8Kbp9GCoAACAASURBVM++dJLjxep0vMNXOF6sxrY5MYVg4oZHen600jDJ62zZOcJAPs3GVf1cePYyNq7qZyCfbhqAb3VNqepPD/KrZ6B6PhSr7Z3u186uwf9uIU9S1cOq6qmqD/w5gRsL4CCwruGpa0OZSX4MWC4iqTlyi8XSxSSJS1y5Pjo8a5JDsuFdSQL9jSm3C5HXSdIiP0kAvhrGlZTAKtE58nbRTmWyoKoLEWmM+vwCUM/02ga8S0SyIrIe2Ah8D/hXYGOYuZUhCNJv0yD14x+AG8L17wW+vviPYbFYuo2bf/p85jaOd0N5O6kapiOa5GBOT27WTqU/mwpa5Ps6PW/+4Ikp+mJiR0kC8Il8dwlopzKZd+VE5MvAI8CrReSAiLwP+H0ReVpEngJ+BvgtAFV9FvgqQVfiB4APhBZMDfgg8C1gF/DV8LkAtwL/RUT2EsRQ/qKNn8disXQJd2zfhThC1nXIpRyyroM40vbRs0lwHCHlzG6nknLirRloSIXWhoP4FOkk6c4pw3mY5ElpZ/rEvDNT1Rsjnmfc8FX108CnI+T3A/dHyEeYcZNZLJYzlMbRsxB2pfC17aNnk7D+rB72HimQdmS6W4anzes4Jisegz0pjhWCuI4jcFZvOrY+ZfOmYW4niJ0cGCuydgHtVJLU9SShnZbJ/9fG17JYLJbTgtuuu5B82qHq+0zVfKq+Tz7tcNt18Q1C+jIuY8UaaSewttKOw1ixFjsJspGFqoKKwUVnkielqWUiIn9EzHmr6i3h4++18bwsFotlmg0re3n+8ARVz0OZcSddsKq9bdSTkku7VD2dbnWfSzdXCEkmQe7YPcpHtz7JxFSNmu9zdKLMR7c+GTu6t1PtoFrpGmyxWCynhOtes5pdDZMYlaA3V7tHzyahnq67uoXuxJBsEuSdD+zmyORMp+Sa7zM1WeHOB3Yb36tTXc9t1+AFYFvQWyztI8n/0/1Pv4wrMy1L6pbJ/U+/3NY26knYP1bEFRg5MjlrYmKzSYbrBnvYfegkpaqHr+D5HuNTVTatXmZc89xhw8hjgxwg7UqkSysd0/I/CQtxc32DeDfX29t6Rl1Ikrx4i8USTZL/p3qgvT6Lo+4JancAPsmkxb6My/OHJ6cTsmqex/7jpaYuuNUDGR4ZmbFCfIWxYo3VA+YuVUlcVgP5NMcmK/Na5A/Mac+/WBbi5vpsW9/RYrG8okkyH8jz/Vkt6OvrpUmVeaskUSaT5dqs+fV1pdJslvu3no3uEWaSJ2XjcD9pd+nH9i7EzfWPbX1Hi8XyiiYlQjVCm6RitEkm5VKLSJnNpMyB7qTuaVdmqsXDab+xHJ4otySvU6xGpwCb5Em5+eoNfGLbs6xeliIfDuFaivHAC64zEZGNwP8gaAM/PfFeVdt7Rl1I2pXICth2+xwtllcCSdxcNS/aAjHJk75P2pXpNvIQKBRHIBPzv14L94ZGXag6Iz/VJKlNSUIrRYv/E/gk8HmCyvVfob11Kl3LQNblWHG+yTqQXVg+uMVimSFJo8dO1UrkUw7H5rykr5CLcXPVW6HM1VLtrjAHSDtCNeI6pZu81+ZNw21XHnNpRRnkVfUhQFT1RVX9beDnl+a0uosoRRInt1gspyfHS8H/tDDbxVWXR3H+UC+OMKsriiNw3lBv7HuZlE2cYjh/uA9XZs5NJHDLnT8cH//YsXuUG+9+lKvu/A433v1o22e6QGvKpCwiDrBHRD4oIr8AdEfFkMVisbSBcs3HYXaHXYf4iY7XX3J2EF8Jv5dwbbNJhqsHspHyVQY5wK3XbmJFb4as6+A6kHUdVvRmuPXaTcY1O3aP8oltzzI6McXyfJrRiSk+se3ZtiuUVpTJh4Ae4Bbg9cB/JOjUa7FYLEuKaaOK28BMnql0zKKUI8xVGz7xLqv6JMPpgvaFTjI09caK6Zm1edMwn7nhtVx2ziBnL8tz2TmDsdXvEMRK0q7Qk0khEjymXYmdgZKEhdSZ/C9VfTfwb1T1X4FJgniJxWKxdIS+XCpyDklfzryFuSLUIsLtTkzWWJJZ888fHqdQ8Ug7znTac6HiNZ1keMiQ7WWSz2Wh0aKkRZWtshDL5PUi8irgV0VkUERWNB5tPRuLxXJKMO2vcbUfnaRgqNkwyQHKhuC8SZ6Uqqf4vlL1fcpho0ff16bJAaYfxy1L4rLqy7jB3BRPAwXrBXNTFtpQcqEsJJvrz4CHgA3A95mddq2h3GKxnMYk8Lh0lCQbbyfxGmImqsxzlUXhAFEVJXF3+I0uK4CeTKppH7AkDSWTsJAZ8Hep6oXAvaq6QVXXNxxWkVgsllc89QLJ+rGQbTpr6CxskkOysb0T5RoretJUPZ+pqk/V81nRk25aod8qrQTg52Vuicj/auO5WCwWS9voy0RvbyY5JAv0++rPi18E2WDx9kk+7TA3ru8I9MRkCKwb7OFYoTxrbvyxQjl2bG9/NsXxYpW065BLO6Rdh+PFaux44CS0okwubvxGRFIEWV0Wi8XSdfgabR+Y5ACDPdEbrEkOMFWNVholg7zOUF82cDeF3wuAwso+c2rwlRtWMDoRtKx3BCqez+hEhSs3mMPXqoqqUqkFlkml5k/L2slCsrk+BvxXIC8i9fQEASrA3W09my5m7cnDXPvcPwNCIZ2lkMlTzOThO3no64OBAejvD46enpnGPhaL5ZSQpPdVqRa9wZrkAKZEr5gEMCCIWTiO4DaO+/U1NpbxyMhxBnIuJ0s1qmGrl3oa8i2GNUcmy5GW09HJhWWNLZSFNHr8HyJyJ3CPqv5qW9/9NOKCIy/y8X+4d/4P/vZT82WOw7NuhlI6y1QqSymdpZgOHkvpHIx8KVA4fX3Q2xs89vXx75/cx2QmTzGdo5DJM5npoZDJUcz0wORksMZ5RXSwsVhOCSXD/HWTfDEkGY61Z3SCseL8tvV7Rs3zTKqe4jpCqmHvqPl+58f2AqiqLyJvaOs7n2aUUxl2DZ1Lf7lAvlomXyuTq1ZworK9fZ9ef4re6lT0i418P1J8Z9wJ/En4mM8HCqinZ/rxK6NlSqksxUyOYjo3/VhI5+HzzwfWUl9f8DgwAH19nHv8YPjcPMV0Ft+xfcYslk5Owls32MO+o5OzZOWaz/qV5sYiJ4uVluQAmZTD+FSNqjdbIS7Lt/fGtJUIzOMi8oawcPEVxz+f+zqu+9U/ni30fV7475thYiKwHCYmpr/+wJ//E72VKXqqU/RUSvRUA+WSr0zxrotWBM8vFoMj/PrI4bFQSZVJmYJ3pVJwNPDmuBN/+K8ixTvmfF92U5TSOUrpLPzdytmWU28v9PfzO08eCd17geVUCJVRIZOHHTMW1rS11Rvfm8hi6TY6mSJ95YYVfO+F4zjCdPzjyGSF//BGc/wjiUtNDQ00TfKktKJM3gT8koi8CBSot6BRvbStZ3Q64TgzcZI5fPNh863Mu+6I7o/5htu+GXyhSsar0VMNlFBPucSD778MCoUZxdVw3L39qWlF1VMtB2uqU+SrU1y8LDWjuEolqETfwWS9GllvkuVTk/DcscjnxPbO2fo7keI9jhu6+QJrqZTOUUwHVhR77p3l5qtbT+96YiRUUjNrCukcpUwOjh4N1uRyNiZlOa15ZOQ4w/2ZeUOr4uIfSdrqHy9WW5InpRVl8ra2vrPFjAiVVJpKKs2J/EAgu/JK49N/r/xN489emKu4qlUoFHjTf/s6fZUS+bryKZforZborZT4/WvPC5RWXXkVClAo8J3v72tQVOVZj7latJJK+x7pcpGBckQe/L4fRK65w/hpCEpoIVDkdVdfXx/09PC3xyrTSqvR1VfM5OAzP5y2sOjvn7a4No3uo5DJU0pnKaSDR6ukuo+VvWmOFuZvfit72zt6NglJJkdCUDNyVm+WlX3T46FQ1diaEUeiR/TGdaDv1NjxBSsTVX1RRF4L/FQo+idVfbLN52NZatJpWL6cw/0rOWx4yu9/KNpy+tXbYpTWp6+dcdlNTk4roPd+4SHy1Sl6KlP0VYr0hK6/3kqJ9102PPv54eP+A0fJ1+oWliHjxPdn1h4OPsnlcZ/7X74SKX4gQlYMkyb4yuCMwmpw3f3+ruOBuy8VKq1MYDlNZnrgfpmtsMI1ju/ZuNQiKNeiA+AmeSdJ6hpbN9jD6MTUdDU7QKnqxdaMpF2Iis+3uTNKIlqZtPgh4NeAvw1FfyUid6vqHy3JmVlOL1w30uX3j984YVzyPoO776calZYquVqZ3krgtvv89edx77eeob82xYBXwSkVyBSLvHPjMr7xL88HcapKid5QYdUtp9eflQ4UVrE48+hFb0Q9tTI9tTK8GN2o7xfjrsO26DSKEaDspsOMvsDtV0qF2X0/uGvaupobc/qPj49QSNez+vLTsapCNg/HjgXPy5rrEroRV6LboMQNLp0oRwcFTHLoaCw9EfVxusVKbcHjdLOpFOXafG2SSZm38k5dh1bcXO8D3qSqBYAwXfgRwKhMRORe4P8CRlX1NaFsBfDXwLnAC8AvquqYBMnVXwCuB4rAL6vq4+Ga9wIfD1/2U6r6pVD+euAvgTxwP/AhbXcljuXUIsJUOsdUOnAFfO5QjtENr5l1N1es1Ph+f45HHHPC4Tx3nyqUy1z2//wtPdUy+VD59FTLgTKqFLnr314wK6mibj098N2907GpfLWeZBFk+A1oNSYuVSXrVYO4VCMHf2g874jE8xn+7H3BYzodZPmFVtQDJ2sU0zmmplPSc9PuP+ThyLT0K198ZtolGFhZeSqpDCpO4BoVCVyLIot2A3aqz9Y7X3c2X3vi5Uh5N7B50zA3HDjBPQ/vo1Dx6M24vP+q9bHt5DMph7QT1KfU3Wu+r2RiJkFuWt3PrkPzU4c3rZ4f610MrSgTYXZfMo/myu0vgT8G7muQ3QY8pKp3iMht4fe3AtcBG8PjTcAXgTeFyueTwBUECvb7IrJNVcfC5/wa8F0CZXItsL2Fz2Q5zdg/VmR5frafvFlvokhEIJdjrGcZY4an3HVTtOX063Huvjt+PlAmoZuPyUk4eZL/8PkH6a1M0VspTrv56srrpsuHZz+/nuVXKPDyS8fI18rkq2WyniFgWq0Gx3hgSZnHJAGPfyNS/OUImSdCKZWF/zUQKKCenkBphenpfzYyHiZIBAqrkMmFKepZuPfw/My+UHENlCZQx0EJ562LgwqB4iqX5yuuhLVVn3/X5cDjbHvqEJ4f1Fq8/dLVoTya/qwTae30Z83nkPTOf8fuUe579MVZ1ez3Pfoil65dblQoG4f7ee7QOCdKVfywaHF5Ps3GYbNiuPXaTXx065NMTNWo+T4px6E/l4odqJWEVmfAf1dEvhZ+/07gL+IWqOpOETl3jvgdwObw6y8RZKneGsrvCy2LR0VkuYicHT7326p6HEBEvg1cKyI7gAFVfTSU3xeek1UmZzBxfub9Y6WYlR0kkwmOwcFp0b+ce9T49JsM7j6AKxsUl+tV6QsVUl+lxN+///LI7L4//PoPptPS8/WU9ND6esNwbkZZlUozX0fgqtJXnYLR6Hqpa+OuwYPm5hhPIJRTGUrpDKVUlqm6Qkpl4Mk/nVFadQXW08OH/uVAkLqeylLIBJZqkGCRhe+vnlFYqdQsZfT5t57L59+2frZimpyMVlgiaM2P7F7h+WbVsHYwH/m3t3YwH3eFuGP7Lk4Uq7giuCKoDyeKVe7YvsuoTK7csIJHRmayLX0NsrLi2qls3jTMu9/8E9zz8D6qlcCKefebf6LtM+FbCcB/TkT+EfjJUPQrqhqdjhPPKlWt256HgFXh12uA/Q3POxDK4uQHIuSRiMhNwE0A55xzToLTtnQDcX7mxn+yMxHPTXMyn+ZkPrwLNWT4/eHxJpZT4BuZOTyPy2/9Gr2VEn3VEj2hwgoUUok/uO782ZZT+PUD3/sRPdUyubCAt14jla+VWSm1QFn58+/yHTSwtmplYI775eCuyPP+rbgL8+WPzXydy81WRHOU0lzrau7zrnnquTCWlQ0VV1DUW0ul4cUX5yshEd6zIceWnS/ji+CLoATyX9q0OrAWI9bgOOwfHcfxlZoIvgriCALsO2a2sr/62H6j/JZrLoj8WRILKAmtto18Ani5vk5EzlHVHyd9c1VVEelIjENV7ybsJXbFFVfYuMppyuZNw9xOMNfhwFiRtYM93Hz1hrbfZZ3RiAQJE+5MCtDx3uUc710e+fQ/+GCMu08VV30c9XFUkfDxh598S5Dg0JjhFxb2fvCesKC3wXrKV8vkahV+6dKhmSSJeoFuocCLB4+F1lVgYRmLeqemgmPM5LyM5w8N8oqTgi/3Riqo1x6e4nbPZSqdmVZCU+ks+ef7YeTi+WvCr88Z/TFTTmqWFaSA4zowMhKphKoHDjIUDibxRVAJXIWTUxPBZ46wuD739ScojhdJiQOp1IIsoCS0ks31nwliF4eZiZco0GrR4mEROVtVXw7dWPURYQeBdQ3PWxvKDjLjFqvLd4TytRHPt5zhbN40bJVHtyCCJy4ec3JTly0LHlfMd7/8//88P/7g+B6OKr/0qWtnW03h8Y7ffgBHFUd9RJVMrUJfGHP62nsunbGYQuVTd+Ht33+UXfsO401Oslw8Nva5rHRqs5VVo9uvHJ2KnvFrcPJkcMzhjXHXJ8bpvh3wxKGUysxy9VUyWXj2vvnWVE8P733sJabSM5ZTo/Li8aHZlleopMovvMhaBdcRDi4bpprKoL7GWkBJaMUy+RDwalVdrC9hG0Ex9R3h49cb5B8Uka8QBOBPhgrnW8DviUjdAf1W4GOqelxExkXkzQQB+PcQk1lmsVi6F99xg+mEhjTn6eLdKN7yloYXmnHd7dx1iI/89Q8oraiCKin16UsLd7zzNfzkeWcFllPD8/F93vH571ArlKatoFwtsJhWUOV33rJhVnJEXRl945G9ka6+fLXMqzI6o7AicNWnrzoVxKYaeXlv5PP/U8w15G8avhaZduX9zzKBwslkOZnr54s/9R/47rqLjS+TlFaUyX5gvlqOQUS+TGBVrBSRAwSWzR3AV0XkfcCLzKTt30+QFryXIDX4VwBCpfG7QL0n2O31YDzBtf1LgtTg7djgu8XS9SSpM1kwjhMcqRT/dfseRjUNmZnsvzHg1p0v8/BPRm+mG35qnL/7wcFpK6juunvHJavg/7400mr69Kf+HvzA3Vd38znq4wo89OHNwQv7fuB+qyujYpEvfONJjh8ZQ4slstWgtmmZVnlVRrl2/UCk5bTnhdFZyipXK+NGVUOoTq971Zwf/dUV/xZfYeNQe3vnLWSeyX8JvxwBdojIN4FpW1BVP2daq6o3Gn70cxHPVeADhte5F5jX/11VHwNeYzx5i8XSdXSqmeLBk9EuK5Mc4NB4heW9mXBeiDs9L+THlVTQcTuCw31nRacGq8KGDZEKCN8nV1vNN3f+CBclhR+kZvnK+69cB//m3JnnNlyYmz+7Y/Z7qZLxqoG771cum+fmo1Ri5MVRdjzxIm6pRMVx2bdyHYM96VOSGlxPYP5xeGTCw2KxWFqmU72ikrzP/rEia5b3sHawISjepF+W8X1EglRlAzuO+qRXDc1r9Pj3hTy/sn59wwvptBvu8OAwftULkh5QRBXH98g4wEUXzXbdhccG3+fI3qN85bH9POkMsGpoObcuQdLKQoZjzWsHKyIO0Keq0f0mLBaLxUCnlEkSkvTLSsqCGz02KKV1qwd57vDkrGslwKtX9cHq1cb3etP55/Omt7whyOBbokamCy4tFZH/V0QGRKQXeAb4oYh8dEnOymKxWBpwDW1xTfKk3Hz1BqqeUqzUUA0em/XLMm2izTbXdYM9lOaMEG6muK6/5OzIEbzXXxLfImbHc0e48d7HuOr3/4Eb736UHbtHY5+fhFb6FFwUWiL1KvP1wLvbfkYWi8Uyh15DW1yTPCmbNw1zw+VrODJRZtehCY5MlLnh8jWxLqE1hkp3k7xOEsV1/9Mvz2s370ggN7Fj9yif2PYsoxNTLM+nGZ2Y4hPbnm27QmlFmaRFJE2gTLapapXusEwtFstphMmYiDMy1izPz+t1JaG8nezYPcrWxw8y1J/lwtX9DPVn2fr4wdiNVyOq/OPkdTZvGub2t1/McH+Ok6Uqw/05bn/7xbGK60dHC/gafHaR4NHXQG5iy84Rqp7HoZNTPHd4gkMnp6h6Hlt2jsSeX6u0oky2EHT57QV2ishPADZmYrFYWiKXjrYmTHIIYgmOzDRPFALl0+4m4Vt2jpB2hZ5MCpHgMe1K7MZ7pFAl5TB9fo5AygnkC2Whn6JWz6luvBCN8gj2jE5wdKJCLWx2WfOVoxMV9ozO7yS8GBasTFT1LlVdo6rXh2m8PwZ+pv7zsE28xWJ5hWCqC2lWL+IZZo+b5ABHC5UgQ7ZhE1UN5CbWLosugDTJIQiK1zyfkSOT7D40zsiRSWqe37Qr9VydthAdl8T9VI8Rqc4cAKkYs65S80HAEUEQnNCkqcQNjk9Ast7OBHUhqto4peVDbTgfi8VympB0LknZsImZ5BBsfK4r5FIu+bRLLuXiuhK7IT78sWs4q2d2wupZPSke/tg1xjX92RQ/Pl6iUAkaiBYqHj8+XqIva058He7P4gUlIkFLfQ2uwXB//NCyLTtHqNRmu58qtXj30+r+6KqMVQY5QDrU7r6vqCp+qLQzbakSnSGxMomgWwaYtZ204aKb5BaLpb0k2RB37B7FcRxyKYeUA7mUg+M4sXf+o+NTkdlSo+PRbfgheczk+cPjHCtUqHmKK0LNU44VKuw5HBM9MKX1xqT7XrBqgLN6M6RcwVMl5Qpn9WbYuCqmRU0C2qlMzthgfNVwq2WSWyyW9pJkQ7zzgd0cm6xQ9nxqPpQ9n2OTFe58YLdxzbFidJzDJAc4PBntajPJ61Q9peYpZc9nquYH5+kplZh95dB4dPX+YYMcgqyxTMpl9bIcr17Vz+plOTIpNzZrLAnWMrFYLF1Pkg1xz+gEPjNxBVXwQ3k7qQe/G8eVNMpNVD0/0gqqemaLph5XmvdeMfGmJOnOSWinMvnnNr6WxWKxTJNkQ5xOfJqz8bbboTBdOKkNB/FBcYBSNVppmOQAKbfhvRoeU03cfa2mOyehlUaPkdQbParqB9t1UhaLxdJIkmmBKRGqqvMc8KmY+ELKgaiYfirmtvv8oV52z2lxAnBem7vyApy3spc9o5NBsD+sN3ElkJtoTHcG6MmkKFZqbNk50lbrZCGWSX94XAH8BjMjc38duLxtZ2KxWCwG7ti+i7FChXLVp+op5arPWKHCHdujx/wCnD/cF6QpN6QTuxLITaw2ZGCZ5AAXnt3fknwx3HbdhQz2ZsimHdKukE07DPZmuO26C41r9o8Vyc+p4cmn3abpzq3SVJmo6u+EzR7XAper6odV9cPA6wE7TN1isSw5PzpawNPZ3h2vSeX3rdduwg3rUZTg0RXiW687Duk5u2LaAXHMW+VDu49Etjh5aPeR2M+UhM2bhvnsDa/lsnWDrB7Icdm6QT57w2tjLYwkPcCS0ErMZBXQmJ5QCWVnPCYTN870tVgs7SNJRuXXnzhAZY7LquIHchOlcpW5IYuqD8WyOZtrslxjbvzb10AeR382egMxyeey0NBPkh5gSWhlO7wP+J6I/LaI/DbBqNwvtfVsupQ3/MRgS3KL5VSSpPfVmcjXn4xufmiSA4yVohWASQ7MUyTN5HUqXmtySFY133XZXKr6aeBXCSZfjgG/oqq/19az6VKeOBA9rdgkt1hOJUk3tzONJNehk9cuSSeAJL3DOpXN1ZKjRlW/D3wZ+BpwTEReETGTeqre3BTDuBQ+i8XSPkxGVbuNrU69T1KSBNOTKKAktDIc6+0isgfYB/xj+Li9rWfTpdT/kOY2V+uWPzCL5UxnjaE5o0melL5sdOdik7zTJAmmd002VwO/C7wZeF5V1wPXAI+29Wy6lLP6opuomeQWi8VMkoSWT/3CpfRn3em4jyPQn3X51C9c2tZzKxgCFiY5QNoQjDLJ62QMPzfJIVkwvRuzuaqqegxwRMRR1X8gqD0541nZm4lM/VvZa5WJxdIqSWo5Nm8a5td+agN92RSuI/RlU/zaT21oexA5ScwkNzeXuIm8zvBA9Oc1ySHZQK1OZXM1rYBv4ISI9AH/BPxvERkFzEneZxCTFY91g3mOTlaoeD4Z12FlXyb2bsVisURTMgSYp2ICz41B5HPSLqWqx9bHD8ZWwHcKUyutmBZbASIM9aU5Vqjia3CDelZvGomp0IdAobTymTdvGuZ2gtjJgbEiawd7uPnq9iviVpTJO4Ap4DeBXwKWAbe39Wy6lHWDPYxOTLFhaKZytlipMdyfO4VnZbGcnpTmFn+EFA1y6FxLkCRM1aJvKk3yOvV9ZfWyGXfTUu0rrSqgJLSSGlwAVgLXAseAr4RurzOem6/ewMlSlT2jE+w+NM6e0QlOlqptNxMtllcCZcMtu0kOnQsiJ8E0VbHZtMUzbV9ZsGUiIr8IfAbYQZDI9Eci8lFV3bpE59ZVCICGM6dVbCaXxZKQJGN763fxdcsEliaILERXlsf9v5vOeiGlKVXPp1wNWtHXPCWbWppygx27R9myc4T9Y0XWLZGbq5UA/H8D3qCq71XV9wBvBP570jcWkRdE5GkReUJEHgtlK0Tk2yKyJ3wcDOUiIneJyF4ReUpELm94nfeGz9+zVHPot+wcYSCfZuOqfi48exkbV/UzkE+3PU/bYmkH3V4rkeT8OnUXvxjF0Cp3PrCbQtkjk3LIpR0yKYdC2Ysd3pWEJFXzSWhFmTiq2vjux1pcH8XPqOrrVLWeFXYb8JCqbgQeCr8HuA7YGB43AV+EQPkAnwTeRKDcPllXQO2km01sywy2h1pIh7SJa0hhNcnrmOZ8NJv/cbJYYSrsGjxV9TlZjJ9kmIROKuKRowVUddo6qXo+qspITPPKJGzZOULVmz1rvurFz5pPQiv/Zg+IyLdEo6BZVAAAIABJREFU5JdF5JeBbwL3t/VsgiB/vd/Xl4B3Nsjv04BHgeUicjbwNuDbqnpcVceAbxPEdNpKp/K0LYsjSVaN6R/gdNY/SXz4PZnoojyTHEAM9+tOk/v4Zflo77pJDvDhr/4gsgHjh7/6g9j3apUEI9bJG1KATfI6nu/jaZB2rASPngbydrJndIKjExVqvuI6Qs1Xjk5U2j5xspUA/EeBu4FLw+NuVb11Ee+twN+LyPdF5KZQtkpV613YDjHTlXgNsL9h7QFm5qpEyechIjeJyGMi8tiRI621hu5UnrZlcSRxUZj+bV9pjXJMCiBOMZiUdEyGL2DO2orL5jpWjG60aJJ3kt/46fOYMzYFCeVxuAYNZZInpVLz8edYQL4qlWa/qBZpJTUYVf0b4G/a9N5XqepBERkGvi0isxyFqqoi0jZXpareTaAMueKKK1p63U7laVssp4qCYSM3ySF5fKHs+aSd4C5cNbjrdyU+mysJriORQf04N5zrCH5EW/u4NbdccwEA9zy8j0LFozfj8v6r1k/LTXSqqaSv/qxRxXULVbXDykREJjAnOKiqDiR5Y1U9GD6OisjXCGIeh0XkbFV9OXRj1WM0B4F1DcvXhrKDwOY58h1JzqcZncjTtlhOFZ0MPPdmgqLDrDvjGKn5Pr3p9va/2jjUw+7D8+MPG4fM7ukkc1MgUCjNlMdcHEdwVWdt9K4E8nbiiIMjgeKoK28AkfY6cxcyabFfVQcijv6kikREekWkv/418FbgGWAbUM/Iei/w9fDrbcB7wqyuNwMnQ3fYt4C3ishgGHh/ayhrOzt2j3Lj3Y9y1Z3f4ca7H217JoTF8krh/Vetx/OVUtWbPjxfef9V641rkgTG9x0rtSTvNEO9aebqKE8DeRyt7kWZlIMrQtp1wnG/wfeZNmemnKo44yrgYRF5Evge8E1VfQC4A3hL2J34mvB7CAL9I8Be4M+B/wSgqscJGlD+a3jcHsraSqdS6yyWuWQN//AmOSTbeDuZxXTp2uX0ZWY3bezLuFy6drlxTRLLKcm8kE7Sn8/Mu74Syk0k2Ys2Dvezsj9DKnT7pRxhZX+GjcPtnVHfUsykXajqCPDaCPkx4Oci5Ap8wPBa9wL3tvscG9myc4RKzePYZG26N1d/LtUVrRwsMyQpOOsUaUeoRjjDm3WWzaacyM0vTpl00mWVhC07R+jNpfCU6f+n3tP8/ylJUeCRyTKOhMkeCkhwd39ksmxck6StzM1Xb+AT255l9bIU+bCv2alu9PiK5fnD44xP1XAQXBFqnnKsUKHmjZ/qU7M0kM+4FCOab+Zj0luT4BCd7RVn5juOREZWm/nH1ZDPa5InpZMKaM/oBGOFyvQmWvM9psINzkTWFcoRP8+6p/5WYcfuUT6y9UkmyzU8Xzk6WeYjW5/ksze8NlahVGo+jiNknNmxo7gsq/1jRVyBkSOTs5rOxtW8dWOjx1cs9T/y+j++CPi+UmkSlLN0lilDF2eTPCkretMcLVQj5SaSulxqhtQekxygL+MwGZGF1ZfpjuqZYtnD0waLUcEL5SY+8DPn8/kH98xSbhLKTWQcoRJxneLmhSThju27ODo5U0AZFFVWuGP7rtgNO+0KhYoyVfXqhgmOA5kYBdmfTbFndBLXkemakYMnptg43GdcA13W6PGVTCblgIKviqL4GlQZtTuAZVkcnaoZmTBseib5YjDdpcbdvQ72Rs/DMMmTYqrJa1KrR8ULrpM2HI3yKG655gJ+65qNDOSCeSYDuRS/dc3G2Ayqn790dUvypDx/eLIleZ2hvixzs3PVh5V95t/TtEU65+K121JNgt0NF0CnAliW04NOBnaT1CIcOjnVkhySBeBXL8u3JK+jhlc1yZNyaLzCYE9qVqB/sCfFoXFzGxZTS5e42FbSmxgRwWdGmWq4Jm6eyWTFY83yHClX8FRJucKa5bmumK1klckCuPnqDaRdl9XLcrx6VT+rl+VIu66tgLcsGNNe1MzjYoqpxMVakrjGksRMTpbmu/ri5HV8w3mY5AB3Pfg8f/jQHsangrjE+FSNP3xoD3c9+Lxxzf6xIgO5NPm0S9oV8mmXgVw6Nr5w/lDvvE3RAc4b6o37SInYPxbdg+uAQQ5Ba6eU67BhqI9NqwfYMNRHynW6orWTVSYLIMmoTIulEZMbvFn82OQ/j/OrdyqYXr8bFpk5GuUmkpzfn/3jCL7OtCoRAuvsz/7R3KywL+NyYKxEseKF7ZA8DoyV6I1JyLj+krPnWRR+KDeRNK26VA0+8dzrV6yar0Q3t3ayyqRFTr1n8vQi6SZ6puEbthaTvI6p0WLchtip7sl1S0J15miUt5NivdFqozZplEdQqHjTRYH1q+xpvLLb/swh3Prmzkyrl+3PHDKuOcuQeGGS15kV/2h4jIt/dPONrc3mWgA7do/y0a1PMjFVo+b7HJ0o89GtT/KZJql/FuZV+DaTd5ok/ZuSkHGFUlRmUROtOtSX5USxOt1ZVghcY3FB2o3D/ew6NL8jbFyML8l1yKUdSnNb+YbydiMS3fU4rifi6EQZV8I4ddhGxAnlJkaOFnDnpOt6vh/bFn6oP8fxQnWWReOE8jj6sikmpmqBDmlQen3Z+G25W1s7WctkAdz5wG7GilUUSLlBH9WxYrXtQ2wsnacnHb0bmeSQrE15r2GDMMlnXjP6ReOCtNe9JjpbySQHczt5kxySzyVJ0u5+zbJgY55rBdXlcTS2eF8IvirlWlD7Uq55QfZmDBPlGutW5OnNBLGZ3ozLuhV5JsvxHY1/btPQvKurofx0xCqTBTBytIAj4IggCI4IjtD2ITaWANOW0t7Sw4Ak3XKT+MhPGAY5meR1pquhQ7dL/U3iqqTve+SFluQArhO9FZjkEGQWtSKv87aLou+qTXKAT73zEnrmWDw9aYdPvfMS45q+jBPZ+yqu3maoN03Nn62Aan58v6ykQfHdh6JTh03ybscqE0v3kTT1KQGdagOeZHAXBPUkdTdN42NcnUlUQWWcHJJlWCUZwgVBym5fdvatQV/WjU3ZBejJpsilHdKukEs79DSx6kq16BMxycHcFyuuX1bSoPje0UBpzAkDTctPN2zMZAGsP6uHvUcKiK/Tvltf4fyVpz4dLylJWoJ0iijffZy80yRRQEkzrCo1b97r+hrI20mSduhJ+43tGZ2gXPXJppzp/6dy1Y+d/Ldl5wjL8mnObqhhadaTqlzz5/2dO8TXA41OTOE64PsNMSoHjkyYa3SStiuphVp37hWsNdHGdz34fMuzUzqBVSYL4LbrLuTX/+oxphr+CHMp4bbrLjyFZ7U47ITB5CRpKJm0CWVEfDtWnpSh3jQHTs52nXkKZ8dmJCVTkZWaHzQ1lIb2RBI/+W//WJHl+dnnkk+7sTUjUUkPPpCPSXqoejoz80NnAv/NWiclCYqLGv4mYt7qrgef5wvf2YsjQXZeqerxhe/sBTjlCqUbbkS7nqcOnJj3x1TxlKcOnDCu6aCnxtJhkvxuk9Yi1NNE57pC2t0+Y8qwkZvkkDxTL+0KvgY9qUrVINDtq8Zmtq0b7KE0Jw24VPVi4xKmjLdm7Up8nR0z8XVp2pXkDAkHJjkE0xwDReLgiBM+BvJTjVUmC+Ceh/fhOkEFbf1wHYn9BTqGbJt2z3c+E+nkbI0k80JMv1uTHCBrSJc1yev0ZVPTdQ8wU/fQLH20VY4Vo+MpJjkkj5n8n/bOPUiu6r7zn9+9/Zj3aKSZkYQkggZJjLERGMsPYhAyVmKwU4DXZBecTdVuQqy4iIWdxYv34XXsIlt2OWViqnYdvNhxsklEbPlZWYwdbGOBjR8gjJCsMZJHGEkgzUgazXumH/fsH/fenu6evqe7T4+6W+J8qoZpHfpOn36d3zm/x/fX15HMuZEgWLTLaFLt2DrA+GyaQyOTDJ2Y4NDIJOOzaW1cwqRCX0RwHX9jEKZhu44+e86U1rjj/+3wsfEfqzjRIJ/pVBaKss1QqmyhaD2a+1ljUgHTqSzZbFFnuKz+DYxH7LJir7ZqPQPWdJdeVKLGa+GubZeWbFB017ZLoy8ysHamUvJ3XruebNFOOavQdiU0wcQwmJ6+p1MLKrnhj6J85bzg31EFWQjlvkkmFfqhqGt+wkMloq4mi/WmlV30dSRpC1KK2xIufR1JNq6MbmCbjDmki7LN0p5+81Ov5n7WmFSAy+JYgoc+VdW0rsACb1y/vKrxWti5fROXrSzUXbpsZbvW/2zSJ7yW2EcpY7fURPUF0fULMTmhwUIxYfFpS1dM+OCeYbKeIpX1yHh+U62sp3hwT7ScikmFfl94OipKxe7TnJrCouZnXxrjxPgsz740xod3P1d2sd6xdYBErFDzLxHTa/61xkq/tlHjUNhQS8T/HXdF+9qZYI1JBUjEVitqHKAl4ksYNW5Z4NEDJ6sar4UPPbyXoZOF9UJDJ6f50MN7l/RxTFJvwXexxtxCF2vM1btYTUhELEZR4wBx118+iuM54bgO1xGSMZeWuEsy5pZVHDjw8jhnZtJ+cBzfMJyZSXPg5XHN/Er/zahx8E89In4FfDLmkHAcRER7gvzUo0OcmU4xn/EN3XzG48x0qmxRs4k0ylTKKylEWap/TcjRsRla44Vb33LJCyZYY1IBGU8t0pJyRa/COhqR0x81fqFiUu1cSqJDN14L3/jFK1WNm2JSNQ9mLlYTPbTJ+dKvbdQ4QGvCybmowh8B2so04Vq/os0PbHvKD3h7ftB7/YroYHru+RZZLt3rYBJ7m0pl6WmLkfY85jIeac+jpy2mfZzDI1MLGmDBH8+q6upFqgnvl9pc6DBJXjDBGpMKaE+4OEUBeMcRrdhePXteNDPL20qnlkaN14KJ4TKt/6gawwdyJcLFqlk/6qWH1teRzAWqoTLdMPBT7VvjTsGC3Rp3tKn2Ji6rjFr8Ornij0fRkXAZm8kQdxxaYg5xx2FsJqP9rufqQvJfCMrXi5jEMgZ624MMs4VGfZ7yx6Ool9KwNSYVcOe168l6RbtDT2mDoPXMSGpmRiP84FHjtWAi02GCSeA5HhEgjRoPaebPUS7DqSi+UEnmU0vcJeE6xBxIuA4tcb1YjonLymQTmP+c8k9AuucUTqHY0JXzaD+4Z5iJ2RRHTk2z/+UJjpyaZmI2pY1l3HvjIG1xh3TWYy7tkc56tMUd7r1xMPKaeikN22hwBWxeu4z2hMt0yq9GdsT/oG5euyzymqgd0KstZDIfsR2OGq+F7w2NVjUO/vtRaiq69ykZK62Wq8uoiTtQynyWE9jNhDGCvDFBv7uuF6NT87msJ8DPgkKvGwb+ItrVGi/oyFiumt1EdeDOa9fz2e8fJuN5OLJQM6LbBE7OZ1jeFufUdCr3Xe9tT2hFGzf0dfDCyakCV58E4zqePz7GVJ4b0VNwdjbD/uNj2uuScZdUVpHxPGKOQ7KMIQbbA75peHDPMP1dLbz2om6uWNPNay/qpr+rRZ9JYvDht/iYxhcm5kp/4aPGTR/LRC13JiLeEzUekgxUqvNRwfhSsjYi7TpqHGAmlfXbzLLQ/8MLxnWYBIRNukfu3L6Ju2/YQGvcJeP5j3H3DRu0mXqdyRinp1O504VScHo6pa3r+chNr2F5R4JkoBuWjDss70iUVcgwaY4VGuKNKzt5zepuNq7spKs1vuSZWSbYk0kFmEg51M0XfwHSkXCZnF+8IHVo3BP1xEQt13Rz4URoa0SNg39CKhWb052c7nv3Zj6wa++i0/d9794ceU2oD6Zy/ykcj2JdTxsjk3O0JRaWn3IB4eLTWf64jp3bN1UlMzI5ly44qSr8k+vkXHTizLbBfv7qtiur1uYqaI6V9wR1mWNHx2ZwBYZHp0hlPRKuQ29HYskzs0ywxqQC1vW0ceTUFJNzmdwb2NkSY32v/hhrMWNtTxtDJyYXuXbORZ9r13HIeIsXXp30umnltwnTESeXqHHwd+slXWMay7VtsJ8/uW5gkYCgbkE0NZA7tg7wP751gJlUhta4y2w6WzYgHHNK1+QsdffI0anUooZaEozrMHEjdSRjTKcyuTiLSGjEo5flzmSMQyNTuI7gOkLGUxw/O8fGfv1a9PjQCA/uGebo2AzrKjR21WLdXBVwzcByRqdSpLK+7zWV9RidSnHNQHQRXVTefLnGQRZ/Z+Y6QtL1M2qSroPr6HP9TclEaMBHjYNZgV+Ul6SlzHbOxHCZuMYeHxph997j9HUmec2qTvo6k+zee/ycyG5sG+znDRd38+LpGfa/PMGLp2d4w8Xd2sWtu620BHzUeL0xqYD3Yze+UUjEJFgzRBvTKTjNhD/oTzOPD41wz+7nePboGCcn5nj26Bj3VFBUWS0XhDERkRtF5FciclhEPrLUf/+p4TP0dyZIuA6e8rNP+jsTPDV8JvKaVZ2lP+QrI8brTVQtmqZGrW5MpbKsWdZCzBWyShFzhTXLWiqT26hiHMzUk/s6S8cRosYBrr54BcXlFwkHXn/xCs0jmWmHtUZE9aPGoX5V0uAr337jF6/k0no9T/GNX7zCA4+9EHnNxv5OVncnC7oZru5OalsRQ/WLfF97vKR8ja45lqlcyc7tm7h58yo8BfMZP8X35s2rtG45k+/GJ799kLMzaZTnawMqD87OpPnktw9q51ct570xEREX+F/ATcDlwB0icvlSPsbRsRlWtCcLOqmtaE9q/ZSdrYmSMhi6Jjv1JKpPha5/RdT6tdSuBtPOdSZxKpMCP0To64jnUoEdgb6OuDZ99JqB5WQRP0Ab839nEe3pFqCvo/TnJWocYCIi8yhqHMyC4iaGDuBzP/x1/qY6d/tzP/x15DU7tg4QdwulR+KuXnrEROakszWRk3oJEwtc0X9vH9wzTCqT5cT4HL86OcmJ8TlSmWxZQ/z40AhPHj5N3BFijt8H5snDp7XzM/luHDk943eKdQQRwXH8TrFHTtsK+GLeBBxWSg0rpVLAw8AtS/kA63raODU1z/DoFEMnJhgeneLU1Lz2DRydmvcLuvI+lI6UT5usF1m1+M130Be2RSkeL7US8o6tA4xMzHHg5XGePz7OgZfHGZmYW/IiK/B3vA6FOlFOMB7Fup62RTpc6azSfh5MTrfhhLqLuhJ2J12t4cpkS2cJZTRvrkmVtGkNTJhWXTw/ncKBSa3Epx4d4vRUivlAz2s+63F6Si9zMjmfYW1PK21BZXlb3GVtj76f+wsnJzg9nSKTVbgiZLKK09MpDp2c0L4On3p0iLGZNAqIBa7JsZm0dn47tg4wMZvm0MlJDr4yzqGTk0yUUU+uFxdCAH4NcDTv38eANxffSUTeB7wP4OKLL67qAa4ZWM7PXjwT9IFfiJm8903Ru8pUxsNxfI2fkIznaRsA1ZP2hMvUfAaHheBfOB6FSc2ISRbOvmNnC7K5PAWT81n2HTu75EHDe28c5O5/fpaJ2WCxUNDZGtMWga3qSvDU8MLiEtYHrOqK3r0eHZshk/WYTfvZUlkvS1vCKZuF05mMcWxstmBsfD7LRT3RX90wMFv8wuvidTu2DgSvw3QuuairNcZH3xV9yDdNdw4/E8Vu/nJGqNog96GRSd9dmZfmq4LxKMJMs4G8GpGZVIb+zpbIa8KNRXiqF/Fdd+Uaag2fmg7WlIXrlCiGT01rr1PgF4oGO9VykcSB3nYOjUwhqrBT7Ma+6Kp5Ey6Ek0lFKKU+r5TaopTa0tfXV9W1JrvKsDI3X38I0DYAqidvH+wr2QTo7YPVvTblMKnjiHJ36NwgtRB3nYIagXJChd8bGi3Z80JXHIlSjE6lc5lOnoLRqXTZpIKjZ0ovLFHjABuCRaIoRsulmsVj37GzCwY1YGI2o20AZ8qKiPhD1LgpJrIyJtIjoWx9vsRJJbL14Leizu9NUq41ddi+eGN/J4OrutjY30l3mTqTe28cpKct7mf0ZT0E6GmLazdMJlwIxuQ4sC7v32uDsSXDJGayaWUXK9oTBYGyFe0Jba+CenLwldK7s6hxU0yykeop9PjgnmF/F5nxSGf9314ZafPpVJZYkeptzBFtEPTEeOke4lHjIVFqsDqV2J4I3bOocVhQJ24JZEdaKlAnNnVz9XW2lIwn9ml2/yZELW66Rc/Enbaxv5PezgQxR8h6ipgj9HYmyiYHmAT7wxNuvss9k/W0a9G2wX4+fduVvP7iHlZ3t/L6i3v49G1XWjmVEvwc2Cgi6/GNyO3Ae5fyAUyKrMJc+lXdsYpz6evJodHSO9uocVOavXjzwMvjBRXyniovbe5L62RQKrtQi1CmPiBK/uRcyKI8daS0HEfUOIQGsnDMEb0q761XrebrJdSVb71qtXZ+YTwx54IK4lRLHU9Mxlxm0ovnn4xVVvxa6VuzY+sAH979HNnAC5H1FJkKvuudrQnciflFr4Mu2N+RcDk8Oo0rkovPHD87lzuNRmHlVCpAKZUB/gz4DnAQ+LJS6sBSPobJ0bde4mqmRB2nyx2z60FUjU65nhcmTEZIrUSNg+8KzBZ1u8t6S+8iBPNuhtXSnnAXFRt6Sh9Du//2q3n3Vatz74vrCO++ajX333619rHCeGJLcLJrifkCjEsdT4zyVuq8mKZpvtXGMcAs2G8iRFkvLoSTCUqpR4BHztXf3zbYzyegarmEeuwGLkQ29rXzq0A4L0RY+oAhmJ2cTkykaE84TOe5mtoTDicmoqukTeVAbrmy9O7/liv1u/9qMRFFBLjlqrWcmEjlKqtvuWpt2ceKu8Js2o8nhgFhWPp4oomeV369DUBbIlZWhNLvAukn1/gbC0U27mmvAbNgv4kQZb24IIxJPTAxDPWQMLgQeecVqxk6eahgTAXjS43JIn9oZJJURpGMObnFMJVR2iyhjmSE3lhS73K55aq1/Mu+VwqkROIOFS3a1RAWyhXLqegK6MJdfNyVgl38J0D7Od+0squEPFG8rDzRA4+9UNX8wiyr/PdSoU+RNtHh2398cfbh2EyG/cf1yQsmsjKdyRiHxueIuwufvTMzaTb263vI1ANrTM4RYcHU5FyGjOdxanKeD+9+7pwEvkxIulIypVcnCVIvHnm+dJfDR55/Rbt4mMjJr+hIcKqE7tIKTVFgKuP5/u28lE5PlNZN87o1yxg6Mc74bCa3o+xujTG4qjt6cvjVywoh6Upu8cgqxSe/fXDJP0fViiI+uGeYqbk0Z2fTuee0LMgs0s1tx9YB7tn9HNngSJJVioynX0QfeOwFPvv9wzjiF8nOprN89vuHc/MuRSjBE6YhhzVEusJck/joTF7dTIhS5VOkTTweSvlxmVRG5VK4HdHLqUB9NrbWmFRItW9GWJDkOuIXJKmFgqRmMCZ3vW0D9z92aJEr6a63bWjUlHIcimh3GjUectGyVo4W1WSE41H0tic4E7gMQkLXQRQmbppwF7q8PVlVQkZ+9TIEtQieWvLqZah+52+SvBCSznrMp73cSSEZ0y+8Dz15JDAkfsDDEb9u66Enj0TOMayviDl5hthTZbsS3rP7OY6fnSXr+RpxHUl9vU2BXlapcQ3VejxGp+ZL6q6d0iQvmJ4gq+W8D8DXA5Og3PCp6SCH3O+INp/xyHrlC5Lqxc7tm1hT1KtiTXeyqp3pucK07WzUl1f3pZ5KZVnX01qg+bSup1WbxWSS9l3PhAyTlNhw5z+bzhbs/HV6WVF++nL++089OsT0fJZEzKEl7pCIOUzPZ7WV39Op7KKkg3LZZqb1FQJ+o6+gXqTcWb0jGctJsMCCBIuuB0pItdph6axv4PJTuF1HtAWS9dJds8akAkzejHTGK7mDSDdJBfwdD/6YY+OFu5lj4/Pc8eCPGzSj2hmdSpWsX9DJh5toHe3YOkAiVqgTlYjpdaLyqSZfbqC3naynmAsK2+aCwjbd7vqyVZ0lX4fLVkXXPeTv/B1xgt9o60xMJej9DZXKnU7SWQ/Qb7RMss22Dfazoa+duYwvpzKX8djQ16414CbNp+68dj1Ikfqv6NV/wWyTmog5eJ5iLmgfPpfO4nlKWyBportmgjUmFWD0ZphWdNUJk1qEemGiegu+C6OUAfc0q1u90r5NU05vet2qnM8///dNr1sVec29Nw7S25GgJeb3WG+J+Q2UdDvy6VQWVGE1NkqVVWo2wVOKjBe4BwP3U8bzx6O489r1eMp3bXnKC37rs80+9PDeRZ/np46M8aGH90ZeY/JdN1H/BbNNal9H4E0I1BfC9SQ3XgIT3TUTrDGpgHq9GSatU5udRESwM2oc4P3XX5qfQp+7/f7rL9U+VpQ7S7dImbqftg32s+t9b+GJe29g1/veUvb+pq4GX8qnUHq9vzOplfIxqXhOug5pbyH+o5TfjGqp2wPDgkZYvnHMHy+FSQveb+07ASwWlAzHS7Gup43T04Wirqen9aKujw+N8MxL41yyoo3XXdTFJSvaeOal8bIbBZNqdqUUIr7mXzLmkHAcRPS9fkw2TCbYAHwFmKTwleqiVq5KWiK6+0WNnw90tsQ4PbO45WmnpiuUSZoqmLtdQqpxP1WbkGGSchpe19uRLJAaUUqVva7awO7y9jgzZ7OLXoPlGmmPsB6l1LiOtoTLfMbLGRIh/G7o06SrzTYzKcwtJeo6MpnijjdGi7qa1KaAWTV72M/kVNCsL+E6rOpIak+QpnVy1WKNSQVsG+zntmNnq2ppGhaBhYKAlRSBjUzOL/qCOuKPLzUmabQmjEdUkk9oKsyh+oUDzAoQTTJdTK4xSTkNr6tLy+igR8vp6YU03xXt+h4tLRFyJS1l5EpK15ks/XNyA62sUuNRPDV8hr6OxKK5PTV8hp0R15huFMITRSrPqjroq9lNCh3Byqk0DSYtTU2O5Z7y/a3hTk0IjdA5kDgxkfM1IKraOH0OZFvaAl93kdJEbrwUJu4nk2tMXQ0mLaNNWNfTRldrgtde1M0Va7p57UXddLUmtMauLemWbCTVVqYQs9YEhkq5ebMfVwq9A+HXKBwvRXgSzE/I6O2aiR2OAAANwUlEQVTQi7qausFzWmShq08VjZdgx9YBxmfTHBqZZOjEBIdGJhlvkn4m1phUgKm/e+f2Tez7i3fw6//5Tvb9xTvK7rRNfMkAK9pKHzCjxoGcD741SDFsjS/45M9X/vT6Ab+Ai4UfR/zxKEwCribXmMZmTJtqVZtyamLsNvZ30t+VLNCW6u8q30q3XmnSJtphJobBdKOQ0yjLS/OtRKOs2tTlemHdXBVgeoytliijUc6Y9He1cnpmsZRHf1d0sd6d167nr793iHR24YvjSHktpmZm5/ZNPPXrUwUZPG++pEdrxE3cT6YuKxNXQ9j+oLej8piJiRvOxK9uqpabzzk4cxdw/+1Xc//tld9/x9YBPrBrL9OpbM7d155wtUWLpjEJk+LXMHV5VffCd7uS+Ew9sMakAkwXj2oRkVzwMr/7YTlF0JHJOVwHPG8hoOk4MDoZ3Stj89plJFxhLk8DPeEKm9cuq/FZNI4HHnuBn/3mLHFXcrGnn/3mLA889kKkQTFJrjCpkjbF5LNnGhA2MXYKqlbLrVdFtgn7jp1lan4hEcFTMFVBl0+T185Eo+zo2AyuwPDoVO6a3o5E2Y1tteoGJlg3VwXUK7Uu7voFT/Eg7S/uOH4hVJmoeDqrcKTouCz6qthPfvsgmSD1syXmkHQdMp4/fr5iUnhn6nKZSWWZS/sNtebSHjPnoB4DzD579SpSM+n6F15Xj4psE/7mh8MLGWYsCIH+zQ+Xfm4msaPOZIyjZ2aZCTY9M+ksR8/MaqvtTdQNTLAnkwqoV2qdqZpqIuYwm8ri5fV4Ltc2tF6aT3FHSgbb4+egN8l0KovgF97lhP3KSG5A9bvKj35zPzOpbIGveiaV5aPf3M8TgzcYzj56btV+9kxP0vVMd66H29iEXHZa/purKJm1Vism7+3kbKpkX/vJ2WiVBxNdMxOsMamQeqTWmXZn3NjfyYunp5iYXTBCXe1xLlmxxOmjBmzo7+CFk5OLuslt6F/6uSVcYTa9YLhUkI7dGl9aw3UsFJMsWnCOlRCZXAqq/eyZuO7qne5cD7exCfmxi+Lxc0HVQo/TaWJO0Jgtb8M0Or24livEpIumCdbN1USYulx2bB0g7hYel+Ou/rg80NueSztWqFxask7zyaTr3703DrK8PUHSdXAd3622vF0v7WFKbyApUZwa3KuRmjDBpJ6lnph8juqZ7lwvt7EJa7r9RIfidOJwvBlwREgGXSqTMTfXCiEKE10zE+zJpMkwOQGZHJfvvXFwod9K1iPmOGUVVdsTpRs8lRPb+/RtV55zFyH4i3l/R6KgC12fRkrelNa4w2zaW7SDLacdVk+q/RyZuJ5q6UBaD7exCffdegU7d+1lKi+bqyPhct+tVzR6asCCrL7kubQ9pe9CatpFs1qsMblAqHbxMFnkTRs81at9ceg+WVmUNlmuOrha3n/9pdz/mN8JMgzWhuPnK/VMd67lunPNtsF+Hrjj6qY0dGC2CTSVJ6oWqaSBy4XGli1b1NNPP93oaZx35PvV833x56ovRzPPrx6plvWk2d9bywJhokS9jZ2IPKOU2hL5/60xsVRDoz7IldLs82tm7Gtn0WGNSQmsMbFYLJbqKGdMmidiaLFYLJbzFmtMLBaLxVIz1phYLBaLpWasMbFYLBZLzVhjYrFYLJaaeVVmc4nIKPAbw8t7gVNLOJ2lppnn18xzAzu/WmjmuYGdXy2Ec/stpVRf1J1elcakFkTkaV16XKNp5vk189zAzq8WmnluYOdXC5XOzbq5LBaLxVIz1phYLBaLpWasMamezzd6AmVo5vk189zAzq8WmnluYOdXCxXNzcZMLBaLxVIz9mRisVgslpqxxsRisVgsNWONSYWIyI0i8isROSwiH2n0fPIRkS+KyIiI7G/0XEohIutE5Aci8ksROSAidzd6TvmISIuI/ExEngvm9/FGz6kYEXFF5FkR+ZdGz6UYEXlRRJ4XkV+ISNPJcYvIMhHZLSJDInJQRK5p9JwAROSy4DULfyZE5IONnlc+IvKh4DuxX0R2iUhkpzkbM6kAEXGBF4DfAY4BPwfuUEr9sqETCxCRrcAU8PdKqdc1ej7FiMhqYLVSaq+IdALPALc20esnQLtSakpE4sCTwN1KqZ80eGo5ROTPgS1Al1Lq9xo9n3xE5EVgi1KqKYvuROTvgCeUUg+JSAJoU0qdbfS88gnWmOPAm5VSpgXVS4qIrMH/LlyulJoVkS8DjyilvlTq/vZkUhlvAg4rpYaVUingYeCWBs8ph1JqD3Cm0fOIQin1ilJqb3B7EjgIrGnsrBZQPlPBP+PBT9PsskRkLfAu4KFGz+V8Q0S6ga3AFwCUUqlmMyQBbwd+3SyGJI8Y0CoiMaANeDnqjtaYVMYa4Gjev4/RRIvh+YSIXAK8HvhpY2dSSOBG+gUwAvyrUqqZ5vfXwH8GvEZPJAIFfFdEnhGR9zV6MkWsB0aBvw3chA+JSHujJ1WC24FdjZ5EPkqp48BfAS8BrwDjSqnvRt3fGhNL3RCRDuCrwAeVUhONnk8+SqmsUuoqYC3wJhFpCnehiPweMKKUeqbRc9FwrVLqauAm4K7A7dosxICrgc8ppV4PTAPNFvNMADcDX2n0XPIRkR58D8x64CKgXUT+fdT9rTGpjOPAurx/rw3GLBUSxCK+CvyjUuprjZ5PFIEL5AfAjY2eS8BbgZuDuMTDwA0i8g+NnVIhwQ4WpdQI8HV8t3CzcAw4lnfS3I1vXJqJm4C9SqmTjZ5IEduBI0qpUaVUGvga8NtRd7bGpDJ+DmwUkfXBLuJ24FsNntN5QxDg/gJwUCn1mUbPpxgR6RORZcHtVvxEi6HGzspHKfVflFJrlVKX4H/uvq+Uitwd1hsRaQ+SKgjcR78LNE1WoVLqBHBURC4Lht4ONEXiRx530GQuroCXgLeISFvwHX47fryzJLG6Tes8RimVEZE/A74DuMAXlVIHGjytHCKyC9gG9IrIMeBjSqkvNHZWBbwV+EPg+SAuAfBflVKPNHBO+awG/i7IqHGALyulmi4Ft0lZCXzdX2uIAf+klHq0sVNaxAeAfww2gsPAf2zwfHIEBvh3gB2NnksxSqmfishuYC+QAZ5FI61iU4MtFovFUjPWzWWxWCyWmrHGxGKxWCw1Y42JxWKxWGrGGhOLxWKx1Iw1JhaLxWKpGWtMLBaLxVIz1phYzlsCWft3FI19UEQ+F3H/x0VkyxLP4ZGw4HGJ/+5DInJ5lddMlb9XfQhk6XsbPQ9L/bDGxHI+swu/KjyfugrmKaXeeS5UaJVSdzaLRL/FUgnWmFjOZ3YD7woqm0NF4ouAO0TkaV2jKxH5XRF5SkT2ishXAhHKcEf98WD8eREZDMY7RORvg7F9IvKevPv3Bre/ESjnHtCp54rI74vIZ4Lbd4vIcHB7QER+FNzOnaJEZEpE/lL85l0/EZGVwfj64Dk8LyL36V4oEVktInuCJkz7ReS6vL99fzDn74lIXzB+qYg8GjyfJ/Jehz4R+aqI/Dz4eWswvkJEvhv8nYcA0b91lgsNa0ws5y1KqTPAz/CF8sA/lXwZ+G9KqS3AZuB6Edmcf12w+P93YHugdvs08Od5dzkVjH8OuCcY+yi+BPcVSqnNwPdLTOmPlFJvwG9itVNEVkRM/QnguuD2dcBp8RsRXQfsKXH/duAnSqkrg///J8H4Z/HVcK/AlwjX8V7gO4Ey8pVAKGvTDjytlHot8EPgY8H454EPBM/nHuB/5z3m/UqpNwLvYaHHyseAJ4O/83Xg4jLzsVxgWG0uy/lO6Or6ZvD7j4F/G5wMYvi6W5cD+/KueUsw9qNAUyoBPJX3/0NV42eAfxPc3k6eS00pNVZiLjtF5N3B7XXARuB08Z2UUieCk05ncL9/wm/gdF3eY+eTAkKtsGfwtZzA1zx7T3D7/wKfKnFtyM+BLwbqzd9QSoXGxAP+Obj9D8DXglPabwNfCV4fgGTweztwed54V3D/rQSvlVLq/4lIqdfHcgFjjYnlfOebwP0icjV+J7gz+DvpNyqlxkTkS0Bx32rBb4B1R8TfnA9+Z6nwOyIi2/AX2muUUjMi8niJx83nx/iCg7/CP6n8EXAN8J9K3DetFkT0iudUkbieUmqP+H1G3gV8SUQ+o5T6+1J3xfdYnA1OMcU4wFuUUnP5g3nGxfIqxbq5LOc1QbvdHwBfxD+ldOE3QBoPYgs3lbjsJ8BbRWQD5GTUN5V5qH8F7gr/IX7joHy6gbHAkAzin350PIFv9Pbgq7G+DZhXSo2XuS6fH7FwWvoD3R1F5LeAk0qp/4Pvmgp7ejjAbcHt9+K7qiaAIyLy+8G1IiJXBvf5Lr4Kb/h3Q4OzJ7geEbkJKH59LBc41phYLgR24ccBdimlnsNfnIfw3Uc/Kr6zUmoU+A/ALhHZh+/iGizzGPcBPUHw+jn8xT+fR4GYiBwEPolvsHQ8ge/i2qOUyuK3hX6yzDXF3I3f2fB5yreR3gY8JyLPAv8OP/YBvuF9k4jsB24APhGM/wHwx8FzPYDfcQ9gJ7AlSEL4JfCnwfjHga0icgDf3fVSlc/Fcp5jJegtllcxIjKllOpo9Dws5z/2ZGKxWCyWmrEnE4vlHCIiP2UhEyrkD5VSz5+jx7sCP7Mrn3ml1JvPxeNZLCHWmFgsFoulZqyby2KxWCw1Y42JxWKxWGrGGhOLxWKx1Iw1JhaLxWKpmf8PjvHDOKsqvZgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEHCAYAAACEKcAKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydfXwcd33nP9+Z2UdpZUm2ZBnbaazExgkhQAgkaanrQgoJ3CXp61KOtAdpC41zQAN3hVdCm4ReErjkypFCH8BpyJFcKZSmhbhNnBQCxoRzEpKQJ2PHNnKCLT9IlmVpV/swOzPf+2Nm9knzm9kd7a525d/79Vqt9N357cxqd3/f3+/7SMwMiUQikUjCoiz2BUgkEomku5GKRCKRSCQLQioSiUQikSwIqUgkEolEsiCkIpFIJBLJgtAW+wIWgxUrVvCZZ5652JchkUgkXcOzzz57gpmHvB47LRXJmWeeiWeeeWaxL0MikUi6BiJ6TfSYNG1JJBKJZEFIRSKRSCSSBSEViUQikUgWhFQkEolEIlkQUpFIJBKJZEG0VJEQ0Voi+iER/ZyIdhPRJxz5nxPROBE979zeWzHmM0R0gIheIaL3VMgvc2QHiOimCvk6InrKkf8jEUVb+Zokkk5ix94JXHPPk3jHXT/ANfc8iR17Jxb7kiSnIa3ekRgA/oSZzwVwMYCPEdG5zmN3M/ObndsjAOA89gEAbwBwGYC/JSKViFQAfwPgcgDnArim4nnucp7rbADTAD7c4tckkXQEO/ZO4NZtuzGRzqM/EcFEOo9bt+2WykTSdlqqSJj5KDM/5/yeBrAHwGqfIVcC+BYzF5j5IIADAN7u3A4w8xgz6wC+BeBKIiIA7wTwoDP+fgBXtebVSCSdxdadY4iohGRUA5F9H1EJW3eOLfalSU4z2paQSERnAngLgKcA/BqAjxPRhwA8A3vXMg1byTxZMewwyornUI38IgDLAZxiZsPj+NrzXwfgOgA444wzFv6C6mTH3gls3TmGQ9NZrB1IYsumUWzeONz0Me2+Rsnic2g6i/5EpEqWiKg4PJ1dpCuSnK60xdlORL0A/hnAJ5l5FsBXAJwF4M0AjgL4362+Bma+h5kvZOYLh4Y8s/ybThjTw0LMFWHs5dI80r2sHUgiVzSrZLmiiTUDyUW6IsnpSssVCRFFYCuRbzDzvwAAMx9nZpOZLQB/B9t0BQDjANZWDF/jyETyKQD9RKTVyDuCMKaHsOaKsApBmke6ly2bRlE0GVndALN9XzQZWzaNLvalSU4zWh21RQC+BmAPM3+xQr6q4rDfBvCy8/s2AB8gohgRrQOwHsDTAH4KYL0ToRWF7ZDfxnaf4B8CuNoZfy2Ah1r5mhrh0HQWiYhaJQsyPYQZA9gKoWiaODaTxyvH0zg2k0fRNAMVQtjzSRafzRuHcdsVb8BwKo6ZXBHDqThuu+IN0iwpaTut9pH8GoAPAniJiJ53ZH8KO+rqzQAYwKsAtgAAM+8mom8D+DnsiK+PMbMJAET0cQCPAVAB3MfMu53nuxHAt4joDgA/g624OoK1A0lMpPNIRsv/5iDTQ5gxALB/Io3pOR0W2/9UwzSRL5oomtz0a5R0Dps3DkvFIVl0WqpImPkJAOTx0CM+Yz4H4HMe8ke8xjHzGMqmsY5iy6ZR3LptN7K6gURERc6Z2P1MD2HGAEBWN2Gy/c8mAsCAyba82dcokUgklcjM9hYSxvQQ1lyhG7bCYADs7Eoq5c0+n0Qikbiclv1I2kkY00OYMaqigNkqKRIie3eiKsFrhaVuHpHhzRJJa5E7kiXCuuVJEBEiioKYpiCiKCAirFt+evs6ZHizRNJ65I5kiXDT5efgUw++gEzBgGkxVIXQH4vgpsvPadk5u2GlXxneDADJqIasbmDrzrGOu9ZuoJ3veTd8viQ2UpF0IGG+QJs3DuMLV78JW3eO4fB0Fmva8CW/ddtuRFSqWunf5lxLpyCzv70JW3GhXe95t3y+JDbStNVhNMMU4x/w2xy6JZFRZn/PpxuSV7vl8yWxkYqkw2h3ZntYuiWRsVuyv9tZDj7sZ6yd73m3fL4kNlKRdBiHprMwTAtjkxnsPTaLsckMDNOqK7O9nSu4tQNJTM0Vqq5zaq7QcSv9bghv7pZFQDt3d3In2V1IRdJhpGIaxk/lYTgOc8NijJ/Kozfm785q9wruktFBTKR16KYFhQDdtDCR1nHJ6GBLzrcQNm8cxjevuxg/vvGd+OZ1F3eUEgEWZxEQZpJu5+6uW3aSEhvpbO8wmBmWxTAtBsPJVHfkfqwdSOLgiQzSeQO6aSGqKkjFNaxb0Rt4zi9/fx/ufeIg5nQTPVEVH3nHOtxw6QbfMbvGTmKoNzrvfLvGTuKGgPPJMvnVtDsgYMumUXz6wRcwPp2DYVnQFPu9u+V95/qO27xxGLcBbQnoaOe5JAtHKpIOYzJTAMhOKgRsxzkRcCJT8B13yeggnhybKo0xTBNZ3cTvvt2/98qXv78PX/rBASgEaIq9Mv3SDw4AgK8yOTSdhWlZyBVNWAyYlolkVAmc/BYSjdPOSKOwyieMUl47kMSrUxnM5spKuS+h4czlwYuAsDAAEEBO5mq9ARrtTF6VibLdgzRtdRi5ogWr5lttMZAtWr7jHnnpKIDyhMA1chH3PnEQzPYOSDecnRAz7n3ioP+FWhYmM8XStVoMTGaKYMv/OruhTH7Yc7lKOVc0q5Tyl7+/z3dcu82EW3eOYVkigvXDKWwc6cP64RSWJSKnfURUOwMellqirFQkHUah6F0bSyR3OTCZmbeqZEfuRzpvwGKUqga7v6fzhu+4kznvx0Vyl3YHE4TxHYU9171PHHR2dgoUUpx7BCpl10wYVRVYDERVBUO9UewaO+k7LiwyImo+7Z7Yl1p4s1QkHYZoPe+/zrcr/QJOjS3nVikXoShexZnFcpe8QLGJ5C7tDiYI41gOe6453QSYUTDsEv4Fw/57LqAC86HpLFb0xjA61IuNI30YHerFit5YyyZ2GRE1n3ZP7EtNmUtF0mGQYOIXyV00R3Mwl2+VchExzfsjIJKXrsd53lrFRQHn40rnj3tDfcEEYSONJmfz2H1kBi+Nz2D3kRlMzuZ9o3/ChjbHVAVFq8K/xUDRsuWteG1h6ZaIqHaamto9sS81ZS4VSYcREUzgIrnLyLJ4Q3IX0QQeNLEnIt6KKxnxVyQZ3UQyQiiYFvKGhYJpIRmhwFV72MnvxcOnkNHNKl9ORjfx4uFTwjFhfRaDPXbkVY2OLMmb/drCsnnjMK6+YDUm0wXsOZbGZLqAqy9Y3VGO3nabmqQyXxhSkXQYpsBZLZK7iJzcQc5v3fB+XCR3WTvQ4ylfI5CXsCzMFqqfe7ZgBV5n2Mnv3icOQlUIiYhauqkK+fotQvssiDDUG4FrFVQIGOqNBO7SNm8cxlvPWIZXp7J4+cgsXp3K4q1nLGtpnbQHnxvHUCqGc0ZSGErF8OBz4x3l6A3bOjosi6HMOz1RthFk+G+LaTTET1UUGB6TalBfkcm5IjTFcZo7/UgUsuV+1EaIBcld0jm9IbmL64wn94fj5A9y0u/YO4F7fzxW2l1kCgbu/fEYzl/T7/v/nNNNKLD9Fu7/RSX47oAOTWcR0xSkK2QxLTi0ee1AEi8enq7a/WR1E2cP9/mO+/L39+GhF46WxpkW46EXjmLdin2BocNh6IaKyPsn0pjJFqEoVPKlnUjrKJrp4MEhWIy8laUU3iwVSQsJk8PQG1VR8NgN9EZVj6OrqbVGBVinAKD0Ja1FC3C2H5nxzmsRyV3c18alH9VyETd/9yXMFsqTv8XAbMHEzd99CU/c9C7huJimIKubJcXFDBQZSEbFijkV07B/IgO1YhIbP5XH+uGAvA62MKdXv4453QLY/7V99UdjsLi6J7XFtrwViqQbKiLrhgUQoFT44iziwJ3yQlhKE3u7kYqkhWzdOQbdMDGVqc7+9lv55QRfFJHcZTgVw6HpXOlvV4m8LhXzHTfSF8PhU/l58pV9/uPCRpeRIPVNJHfxukY/uctgQkNWN+cprsGE+KNfFRBQcR/kN3r6NW+/i0juki2W2yR7yZvN2oEkJtL50o4E6DxHb0Ql5IqAZTGoIkE3qvovcLqJpZSQKBVJC9l3fBazeQMKCCoRDJMxNafDMGeFY8KG1Yb1kQi3LfVsZ0Ig0oetWmiKFHDe54QZ3cTq/jhOZPTSAmCkNxYYEGA6O7tKlwhzWS7CsfB5yoMIk0m/ZdMobt22G1ndQCKiIlc0W+oPCDNhbljZ51HyJ1JXyZ9uYKn1W5GKpE7CfBmKThKHm5NBZK+wdJ/kjrDz+tFZb5OSSO5yRPC4SL5YhJ1siyYjohK0Ch+TYVm+74Fbt6ySgmEFTmKqQp5KQw0wE6qKtyINiBoOXd5mIf6ARr8HO/ZO4NMPvoB03oBhWTiRLuDTD76Av7j6Tb7jXGU3skxri7JrN93gp2oEqUjqIOzqIaopmCsYyFsm3AqMiiMXIZregvYHonkxKCExrLO93awZSFSZ7irlfkQ1BbN5A0WzejexLCF+Dy4ZHcTTr56E4gQs6KaFyYyO3327f/jvFeeP4DvPH52n9K84f8R3HAnUJAWoycpMesC+VsOycO8TBwN3JWH8ATv2TuD6v38GecO+1sPTOfzslyfx1f9yofC57np0L6azRagKQVMVMAPT2SLuenSv7/mXetHGbvBTNYJUJHXghiJW+jr6Ev6+DgAY6o1hek4vRSaRo0yGev39D5L53H7lefjoPzyHbIV5KRlVcfuV5/mOY4FGFMkBO/x3OBWdV0QxqLLxlW9eg4dfPIpKf3tUseV+KApBsbjKv6QguLrAnG6CLa5SkgqAOQ72rYTZYf/Jt39WUiIueYPxJ9/+GZ699T2eY8ZOzAFgFE2uiia05f4sZed3N/ipGkEqkjrYP5HG9JxeqkdlmHYJjGLAcp+ZQUSIKlRyGJrMgU7bpUxvTEGmMN+Ok4oFpzSpziRksX1fj9/1ZNY7/FkkB+zVYrTGrhRVg8N/73p0LywQYlrF+21x4Op7qCeCwzXRbpYj90MloDbY2gIQDfi/hN1hT2W9Q7RFcgCwmOEEYJWi5gwGKKhUA5Z2u4F2+6lajUxIrIOsblbVsgJsk1E2wPnqOm01lWAyQ1MJq/vjgU7bpYyoXEjtxF3Lndv3YK5QnaE+VzBx5/Y9vuPCmArD1gMbOzHnmMMIBIJCVN/qW5SwGJDIKHo0SL9u3TmGdF7HwRNzePnILA6emEM6r7ck2c8NI2c4FRBq5CLandm+kPOFKeUiExIbgIjWAngAwErYn6F7mPlLRDQI4B8BnAngVQDvZ+ZpslOAvwTgvQCyAH6fmZ9znutaADc7T30HM9/vyN8K4OsAEgAeAfAJbvKSXzcqwjN5vlzE2oEk9hydqerZMZMr4pxVy5p5eYtCRCXPHVkkYJsQZlULAPsnMvNCiy1H3mzCNhcLy2RG904mzfgndxqCyxHJXV4eP4V0TU7OdNbAy+P+YcphSDp5Ua4SIdivrycgL6rdzuiw5wsbTAC013TX6t1Wq3ckBoA/YeZzAVwM4GNEdC6AmwA8zszrATzu/A0AlwNY79yuA/AVAHAUz2cBXATg7QA+S0QDzpivAPijinGXNftFqIoy7x+lIDjbfKQvilM5o2oVfSpnYKQv2uxLbDsxgcIQyRdK2GCCMExmCqCat5aU4OZi65YnoZuMXNEs3XSTsW55sN1bIUJMUxGPqIhpaikRzw8SKDaR3EW0Iw7aKYs+7X7fgg0r+xDXlKqUnLimYP1K/2z/dhdRDHs+N5iAATuYAOVggk6hHbu7lioSZj7q7iiYOQ1gD4DVAK4EcL9z2P0ArnJ+vxLAA2zzJIB+IloF4D0AvsfMJ5l5GsD3AFzmPNbHzE86u5AHKp6raQz1Rj1Xw0O9/grh8b2TqN3BK2TLRYgCugJqNrad2gzuIHk3UTQZChHiTm2ueMSe2P1Chm3CxdyNruhBsUYBFU3G6Ar/umXtjtTrEfixRHLAXkzVNmXLFq3AxVS7iyiGPV85mMBCoWihaFoAuK5ggnbRjhL5bZueiOhMAG8B8BSAlczstu47Btv0BdhK5lDFsMOOzE9+2EPudf7riOgZInpmclI8kXvRG9OgoGx7Jtj/uCCbeaZglEpfuDe3TpSIRMT7LRHJF4rIyR3k/A4bptxuRKY2PxNcVFMAth3FDIbl2GX8wrYBYO9x78lDJHfZONLr2ZRs44h/3kq734O0R5CEnxywF02qYi+gCE6QhOK/mAIWVkQxjM8i7PncYAJ27HbMdk6QVYcZtF1l8tuxu2uLIiGiXgD/DOCTzFyV1u3sJFo+/zDzPcx8ITNfODQ01NDYjG5i7WACyajqaHYVawcTgaYAt+orV9wq5V6E+bIuBK8IKj95t6EKooNEcgBYP5xCKq6haFrIO6vMVFzD+uFUS67xsd3eE4hI3k3M6SY0pdpspynBbQPCOqPDmnHCnq8bggnasbtruSIhoghsJfINZv4XR3zcMUvBuXf/e+MA1lYMX+PI/ORrPORNZe1AEpqqVHWw01Ql8I1QBPpRJF8MumVnERZRx2C/TsKXjA5iJm9AVexQXlUhzOSNlvVQF9XUalWtrbDRXmHoiarQjRq/kcGBzvZKGvksNsOM08j5klG1tNsCyruuRoIJWt2RsR0l8luqSJworK8B2MPMX6x4aBuAa53frwXwUIX8Q2RzMYAZxwT2GIB3E9GA42R/N4DHnMdmiehi51wfqniuphF62yv4aorkks5g19hJxJyotIJhJ9PFVGpZD/V2E1aRiDbSfovv1y2LeZrtXrfMPyk37Ir90HQWhmlVdbc0TCvQjBP2fBtW9mE4FauyVgynYi0LJujUUONW70h+DcAHAbyTiJ53bu8FcCeA3yKi/QAudf4G7PDdMQAHAPwdgI8CADOfBHA7gJ86t9scGZxj7nXG/ALA9ma/iLBvhBsu6oY8Uo1c0npEk5zf5PfS+LSng/jl8ekmXtniEReslkXy0uMh2jK/IvAPieQuYRtbhc0BCnu+LZtGEdVUjCyL4/UrUxhZFkdUUwMXmWHMTQsxh714+BR2H5nBkRm77bRfh9AwtDSPhJmfgHihM6+JhOMv+Zjgue4DcJ+H/BkA/nUymkCYmO/emFZyuLvLMoWCnfSS5nHRmQPYdXC+ArjozAGPo21E/qFW+anajch+H2TX74lpyBXn57b0+Hyew5pOS9UknIMNq/5qEswM3SjnACkUvHgL20grbE2wMJntYXNdwhb3bAQ5o7WQd20cwneeP1ols9iWS9rDKUHnRZH8dEDURCyouVhcEOkmki+EbMGsDmNmwHTkfkxmCp6mtKAcoIU00gqzyAyjgMIWelxIcc96kYqkhRyb1dEbVZCpyK3ojSo4NuufsSxpHgeczPfa1r4HWpAR3y2EVSSits1+7ZzDltYPG4BQNG2TViNtA4DFaaTVqAIKW+jRjpyrlikB7aYbRSqSOglTYmD/RNqz9er+idb0nZbMx3BmhNryNkYL/FSaoK9IpyWThiWMAhI19Qpq9hWWqKYgp5uwuEIh1JEDtJBGWu0q9hi20GNP1D62UndbHBxZ1ghL5CPeWsI6uWad0gmVsCOXtIk2xjeLmlEGNalsZzjuUmf9cAorUlFozk5IUwgrUtHAHKAtm0ZhuvXVmEu/B03S7cwHCRv085F3rIPF9s7MYsu5t+XNQu5I6iCsk0sXrLpEcknzaWeeTNg+9ks9lycMMU3x3On4RYgBC+usyABATsIw1ff/37pzDLpR3asoFQ/uVRSWMP4Y1w/SaEvmRpCKpA6WWjcziaRduP1jvOR+ePVoceV+bN44jKsPn5o3aQZNvu5iUSWCCYZKVEoQ9Bu77/isXbSRy72KckUThhnspG9n/5MbLt3QVMVRi1QkdRDWyRW2z7hE0omEUQobhns8a41tGPYvSDk55x1ldUIgd9mxdwIPPPkadNMqtUl+4MnXcP6aft9JOmzzuqxuVv1P3FIpQY7sHXsn8KkHX0CmYMC0GCcyBXzqwRfwhTrKz4eh28vILwm2bBrFxKydyPPS+Ax2H5nBxGw+cLu8uj/ekFwi6WREk7+fUnjtZK4huYuorqlfaRvAboB2KlsEW4BKBLaAU9liYAM0t3ldZbn7eprXGZZ30rERYL6+c/senJzTnVpujHzRwsk5PfA6w9D1ZeSXCi8ePoU5vaY7n24GZoe+/8K1Dcklkk7m4JT35C+SA0Cu6G3iEckXysGprN2lUiEQERTF7lJ5cMrfDJ0XKAyR3EUhgoLqoo0KENhPZv9EZt7uzuLWNGpbUmXku5l7nzgIVSEknP4UiYgKVSHc+8RB33H/9OzhhuQSSScTNv+kGwgbKBG2V1HYXjJham0tmTLy3c6cbno2qAqygx6a9l6pieQSSTtYyuHGoyt6YNX0krEYgU3CwpKKRzy7p6bi/kEBYQhrolo7kMSJTKGqkOWJTKG7ysgvBXqiquc2tJkJPRJJu+iNeX9uRfLFIExDMgC48bKNSEaUql4yyYiCGy/b2IrLtNsyU9k/4v4+GVCSJUwDu7AmqktGBzGZ0asCECYzelPbIkhFUgcfecc6GCYj7/RTyBdNGCY3NaFHImkXaUG9KpF8MQhbWBIASKFSiRNm++9WoRsWFIUQdxp3xTUVikKBNbr+62+c1ZAcCG+i2jV2EsOpKKKqAouBqKpgOBVtalsEGf5bB+ev6UciqpYiOBh2Q5vz1/Qv7oVJJEuUZFRFwbBKDmx3tR9kBbjr0b3I5A07sdAZmMkbuOvRvS0Jq42ohDndXmSWqg0rwTW6zl/Tj4gCVMYcRBT4zilh0xAOTWexvCeGFb3laFFmlj6SdnPXo3tRKJpVXdAKRRN3Pbp3MS9LImkrccGyUyRfCBtW9iGiVIfjRhQENow6MJGxHdYVA01uXZHOod4YuGbzwRawote/cdfN33kRtYFrRcuWi9iyaRQzuSL2T6Sx99isXfo+V2xJ75NGkYqkDtwPZ22M+elcQVZy+iGy1rQkaIst1FraCqYt96OySGelPmlFkU4ApRDjqKYgHlEQ1ZRS6LEf47MFZ3z5VikXng+wK1g7W7V6jHZd32p3qVAUJBeJ5BLJUkRU9cOvGojIwhNUnf2pV727UYrkLiT4SorkCyVdMLC6P15VJHJ1fxwZUUalg0iv+em7rTvH0JeIYP3KFM5ZtQzrV6bQl4gEOtvb0WpX+kgkEkldhCkuGTZfQrRGC1q7RQTFHiMtquXv+i1Gh8rl5rO6geGUf/WKpOtzdR0rXJaLWEjNvzDFHhuhof8uEa0mol8lok3urVUXJpFIJI0SNmky7M4prNno+k2jdgtgVGTEky0XsXYgiSOnclWlmo6cyjXV1xGWunckRHQXgP8M4Oewu14C9uvf2YLr6ijCVjCVSCTdwUBPFCcy8zuXDvT4Z6iH7dl+w6UbcPBEBttePAbTsrs6XnH+iG+F3pG+KHaNlXsZWQyczBYx0ud/jUDrizY2Ytq6CsDrmdnfG7QESUYVZArzVzQ9UelikkiWAnGB6UskrySM2WjH3gk8+8sZnLk8Weqb8uwvZ7Bj74TwuR7fO1lavDKXHfSP750MPNet23YjolJVRvxtzrU3g0ZmwjEAzc/77wLeuHoA/Qmt9CYqBPQnNJy3emBxL0wikTSFk07feaq4Vcr9CFP/ym2IdWwmj1eOp3FsJg/dMH0d53O6Oc/UptZRqqkdRRsDdyRE9FewTVhZAM8T0eMASrsSZr6haVfToWzZNIpPPfgCoppS2oZqqtLU8DmJRFImbIfEsBRMCxHFDgJwV/sa2XI/wvYV2Xd8FqdyRVhWRf8Tw78hVkxVkK3IB2G2zVtJn7IqgO2kVwkYm8yUujiu6I02NSGxHtPWM879swC2Ne3MXUbRtFAoWs6bzohp3V/xVCLpVN573kp85/mjnnI/Yirm5Z+4cj96oioyeaNUyZedJJTeuP/AO7fvqfKt2L1F7L4ifookp1swrerdj2kBWV08rySj1YqkUu5HKqZh/0QGqkJQFYJhMcZP5bF+uNd3XCMEKhJmvr9pZ+tSSmUXKmhl2QWJ5HRnz9F0Q3IXUbmwoDJib1iVwq6D1TkqliP345Xj3knJIrlLsXLnURH+W/TZkaQLJhRUl7ZXEFwjjUuFx1B1z01M0gzcJxLRRiLaTkQPE9FZRPR1IjpFRE8T0TlNu5IORma2SyTt5cCk93dLJF8oz/7Su0mdSO4SJrcGsBtvucdxxdyiBISCEtk+WoJzX0fkaEY3MZDUULQs5A0LRcvCQFIL9K00Qj0Gx3sA/C2AvwfwAwCPAhgAcDuAv/YbSET3EdEEEb1cIftzIhonoued23srHvsMER0goleI6D0V8ssc2QEiuqlCvo6InnLk/0hEwXFwIZCZ7RJJewmTRb8QdEGGpEi+UET6wk+PDPVEYDp+EYZ9b7It9yMV0zCVKVYthKcyRfTGmpePXo8iSTHzvzLzNwEUmflbbPOvsBWKH18HcJmH/G5mfrNzewQAiOhcAB8A8AZnzN8SkUpEKoC/AXA5gHMBXOMcCwB3Oc91NoBpAB+u4/VIJJIOJ+xKv1sI1YJYtP0I2JakczosoKq0vuXIm0U9iqTS2/TFmsd8dwDMvBNAvUXvrwTwLWYuMPNBAAcAvN25HWDmMWbWAXwLwJVkV0V7J4AHnfH3w851kUgkpylLufvjZEb3DP+d9EikrORY2vvx4wJ5GOpRJH9DRL0AwMx/6wqJ6GwA3w953o8T0YuO6cvd1awGcKjimMOOTCRfDuAUMxs1ck+I6DoieoaInpmc9E/gmTe2QblEIlkcUoKa9iL5Qmnn3GBZPK9Gmcm23A9T8LjRRNN8oCJh5q3MPM/DxcwHmPmT7t9E9Jk6z/kVAGcBeDOAowD+d53jFgQz38PMFzLzhUNDQw2NXTOQaEgukUgWB1GUVVD0VVjaaYILe66QFrGGaGZ2z+/UcxAzH2dmk5ktAH8H23QFAOMA1lYcusaRieRTAPqJSKuRN53feeuaeSsMcuQSiaRz2H007fld3R0QNhyWME7zsIh2EEE7i7jmnQsjkoehmYqkrn8dEQ7XYCcAACAASURBVK2q+PO3AbgRXdsAfICIYkS0DsB6AE8D+CmA9U6EVhS2Q34b20HQPwRwtTP+WgAPLfxlzGf7y8dKoXZuy0+FbLlEIukcMgVj3gqdHXkriAjm4oCOwG1VQMmYCrVm/lLJljeLZhoO56lFIvomgM0AVhDRYQCfBbCZiN7sHP8qgC0AwMy7iejbsKsLGwA+xsym8zwfB/AYbMf/fcy82znFjQC+RUR3APgZgK818fWUGDsxZ78JNf2jx07MteJ0EomkS4hpGgrGfCUV1fyn1qhKyBvzdxJ+vd7Dlo1ZP5zCq1MZzOaMUomUvoSGM5e3MbO9Aeb9B5j5Go/jhJM9M38OwOc85I8AeMRDPoayaaxlWMxV7UTdGjfUqrZrEokkFGE6Dy6EsP1PopqKglG9eyJHLqI3qno+b2/A9mfLplHcum03RpZppUrDndxq95+a+FwdhSVIShLJJRLJ6UFYRQLMN+EEzSYZQfXfTECG+uaNw7j6gtWYTBew51gak+kCrr5gdXv7kVRU//XErf7LzJ9v2lV1GKK3qXkFBiQSyelEWMc5kb36dysU1xN5tWPvBB58bhxDqRjOcHYkDz43jvPX9DdNmTRS/VcikUg6mor6h/PknURWsIsQyQFgOBXDoelc6bUwAwYDq5bFfM9V2Y8EAJJRDVndwNadY+1TJLL6r0Qi6RYiKqHgYXKOBDVf7wJ6onb0lVUR9KOSLffj0HQW/YnqelyJiNrefiRE9K/wN21d0bSrkUgkkgXgEQjlK18o7dwBZXQTgz0RTM0VS6atwZ5IYBXftQNJTKTzpR0JAOSKJtYMJJt2bfWYtr7QtLN1Kd2yXZZITndE5UBE8oXiNoqqRQtICFEJ88qduHIRqZiGYzN5RFQFRLZpazprYP1w3PdcbofX8VO5UofX3piGW953ru+4RqjHtPWjpp2tSxlMapjKzo8VH0y2pn6PRCLpDs4e6sFejyZWZw31+I7TVAWmR2SXpooDaRfSoIqc45kZYGr6Irju8F8iWk9EDxLRz4lozL01+Xo6kkTUW2GI5BKJ5PTgHEENL5HcJUzYcEY3sbo/Dk0lmMzQVMLq/nigaWvrzjH0JSJYvzKFc1Ytw/qVKfQlIti6s3nTdyMz4f+BnZl+N4DfBPAHaG4eSsdyPF1oSC6RSE4PHts90ZB8Ibi+jtGhckZ6VjcwnPI3bR2azkIlYGwyU8psX9EbbaqzvRFFkGDmxwEQM7/GzH8O4H1Nu5IOpihIPBTJJRLJ4qAKfBMiucvGld6mKJHcJVsUhPEK5Athy6ZRzOSK2D+Rxt5js9g/kcZMrhiYoZ6KaTh0Moesk9GeLZo4dDLX1A6JjTxTgYgUAPud2lfjAJpXrEUikUgWyKpUFIdn5lsKVqX8u3DbU1v98sVCL5rQDctus2sxdCVYYbkdEss+FfvXdndIdPkEgCSAGwC8FcB/gV1xVyKRSDoCUgQKQSB3GTsxB02xq+8S7HtNCS7M2s7GVndu34N0wYQbJGYxkC6YuHP7Ht9xk3NFz9L6k3PFpl1bPXkk/5eZPwjgV5n5pwAysP0jEolE0lEcOZVrSO4StjBrPKJ49lmPR/wVl6YAXn51v0K++yYynvW59k3MjxqrpGhYnuOKddQDq5d6diRvJaLXAfhDIhogosHKW9OuRCKRSBaIyG0Z6M4MWTY4GVVLuxigvJsJyjYX7Vn8AnNFqTCBKTJt2DbV4yP5KoDHAYwCeLbm9OzIJRKJpGsJO0lvWNmHPUdnMJs3StnmfXEN61f2+Y5basnM9fRs/zIznwO7odQoM6+ruEklIpFIup6wO5lLRgdxKmdU+S1O5QxcMupvrIk4iYdUcauUN5PemDZvolccebNo5KrnRWgR0f9t2pV0MO10qEkkku7h288cakjukogqcHWGq6tUBUhGm69I3rVxCLXeEMuRN4tGrvoNlX8QkQY7emvJI4pBD6qnI5FIljbjp/INyV02rOzDUG8MyajqlHhXMdQb8zWJhc2ROTarYyCplfrBKwQMJDUcm21e+G89UVufAfCnABJENOuKAegA7mnalXQwI6koYr84gGuf+1dopol8JIq8FkO0NwH8xW4gkQCSyepbIoFzjv8COS2GbCSBbCQGXYuCFYJFCmBZ9XemkUgkHYnI8hXk/96yaRTX//0zpb7tRdOEaVm+yYWaQp7FJ4MWtIems+iLR6AbXO7ZHo+0t4w8M/9PIroLwL3M/IdNO3MXkTcZrz91BB/62by28XYYgoDtNX+bRNDVKPJaFPhGCojFbCUUj5fu7311FnkthrwWRUGLIR+JIKfFkY9Egbv32cclEkBPj62wnPuzTvwS+UgM2UgMOS2GQiQG7rBkKolEYvPQ84dLSsQlbzAeev6wsNmUbnqH64rkLqmYhn3H06WkRMMycXg6hw0r/euBNUJd3hZmtojobU07a5cxldExlezHv599EZblM4gbOmKGjphZxLpeFcjngUIByOWAojjJR2VGwiggYRSAI2nPYy71u5Af/73wIS99VlAjKGgR4P6+KmVVUkaJBP56/ynkIzHktCjyEVuB5bQYcpEYcM94lbIq/Z5IYPXMhH2sM8ZSgsIdJRKJy7YXjwnld3/Ae0zICGWkc3p10ADbbcKbmdneiNv+OSJ6m5OUeFrBAJ5/3etx3X+6BYpl2lEWzCAw9t9xuZO9ZNn3pgnMzQG5HH7rc48iUcwjbuhIFAuIG4XS73defratePJ5+975/V9+sh9xQy/dYs4tbug4u0+zj6+8+RAzi4iZReCYeAv7H/ye4Af3Ch/6Sc3fRUVFQXN2W99cZiusZLJ87yiuL+w5iUIkiqwWcxRYHLmIrZDwjVPlYyvGIJHAUOYkCo7iKiqaNAlKupp29k2ZnCtCJXseK/V6R5sz2yu4CMDvEdFrAObg9Hti5vObdjVdwLyVd8yjX3Kf7TDbP/Qrwue58xPe9S7/+00PC8e8emfNGMuyFVA2i1+99d+QKOaRMAqIF3Uki3nEigUkiwV86crXl45DNltWXLkcvrvrF47SsndKMaNoK65iwd5tVSo7S7yFjlgmInoOvXoO+OWM8LirhY8AeOxvhA9Vrl5MIuS1GApa1N5x/ctgldIp3ZJJfP6lSWfnFEdeiyIbiSMXcXZcD+aqlZZzPzJ7wvGDRVHQotJEKOkIFtJgT1UIakWZGNPnuxyGRhTJe5p65i6iYzskKoptaurpwZFl3nZVAPjSH4mLNH+yXsXFbJvtHAX063/+MOLFQlkJOTuupJ7HX/7HDWWFVXmfzeLfnhpzFFZ5x5Uo2n+vTVBZcenibbfKjJ5iHj1FZ0eWnhIe+7vCRwA8fLen+Mmav/NqxFFcEeCfBsomwpod1//afQJ5zfZTFSpMhLlIDPjmbJVpsFJxDWZnkHd2c9JEKBHhdkX0kvsxuqIH+ycythWFyuVf1gc032qEuhUJM79GRG8C8OuO6MfM/ELTrqSDCRuZsaQgAqJR+7ZsGQ71jwgP/cstYsX18XoVl2lWKaJ33bG9pLgSFQosbuj4wvvWlxWWY1Z0FdejPx1DokJZxZ0dW9zQsTLK5d2WD3GziLhZBAoAxqaFx73f70ke/SvhQ89V/F5pIixoUeC7Fbst17/lKLDPvXQCBS2KbCRWCtDIR2xfF749Vw7KqAzOSCaRKswhr0WliXARCbM4DesjufGyjbjhm88ho9sFHxUCeqMqbrxsY51XG0zdioSIPgHgjwD8iyP6eyK6h5nF3xCJJCyqCvT22jcAv1i+VnjoFz4qVlzX16O4mKt8VZv/x8MlE2FJYRVt098X/8OGsqJylZajwB55esxWdM7xpR2XUcCqKBo3EQLA7KTw2N8TPgLgkS8JH3rJuTeJbPOgWqG4Hl5eHZARj5f+vv2FCUfJxZBzFFZejdkRhf+UrQ6Dd5TX8OwJJ4gjBlYIDAIT2ZOoa7DvYtb0x3HYI2dkTb9/s6lQiqRBeSWxiArdZBiWBU1REIs0d+fbiGnrwwAuYuY5AHBCgncBECoSIroPtj93gpnPc2SDAP4RwJkAXgXwfmaeJiIC8CUA7wWQBfD7zPycM+ZaADc7T3sHM9/vyN8K4OsAEgAeAfAJrqeBsURSCVF54gTw6uBq4aFfvF6stD5ar9JyTYTOLuq3PveorXwc31SimEeiWECymMfnLzu77NuqVFy5HB7/2WsV5sXyDi1m6FihcV1RhEnHj1bi1FHh8R8UPgLgkb/0FD9d8XtejaCgRaFrEeTVKPCvg7aSqgyDd5TWXS9POj6wqGP2i5XMf/j65DzzoPv7qpkJ5LUYTLU8UTIRLBCQyZRzt2pummmUFJx9X1+O1x1XvdFztX/HVW/0HRePqJ7Nr+JNnuCBcqvdkWWJkiyrG9i6c0wYatwojSgSgh015mIi2E3wdQB/DeCBCtlNAB5n5juJ6Cbn7xsBXA5gvXO7CMBXAFzkKJ7PArgQtvJ9loi2MfO0c8wfAXgKtiK5DPPTNySSzqHGRAj4B2V8/r+JFdeH61FclSZCRxld8b/+HUk9h3jR3i0limUf1y3vPNMzKAPZLH7y8mFnh6UjZupOYIYdoLGMzMAowioTIQDMitvR/me/J/reV4QP7XLuXRNhQY0gr0Wha1Hg8durFVeFArv9heMlxVVwFF5BiyKvRoD/M1HtF6sI6NicSOATG5P4h2cOY65oIRFV8bsX/Ao2DwKYnBQqriHOY1ovwiQCM4EVu/Jvfyxm/x+9xoXcwR2azkIvmjh4Yq6k7Fb0RKE3sYx8oz3bnyKi7zh/XwXga34DmHknEZ1ZI74SwGbn9/sB7ICtSK4E8ICzo3iSiPqJaJVz7PeY+SQAENH3AFxGRDsA9DHzk478Aeeamq5IVPIu3qZ2965ccjpQYyIEgBdXvSo8/JabxYrr9/wU1/98L2AY9iSYydi3bBZXfeH7SOp5JEzH3FfUkTDsHdefvXPd/GjCfN5RWuOIGwXEzCKiTs6WHQpfxIDiKK16TISo8H9NHxEef43wEQDf/6rfo/h9UnCN5igsNYrifRHMLV+Gnr6e8i6r5vanv5jBlAmkWUNWicCMRkGJBFL9KeDbU55jXj/5KnQ1Ajg7J4uUspnw1VeFSmvF7BTGZwoYJGA60QdTUTGR0bF2IOH7uhqhEWf7F4noRwB+zRH9ATP/LMQ5VzKzu38+BmCl8/tqAJWVzg47Mj/5YQ+5J0R0HYDrAOCMM85o6II1VYHpob21FlTqlEi6EiIgErFvqXLG9POrDwuH/NktdSgtZihs2X0+2ILCjFdue4+909J129znmvzm5vDBv/ohksUCYkYBCUdpuSbDT/7qmvl5WM7t6b1HSorKVVpxQ0fU0NELM8BEaM03EU57Jxy6+IbACvKOHwNggaCr2rzdE5766+qdVoUCev8LE8g5xx3vXY4fnP02HOofwbEZ/yCTRmi0jvDzAI6644joDGb+ZdiTMzNTUAuyJsHM98CpDXbhhRc2dM5UXEMhMz8cNRVvXhlmiUTiAREssv0GJhz/QTJZfnz58qrDf/zwLER8stJPZVnlJGLLwrV/9jDAjrIC26GyzFDZwnM3X2orrZpQdmSz+Pi9TyBWLCBe2jHZu6e4oeP6i1aXlZVb+cL5e/ZUBuPHphE17B1X3LQVVw8bUHxC3xVwhYmwog3wSbHCrg2BP5ZajkP9I/Bo7BiaRqK2/hi2r+I4yv4RBtBoQuJxIlrFzEcd05VrKB0HUBmas8aRjaNsCnPlOxz5Go/jm85cwWhILpFIOhgi2+RX4ZBPLuvFVHb+93l5UgOGxQ7pf/tJ2SpBzo5JYQvEwPW3v2eewnJvv3v3DhybzZcUlsIMBRZW9Ubxz1suLissN9KvUMDHvvaT0o4p6uZhOQrsYxevrlZYhUJJaT37ytHSGM2yMJOY1xFkwTSypP4EgNczszj7qz62AbgWwJ3O/UMV8o8T0bdgO9tnHGXzGIDPE9GAc9y7AXyGmU8S0SwRXQzb2f4h+ESQLQRd0N1GJJdIJN3FcF8CU9n59e+G++r3IzApMKli55QQj91tJcA98x8/SgDOOqta6CifH/6EYZhcpbAUMKJgfOyW36pSVJXK6xOf/z7gjDmWWgFdiwBobkJ1I4rkEABx7QsPiOibsHcTK4joMOwdzZ0Avk1EHwbwGsp5XI/ADv09ADv89w8AwFEYt6NcJeM21/EO4KMoh/9uR4sithRUh6tVyiUSSfczmSk0JF8oDSUXKgqgKBgc6BXnrAyKOzKOLxtuefJ0Pf1I/rvz6xiAHUT0MMoBfGDmL4rGMrMoGOJdHscygI8Jnuc+APd5yJ8BcJ7w4ptEUVBITSSXSCTdRTrn7UwXyV3Cli0JQyoegUp5WGz7FAh2KG8qHvEd147KHPUsqlPO7ZcAvgcgWiFrXkF7iUQiWSQKAjO1SO6yepl3BrtIvhDSBQPLe6IlJUUELO+JItMBvtp6Glv9j1oZESkAeplZHCIhkUgkS5w7rnojPvqNZ5GtCIFKRpTAzPYwpGIa9p3KlXZAzMDUnN7UBlVhqdvMT0T/QER9RNQD4GUAPyeiT7fu0iQSiaQ9xDTvqVAkr0RVqKofelAPdQBIRm2HPKHcH6RS7kU6X4TJZZMUw06UTuf9zW9he703QiP+4nOdHYibPb4OAeV3lgqinshBvZIlEkl7EVWbCKpCMdTj7WcQyV3u3L4Hc06dLcAuzz6nm7hz+x7fcddvGoVS0WyKYSuh6316th+f9Xb8i+QuyYj3NC+Sh6GRZ4oQUQS2ItnGzEWcJpXU29nNTCKRABHBzC+Su4iq2gZWu1UU9MWqp8O+mAJS/KfI/RMZ1E4DFttyP264dAM++a716ItrUBVCX1zDJ9+1HjdcukE4xnBsWpUVUCrlIs5b3Y+BpFa1axpIajhvdb/vuEZoRJFshV2ttwfATiL6FQCnhY9E9iORSNrLyt5oQ3KXnO4VqC+Wu6RiGtKF6lTvdMFCb8zfjSzyxdeTYrbrFycwmzdgWozZvIFdvzjhe7yrQ5nLt0q5iC2bRu1IrwrfisW2vFnUrUiY+cvMvJqZ3+uE6v4SwG+6jzul3pckCcEWUCSXSCQLYyrrbfcXyV3CLvomZvPzjmFH3gqu2fr/sOtgdZO0XQencc3W/yccM9LnHQkmkru8ePgUZnPVkV2zOQMvHj5V59UGE3omZJvKq/tEE66nI/mvv3FWQ3KJRGIjWiwHeRdzgkJQIvlCOSlQUCK5S1TgJxXJXWqVSJAccPNIyv87gr0bCcojufeJg9BUQjyiIhFREY+o0FTCvU8c9B3XCM1cUkvPs0SyhAnjt+gWs3DY6xzuizUkXwjpgoE1AwkkoyoiKiEZVbFmIBGYRzKnm6jVawrZ8mbRTEXSaZ+NpvGVH/2iIblEshRZmfKeHEXybiLszglEGOqNVDmyh3ojoBaktq8dSKJQ086iYFhYM5AUjLDpiaqeAQE9PqHGjSJ3JHXQ7m22RNKJnMp6lzcXybuJwaS3eUgkd1k7kISmKkhE7F1CIqJCU5XAyT0q2MWJ5ABwyeggJjM6dNOCQoBuWpjM6LhkVFxnCwA+8o51KJqMXNEs3Yom4yPvWOc7rhGaqUh+0sTnkkgkHUZG9144ieQLQeRiaFXqlmgDEbSxuGR0EBPp6sl9Ih08uY+u6GlIDgC7xk5iOBVFVFVgMRBVFQynotg1dlI4pvQ6Av5eKI0UbfTELdrIzB9v1kVJJJLTG1GKVqtSt6bmBFFiArnLrrGTGOqNIp03oJsWoqqCVFzDrrGTuMFnnMg/4ee3ODSdxfKeGFb0lqO0mBmHp7O+1+g627WKnBjDsnDvEwd981YaoZ4y8m4hl9cDeBvsviEA8B8BPN2Uq+hw3A5eXnKJRNL9hHW2H5rOYkVvDEOpxib3IzPeYcUiOWCb0V6dymA2V1ZafQkNZy73b1Q1p5uorfTSbGd73UUbiWgngAuYOe38/ecAHm7alXQw3RJ5IpFI2svagSReOjxdZd7rjSp445oBn1HhqmVcMjqIp189CYVQZUa75m3+ZrSeqIq5ggGGCeZyba+egGTLRmjER7ISQKVXTXdkS56w9lOJpJIdeydwzT1P4h13/QDX3PMkduydCB4k6WzYmucjyugWwM33G+0aO4lUTIVpMQoGw7QYqZga6CN518YhmE42O8O+N9mWN4tGVNIDAJ4mou84f18F4P6mXUkHM5jQPPs5Dyaap9ElS5sdeydw67bdiKiE/kQEE+k8bt22G7ct9oUtMaIqebbA9ouGAoBkREW2ON/Ukwyo0fWkIIFQJF8I+47PYk43EVGUUkOtOd3E/uP+laqOzeroiSqYq1B4PVEFx2abF23XSImUzwH4QwDTzu0PmPnzTbuSDiYZ8w4BFMklklq27hxzksg0ENn3EZWwdefYYl/akiJs7avrf8O77pRI7tJOs3fReRGKQiAiKE4Im5firGTf8VnkDasqIz5vWIEKqBEaWlIz87NEdAhAHACI6Axm/mXTrqZDmUgXoFB1xIhCtlwiqYdD01n0J6oXHomIGuiUbQXdEDxS+32rlPvRLZW6w7y+qKYgp5uwmMstftmW+5HTLZiW0/vEkZkWkG1i2HYjja2uIKL9AA4C+JFzv71pV9LBWMywuLoJjcW2XCKph7UDSeRqTCe5ohmYuHa6EhHMqCL5Qvnqj7x3hiK5S1j/6YbhXs/cjg3D4gis9cMppOIaiqaFfNFC0bSQimtYP+zfIbFoVigMEsgXSCPO9tsBXAxgHzOvA3ApgCebdiUdjNvAqrIJTaVcPK4xuWTpsmXTKIomI6sbYLbviyY3tZR3vYSd/Hqj3h9ckXwhFAU7CJF8oXj5R/zkLnHBl1kkd7np8nOwvDeKeERBRCXEIwqW90Zx0+XnCMdcMjqImbwBVSHENIKqEGbyRmDyo6IQ1JomWiqhZBprBo18AorMPAVAISKFmX8I4MKmXUkHo4ZUCMsS3j6UWhOHZOmzeeMwbrviDRhOxTGTK2I4FcdtV7wBmzcOt/1aRBvpoA12XOB4FskXQrsTEsOSjKqeO4ugOlabNw7j189ejqLJpduvn73c9/Owa+wkYiqhaNpRW0WTEVMpMGprqCcyz0dkcnD3x0ZoxEdyioh6AfwYwDeIaALAXNOupINRSIFKVkmju+YtIn9NMpyKY3quCKaKcYyq5CXJ6cPmjcOLojhqKdnXPeR+nBBkeYvki0HYqK2wuN9xNPgd//L39+GhF46WFKNpMR564SjWrdgnzDZ/aXwa2Zr6ftmihZfH/SPEUokolJnCvHkolfBvEtYIjexIrgSQA/BJAI8C+AXs7PYlT1RToBAhoiqIRRREVPvvICcXM0NRCFFFQVxTEFUUKAqBpW9Fsoi0c2fRbtr92sJ+x7/6o7Gy3xVlv6ufTyZX9H7OrEDuki4YWDuYQNIpLJmMqFg7GFx+vhHq3pEw8xwRrYRdJmUKwHbH1LXkWT+cml+aoCcSWJogo5tY3R/HCadiZ1RVMNIba2ppAomkUUzT+/MnkncThsD2JZK7hI0SC/sdL/leKp+f/X0yluA1iOQuaweSmEjnMTpUnq+yuoHhJlpGGonaej/s2lq/A+D9AJ4ioqubdiUdzJZNo4ioKkaWxfH6lSmMLIsjoqqBjtKw/QMkklZSEMxVInk3oRveL0Ikd0kKAgZ6AgIJ3DLyo0O92DjSh9Gh3rrKyIcJeBA5x4Oc5ls2jWI2V8T+42nsOTqD/cfTmM0VF6dnO4A/A/A2Zr6WmT8E4O0Abgl7YiJ6lYheIqLniegZRzZIRN8jov3O/YAjJyL6MhEdIKIXieiCiue51jl+f6v6xod1lIbtHyCRSMIR1kn/xtUD6E9oVQ2q+hMazlvtXzMrbDTe6mX2boC5fKuUe5GIeCuMpEBeSaFoQjctGJY9DxUCotEapRFFojBzZXGgqQbHe/GbzPxmZnajv24C8DgzrwfwuPM3AFwOYL1zuw7AVwBb8QD4LICLYCu2z7rKp1U04t3YNXYSy+JaVW2cZU6JaYlE0nzCRqRt2TQKTVUQ1exw3KimQFOVQIWweeMwrr5gNSbTBew5lsZkuoCrL1gduMi846o3Ihmpnj6TEQV3XPVG4Zi45u3niQnkLnc9uheZglmauxhApmDirkf3+o5rhEYUwaNE9BgR/T4R/T7syr+PNO1KbK5EuX7X/bDrebnyB9jmSQD9RLQKwHsAfI+ZTzLzNIDvAbisyddUqpM0kc5X1UkKKrq3fyKNmVwRjHI28UyuiP0T6WZfokQiwcJKlpBzIDvJFvXEee3YO4EHnxvHUCqGc0ZSGErF8OBz43UV5EzGtKo8kmRANd6TWe/oOJHcZf9EGhbKypQZsBx5s2ik1tanAdwD4Hzndg8z37iAczOAfyeiZ4noOke2kpmPOr8fQ7m68GoAhyrGHnZkIvk8iOg6InqGiJ6ZnJxs6EK37hyDbpg4NpPHK8fTODaTh26YgXWSsgUTJpeTgNipupn1MUaLohRbFL0okUhgf8c11U7yI7LvtTpqoYWtobZ15xiWJSJYP5zCxpE+rB9OYVki4jsurNkubP2xRmi01tY/A/jnJp37Hcw8TkTDAL5HRFX7LGZmImraS2Xme2ArQlx44YUNPe++47OYzRtQQFCJYJiMqTkdhulf9CwvsEOK5EB73nSJRFLN/ok0pud0WADAgGGZyDu9zf0IW0OtnbXXiL13ZM2bXetrtZuGuMYbM3NfmBMz87hzP+GUpn87gONEtIqZjzqmK3d/OA5gbcXwNY5sHMDmGvmOMNfjR9FkWBbDBFclJAZV3RRVsml+pwKJRLIQXOtBCQZM+FsPADtq65VjsziVK8Ji10kfwetH/KdFNyQ3GS1PwUG118ImW8ajKrIe4cjxgOz7Rgg0bTFzipn7PG6psEqEiHqIKOX+DuDdAF6G3cbXjby6FsBDzu/bAHzIid66OC0y5AAAIABJREFUGMCMYwJ7DMC7iWjAcbK/25E1HddEBZRNVBLJ6UQq5j3xiOTdRBjrAQCM9EVxMlssmZcstn0WI33+WeNhor3CJluKyrgkm6hIFqsz00oA3yE7aFoD8A/M/CgR/RTAt4nowwBeg52vAthO/fcCOAAgC+APAICZTxLR7QB+6hx3GzO3JCRKVcphekTBiUoSyVIjX/TeS4vk3URYJ/2ju48L5Xf7jNu8cRi3wfaVHJ7OYs1AEls2jfpGe0VUQkQlKKBSmRsLHLgjGeqN2WY7x8RFsOevod5YwKurn0VRJMw8BuBNHvIpAO/ykDOAjwme6z4A9zX7GiuJOG9UqfKvo0xaUb9HU8gzCzeo0rCke4kqBN3jPY922HtuCGJoRXKg/bWv2k3OUaKViYTMZbkfjdZe27CyDwdPZJDOlytspOIRrFvhX2FDVK6lmaWaZEHzOhjqjcGyUBWHbVnAiiZqdJdlcW/dLpJLuh9F8C0UyReKaAoPmtpFzlk/p21Yc0zYawyLKlDaQQu4dl7nlk2jMCyG6SgAkxmGFZz8eKJiNwKU+7afmFuEVrunM3O6WdoSujd25H6sWeataERyAJgWxISL5JLup2B4z8Qi+UIJa8bRBLsIkRwAMnnvwoAiuUtCYL8XyV1Edv8gf8BIn/d3cqVA7rJmIGH/whW3SnmTmc3qTlMrRr5oYTYbrAyyujnvvWVH3iykIqmDiXQBKpW3r0R2XkdQq907fvt8pGJqVdmFVEzFHb99vnCMjPQ6/VhIEl07CVMQMeznWRFsc9SAmNVkVLW/q87fBPu7GuhYDpkSf/uV5yEZVav0SDKq4vYrz/M/Xwj+5NvPo7Y7rm7Zcj/yAoUhkodB2kvqRFUIaoWtwbTqs4H+1TUXNORQk0g6lXY2mwrbA8izUndCC6zUfWTGe1EoklfCNXNB7d/NYkpglRDJXdqxOJWKpA7WLU/iwOQcyOJytAQDZ68IruLbKc2MJJJuIqopyOkERamIULI4sAfQlk2j+PSDL8C0GMx2fTujjiKKYSfbm7/7EnI1Jsicwbj5uy/hiZvmxQ1VsWPvBLbuHMOh6SzWtnCR6ZriveTNQpq26uCmy89BIqKgaFnIGxaKloVERPHtryyRSMKzfjiFFakoNIVgWgxNIaxIRbF+OBU4ttWVbisZn8kDcHZMFeZvVy4iTP0+kd8/KLhPFDDQzEhQqUjqJB5REVUVaAoQVZW6O67t2DuBa+55Eu+46we45p4n6yrmJpGc7oTtARS20m1YJ33YasNhanRddKZ3YXOR3OXs4V5Pv9HZw/7mvkaQiqQOtu4cQ18igvUrUzhn1TKsX5lCX0CBNcBWIn/8zefw1MEpHJ7O4amDU/jjbz4nlYlkUekThJKL5C7tDHUN2wMobKXb6zeNzlvZK2TL/Ui6C8qaqK1kwELz0HQWiZpjAmttkYKYVn2RMY2AAL/RjZdtxGBPFDHNXgjHNAWDPVHceNlG33GNIH0kdRC2wNrN33kR6YpaPRYD6YKJm7/zIp74zKUtuVaJJIjXLYth1iP89nU+YemAHebrVcTQL/x3Ifb5MP7FsEVPb7h0AwDg3icOYk430RNV8ZF3rCvJRVz/G6P4y8f3VwUcKGTL/QhTa2vf8VkYFpf+pwQ7Ym7/cf/isZs3DuODF/8K7n3iIIq67Wf64MW/0lR/jFQkdRC2MNv4rHfEh0gukbSDV47PNSR3OWtFD145nqlSDOTIRSwktDmMM1qBXWzRSx7EDZduCFQcXmOAxhXQlk2juHXbbmR1A4mIipxTadjPdJcrWjArvP8MwLSAbEAW/Y69E3jgydeqOrU+8ORrOH9Nf9OUiVQkdTDSF8WusXKIXb2F2cLaTyXdSdjVdzuiaioJO7m/942r8Mrx/Z5yEQp5hwcH+Xlds/CcbsJi4MipHF4eP4W/uuYC38kvpqnIejjXg7oILoQwCihMrS1R0EBQMMGd2/fgZEYvWd4Mk6EXddy5fY9UJO3ksd3ePg2R3CXsl0jSnYSdoBUnMslL3klsf/mYZ4b09pePNTyRBhHWLJyIKsgb5jxTUzLaee7gRk13YUOUD0xmqo5xFcqByUzd5w5CKpI6cFc4tYXZvFY+lSSjCjKF+W9zTwd+qCWLR0xVkLU8VtFqZ31OXjnm7bAWyQE72tGzF0aAM9o1/9Z+54LMwnal22KVHwHcmrp4LmHzQRodpxLgVTUnqP6l6x+q/V82sxVGZ31SOxT3DXDLyLPHG+PFG1cPoD+hVZVI6U9oOG+1f7iepDsJG9WkKIJyIAL5YhFmRTyY8F6riuQuYc3CVKpjhKp7CvqyhiRMPkjYceuHU1BQXapJceR+aKUJDFX3WhP/J1KR1MFgTcRWkNxly6ZRaKqCqKYgohKimgJNVQJj4SXdiSjrOigbWyFl3hfRnjCWwNdTUVCrMxIaQAGljd38jdrFW1Bex0Q6b0fDVkyapACTaf8EwbAspGe7bpg4NpPHK8fTODaTh26YvuNuvGwjlvdGEXPy2WKqguW9wWG8bh4JUP4/yjySRWC4L96QvBJ3a81OM5N6HK+NyE8XRIunFi00Q1EwvNfmInkltUd0YpHOUJ9Ny0KuJtI4ZwTXo3rPud4mHpHcxQ1PLtfmsuVBbbHDcmg6i9mcjt1HZvDS+Ax2H5nBbE4PTA3Yd3wWU3M6DJOhEsEwGVNzum8o7+aNw/iLq9+Et5wxgFXLEnjLGQP4i6vfFGhGk3kkHcJEOj/Pca5Q8CrHTWQcWVYuKZ3VDWzdOSZ88+MRxbMpTjxyeuv8pRwBF1YBaQrgdUjABig0bs0rL7mIyTnvgoIiucveYxkoqFaoiiMPwrTKys2ti9cymDGZqY7onMwUsabff+fkKjw3oILIriUWpPDC5Na4CqiVxWOlIqmDnG7N+zBaDGRrazrXECaRsZ0VViXetDscdyE7mXYSJgox7GsbOzEHTZ1fcXvshH+uC2CbbSqrBrdyCXbSUYiV/wKukIuwi1KasLhcCBYcbAYN69hvdfFYqUjqoGAKvgwCuUuY7NVumVSWMlGVUFjC7WHDoioKDA+TlNqqVo4hiKhUFY3k7qBa9d4VTAsqVUdAqRQ8N3iWu++J+Ja737F3Ap968AVkCgZMi3EiU8CnHnwBX6jDvNXqSsOd8wnoYCyB/UQkd9myaRRFk5HVDTDb90HZq5LFx0uJ+MkXC0WwRxLJF4ohmBxF8oWwbnkSllM6nplhWQyLbbkvbehPXklMU2By2R9DsJVKrI5y940Wpbxz+x6cyhbBFqASgS3gVLaIO7fv8T1X2MiyRpCKpA5Ei5mgRU6YwnOiYm9BReCkk/70wxBMjiL5QglTxyps6fOwrRumaz37AfJKwlTqdsOYXVMa18hFhJkbDk5lwcwoWhYKzv+EmXFwyt+xHzayrBGkaasOzh7qxT6nxpCb5ESOPIhGbZPvecMwvvP8UU+5RFJJN/jTrnzTKs/P85VvEpdVcYlHVBRNhmFZ0JT6WjeE/Z+4q/aISlWr9tsA3+9vzrDm+dQIQL4BU3S9b5dpWZ5mOwqIgAtbdLYR5I6kDm66/BwM9kYRi9j5ILGIgsHeaEsaW+05mvYsZ73nqH8Z7LDlOUS2407zB4Rd2UoWlyvfvAaRms9SRCVc+eY1vuPCtm5QK6KgKhtNqQEflLCr9qLJ0FRCIqKWbppKgdFXYcxNUadeWKUZrVIuYu1AErmaKhxBvtpGkYqkDjZvHMYXrn4T3rJ2ACN9cbxl7UBdDq4wHJzKQlNqPpgKBW5fw3KWYFclki8W3bD6XuqEMbve8tDLKJpc2sUT7Mn3lode9j3XoeksDNPC2GQGe4/NYmwyA8O0AlfRV5w/AmB+IqMr9ztfw/1B4ERZse0vZbDtN60j+ipMQmIyqsLNtXTNaAqCkzTb4auVpq06Waq919M5vSH5YqEKChsGrTSXMu0uChqm98bh6RyA+TtjVy4iFdOw91i6NK5omsiezGHjiH85kLs/cAGA57DtxWMwLYaqEK44f8SRiwkTYQmEi74C7ITE2bwBBVSVkGiY4oREu46YXkpyhrMrGQqoIxam0nCjSEXSYYyu6MG+42kUTbPkj1EI2LCyNTuE4xlvhSGSLxYxTfEs/hcUHbOUCatIwiQWAna59IMnMvMmab/Kv2FNrhOzec9KwxOzwaVO7v7ABbj7A4GHVbFl0yg+/eALGJ/OlXwyqbiGW953buC4W7ftxsgyre6+IkC4hERmBhEhSlR6D03muiLSWr0QXhLfQiK6jIheIaIDRHTTYl/PQrj8vJHKjp2l3y8/z39rHhZD8MEVyRcLTTA7iuSnAyJ/bpCflwRvrUjusmPvBH58YAoRlUq3Hx+Y8rXrh/Vtncx5J/SJ5M2AAXuV7zgg6vkGhG0JHMYkltFNrO6PQ1MJJtu+mdX9ccx5LLDaTdfvSIhIBfA3AH4LwGEAPyWibcz888W9snDsGjuJ4VQM6Xx5q5yKa9g1dhI3LPbFLSK64f1lEcldwmSpxzXC/2/v7KPkKssD/nvufO33ZpNsPkgiyULCKh8q5gCRFCKiovWI9tAWaq215QCtFrAHS+sfLa3YwvHUKtVWPajHD4qVKEerAuVDBDQUSCAgJoSYiNkcQpYkm2R3szs7c5/+cd+7O7M7997Zd7I7O+H9nTNnZt+dO/e58/E+7/t8jlSo192Ujp/9GqWxVVM2orR7gq39lnu2cWgoj68TDZLGCvENktpy6Yptfdty1VX/nVz6fKZK4nz5kV10NmdYOo1yRiE2q/3Vi9ordl2Nq+Qbmt96SvyXw/kCi9qTa/7NNCfCjuQcYKeq7lLVPPAd4NI6y2TNnkPD9B8ZZSgfbJGH8kX6j4wmOv2iVuaZhKVfo+SfRG35k6JjbIo9jlZq+hAzHmJrxolahM6U1S502pZSjdN2Z/8QRS3fLRcVft0fXbZk2bzmKd8lMeOxMoaOby25kZxPZYuts92WdT3zOTxSIOUJubSQ8oTDIwXW9cyPPGYuJzifCIpkGbCn5O8+M1aGiFwlIk+JyFP9/f2zJtx0eeXwsSk9p4vAvsPxzsmo1XIuYRXdKNhGbWVSlUu0Z2KaRtkqBFu8iBIjUeO10t2WmwiPZSJMNslpWynYAaAQ8yGoKl5JqGro80uy619zYU/wPCZuSY79WpiNENlSNu06SHsuRdFXRgtK0Vfacyk27ToYeYytGW02aHjTVrWo6leArwCsXbt21hwA061xU6Hwb+x4yFBEAcmo8RDb9p2NQs/CVl7Yd3TcOSnGjtSzsLXeoo2Tj3BqRI3XyvgkbnYXYqI6kiZ3GwXbPzha0Wn+6mB8p8PQgX/7Y7sZyhdpzaa4cv2q497SN+TqC3rKesR7Aq3ZVKKz3ZYwamv8o1A4MlKILSNfynQnsJmutXUiKJK9wIqSv5ebseOKzQfx8Pb9fGLjVo6OFCj4Pq8eHeUTG7dW1UNgusz2KtqWBS0ZDgxPdZguaIlvEmbLu89YEoSRlvxgw/G5gu1nZxu1ZTu52zBWDKK70iW7q4LvV9Uf5Kzl8zj9pM7x39xZy+dVdU6b3+qzfQPjSgSC93UoX+TZvoEZWfEP58v7yoe5IXGOc9uijbZZ+9PhRDBtPQmsFpFVIpIFLgd+eDxPYFv07NZ7t3NgMM9o0afgBxVBDwzmufXe7cdTvLpg61vJRxT4ixqvlXt+uW9a442ErblvPEGw1LTFzDR/sk3Yq6WF7Q0bt/L0nkO8cmSEp/cc4oaNWxOPu/2x3aQmJQKnPOH2x3ZP+5qrITQHTs5SjzMT2hZtnI1aWw2vSFS1AHwMuA/YBnxXVZ8/nuew/SBe3H8UH8pWw74Zb3RsV9FHRyuvuKLGQyaX2UgaD9m5f7CsPloYIbVzf3KDpOkS5axOcmLXg6IyHn3la3zhxVpYvaidhe1Z0iahNO0JC9uziX3GbX9zt9yzjYODeUbHfMaKyuiYz8HBfOJkO5QvVixNVE1orU2xR0+EtDdhahUJgiu8mCiQ3QeG8STIPRERPE/whMSqF7MRSNDwigRAVX+iqmtU9RRV/fTxfn3bDyL8cU6u+zPHUjQagsVt2WmNh4SVcCcF/8xIhdxrLuipOBldMweiakqJWvXGrYbBbhdqUy4d7Euk7OwfDBZv5m8lWLzt7I9fOLRmUxWb17UmLAJsd049C1sp+pOUuT8zvrsVXS0cGBotey8PDI26WluzzYquFvoODZf1ZQ5LDcSRDjXHpFksHbPqyEWssKPGQxoljNcaz6MjV/517ch5SFJkk8XWyfa9vPbiNZy7sqts7NyVXYkO4uaINspR4yG2yX62OTk2u9ANvYu47Oxl9B8dZdu+o/QfHeWys5cl2ubbc2n2DoxQMBn0BV/ZOzCSmH8SZSFNspxeuX4VRV85NlYcvxV95cr1q2KPs9059S5pq+in6l0SXcGiZ2Fr0KOlxEzoVxE4sq5nPvuP5skXfTwJzMj7j+ZjQ42ni1MkVbCkI8vAsUKZI27gWIElHfGr4VMXtQU9S0piH1MSjEfx0bedWjHu/qNvOzX2XFE93ZN6vTeKAmrLpjgyWj4bHBn1E1eMNnkkttz2wA6eeGkgqBCdDjK/n3hpgNse2BF73MoFlSeCqPGQqGtPek+iOhrORKfDh7fv51uPv0S+4CMo+YLPtx5/KXHFXhpZVroIm4nIMggc+23Z1LgS9iT4ziU5+G13Tg9u7w/MVDIREu1JMB7FjZf00tWSQQiaiQnQ1ZLhxkt6Y8+1addButuyZFMevkI25dHdlo0NNZ4uTpFUwYPb+0l55R96yov/0CH44Oe3ZsmlPFIe5FIe81uzsR/8tRev4eMXr6ajKU3KEzqa0nz84tWJq9rWiJVa1HjI8q7KiWFR4yG2Pgtb+o9WjiiKGg+xcUjbTka3P7YbTyDteXjimXsSHbaqWjHXJWnSPGPZPLpa0mWTX1dLmjOWxU9+bdnKP/uo8Vq49d7tHBoeQ4F0ykOBQ8NjiQEns10O5MuP7KK7o4nTT+rkzGWdnH5SJ90dTYk7C9ud01C+OKUxXirBJ7OhdxEfOu9ksmkPRcimPT503smJu7s9h4an1KTLpT3nI5lthvJF0p6QS6doyqTIpYPS7klf6g29i/jMZW/kza/rYmlnM29+XdeMhP4CU3w4SeMhn7r0DDqb02UJY53NaT516Rmxx812ja6DFUKG48brwVC+CKqMFoqMjBUZLQR/J31P+gaGp+Tt+MDegfgf+tUX9NDelGXVwlbOOKmDVQtbaW/KJvofjkVk6EeN18KuV4fMalsQBE8CB/GuV6Oz4SEwJ49OyqMZLfgzliBo6we13TnlUh5jfnkgzpgfjEfx8Pb9bNyyl+72HK9f0k53e46NW/Ym7u7asqlA2RV1vNLw3oGRxJ3rdDgR8khmnNZsUNWz1PZcjSMOpl+H57YHdvD5h3aalW2QXfv5h3YCxO5KonIAknIDNvQu4qLTuscrunqecNFp3Ykyz3beSiPkyeRSHsNjxXGlrApjCi0J5sWh0coG/MGI8ZANvYt4yzN9U6rxJn12owWfjBcEfYRJmilhysRdT9b1zOfxXQfKy8jni/zROa+LPc42t8a2jHy4c3p1MD9eG29JWy5x8TC/NcPwQHHK93d+a3Q+Vak/BqAlm66qHpiEdtxSM7uWjB8H3I6kCq5cvwpfg0QqX31zT6IjDgLFcNZN93HKJ3/CWTfdl2gvtzWP5ItqwgcnzG9pLzk34LYHdvCDrS+Pl78o+soPtr6cKKdjKuEkMDlCLG5yAHslafvZtWZTFCZFDBX85IVRR1PldWfUOMCqBS2Bg9gPyp37fuAgXrUgfoK+a3NfRWf0XZv7Yo+LMiklmZps61it6GqZkgOVL1axcxKhuy1TZpbsbsvETu62u6ajo4XATFgSgr1sXhODo8l97KvFKZIquPbiNVx30ak0Z4IfYHMmxXUXnZrot7jtgR187sEXOTISZKIeGSnwuQdfjP2h25pHWrMpRMrNbyKSODl86ZFdFcMev3Qck5VeKxwr2Y2ECDAyNjN2fdvP7vSl7RUn6dOXxud2vL23e1rjELSpnteSQbygd4Z4MK8lk9imOmx8NTl0Pqkh1ukndTK/pXyCnt+S4fSTOmOPs61jZRsRtaKrhY7mbJlPpqM5G6uAbOuBrehqIZ3y6Oluo3dJBz3dbaRT3nE1EzrTVpVce/Gaadf5CX/oAuOZcOEPPeq1wgZO4THj5pEER+iV61fx+Yd2UvD98e19NbumSuXE48ZfC9iaR8L+3dMtB2LbaMr2s9vaV7meU9R4yLaXKyfSRo3DRJvq6Xbns92lhY2mulqz02o0Fco6Xf9lGBE13bYPoZzD+ULVctocU8tx08Epkhlk/Add6snW+B/6/OY0w3ljO9Xy8Thmu8jdiUxTOsVwhV1EUzp+d5dNexzLF/FVJ5RDFeVAovyyM9V7o9K1xY2HRCX1JSX7hUzncpozHsfG/CnvQVJuzWy0lS1lz6FhFrbl6C7pCaKqieamDb2LuKxvYMrvNU5O22tzrXYbHKuVpufR3ZbhwNBEw5sFrZnkxDvsdk22q2/b49Je5Q5+Sb03ls9rom9gapvV5fPim/qEJVEqjUeRTglUCAZLJ4Q22/bvtu1H71G5SvNM2attOjLaFgz8iwtP4d8eeBFgvMRNOJ6EbVtZm2KPtk760gis15ldwsYtezlr+bxEZWJzba7VbgOzrCPo7xB2dguVSjheCRvbaYhNzZ+miPDgqPEQ26xq29X3ze8/k+ZJvVWa08LN7z8z9rgFESVUosbBPrTZthxIVN/5pH70py2p7NOIGg+JetWkycAmedU28zvMp2o3+VTtVeZT2WJb6sTWST8bhRRnE6dIZpCbP3AW7bnybNn2XIqbP3BW5DG2X8ywZP3Tvz3EvsPHePq3h/hEFVVPmzNeRQdxUshqNpUaf25pVGE4HoVtxVowTapK3su45lQhTRG7iKhxgJGIUiFR4yG2Dtu0JxUTEpP60d94SW/FHKCkTOfTlrRX/MyTFFCUPHFy2mZ+w0QZ+aWdQaJgtWXkbfjyI7vIF4rsOzzCC68cZd/hEfKFYuLEbvuZz3ZHxpnGmbZmkA29i/j3K86elm3S1p55673beXUwP1GU0PcZNSXr445tyaY5MFRux1GgORv/1WjJpRgtFAPTirE9pMx4HJ5ULlqZtJO55Z5tDI/5ZDxv3GQ4PObH9gsH6B8am2IC8sx4FLX4LGxMCJmUkEoJGWT82nyUbBVVAjIpj1zGG88jqUa53nhJL395x2aGS7qlNWe8RAW0pLOJPRWippZ0RpsX23NpXtw/SMqTsszv1TFlgqC2Hho2Jqqw0ZSHjCftHRjKUygmN5qy+cxtTWJzFadIZhibL5nNMTteOVoxpHPHK/El620TGSv6A5rTif6AbDpwolYaj6O0hDYY/5OviSW0fV/xmRQ5Z8ajCCe80mlcSd4hgN0ktmZxB7tfHZwU+ZNh1cL49/LLj+yisznD0s6JcjbVJKg92zfAyCTHxkjBT2ziNByRdxA1DpMyv0vukzK/bZPvbBXQmFndlH6/fF9npEcLzE4k1WziTFsnCFHf96TfgW0io60/IGrFXM1K2oay19WI8Umc2t0a1LoquXnAKd3xRRRrsbMXfKVoJteiKgU/eVKxNY/YNnGyKVMzmC/S1ZJmzPcZKfiM+T5dLenEvCjba7P1Pdg24LJlLvdft8HtSF7jhOVfSmv8FHyflgRney0hhSmZaC1a2h0ujp6Frby4fxApCa31FVYnTO7NWY/RYhHfn4j+SXnxeTnvOXMpL7zy4njEV3j/njOXxp7LdhWNOQdqVuoqVb0ntuaRoHZc+Vg1TZxscjvasin2HR4pM0keGi5wand0wAnYX9ueQ8PMay6vJFCNArKNuKuFmY6kmk3cjuQEIWriT1IItZR/2dC7iDuvOo9Hb7yIO686r6ofRSYVdHbLeB65tEfG8/A8SfQH2JbQXrO4g+62HC3ZlJnkU3S35Vi9uCPymE27DrKks/yYJZ25xLLbtayiO5ozrF7czuuXdrJ6cTsdzZnEVbRtYIZtEyebqK0pdZ5k0ngEtZQsscn+tt1hOwKcIjlBuObCiO58F8b/EGzLv9iyZnEHC1qzZeXBF7RmYyd2sK+kfPUFPWTT5RNENh0/Qew5NMyC1lxZSYkFrblEhWA7idkqIFvziO3iYVlEzk7UONjXebK9NlsFdKKZmmYbZ9o6Qagls90mkdGW0Mm4pDM9KyUsbExwtmYVWwdqLRE8Nu+J7Xfl5vefybV3bmEwXxxPlm3LpmJzecJr6+meMBEN5wssao9PJIXZ+7xrOZ8jQJKiJ05E1q5dq0899VS9xXjNEkY2zUYJCxtKI39KFUI1K1Sba6vlfLPNdK+vka7NEY+IbFbVtRX/5xSJwzGV2VZ2c1251sKJfG2vJZwimYRTJA6HwzE94hSJc7Y7HA6HoyacInE4HA5HTThF4nA4HI6acIrE4XA4HDXhFInD4XA4auI1GbUlIv3AS5aHLwRePY7izASNICM0hpyNICM0hpyNICM0hpz1kPFkVe2u9I/XpCKpBRF5KioEbq7QCDJCY8jZCDJCY8jZCDJCY8g512R0pi2Hw+Fw1IRTJA6Hw+GoCadIps9X6i1AFTSCjNAYcjaCjNAYcjaCjNAYcs4pGZ2PxOFwOBw14XYkDofD4agJp0gcDofDURNOkVSJiFwiIi+IyE4R+dt6y1MJEfmaiOwXkV/WW5YoRGSFiPxURH4lIs+LyHX1lqkSItIkIk+IyFYj5z/WW6YoRCQlIk+LyI/qLUsUIvIbEXlORJ4RkTlZeltE5onIRhHZLiLbRGRdvWWajIicZt7D8HZERK6vu1zOR5KMiKSAHcA7gD7gSeAKVf1VXQWbhIhcAAwC31TVM+otTyVEZCmwVFW3iEg7sBl4/xx8LwVoVdUUOWK0AAAHSklEQVRBEckAjwHXqerjdRZtCiLy18BaoENV31tveSohIr8B1qrqnE30E5FvAI+q6u0ikgVaVHWg3nJFYealvcC5qmqbYH1ccDuS6jgH2Kmqu1Q1D3wHuLTOMk1BVR8BDtZbjjhU9WVV3WIeHwW2AcvqK9VUNGDQ/Jkxtzm36hKR5cDvArfXW5ZGRkQ6gQuArwKoan4uKxHD24Ff11uJgFMk1bIM2FPydx9zcPJrNERkJfBm4P/qK0lljMnoGWA/cL+qzkU5Pwf8DeDXW5AEFPhfEdksIlfVW5gKrAL6ga8bM+HtItJab6ESuBy4s95CgFMkjjohIm3A94DrVfVIveWphKoWVfVNwHLgHBGZU+ZCEXkvsF9VN9dblipYr6pnA+8GPmrMsHOJNHA28J+q+mZgCJiTvlAAY3p7H3BXvWUBp0iqZS+wouTv5WbMYYHxOXwPuENVv19veZIwJo6fApfUW5ZJnA+8z/gfvgNcJCLfrq9IlVHVveZ+P3A3gbl4LtEH9JXsOjcSKJa5yruBLar6Sr0FAadIquVJYLWIrDIrgcuBH9ZZpobEOLG/CmxT1c/WW54oRKRbROaZx80EgRbb6ytVOar6d6q6XFVXEnwnH1LVP66zWFMQkVYTWIExF70TmFORhaq6D9gjIqeZobcDcyoAZBJXMEfMWhBs5xwJqGpBRD4G3AekgK+p6vN1FmsKInInsAFYKCJ9wD+o6lfrK9UUzgc+BDxn/A8An1TVn9RRpkosBb5hImM84LuqOmfDa+c4i4G7gzUEaeC/VPXe+opUkb8C7jCLxV3AR+osT0WMMn4HcHW9ZQlx4b8Oh8PhqAln2nI4HA5HTThF4nA4HI6acIrE4XA4HDXhFInD4XA4asIpEofD4XDUhFMkDofD4agJp0gcDYWIFE357K0iskVE3jrD57tJRG6YyXNUi4j8YprP3zBXSsuLyMq53N7AURsuIdHRaBwz9a8QkXcB/wJcWM2BJqteVHWuFzisiKrOqNJ0OGxxOxJHI9MBHIKgCKSIPGh2Kc+JyKVmfKVpSPZNgrIcK0TkRvOcrSJyi3neKSJyr6lO+6iI9E4+mYi8SUQeF5FnReRuEeky4w+LyK2mEdYOEfmdknM/amSK3T2JyBdF5H3m8d0i8jXz+M9E5NPm8aC532DOGTZhusMoybAB23YR2QL8XtybJyIXljRIelpE2s1rPyIiPzbv25dExDPPf6eIbDLXcpcpvImIvEVEfmbeu/sk6DkTjm8Vka3AR6v6RB2Niaq6m7s1zA0oAs8Q1L06DLzFjKcJGjsBLAR2AgKsJCixfp7537uBXxA0LQKYb+4fBFabx+cS1K0CuAm4wTx+FrjQPP4n4HPm8cPAv5rH7wEeMI9bgCbzeDXwVMx1XQ58xjx+AnjcPP468C7zeNDcbzDXvpxgMbgJWA80EbQ7WG2u/bvAj2LO+T/A+eZxm3kPNwAjQA9BOaD7gcvMe/oIQbMvgBuBvyfo0/ILoNuM/yFBCaHw/brAPP4M8Mt6f3/cbWZuzrTlaDRKTVvrgG+a8u4C/LMpT+4T9ItZbI55SSc6G14MfF1VhwFU9aBZWb8VuMss7AFypSeVoPHRPFX9mRn6BuUlvMMqxpsJlBcEk+wXRORNBApwTcx1PQpcLyJvICgW2GVW9uuAays8/wlV7TOyPWPOOQjsVtUXzfi3gbjeHz8HPisidwDfV9U+c/1PqOou8xp3EiipEeANwM/Nc7IECuw04AzgfjOeAl42BS/nadBsDeBbBErccQLiFImjYVHVTSKyEOgm2Al0E+xQxiQord5knjqU8FIeMBAqKEtGzX2Rid/Vx4FXgDeac4xEHayqe83kewnByn8+8AcEu5CjMeebfM6qUdVbROTHBO/dz43PCaZ2glQCRX2/ql5R+g8RORN4XlXXTRqfN115HI2L85E4Ghbjx0gBB4BOgiZPYyLyNuDkiMPuBz4iIi3mNeZr0Fhrt4j8vhkTEXlj6UGqehg4FPo/CCoY/4x4OoGXNXDuf8jIGsfjwPUEiuRR4AZzXy3bgZUicor5+4q4J4vIKar6nKreStAqIfQLnSNBywSPwFT1mJHtfBE51RzbKiJrgBeAbrM7REQyInK6Bj1cBkRkvXnND07jOhwNhlMkjkajOXQQA/8NfFhVi8AdwFoReQ74EyJ6h2hQvvyHwFPmNcLQ3g8Cf24cw88Dl1Y4/MPAZ0TkWeBNBH6SOP4D+LB5zV6Sd0aPAmlV3QlsIdiVVK1IVHWEwJT1Y+Ns359wyPUi8ktzPWPAPWb8SeALwDZgN3C3qvYDfwrcaZ6/CehV1TyBD+VWc53PEJgJISjD/kXzPo/bDB0nHq6MvMPhGEdENhAEF7y33rI4Gge3I3E4HA5HTbgdicMxixjn9LcmDY+q6rkzeM6PANdNGv65qrrcDsdxwSkSh8PhcNSEM205HA6HoyacInE4HA5HTThF4nA4HI6acIrE4XA4HDXx/0OrLoglazDnAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEHCAYAAACEKcAKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAZtUlEQVR4nO3dfbRddX3n8fcnISgKmCCRSRNigmapwbERroCDq0XpQGBGgy1aWFOJSI1rCVOcVpdQpoIiozijdmHFktaMoVUBn5axRmOkIG3XBAgQgSiYayCSNJJIkEd5SPjMH/t35eRybnLO3ffccw/n81prr7PPbz99f0byyX44vy3bREREjNakbhcQERG9LUESERG1JEgiIqKWBElERNSSIImIiFr26XYB3XDwwQd7zpw53S4jIqJn3HLLLb+yPb3Zsr4Mkjlz5rB27dpulxER0TMkbRppWS5tRURELQmSiIioJUESERG1JEgiIqKWBElERNTS0SCRdKik6yT9RNJ6SeeW9oskbZG0rkwnN2xzvqRBSXdLOrGhfWFpG5R0XkP7XEk3lvarJe3byT5FdML1d23j9KVreNOl/8zpS9dw/V3bul1SRMs6fUayE/gL2/OBY4CzJc0vyz5re0GZVgKUZacBhwMLgcslTZY0Gfg8cBIwHzi9YT+Xln29EngQOKvDfYoYU9fftY2PrFjPtkeeYOp+U9j2yBN8ZMX6hEn0jI4Gie2ttm8t848APwVm7mGTRcBVtp+0fQ8wCBxVpkHbG20/BVwFLJIk4C3A18v2y4FTOtObiM644oaNTJksXrTvPkjV55TJ4oobNna7tIiWjNsPEiXNAV4P3AgcC5wj6QxgLdVZy4NUIbOmYbPNPBs89w1rPxp4KfBr2zubrD/8+EuAJQCzZ8+u36GIMXLfg4/zyG+e5qEnHvtt20teuA9P7Xymi1VFtG5cbrZL2h/4BvAB2w8DXwBeASwAtgKf7nQNtpfaHrA9MH1601/5R3TFE0/v4qEndu7W9tATO/nN07u6VFFEezp+RiJpClWIfNn2NwFs39+w/O+AfypftwCHNmw+q7QxQvsDwFRJ+5Szksb1I3rCrx59qq32iImm009tCfgi8FPbn2lon9Gw2tuBO8v8CuA0SS+QNBeYB9wE3AzMK09o7Ut1Q36Fq/cEXwecWrZfDHy7k32KiIjddfqM5FjgXcAdktaVtr+keupqAWDgXuB9ALbXS7oG+AnVE19n294FIOkcYBUwGVhme33Z34eBqyR9HLiNKrgiImKcdDRIbP8roCaLVu5hm0uAS5q0r2y2ne2NVE91RfSkyZPErmfctD2iF+SX7RFdJp4bIntqj5hoEiQRXTZ50qTnnLartEf0gvw/NaLLpr94ynPOPVzaI3pBgiSiyw7Yr/nwcCO1R0w0CZKILtu04/G22iMmmgRJRJc9/lTzX7CP1B4x0SRIIiKilgRJRETUkiCJiIhaEiQREVFLgiQiImpJkERERC0JkoiIqCVBEhERtSRIIiKilgRJRETUkiCJiIhaEiQREVFLgiQiImpJkERERC0JkoiIqCVBEhERtSRIIiKilgRJRETUkiCJiIhaEiQREVFLR4NE0qGSrpP0E0nrJZ1b2g+StFrShvI5rbRL0mWSBiXdLumIhn0tLutvkLS4of1ISXeUbS6TpE72KSIidtfpM5KdwF/Yng8cA5wtaT5wHnCt7XnAteU7wEnAvDItAb4AVfAAFwJHA0cBFw6FT1nnvQ3bLexwnyIiokFHg8T2Vtu3lvlHgJ8CM4FFwPKy2nLglDK/CLjSlTXAVEkzgBOB1bZ32H4QWA0sLMsOtL3GtoErG/YVERHjYNzukUiaA7weuBE4xPbWsuiXwCFlfiZwX8Nmm0vbnto3N2lvdvwlktZKWrt9+/ZafYmIiGeNS5BI2h/4BvAB2w83LitnEu50DbaX2h6wPTB9+vROHy4iom90PEgkTaEKkS/b/mZpvr9clqJ8bivtW4BDGzafVdr21D6rSXtERIyTTj+1JeCLwE9tf6Zh0Qpg6MmrxcC3G9rPKE9vHQM8VC6BrQJOkDSt3GQ/AVhVlj0s6ZhyrDMa9hUREeNgnw7v/1jgXcAdktaVtr8EPglcI+ksYBPwzrJsJXAyMAg8DpwJYHuHpIuBm8t6H7O9o8y/H/gSsB/wvTJFRMQ46WiQ2P5XYKTfdRzfZH0DZ4+wr2XAsibta4HX1igzIiJqyC/bIyKilgRJRETUkiCJiIhaEiQREVFLgiQiImpJkERERC0JkoiIqCVBEhERtSRIIiKilgRJRETUkiCJiIhaEiQREVFLgiQiImpJkERERC0JkoiIqCVBEhERtSRIIiKilgRJRETU0tardiXNBF7euJ3tG8a6qIiI6B0tB4mkS4E/Bn4C7CrNBhIkERF9rJ0zklOAV9l+slPFRERE72nnHslGYEqnComIiN601zMSSZ+juoT1OLBO0rXAb89KbP9Z58qLiIiJrpVLW2vL5y3Aig7WEhERPWivQWJ7+XgUEhERvWmv90gkvVrS9yR9V9IrJH1J0q8l3STpNeNRZERETFyt3GxfClwO/CPwz8D3gWnAxcDf7GlDScskbZN0Z0PbRZK2SFpXppMblp0vaVDS3ZJObGhfWNoGJZ3X0D5X0o2l/WpJ+7ba8YiIGButBMkBtr9j+6vA07avcuU7VIGyJ18CFjZp/6ztBWVaCSBpPnAacHjZ5nJJkyVNBj4PnATMB04v6wJcWvb1SuBB4KwW+hMREWOolSCZ3DD/mWHL9ngGUH71vqPFWhYBV9l+0vY9wCBwVJkGbW+0/RRwFbBIkoC3AF8v2y+n+q1LRESMo1aC5POS9gewfflQo6RXAj8c5XHPkXR7ufQ1dFYzE7ivYZ3NpW2k9pcCv7a9c1h7U5KWSForae327dtHWXZERAy31yCxfYXtR5u0D9r+wNB3See3eMwvAK8AFgBbgU+3uF0ttpfaHrA9MH369PE4ZEREXxjL0X/f0cpKtu+3vcv2M8DfUV26AtgCHNqw6qzSNlL7A8BUSfsMa4+IiHE0lkGillaSZjR8fTsw9ETXCuA0SS+QNBeYB9wE3AzMK09o7Ut1Q36FbQPXAaeW7RcD367fjYiIaEdbw8jvhYc3SPoqcBxwsKTNwIXAcZIWlPXvBd4HYHu9pGuoRhfeCZxte1fZzznAKqob/8tsry+H+DBwlaSPA7cBXxzD/kRERAvGMkiec0Zi+/Qm6434l73tS4BLmrSvBFY2ad/Is5fGIiKiC8by0tbXxnBfERHRI9oZ/bepodF/bf+vMawrIiJ6RDuj/0ZERDxHRv+NiIhaWrm09R32fGnrbWNaUURE9JRWLm39n45XERERPauVS1s/Go9CIiKiN7X8OxJJ84BPUA3l/sKhdtuHdaCuiIjoEe38juT/Ug24uBN4M3Al1cuuIiKij7UTJPvZvhaQ7U22LwL+S2fKioiIXtHOEClPSpoEbChjX20B9u9MWRER0SvaOSM5F3gR8GfAkcCfUI24GxERfayV35H8g+13Af/J9s3Ao8CZHa8sIiJ6QitnJEdK+h3gPZKmSTqocep0gRERMbG1co/kb4FrgcOAW9h9uHiX9oiI6FOtvLP9MtuvoXqh1GG25zZMCZGIiD7Xzs325zyhJekfxrCWiIjoQe0EyeGNXyTtQ/X0VkRE9LG9Bomk8yU9ArxO0sNlegS4H/h2xyuMiIgJrZV7JJ8AXgJcafvAMh1g+6W2z+98iRERMZG1dGnL9jPAGzpcS0RE9KB27pHcKilhEhERu2lnrK2jgf8maRPwGNXvSWz7dR2pLCIiekI7QXJix6qIiIie1fKlLdubgKnAW8s0tbRFREQfazlIJJ0LfBl4WZn+UdJ/71RhERHRG9q52X4WcLTtj9j+CHAM8N49bSBpmaRtku5saDtI0mpJG8rntNIuSZdJGpR0u6QjGrZZXNbfIGlxQ/uRku4o21wmSURExLhqJ0gE7Gr4vovdB3Bs5kvAwmFt5wHX2p5HNRjkeaX9JGBemZZQvdaXMsLwhVQ3+48CLhwKn7LOexu2G36siIjosHbf2X6jpIskXQSsAb64pw1s3wDsGNa8CFhe5pcDpzS0X+nKGmCqpBlUN/lX295h+0FgNbCwLDvQ9hrbpnqH/ClERMS4avmpLdufkfQj4NjSdKbt20ZxzENsby3zvwQOKfMzgfsa1ttc2vbUvrlJe1OSllCd6TB79uxRlB0REc208/gvwDpg69B2kmbb/sVoD27bkjza7ds81lJgKcDAwMC4HDMioh+0HCTlCa0LqQZrHLo/YqDdHyTeL2mG7a3l8tS20r4FOLRhvVmlbQtw3LD260v7rCbrR0TEOGrnHsm5wKtsH277dbb/4yh/1b4CGHryajHPjiC8AjijPL11DPBQuQS2CjihvOZ3GnACsKose1jSMeVprTPIaMQREeOunUtb9wEPtbNzSV+lOps4WNJmqjOaTwLXSDoL2AS8s6y+EjgZGAQeB84EsL1D0sXAzWW9j9keuoH/fqonw/YDvlemiIgYR3sNEkl/XmY3AtdL+i7w5NBy258ZaVvbp4+w6Pgm6xo4e4T9LAOWNWlfC7x2xOIjIqLjWjkjOaB8/qJM+5YpIiJi70Fi+6PD2yRNAva3/XBHqoqIiJ7RzlhbX5F0oKQXA3cCP5H0oc6VFhERvaCdp7bmlzOQU6huas8F3tWRqiIiome0EyRTJE2hCpIVtp+m+h1JRET0sXaC5ArgXuDFwA2SXg7kHklERJ9r58VWl9meafvk8qjuL4A3Dy1vHN49IiL6RztnJLspo/TubGg6dwzqiYiIHjPqIGkiL5WKiOhDYxkkufEeEdGHckYSERG1jGWQ/NsY7isiInpEO4M2NjU0aKPtc8aqqIiI6B3tDNr4KuANVO8NAXgrcFMnioqIiN7R8qCNkm4AjrD9SPl+EfDdjlYXERETXjv3SA4Bnmr4/lRpi4iIPtbOGxKvBG6S9K3y/RRg+diXFBERvaTlILF9iaTvA28qTWfavq0zZUVERK9o54wE27dIug94IYCk2bZ/0ZHKIiKiJ7TzYqu3SdoA3AP8qHx+r1OFRUREb2jnZvvFwDHAz2zPBf4AWNORqiIiome0EyRP234AmCRpku3rgIEO1RURET2inXskv5a0P/AvwJclbQMe60xZERHRK9o5I1kE/Ab4APB94OdUv26PiIg+1s7jv49JOoRqmJQHgO+VS10REdHH2nlq651UY2u9A3gncKOkUztVWERE9IZ2Lm1dALzB9mLbZwBHAX812gNLulfSHZLWSVpb2g6StFrShvI5rbRL0mWSBiXdLumIhv0sLutvyHvjIyLGXztBMsn2tobvD7S5fTNvtr3A9tDTX+cB19qeB1xbvgOcBMwr0xLgC1AFD3AhcDRVsF04FD4RETE+2gmC70taJendkt5NNfLvyjGuZxHPjt+1nGo8r6H2K11ZA0yVNAM4EVhte4ftB4HVwMIxrikiIvagnZvtH5L0R8CxpWmp7W/taZu97RL4gSQDV9heChxie2tZ/kueHV14JnBfw7abS9tI7c8haQnV2QyzZ8+uUXZERDRqd6ytbwDfGKNjv8n2FkkvA1ZLumvYsVxCZkyUoFoKMDAwMGb7jYjod3u9tCXpEUkPN5kekfTwaA9se0v53AZ8i+oex/3lkhXlc+iezBbg0IbNZ5W2kdojImKc7DVIbB9g+8Am0wG2DxzNQSW9WNIBQ/PACcCdVK/xHXryajHw7TK/AjijPL11DPBQuQS2CjhB0rRyk/2E0hYREeOkrUtbY+gQ4FuShmr4iu3vS7oZuEbSWcAmqt+rQHVT/2RgEHgcOBPA9g5JFwM3l/U+ZnvH+HUjIiK6EiS2NwK/26T9AeD4Ju0Gzh5hX8uAZWNdY0REtKbu70AiIqLPJUgiIqKWBElERNSSIImIiFoSJBERUUuCJCIiakmQRERELQmSiIioJUESERG1JEgiIqKWBElERNSSIImIiFoSJBERUUuCJCIiakmQRERELQmSiIioJUESERG1JEgiIqKWBElERNSSIImIiFoSJBERUUuCJCIiakmQRERELQmSiIioJUESERG1JEgiIqKW50WQSFoo6W5Jg5LO63Y9ERH9pOeDRNJk4PPAScB84HRJ87tbVURE/+j5IAGOAgZtb7T9FHAVsKjLNUVE9I3nQ5DMBO5r+L65tO1G0hJJayWt3b59+7gVFxHxfPd8CJKW2F5qe8D2wPTp07tdTkTE88bzIUi2AIc2fJ9V2iIiYhw8H4LkZmCepLmS9gVOA1Z0uaaIiL6xT7cLqMv2TknnAKuAycAy2+u7XFZERN/o+SABsL0SWNntOiIi+tHz4dJWRER0UYIkIiJqSZBEREQtCZKIiKglQRIREbUkSCIiopYESURE1JIgiYiIWhIkERFRS4IkIiJqSZBEREQtCZKIiKglQRIREbUkSCIiopYESURE1JIgiYiIWhIkERFRS4IkIiJqSZBEREQtCZKILnv7ghlttUdMNAmSiC777GlH8PYFM5g8SQBMniTevmAGnz3tiC5XFtEa2e52DeNuYGDAa9eu7XYZERE9Q9IttgeaLcsZSURE1JIgiYiIWhIkERFRS4IkIiJqSZBEREQtffnUlqTtwKZu19Gmg4FfdbuIcZY+94f0uTe83Pb0Zgv6Mkh6kaS1Iz1693yVPveH9Ln35dJWRETUkiCJiIhaEiS9Y2m3C+iC9Lk/pM89LvdIIiKilpyRRERELQmSiIioJUEygUg6SNJqSRvK57QR1ltc1tkgaXGT5Ssk3dn5iuur02dJL5L0XUl3SVov6ZPjW317JC2UdLekQUnnNVn+AklXl+U3SprTsOz80n63pBPHs+7RGm1/Jf1nSbdIuqN8vmW8ax+tOn/GZflsSY9K+uB41TwmbGeaIBPwKeC8Mn8ecGmTdQ4CNpbPaWV+WsPyPwS+AtzZ7f50us/Ai4A3l3X2Bf4FOKnbfRqhn5OBnwOHlVp/DMwfts77gb8t86cBV5f5+WX9FwBzy34md7tPHezv64HfKfOvBbZ0uz+d7nPD8q8DXwM+2O3+tDPljGRiWQQsL/PLgVOarHMisNr2DtsPAquBhQCS9gf+HPj4ONQ6VkbdZ9uP274OwPZTwK3ArHGoeTSOAgZtbyy1XkXV90aN/1t8HThekkr7VbaftH0PMFj2N5GNur+2b7P976V9PbCfpBeMS9X11PkzRtIpwD1Ufe4pCZKJ5RDbW8v8L4FDmqwzE7iv4fvm0gZwMfBp4PGOVTj26vYZAElTgbcC13aiyDGw1z40rmN7J/AQ8NIWt51o6vS30R8Bt9p+skN1jqVR97n8I/DDwEfHoc4xt0+3C+g3kn4I/Icmiy5o/GLbklp+NlvSAuAVtv/H8Ouu3dapPjfsfx/gq8BltjeOrsqYaCQdDlwKnNDtWsbBRcBnbT9aTlB6SoJknNn+g5GWSbpf0gzbWyXNALY1WW0LcFzD91nA9cAbgQFJ91L9ub5M0vW2j6PLOtjnIUuBDbb/egzK7ZQtwKEN32eVtmbrbC7h+BLggRa3nWjq9BdJs4BvAWfY/nnnyx0Tdfp8NHCqpE8BU4FnJD1h+286X/YY6PZNmkzPTsD/Zvcbz59qss5BVNdRp5XpHuCgYevMoXduttfqM9X9oG8Ak7rdl730cx+qhwTm8uyN2MOHrXM2u9+IvabMH87uN9s3MvFvttfp79Sy/h92ux/j1edh61xEj91s73oBmRr+MKrrw9cCG4AfNvxlOQD8fcN676G64ToInNlkP70UJKPuM9W/+Az8FFhXpj/tdp/20NeTgZ9RPdlzQWn7GPC2Mv9Cqid2BoGbgMMatr2gbHc3E/TJtLHqL/A/gcca/kzXAS/rdn86/WfcsI+eC5IMkRIREbXkqa2IiKglQRIREbUkSCIiopYESURE1JIgiYiIWhIkERFRS4Ik+pqkC8oQ9LdLWifp6FHs4+8lzS/z90o6uMw/Otb1jnTcNrf7PUm3Stop6dSG9uMk/dPYVhn9IEOkRN+S9EbgvwJH2H6yBMC+7e7H9p+OeXFAGRVWtp8Z4+P+Ang30FvvvIgJK2ck0c9mAL9yGVnW9q9s/7ukIyX9qLxUaZWkGZJeLemmoQ0lzZF0R5m/XtLAng4k6UOSbi5nPiOO8Fr2e7ekK4E7gUMlfUHS2nLm9NGGdX973PIypEsk/VjSGknNRlGm9PNe27cDzQJqf0lfV/WysC8PDXEesScJkuhnP6D6i/pnki6X9PuSpgCfA061fSSwDLjE9l3AvpLmlm3/GLi6lYNIOgGYR/W+igXAkZJ+bw+bzAMut3247U1UQ20MAK8Dfl/S65ps82Jgje3fBW4A3ttKbU28HvgA1cu0DgOOHeV+oo8kSKJv2X4UOBJYAmynCob3Ub2Vb7WkdVTjPg29LOsaqgCBNoKEahj0E4DbqF6+9WqqsBjJJttrGr6/U9KtZfvDqf6SH+4pYOj+xi1U462Nxk22N5fLaetq7Cf6SO6RRF+zvYtqSPrry6Wqs4H1tt/YZPWrga9J+ma1qTe0eBgBn7B9RYvrP/bbDaszoA8Cb7D9oKQvUQ38N9zTfnbgvF2M/r/txhdI1dlP9JGckUTfkvQqSY1nBguoRhKeXm7EI2lKecESrt6LsQv4K1o/GwFYBbynvAUPSTMlvazFbQ+kCpaHyn2Pk9o4bsS4yL82op/tD3yuvKZ3J9XQ3kuoXpR1maSXUP038tc8+x7tq6neoTL3ubtrzvYPJL0G+H/l3vWjwJ/Q/CVew7f9saTbgLuoXtH6b60edySS3kD10qhpwFslfdT24XX3G/0rw8hHREQtubQVERG15NJWRBdIGnoz5HDH235gjI5xAfCOYc1fs33JWOw/YkgubUVERC25tBUREbUkSCIiopYESURE1JIgiYiIWv4/QzmzYi/KkT4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEHCAYAAACEKcAKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAad0lEQVR4nO3df7xVdZ3v8debHyr+BIS4xI9A49ZgU6Qnpezeq9VV9D4KnKmuPmaEcbwx80gnm1+PMOcKozllc9O53tSkGwWNRZZ5pRE1ItHmB+pBScUfcUIJGBISBBQVwc/9Y313LI77cPY+a/84m/1+Ph7rsdf6rO9a6/Pl6Pmc9WN/lyICMzOzvhrQ7ATMzKy1uZCYmVkhLiRmZlaIC4mZmRXiQmJmZoUManYCzTBixIiYMGFCs9MwM2sZq1at+k1EjCy3ri0LyYQJE+js7Gx2GmZmLUPS+p7W+dKWmZkV4kJiZmaFuJCYmVkhLiRmZlaIC4mZmRVS10IiaZyk+yQ9KWmNpMtSfJ6kTZJWp+nc3DaXS+qS9Iyks3PxaSnWJWlOLj5R0oMp/j1Jh9WzT2b1sOLpLVwwfyUfvPanXDB/JSue3tLslMwqVu8zkr3AX0bEZGAqcImkyWnd9RExJU1LAdK684GTgGnATZIGShoI3AicA0wGLsjt59q0r7cD24GL69wns5pa8fQWrlyyhi27XmXokMFs2fUqVy5Z42JiLaOuhSQiNkfEI2l+F/AUMOYgm0wHFkfEaxHxLNAFnJqmrohYFxF7gMXAdEkCPgT8IG2/EJhRn96Y1cctD6xj8EBx5GGDkLLPwQPFLQ+sa3ZqZhVp2BcSJU0A3gs8CJwOXCppJtBJdtaynazIrMxttpH9hWdDt/hpwPHAixGxt0z77sefDcwGGD9+fPEOmdXIhu272fXK6+x49eXfxo47YhB79r7RxKzMKteQm+2SjgZuBz4bETuBm4ETgSnAZuAr9c4hIuZHREdEdIwcWfZb/mZN8err+9jx6t4DYjte3csrr+9rUkZm1an7GYmkwWRF5NaI+CFARDyfW/914J/S4iZgXG7zsSlGD/EXgKGSBqWzknx7s5bwm5f2VBU362/q/dSWgG8AT0XEdbn46Fyz84An0vwS4HxJh0uaCEwCHgIeBialJ7QOI7shvySy9wTfB3w8bT8LuLOefTIzswPV+4zkdOBC4HFJq1Ps82RPXU0BAngO+BOAiFgj6TbgSbInvi6JiH0Aki4F7gUGAgsiYk3a3+eAxZK+ADxKVrjMzKxB6lpIIuKfAZVZtfQg21wDXFMmvrTcdhGxjuypLrOWNHCA2PdGlI2btQJ/s92sycSbi8jB4mb9jQuJWZMNHDDgTaftSnGzVuD/Us2abORRg9907hEpbtYKXEjMmuyYIeWHh+spbtbfuJCYNdn6bburipv1Ny4kZk22e0/5b7D3FDfrb1xIzMysEBcSMzMrxIXEzMwKcSExM7NCXEjMzKwQFxIzMyvEhcTMzApxITEzs0JcSMzMrBAXEjMzK8SFxMzMCnEhMTOzQlxIzMysEBcSMzMrxIXEzMwKcSExM7NCXEjMzKwQFxIzMyvEhcTMzApxITEzs0LqWkgkjZN0n6QnJa2RdFmKD5e0TNLa9DksxSXpBkldkh6TdHJuX7NS+7WSZuXip0h6PG1zgyTVs09mZnagep+R7AX+MiImA1OBSyRNBuYAyyNiErA8LQOcA0xK02zgZsgKDzAXOA04FZhbKj6pzady202rc5/MzCynroUkIjZHxCNpfhfwFDAGmA4sTM0WAjPS/HRgUWRWAkMljQbOBpZFxLaI2A4sA6aldcdGxMqICGBRbl9mZtYADbtHImkC8F7gQWBURGxOq34NjErzY4ANuc02ptjB4hvLxMsdf7akTkmdW7duLdQXMzPbryGFRNLRwO3AZyNiZ35dOpOIeucQEfMjoiMiOkaOHFnvw5mZtY26FxJJg8mKyK0R8cMUfj5dliJ9bknxTcC43OZjU+xg8bFl4mZm1iD1fmpLwDeApyLiutyqJUDpyatZwJ25+Mz09NZUYEe6BHYvcJakYekm+1nAvWndTklT07Fm5vZlZmYNMKjO+z8duBB4XNLqFPs88CXgNkkXA+uBT6Z1S4FzgS5gN3ARQERsk3Q18HBqd1VEbEvznwa+BQwB7k6TmZk1SF0LSUT8M9DT9zo+XKZ9AJf0sK8FwIIy8U7gXQXSNDOzAvzNdjMzK8SFxMzMCnEhMTOzQlxIzMysEBcSMzMrxIXEzMwKcSExM7NCXEjMzKwQFxIzMyvEhcTMzApxITEzs0JcSMzMrBAXEjMzK8SFxMzMCnEhMTOzQlxIzMysEBcSMzMrxIXEzMwKqepVu5LGAG/LbxcRD9Q6KTMzax0VFxJJ1wL/HXgS2JfCAbiQmJm1sWrOSGYA74iI1+qVjJmZtZ5q7pGsAwbXKxEzM2tNvZ6RSPo/ZJewdgOrJS0HfntWEhGfqV96ZmbW31Vyaaszfa4CltQxFzMza0G9FpKIWNiIRMzMrDX1eo9E0jsl3S3pLkknSvqWpBclPSTpdxqRpJmZ9V+V3GyfD9wE/CPwU+AeYBhwNfDVg20oaYGkLZKeyMXmSdokaXWazs2tu1xSl6RnJJ2di09LsS5Jc3LxiZIeTPHvSTqs0o6bmVltVFJIjomIH0XEd4HXI2JxZH5EVlAO5lvAtDLx6yNiSpqWAkiaDJwPnJS2uUnSQEkDgRuBc4DJwAWpLcC1aV9vB7YDF1fQHzMzq6FKCsnA3Px13dYd9Awgfet9W4W5TAcWR8RrEfEs0AWcmqauiFgXEXuAxcB0SQI+BPwgbb+Q7LsuZmbWQJUUkhslHQ0QETeVgpLeDvykj8e9VNJj6dJX6axmDLAh12ZjivUUPx54MSL2douXJWm2pE5JnVu3bu1j2mZm1l2vhSQibomIl8rEuyLis6VlSZdXeMybgROBKcBm4CsVbldIRMyPiI6I6Bg5cmQjDmlm1hZqOfrvJyppFBHPR8S+iHgD+DrZpSuATcC4XNOxKdZT/AVgqKRB3eJmZtZAtSwkqqiRNDq3eB5QeqJrCXC+pMMlTQQmAQ8BDwOT0hNah5HdkF8SEQHcB3w8bT8LuLN4N8zMrBpVDSPfi+gekPRd4AxghKSNwFzgDElTUvvngD8BiIg1km4jG114L3BJROxL+7kUuJfsxv+CiFiTDvE5YLGkLwCPAt+oYX/MzKwCtSwkbzojiYgLyrTr8Zd9RFwDXFMmvhRYWia+jv2XxszMrAlqeWnr+zXcl5mZtYhqRv8tqzT6b0T8XQ3zMjOzFlHN6L9mZmZv4tF/zcyskEoubf2Ig1/a+lhNMzIzs5ZSyaWt/1X3LMzMrGVVcmnr/kYkYmZmrani75FImgR8kWwo9yNK8Yg4oQ55mZlZi6jmeyTfJBtwcS9wJrCI7GVXZmbWxqopJEMiYjmgiFgfEfOA/1aftMzMrFVUM0TKa5IGAGvT2FebgKPrk5aZmbWKas5ILgOOBD4DnAL8IdmIu2Zm1sYq+R7JtyPiQuADEfEw8BJwUd0zMzOzllDJGckpkt4K/LGkYZKG56d6J2hmZv1bJfdIvgYsB04AVnHgcPGR4mZm1qYqeWf7DRHxO2QvlDohIibmJhcRM7M2V83N9jc9oSXp2zXMxczMWlA1heSk/IKkQWRPb5mZWRvrtZBIulzSLuDdknamaRfwPHBn3TM0M7N+rZJ7JF8EjgMWRcSxaTomIo6PiMvrn6KZmfVnFV3aiog3gPfVORczM2tB1dwjeUSSi4mZmR2gmrG2TgP+QNJ64GWy75NERLy7LpmZmVlLqKaQnF23LMzMrGVVfGkrItYDQ4GPpmloipmZWRuruJBIugy4FXhLmv5R0p/VKzEzM2sN1dxsvxg4LSKujIgrganApw62gaQFkrZIeiIXGy5pmaS16XNYikvSDZK6JD0m6eTcNrNS+7WSZuXip0h6PG1zgyRhZmYNVU0hEbAvt7yPAwdwLOdbwLRusTnA8oiYRDYY5JwUPweYlKbZZK/1JY0wPJfsZv+pwNxS8UltPpXbrvuxzMyszqp9Z/uDkuZJmgesBL5xsA0i4gFgW7fwdGBhml8IzMjFF0VmJTBU0miym/zLImJbRGwHlgHT0rpjI2JlRATZO+RnYGZmDVXxU1sRcZ2k+4HTU+iiiHi0D8ccFRGb0/yvgVFpfgywIdduY4odLL6xTLwsSbPJznQYP358H9I2M7Nyqnn8F2A1sLm0naTxEfGrvh48IkJS9HX7Ko81H5gP0NHR0ZBjmpm1g4oLSXpCay7ZYI2l+yMBVPuFxOcljY6Izeny1JYU3wSMy7Ubm2KbgDO6xVek+Ngy7c3MrIGquUdyGfCOiDgpIt4dEb/bx2+1LwFKT17NYv8IwkuAmenpranAjnQJ7F7grPSa32HAWcC9ad1OSVPT01oz8WjEZmYNV82lrQ3Ajmp2Lum7ZGcTIyRtJDuj+RJwm6SLgfXAJ1PzpcC5QBewG7gIICK2SboaeDi1uyoiSjfwP032ZNgQ4O40mZlZA/VaSCT9RZpdB6yQdBfwWml9RFzX07YRcUEPqz5cpm0Al/SwnwXAgjLxTuBdPSZvZmZ1V8kZyTHp81dpOixNZmZmvReSiPjb7jFJA4CjI2JnXbIyM7OWUc1YW9+RdKyko4AngCcl/XX9UjMzs1ZQzVNbk9MZyAyym9oTgQvrkpWZmbWMagrJYEmDyQrJkoh4nex7JGZm1saqKSS3AM8BRwEPSHob4HskZmZtrpoXW90QEWMi4tz0qO6vgDNL6/PDu5uZWfuo5ozkAGmU3r250GU1yMfMzFpMnwtJGX6plJlZG6plIfGNdzOzNuQzEjMzK6SWheRfargvMzNrEdUM2lhWadDGiLi0VkmZmVnrqGbQxncA7yN7bwjAR4GH6pGUmZm1jooHbZT0AHByROxKy/OAu+qanZmZ9XvV3CMZBezJLe9JMTMza2PVvCFxEfCQpDvS8gxgYe1TMjOzVlJxIYmIayTdA3wwhS6KiEfrk5aZmbWKas5IiIhVkjYARwBIGh8Rv6pLZmZm1hKqebHVxyStBZ4F7k+fd9crMTMzaw3V3Gy/GpgK/CIiJgIfAVbWJSszM2sZ1RSS1yPiBWCApAERcR/QUae8zMysRVRzj+RFSUcDPwNulbQFeLk+aZmZWauo5oxkOvAK8FngHuCXZN9uNzOzNlbN478vSxpFNkzKC8Dd6VKXmZm1sWqe2vok2dhanwA+CTwo6eP1SszMzFpDNZe2rgDeFxGzImImcCrwP/t6YEnPSXpc0mpJnSk2XNIySWvT57AUl6QbJHVJekzSybn9zErt1/q98WZmjVdNIRkQEVtyyy9UuX05Z0bElIgoPf01B1geEZOA5WkZ4BxgUppmAzdDVniAucBpZIVtbqn4mJlZY1RTCO6RdK+kP5L0R2Qj/y6tcT7T2T9+10Ky8bxK8UWRWQkMlTQaOBtYFhHbImI7sAyYVuOczMzsIKq52f7Xkn4fOD2F5kfEHQfbprddAj+WFMAtETEfGBURm9P6X7N/dOExwIbcthtTrKf4m0iaTXY2w/jx4wukbWZmedWOtXU7cHuNjv3BiNgk6S3AMklPdztWpCJTE6lQzQfo6Oio2X7NzNpdr5e2JO2StLPMtEvSzr4eOCI2pc8twB1k9zieT5esSJ+lezKbgHG5zcemWE9xMzNrkF4LSUQcExHHlpmOiYhj+3JQSUdJOqY0D5wFPEH2Gt/Sk1ezgDvT/BJgZnp6ayqwI10Cuxc4S9KwdJP9rBQzM7MGqerSVg2NAu6QVMrhOxFxj6SHgdskXQysJ/u+CmQ39c8FuoDdwEUAEbFN0tXAw6ndVRGxrXHdMDOzphSSiFgHvKdM/AXgw2XiAVzSw74WAAtqnaOZmVWm6PdAzMyszbmQmJlZIS4kZmZWiAuJmZkV4kJiZmaFuJCYmVkhLiRmZlaIC4mZmRXiQmJmZoW4kJiZWSEuJGZmVogLiZmZFeJCYmZmhbiQmJlZIS4kZmZWiAuJmZkV4kJiZmaFuJCYmVkhLiRmZlaIC4mZmRXiQmJmZoW4kJiZWSEuJGZmVogLiZmZFeJCYmZmhbiQmJlZIYdEIZE0TdIzkrokzWl2PmZm7aTlC4mkgcCNwDnAZOACSZObm5WZWfto+UICnAp0RcS6iNgDLAamNzknM7O2cSgUkjHAhtzyxhQ7gKTZkjoldW7durVhyZmZHeoOhUJSkYiYHxEdEdExcuTIZqdjZnbIOBQKySZgXG55bIqZmVkDHAqF5GFgkqSJkg4DzgeWNDknM7O2MajZCRQVEXslXQrcCwwEFkTEmianZWbWNlq+kABExFJgabPzMDNrR4fCpS0zM2siFxIzMyvEhcTMzApxITEzs0JcSMzMrBAXEjMzK8SFxMzMCnEhMTOzQlxIzMysEBcSMzMrxIXEzMwKcSExM7NCXEjMzKwQFxIzMyvEhcTMzApxITEzs0JcSMzMrBAXEjMzK8SFxMzMCnEhMWuy86aMripu1t+4kJg12fXnn8x5U0YzcIAAGDhAnDdlNNeff3KTMzOrjCKi2Tk0XEdHR3R2djY7DTOzliFpVUR0lFvnMxIzMyvEhcTMzApxITEzs0JcSMzMrBAXEjMzK6Qtn9qStBVY3+w8qjQC+E2zk2gw97k9uM+t4W0RMbLcirYsJK1IUmdPj94dqtzn9uA+tz5f2jIzs0JcSMzMrBAXktYxv9kJNIH73B7c5xbneyRmZlaIz0jMzKwQFxIzMyvEhaQfkTRc0jJJa9PnsB7azUpt1kqaVWb9EklP1D/j4or0WdKRku6S9LSkNZK+1NjsqyNpmqRnJHVJmlNm/eGSvpfWPyhpQm7d5Sn+jKSzG5l3X/W1v5L+q6RVkh5Pnx9qdO59VeRnnNaPl/SSpL9qVM41ERGe+skEfBmYk+bnANeWaTMcWJc+h6X5Ybn1vwd8B3ii2f2pd5+BI4EzU5vDgJ8B5zS7Tz30cyDwS+CElOvPgcnd2nwa+FqaPx/4XpqfnNofDkxM+xnY7D7Vsb/vBd6a5t8FbGp2f+rd59z6HwDfB/6q2f2pZvIZSf8yHViY5hcCM8q0ORtYFhHbImI7sAyYBiDpaOAvgC80INda6XOfI2J3RNwHEBF7gEeAsQ3IuS9OBboiYl3KdTFZ3/Py/xY/AD4sSSm+OCJei4hnga60v/6sz/2NiEcj4t9TfA0wRNLhDcm6mCI/YyTNAJ4l63NLcSHpX0ZFxOY0/2tgVJk2Y4ANueWNKQZwNfAVYHfdMqy9on0GQNJQ4KPA8nokWQO99iHfJiL2AjuA4yvctr8p0t+83wceiYjX6pRnLfW5z+mPwM8Bf9uAPGtuULMTaDeSfgL8hzKrrsgvRERIqvjZbElTgBMj4s+7X3dttnr1Obf/QcB3gRsiYl3fsrT+RtJJwLXAWc3OpQHmAddHxEvpBKWluJA0WER8pKd1kp6XNDoiNksaDWwp02wTcEZueSywAng/0CHpObKf61skrYiIM2iyOva5ZD6wNiL+oQbp1ssmYFxueWyKlWuzMRXH44AXKty2vynSXySNBe4AZkbEL+ufbk0U6fNpwMclfRkYCrwh6dWI+Gr9066BZt+k8bR/Av6eA288f7lMm+Fk11GHpelZYHi3NhNonZvthfpMdj/odmBAs/vSSz8HkT0kMJH9N2JP6tbmEg68EXtbmj+JA2+2r6P/32wv0t+hqf3vNbsfjepztzbzaLGb7U1PwFPuh5FdH14OrAV+kvtl2QH831y7Pya74doFXFRmP61USPrcZ7K/+AJ4Clidpv/R7D4dpK/nAr8ge7LnihS7CvhYmj+C7ImdLuAh4ITctlek7Z6hnz6ZVqv+An8DvJz7ma4G3tLs/tT7Z5zbR8sVEg+RYmZmhfipLTMzK8SFxMzMCnEhMTOzQlxIzMysEBcSMzMrxIXEzMwKcSGxQ5akfZJWS/q5pEckfaDOx5vX34b/lrQ0jUNW7XZXS3os/fv9WNJbU7zf9dGaz4XEDmWvRMSUiHgPcDnwxUo3VKbf//+RhtnoUUScGxEv9mHXfx8R746IKcA/AVf2KUFrC/3+fxSzGjkW2A7ZcPuSlqezlMclTU/xCemlRIuAJ4Bxkj6X2vy89OIsSSdKuie9dOlnkt7Z/WCSpkhamf6qv6P0wi5JKyRdK+khSb+Q9J9yx/5ZyumgZ0+SzkhtlwBPptj/S/mskTQ71/Y5SSPS/p+S9PXU5seShvR0jIjYmVs8imwEgZLJqR/rJH2ml393awfN/mq9J0/1moB9ZMNrPE02XPcpKT4IODbNjyAbrkJkQ8u8AUxN684B/hU4Mi2Xhm9ZDkxK86cBP03z80hDWwCPAf8lzV8F/EOaXwF8Jc2fC/wkzR8JHJHmJwGdB+nXGWRDiEzMxUq5DSErgsen5edSHycAe4EpKX4b8Ie9/PtdQzbk+RPAyFwf/5Vs3K8RZAMODm72z9pTcyeP/muHslciuzSDpPcDiyS9i6xo/J2k/0xWOMaw/z0o6yNiZZr/CPDNiNgNEBHb0nsjPgB8Pzfc9wEvXZJ0HDA0Iu5PoYVk4yuV/DB9riL7BQ8wGPhqeh3APuA/9tK3hyJ7yVXJZySdl+bHkRWjF7pt82xErC5z7LIi4grgCkmXA5cCc9OquyJ7P8hrkraQ/dtt7CVfO4S5kFhbiIh/kzQCGEl2JjCS7Azl9TT0/hGp6cu97GoA8GKpQPVR6SVN+9j//+CfA88D70nHeLWXffw2T0lnkBW990fEbkkr2N+fcsctHbvHS1vd3AosZX8h6b4f/x5pc75HYm0h3ccYSPZX+nHAllREzgTe1sNmy4CLJB2Z9jE8snsHz0r6RIpJ0nvyG0XEDmB76f4HcCFwPwd3HLA5It5I7QdW0b3jgO2piLwTmFrFtmVJmpRbnE52edCsLP8lYYeyIZJKl3IEzIqIfZJuBX4k6XGgkx5+SUbEPelSU6ekPWR/lX8e+APgZkl/Q3ZJajHZuyfyZgFfS0VoHXBRL7neBNwuaSZwD72fGeXdA/yppKfIhplf2Uv7SnxJ0jvILv2tB/60Bvu0Q5SHkTczs0J8acvMzArxpS2zfkrS7wLf7hZ+LSJOq+ExbgRO7xb+3xHxzVodww59vrRlZmaF+NKWmZkV4kJiZmaFuJCYmVkhLiRmZlbI/weprdo07PYWFQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEHCAYAAACEKcAKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deZhcdZ3v8fe3qveku9MJSYhJIAkEM+AgYgRmRIzLA4hzCXNHmXBnJDo4oOK4zlxRZ0Yu6gzcGeWKK1EZYFyQQbnGa4Bhy6A+BgiIYGRJTMAkJOksne5Oeq/63j/OqfTp7qruqq5TXV3dn9fznKeqvnWWX5/urm/9lvM75u6IiIiMV6LcBRARkcqmRCIiIkVRIhERkaIokYiISFGUSEREpChV5S5AORx33HG+ZMmSchdDRKRiPPHEEwfcfW6296ZlIlmyZAmbN28udzFERCqGmb2U6z01bYmISFGUSEREpChKJCIiUhQlEhERKYoSiYiIFKWkicTMFpvZw2b2WzPbYmYfDuPXmtluM3sqXC6KbPNJM9tmZs+b2QWR+IVhbJuZXROJLzWzR8P4D8ysppQ/U1w2PtfKZes2ce4ND3HZuk1sfK613EUSERmXUtdIBoCPu/upwDnA1WZ2avjeje5+RrhsAAjfWwOcBlwIfM3MkmaWBL4KvA04Fbgssp8bwn2dDLQBV5T4Zyraxuda+cf1W2jt7GFWfTWtnT384/otSiYiUpFKmkjcfY+7Pxk+7wSeBRaOsslq4A5373X3HcA24Kxw2ebu2929D7gDWG1mBrwZuCvc/jbgktL8NPG5+ZHtVCeNhpoqzILH6qRx8yPby100EZGCTdgFiWa2BHgN8CjweuCDZnY5sJmg1tJGkGQ2RTbbxWDi2TksfjYwBzjs7gNZ1h9+/CuBKwFOOOGE4n+gIuxs66KvP8WOA0dJOyQMjptRQ99AuqzlEpHJYeNzrdz8yHZ2tnWxuKWBq85bxqoV88pdrJwmpLPdzGYCPwQ+4u4dwNeBk4AzgD3AF0pdBndf5+4r3X3l3LlZr/KfMAa0HukjHd5TLO3BaxGRSmz6LnkiMbNqgiTyXXf/EYC773P3lLungW8SNF0B7AYWRzZfFMZyxQ8Cs8ysalh8Utvb3l1QXESmj0ps+i71qC0Dvg086+5fjMQXRFb7U+A34fP1wBozqzWzpcBy4DHgcWB5OEKrhqBDfr0H9wl+GHhHuP1a4Mel/Jni0J+jBStXXESmj51tXdRXJ4fE6quT7GrrKlOJxlbqPpLXA+8CnjGzp8LYpwhGXZ0BOPAicBWAu28xszuB3xKM+Lra3VMAZvZB4D4gCdzi7lvC/X0CuMPMPgf8iiBxTWpG8INni4vI9La4pYHWzh4aagY/nrv7UyxqaRj3Pkvd51LSROLuPyf75+OGUbb5PPD5LPEN2bZz9+0MNo1VhJqqBL1ZOtZrqnR9qMh0d9V5y/jH9Vvo6hugvjpJd3+K/pRz1XnLxrW/TJ9LddKG9LlcB7ElE31ylcHM2iSJYek1YdBYm8y+gYhMG6tWzOO6i09jXmMd7d39zGus47qLTxv3h/5E9LlMy/uRlNsp85t4dk87HT0Dx4b/NtVVsXx+U7mLJiKTwKoV82KrLexs62JWffWQWNx9LqqRlMEfLZtNZ2+KZMKorTKSCaOzN8UfLZtd7qKJyBSzuKWB7v7UkFixfS7DKZGUwS+3H6K5ropU2ukdcFJpp7muil9uP1TuoonIJHDTAy9w+rX3cdKnNnD6tfdx0wMvjHtfV523jP6U09U3gHvwWEyfSzZKJGWwtbWTtq7+IRcktnX1s7W1s7wFE5Gyu+mBF/jSQ9vo7k9RlQhqD196aNu4k0ncfS7ZqI+kDDq6+0cM//UwPlVU2hQPIpPFt36+g4RBVSL4np8wGEin+dbPd/Cht54yrn3G2eeSjWokZdCfynYVSe54panEKR5EJoujfamsozqP9qWybzAJKJGUQa50MTXSSDDcsD+VYm97D8/v62Rvew/9qdSknuJBZLKYUZM81uydkfYgPlkpkZSB5biEPVe80mxt7eRAZx8DaSeZMAbSzoHOPvUBieThvecuJe1Bc1ba0+FjEJ+s1EdSBgkgWyV1qmT1voE0KXdSKcd9MEFqmvzc1KdUmI/e8STrn95LKvyycvHpx3PjmjPLXaxYZPpBvvXzHRztSzGjJsl7z1067v6RiaBEIrFLe3pI1dw986hEks3G51r5u7t+TWfPAAPpNAc6e/m7u37Nv7zj1UomWXz0jie5+6k9x16n0h6+fnLKJJPTF83itFc0H/ticfqiWUXtr9RfVKbKl+CKkqtPfYr0tZOwBEkLOgiN4DFpYKY/t2xuuPc5Dh7pozeVZiANvak0B4/0ccO9z5W7aJNSNInkE680cQ9WmYjBL/rPlthlJp90DwYQZGokmpQyu62tnaSJ1twgHcZl+ol7bqyJmGtL/9kSu7kza0n74Cg0Jxh1MndmbTmLNWllaqJmg0s0LtNL3PcjmYj7myiRSOw6u/uyXnDZ2a3bCWdTFWYO98ElGpfpJe65sTTXllSkvZ29BcWnu/lN2WtqueIytcU9N5bm2pKKpKaawliOmkeuuExtcc+Npbm2pCJVmdHvfqyJJhqXkXYf7i4oLlNf3HNjPb3rMFtebudoX4r27n6e3nVYw39lcmuqy/79JFd8uhs+HcZY8eku19cRfU3JLu7ZhLPRf7bErrN3oKC4iAwV55X7pZhNeDglkjxpCov89eXoDMkVFynEVJ/0NO4r94/2pcCd7tTgyK1kzLMJq2krD5oWXUQmyvqn9wIjB6tk4oWqStiIgS4pD+JxUSLJw82PbKdvYOi06H0DmhZdROKXytE5lis+loFU9jnucsXHQ01beXhhXwcdPQMkMJJmDKScg0f7GEh1lLtoIjLFJBNGKj1y1GNynDWIiZjbTzWSPPSnnHTa6U+n6R1I059Ok0672vxFJHZnnZh9pt9c8clAiSRPKR86qZ5yiIiUwq7DPQXFx5LMUZHJFR+PkiYSM1tsZg+b2W/NbIuZfTiMzzaz+81sa/jYEsbNzG4ys21m9rSZnRnZ19pw/a1mtjYSf62ZPRNuc5OV6HLgZGKw08sseC0iErddbdkvRM0VH8sp8xtHXGNjYTwupf44HAA+7u6nAucAV5vZqcA1wIPuvhx4MHwN8DZgebhcCXwdgsQDfAY4GzgL+Ewm+YTr/HVkuwvj/iGqk5FJ9YhMix5nShcRIf7hzZ+4cAWNtUkyXSwJg8baJJ+4cMU49zhSSROJu+9x9yfD553As8BCYDVwW7jabcAl4fPVwO0e2ATMMrMFwAXA/e5+yN3bgPuBC8P3mtx9k7s7cHtkX7GZ11iHpxm8dNbA0zC3sS7uQ4mIxK62OklNMkFVAmqSCWqHTStfrAlroDGzJcBrgEeB+e6eueJmLzA/fL4Q2BnZbFcYGy2+K0s82/GvNLPNZrZ5//79BZXd3YPkEekjCV6ro0RE4rW4pb6g+FhufmQ7qbTTF96Bsy+VJpX2yruxlZnNBH4IfMTdh4yZDWsSJf9Edvd17r7S3VfOnTu3oG13H+4eMe9R2jWpnojEb9Gs7C0dueJj2fJyO4e6+gm/D+MOh7r62fJyexGlHKrkicTMqgmSyHfd/UdheF/YLEX4mLlEfDewOLL5ojA2WnxRlnisOnuzTyWQKy4iMl6PvXS4oPhYjk2FYpGFCpoiJRxB9W3gWXf/YuSt9UBm5NVa4MeR+OXh6K1zgPawCew+4Hwzawk72c8H7gvf6zCzc8JjXR7Zl4hIxYn7yvZ0uN3wO3CmY5xeutRXtr8eeBfwjJk9FcY+BVwP3GlmVwAvAZeG720ALgK2AV3AewDc/ZCZfRZ4PFzvOnc/FD7/AHArUA/cEy4iIgI01lXR0TNy5u3GGG/rUNJE4u4/J/dtAt6SZX0Hrs6xr1uAW7LENwOvKqKYIiKTRgLINgvWeJuPTlvQyC93tGWNx0WX1YmITCJxX0fy1K7sneq54uOhRCIiMonEnUi6+7PP8psrPh5KJCIiUhQlEhGRKaw6x1ROueLjoUQiIjKF5RrmG+fwXyUSEZEpLFdPSHw9JEokIiJTWq4GrDjnLlciERGZyuIeBpaFEomIyBSmpi0REZn0lEhERKQoSiQiIlIUJRIRESmKEomIiBRFiURERIqiRCIiIkVRIhERkaIokYiISFEKutWumS0EToxu5+6PxF0oERGpHHknEjO7Afhz4LdAKgw7oEQiIjKNFVIjuQR4pbv3lqowIiJSeQrpI9kOVJeqICIiUpnGrJGY2ZcJmrC6gKfM7EHgWK3E3T9UuuKJiMhkl0/T1ubw8QlgfQnLIiIiFWjMROLut01EQUREpDKN2UdiZivM7B4z+6mZnWRmt5rZYTN7zMz+YCIKKSIik1c+ne3rgK8B3wEeAu4FWoDPAl8ZbUMzu8XMWs3sN5HYtWa228yeCpeLIu990sy2mdnzZnZBJH5hGNtmZtdE4kvN7NEw/gMzq8n3BxcRkXjkk0ga3f0n7v59oN/d7/DATwgSymhuBS7MEr/R3c8Ilw0AZnYqsAY4Ldzma2aWNLMk8FXgbcCpwGXhugA3hPs6GWgDrsjj5xERkRjlk0iSkedfHPbeqDWA8Kr3Q3mWZTVwh7v3uvsOYBtwVrhsc/ft7t4H3AGsNjMD3gzcFW5/G8G1LiIiMoHySSRfNbOZAO7+tUzQzE4GHhjncT9oZk+HTV+ZWs1CYGdknV1hLFd8DnDY3QeGxbMysyvNbLOZbd6/f/84iy0iIsONmUjc/WZ3P5Ilvs3dP5J5bWafzPOYXwdOAs4A9gBfyHO7orj7Ondf6e4r586dOxGHFBGZFuKc/fed+azk7vvcPeXuaeCbBE1XALuBxZFVF4WxXPGDwCwzqxoWFxGRCRRnIrG8VjJbEHn5p0BmRNd6YI2Z1ZrZUmA58BjwOLA8HKFVQ9Ahv97dHXgYeEe4/Vrgx8X/GCIiUoiCppEfgw8PmNn3gVXAcWa2C/gMsMrMzgjXfxG4CsDdt5jZnQSzCw8AV7t7KtzPB4H7CDr+b3H3LeEhPgHcYWafA34FfDvGn0dERPIQZyIZUSNx98uyrJfzw97dPw98Pkt8A7AhS3w7g01jIiJSBnE2bf1HjPsSEZEKUcjsv1llZv9193+KsVwiIlIhCpn9V0REZATN/isiIkXJp2nrJ4zetHVxrCUSEZGKkk/T1r+WvBQiIlKx8mna+q+JKIiIiFSmvK8jMbPlwD8TTOVel4m7+7ISlEtERCpEIdeR/BvBhIsDwJuA2wludiUiItNYIYmk3t0fBMzdX3L3a4G3l6ZYIiJSKQqZIqXXzBLA1nDuq93AzNIUS0REKkUhieTDQAPwIYL7tb+JYMbdaeFVe7fxjw9+k67qWtrqGzlc10hbfRN8ZQccd1ywzJ07uFRXl7vIIiITIp/rSP7d3d8F/LG7Pw4cAd5T8pJNMgs7Wjlr15aRb/zie9k3aGqClpZgmT17yHLFY/s5VN9EW30ThxqaOTijmQP1zfTW1GXfl4jIJJZPjeS1ZvYK4K/M7HaGzfLr7vnek72ibW9ZyJf/6FKO7zzIrJ5OZnUfobn3CKfUDEBbG3R3D92goyNYXnppxL7+IccxepLVcNucweQzZ87gY2aJ1nrmzYNZs8DyuhWMiEhJ5JNIvgE8CCwDnmBoIvEwPuVtnXsiX5h7+Yj4i9e/Hdzh6FFobYUDBwaX/fvh4EE4dChYDh6EtjZ2bn+Zpp4jNPZ2kYhMGlCX6oe9e4MlX8lkkExmzRpa85kzJ2huyzxmks/8+cH7anoTkZjkc0HiTcBNZvZ1d3//BJSp8pjBzJnBsmzsvPqGa34KQCI1QEtPJ8cdbaelu53ZXR187YITgoSTWdragiTU1jb4vL9/cGep1OC6v/td/mVubMyefLLVfObODWIzZqj2IyIjFNLZPmKEVqT/RMYhnazi4IwWDs5oGQx+YIwR1e5w5EhQ24kuBw8GtaBMzefgQTh8OHh9+DB0dg7dT2dnsOzcmX+Ba2oGm91aWgab3jKJJqz5nLnrBdoammmrb6SjdgbpRDL/Y4hIxSkkkZwWfWFmVcBr4y2OjMksqE00NuZV+zmmry9IKpnEM7z5LdoEl1kOH4Z0eug+9u0LllH8KPI8jdFZ28Dhukba62fCU18e2fQ2f/7gyLfZs4PH2trCzouIlE0+o7Y+CXwKqDezjkwY6APWlbBsEqeaGjj++GDJVzodDBjI1HaG9wFlkk+mJpRpeuvpObaLBE5z71Gae49CO7B3W37HbmgYOuItV59PJjZnTpBc1fQmMuHy6SP5ZzO7AfiWu//VBJRJJotEYrAj/6ST8t5sxcd/SEt3Jy3dnczq7mB2dwezu9pp6e7ko2e0ZK8BtbcP3UlXV7Ds3p1/eauqBvt9ov09w5NPND57drCdiIxbXv9B7p42s9eVujAyNfRU17Gnuo49TXNHvPfR63P0AQ2Ew6gzSSbT7Bat/QxPQG1tQwceDAwMrl+I5uahtZ9MM1tm0EH0dWZpaCjsGCJTWCFfxZ40s9eFFyWKxKuqarDGkC/3YMBANMnkSkDR2s/Ro0P3094eLC++mP+x6+oGBxxkajbDk8/wGlFzc1DLE5liCkkkZwN/YWYvAUcJ+knc3U8vSclExmIWzCDQ1ARLl+a/XW/v4Oi2TLKJ9v1klsi1PyMGHvT0wJ49wZKvRGJkv8+cOfz9sx0camjiUH0zbfVNHK5vpK0+nIKnry/o3xKZxApJJBeUrBQiE6m2FhYsCJZ8pdNBMhle+xk+8i06DLutLUha0X1k1ol472jH/erlwfU7mVpPtP8n24CDzDJzpgYeyITJO5G4+0tm9mrgDWHoZ+7+69IUS2SSSSQGP8iXL89vG/dgwEA0yQxPQAcO8LNHn2dWd2ew9HTS2Ddsup2jR4Pl97/Pv7zV1SP7faIJKFu/z+zZwUwJIgUq5A6JHwb+msHLBL5jZuvc/cslKZlIpTMLahMzZsAJJ+Rc7V3hTAcZVamBcD63Th5Y+6rBBJTp+4k2yUVnP0ilBnfS3x8M125tLazMs2YNnest078TneE6Gp8zJ+gvkmmtkKatK4Cz3f0oQDgk+JdAzkRiZrcAfwK0uvurwths4AfAEuBF4FJ3bzMzA74EXAR0Ae929yfDbdYCfx/u9nPuflsYfy1wK1APbAA+7O6Dk1eJVKCBZBUHZrRwYEYLvOENY28AQe2no2PkCLdo01v02p/M4/DJRg8fDpYdO/IvcH39iBmuhySgbMOum5vV9DaFFJJIDIh85SHFsJmAs7gV+ArBbXkzrgEedPfrzeya8PUngLcBy8PlbILb+p4dJp7PACsJJol8wszWu3tbuM5fA48SJJILgXsK+JlEpgaz4MO5ubmga37o7h68qHR4zWf4qLfowIPo97Xu7uB6n/Fe85NrrrdMEsrUfDTZ6KRVSCL5N+BRM7s7fH0J8O3RNnD3R8xsybDwamBV+Pw2YCNBIlkN3B7WKDaZ2SwzWxCue39munozux+40Mw2Ak3uvimM3x6WSYlEJF/19bBwYbDkK5Uaes1PJvkMT0DDZr2O5ZqfxkZ+YXW01TVyOLzB3OFwhNuh+ib4TluQeObNG6wVNTSo9lNihXS2f9HM/gt4fRh6j7v/ahzHnO/umTGTe4H54fOFQHQGwV1hbLT4rizxrMzsSuBKgBNGaa8WkTEkk4PNVvnK3Goh1/U+2eZ8a2sLJiiN6uxkIZ0s7Nif/TgPfXNkrLZ2sPaT6f+JTreTbdqdlhZd81OAQueGeArYk9nOzE5w9wKGkgzl7m5mE9Kn4e7rCOcGW7lypfpRRCZS9FYLJ56Y/3Z9fUOb1vbv51PrHmJ2VzuzuzvCaXg6aenpYFb3EZYkekde89Pbm9dkoyPK29w8NPkMn/Mt0++TucncNJ5stJBRW39D0Fexj8H+EQcKvSBxn5ktcPc9YdNVZljJbmBxZL1FYWw3g01hmfjGML4oy/oiMlXU1Iy45ud7j+ceJfbi9W8Pkkh7+9D+ntGm28mMeote8+M+OPCgEA0NQ2s/2e5yGq39zJs3JQYeFFIj+TDwSnc/OOaao1sPrAWuDx9/HIl/0MzuIOhsbw+TzX3AP5lZ5qYd5wOfdPdDZtZhZucQdLZfzigjyERkmsjMINDSAiefnP92mWt+Mv09ra0jLzKNDrluawtGyg3fR1cXvPxy/setrh4cdt3Swq2t/ZG+n6D/51gf0K9eMdj/U1s7aRJQIYlkJ8FE4Hkzs+8T1CaOM7NdBDWa64E7zewK4CXg0nD1DQRDf7cRDP99DwT3hDezzwKZOb6ui9wn/gMMDv+9B3W0i8h4NTQEy+LFY6+bMTAQJJjMNTvR2s/wOd4yNZ/Dh4PtMvr7B5MXQ5tfRrjzHwafNzUNve5n+E3nwn6s1+58IZiCp6GZ9rrSzHiQz/1IPhY+3Q5sNLOfAsfqgO7+xVzbuvtlOd56S5Z1Hbg6x35uAW7JEt8MvCpn4UVESqmqKqghzJuX/zaZZrPW1qyj3e78z1/T0h30+TT3HqGp5wjNPUepH+gdup+OjmAZY8aDH0ae91TV8NG3f4x7Vpybf3nzkE+NpDF8/H241ISLiIgUymyw6e2Vrxzx9v8cNtMBgHma+r5efvs3Z2bv78k0vWVqPpnrfdrbh1zzUzfQR3d1/AMC8rmx1f8aHjOzBDDT3TuybCIiIjFyS9BVWx/cXjvfW2ynUtDXx9kfv5PZ3e3M6eqgbqCXpxecEnv5Chm19T3gfQQjth4HmszsS+7+L7GXSkREipNMQn09+5qOY19TAdf8jEMhV9ycGtZAMlePLwXeVZJSiYhIxSgkkVSbWTVBIlnv7v0E15GIiMg0VkgiuZlgtt4ZwCNmdiKgPhIRkWku70Ti7je5+0J3vygcqvt74E2Z98Op3kVEZJoZ96xkHohcVcOHYyiPiIhUmDint5wc1+qLiMiEijORqONdRGQaUo1ERESKEmci+UWM+xIRkQpRyKSNWWUmbXT3D8ZVKBERqRyFTNr4SuB1BPcNAfhvwGOlKJSIiFSOvCdtNLNHgDPdvTN8fS0wcppKERGZVgrpI5kP9EVe94UxERGZxgq5Q+LtwGNmdnf4+hLgtviLJCIilSTvROLunzeze4HMrbXe4+6/Kk2xRESkUhRSI8HdnzCznUAdgJmd4O6j3+dRRESmtLz7SMzsYjPbCuwA/it8vKdUBRMRkcpQSGf7Z4FzgBfcfSnwVmBTSUolIiIVo5BE0u/uB4GEmSXc/WFgZYnKJSIiFaKQPpLDZjYT+BnwXTNrBY6WplgiIlIpCqmRrAa6gY8A9wK/I7i6XUREprFChv8eNbP5BNOkHATuCZu6RERkGitk1NalBHNrvRO4FHjUzN5RqoKJiEhlKKRp69PA69x9rbtfDpwF/MN4D2xmL5rZM2b2lJltDmOzzex+M9saPraEcTOzm8xsm5k9bWZnRvazNlx/q+4bLyIy8QpJJAl3b428Pljg9tm8yd3PcPfM6K9rgAfdfTnwYPga4G3A8nC5Evg6BIkH+AxwNkFi+0wm+YiIyMQoJBHca2b3mdm7zezdBDP/boi5PKsZnL/rNoL5vDLx2z2wCZhlZguAC4D73f2Qu7cB9wMXxlwmEREZRSGd7X9nZn8GvD4MrXP3u0fbZqxdAv9pZg7c7O7rgPnuvid8fy+DswsvBHZGtt0VxnLFRzCzKwlqM5xwwglFFFtERKIKnWvrh8APYzr2ue6+28zmAfeb2XPDjuVhkolFmKjWAaxcuTK2/YqITHdjNm2ZWaeZdWRZOs2sY7wHdvfd4WMrcDdBH8e+sMmK8DHTJ7MbWBzZfFEYyxUXEZEJMmYicfdGd2/KsjS6e9N4DmpmM8ysMfMcOB/4DcFtfDMjr9YCPw6frwcuD0dvnQO0h01g9wHnm1lL2Ml+fhgTEZEJUlDTVozmA3ebWaYM33P3e83sceBOM7sCeIngehUIOvUvArYBXcB7ANz9kJl9Fng8XO86dz80cT+GiIiUJZG4+3bg1VniB4G3ZIk7cHWOfd0C3BJ3GUVEJD/FXgciIiLTnBKJiIgURYlERESKokQiIiJFUSIREZGiKJGIiEhRlEhERKQoSiQiIlIUJRIRESmKEomIiBRFiURERIqiRCIiIkVRIhERkaIokYiISFGUSEREpChKJCIiUhQlEhERKYoSiYiIFEWJJA9zGqoLiouITCdKJHn4wqVnUF9lQ2L1VcYXLj2jTCUSEZk8lEjysGrFPN6/6mSa6qpIJoymuirev+pkVq2YV+6iiYiUnRJJHjY+18rtm16iL5UmYdCXSnP7ppfY+FxruYsmIlJ2SiR5uP6eZzl4pI+e/jT9KaenP83BI31cf8+z5S6aiEjZKZHk4YV9R/BhMQ/jIiLTnRJJHtIFxkVEphMlEhERKcqUSCRmdqGZPW9m28zsmrj331CdLCg+loQVFhcRmcwqPpGYWRL4KvA24FTgMjM7Nc5jvHpRU0HxsfjwDpcx4iIik1nFJxLgLGCbu2939z7gDmB1nAf49e6OguJjyZUvlEdEpBJNhUSyENgZeb0rjA1hZlea2WYz27x///6CDtDVlyooLiIynUyFRJIXd1/n7ivdfeXcuXPLXRwRkSljKiSS3cDiyOtFYSw2VTl6wXPFRUSmk6mQSB4HlpvZUjOrAdYA6+M8QDpHL3iuuIjIdFJV7gIUy90HzOyDwH1AErjF3bfEeYx0jnyRKy4iMp1UfCIBcPcNwIZyl0NEZDqaCk1bJRf3BYkiIlOJEkke4r4gsa4qeyd9rriIyGSmRJKHLXs6C4qPJZHIftpzxUVEJjN9cuWhs2egoPhYevuzX8iYKy4iMpkpkeQh7ilNUjk2zBUXEZnMlEhERKQoSiRlkKtLfap0tSdz/CC54iJS2ZRI8mA5PgBzxccy1e9HoqY7kelFiSQPluMDMFd8LDVV2U97rriIyHhV52gKyBUfD31y5aG6KjGi2cnC+HjMqK0iwWCNxiz4RcyonRITDYjIJJLOMZdTrvh4KJHkYe7MmhEjtDyMj8fyeY3Mb66loTpJddJoqE4yvxSy7SEAAArISURBVLmW5fMaiy7rZFCb45tOrvh0t2hWXUFxkUJMxFyBSiR5mFlblbVGMnOcNYirzlvGQMpJpR334HEg5Vx13rKiyzoZ1OaYOiZXfLp73ZKWguIihZiIO7IqkeRh/5FezAZHVRlBc9SBI73j3qeHO7Jwx1OtHzppweABI3hUZSS3nz6zt6C4SCEmYpSoGuXz0J9ykgmjKjKFyUA6Td84hyHd/Mh2muurWdBcfyzW1TfAzY9sZ9WKeUWXt9yqk0YiYSQwzMAd0jg1yiZZ5fo7Gu/fl0iUaiSTRE1VAjy4kZXjwQ2tfPyjrHa2dVE/rJmnvjrJrrauOIpbdqfMb2LOjBqqkkbKnaqkMWdGDcvnj2+SSxGZ3JRI8rB8XiPHNdZQlTBSaacqYRzXWDPuzvHFLQ10D5tXq7s/xaKWhjiKW3ZXnbeMmqokxzfX8cr5jRzfXEdNVXLK9AGJlFJ9dfaP5VzxyWDylmwSueq8ZVQnh34wVifH/8F41XnL6E85XX0DuAeP/VOos33Vinlcd/FpzGuso727n3mNdVx38WlTotmuFOK+4FUq2/vfeFLQDxu+zjx//xtPKl+hxqA+kjysWjGP6wj6Nna1dbGopYGrzls27g/GuPc3Ga1aMW9K/TyldMmrF3D3U3uyxmX6+dBbTwHgWz/fwdG+FDNqkrz33KXH4pOREkme4v5g1AetZNy45kzgSdY/vZdUOhjYcfHpx4dxGW7RrDp2He7JGp8qPvTWU2JLHA3VSbqy3KIizju8KpGITAI3rjmTG9eUuxSV4XOX/CEf+v6THOlLkfZgePnMmiSfu+QPy120Sel9b1zG/3lw65ALEBMWxOOiRCIiFWXVinncdNmZU7ppOE4T0VRm7tNvrPrKlSt98+bN5S6GiEjFMLMn3H1ltvc0aktERIqiRCIiIkVRIhERkaIokYiISFGUSEREpCjTctSWme0HXhrn5scBB2IsTlxUrsKoXIVRuQozFct1orvPzfbGtEwkxTCzzbmGwJWTylUYlaswKldhplu51LQlIiJFUSIREZGiKJEUbl25C5CDylUYlaswKldhplW51EciIiJFUY1ERESKokQiIiJFUSLJwszeaWZbzCxtZjmHypnZhWb2vJltM7NrIvGlZvZoGP+BmdXEVK7ZZna/mW0NH1uyrPMmM3sqsvSY2SXhe7ea2Y7Ie2dMVLnC9VKRY6+PxMt5vs4ws1+Gv++nzezPI+/Fer5y/b1E3q8Nf/5t4flYEnnvk2H8eTO7oJhyjKNcHzOz34bn50EzOzHyXtbf6QSV691mtj9y/PdG3lsb/t63mtnaCS7XjZEyvWBmhyPvleR8mdktZtZqZr/J8b6Z2U1hmZ82szMj7xV/rtxdy7AF+APglcBGYGWOdZLA74BlQA3wa+DU8L07gTXh828A74+pXP8buCZ8fg1wwxjrzwYOAQ3h61uBd5TgfOVVLuBIjnjZzhdwCrA8fP4KYA8wK+7zNdrfS2SdDwDfCJ+vAX4QPj81XL8WWBruJzmB5XpT5G/o/ZlyjfY7naByvRv4SpZtZwPbw8eW8HnLRJVr2Pp/A9wyAefrPOBM4Dc53r8IuIfg9u/nAI/Gea5UI8nC3Z919+fHWO0sYJu7b3f3PuAOYLWZGfBm4K5wvduAS2Iq2upwf/nu9x3APe7eFdPxcym0XMeU+3y5+wvuvjV8/jLQCmS9erdIWf9eRinvXcBbwvOzGrjD3XvdfQewLdzfhJTL3R+O/A1tAhbFdOyiyjWKC4D73f2Qu7cB9wMXlqlclwHfj+nYObn7IwRfGnNZDdzugU3ALDNbQEznSolk/BYCOyOvd4WxOcBhdx8YFo/DfHffEz7fC8wfY/01jPwj/nxYtb3RzGonuFx1ZrbZzDZlmtuYROfLzM4i+Jb5u0g4rvOV6+8l6zrh+WgnOD/5bFvKckVdQfDNNiPb73Qiy/Vn4e/nLjNbXOC2pSwXYRPgUuChSLhU52ssucody7matrfaNbMHgOOzvPVpd//xRJcnY7RyRV+4u5tZzrHb4beNPwTui4Q/SfCBWkMwnvwTwHUTWK4T3X23mS0DHjKzZwg+LMct5vP178Bad0+H4XGfr6nIzP4SWAm8MRIe8Tt1999l30PsfgJ83917zewqgtrcmyfo2PlYA9zl7qlIrJznq2SmbSJx97cWuYvdwOLI60Vh7CBBtbEq/FaZiRddLjPbZ2YL3H1P+MHXOsquLgXudvf+yL4z3857zezfgL+dyHK5++7wcbuZbQReA/yQMp8vM2sCfkrwJWJTZN/jPl9Z5Pp7ybbOLjOrApoJ/p7y2baU5cLM3kqQnN/o7r2ZeI7faRwfjGOWy90PRl5+i6BPLLPtqmHbboyhTHmVK2INcHU0UMLzNZZc5Y7lXKlpa/weB5ZbMOKohuCPZr0HPVgPE/RPAKwF4qrhrA/3l89+R7TNhh+mmX6JS4CsIzxKUS4za8k0DZnZccDrgd+W+3yFv7u7CdqP7xr2XpznK+vfyyjlfQfwUHh+1gNrLBjVtRRYDjxWRFkKKpeZvQa4GbjY3Vsj8ay/0wks14LIy4uBZ8Pn9wHnh+VrAc5naM28pOUKy7aCoPP6l5FYKc/XWNYDl4ejt84B2sMvSvGcq1KMIKj0BfhTgrbCXmAfcF8YfwWwIbLeRcALBN8oPh2JLyP4R98G/AdQG1O55gAPAluBB4DZYXwl8K3IeksIvmkkhm3/EPAMwQfid4CZE1Uu4I/DY/86fLxiMpwv4C+BfuCpyHJGKc5Xtr8Xgqayi8PndeHPvy08H8si23463O554G0x/72PVa4Hwv+DzPlZP9bvdILK9c/AlvD4DwMrItv+VXgetwHvmchyha+vBa4ftl3JzhfBl8Y94d/yLoK+rPcB7wvfN+CrYZmfITIaNY5zpSlSRESkKGraEhGRoiiRiIhIUZRIRESkKEokIiJSFCUSEREpihKJiIgURYlEpIzMbJaZfSDyepWZ/b8i9/k+M7u8+NKJ5EeJRKS8ZhFMHx8bd/+Gu98e5z5FRqNEIpInM1tiZs9ZcMOrF8zsu2b2VjP7RXhToLMsuJnW/w1npN1kZqeH215rwc2HNprZdjP7ULjb64GTLLjR0b+EsZnhbLbPhcewUcp0vQ3edOpfI8f62/D5RjO7wcweC8v8hhKeIpmmpu2kjSLjdDLwToJpJR4H/gdwLsFcT58imJL7V+5+iZm9GbgdyNxZcQXBTaIagefN7OsEN9x6lbufAUHTFsFEfqcBLwO/IJiT6efDC2Jmcwim81nh7m5ms3KUucrdzzKzi4DPAMVOWCoyhGokIoXZ4e7PeDDV/BbgQQ/mGXqGYI6zcwmmo8fdHwLmhLMLA/zUg5tTHSCYiTjX/VEec/dd4TGeCvebTTvQA3zbzP47kOsGZj8KH58YZV8i46ZEIlKY3sjzdOR1mrFr+NFtU6Osn9d6Hky7fxbB3RT/BLh3jP2NdkyRcVMiEYnXz4C/gGPNVAfcvWOU9TsJmroKZmYzgWZ33wB8FHj1ePYjUix9OxGJ17XALWb2NEFT09rRVnb3g2Fn/W8IbmH70wKO1Qj82MzqCKYJ/9j4iixSHE0jLyIiRVHTloiIFEVNWyIVwMzuBpYOC3/C3eO6hazIuKlpS0REiqKmLRERKYoSiYiIFEWJREREiqJEIiIiRfn/OKMSI7p90MsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEHCAYAAACEKcAKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3de3Rc5Xnv8e8zo4sl+SZfJBvbYDsYiEkIAQdYTQ4lCQsMPQeTVZLCaYNDaCEtJGQ1pwunyUk4uTTktCWrNCQxSSjQphBKQnFOIJQAjtNzgGASAhgMVmTANrYlW7J1v80854+9B21JM9KM94yuv89ae2nmmb33PNqS5tG797vf19wdERGRY5WY6ARERGRqUyEREZFYVEhERCQWFRIREYlFhURERGIpm+gEJsKiRYt85cqVE52GiMiU8eyzzx5y98XZXpuRhWTlypVs3759otMQEZkyzOz1XK/p1JaIiMSiQiIiIrGokIiISCwqJCIiEosKiYiIxFLSQmJmK8zsCTN7ycx2mNkNYfwmM9tnZs+Fy8WRbT5rZg1m9oqZXRiJrw9jDWa2KRJfZWZPh/EfmllFKb8nmRy27mziituf4n1ff5wrbn+KrTubJjolkRmr1C2SAeAz7r4WOAe4zszWhq99w91PD5eHAMLXLgdOBdYD3zKzpJklgduAi4C1wBWR/Xw93NeJQCtwdYm/J5lgW3c28YUtO2hq72F+VTlN7T18YcsOFRORCVLSQuLu+9391+HjduBlYNkom2wA7nX3XnffDTQAZ4VLg7s3unsfcC+wwcwM+ABwf7j9XcClpfluZLLYvK2R8qRRXVGGWfC1PGls3tY40amJzEjjdkOima0E3g08DbwXuN7MrgS2E7RaWgmKzFORzfYyWHj2DIufDSwEjrj7QJb1h7//NcA1AMcff3z8b0gmzJ7WLtq7+zna0/lWbN6sMvoG0hOYlcjMNS4X281sNvAj4NPu3gZ8G3gbcDqwH/j7Uufg7re7+zp3X7d4cda7/GWK6OlPcbRnYEjsaM8A3f2pCcpIZGYreYvEzMoJisgP3P3HAO5+MPL6d4H/Ez7dB6yIbL48jJEjfhiYb2ZlYaskur5MU4c6+gqKi0hplbrXlgHfB15291si8aWR1T4EvBg+3gJcbmaVZrYKWAP8CngGWBP20KoguCC/xYN5gp8ALgu33wg8WMrvSUREhip1i+S9wEeBF8zsuTD21wS9rk4HHHgNuBbA3XeY2X3ASwQ9vq5z9xSAmV0PPAIkgTvcfUe4vxuBe83sK8BvCAqXiIiMk5IWEnf/T8CyvPTQKNt8FfhqlvhD2bZz90aCXl0yQyQTRirtWeMiMv50Z7tMOcbIIjJaXERKa0bOR3Istu5sYvO2Rva0drGitpprz13NeafUTXRaM1IykcA9jQPuYBY0e5MJ/V8kMhH0l5cH3Uk9uaxaWI2ZUZ5IUFmWoDyRwMxYtbB6olMTmZFUSPKweVsj/akUB4728MrBdg4c7aE/ldKd1BNk00Vvp6o8QX86Tc9Amv50mqryBJsuentR9q9xvEQKo0KSh11N7Rxq72Mg7SQTxkDaOdTex66m9olObcZKpZ3M9fa0k/Xi+7FQ61OkcCokeegbSINBwgzDSIQn5TUkx8T4/L+/QFf/0GPf1Z/m8//+Qux9axwvkcLpYnseypNGdz+k045ZcIEXoCKp7qYTYd+RnoLihdjT2kXSoLG5g75UmopkgkWzK9jb2hV73yLTlQpJHk6qn8vuQx209wy89eEyZ1Y5qxbNHrGueneVXq6TWMU4uTW7IklDcydJM5JmDKScfUd6OHFxTRH2LjI96dRWHq49dzUVZUmWzJvFyfVzWDJvFhVlSa49d/WQ9XR+feoLRvUh6E+cWaJxERlBhSQP551Sx2VnLKO5vZeXD7TT3N7LZWcsG9HS2LytkbbuPnYf6uTFN9vYfaiTtu4+nV8vsvIcv7W54oVo7x1gQXU5/ak0Pf1p+lNpFlSX09E7MPbGIjOUCkketu5s4ru/bKSjd4BU2unoHeC7v2wc0dJ4YV8rR7oHhvQmOtI9wIv7WicgazkWcyrLONzZ99Z1MHc43NnH7EqdBRbJRYUkD59/4Hnae1NDCkR7b4rPP/D8kPU6erP34mrPEZdj05/jcOaKF6K9p5+UD15vcSDlQVxEstO/WXnY19YLBENxZLgPxmX62H80e8+vXHERUYskL56jO1CuuExdqRw/01xxEVEhyUt1RTJ4ED3fEY2LiMxgKiR5+ETYzTcz2qwPi2fMqcx+OHPFZfLJ1ctXvX9FctMnXBHNq6ooKC6Tj05jihROhSQP38lxH8jw+MH27Bffc8Vl8snV8FCDRCQ3FZI8dPWl8ooP5Lgimysuk08ph18Rma7U/beI9CEkMr1o7Lz8qEUiIpKFxs7LnwqJiEgWm7c10jcwdGbUvgHNjJqNTm2JiGTx6sE2jnT3k04Hp6cHUil6BlIMpDTk0XAqJCIiWXT3pYnWDAdSaejqUyEZTqe2RESy6BnI3lszV3wmUyEREckinaO7Za74TFbSQmJmK8zsCTN7ycx2mNkNYXyBmT1qZrvCr7Vh3MzsVjNrMLPnzeyMyL42huvvMrONkfiZZvZCuM2tpqnsRETGValbJAPAZ9x9LXAOcJ2ZrQU2AY+5+xrgsfA5wEXAmnC5Bvg2BIUH+CJwNnAW8MVM8QnX+bPIdutL/D2JyAyQyPEvaa74TFbSQuLu+9391+HjduBlYBmwAbgrXO0u4NLw8Qbgbg88Bcw3s6XAhcCj7t7i7q3Ao8D68LW57v6Uuztwd2RfIiLHTOOu5W/crpGY2Urg3cDTQL277w9fOgDUh4+XAXsim+0NY6PF92aJZ3v/a8xsu5ltb25ujvW9iMj0p5Eq8jcuhcTMZgM/Aj7t7m3R18KWRMl/Nu5+u7uvc/d1ixcvLvXbiYjMGCUvJGZWTlBEfuDuPw7DB8PTUoRfM2MO7ANWRDZfHsZGiy/PEhcRkXFS6l5bBnwfeNndb4m8tAXI9LzaCDwYiV8Z9t46BzgangJ7BLjAzGrDi+wXAI+Er7WZ2Tnhe10Z2ZeIiIyDUt/Z/l7go8ALZvZcGPtr4GbgPjO7Gngd+Ej42kPAxUAD0AVcBeDuLWb2ZeCZcL0vuXtL+PgvgDuBKuDhcBERkXFS0kLi7v9J7jmBPphlfQeuy7GvO4A7ssS3A++IkaaIiMSgO9tFRCQWFRIREYlFhURERGJRIRERkVhUSEREJBYVEhERiUWFREREYtFUuyIy7Wzd2cTmbY3sae1iRW011567mvNOqZvotKYttUhEZFrZurOJL2zZQVN7D/Orymlq7+ELW3awdWfT2BvLMVEhEZFpZfO2RsqTRnVFGWbB1/KksXlb40SnNm3p1JaITCt7WrtIGjQ2d9CXSlORTLBodgV7W7smOrVpSy0SEZlWZlckeaOlm86+FP0pp7MvxRst3dRUJCc6tWlLhUREppVDHb0jZsrzMC6loUIiItPK4c7+guISnwqJiEwrmmt9/Oliu4jINFfq+2rUIhERmcbG474aFRIRkWls87ZG+gZSHDjawysH2zlwtIe+gVRR76sp6NSWmS0DTohu5+7bipaNiIgU1asH2zjS3U86HVwnGkil6BlIMZBKF+098i4kZvZ14I+Al4BUGHZAhUREZJLq7kuTSoMRLACpNHT1TUAhAS4FTnZ3dcYWEZki+qMtD+Ot7mv9RWyRFHKNpBEoL9o7i4hIySUSRlkCLCwiZlCWCOLFMmaLxMz+MXh7uoDnzOwx4K1Wibt/qmjZiIhIUa1aWE1DcyflCcMM3CHlzqqF1UV7j3xObW0Pvz4LbCnaO4uISMltuujtfPzOZxiI3JKZCOPFMmYhcfe7ivZuIiIyrjb/ooHhV0PSYbxYNyWOeY3EzE4xs4fN7Kdm9jYzu9PMjpjZr8yseCVNRESK7sndrQXFj0U+F9tvB74F/AvwOPAzoBb4MvDN0TY0szvMrMnMXozEbjKzfWb2XLhcHHnts2bWYGavmNmFkfj6MNZgZpsi8VVm9nQY/6GZVeT7jYuISHHkU0jmuPtP3P0eoN/d7/XATwgKymjuBNZniX/D3U8Pl4cAzGwtcDlwarjNt8wsaWZJ4DbgImAtcEW4LsDXw32dCLQCV+fx/YiISBHlU0iis8HcMuy1UVsA4V3vLXnmsgG419173X030ACcFS4N7t7o7n3AvcAGMzPgA8D94fZ3EdzrIiIi4yifQnKbmc0GcPdvZYJmdiLw82N83+vN7Pnw1FemVbMM2BNZZ28YyxVfCBxx94Fh8azM7Boz225m25ubm48xbRERGW7MQuLum929I0u8wd0/nXluZp/N8z2/DbwNOB3YD/x9ntvF4u63u/s6d1+3ePHi8XhLEZEZoZij/344n5Xc/aC7p9w9DXyX4NQVwD5gRWTV5WEsV/wwMN/MyobFRURkHBWzkOR1v72ZLY08/RCQ6dG1BbjczCrNbBWwBvgV8AywJuyhVUFwQX6LuzvwBHBZuP1G4MH434aIiBSimDMkjpjJ0szuAc4DFpnZXuCLwHlmdnq4/mvAtQDuvsPM7iMYXXgAuM7dU+F+rgceIbjwf4e77wjf4kbgXjP7CvAb4PtF/H5ERCQPxSwkI1ok7n5FlvVyfti7+1eBr2aJPwQ8lCXeyOCpMRERmQDFPLX1b0Xcl4iITBGFjP6bVWb0X3f/myLmJSIiU0Qho/+KiIiMoNF/RUQklnxObf2E0U9tXVLUjEREZErJ59TW35U8CxERmbLyObX1i/FIREREpqa87yMxszXA1wiGcp+Vibv76hLkJSIiU0Qh95H8E8GAiwPA+4G7CSa7EhGRGayQQlLl7o8B5u6vu/tNwB+UJq3JZ3ZvF+/c/yorWg9Q2d870emIiEwahQyR0mtmCWBXOPbVPmB2adKafN61/1V+8MPPv/X8aGUNLdXzYNsJUFcHdXV85sWjNNfU0lxTS1NNLU2zF3BwzgL6yionMHMRkdIqpJDcAFQDnyKYr/39BCPuzgiLOluHPJ/X28m83k548s23Yp/MsW1bZTXcvxQWLw6Wujqor4clS4Jl6VI47rhgmTUrx15ERCanfO4j+Wd3/yjwe+7+DNABXFXyzCaZB9eexxOr17GsrYm6jlYWdwbLjWcsgAMHoLmZl57/HQu7jlLb3U5FeuCtbef2dsHvfhcsY5k7FxYtGiw4mWXJkqDQLF06WHhUdERkEsinRXKmmR0HfNzM7mbYKL/unu+c7FObGW1Vc2irmsPL9YPhG28evEx08aafBg/Saeb3tLOko4XFYdG55dx6OHgwWJqbB5dDh6A3cs2lrS1YGhvHzmn27MFWTn390JbO0qXB12XLglh1dZEOhIjIUPkUku8AjwGrgWcZWkg8jEtUIsGR6nkcqZ7HzrpVANxyY45+Ce5w9Ci8+WawHDgQLJmi09QUFJympqDo9PQMbtvRESy7d4+d0+zZQ1s6S5YMPb2Wae3U10NNTREOgojMFPnckHgrcKuZfdvd/3wccppZzGD+/GBZu3b0dd2DwvHmm7B//+ASLTqZwtPcDN3dg9tmis5rr42dU03N2NdzMjEVHZEZr5CL7SN6aEWun8h4MIM5c+Dkk4NlLB0dQesm2tIZ3trJtHQ6Owe36+wMlnyKTnX10Os5w4tO5nF9fdAqsrxmZBaRKaSQQnJq9ImZlQFnFjcdKarZs+HEE4NlLJ2dQXHJtHKGF55oS6ejY3C7ri54/fVgGcusWYPXczLXdKKn1jIFp74+KJgqOiJTQj69tj4L/DVQZWZtmTDQB9xewtxkPNXUwOrVwTKW7u6guBw4MPQU24EDg62cTOFpbx/crqcH9uwJlrFkik608IQ91i7e+SbNNfM5VFPLoZr5tFdUq+iITKB8rpF8zcy+DnzP3T8+DjnJZFdVBStXBstYuruDojK88ERbOpmebG1tg9uNUnS+Nex5b7Kcw9XzOFw9D56/beTptUwhqq8PrkWp6IgUVV6nttw9bWbvKXUyMg1VVcEJJwTLWHp6BgvLwYODnQoyz8PCc/SNN4ObQUOVqX6Oaz/Ece2H4OEx7tWpqBjaiSDaXbq+nnPe2E1zddDSOTpL13RE8lHINZJfm9l7wpsSRYpv1iw4/vhgGcW7Nv2UioF+FnYdYVHnkfDm0BbqOlr5zGnzRnadbo2MStDXB/v2BUsW90Ye9yeStFTP41D1PA5Vz4f99w3tRBBt6dTWQqKQoetEpo9CCsnZwB+b2etAJ8F1Enf300qSmcgo+srK2T93MfvnLh4S/8zNWe7X6esLCkqmwGROrWXrOt0yeH9teTpFfUcL9R1h7LXf5E6orGxo77VMoYkWnczXBQtUdGRaKaSQXFiyLERKqaIiuMN/2bIxVz3xrx5kQddRFkdbOx0t1HW2ctXbqoa2dA4fDu7tARgYGLz+M5ayssGbQ6On1zL350SXhQshmYx5AERKK+9C4u6vm9m7gP8Shn7p7r8tTVoiE2MgWUbTnIU0zVk44rWrhrd2BgaCe3Ci3aSHt3QyHQkOHRpadDLbvPDC6AklEtnv08l2em3RIhUdmRCFzJB4A/BnwI/D0L+Y2e3u/o8lyUxksisrG+wdNpZUarDoZApM9F6dTDxTdNLpYLt0enD9sSQSQQsmWnQyBWd477XFi1V0pGgKObV1NXC2u3cChF2CnwRyFhIzuwP4r0CTu78jjC0AfgisBF4DPuLurWZmwD8AFwNdwMfc/dfhNhuBzGQgX3H3u8L4mcCdQBXwEHCDe+bfPpFJJJkc/BAfSyoVnDbLVXSi13UOHQrWh6DoZG4a3bFj9Pcwy110hrd06uqCoimSQyG/HQakIs9TDBsJOIs7gW8STMubsQl4zN1vNrNN4fMbgYuANeFyNsG0vmeHheeLwDqCQSKfNbMt7t4arvNnwNMEhWQ98HAB35PI5JNMDn7AjyWdDopJ9FTaaEVnIJzewD14fugQvPTS6O9hFnQQiI4ynaulU1cH5eXxj4FMKYUUkn8CnjazB8LnlwLfH20Dd99mZiuHhTcA54WP7wK2EhSSDcDdYYviKTObb2ZLw3UfzQxXb2aPAuvNbCsw192fCuN3hzmpkMjMkUgMFp13vnP0ddPpoFfa8KITvUE02pkgWnQOHw6WnTvHzqm2dmRHgmzXderqgo4QMuUVcrH9FjP7BfDeMHSVu4/SHzKnenfPdG05AGTa+suA6G3Me8PYaPG9WeJZmdk1wDUAx49xn4LItJRIBBfkFy2CU08dfV33wopOf//gtq2twfLqq2PnNH/+yBtEo62dTOGpq4NKTVk9WRV64vM5YH9mOzM73t3fONY3d3c3s3G5puHutxOODbZu3TpdRxEZTeYaysKF+U1v0No6tOhEB/4cPsVBdCK3I0eCZdeusXOaN2/k1AZZerFVDvTRW6aWzngqpNfWJwmuVRxk8PqIA4XekHjQzJa6+/7w1FVTGN8HrIistzyM7WPwVFgmvjWML8+yvoiMp8w1lAUL4O1vH33dzERu0Ws52YrOwYMjZw89ejRYGhpGfYtXgPaKalqq59JcPZ/DNfM5VD2f5ppa+PYbg9NVZ1pAVVXxj8EMV0iL5AbgZHc/HPM9twAbgZvDrw9G4teb2b0EF9uPhsXmEeBvzKw2XO8C4LPu3mJmbWZ2DsHF9isZpQeZiEwC0YncxppTxz0YyDPaysnV0mlqGlJ05vR1MaevixOOHBi6z/93z8j3yUxZPexenY/++hDNNbUcnL2A5ppammtq6S3X6bVsCikke4CjhezczO4haE0sMrO9BC2am4H7zOxq4HXgI+HqDxF0/W0g6P57FQRzwpvZl4HMGF9fiswT/xcMdv99GF1oF5k+zILTWfPmwUknjb6uezBlwcGDXHbTj6nraKW+s4VFHUdY3NXKos5gpILTKvtyzx46bMrqL2d5m87ySlqq58MTJwztUBC9trNs2YybPTSf+Uj+MnzYCGw1s58Cb5V+d78l17bufkWOlz6YZV0HrsuxnzuAO7LEtwPvyJm8iMwMZjB3Lsydy/YVuT8SXrv5DwanrI62coZPbdDUxN5XXmNBVxvVA4MtnZr+XmqOHoRf5XGDaHV10LEh09LJNuJ0ZurqKT57aD4tkjnh1zfCpSJcRESmnsyU1XPmjDp76Ps2/RSAqr4eFnW2Ut/RQl243HTWwpHz6QyfsrqrC954I1jGEp3IbXiHgmj36eOOC1pok6zo5DOx1f8aHjOzBDDb3duybCIiMm10V8xiT8VS9tQufSt209eyjDINQfHIzKOTWTIdC6I915qbhxadQmcPzQz6OXwW0UzxWbYsKDy1tWPvrwgK6bX1r8AnCHpsPQPMNbN/cPe/LVVyIiJTSnV10MoZpaXzlq6uYF6c4QUnOthnpqUzfMrqvXuDZSwVFTxZMYfW6rkcrprHm3MX86+nr+e3x43R0aFAhVxsX+vubWb2xwQXtTcBzwIqJCIihaquhjVrgmUsnZ1Bscm0dobfFJoZAufQoaFTVvf1sbTvMEs7BjvbPn7ieyj2sO2FFJJyMysnGIbkm+7eP143E4qIzGg1Nfm1dNwHi0643PTdx4Jea11HmN3bze7a44qeXiGFZDPBaL2/BbaZ2QmArpGIiEwWZkEPsEhL587fzC752+Y936e73+ruy9z94rCr7hvA+zOvh0O9i4jIDHPME0d7YCASuqEI+YiIyBRzzIUki8nVsVlERMZFMQuJLryLiMxAapGIiEgsxSwk/7eI+xIRkSmikEEbs8oM2uju1xcrKRERmToKGbTxZOA9BPOGAPw34FelSEpERKaOvAdtNLNtwBnu3h4+vwn4aUmzExGRSa+QayT1QF/keV8YExGRGayQIVLuBn5lZg+Ezy8F7ip+SiIiMpXkXUjc/atm9jPgfWHoKnf/TWnSEhGRqaKQFgnu/qyZ7QFmAZjZ8e6ex/RfIiIyXeV9jcTMLjGzXcBu4Bfh14dLlZiIiEwNhVxs/zJwDvCqu68CzgeeKklWIiIyZRRSSPrd/TCQMLOEuz8BrCtRXiIiMkUUco3kiJnNBn4J/MDMmoDOMbYREZFprpAWyQagG/g08DPgdwR3t4uIyAxWSPffTjOrJxgm5TDwcHiqS0REZrBCem19hGBsrQ8DHwGeNrPLSpWYiIhMDYWc2voc8B533+juVwJnAf/zWN/YzF4zsxfM7Dkz2x7GFpjZo2a2K/xaG8bNzG41swYze97MzojsZ2O4/i7NGy8iMv4KKSQJd2+KPD9c4PbZvN/dT3f3TO+vTcBj7r4GeCx8DnARsCZcrgG+DUHhAb4InE1Q2L6YKT4iIjI+CikEPzOzR8zsY2b2MYKRfx8qcj4bGBy/6y6C8bwy8bs98BQw38yWAhcCj7p7i7u3Ao8C64uck4iIjKKQi+1/ZWZ/CLw3DN3u7g+Mts1YuwT+w8wc2OzutwP17r4/fP0Ag6MLLwP2RLbdG8ZyxUcws2sIWjMcf/zxMdIWEZGoQsfa+hHwoyK99/vcfZ+Z1QGPmtnOYe/lYZEpirBQ3Q6wbt26ou1XRGSmG/PUlpm1m1lblqXdzNqO9Y3dfV/4tQl4gOAax8HwlBXh18w1mX3Aisjmy8NYrriIiIyTMQuJu89x97lZljnuPvdY3tTMasxsTuYxcAHwIsE0vpmeVxuBB8PHW4Arw95b5wBHw1NgjwAXmFlteJH9gjAmIiLjpKBTW0VUDzxgZpkc/tXdf2ZmzwD3mdnVwOsE96tAcFH/YqAB6AKuAnD3FjP7MvBMuN6X3L1l/L4NERGZkELi7o3Au7LEDwMfzBJ34Loc+7oDuKPYOYqISH7i3gciIiIznAqJiIjEokIiIiKxqJCIiEgsKiQiIhKLComIiMSiQiIiIrGokIiISCwqJCIRs8qsoLiIqJCIDNEzkH1g6FxxEVEhERGRmFRIREQkFhUSERGJRYVERERiUSEREZFYVEhERCQWFRIREYlFhURERGJRIRERkVhUSEREJBYVEhERiUWFREREYlEhERGRWFRIREQkFhUSEZEscs1Ao5lpRlIhERGRWKZFITGz9Wb2ipk1mNmmic5Hpq7q8mRBcZm+ck1lpinORpryhcTMksBtwEXAWuAKM1s7sVlJKSUT2U8u5IoX4sJT6wqKi8g0KCTAWUCDuze6ex9wL7BhgnOSElo6t7KgeCEOtPVRW11GpiYlDGqryzjQ1hd73yLT1XQoJMuAPZHne8PYEGZ2jZltN7Ptzc3N45acFN+cWeUjLnhaGI9rT2sXc2eVU1WepDxpVJUnmTurnL2tXbH3LTJdTYdCkhd3v93d17n7usWLF090OhLDviPdI85TexiPa05lGW+0dNPZl6I/5XT2pXijpZvZlWWx9y0yXU2HQrIPWBF5vjyMyTTV0TtQULwQTW09WYtUU1tP7H2LTFfToZA8A6wxs1VmVgFcDmyZ4JykhNI5us3kihficFd/QXERgSnfXnf3ATO7HngESAJ3uPuOCU5LSsjI3gVTN4qJTIwpX0gA3P0h4KGJzkPGx/LaKva0jrwesry2agKyEZHpcGpLZpgPn7k8a6+tD5+5PPa+S3mPish0pUJSRBqbZ3w82djCknmV1FQEXXRrKpIsmVfJk40tsfedynGhJVdcpq/q8uwfj7niM5mOSBHl+qdV/8wW157WLiqSQ391K5IJ3eshRdXVny4oPpOpkBRRRVn2w5krLsdmTmUZe1q66eoP7vXo6k+xR/d6iEwYfcIVUU1lWdZz9zX6gCuq9u4+0oCHZ5vcIR3G49I1EpHCqZAU0eLZlVlvZls8O/4YUDKoubOfskRwytAIvpYlgnhcZTkKRq64iKiQFFVTW/YhOnLF5di5j/78WM2pzD5cfK64iKiQFFVLd/YhOnLF5dgsnl1ByoM72Z3ga8qDeFxdfTkusOaIi8g0uSFxssj1X3Gx/luWgFn200y54oXoTaUpTwSFyR3MIGlBXESyUyEpovKE0Z/lfoNynV8vqqb2XhI2dGythAXxuGoqknT3p6iMdC8eSKep0QyJIjnp1FYR6YbE8ZF2J+3BcbXwgnvag3hcf/q+VaQ9KB5pT4dfg7jMLCtyDLmTK6F/xncAAApsSURBVD6TqZDkId8CkWLkAU2EcSmeTA8qJzj95MPicXzq/JO45LQlpB16B4KCdclpS/jU+SfF3reMj1y3bRV6O9eXN7yD5LBfqaQFcRlKhSQPuf7PHR6vqUiSDGfVyyzJcAgPKZ7qiuRbXX9hsAtwMY7z1p1N/LLhMOVJe2v5ZcNhtu5sir1vGR8DOS5n5YrnsvkXDaSG/ZGnPIjLUCokRaTTIuPjpPq51M2ppDoca6u6IkndnErW1M+Nve+bH36ZI139eBqSZngajnT1c/PDLxchc5lKntzdWlB8JlMhKaJPnX8SN3zgRKrKkwykoao8yQ0fOFGnRYrs2nNXU1GWZMm8WZxcP4cl82ZRUZbk2nNXx9737sNdJAwSCcPMSCSMhAVxEclOvbaK7FPnn6TCUWLnnVLHl4DN2xrZ29rF8tpqrj13NeedUjfRqYnMSCokedCMfJPPeafUlaRwrF5Uw66mDswds3AcL4c1i2uK/l5SGsX6e507q4y2npE3E8+dpY/N4XRqKw/L5mUfKytXXKauG9efQm11OQYMpNIYUFtdzo3rT5no1CRPl56+tKB4LnOrykfMPVJdnmBeVfkx5zZdqbTm4SsfOo1P3vNrOvtSpH2wh9BXPnTaRKcmRXbeKXX87WXv0mmzKewbl58B/Jotzx8glXaSCeOS05aE8fytqK2msixBdcXgx2RX3wB1c2YVOePSKk9AtilUijk/l/kMHL9j3bp1vn379oK22bqzSR8uIjPI1p1NfGHLDsrDLv3d4fw3X7rk1Cn1t3/rz1/llp/vGhH/y/PXFHQ918yedfd12V5TiyRPpTonLyKT03Tp1JEpFt/7z9109qWoqUjyp+9bVdROQWqRiIjImEZrkehiu4iIxKJCIiIisaiQiIhILCokIiISiwqJiIjEMiN7bZlZM/B6JLQIODRB6YxlMucGkzu/yZwbTO78JnNuMLnzm8y5wbHnd4K7L872wowsJMOZ2fZc3dom2mTODSZ3fpM5N5jc+U3m3GBy5zeZc4PS5KdTWyIiEosKiYiIxKJCErh9ohMYxWTODSZ3fpM5N5jc+U3m3GBy5zeZc4MS5KdrJCIiEotaJCIiEosKiYiIxDJjComZfdjMdphZ2sxydn0zs/Vm9oqZNZjZpkh8lZk9HcZ/aGYVRcxtgZk9ama7wq+1WdZ5v5k9F1l6zOzS8LU7zWx35LXTi5VbvvmF66UiOWyJxCf62J1uZk+GP//nzeyPIq8V/djl+h2KvF4ZHoeG8LisjLz22TD+ipldGDeXY8zvL83spfBYPWZmJ0Rey/ozHsfcPmZmzZEc/jTy2sbw92CXmW0sdm555veNSG6vmtmRyGulPnZ3mFmTmb2Y43Uzs1vD3J83szMir8U7du4+Ixbg7cDJwFZgXY51ksDvgNVABfBbYG342n3A5eHj7wB/XsTc/jewKXy8Cfj6GOsvAFqA6vD5ncBlJTx2eeUHdOSIT+ixA04C1oSPjwP2A/NLcexG+x2KrPMXwHfCx5cDPwwfrw3XrwRWhftJFvlnmU9+74/8bv15Jr/RfsbjmNvHgG9m2XYB0Bh+rQ0f1453fsPW/yRwx3gcu3D/5wJnAC/meP1i4GGC6evPAZ4u1rGbMS0Sd3/Z3V8ZY7WzgAZ3b3T3PuBeYIOZGfAB4P5wvbuAS4uY3oZwn/nu+zLgYXfvKmIOoyk0v7dMhmPn7q+6+67w8ZtAE5D1Dt0iyPo7NErO9wMfDI/TBuBed+91991AQ7i/cc3P3Z+I/G49BSwvcg7HnNsoLgQedfcWd28FHgXWT3B+VwD3FDmHnNx9G8E/mLlsAO72wFPAfDNbShGO3YwpJHlaBuyJPN8bxhYCR9x9YFi8WOrdfX/4+ABQP8b6lzPyF/SrYXP1G2ZWWcTcCslvlpltN7OnMqfdmGTHzszOIvhv8neRcDGPXa7foazrhMflKMFxymfbuAp9j6sJ/ovNyPYzHu/c/jD8ed1vZisK3HY88iM8HbgKeDwSLuWxy0eu/GMfu2k11a6Z/RxYkuWlz7n7g+OdT9RouUWfuLubWc4+2eF/EO8EHomEP0vwIVpB0Ef8RuBLE5DfCe6+z8xWA4+b2QsEH5KxFPnY/TOw0d3TYTj2sZuuzOxPgHXA70fCI37G7v677HsoiZ8A97h7r5ldS9Cy+8A4vn++Lgfud/dUJDbRx65kplUhcffzY+5iH7Ai8nx5GDtM0AwsC/+DzMSLkpuZHTSzpe6+P/ywaxplVx8BHnD3/si+M/+R95rZPwH/o5DcipWfu+8Lvzaa2Vbg3cCPmATHzszmAj8l+Kfiqci+Yx+7YXL9DmVbZ6+ZlQHzCH7H8tk2rrzew8zOJyjUv+/uvZl4jp9xsT4Mx8zN3Q9Hnn6P4BpZZtvzhm27tUh55Z1fxOXAddFAiY9dPnLlH/vY6dTWUM8AayzoZVRB8MuwxYMrUk8QXJsA2AgUs4WzJdxnPvsecd41/ADNXI+4FMjaa6OU+ZlZbea0kJktAt4LvDQZjl34s3yA4Pzw/cNeK/axy/o7NErOlwGPh8dpC3C5Bb26VgFrgF/FzKfg/Mzs3cBm4BJ3b4rEs/6Mxzm3pZGnlwAvh48fAS4Ic6wFLmBoq31c8gtzPIXgovWTkVipj10+tgBXhr23zgGOhv9IxT92pexFMJkW4EME5/56gYPAI2H8OOChyHoXA68S/KfwuUh8NcEfdQPwb0BlEXNbCDwG7AJ+DiwI4+uA70XWW0nw30Ni2PaPAy8QfAj+CzC7yMduzPyA3wtz+G349erJcuyAPwH6geciy+mlOnbZfocITpddEj6eFR6HhvC4rI5s+7lwu1eAi0r0tzBWfj8P/0Yyx2rLWD/jcczta8COMIcngFMi2348PKYNwFUTcezC5zcBNw/bbjyO3T0EPRL7CT7rrgY+AXwifN2A28LcXyDSezXusdMQKSIiEotObYmISCwqJCIiEosKiYiIxKJCIiIisaiQiIhILCokIiISiwqJSAxmtjLXsN3jmMNDZjZ/InOQmW1aDZEiMh1EhpPJi7tfXMp8RMaiFolIfEkz+64FE2f9h5lVWTCZ1lPhKLUPhENPYGZbLZxYzcwWmdlr4eOPmdkWM3uc4E79EcxsqZlts2BipBfN7L+E8dfCfa00s5eH5zI+h0BmMhUSkfjWALe5+6nAEeAPgbuBG939NILhKL6Yx37OIJhk6/dzvP7fCYb2OR14F8HwJfnkIlJSOrUlEt9ud898qD8LvI1gBsZfhLG7CMbWGsuj7j7axETPAHeYWTnw75H3HC2XlXm8r0gsapGIxNcbeZwCRrvwPcDg392sYa91jvYmHsyAdy7BwJ13mtmVeeSifxal5FRIRIrvKNCauYYBfBTItE5eA84MH19GAcJZ9w66+3cJ5uI4I36qIvHpvxWR0tgIfMfMqoFG4Kow/nfAfWZ2DcFEW4U4D/grM+sHOoBsLRKRcadh5EVEJBad2hIRkVh0aktkkjGzdwL/PCzc6+5nT0Q+ImPRqS0REYlFp7ZERCQWFRIREYlFhURERGJRIRERkVj+P2LbZjs8VM3qAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + " *Linearity: The relationship between X and the mean of Y is linear. The relationship can either be positive(i.e. as the X variable increases the Y variable also increases) or negative(i.e.as the X variable increases the Y variable also decreases)\n", + "All the features have weak association with the target variable.*" + ], + "metadata": { + "id": "3rLwE8D2BvZ6" + }, + "id": "3rLwE8D2BvZ6" + }, + { + "cell_type": "code", + "source": [ + "y_name = 'load_shortfall_3h'\n", + "\n", + "X_names = [col for col in df.columns if col != y_name]\n", + "\n", + "# Build the OLS formula string \" y ~ X \"\n", + "formula_str = y_name+\" ~ \"+\" + \".join(X_names);\n", + "print('Formula:\\n\\t {}'.format(formula_str))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SeZtrLtUCRFT", + "outputId": "8ebf4a1d-d9ae-4fc8-cdc2-830c8c263a6d" + }, + "id": "SeZtrLtUCRFT", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Formula:\n", + "\t load_shortfall_3h ~ time + Madrid_wind_speed + Bilbao_rain_1h + Valencia_wind_speed + Seville_humidity + Madrid_humidity + Bilbao_clouds_all + Bilbao_wind_speed + Seville_clouds_all + Bilbao_wind_deg + Barcelona_wind_speed + Barcelona_wind_deg + Madrid_clouds_all + Seville_wind_speed + Barcelona_rain_1h + Seville_rain_1h + Bilbao_snow_3h + Barcelona_pressure + Seville_rain_3h + Madrid_rain_1h + Barcelona_rain_3h + Valencia_snow_3h + Madrid_weather_id + Barcelona_weather_id + Bilbao_pressure + Seville_weather_id + Valencia_pressure + Seville_temp_max + Madrid_pressure + Valencia_temp_max + Valencia_temp + Bilbao_weather_id + Seville_temp + Valencia_humidity + Valencia_temp_min + Barcelona_temp_max + Madrid_temp_max + Barcelona_temp + Bilbao_temp_min + Bilbao_temp + Barcelona_temp_min + Bilbao_temp_max + Seville_temp_min + Madrid_temp + Madrid_temp_min\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Fit the model using the model dataframe\n", + "model=ols(formula=formula_str, data=df)\n", + "fitted = model.fit()\n", + "print(fitted.summary())" + ], + "metadata": { + "id": "PpMj-hPRCZJs" + }, + "id": "PpMj-hPRCZJs", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*There is indication of strong multicollinearity indicating several independent variables in a model are correlated and is likely to result in less reliable statistical inferences.*" + ], + "metadata": { + "id": "3AAsI0JvC1jq" + }, + "id": "3AAsI0JvC1jq" + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(8,3))\n", + "p=plt.scatter(x=fitted.fittedvalues,y=fitted.resid,edgecolor='k')\n", + "xmin = min(fitted.fittedvalues)\n", + "xmax = max(fitted.fittedvalues)\n", + "plt.hlines(y=0,xmin=xmin*0.9,xmax=xmax*1.1,color='red',linestyle='--',lw=3)\n", + "plt.xlabel(\"Fitted values\",fontsize=15)\n", + "plt.ylabel(\"Residuals\",fontsize=15)\n", + "plt.title(\"Fitted vs. residuals plot\",fontsize=18)\n", + "plt.grid(True)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 250 + }, + "id": "XS6QIc-BDsRA", + "outputId": "9a448d04-5b77-4e68-8228-95c7f16f8a44" + }, + "id": "XS6QIc-BDsRA", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The scatter plot has a cone shape around the regression line indicating heteroscedasticity(i.e. when the residuals are observed to have unequal variance). It could be as a result wide range of values which are more prone to heteroskedasticity because the differences between the smallest and largest values are so significant.*" + ], + "metadata": { + "id": "7FTF2LYyD5qr" + }, + "id": "7FTF2LYyD5qr" + }, + { + "cell_type": "code", + "source": [ + "#CHECKING FOR NORMALITY\n", + "plt.figure(figsize=(8,5))\n", + "plt.hist(fitted.resid_pearson,bins=8,edgecolor='k')\n", + "plt.ylabel('Count',fontsize=15)\n", + "plt.xlabel('Normalized residuals',fontsize=15)\n", + "plt.title(\"Histogram of normalized residuals\",fontsize=18)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + }, + "id": "3BIBJyObF1ys", + "outputId": "2e8b22ae-a586-4333-c7da-361fdfd61f2b" + }, + "id": "3BIBJyObF1ys", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "plt.figure(figsize=(8,5))\n", + "fig=qqplot(fitted.resid_pearson,line='45',fit='True')\n", + "plt.xticks(fontsize=13)\n", + "plt.yticks(fontsize=13)\n", + "plt.xlabel(\"Theoretical quantiles\",fontsize=15)\n", + "plt.ylabel(\"Sample quantiles\",fontsize=15)\n", + "plt.title(\"Q-Q plot of normalized residuals\",fontsize=18)\n", + "plt.grid(True)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 325 + }, + "id": "nYUqnzWQHl-U", + "outputId": "b38243fe-4882-4f79-e3d7-1a4fb684c39a" + }, + "id": "nYUqnzWQHl-U", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The residuals are normally distributed meaning that the assumption of linear model is valid*" + ], + "metadata": { + "id": "nT5QbceAH3ic" + }, + "id": "nT5QbceAH3ic" + }, + { + "cell_type": "markdown", + "id": "3fa93ec6", + "metadata": { + "id": "3fa93ec6" + }, + "source": [ + "\n", + "## 4. Data Engineering\n", + "\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Remove missing values/ features**" + ], + "metadata": { + "id": "-2PH2TA_3Skc" + }, + "id": "-2PH2TA_3Skc" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "059c2f3e", + "metadata": { + "id": "059c2f3e", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c04c0e29-94cb-4a6a-859d-77b669a8d0be" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ], + "source": [ + "df['Valencia_pressure'].fillna(value = df['Valencia_pressure'].median(),inplace= True)\n", + "df.isnull().any().sum()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Filling the null values in Valencia_pressure with the median of the column.*\n" + ], + "metadata": { + "id": "gTj1MdhdjuYQ" + }, + "id": "gTj1MdhdjuYQ" + }, + { + "cell_type": "markdown", + "source": [ + "**Engineer existing features**" + ], + "metadata": { + "id": "4kOlSkBU3axe" + }, + "id": "4kOlSkBU3axe" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59692724", + "metadata": { + "id": "59692724" + }, + "outputs": [], + "source": [ + "def outliers(df):\n", + " \n", + " for i in df.columns:\n", + " \n", + " if df[i].dtype == float or df[i].dtype == int: \n", + " \n", + " median = df[i].median()\n", + "\n", + " q1 = df[i].quantile(0.25)\n", + " q3 = df[i].quantile(0.75)\n", + " iqr = q3-q1\n", + " print(df[i].name)\n", + " print('-------------')\n", + " \n", + " print('Lower quartile ', q1)\n", + " print('Upper quartile ', q3)\n", + " print('Inter quartile range ', iqr)\n", + "\n", + " lower_whisker = q1 - (1.5 * iqr)\n", + " upper_whisker = q3 + (1.5 * iqr)\n", + " print('lower_whisker ', lower_whisker)\n", + " print('upper_whisker', upper_whisker)\n", + " \n", + " print('pre_skew',df[i].skew())\n", + " print('pre_kurtosis',df[i].kurtosis())\n", + "\n", + " df[i] = np.where((df[i] < lower_whisker) | (df[i]>upper_whisker),df[i].median(),df[i])\n", + "\n", + " print(np.array((np.where((df[i]upper_whisker)))).shape)\n", + " print('skew',df[i].skew())\n", + " print('kurtosis',df[i].kurtosis())\n", + " print('\\n')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "*The function looks for outliers in each numerical column and replaces the outliers with the median. It also displays the lower quartile,upper quartile,IQR,current skew,current kurtosis,previous skew, previous kurtosis just to confirm the outliers have been dealt with successfully.*" + ], + "metadata": { + "id": "vtIJRwtRkODN" + }, + "id": "vtIJRwtRkODN" + }, + { + "cell_type": "code", + "source": [ + "outliers(df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ElpkIwcRkUri", + "outputId": "f7726939-01b6-47aa-c9aa-6751a61bbf26" + }, + "id": "ElpkIwcRkUri", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Madrid_wind_speed\n", + "-------------\n", + "Lower quartile 1.0\n", + "Upper quartile 3.3333333333\n", + "Inter quartile range 2.3333333333\n", + "lower_whisker -2.49999999995\n", + "upper_whisker 6.83333333325\n", + "pre_skew 1.4411442292107193\n", + "pre_kurtosis 2.0364621246675885\n", + "(1, 0)\n", + "skew 1.0678090880777533\n", + "kurtosis 0.41872496274272075\n", + "\n", + "\n", + "Bilbao_rain_1h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.1\n", + "Inter quartile range 0.1\n", + "lower_whisker -0.15000000000000002\n", + "upper_whisker 0.25\n", + "pre_skew 5.222801989732795\n", + "pre_kurtosis 32.90465647123472\n", + "(1, 0)\n", + "skew 2.965426971310676\n", + "kurtosis 7.744630274777703\n", + "\n", + "\n", + "Valencia_wind_speed\n", + "-------------\n", + "Lower quartile 1.0\n", + "Upper quartile 3.6666666667\n", + "Inter quartile range 2.6666666667\n", + "lower_whisker -3.00000000005\n", + "upper_whisker 7.66666666675\n", + "pre_skew 3.499636517325859\n", + "pre_kurtosis 35.645426386267474\n", + "(1, 0)\n", + "skew 1.0935784015895154\n", + "kurtosis 0.4720401797692828\n", + "\n", + "\n", + "Seville_humidity\n", + "-------------\n", + "Lower quartile 44.3333333333\n", + "Upper quartile 82.0\n", + "Inter quartile range 37.6666666667\n", + "lower_whisker -12.166666666750011\n", + "upper_whisker 138.50000000005002\n", + "pre_skew -0.31017499809859467\n", + "pre_kurtosis -1.017982770351452\n", + "(1, 0)\n", + "skew -0.31017499809859467\n", + "kurtosis -1.017982770351452\n", + "\n", + "\n", + "Madrid_humidity\n", + "-------------\n", + "Lower quartile 36.3333333333\n", + "Upper quartile 78.6666666667\n", + "Inter quartile range 42.3333333334\n", + "lower_whisker -27.166666666800005\n", + "upper_whisker 142.16666666679998\n", + "pre_skew -0.05737776957935216\n", + "pre_kurtosis -1.167537310965867\n", + "(1, 0)\n", + "skew -0.05737776957935216\n", + "kurtosis -1.167537310965867\n", + "\n", + "\n", + "Bilbao_clouds_all\n", + "-------------\n", + "Lower quartile 10.0\n", + "Upper quartile 75.0\n", + "Inter quartile range 65.0\n", + "lower_whisker -87.5\n", + "upper_whisker 172.5\n", + "pre_skew -0.053085395425974256\n", + "pre_kurtosis -1.5334170123998256\n", + "(1, 0)\n", + "skew -0.053085395425974256\n", + "kurtosis -1.5334170123998256\n", + "\n", + "\n", + "Bilbao_wind_speed\n", + "-------------\n", + "Lower quartile 0.6666666667\n", + "Upper quartile 2.6666666667\n", + "Inter quartile range 2.0\n", + "lower_whisker -2.3333333333\n", + "upper_whisker 5.666666666699999\n", + "pre_skew 1.7169141154170686\n", + "pre_kurtosis 3.6315653270441643\n", + "(1, 0)\n", + "skew 1.0949252071159834\n", + "kurtosis 0.4155378679003925\n", + "\n", + "\n", + "Seville_clouds_all\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 20.0\n", + "Inter quartile range 20.0\n", + "lower_whisker -30.0\n", + "upper_whisker 50.0\n", + "pre_skew 1.8144517925601304\n", + "pre_kurtosis 2.1559210977967203\n", + "(1, 0)\n", + "skew 2.1943931457225228\n", + "kurtosis 3.818538045876161\n", + "\n", + "\n", + "Bilbao_wind_deg\n", + "-------------\n", + "Lower quartile 73.3333333333\n", + "Upper quartile 234.0\n", + "Inter quartile range 160.6666666667\n", + "lower_whisker -167.66666666675\n", + "upper_whisker 475.00000000005\n", + "pre_skew 0.22692651432270444\n", + "pre_kurtosis -1.0835298590634024\n", + "(1, 0)\n", + "skew 0.22692651432270444\n", + "kurtosis -1.0835298590634024\n", + "\n", + "\n", + "Barcelona_wind_speed\n", + "-------------\n", + "Lower quartile 1.6666666667\n", + "Upper quartile 4.0\n", + "Inter quartile range 2.3333333332999997\n", + "lower_whisker -1.8333333332499995\n", + "upper_whisker 7.499999999949999\n", + "pre_skew 1.057330609573318\n", + "pre_kurtosis 1.4936353085879928\n", + "(1, 0)\n", + "skew 0.6391555406412863\n", + "kurtosis -0.09339860791036259\n", + "\n", + "\n", + "Barcelona_wind_deg\n", + "-------------\n", + "Lower quartile 118.16666666665\n", + "Upper quartile 260.0\n", + "Inter quartile range 141.83333333335\n", + "lower_whisker -94.58333333337501\n", + "upper_whisker 472.750000000025\n", + "pre_skew -0.1800013211348048\n", + "pre_kurtosis -0.9591599001218869\n", + "(1, 0)\n", + "skew -0.1800013211348048\n", + "kurtosis -0.9591599001218869\n", + "\n", + "\n", + "Madrid_clouds_all\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 33.3333333333\n", + "Inter quartile range 33.3333333333\n", + "lower_whisker -49.99999999994999\n", + "upper_whisker 83.33333333324998\n", + "pre_skew 1.2467446252828802\n", + "pre_kurtosis 0.14207863141425037\n", + "(1, 0)\n", + "skew 1.3723127961609984\n", + "kurtosis 0.49286643579000833\n", + "\n", + "\n", + "Seville_wind_speed\n", + "-------------\n", + "Lower quartile 1.0\n", + "Upper quartile 3.3333333333\n", + "Inter quartile range 2.3333333333\n", + "lower_whisker -2.49999999995\n", + "upper_whisker 6.83333333325\n", + "pre_skew 1.151005838368391\n", + "pre_kurtosis 1.398579537584049\n", + "(1, 0)\n", + "skew 0.8188911886364675\n", + "kurtosis 0.0039496036468840146\n", + "\n", + "\n", + "Barcelona_rain_1h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 8.726987596141935\n", + "pre_kurtosis 101.5789308218838\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Seville_rain_1h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 8.067341341966005\n", + "pre_kurtosis 93.84074607373714\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Bilbao_snow_3h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 26.17756798977392\n", + "pre_kurtosis 806.1284706376119\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Barcelona_pressure\n", + "-------------\n", + "Lower quartile 1014.0\n", + "Upper quartile 1022.0\n", + "Inter quartile range 8.0\n", + "lower_whisker 1002.0\n", + "upper_whisker 1034.0\n", + "pre_skew 57.97966391220743\n", + "pre_kurtosis 3687.5642300069417\n", + "(1, 0)\n", + "skew 0.10626099314832405\n", + "kurtosis 0.21521132048033564\n", + "\n", + "\n", + "Seville_rain_3h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 19.342573910601818\n", + "pre_kurtosis 413.1365923500452\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Madrid_rain_1h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 7.074307665706903\n", + "pre_kurtosis 76.5844913665545\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Barcelona_rain_3h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 12.696605470731132\n", + "pre_kurtosis 187.8004595033525\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Valencia_snow_3h\n", + "-------------\n", + "Lower quartile 0.0\n", + "Upper quartile 0.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 0.0\n", + "upper_whisker 0.0\n", + "pre_skew 63.298084409477404\n", + "pre_kurtosis 4089.323165482344\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Madrid_weather_id\n", + "-------------\n", + "Lower quartile 800.0\n", + "Upper quartile 800.6666666667\n", + "Inter quartile range 0.6666666667000527\n", + "lower_whisker 798.99999999995\n", + "upper_whisker 801.6666666667502\n", + "pre_skew -3.1077224640882264\n", + "pre_kurtosis 9.25904651532839\n", + "(1, 0)\n", + "skew 2.4181540069196297\n", + "kurtosis 4.783217034344827\n", + "\n", + "\n", + "Barcelona_weather_id\n", + "-------------\n", + "Lower quartile 800.0\n", + "Upper quartile 801.0\n", + "Inter quartile range 1.0\n", + "lower_whisker 798.5\n", + "upper_whisker 802.5\n", + "pre_skew -2.5840106243242724\n", + "pre_kurtosis 5.701881572742422\n", + "(1, 0)\n", + "skew 1.082087214494675\n", + "kurtosis 0.37099565374793597\n", + "\n", + "\n", + "Bilbao_pressure\n", + "-------------\n", + "Lower quartile 1013.0\n", + "Upper quartile 1024.0\n", + "Inter quartile range 11.0\n", + "lower_whisker 996.5\n", + "upper_whisker 1040.5\n", + "pre_skew -0.9996419604542528\n", + "pre_kurtosis 1.8253225485015836\n", + "(1, 0)\n", + "skew -0.36714226325893906\n", + "kurtosis 0.28635093450733295\n", + "\n", + "\n", + "Seville_weather_id\n", + "-------------\n", + "Lower quartile 800.0\n", + "Upper quartile 800.0\n", + "Inter quartile range 0.0\n", + "lower_whisker 800.0\n", + "upper_whisker 800.0\n", + "pre_skew -3.275574340057644\n", + "pre_kurtosis 10.710308129580135\n", + "(1, 0)\n", + "skew 0\n", + "kurtosis 0\n", + "\n", + "\n", + "Valencia_pressure\n", + "-------------\n", + "Lower quartile 1012.6666666667\n", + "Upper quartile 1017.3333333333\n", + "Inter quartile range 4.666666666599895\n", + "lower_whisker 1005.6666666668002\n", + "upper_whisker 1024.3333333331998\n", + "pre_skew -2.1249644414622035\n", + "pre_kurtosis 4.188187015429808\n", + "(1, 0)\n", + "skew -0.3747170045887735\n", + "kurtosis 0.8028960376534453\n", + "\n", + "\n", + "Seville_temp_max\n", + "-------------\n", + "Lower quartile 291.31275000000005\n", + "Upper quartile 304.15\n", + "Inter quartile range 12.837249999999926\n", + "lower_whisker 272.05687500000016\n", + "upper_whisker 323.40587499999987\n", + "pre_skew -0.0339308264048835\n", + "pre_kurtosis -0.5159894754947327\n", + "(1, 0)\n", + "skew -0.0339308264048835\n", + "kurtosis -0.5159894754947327\n", + "\n", + "\n", + "Madrid_pressure\n", + "-------------\n", + "Lower quartile 1012.3333333333\n", + "Upper quartile 1022.0\n", + "Inter quartile range 9.666666666700053\n", + "lower_whisker 997.8333333332498\n", + "upper_whisker 1036.50000000005\n", + "pre_skew -1.8507676181492347\n", + "pre_kurtosis 2.216199344232205\n", + "(1, 0)\n", + "skew 0.20780533148888314\n", + "kurtosis 0.8478088082868656\n", + "\n", + "\n", + "Valencia_temp_max\n", + "-------------\n", + "Lower quartile 285.55016666665\n", + "Upper quartile 297.24833333335\n", + "Inter quartile range 11.69816666669999\n", + "lower_whisker 268.0029166666\n", + "upper_whisker 314.7955833334\n", + "pre_skew 0.08267199320849858\n", + "pre_kurtosis -0.6137547615408363\n", + "(1, 0)\n", + "skew 0.08267199320849858\n", + "kurtosis -0.6137547615408363\n", + "\n", + "\n", + "Valencia_temp\n", + "-------------\n", + "Lower quartile 285.15\n", + "Upper quartile 296.0566666667\n", + "Inter quartile range 10.906666666700005\n", + "lower_whisker 268.78999999994994\n", + "upper_whisker 312.41666666674996\n", + "pre_skew 0.05747636574022998\n", + "pre_kurtosis -0.6437930258670739\n", + "(1, 0)\n", + "skew 0.05747636574022998\n", + "kurtosis -0.6437930258670739\n", + "\n", + "\n", + "Bilbao_weather_id\n", + "-------------\n", + "Lower quartile 700.3333333333\n", + "Upper quartile 801.6666666667\n", + "Inter quartile range 101.3333333334001\n", + "lower_whisker 548.3333333331998\n", + "upper_whisker 953.6666666668002\n", + "pre_skew -1.234843980657284\n", + "pre_kurtosis 0.06781438947623064\n", + "(1, 0)\n", + "skew -2.114051005346815\n", + "kurtosis 3.2983561828499246\n", + "\n", + "\n", + "Seville_temp\n", + "-------------\n", + "Lower quartile 288.28291666664995\n", + "Upper quartile 299.62033333335\n", + "Inter quartile range 11.33741666670005\n", + "lower_whisker 271.2767916665999\n", + "upper_whisker 316.6264583334001\n", + "pre_skew 0.15723830205656178\n", + "pre_kurtosis -0.5041322882243198\n", + "(1, 0)\n", + "skew 0.15723830205656178\n", + "kurtosis -0.5041322882243198\n", + "\n", + "\n", + "Valencia_humidity\n", + "-------------\n", + "Lower quartile 51.3333333333\n", + "Upper quartile 81.3333333333\n", + "Inter quartile range 30.000000000000007\n", + "lower_whisker 6.333333333299983\n", + "upper_whisker 126.33333333330002\n", + "pre_skew -0.30575732882175444\n", + "pre_kurtosis -0.7343454982297355\n", + "(1, 0)\n", + "skew -0.30575732882175444\n", + "kurtosis -0.7343454982297355\n", + "\n", + "\n", + "Valencia_temp_min\n", + "-------------\n", + "Lower quartile 284.7833333333\n", + "Upper quartile 294.82\n", + "Inter quartile range 10.0366666667\n", + "lower_whisker 269.72833333325\n", + "upper_whisker 309.87500000005\n", + "pre_skew 0.0818322233978733\n", + "pre_kurtosis -0.5995506151499272\n", + "(1, 0)\n", + "skew 0.08003544988361505\n", + "kurtosis -0.6033653117347799\n", + "\n", + "\n", + "Barcelona_temp_max\n", + "-------------\n", + "Lower quartile 285.4833333333\n", + "Upper quartile 296.855\n", + "Inter quartile range 11.371666666700037\n", + "lower_whisker 268.4258333332499\n", + "upper_whisker 313.91250000005004\n", + "pre_skew 0.2769246414384882\n", + "pre_kurtosis -0.728757385641762\n", + "(1, 0)\n", + "skew 0.27494438671165017\n", + "kurtosis -0.7344801419389699\n", + "\n", + "\n", + "Madrid_temp_max\n", + "-------------\n", + "Lower quartile 282.15\n", + "Upper quartile 296.8166666667\n", + "Inter quartile range 14.666666666699996\n", + "lower_whisker 260.14999999994996\n", + "upper_whisker 318.81666666674994\n", + "pre_skew 0.29870749813604114\n", + "pre_kurtosis -0.6628611401473941\n", + "(1, 0)\n", + "skew 0.29870749813604114\n", + "kurtosis -0.6628611401473941\n", + "\n", + "\n", + "Barcelona_temp\n", + "-------------\n", + "Lower quartile 284.97344270835003\n", + "Upper quartile 294.909\n", + "Inter quartile range 9.935557291649957\n", + "lower_whisker 270.0701067708751\n", + "upper_whisker 309.8123359374749\n", + "pre_skew 0.1280945706486536\n", + "pre_kurtosis -0.6965548392192273\n", + "(1, 0)\n", + "skew 0.1280945706486536\n", + "kurtosis -0.6965548392192273\n", + "\n", + "\n", + "Bilbao_temp_min\n", + "-------------\n", + "Lower quartile 280.08516666665\n", + "Upper quartile 289.8166666667\n", + "Inter quartile range 9.731500000049948\n", + "lower_whisker 265.4879166665751\n", + "upper_whisker 304.41391666677487\n", + "pre_skew 0.19491220408331122\n", + "pre_kurtosis -0.2303421161293615\n", + "(1, 0)\n", + "skew 0.12870658676297106\n", + "kurtosis -0.42225029885708576\n", + "\n", + "\n", + "Bilbao_temp\n", + "-------------\n", + "Lower quartile 281.37416666665\n", + "Upper quartile 291.03416666665\n", + "Inter quartile range 9.659999999999968\n", + "lower_whisker 266.88416666665006\n", + "upper_whisker 305.52416666664993\n", + "pre_skew 0.2936863815182865\n", + "pre_kurtosis -0.0863625314948342\n", + "(1, 0)\n", + "skew 0.1766872339030798\n", + "kurtosis -0.34897261212909925\n", + "\n", + "\n", + "Barcelona_temp_min\n", + "-------------\n", + "Lower quartile 284.15\n", + "Upper quartile 292.9666666667\n", + "Inter quartile range 8.81666666670003\n", + "lower_whisker 270.92499999994993\n", + "upper_whisker 306.19166666675005\n", + "pre_skew -0.01805659274040252\n", + "pre_kurtosis -0.47488983864511214\n", + "(1, 0)\n", + "skew -0.009513945301344412\n", + "kurtosis -0.49228915386714656\n", + "\n", + "\n", + "Bilbao_temp_max\n", + "-------------\n", + "Lower quartile 282.83677604164996\n", + "Upper quartile 292.4833333333\n", + "Inter quartile range 9.646557291650026\n", + "lower_whisker 268.3669401041749\n", + "upper_whisker 306.953169270775\n", + "pre_skew 0.39393171665016424\n", + "pre_kurtosis 0.2833664892986216\n", + "(1, 0)\n", + "skew 0.1764562720025659\n", + "kurtosis -0.21535542076779857\n", + "\n", + "\n", + "Seville_temp_min\n", + "-------------\n", + "Lower quartile 285.8166666667\n", + "Upper quartile 297.15\n", + "Inter quartile range 11.333333333300004\n", + "lower_whisker 268.81666666674994\n", + "upper_whisker 314.14999999994996\n", + "pre_skew 0.2654818767786141\n", + "pre_kurtosis -0.47556416483549313\n", + "(1, 0)\n", + "skew 0.26210636234948537\n", + "kurtosis -0.4817305922843538\n", + "\n", + "\n", + "Madrid_temp\n", + "-------------\n", + "Lower quartile 281.40428125\n", + "Upper quartile 295.15466666665\n", + "Inter quartile range 13.750385416649976\n", + "lower_whisker 260.778703125025\n", + "upper_whisker 315.7802447916249\n", + "pre_skew 0.3041227308524655\n", + "pre_kurtosis -0.612298600304205\n", + "(1, 0)\n", + "skew 0.3041227308524655\n", + "kurtosis -0.612298600304205\n", + "\n", + "\n", + "Madrid_temp_min\n", + "-------------\n", + "Lower quartile 280.29916666665\n", + "Upper quartile 293.8845\n", + "Inter quartile range 13.585333333349979\n", + "lower_whisker 259.921166666625\n", + "upper_whisker 314.26250000002494\n", + "pre_skew 0.27508252382191245\n", + "pre_kurtosis -0.6666462398271551\n", + "(1, 0)\n", + "skew 0.27508252382191245\n", + "kurtosis -0.6666462398271551\n", + "\n", + "\n", + "load_shortfall_3h\n", + "-------------\n", + "Lower quartile 7390.3333333333\n", + "Upper quartile 14498.16666666665\n", + "Inter quartile range 7107.833333333349\n", + "lower_whisker -3271.4166666667234\n", + "upper_whisker 25159.91666666667\n", + "pre_skew -0.384847070902431\n", + "pre_kurtosis -0.11899877049908492\n", + "(1, 0)\n", + "skew -0.33935490499835513\n", + "kurtosis -0.24937139330918168\n", + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Create new features**" + ], + "metadata": { + "id": "N2DyR3sN3t8G" + }, + "id": "N2DyR3sN3t8G" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "84eea17b", + "metadata": { + "id": "84eea17b" + }, + "outputs": [], + "source": [ + "df['Year']= pd.DatetimeIndex(df['time']).year\n", + "df['Month']= pd.DatetimeIndex(df['time']).month\n", + "df['Day']= pd.DatetimeIndex(df['time']).day\n", + "df['Hour']= pd.DatetimeIndex(df['time']).hour" + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Splitting the time column into year, month, day and hour*" + ], + "metadata": { + "id": "74x1yqqInA7Y" + }, + "id": "74x1yqqInA7Y" + }, + { + "cell_type": "code", + "source": [ + "df['month_sin'] = np.sin((df['Month']-1)*(2.*np.pi/df['Month'].max()))\n", + "df['month_cos'] = np.cos((df['Month']-1)*(2.*np.pi/df['Month'].max()))\n", + "df['day_sin'] = np.sin((df['Day']-1)*(2.*np.pi/df['Day'].max()))\n", + "df['day_cos'] = np.cos((df['Day']-1)*(2.*np.pi/df['Day'].max()))\n", + "df['hour_sin'] = np.sin((df['Hour']-1)*(2.*np.pi/df['Hour'].max()))\n", + "df['hour_cos'] = np.cos((df['Hour']-1)*(2.*np.pi/df['Hour'].max()))" + ], + "metadata": { + "id": "Ec6Ho3-BnIYH" + }, + "id": "Ec6Ho3-BnIYH", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*Using cosine and sine functions to engineer other features from our newly created features. It allows for extension between 0 and 1 and have the cyclical characteristics for better interpretation by the model.*" + ], + "metadata": { + "id": "VLAFBwyQnVd5" + }, + "id": "VLAFBwyQnVd5" + }, + { + "cell_type": "code", + "source": [ + "cols_to_drop = ['time','Month','Day','Hour']\n", + "df.drop(columns = cols_to_drop,inplace = True)" + ], + "metadata": { + "id": "ws_19pLqncB1" + }, + "id": "ws_19pLqncB1", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**Test Data**:\n", + "*Formatting the df_test data to conform to df_train data*" + ], + "metadata": { + "id": "LBACTH67eT8h" + }, + "id": "LBACTH67eT8h" + }, + { + "cell_type": "code", + "source": [ + "df1 = pd.read_csv('df_test.csv')\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 417 + }, + "id": "lcMzq9fgeTMP", + "outputId": "d4c7e3ea-f12f-4ca7-bca0-6733dbe77592" + }, + "id": "lcMzq9fgeTMP", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0timeMadrid_wind_speedValencia_wind_degBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_pressureSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_min
087632018-01-01 00:00:005.000000level_80.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.0sp250.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.150000
187642018-01-01 03:00:004.666667level_80.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.0sp250.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.150000
287652018-01-01 06:00:002.333333level_70.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.0sp250.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.150000
387662018-01-01 09:00:002.666667level_70.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.0sp250.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.483333
487672018-01-01 12:00:004.000000level_70.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.0sp250.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.150000
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 time ... Madrid_temp Madrid_temp_min\n", + "0 8763 2018-01-01 00:00:00 ... 279.866667 279.150000\n", + "1 8764 2018-01-01 03:00:00 ... 279.193333 278.150000\n", + "2 8765 2018-01-01 06:00:00 ... 276.340000 276.150000\n", + "3 8766 2018-01-01 09:00:00 ... 275.953333 274.483333\n", + "4 8767 2018-01-01 12:00:00 ... 280.686667 280.150000\n", + "\n", + "[5 rows x 48 columns]" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df1.drop(columns = ['Unnamed: 0','Valencia_wind_deg','Seville_pressure'],inplace = True)" + ], + "metadata": { + "id": "REkiyAGAeiHR" + }, + "id": "REkiyAGAeiHR", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df2 = df1.copy()\n", + "df2['Valencia_pressure'].fillna(value = df2['Valencia_pressure'].median(),inplace= True)\n", + "#df2.isnull().any().sum()\n", + "df2.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "Glm550Bgemm2", + "outputId": "b534f51e-58d3-40bf-fc5d-14292845427d" + }, + "id": "Glm550Bgemm2", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_min
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.0000001014.666667284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.150000
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.0000001014.666667282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.150000
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.3333331014.666667280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.150000
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.3333331014.666667281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.483333
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.0000001014.666667287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.150000
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp Madrid_temp_min\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.866667 279.150000\n", + "1 2018-01-01 03:00:00 4.666667 ... 279.193333 278.150000\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.340000 276.150000\n", + "3 2018-01-01 09:00:00 2.666667 ... 275.953333 274.483333\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.686667 280.150000\n", + "\n", + "[5 rows x 45 columns]" + ] + }, + "metadata": {}, + "execution_count": 19 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df2['time'] = pd.to_datetime(df2['time'])\n", + "df2['Year']= pd.DatetimeIndex(df2['time']).year\n", + "df2['Month']= pd.DatetimeIndex(df2['time']).month\n", + "df2['Day']= pd.DatetimeIndex(df2['time']).day\n", + "df2['Hour']= pd.DatetimeIndex(df2['time']).hour" + ], + "metadata": { + "id": "SojU-yFxethc" + }, + "id": "SojU-yFxethc", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df2['month_sin'] = np.sin((df2['Month']-1)*(2.*np.pi/df2['Month'].max()))\n", + "df2['month_cos'] = np.cos((df2['Month']-1)*(2.*np.pi/df2['Month'].max()))\n", + "df2['day_sin'] = np.sin((df2['Day']-1)*(2.*np.pi/df2['Day'].max()))\n", + "df2['day_cos'] = np.cos((df2['Day']-1)*(2.*np.pi/df2['Day'].max()))\n", + "df2['hour_sin'] = np.sin((df2['Hour']-1)*(2.*np.pi/df2['Hour'].max()))\n", + "df2['hour_cos'] = np.cos((df2['Hour']-1)*(2.*np.pi/df2['Hour'].max()))" + ], + "metadata": { + "id": "7UtDwja2e23f" + }, + "id": "7UtDwja2e23f", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df2.drop(columns = cols_to_drop,inplace = True)" + ], + "metadata": { + "id": "hwDJvRv5fATw" + }, + "id": "hwDJvRv5fATw", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**Standardizing the df_test data**" + ], + "metadata": { + "id": "spvHnzn-7QPo" + }, + "id": "spvHnzn-7QPo" + }, + { + "cell_type": "code", + "source": [ + "scaler = StandardScaler()\n", + "Xtest_scaled = scaler.fit_transform(df2)" + ], + "metadata": { + "id": "AP3HCxsffQNX" + }, + "id": "AP3HCxsffQNX", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_standard = pd.DataFrame(Xtest_scaled,columns=df2.columns)\n", + "df_standard.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "id": "o-Nk2UZqfyWN", + "outputId": "1341223b-3ac8-487c-ac00-03c967f96e6c" + }, + "id": "o-Nk2UZqfyWN", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Madrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minYearmonth_sinmonth_cosday_sinday_coshour_sinhour_cos
01.432590-0.4402680.9956000.9645140.360022-0.7662270.433023-0.6121160.3140130.911814-0.026595-0.824321-0.926549-0.291772-0.23870.00.287199-0.018509-0.309874-0.0257490.00.4403330.4033621.0211180.3668210.212858-0.9448931.429950-0.560781-0.5475880.602769-0.914192-0.996620-0.534281-0.404758-0.888160-0.358886-1.289378-0.946256-0.322082-0.535933-0.885760-0.891613-0.8552930.00.0049131.420956-0.0075831.451656-0.3857581.140602
11.244747-0.4402681.1626001.0615650.636255-1.4223720.835964-0.612116-0.1975841.3220131.008344-0.824321-1.112918-0.291772-0.23870.00.714535-0.018509-0.309874-0.0257490.00.4403330.4067641.1351130.3668210.212858-1.2108341.464591-1.033310-1.016278-0.151153-1.172696-0.597040-0.998810-0.826558-0.924838-0.803756-1.044362-0.849202-0.787188-0.696698-1.138747-0.966628-0.9698180.00.0049131.420956-0.0075831.4516560.8976670.964171
2-0.070152-0.4402680.9956001.0615651.119662-1.4223720.030083-0.348454-0.3340100.9118140.970013-0.824321-1.112918-0.291772-0.23870.01.094389-0.018509-0.309874-0.0257490.00.4403330.4033620.9831200.3712240.212858-1.4324511.499233-1.222321-1.2037540.593345-1.309704-1.232735-1.184621-0.873425-1.364972-0.949861-1.191372-1.128553-1.019741-1.018228-1.223075-1.284514-1.1988700.00.0049131.420956-0.0075831.4516561.546628-0.061000
30.117691-0.4402681.1626001.2718420.829617-0.5475122.044786-0.3484540.348120-0.113683-1.061535-0.824321-0.740180-0.291772-0.23870.01.474243-0.018509-0.309874-0.0257490.00.4403330.4033620.9451210.3712240.212858-1.3881281.672439-1.127816-1.1100160.605911-1.397164-1.069270-1.091715-0.920291-1.291616-0.944241-0.848348-0.736743-0.973231-0.643109-1.391733-1.327592-1.3897460.00.0049131.420956-0.0075831.4516561.072444-1.162936
40.869062-0.4402682.832609-0.0868690.056166-0.5475125.066840-0.6121160.7232911.3220131.199999-0.824321-0.926549-0.291772-0.23870.01.521725-0.018509-0.309874-0.0257490.00.4403330.4067640.6411330.3668210.212858-0.5903041.672439-0.608034-0.5944570.605911-0.669043-1.287223-0.580733-0.451625-0.851482-0.434748-0.456322-0.370608-0.415103-0.267991-0.717102-0.800258-0.7407670.00.0049131.420956-0.0075831.451656-0.167815-1.511857
\n", + "
" + ], + "text/plain": [ + " Madrid_wind_speed Bilbao_rain_1h ... hour_sin hour_cos\n", + "0 1.432590 -0.440268 ... -0.385758 1.140602\n", + "1 1.244747 -0.440268 ... 0.897667 0.964171\n", + "2 -0.070152 -0.440268 ... 1.546628 -0.061000\n", + "3 0.117691 -0.440268 ... 1.072444 -1.162936\n", + "4 0.869062 -0.440268 ... -0.167815 -1.511857\n", + "\n", + "[5 rows x 51 columns]" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ] + }, + { + "cell_type": "markdown", + "id": "43b2d523", + "metadata": { + "id": "43b2d523" + }, + "source": [ + "\n", + "## 5. Modelling\n", + "\n", + "Back to Table of Contents\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Create targets and features dataset**" + ], + "metadata": { + "id": "pLuhLrEO1_7K" + }, + "id": "pLuhLrEO1_7K" + }, + { + "cell_type": "code", + "source": [ + "X = df.drop('load_shortfall_3h', axis=1)\n", + "y = df['load_shortfall_3h']" + ], + "metadata": { + "id": "6yvcoQTxJuPG" + }, + "id": "6yvcoQTxJuPG", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)" + ], + "metadata": { + "id": "zd0Q9OJsJzhT" + }, + "id": "zd0Q9OJsJzhT", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_standardise = pd.DataFrame(X_scaled,columns=X.columns)\n", + "X_standardise.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "id": "T6GNzjsWvilO", + "outputId": "7c5be316-0714-4b41-edb1-d75ca2db73de" + }, + "id": "T6GNzjsWvilO", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Madrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minYearmonth_sinmonth_cosday_sinday_coshour_sinhour_cos
0-1.035300-0.339825-0.9469170.5161170.270621-1.335491-0.466100-0.4732950.6308232.279492-1.660205-0.6563170.7007950.00.00.0-0.0406620.00.00.00.0-0.414733-0.9416132.0006220.0-0.168081-2.616796-0.237976-2.835227-2.8908880.454306-2.4902660.540928-2.893762-1.395227-2.420380-1.354598-2.373240-2.566003-1.222226-2.740062-2.126946-2.405393-2.309892-1.2261790.0044271.420596-0.0066161.4512830.8971270.964072
1-1.258449-0.339825-0.3527220.6929530.298017-1.335491-0.466100-0.4732950.6079590.796577-0.578686-0.6563170.7007950.00.00.0-0.0406620.00.00.00.0-0.414733-0.9416132.0834650.0-0.168081-2.539014-0.237976-2.591966-2.6339260.454306-2.4031080.298645-2.627185-1.457317-2.374370-1.423738-2.215566-2.408926-1.296343-2.585387-2.042418-2.357388-2.261154-1.2261790.0044271.420596-0.0066161.4512831.546155-0.060979
2-0.812152-0.339825-0.7488520.3834910.284319-1.335491-0.466100-0.4732950.542632-0.4744941.520733-0.6563170.2474790.00.00.0-0.0406620.00.00.00.0-0.414733-0.9416132.1248870.0-0.168081-2.105564-0.237976-1.761812-1.7570120.454306-1.9174090.021750-1.717462-1.316720-1.726058-1.267176-1.508620-1.704653-1.128513-1.891887-1.571372-1.680968-1.574407-1.2261790.0044271.420596-0.0066161.4512831.071922-1.162787
3-0.812152-0.339825-0.7488520.118238-0.044439-1.335491-0.466100-0.4732950.398912-0.2626490.925711-0.6563171.1541100.00.00.0-0.0406620.00.00.00.0-0.414733-0.9416132.1248870.0-2.189210-1.361703-0.237976-0.850953-0.7948490.454306-1.083879-0.583957-0.719299-1.062154-0.783992-0.983703-0.580283-0.779827-0.824638-0.981206-0.762991-0.698057-0.576488-1.2261790.0044271.420596-0.0066161.451283-0.168464-1.511667
4-0.812152-0.339825-0.748852-0.161751-0.017043-1.274045-0.993463-0.4732950.2551921.0084220.779762-0.6563170.4741370.00.00.0-0.0406620.00.00.00.0-0.414733-0.9416132.0420440.0-0.168081-1.3482142.832155-1.100044-1.0579700.454306-1.068764-0.358980-0.992265-0.954979-0.908771-0.864356-0.410509-0.610695-0.696702-0.814661-0.748332-0.828246-0.708665-1.2261790.0044271.420596-0.0066161.451283-1.240968-0.844906
\n", + "
" + ], + "text/plain": [ + " Madrid_wind_speed Bilbao_rain_1h ... hour_sin hour_cos\n", + "0 -1.035300 -0.339825 ... 0.897127 0.964072\n", + "1 -1.258449 -0.339825 ... 1.546155 -0.060979\n", + "2 -0.812152 -0.339825 ... 1.071922 -1.162787\n", + "3 -0.812152 -0.339825 ... -0.168464 -1.511667\n", + "4 -0.812152 -0.339825 ... -1.240968 -0.844906\n", + "\n", + "[5 rows x 51 columns]" + ] + }, + "metadata": {}, + "execution_count": 27 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Split data**" + ], + "metadata": { + "id": "DkCkkZ382JM1" + }, + "id": "DkCkkZ382JM1" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2344b3e0", + "metadata": { + "id": "2344b3e0" + }, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_standardise, \n", + " y, \n", + " test_size=0.2, \n", + " shuffle=False)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Create one or more ML models**" + ], + "metadata": { + "id": "xqlQLPTL1czZ" + }, + "id": "xqlQLPTL1czZ" + }, + { + "cell_type": "code", + "source": [ + "#Linear Regression Model\n", + "lr = LinearRegression()\n", + "lr.fit(X_train, y_train) \n", + "pred_train_lr= lr.predict(X_train)\n", + "\n", + "pred_test_lr = lr.predict(X_test)\n" + ], + "metadata": { + "id": "2RX5y1dden6f" + }, + "id": "2RX5y1dden6f", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Random Forest Model\n", + "model_rf = RandomForestRegressor(n_estimators=500, oob_score=True, random_state=100)\n", + "model_rf.fit(X_train, y_train) \n", + "pred_train_rf= model_rf.predict(X_train)\n", + "\n", + "pred_test_rf = model_rf.predict(X_test)\n" + ], + "metadata": { + "id": "3Sjbfh67uyHi" + }, + "id": "3Sjbfh67uyHi", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pred_test_truerf = model_rf.predict(df_standard) # predicting yhat from the df_test data" + ], + "metadata": { + "id": "sqaDKb8HJUyH" + }, + "id": "sqaDKb8HJUyH", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df1['load_shortfall_3h'] = pred_test_truerf\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "TfdkVJr8xM2b", + "outputId": "ac03faa7-f6c5-4a97-8693-cb316122be76" + }, + "id": "TfdkVJr8xM2b", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.1500009183.045667
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.1500003750.608667
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.1500004266.987667
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.4833337393.955333
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.1500009035.334000
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp_min load_shortfall_3h\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.150000 9183.045667\n", + "1 2018-01-01 03:00:00 4.666667 ... 278.150000 3750.608667\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.150000 4266.987667\n", + "3 2018-01-01 09:00:00 2.666667 ... 274.483333 7393.955333\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.150000 9035.334000\n", + "\n", + "[5 rows x 46 columns]" + ] + }, + "metadata": {}, + "execution_count": 32 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df_rf = df1[['time','load_shortfall_3h']]\n", + "df_rf.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "6RRqDpBmxikN", + "outputId": "b843c73a-e435-45b4-d1c5-7dda9abe5947" + }, + "id": "6RRqDpBmxikN", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeload_shortfall_3h
02018-01-01 00:00:009183.045667
12018-01-01 03:00:003750.608667
22018-01-01 06:00:004266.987667
32018-01-01 09:00:007393.955333
42018-01-01 12:00:009035.334000
\n", + "
" + ], + "text/plain": [ + " time load_shortfall_3h\n", + "0 2018-01-01 00:00:00 9183.045667\n", + "1 2018-01-01 03:00:00 3750.608667\n", + "2 2018-01-01 06:00:00 4266.987667\n", + "3 2018-01-01 09:00:00 7393.955333\n", + "4 2018-01-01 12:00:00 9035.334000" + ] + }, + "metadata": {}, + "execution_count": 33 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Downloading csv\n", + "from google.colab import files\n", + "df_rf.to_csv('final_rf.csv', encoding = 'utf-8-sig', index= False) \n", + "files.download('final_rf.csv')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "BkQzksGoKdi7", + "outputId": "3c5277a0-55b7-458f-b74f-7ac66957b983" + }, + "id": "BkQzksGoKdi7", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "download(\"download_eb4671f4-be9c-4537-a846-5f09b59c0bec\", \"final_rf.csv\", 111696)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Light Gradient Boosting Model\n", + "model_lgb = LGBMRegressor(n_estimators=150, learning_rate=0.3)\n", + "model_lgb.fit(X_train, y_train) \n", + "pred_train_lgb= model_lgb.predict(X_train)\n", + "\n", + "pred_test_lgb = model_lgb.predict(X_test)\n" + ], + "metadata": { + "id": "8LYV9Jryym1P" + }, + "id": "8LYV9Jryym1P", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Gradient Boosting Model\n", + "model_gb = GradientBoostingRegressor(n_estimators=360)\n", + "model_gb.fit(X_train, y_train) \n", + "pred_train_gb= model_gb.predict(X_train)\n", + "\n", + "pred_test_gb = model_gb.predict(X_test)\n" + ], + "metadata": { + "id": "zDbWypbWNrKO" + }, + "id": "zDbWypbWNrKO", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_pred_gb = model_gb.predict(df_standard) # predicting yhat from the df_test data" + ], + "metadata": { + "id": "IIvaPkJ-LvQG" + }, + "id": "IIvaPkJ-LvQG", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df1['load_shortfall_3h'] = y_pred_gb\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "5-InbtkcMNE8", + "outputId": "29d7d190-0150-4f53-88b8-354dfd727151" + }, + "id": "5-InbtkcMNE8", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.1500006586.760977
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.1500002889.899734
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.150000340.544907
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.4833334183.192286
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.1500005960.853485
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp_min load_shortfall_3h\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.150000 6586.760977\n", + "1 2018-01-01 03:00:00 4.666667 ... 278.150000 2889.899734\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.150000 340.544907\n", + "3 2018-01-01 09:00:00 2.666667 ... 274.483333 4183.192286\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.150000 5960.853485\n", + "\n", + "[5 rows x 46 columns]" + ] + }, + "metadata": {}, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df_gb = df1[['time','load_shortfall_3h']]\n", + "df_gb.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "W150fxbsMe9L", + "outputId": "9620948b-9970-4953-80bb-82eb98d676b6" + }, + "id": "W150fxbsMe9L", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeload_shortfall_3h
02018-01-01 00:00:006586.760977
12018-01-01 03:00:002889.899734
22018-01-01 06:00:00340.544907
32018-01-01 09:00:004183.192286
42018-01-01 12:00:005960.853485
\n", + "
" + ], + "text/plain": [ + " time load_shortfall_3h\n", + "0 2018-01-01 00:00:00 6586.760977\n", + "1 2018-01-01 03:00:00 2889.899734\n", + "2 2018-01-01 06:00:00 340.544907\n", + "3 2018-01-01 09:00:00 4183.192286\n", + "4 2018-01-01 12:00:00 5960.853485" + ] + }, + "metadata": {}, + "execution_count": 38 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing csv\n", + "#model_gb = GradientBoostingRegressor(n_estimators=360)\n", + "from google.colab import files\n", + "df_rf.to_csv('final_gb3.csv', encoding = 'utf-8-sig', index= False) \n", + "files.download('final_gb3.csv')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "EOe-1AVfMn1q", + "outputId": "696c18a5-8101-4af1-9155-71ac2a3ad662" + }, + "id": "EOe-1AVfMn1q", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "download(\"download_868b7b5b-06e2-4e64-893b-72a8f3795e83\", \"final_gb3.csv\", 111696)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Recursive Feature Elimination Model(estimator= Gradient Boost Model)\n", + "rfe_gb = RFECV(GradientBoostingRegressor())\n", + "rfe_gb.fit(X_train, y_train) \n", + "pred_train_rfe_gb= rfe_gb.predict(X_train)\n", + "\n", + "pred_test_rfe_gb = rfe_gb.predict(X_test)\n", + "\n" + ], + "metadata": { + "id": "Vbs_TqQ3KBKK" + }, + "id": "Vbs_TqQ3KBKK", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_pred_rfe_gb = rfe_gb.predict(df_standard) # predicting yhat from the df_test data" + ], + "metadata": { + "id": "G8BvCho4e8k-" + }, + "id": "G8BvCho4e8k-", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df1['load_shortfall_3h'] = y_pred_rfe_gb\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "x_NI0XxjfMOY", + "outputId": "81107204-d358-46c7-959a-cf233a40466a" + }, + "id": "x_NI0XxjfMOY", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.1500007903.268942
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.1500003329.345963
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.1500002165.509557
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.4833335486.741191
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.1500007801.027138
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp_min load_shortfall_3h\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.150000 7903.268942\n", + "1 2018-01-01 03:00:00 4.666667 ... 278.150000 3329.345963\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.150000 2165.509557\n", + "3 2018-01-01 09:00:00 2.666667 ... 274.483333 5486.741191\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.150000 7801.027138\n", + "\n", + "[5 rows x 46 columns]" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df_rfe_gb = df1[['time','load_shortfall_3h']]\n", + "df_rfe_gb.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "Dg2zad2PfVCr", + "outputId": "e1d243a6-5df3-4857-ed63-402bdbdae02b" + }, + "id": "Dg2zad2PfVCr", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeload_shortfall_3h
02018-01-01 00:00:007903.268942
12018-01-01 03:00:003329.345963
22018-01-01 06:00:002165.509557
32018-01-01 09:00:005486.741191
42018-01-01 12:00:007801.027138
\n", + "
" + ], + "text/plain": [ + " time load_shortfall_3h\n", + "0 2018-01-01 00:00:00 7903.268942\n", + "1 2018-01-01 03:00:00 3329.345963\n", + "2 2018-01-01 06:00:00 2165.509557\n", + "3 2018-01-01 09:00:00 5486.741191\n", + "4 2018-01-01 12:00:00 7801.027138" + ] + }, + "metadata": {}, + "execution_count": 42 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing csv\n", + "#rfe_gb = RFECV(GradientBoostingRegressor())\n", + "from google.colab import files\n", + "df_rfe_gb.to_csv('final_gb5.csv', encoding = 'utf-8-sig', index= False) \n", + "files.download('final_gb5.csv')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "F5IlA2_Bfgrl", + "outputId": "1f156723-a8fe-40f1-8398-0573894b8eee" + }, + "id": "F5IlA2_Bfgrl", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "download(\"download_a0e64759-8af1-4830-a445-9b464934ce62\", \"final_gb5.csv\", 112085)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Extreme Gradient Boosting Model\n", + "model_xgb = XGBRegressor()\n", + "model_xgb.fit(X_train, y_train) \n", + "pred_train_xgb= model_xgb.predict(X_train)\n", + "\n", + "pred_test_xgb = model_xgb.predict(X_test)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VowIpAXdtt-F", + "outputId": "f9a0bf51-ceeb-412f-e68a-80d3263bd026" + }, + "id": "VowIpAXdtt-F", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[21:09:55] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_pred_xgb =model_xgb.predict(df_standard) # predicting yhat from the df_test data" + ], + "metadata": { + "id": "IbRDjY2YuVnw" + }, + "id": "IbRDjY2YuVnw", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df1['load_shortfall_3h'] = y_pred_xgb\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "nwTNXK_6uoe1", + "outputId": "76493db9-b289-4220-9edd-6e732b8e7043" + }, + "id": "nwTNXK_6uoe1", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.1500008301.939453
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.1500003930.625977
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.1500002260.436279
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.4833335842.785156
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.1500007483.940918
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp_min load_shortfall_3h\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.150000 8301.939453\n", + "1 2018-01-01 03:00:00 4.666667 ... 278.150000 3930.625977\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.150000 2260.436279\n", + "3 2018-01-01 09:00:00 2.666667 ... 274.483333 5842.785156\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.150000 7483.940918\n", + "\n", + "[5 rows x 46 columns]" + ] + }, + "metadata": {}, + "execution_count": 45 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df_xgb = df1[['time','load_shortfall_3h']]\n", + "df_xgb.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "5oQGKs9Duv3o", + "outputId": "f90d2ed5-d471-4fc5-bbbb-eb0acd487534" + }, + "id": "5oQGKs9Duv3o", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeload_shortfall_3h
02018-01-01 00:00:008301.939453
12018-01-01 03:00:003930.625977
22018-01-01 06:00:002260.436279
32018-01-01 09:00:005842.785156
42018-01-01 12:00:007483.940918
\n", + "
" + ], + "text/plain": [ + " time load_shortfall_3h\n", + "0 2018-01-01 00:00:00 8301.939453\n", + "1 2018-01-01 03:00:00 3930.625977\n", + "2 2018-01-01 06:00:00 2260.436279\n", + "3 2018-01-01 09:00:00 5842.785156\n", + "4 2018-01-01 12:00:00 7483.940918" + ] + }, + "metadata": {}, + "execution_count": 46 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing csv\n", + "#model_xgb = XGBRegressor()\n", + "from google.colab import files\n", + "df_xgb.to_csv('final_gb6.csv', encoding = 'utf-8-sig', index= False) \n", + "files.download('final_gb6.csv')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "_Wb6Rz-uu8PB", + "outputId": "64e99824-6bbf-4d23-9f64-5dd258ed422f" + }, + "id": "_Wb6Rz-uu8PB", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "download(\"download_4660d4a9-c6f5-4163-9ebf-ebf692a154af\", \"final_gb6.csv\", 86415)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Extreme Gradient Boosting Model (n_estimators=150, objective = 'reg:squarederror')\n", + "model_xgb1 = XGBRegressor(n_estimators=150, objective = 'reg:squarederror')\n", + "model_xgb1.fit(X_train, y_train) \n", + "pred_train_xgb1= model_xgb1.predict(X_train)\n", + "\n", + "pred_test_xgb1 = model_xgb1.predict(X_test)\n" + ], + "metadata": { + "id": "4TinIImgwd6S" + }, + "id": "4TinIImgwd6S", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_pred_xgb1 =model_xgb1.predict(df_standard) # predicting yhat from the df_test data" + ], + "metadata": { + "id": "YtETtoEp1DuC" + }, + "id": "YtETtoEp1DuC", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df1['load_shortfall_3h'] = y_pred_xgb1\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "wdFCwGCm1KPo", + "outputId": "3c2452d2-57aa-4410-bb19-51c25ed1b4d0" + }, + "id": "wdFCwGCm1KPo", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.1500007950.923828
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.1500003386.758545
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.1500001770.392212
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.4833335575.355469
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.1500007128.542969
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp_min load_shortfall_3h\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.150000 7950.923828\n", + "1 2018-01-01 03:00:00 4.666667 ... 278.150000 3386.758545\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.150000 1770.392212\n", + "3 2018-01-01 09:00:00 2.666667 ... 274.483333 5575.355469\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.150000 7128.542969\n", + "\n", + "[5 rows x 46 columns]" + ] + }, + "metadata": {}, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df_xgb1 = df1[['time','load_shortfall_3h']]\n", + "df_xgb1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "DLj8uKs_1Ps0", + "outputId": "15b9e2b0-5154-4b1a-9b26-d898588255e0" + }, + "id": "DLj8uKs_1Ps0", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeload_shortfall_3h
02018-01-01 00:00:007950.923828
12018-01-01 03:00:003386.758545
22018-01-01 06:00:001770.392212
32018-01-01 09:00:005575.355469
42018-01-01 12:00:007128.542969
\n", + "
" + ], + "text/plain": [ + " time load_shortfall_3h\n", + "0 2018-01-01 00:00:00 7950.923828\n", + "1 2018-01-01 03:00:00 3386.758545\n", + "2 2018-01-01 06:00:00 1770.392212\n", + "3 2018-01-01 09:00:00 5575.355469\n", + "4 2018-01-01 12:00:00 7128.542969" + ] + }, + "metadata": {}, + "execution_count": 50 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing csv\n", + "#model_xgb1 = XGBRegressor(n_estimators=150, objective = 'reg:squarederror')\n", + "from google.colab import files\n", + "df_xgb1.to_csv('final_gb61.csv', encoding = 'utf-8-sig', index= False) \n", + "files.download('final_gb61.csv')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "9gc9-znd1cik", + "outputId": "1c52f786-4923-4d96-9277-20b43aa87bf7" + }, + "id": "9gc9-znd1cik", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "download(\"download_d1f15c00-fd3f-41e9-9b78-fc5d000b1328\", \"final_gb61.csv\", 86481)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Gradient Boosting Model(loss = 'ls', learning_rate = 0.15)\n", + "model_gb2 = GradientBoostingRegressor(loss = 'ls', learning_rate = 0.15)\n", + "model_gb2.fit(X_train, y_train) \n", + "pred_train_gb2= model_gb2.predict(X_train)\n", + "\n", + "pred_test_gb2 = model_gb2.predict(X_test)\n" + ], + "metadata": { + "id": "h38RdQ0LYwUA" + }, + "id": "h38RdQ0LYwUA", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_pred_gb2 = model_gb2.predict(df_standard) # predicting yhat from the df_test data" + ], + "metadata": { + "id": "_v0VOzCvZieA" + }, + "id": "_v0VOzCvZieA", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df1['load_shortfall_3h'] = y_pred_gb2\n", + "df1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "id": "29YmkVrXZozZ", + "outputId": "93c655fb-d317-47d7-87f5-042c10ab00fa" + }, + "id": "29YmkVrXZozZ", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeMadrid_wind_speedBilbao_rain_1hValencia_wind_speedSeville_humidityMadrid_humidityBilbao_clouds_allBilbao_wind_speedSeville_clouds_allBilbao_wind_degBarcelona_wind_speedBarcelona_wind_degMadrid_clouds_allSeville_wind_speedBarcelona_rain_1hSeville_rain_1hBilbao_snow_3hBarcelona_pressureSeville_rain_3hMadrid_rain_1hBarcelona_rain_3hValencia_snow_3hMadrid_weather_idBarcelona_weather_idBilbao_pressureSeville_weather_idValencia_pressureSeville_temp_maxMadrid_pressureValencia_temp_maxValencia_tempBilbao_weather_idSeville_tempValencia_humidityValencia_temp_minBarcelona_temp_maxMadrid_temp_maxBarcelona_tempBilbao_temp_minBilbao_tempBarcelona_temp_minBilbao_temp_maxSeville_temp_minMadrid_tempMadrid_temp_minload_shortfall_3h
02018-01-01 00:00:005.0000000.05.00000087.00000071.33333320.0000003.0000000.000000193.3333334.000000176.6666670.01.0000000.00.001017.3333330.00.00.00800.0800.0000001025.666667800.000000NaN284.4833331030.000000287.483333287.483333801.000000283.67333346.333333287.483333287.816667280.816667287.356667276.150000280.380000286.816667285.150000283.150000279.866667279.1500007642.258619
12018-01-01 03:00:004.6666670.05.33333389.00000078.0000000.0000003.6666670.000000143.3333334.666667266.6666670.00.6666670.00.001020.3333330.00.00.00800.0800.3333331026.666667800.000000NaN282.4833331030.333333284.150000284.150000721.000000281.67333353.666667284.150000284.816667280.483333284.190000277.816667281.010000283.483333284.150000281.150000279.193333278.1500002564.745567
22018-01-01 06:00:002.3333330.05.00000089.00000089.6666670.0000002.3333336.666667130.0000004.000000263.3333330.00.6666670.00.001023.0000000.00.00.00800.0800.0000001025.333333800.333333NaN280.8166671030.666667282.816667282.816667800.000000280.61333342.000000282.816667284.483333276.483333283.150000276.816667279.196667281.816667282.150000280.483333276.340000276.1500001524.732646
32018-01-01 09:00:002.6666670.05.33333393.33333382.66666726.6666675.6666676.666667196.6666672.33333386.6666670.01.3333330.00.001025.6666670.00.00.00800.0800.0000001025.000000800.333333NaN281.1500001032.333333283.483333283.483333801.333333279.93666745.000000283.483333284.150000277.150000283.190000279.150000281.740000282.150000284.483333279.150000275.953333274.4833335284.078849
42018-01-01 12:00:004.0000000.08.66666765.33333364.00000026.66666710.6666670.000000233.3333334.666667283.3333330.01.0000000.00.001026.0000000.00.00.00800.0800.3333331022.333333800.000000NaN287.1500001032.333333287.150000287.150000801.333333285.57000041.000000287.150000287.483333281.150000286.816667281.816667284.116667286.150000286.816667284.483333280.686667280.1500007098.143457
\n", + "
" + ], + "text/plain": [ + " time Madrid_wind_speed ... Madrid_temp_min load_shortfall_3h\n", + "0 2018-01-01 00:00:00 5.000000 ... 279.150000 7642.258619\n", + "1 2018-01-01 03:00:00 4.666667 ... 278.150000 2564.745567\n", + "2 2018-01-01 06:00:00 2.333333 ... 276.150000 1524.732646\n", + "3 2018-01-01 09:00:00 2.666667 ... 274.483333 5284.078849\n", + "4 2018-01-01 12:00:00 4.000000 ... 280.150000 7098.143457\n", + "\n", + "[5 rows x 46 columns]" + ] + }, + "metadata": {}, + "execution_count": 53 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the time and predicted yhats\n", + "df_gb2 = df1[['time','load_shortfall_3h']]\n", + "df_gb2.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "GFCvqDFsZsow", + "outputId": "61b249e4-125f-4dae-9600-72207edee163" + }, + "id": "GFCvqDFsZsow", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
timeload_shortfall_3h
02018-01-01 00:00:007642.258619
12018-01-01 03:00:002564.745567
22018-01-01 06:00:001524.732646
32018-01-01 09:00:005284.078849
42018-01-01 12:00:007098.143457
\n", + "
" + ], + "text/plain": [ + " time load_shortfall_3h\n", + "0 2018-01-01 00:00:00 7642.258619\n", + "1 2018-01-01 03:00:00 2564.745567\n", + "2 2018-01-01 06:00:00 1524.732646\n", + "3 2018-01-01 09:00:00 5284.078849\n", + "4 2018-01-01 12:00:00 7098.143457" + ] + }, + "metadata": {}, + "execution_count": 54 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing csv\n", + "#model_gb = GradientBoostingRegressor(loss = 'ls', learning_rate = 0.25)\n", + "from google.colab import files\n", + "df_gb2.to_csv('final_gb41.csv', encoding = 'utf-8-sig', index= False) \n", + "files.download('final_gb41.csv')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "qlWKA-kTZv6D", + "outputId": "b391889d-4d4f-42d0-df15-c4ecd92c3c6d" + }, + "id": "qlWKA-kTZv6D", + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "download(\"download_8344b5c3-54c5-4b76-b4da-c51247d56154\", \"final_gb41.csv\", 112085)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Evaluate one or more ML models**" + ], + "metadata": { + "id": "Qhwikqkh8DHE" + }, + "id": "Qhwikqkh8DHE" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a70c15d7", + "metadata": { + "id": "a70c15d7", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "561109dd-b090-4758-c9fb-8623fd8eeab2" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 19130453.046835244\n", + "Train_RMSE : 4373.837336577029\n", + "Train_R_squared : 0.24587196344009776\n", + "Test_MSE : 21938057.67134939\n", + "Test_RMSE : 4683.808031009532\n", + "Test_R_squared : 0.013994112363069244\n" + ] + } + ], + "source": [ + "#Linear Regression Model\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_lr))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_lr)))\n", + "print('Train_R_squared :', r2_score(y_train, pred_train_lr))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_lr))\n", + "print('Test_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_lr)))\n", + "print('Test_R_squared :', r2_score(y_test, pred_test_lr))" + ] + }, + { + "cell_type": "code", + "source": [ + "#Random Forest Model\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_rf))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_rf)))\n", + "print('Train_R_squared :', r2_score(y_train, pred_train_rf))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_rf))\n", + "print('Test_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_rf)))\n", + "print('Test_R_squared :', r2_score(y_test, pred_test_rf))" + ], + "metadata": { + "id": "Vf9carZC-Ht_", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "96d430d8-4c24-4210-d22c-e1d11566d7d1" + }, + "id": "Vf9carZC-Ht_", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 1338064.393884089\n", + "Train_RMSE : 1156.747333640363\n", + "Train_R_squared : 0.9472531114825086\n", + "Test_MSE : 19458824.768534776\n", + "Test_RMSE : 4411.215792560456\n", + "Test_R_squared : 0.1254232222514493\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Light Gradient Boosting Model\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_lgb))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_lgb)))\n", + "print('Train_R-squared :', r2_score(y_train, pred_train_lgb))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_lgb))\n", + "print('Test_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_lgb)))\n", + "print('Test_R-squared :', r2_score(y_test, pred_test_lgb))" + ], + "metadata": { + "id": "lHv-rPNu-ur6", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "8e22bffc-4563-41a6-cd9b-af5a12f12f62" + }, + "id": "lHv-rPNu-ur6", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 932331.8586071334\n", + "Train_RMSE : 965.5733315534006\n", + "Train_R-squared : 0.963247206313812\n", + "Test_MSE : 18033700.52752135\n", + "Test_RMSE : 4246.6104751344155\n", + "Test_R-squared : 0.18947542383210614\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Gradient Boosting model\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_gb))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_gb)))\n", + "print('Train_R-squared :', r2_score(y_train, pred_train_gb))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_gb))\n", + "print('Test_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_gb)))\n", + "print('Test_R-squared :', r2_score(y_test, pred_test_gb))" + ], + "metadata": { + "id": "o-X1NG4tAHb1", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "2177bb44-f54f-4db4-922f-ee20e569126d" + }, + "id": "o-X1NG4tAHb1", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 7545398.4670448005\n", + "Train_RMSE : 2746.8888705305862\n", + "Train_R-squared : 0.7025581925799753\n", + "Test_MSE : 16220616.263006907\n", + "Test_RMSE : 4027.4826210682654\n", + "Test_R-squared : 0.2709644866458951\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Recursive Feature Elimination Model(estimator= Gradient Boost Model)\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_rfe_gb))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_rfe_gb)))\n", + "print('Train_R-squared :', r2_score(y_train, pred_train_rfe_gb))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_rfe_gb))\n", + "print('Tes_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_rfe_gb)))\n", + "print('Test_R-squared :', r2_score(y_test, pred_test_rfe_gb))" + ], + "metadata": { + "id": "qqrba5s9BfTJ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "848e8205-a127-44f7-960d-17cc01b52fff" + }, + "id": "qqrba5s9BfTJ", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 11200207.933540463\n", + "Train_RMSE : 3346.6711720066646\n", + "Train_R-squared : 0.5584845378567342\n", + "Test_MSE : 16167753.607200906\n", + "Tes_RMSE : 4020.914523737219\n", + "Test_R-squared : 0.27334039843542945\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Extreme Gradient Boosting Model\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_xgb))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_xgb)))\n", + "print('Train_R-squared :', r2_score(y_train, pred_train_xgb))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_xgb))\n", + "print('Test_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_xgb)))\n", + "print('Test_R-squared :', r2_score(y_test, pred_test_xgb))" + ], + "metadata": { + "id": "4pb8UdqgEDq8", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "827a0b13-8540-4866-a3b7-112d67fa8ba2" + }, + "id": "4pb8UdqgEDq8", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 11257368.439892652\n", + "Train_RMSE : 3355.2002086153743\n", + "Train_R-squared : 0.5562312540312747\n", + "Test_MSE : 16055237.389127245\n", + "Test_RMSE : 4006.8987245907833\n", + "Test_R-squared : 0.27839743927000415\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Extreme Gradient Boosting Model (n_estimators=150, objective = 'reg:squarederror')\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_xgb1))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_xgb1)))\n", + "print('Train_R-squared :', r2_score(y_train, pred_train_xgb1))\n", + "\n", + "print('Train_MSE :',mean_squared_error(y_test,pred_test_xgb1))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_xgb1)))\n", + "print('Train_R-squared :', r2_score(y_test, pred_test_xgb1))" + ], + "metadata": { + "id": "swJmJRcgFWdz", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e3a7311c-1c92-42c0-ddf3-f19f114b6346" + }, + "id": "swJmJRcgFWdz", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 10236745.386937123\n", + "Train_RMSE : 3199.4914262952984\n", + "Train_R-squared : 0.596464512339836\n", + "Train_MSE : 15820558.553442782\n", + "Train_RMSE : 3977.506574908806\n", + "Train_R-squared : 0.2889450783160469\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Gradient Boosting Model(loss = 'ls', learning_rate = 0.15)\n", + "print('Train_MSE :',mean_squared_error(y_train,pred_train_gb2))\n", + "print('Train_RMSE :', np.sqrt(mean_squared_error(y_train,pred_train_gb2)))\n", + "print('Train_R-squared :', r2_score(y_train, pred_train_gb2))\n", + "\n", + "print('Test_MSE :',mean_squared_error(y_test,pred_test_gb2))\n", + "print('Test_RMSE :', np.sqrt(mean_squared_error(y_test,pred_test_gb2)))\n", + "print('Test_R-squared :', r2_score(y_test, pred_test_gb2))\n" + ], + "metadata": { + "id": "CXLbUOghG1BG", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3f4e8746-44ff-43cf-eb5e-a565ab20f588" + }, + "id": "CXLbUOghG1BG", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Train_MSE : 10089711.7261818\n", + "Train_RMSE : 3176.4306581730693\n", + "Train_R-squared : 0.6022606221142447\n", + "Test_MSE : 15677253.79219257\n", + "Test_RMSE : 3959.451198359764\n", + "Test_R-squared : 0.29538591006313664\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "id": "6b530251", + "metadata": { + "id": "6b530251" + }, + "source": [ + "\n", + "## 6. Model Performance\n", + "\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a69b5a1", + "metadata": { + "id": "6a69b5a1", + "outputId": "c679aa9b-40ff-4d04-c77b-46ba5eae5738", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Int64Index: 8 entries, 1 to 8\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Model 8 non-null object\n", + " 1 Train_MSE 8 non-null object\n", + " 2 Train_RMSE 8 non-null object\n", + " 3 Train_R_squared 8 non-null object\n", + " 4 Test_MSE 8 non-null object\n", + " 5 Test_RMSE 8 non-null object\n", + " 6 Test_R_squared 8 non-null object\n", + "dtypes: object(7)\n", + "memory usage: 512.0+ bytes\n" + ] + } + ], + "source": [ + "# Compare model performance\n", + "# loading a dataframe with the performance indicators of each model\n", + "performance_df = pd.read_csv('model_perf.csv', encoding='cp1252', names = ['Model', 'Train_MSE',\t'Train_RMSE',\t'Train_R_squared',\t'Test_MSE',\t'Test_RMSE',\t'Test_R_squared'])\n", + "performance_df = performance_df.drop(labels=[0], axis=0)\n", + "performance_df.info()" + ] + }, + { + "cell_type": "code", + "source": [ + "#Converting the datatype from object to float\n", + "performance_df['Train_MSE'] = performance_df['Train_MSE'].map(lambda x: float(x))\n", + "performance_df['Train_RMSE'] = performance_df['Train_RMSE'].map(lambda x: float(x))\n", + "performance_df['Train_R_squared'] = performance_df['Train_R_squared'].map(lambda x: float(x))\n", + "performance_df['Test_MSE'] = performance_df['Test_MSE'].map(lambda x: float(x))\n", + "performance_df['Test_RMSE'] = performance_df['Test_RMSE'].map(lambda x: float(x))\n", + "performance_df['Test_R_squared'] = performance_df['Test_R_squared'].map(lambda x: float(x))\n" + ], + "metadata": { + "id": "jCZlGgTIQOUC" + }, + "id": "jCZlGgTIQOUC", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "performance_df.info()" + ], + "metadata": { + "id": "cvbJkJ-2R5Wv", + "outputId": "0f253c39-e58b-49f8-bfac-499a7a540390", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "id": "cvbJkJ-2R5Wv", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Int64Index: 8 entries, 1 to 8\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Model 8 non-null object \n", + " 1 Train_MSE 8 non-null float64\n", + " 2 Train_RMSE 8 non-null float64\n", + " 3 Train_R_squared 8 non-null float64\n", + " 4 Test_MSE 8 non-null float64\n", + " 5 Test_RMSE 8 non-null float64\n", + " 6 Test_R_squared 8 non-null float64\n", + "dtypes: float64(6), object(1)\n", + "memory usage: 512.0+ bytes\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# subsetting to get only the RMSE of the train and test datasets\n", + "train_perf = performance_df[['Model','Train_RMSE','Test_RMSE']]\n", + "train_perf" + ], + "metadata": { + "id": "7maX81x-LAux", + "outputId": "7d468b06-7d8c-4a1a-c5d4-ac43461f72df", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + } + }, + "id": "7maX81x-LAux", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ModelTrain_RMSETest_RMSE
1Linear Model4373.8373374683.808031
2Random Forest Model1156.7473344411.215793
3Light Gradient Model965.5733324246.610475
4Gradient Boosting Model2746.8888714027.482621
5Recursive Feature Elimination Model3346.6711724020.914524
6Extreme Gradient Boosting Model3355.2002094006.898725
7Extreme Gradient Boosting Model23199.4914263977.506575
8Gradient Boosting Model23176.4306583959.451198
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ], + "text/plain": [ + " Model Train_RMSE Test_RMSE\n", + "1 Linear Model 4373.837337 4683.808031\n", + "2 Random Forest Model 1156.747334 4411.215793\n", + "3 Light Gradient Model 965.573332 4246.610475\n", + "4 Gradient Boosting Model 2746.888871 4027.482621\n", + "5 Recursive Feature Elimination Model 3346.671172 4020.914524\n", + "6 Extreme Gradient Boosting Model 3355.200209 4006.898725\n", + "7 Extreme Gradient Boosting Model2 3199.491426 3977.506575\n", + "8 Gradient Boosting Model2 3176.430658 3959.451198" + ] + }, + "metadata": {}, + "execution_count": 74 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Performance based on Train_RMSE\n", + "train_perf_sorted= train_perf.sort_values('Train_RMSE', ascending=False)\n", + "train_perf_sorted.plot(kind='barh' , x='Model', y='Train_RMSE')\n", + "plt.title(\"Model Performance based on Train_RMSE\")\n", + "plt.xlabel(\"Root Mean Square Error\")\n", + "plt.ylabel(\"Model\")\n" + ], + "metadata": { + "id": "VuYcbQf6AaPl", + "outputId": "26054d71-4052-49a6-b328-a617ed4a58b2", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 319 + } + }, + "id": "VuYcbQf6AaPl", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0, 0.5, 'Model')" + ] + }, + "metadata": {}, + "execution_count": 82 + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Performance based on Test_RMSE\n", + "sns.set_style(\"dark\")\n", + "test_perf_sorted = train_perf.sort_values('Test_RMSE', ascending=False)\n", + "test_perf_sorted.plot(kind='barh' , x='Model', y='Test_RMSE',)\n", + "plt.title(\"Model Performance based on Test_RMSE\")\n", + "plt.xlabel(\"Root Mean Square Error\")\n", + "plt.ylabel(\"Model\")" + ], + "metadata": { + "id": "7r3o78gOm_ZT", + "outputId": "8b89c06d-e5ff-452e-b952-51d962430d3e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 319 + } + }, + "id": "7r3o78gOm_ZT", + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0, 0.5, 'Model')" + ] + }, + "metadata": {}, + "execution_count": 83 + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Root Mean Square Error (RMSE) is a standard way to measure the error of a model in predicting quantitative data. The lower the RMSE the better the model. Light Gradient Model and the Random forest model have the lowest RMSE when it come to Training data however they are among the model with the Highest RMSE in the Test data indicating that there may be overfitting.*" + ], + "metadata": { + "id": "XSOOwpfsRIMZ" + }, + "id": "XSOOwpfsRIMZ" + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3874a7c6", + "metadata": { + "id": "3874a7c6", + "outputId": "c771add0-1679-4323-96bd-d889d542d459", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 319 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0, 0.5, 'Model')" + ] + }, + "metadata": {}, + "execution_count": 84 + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ], + "source": [ + "# Choose best model and motivate why it is the best choice\n", + "R_square_perf = performance_df[['Model','Test_R_squared']]\n", + "R_square_sorted =R_square_perf.sort_values('Test_R_squared', ascending=False)\n", + "R_square_sorted.plot(kind='barh' , x='Model', y='Test_R_squared',)\n", + "plt.title(\"Model Performance based on Test_R_square\")\n", + "plt.xlabel(\"R_square\")\n", + "plt.ylabel(\"Model\")" + ] + }, + { + "cell_type": "markdown", + "source": [ + "The best model is the Gradient Boosting Model2 with least squares loss function and a learning rate of 15% as it has the higest R_square at about 30% mean that the model explains about 30% of the variation in the target variable which is the load_shortfall_3h. The model also has the lowest RMSE at 3959.45\n", + "The loss function is a measure indicating how good are model’s coefficients are at fitting the underlying data.\n", + "The learning rate simply means how fast the model is learning." + ], + "metadata": { + "id": "xDu9__EbuDDw" + }, + "id": "xDu9__EbuDDw" + }, + { + "cell_type": "markdown", + "id": "a8ad0c0d", + "metadata": { + "id": "a8ad0c0d" + }, + "source": [ + "\n", + "## 7. Model Explanations\n", + "\n", + "Back to Table of Contents\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**The best model logic**" + ], + "metadata": { + "id": "RcwKxvr1rXnc" + }, + "id": "RcwKxvr1rXnc" + }, + { + "cell_type": "markdown", + "source": [ + "Gradient boosting method relies on the intuition that the best possible next model, when combined with previous models, minimizes the overall prediction error. It combines the efforts of multiple weak models(decision trees) to create a strong model, and each additional weak model reduces the mean squared error (which the average of the square of the difference between the true targets and the predicted values from a set of observations, such as a training or validation set)of the overall model.\n", + "A decision tree is a machine learning model that builds upon iteratively asking questions to partition data and reach a solution. " + ], + "metadata": { + "id": "C5ijzUwCwNQf" + }, + "id": "C5ijzUwCwNQf" + } + ], + "metadata": { + "kernelspec": { + "display_name": "ctgan-env", + "language": "python", + "name": "ctgan-env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + }, + "colab": { + "name": "Copy of 2110ACDS_VM13(final)-notebook.ipynb", + "provenance": [], + "include_colab_link": true + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file