{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression\n", "\n", "Regression modeling is any attempt to predict or explain a continous variable from a collection of input data. This could be student GPA, the position of a planet orbiting a sun, or the color of a pixel in a photo. Values such as whether a student is a STEM student or not, the probability of an event occuring (such as changing a major, an earthquake) are not regression tasks (they are classification).\n", "\n", "After completing this tutorial you should be able to:\n", "\n", "* use `sci-kit learn` to split data into training and testing sets\n", "* understand the model, fit, score paradigm in `sci-kit learn` and apply it to a problem\n", "* understand the most important visualizations of regression analysis: actual vs. predicted, actual vs. residuals, residuals distribution vs. assumed theoretical distribution (in case of OLS models)\n", "* have a conceptual understanding of the basic goal of any regression task\n", "* have some understanding that most statistical \"tests\" are typically just specific solutions of a linear regression problem\n", "* have some understanding of the assumptions of linear models\n", "\n", "## Further reading\n", "\n", "1. Hands on machine learning, probably the best practical machine learning textbook ever written https://github.com/ageron/handson-ml\n", "2. Common statistical tests are linear models, stop thinking statistics are something other than y=mx+b, they are not. lol. https://lindeloev.github.io/tests-as-linear/?fbclid=IwAR09Rp4Vv18fOO4lg0ITnCYJICCC1iuzeq-tNYPWsnmK6CrGgdErpvHfyWE\n", "\n", "## Data\n", "\n", "Here is a file named [`regression_data.csv`](data/regression_data.csv). Import the data like you did in the previous tutorial \"exploring data\". The first step in any regression task is to explore the data the raw data.\n", "\n", "# 1. Import the data\n", "\n", "We will first need to import the data. To do so, we need to first import the relevant libraries that are necessary to import and visualize the data. Then, we can import the data into a dataframe for analysis. \n", "\n", "1. First import the ``pandas``, ``numpy``, and ``matplotlib.pyplot`` libraries\n", "2. Then, import the data into a data frame using the ``read_csv()`` method." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "#comment" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cGPAattendancepassed_percentsexhsGPAethnicityfci_post
02.08362151.13722648.9294951.02.6420892.014.618734
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" ], "text/plain": [ " cGPA attendance passed_percent sex hsGPA ethnicity fci_post\n", "0 2.083621 51.137226 48.929495 1.0 2.642089 2.0 14.618734\n", "1 2.043927 47.819398 31.298644 1.0 1.872415 2.0 10.652295\n", "2 2.147087 34.160519 32.312813 0.0 2.068908 2.0 7.546426\n", "3 2.286152 55.850494 43.496181 0.0 2.058815 2.0 14.041647\n", "4 2.519186 77.501019 39.407797 0.0 1.932764 2.0 15.960932" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('data/regression_data.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Investigate the correlations\n", "\n", "Now that we have the data imported, you can see there's 7 variables for each student record. We are attempting to see what factors are connected with ``fci_post`` as we want to try to predict a measure of conceptual understanding. To do that it would be useful to see how each variable to correlates with the ``fci_post`` score. \n", "\n", "We can do this in a couple ways. \n", "1. We can use ``pandas`` method ``corr`` to see the correlation coefficients. [[How to use corr]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.corr.html)\n", "2. We can use ``pandas`` plotting library to visualize the correlations. [[How to use scatter_matrix]](https://pandas.pydata.org/docs/reference/api/pandas.plotting.scatter_matrix.html)\n", "\n", "### Questions\n", "Once you complete these correlational analysis, answer these questions.\n", "\n", "1. Which variables most strongly correlate with ``fci_post``?\n", "2. Is there any conflict between the information gained from ``corr`` and ``scatter_matrix``? That is, does one provide better information about correlations?\n", "3. Which variables might you expect to appear predictive in a model?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cGPAattendancepassed_percentsexhsGPAethnicityfci_post
cGPA1.000000-0.3790500.098558-0.0006980.014864-0.0065040.429689
attendance-0.3790501.0000000.198594-0.017965-0.014733-0.0240630.369330
passed_percent0.0985580.1985941.0000000.0235020.021640-0.0208830.568117
sex-0.000698-0.0179650.0235021.0000000.026238-0.021709-0.004709
hsGPA0.014864-0.0147330.0216400.0262381.000000-0.0359860.010453
ethnicity-0.006504-0.024063-0.020883-0.021709-0.0359861.000000-0.029876
fci_post0.4296890.3693300.568117-0.0047090.010453-0.0298761.000000
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" ], "text/plain": [ " cGPA attendance passed_percent sex hsGPA \\\n", "cGPA 1.000000 -0.379050 0.098558 -0.000698 0.014864 \n", "attendance -0.379050 1.000000 0.198594 -0.017965 -0.014733 \n", "passed_percent 0.098558 0.198594 1.000000 0.023502 0.021640 \n", "sex -0.000698 -0.017965 0.023502 1.000000 0.026238 \n", "hsGPA 0.014864 -0.014733 0.021640 0.026238 1.000000 \n", "ethnicity -0.006504 -0.024063 -0.020883 -0.021709 -0.035986 \n", "fci_post 0.429689 0.369330 0.568117 -0.004709 0.010453 \n", "\n", " ethnicity fci_post \n", "cGPA -0.006504 0.429689 \n", "attendance -0.024063 0.369330 \n", "passed_percent -0.020883 0.568117 \n", "sex -0.021709 -0.004709 \n", "hsGPA -0.035986 0.010453 \n", "ethnicity 1.000000 -0.029876 \n", "fci_post -0.029876 1.000000 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting._misc import scatter_matrix\n", "axes=scatter_matrix(df, figsize=(12,12))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Modeling\n", "\n", "Modeling data is as much an art as it is science. There is no \"true\" model, there is only a model that reduces error to an acceptable amount. Most models attempt to do this automatically by minimizing some sort of cost function (or error) using some kind of solver algorithm. These solving methods are beyond the scope of this workshop but are important to know they exist and somewhat how they work. If you are interested in this sort of thing I recommend starting with [this stats exchange thread](https://stats.stackexchange.com/questions/160179/do-we-need-gradient-descent-to-find-the-coefficients-of-a-linear-regression-mode) and googling each solver in the answer that seems interesting. This is only for Linear Least Squares models but its a good place to start. \n", "\n", "For this analysis, we will use the paradigm that we discussed where we split the data into a training set the develop the model and then use the model to predict the outcomes of a test set. \n", "\n", "\n", "\n", "## 3.1 Splitting the data\n", "\n", "We first need to split the data into a training set and a test set. To do this, we will also need to know which variable we intend to predict. The library ``sklearn`` has builtin methods for doing this splitting, so we will also need to import it. Notice that you can import a library any time that you need to.\n", "\n", "1. Import ``train_test_split`` from ``sklearn.model_selection``. \n", "2. Look at your data and determine which columns will be the input features of your model and which will be the predicted variable. You might find using ``columns`` useful. [[Return column labels]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.columns.html)\n", "3. Split the data into training and testing data sets using the `sklearn.model_selection` method `train_test_split` [[How to use train_test_split]](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html)\n", "\n", "### Questions\n", "\n", "1. How large is the training data set?\n", "2. How can you change the amount of data used in the training set? [[How to use train_test_split]](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['cGPA', 'attendance', 'passed_percent', 'sex', 'hsGPA', 'ethnicity',\n", " 'fci_post'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cGPAattendancepassed_percentsexhsGPAethnicity
02.08362151.13722648.9294951.02.6420892.0
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22.14708734.16051932.3128130.02.0689082.0
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.....................
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4000 rows × 6 columns

\n", "
" ], "text/plain": [ " cGPA attendance passed_percent sex hsGPA ethnicity\n", "0 2.083621 51.137226 48.929495 1.0 2.642089 2.0\n", "1 2.043927 47.819398 31.298644 1.0 1.872415 2.0\n", "2 2.147087 34.160519 32.312813 0.0 2.068908 2.0\n", "3 2.286152 55.850494 43.496181 0.0 2.058815 2.0\n", "4 2.519186 77.501019 39.407797 0.0 1.932764 2.0\n", "... ... ... ... ... ... ...\n", "3995 2.067698 52.941889 65.051548 1.0 2.107277 2.0\n", "3996 2.449005 63.282221 54.918656 0.0 2.205480 0.0\n", "3997 2.227918 52.155313 52.040404 1.0 1.679202 0.0\n", "3998 2.341053 46.928807 62.977916 0.0 2.468935 1.0\n", "3999 2.582593 50.484197 63.746409 0.0 0.276639 0.0\n", "\n", "[4000 rows x 6 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features = ['cGPA','attendance','passed_percent', 'sex', 'hsGPA', 'ethnicity']\n", "output = ['fci_post']\n", "df[features]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(df[features], df[output])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Creating and scoring the model\n", "\n", "Now that we have split the data into training and test sets, we can build a model of the training set. We will focus first on a linear model using an ordinary least squares (OLS) fit. This is likely a model that you are familiar with, particularly for lines of best fit between two measurements. The general approach is to construct a linear model for student records that minimizes the error using OLS. to do this we need to import the ``LinearRegression`` method from ``sklearn.linear_model``, then create a model, fit it, and score it. *Notice: this approach to using linear regression with sci-kit learn is quite similar across other regression methods.*\n", "\n", "1. Import the ``LinearRegression`` method from ``sklearn.linear_model`` [[How to use LinearRegression]](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression)\n", "2. Create an OLS model and fit it.\n", "3. Score the model using your model's built in `score` method. \n", "\n", "\n", "### Questions\n", "\n", "1. What does score represent? What is it summarizing? [[The score method]](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression.score)\n", "2. Are we justified in using a linear model? [[Read about assumptions of linear models]](https://statisticsbyjim.com/regression/ols-linear-regression-assumptions/)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinearRegression()" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LR = LinearRegression()\n", "LR.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6990618724731259" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LR.score(X_test,y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Analysing the model output\n", "\n", "Now that we have established the goal of the model is to minimize the error, created a model, and found a score for the model, we still must recognize that the model has some error. The error/residual is really just the linear distance from the model \"plane\" to the predicted value as shown below:\n", "\n", "\n", "\n", "These residuals are data in their own right. But instead of being data about students, courses, etc. they are data about the model and how it is giving predictions. Thus we can use them to describe the model performance.\n", "\n", "## 4.1 Predicting from test data\n", "\n", "We will start by investigating how well our model, constructed from the training set, predicts the scores from test set.\n", " \n", "1. Create predicted data using the model's `predict` method. \n", "2. Make a scatter plot to compare it to the actual values and draw a diagonal through this plot. \n", "\n", "### Questions\n", "\n", "1. What \"shape\" does the scatter plot \"blob\" look like? \n", "2. Does the \"blob\" follow the diagonal line or does it deviate in some way?\n", "3. Can you tell if the model over or under predicts scores in the test set?" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "predicted = LR.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Actual FCI Score')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,10))\n", "\n", "ax.scatter(x=y_test, y=predicted, alpha=0.15)\n", "ax.plot([-0, 30], [-0, 30], color='red')\n", "ax.set_ylabel('Predicted FCI score', fontsize=15)\n", "ax.set_xlabel('Actual FCI Score', fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2 Inspecting the residuals of the model\n", "\n", "One of the major assumptions of a linear model is that error is normall distributed. Basically, we aim for the error in the model to be distributed equally around zero, so that there's little [heteroscedasticity](https://statisticsbyjim.com/regression/heteroscedasticity-regression/). If a linear model has errors that are not normally dsitributed, we are might be in a little be of trouble with regard to believing the model, and we might have to try another modeling approach. One way to look into this is to compute and plot the residuals. They should be roughly normally distributed if we are justfied in using a linear model. This analysis will tell us if our model tends to overpredict or underpredict scores and for which scores it does so.\n", "\n", "\n", "1. Write a function to calculate the residuals of the model. \n", "2. Plot the actual values versus the residuals using a scatter plot. (*This is the most common way of seeing a residual analysis in practice.*)\n", "3. Collapse the residual scatter plot into a histogram. (*This is a useful visualization to see the normality of the distribution*) [[How to plot a histogram]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.hist.html)\n", "\n", "### Questions\n", "\n", "1. Do we appear to be justified in using a linear model?\n", "2. Does the model tend to overpredict or underpredict certain groups of scores?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def calculate_residuals(actual, predicted):\n", " return predicted - actual\n", "\n", "residuals = calculate_residuals(actual=y_test, predicted=predicted)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Actual')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "\n", "ax.scatter(x=y_test, y=residuals, alpha=0.15)\n", "ax.plot([0, 0], [-10, 10], color='black', linestyle='--', alpha=0.5)\n", "ax.set_ylim(-10, 10)\n", "\n", "ax.set_ylabel('Residuals', fontsize=15)\n", "ax.set_xlabel('Actual', fontsize=15)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Counts')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "\n", "residuals['fci_post'].hist()\n", "\n", "ax.set_xlabel('Residuals', fontsize=15)\n", "ax.set_ylabel('Counts', fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Model Features - training and fitting\n", "\n", "All models have some input data X and some output prediction Y. The input data X is of the shape $m \\times n$, so that means there are $m$ columns (or features) and $n$ data \"points\" (or vectors if $m>1$). For many models, you can return values from the model that give some indication as to how \"important\" each particular feature is to the model's training. Typically, the larger the magnitude of this value, the more important the feature is for prediction. This value for linear models is called the model *coefficients*. It may also be called *feature importance*. These values are always calculated from the data that was used to train (fit) the model. Thus, they don't really tell us about how important the features are for new data, rather how important the features were in deciding the \"shape\" of the model itself.\n", "\n", "## Finding fit coefficients\n", "\n", "For our linear model, the coefficients are related to the correlation between each input varaiable and the output prediction. Earlier you looked at the correlations between each input variable and the output variable. Now, we return the linear fit coefficients and plots them to see which features are most \"important\" to our model. ``LinearRegression`` has a builtin attribute ``coef_`` that returns these fit coefficients.\n", "\n", "1. Return the fit coefficients using ``coef_``\n", "2. Make a bar graph of all the features in the model. [[How to make a horizontal bar plot]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.barh.html)\n", "\n", "\n", "### Questions \n", "1. Which is the most important feature for fitting? \n", "2. Which is least important?" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coef
cGPA6.393756
attendance0.161022
passed_percent0.127282
sex-0.064830
hsGPA-0.018839
ethnicity-0.001307
\n", "
" ], "text/plain": [ " coef\n", "cGPA 6.393756\n", "attendance 0.161022\n", "passed_percent 0.127282\n", "sex -0.064830\n", "hsGPA -0.018839\n", "ethnicity -0.001307" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_coefficients = LR.coef_\n", "coefs_df = pd.DataFrame(model_coefficients.T, index=df.columns[0:-1], columns=['coef',])\n", "coefs_df" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "coefs_df['coef'].plot.barh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. Model Features - predicting\n", "\n", "The correlary to each feature's coefficient or importance value, is the amount of variance that feature explains in the prediction. Remember, we have split the data into two separate sets, the training data and the testing data. The test data is never shown to the model until after the model is \"fit\" to the training data. This secrecy is why we are able to test the predictive power of each model. This secret or \"hold out\" data can be used to measure the \"explained variance\" of each coefficient/feature. One method of doing this is called [recursive feature elimination](https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html). Essentially, the coefficient of the model are ordered by magnitude, and the smallest are then removed one at a time until only one feature is left. Each iteration the model's `score` function is called. This provides a ranking based on the predictive power of the features.\n", "\n", "## Finding the explained variance\n", "\n", "1. Import ``RFECV`` from ``sklearn.feature_selection``.\n", "2. Using the `RFE` function, calculate the explained variance of each of the features in your model using ``grid_scores_``. [[How to use RFE]](https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html)\n", "3. Plot the scores returned for each of the combination of features from largest contributions to smallest as a line plot.\n", "\n", "### Questions\n", "\n", "1. What fraction of the variance is explained by the whole model?\n", "2. Which input features explain the most variance?\n", "3. Which explain the least and could be dropped in order to find a parsimonious model?" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RFECV(estimator=LinearRegression())" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.feature_selection import RFECV\n", "rfe = RFECV(estimator=LinearRegression(), )\n", "rfe.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/caballero/opt/anaconda3/envs/JupyterBook/lib/python3.10/site-packages/sklearn/utils/deprecation.py:103: FutureWarning: The `grid_scores_` attribute is deprecated in version 1.0 in favor of `cv_results_` and will be removed in version 1.2.\n", " warnings.warn(msg, category=FutureWarning)\n" ] }, { "data": { "text/plain": [ "array([[0.19445554, 0.17727154, 0.15683166, 0.1209703 , 0.17859615],\n", " [0.53720044, 0.5017816 , 0.4552535 , 0.43029317, 0.51731368],\n", " [0.71183018, 0.6522259 , 0.63278148, 0.59968034, 0.67655925],\n", " [0.71114926, 0.65166472, 0.63114387, 0.59867254, 0.67635792],\n", " [0.71133486, 0.65186133, 0.63132631, 0.59807001, 0.6762205 ],\n", " [0.71130616, 0.651849 , 0.63130423, 0.59809474, 0.67624577]])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rfe.grid_scores_" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'R-squared')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mnZs60bNV9hbbm1fuYeYXa9i9JY5aTSpw0d1NqV6//KEE6/+CaUNg6wKo1hKu+9R14svyZbBh/waGzR5GxI4IOlTvwJBuQ2hUIedRblJjYoh+cxR7P/4Y0tLy9LqNKSqq9O9H9YceKtBz+hs4OgB9VDVNsof33bjhRw4np1uCrKG6FNAROAcoDcwWkTmqujrTTqrjgfEAnTp1sob0BUxVmbJoK89+v5y98ckMOKMR953TlDJZKr/37Yhn5leRbFi8i/JVQzm/fxsad6h26O5w22KYPhTWzoDydaHPGGh/LWRpOpucmsx7S99j/OLxhASGMOTUIVze9PIcWzGpKge+/54dI0aQums3Fa+9hqoD7ySgdKh7qvGaw3qJD43t5LtNAfTQ9oxtPut99z/MfpnW57ZP+lhYOe53mGNm2S/TPjmNr+X91kzX7XOOLGlVs64j83LW1yL92NnSHiYf6WmznotjyEehNoYonHOHtmxx5ER5zN/AsR+olsu2RsCOI+wfBYT7LNcFtuaQZpfXOz1ORP4C2gOrMUXChl1xPPntUv6J3EX78IpMvK0NrWtnrvxOiEsm4scNLPk9isDgAE69rDHtzq5LqSAvIOxZD78/B0u+gNKV4Lzh0Lk/BIVmO9/CnQsZNnsYkfsiOb/B+QzuPJhqYTm/DRMjI9n+zLPEz51LaLt2hL89ltJtbNgRY/KSv4HjO2CYiMwGNnrrVESqAg8DXx9h/3lAUxFpCGzBDZiYtXjrO+AtESkFBOOKskb6mU+TD5JS0hj/11re/C2SkMAAnunTmuu71s9U+Z2Wmsayv7cyd+p6EuKTadW9Nl0vaURYea/+ITYa/noZIt6DgFJw2oPQ/T4oXTHb+WKTYnl9wet8vupzapSpwaizR9EjvEeOeUuLiyN6zBj2TPyQgDJlqDlsGBWvuhIJsH4VxuQ1fwPHo8AMXGX2fG/dWKAJsB54+nA7q2qKiNwN/IJrjvue1yJroLd9rKquEJGfgcVAGq7J7lI/82ny2Nz1rvI7cmcsF7atxdMXt6JG+cxPBxuX7Wbml5Hs3RZHneYVOe2qplSt6zWLTYyB2aNh1ihIPggdboQzH4XytXI834xNM3j+3+eJjo+mb8u+3HPyPZQJKpMtnaoS88uv7HjxRVK2b6fClVdQ/aGHKFWpUp6/BsYYR/xtDSAiwcCNuDqIqsAeXDD5UFUT8zyHR6FTp04aERFRGKcu8fbFJ/HCjyv5LMJVfg+/tA1ntchclbVnWxwzv4xk07LdVKhWmm5XNKFh+6quHiMlCRZMdE1r46Kh5SWuaW3VnAdl2xG3gxfmvsCMTTNoVqkZQ08dSttqbXNMm7h+PTuGP0fczJmEtGxJzaefIuzkk/P8NTCmpBKR+arayd/9jvqJQ0RCccOKPK+q7wLv+nsyU3yoKt8u3MLw71ew72Ayd5zpKr/Dgg+9ZRJik5n7/XqW/rWFoJBAul/ZhLY96hJYKsC1Ylr6Ffz2LOzdAPVPg2s/gfDOOZ4vTdP4YtUXvL7gdZLTkrm/w/3c1PomggKyzzGedvAgu8aNY8+77yEhIdR44gkqXXctUsomtDSmIBz1J01VE0SkM66IyZRg66Jjeeq7pcyM3M1J4RX56PK2tKx1qOlsakoaS//cwrwf1pN0MIXWZ9Shy0UNKV3Oq8dY+5trWrt9MdRoA9d/CU165triJXJvJMNmD2Nh9EK61urK06c8Tb3yOTexjvntN3YMf47krVspf8nF1HjkEUpVy629hjEmPxzL6LiX4oqmTAmTmJLKuD/X8dbvkYSUCmD4pW3o26VexpSsqsrGJbuZ+VUk+3bEE96qMt2vaEKVOl7noy0LXNPa9X9ChXpw2XhoexXkUkGdmJrIhMUTeHfpu5QJKsPw7sO5pPElOXbkStq8mR3PPU/sH38Q0rQJ9T6cSJkuXfLrpTDGHIa/geMX3LDqtYAfcc1vM1WSqOqPeZQ3U4DmrNvN498sYV10HBe1q8XTF7Wiuk/l9+4tsfzzxRqiVu6lYo0wLhzUjvptqrgv+d1r4bfhsOxrKF0Zzn8BOt8OpUJyPd+87fN4ZvYzbDiwgYsaXcQjnR/JcXjotMREdr/zDrvHT4DAQKo/8giVb7oRCcpehGWMKRj+Bo6PvN+Xez9ZKVaUVazsiUvi+R9X8OX8KMIrl+aDWzvTo/mhyu+DMUn8O3U9y//eQnDpUpx+TVNan1GHwMAAiNkBf42A+R9AYDCc8YgbuTY0+4CG6fYn7mfk/JF8teYr6pStw9ieY+lep3uOaWP//pvtw4eTvHET5Xr3osbgwQTVzP8h0o0xh+dv4GiYL7kwBU5V+WrBFp77YTkxCSnc1aMx95zdlNLeQIOpyWks/j2KiB/Xk5KURtsedel8UUNCywRBwgH4c5RrXpuaCB1uhjMHQ7ncJod05/tl4y+8+O+L7Evcx62tb2Vg+4GEBYVlS5u8bRs7nn+BmGnTCG7QgPB336Fs95yDizGm4Pk7H8fGI6cyRd3a6Fie+GYJc9btoWP9Sjx/WVua13T9LVSV9Qt3MfPrSA5EH6R+2yp0v6IJlWqWgZREmPO268AXvxtaXwZnPwVVGh/2fNtitzH83+H8FfUXraq04u2eb9OySsts6TQpid0TJ7JrzNugSrX776fybbcSEJzz4IXGmMJxTO0XvV7d9YBs40PYhE5F25RFW3n480WEBgXw/GVtubZzeEbld/TmGGZ+sYYtq/dRuXYZLr63PfVaVXFNaxd9Br8Pd7PwNTwDeg6DOocfwjw1LZVPVn7Cm/+9CcDDnR7m+pbXUyog+9subs6/bH/2WZLWrqVsz3Oo8ehjBNetk/cvgDHmuPk7rHoQ8CZwM4eGU8/K6jiKqIWb9/HwF4toH16BMdd3pFo5918Ytz+Rf6esY8WsbYSWCeLMvs1p1b2WCyhrprn5vXcsgZrt4IbXofHZRxxMbtWeVQydNZSlu5fSvU53njrlKeqUzR4IknfuZOdLIzjwww8EhYdTd+zblOvRIx+u3hiTV/x94ngauAi4HfgYGATEATcAjYF78jR3Js/sPJDAHZMiqF4uhHE3dqJymWBSklNZNGMz83/aSGpKGiedE06nCxoQEhYEUfNh+hDY8DdUrA9XvAutL8+1aW26gykHGbtoLBOXTaRCSAVGnDGCXg16ZWtiqykp7P34Y6LfHIUmJ1N10CCq9O9HQGj2QQ6NMUWLv4HjamAo8DkucMxV1fnAhyIyETcpkzXHLWISklMZMGk+MQkpfH1XNyqFBbEmYgezv15LzJ4EGravSrcrmlCxehjsWgNTn4EVUyCsKvR+GTreAqWOXM8we+tsnpn9DFGxUVzW5DIe6vQQFUKyt7CKX7CA7cOeIXHVKsqccTo1n3iC4Pr18+HKjTH5wd/AEQ6sVtVUEUkAfEeS+xiYDNyRV5kzx09VeeKbpSzcvI+xN3SkVmApvnllAdvW7qdK3bL0uflk6javBAe2wdTHYMEkCCrt5vY+dRCEHHnu7r0Je3kl4hWmrJ1CvXL1ePe8d+lSK3vnvJTdu9n58ivs//ZbStWqRZ1Rb1KuZ89CnbnNGOM/fwPHNqCi9/d64Axgurd8+KY1plC8+896vloQxf09m9KjYRW+fDGChLhkzrqhBS261SIg6QDMeAZmj4G0FOjcz/XHKHvkYTxUle/Xfc/L814mJimG/m37M6DdAEJLZS5u0tRU9n72GdGvv0HawYNU6d+fqncOJCAse1NcY0zR52/g+AM4HZgKTABeEZEmQCJwDfBJnubOHJc/V0fz/I8r6N2mJnef2ZgfRi8mZk8Clz5wMrXqh8Kct+DvV+HgXmhzJZz9BFTOeRrWrDbHbObZ2c8ye9ts2lVtx5BuQ2hWqVm2dAcXL2b7sGdIWLaMsFNOoebTTxHS6OjOYYwpmvwNHE/ghlJHVV/3po+9EjfF6yjgmbzNnjlW63fFcc/kBTSrUY5XrmrPrK/XErVyL2ff2JxasT/CqOfgQJRrIdVzKNRqf1THTUlLYdLySYxZOIbAgEAe7/o4Vze7msAsU72m7N1L9MjX2ffFF5SqWpXar75C+QsusGIpY0oAfzsAbge2+yyPxGbnK3IOJCTTb+I8AgOECTd1YsPcHSz5PYr254TTMvp5mPYR1DoJLh0NjXoc9XGX7VrG0NlDWblnJT3Ce/BE1yeoWSbzECCalsa+r74i+tXXSI2JofJNN1H1nrsJLFs2by/SGFNobAKDEiY1Tbn/04Vs3B3PpNu7ErArkb8+WU291pXpVvVb+PMjOP0hOOvJIzatTRefHM9bC9/i4xUfUyW0CiN7jOSceudke3pIWL6c7cOe4eCiRZTu2JGaTz9NaPPsxVfGmOLN3w6A0WQZDTcrVa1+uO0mf73y6yp+W7mTZ/u0plX5ML58MYIK1Utz3imRBPwwHNpd44YJOcoio7+i/uK5Oc+xNW4rVze7mvs73k+54MwtrVIPHCD6jTfZ+8knBFaqRK0XX6BCnz5WLGVMCeXvE8dosgeOysDZQHlsVsBC9d3CLbz9x1qu61KPq9vX4etXFqCqXNAnhZDv74T63eGSUUcVNHYd3MWIuSP4acNPNKrQiIm9JtKhRuYhRlSVA1OmsOPlV0jds4dK115LtfvvI7B8+VyOaowpCfyt4xia03qvkvxzICUP8mSOwZKo/fzvy8V0aVCZIRe1YvqEpezdHs/FN1ej4q8Xud7f13x02DkywAWDbyK/4ZWIV0hISeCuk+7i9ja3ExyYuQNgwurV7HjmWeIjIght147wcWMp3bp1fl6iMaaIyJM6DlVVEXkHeB94Pi+OaY7ezpgEBkyKoGrZEMbc0IH/fljPhiW7OeOyOoT/ey1IAFz/OYRlnyjJ14b9Gxg2exgROyLoUL0DQ7oNoVGFzE1nU2Pj2DV6NHs+/JDAsmWp+cwwKl55JXKU9SXGmOIvLyvHGwE2/nUBS0xJ5c6PFrAvPpkv7zyV3cv2suCXTbQ+rQZtNt8D+7fALd8ftn9Gcmoy7y19j/GLxxMSGMKQU4dwedPLCZBDwUBVifn5Z3a88CIpO3dS8aqrqPbgA5SqVCnX4xpjSiZ/K8fvymF1MNASuB74Ii8yZY6OqvLUt0uZv3Evo/t2oEoifDtpJXWaVuT0oFeRyH/hqg8gPPe5uRfuXMiw2cOI3BfJ+Q3OZ3DnwVQLy9xrPHHdenYMf5a4WbMJadWSuqPepHT7o+v3YYwpefx94ngrh3WJQBQwBhh23DkyR+2DWRv4PCKKe85uwpnhlfjihQjKVAymV4ufCJz3levY1/qyHPeNTYrl9QWv8/mqz6keVp1RZ4+iR3iPTGnSDh5k19tj2f3++wSEhlLjqSepdO21SKCNnG/MiczfynEryC4iZkbuYvgPKzi3VQ3uPqMx3732H8lJqVxy7kZCZ45w07l2vz/HfWdsmsHz/z5PdHw0fVv25Z6T76FMUJmM7apK7IwZbH/+eVK2bqNCnz5Uf+RhSlWtWkBXZ4wpyqwDYDG0cXccd328gMbVyvDa1e35Y9JKojfHcOFlUGXWPW4YkQtfzdbsVlUZOX8k7y97n2aVmvF6j9dpW61tpjRJmzax/bnniPvzL0KaNqXOR5MI69SpIC/PGFPE+VvHcZM/6VX1Q/+yY44kNjGF/h9GIAITburEyhlRRM7fyannlqPB/MuhWgu4aiIEBmXbd8KSCby/7H2uanYVj3V9jKCAQ2nSEhPZPeEddo8fj5QqRfXBg6l8w/VIUPbjGGNObP4+cXzAoQ6Avrezua2zwJGH0tKUBz5byNroOD68rQspG+OYO3U9zTtU4OSNN0NQmGt2G5q9A97kFZMZ9d8oLmp0EU+e8mSmFlOxf/7J9uHPkbx5M+Uv6E31wYMJqlGjIC/NGFOM+Bs4OuM6+r0LfA3sBKoDVwC34WYIXJmXGTSHjJy+mmnLdzDk4lY0Cwnh6w/mU6NBWXqkPoIc3A23/gQV6mbbb8raKbww9wXOCj+LZ7s/mxE0krdsYfsLLxA7fQbBDRtS7/33KHPqqQV9WcaYYsbfwPEqMFpVX/NZtwd4zpsR8DVVPTPPcmcy/LB4G6N+i+SaTuFc3aY2X74YQWhYEL1rjaXUhv/g2slQ+6Rs+83YNIOnZz5N15pdefnMlykVUApNSmL3+x+w6+23QYRqDz5IlVtuRoKtG44x5sj8DRxdgBdy2bYUePb4smNysmzrfh7+YhEd61diyIUt+WnUIhJik7m820zKrPoKeo+A5r2z7Tdn2xwe+fMRWldpzRtnv0FIYAgJK1aw5cGHSFq/nnLn9qTGY48RVLt2IVyVMaa48jdwbAZuBX7JYdvtuP4cJg/tik1kwIfzqRgWxNvXd2D252vYvu4A5/fYRrWVI6DrndA1+zTvC3cu5N7f7qV++fqM6TmGMkFlSNq4kU2390OCgggfP46yZ5xRCFdkjCnu/A0cjwOfishSYAqH6jguAVrgpo81eSQpJY27PlrArthEvhzYjS3/7mTl7O10PiWFJqvuhuYXwvnPZdtv1Z5V3DXjLqqWrsr4c8dTIaQCKdHRbOrXH9LSqPf++4Q0algIV2SMKQn87QD4lYh0BR4FrgNq4mYEnAfcrKrz8z6LJyZVZciUZczdsIc3rj2JcnuT+fHrSBq3DKJz1A1uqtcrJkCWKVs3HtjIHdPuoHSp0kw4bwLVwqqRGhvLpgF3kLJrF/U/sKBhjDk+fncAVNUFuNZTJh99NGcjn8zdxJ09GnN6jYp89VIEVWqFcE7iQKRMZbjuMwguk2mf7XHb6f9rf9I0jffOfY86ZeuQlpRE1N33kLhmDeFvj7Expowxx+24hxARkRYicqmIHFUNq4j0EpFVIhIpIo8eJl1nEUkVkSuPN4/Fzey1uxk2dTlnt6jO3d0a8cOYxQQGCReUH05Q6j7o+zmUy9zPYk/CHvr/2p+YpBjGnjuWRhUboampbP3fYOLnzKH2c8Mpe/rphXNBxpgSxa/AISLjRGSsz/I1uNZUXwMrRaTbEfYPxM0i2BtoBVwnIq1ySfcSOVfCl2ib98Rz18fzqV8ljNeuase0d5cRuzeBCxp8QrkDc+HqiVAj80sWkxTDwGkD2Ra3jbfOeYtWVVqhqux47nlifv6Z6o88QoU+fQrpiowxJY2/Txy9gL98lp8FJgO1cV/yR2qO2wWIVNV1qpoEfArk9I12D/AVrvL9hBHnDSeSmqa8c3NnFk3ZwJZVezmrVQQ1oyfDRSPdOFQ+DqYc5O4Zd7Nm7xpG9hhJxxodAdg9bhx7J0+m8q23UuX22wrjcowxJZS/gaM6rkkuItIUaAKMUNXtwHjg5CPsXyd9f0+Uty6DiNQBLgPGchgiMkBEIkQkIjo62q+LKIrS0pSHPl/E6h0xvNW3A3HL9rL0zy2c3GonLXYOh9MehA6ZhwpLTk3mgT8e4L+d//HCGS9wel1XFLX3iy+Ifv0Nyl9yMdUfebgwLscYU4L5Gzj2AOmF6z2B7aq61FsW4EgTNUgO6zTL8uvAYFVNPdyBVHW8qnZS1U7VqlU7XNJi4c3f1vDzsu08fkFLGmkp/vpsDfXrJ3PK7juh9eVw9lOZ0qempTL478HM3DKTIacOoVeDXgDE/PYb24cMpcxpp1H7uedsSldjTJ7zt1XVT8AzIlID+B9u3Kp0bYANR9g/Cgj3Wa4LbM2SphOurwhAVeACEUlR1W/9zGux8fPSbbw+fQ1XdKjLlc1r8uVLEVSsLJyXNICAel3g0rchIPM0rsNmD2Paxmk83Olhrmh2BQDx8+ez5YEHCW3dmrpvvG4j2xpj8oW/t6MPAXOAgbi6jiE+2y4Dfj7C/vOApiLSUESCgWtxHQkzqGpDVW2gqg2AL4G7SnLQWLn9AA9+voiTwisypFcLfhyzGNLSuLD0YIIrVXZjUAWFZqRXVV6OeJlvIr/hjnZ3cHPrmwFIWL2azXfeRVCtWoSPG0tAmTK5ndIYY46Lvx0A9+NGwc1p2xHbeqpqiojcjatIDwTeU9VlIjLQ237Yeo2SZk9cEv0mRlAutBTjru/AXx+uZP/OeC6uN44KsgOunwFlqmTaZ9zicUxaPom+Lfoy6KRBACRv3crm/gMICAkh/J13KFW5cmFcjjHmBHHMMwCKK0t6ChjvVY4fFVX9Efgxy7ocA4aq3nKs+SvqklPTuOvj+eyMSeSLO05l7YwtbFy6mzMbTKNu8m9w03dQpXGmfT5e8TGjF47mksaXMLjLYESElL172dSvP2nx8dT/aBLBdevkckZjjMkbx1NzGoArqrKhVY/BM1OXM2fdHl66oi0hUQf5b9om2oSvoU3CGOgzBupn7hLzXeR3vDj3Rc4OP5th3YYRIAGkxccTNfBOkqOiqDv6LUKbNy+kqzHGnEiOt8lNTq2kzBFM/ncTk+ZsZMAZjTi1Qjl+/3gldarv57Skx+CsJ6HdVZnST984nadnPc0ptU45NKdGcjJbHniQg0uWUPuVlynTpUshXY0x5kRjbTUL2Nz1e3j6u6Wc2awag7o04MexSygblkwv7ibw5GvhjMz9LmZtmcUjfz1C26pteeOsNwgODEZV2fbU08T++Sc1n36a8uedV0hXY4w5ER1P4EgDhuE1pxWRs0TkpzzJVQkVtTeeOz+aT73KYbx2eTt+HreE1IQkLgx5hNDGHeCi10EOPcQt3LmQ+/+4n0YVGjH6nNGEBYUBEP3aa+z/9luq3n03la61keyNMQXrqAKHiFQUkWtF5BERuUJEgtQZBpwuIhHADMDG685FfFIKAz6cT1JKGuNv7Mi8z9awKyqWcyu+RuUaIXD1JCh1aOrWVXtWcdf0u6hWuhrjzh1HhZAKAOyZOJHdE96h4rXXUHXQXYV1OcaYE9gRW1WJSFvgVw71GAdYICJX4MapOgVYDlwPfJYfmSzuVJVHvljMiu0HeO+WzuyZG83a/6LpVu1bGpRb6Zrdlq6YkX7D/g0MmDaAsKAwJpw3gaqlqwKw//sf2PHCi5Q791xqPvUUIlbFZIwpeEfzxPE8cAA4FQgDWuKGHpmH6y1+s6q2VdVPVDUt33JajI3+PZIflmzj0V4tCI+FeT9soEWVRZwU/LmbV6NS/Yy022K30X9afwDGnzee2mVdo7XYmTPZ+thjhHXqRO1XXkYCjzS6izHG5I+jCRydgKdU9V9VTVDVVcCduOFAHlLVj/I1h8XctOU7eOXX1Vx2ch0ua1CNGR8sp2b5HfQo9Rxy5QSo2zEj7e6DuxkwbQBxSXGM7TmWRhUaAXBwyVK23HMvIY0aUXfMaAJCQgrrcowx5qgCRw2yj0GVvrwoLzNT0qzeEcP9n/5Hu7oVeKpnc34au4TQUvH0DhlM4PlDoeXFGWkPJB1g4PSBbI/bzuieo2lZpSUASRs2sPmOOwisVInw8eMJLF++kK7GGGOco21VlXUE23QpeZWRkmavN5xIWEgp3r62A7+9s4yEmINcEPYYYadcBacOykgbnxzPoOmDiNwXyetnvc7J1d3o9CnR0Wzq1x9UCX9nAkE1qhfW5RhjTIajHXLkFxHJKUjMyLpeVU/4b7eU1DTu/mQB2/cn8MmArqz4fgM71h+gV8VXqdaqGfR6KaPZbVJqEg/88QCLdy3m5TNepnud7gCkxsSwqf8AUvbsof4H7xPS0BqsGWOKhqMJHMPyPRclzPAfVjAzcjcvX9kOWRXDqjnb6VLhKxo3iIErv4BA97KnpKXw6N+PMmvrLJ7p9gznNXAd+dISE4kadDeJkZGEv/02pdu1K8zLMcaYTI4YOLy+GuYofT5vMx/M2sBt3RvSObg0P3yzmCZl59Op2m/QdwaElAUgTdMYOmso0zZO43+d/8dlTS8DQFNT2fq/wcTPnUvtl0dQ9vTTCvNyjDEmGxtyJA/N37iHJ75dwulNqzLwpHB+fXcp1UK3cnbFMcgNn0N517RWVXl53st8t/Y77mx/Jze2ujFj/Y7nnifml1+oPngwFS6++HCnM8aYQmGBI49s3XeQOyYtoHbF0rxySRt+GbeEoLQYLig3lKBrxkPNthlpxy4ay0crPuKGljdwZ/s7M9bvHjuWvZMnU/n226hy6y2FcBXGGHNkFjjyQEJyKndMmk9Ccirjr+/A7EmriNsTR+9ywyh78WPQ9NyMtJOWT2LMojFc2uRSHun8SEbv772ff070G29Soc8lVH/oocK6FGOMOSILHMdJVfnfl4tZunU/r1/Tnm2/b2PL6n2cVW4UNXv0gs63Z6T9Zs03jJg3gnPrn8uQU4cQIO7lj5k+ne1Dh1HmjNOpNXw4EmD/LcaYosu+oY7T2D/XMWXRVh4+rzk1dqaw7O+tdCjzNc07VICez2Sk+3XDrwydPZRutbvx4ukvUirAtUuIj4hgy0MPE9qmDXVffx0JCiqsSzHGmKNigeM4/LZyByN+WcnF7WtzSc1K/P3ZahqELqBr85Vw+XjwnhxmbpnJ4L8H065qO0b2GElwoBsFN2HVajbfNYig2rUJHzeWgLCwwrwcY4w5KhY4jlHkzhju+2QhrWuX54nTm/DL+CVUKrWFc8M/JaDvZAgqDcCCHQu4//f7aVKxCaN7HppTI3nLFjb3709AaCj13plAqUqVCvNyjDHmqB1tz3HjY398Mv0mRhASFMDoq07itzGLkaQYLqj5OsE3TYayrvP8it0rGDRjEDXL1GRsz7GUD3bjTKXs3cumfv1JO3iQ+h99RFCdOoV5OcYY4xcLHH5KH05ky76DTL69K4s/j2R/dDyXVB5BhRtGQrXmAKzfv56B0wdSLrgcE86bQJXSVQBIi49n88CBJG/ZQr333iW0ebPCvBxjjPGbBQ4/vfjTSv5es4sXL29L0oI9bFq+lx7lx1Hnqjuh4RmAm1NjwLQBAIw/dzw1y9QEQJOTibr/fhKWLKXum28Q1qlToV2HMcYcK6vj8MNX86N455/13HxqfdqnlGLh9M20DfuB1r07wEl9Adh1cBf9p/UnLimO8eeOp0GFBoBrtrvtyaeI++tvag4ZQrmePQvxSowx5thZ4DhK/23ay2PfLOHURlXo17IOf3y0grrBCzmtWyz0eAyA/Yn7uWPaHeyM38mYnmNoXrl5xv7Rr77K/u++o+q991DpmqsL6zKMMea4WVHVUdhxIIE7Js2nRvkQXu7dil9HRlBOtnN+238IuPQTEHFzaswYxPr963nrnLc4qfpJGfvv/uADdr/zLpX6XkfVO+/M/UTGGFMMWOA4goTkVAZMmk9cYgrv33AK/7y7iNSEeC5sNInQ6ydDqRCSUpO47/f7WLJrCa+e+SrdanfL2H//1KnsfPElyp13HjWeeCJjiBFjjCmurKjqMFSVx79ewqLN+3jt6vZs+n4te7Yncl71cVS6bQyEVSYlLYX//fU/5mybwzPdnqFn/UN1F7H/zGTrY48T1qULtV8egQQGFuLVGGNM3rDAcRjv/L2er//bwoPnNqNiZAzrluynW4WPqH/bk1C5EWmaxpBZQ5ixaQaPdnmUPk36ZOx7cMkSou69l5AmTag7+i0CQkIK8UqMMSbvWODIxZ+ro3nhpxVc0LYmvcqVJeLnKFqWnk77G/tAva6oKi/NfYkpa6cw6KRBXN/y+ox9E9evZ/OAOyhVqRLh48cRWK5cIV6JMcbkLQscOVgXHcvdkxfQvGZ5Hu3aiN8+WEqtoBWceWl1pI2bqW/0wtFMXjmZm1rdxB3t7sjYN3nnTjb36w8i1Hv3HYKqn/BTsBtjShirHM/iQEIy/T6MICgwgFGXtuW3N+dRmt30OmM9gWe8DMDEZRMZt3gclze9nIc7PZxR4Z0aE8PmAXeQsncv9SdOJLhBg0K8EmOMyR8WOHykpin3fvIfm3bHM+nmzvz3wQIS45O5ov0Mwi4fAyJ8tforXol4hfPqn8fTpzydETTSEhOJGnQ3iZGRhI8dS+m2bQr5aowxJn9Y4PAx4peV/LEqmmf7tCZ2xhp2boPe9b+i6i2vQWAQP2/4mWGzh9G9TndePP1FAgNcKylNTWXrI/8jfu5car/8MmVP617IV2KMMfmnwOs4RKSXiKwSkUgReTSH7deLyGLvZ5aItC+IfH373xbG/bmO67vWo3V0LKsXJ9C18nc0unMohFbg76i/eezvxzi5+smM7DGSoEA34ZKqsv3ZZ4n59VdqPPYoFS6+qCCya4wxhaZAA4eIBAKjgd5AK+A6EWmVJdl64ExVbQc8C4zP73wtjtrH4K8W07VhZW6pU4HZP+6gadgsOg66GSqGM3/HfB7840GaVmzKW+e8RelSpTP23TVmDPs+/Ywq/W6n8s0353dWjTGm0BX0E0cXIFJV16lqEvAp0Mc3garOUtW93uIcoG5+ZmjngQQGfDifqmVDeL5HU36fuJzqQWs5+/aOSJ0OLN+9nLtn3E2tsrUYe+5YygUfalq797PP2TXqLSpceinVHnooP7NpjDFFRkEHjjrAZp/lKG9dbm4Hfsppg4gMEJEIEYmIjo4+pswkpqQy8KP57D+YzOgr2jNz3L8EaSy9LwugVOverNu/joHTBlI+uDzjzx1P5dDKGfsemDaN7cOGUebMM6j17DM2lIgx5oRR0IEjp29XzTGhyFm4wDE4p+2qOl5VO6lqp2rVqh1TZr5ZsIUFm/bx6hXtWP/RHOLjA7ngtNWUPbsfW2K30P/X/gRIAOPPOzSnBkD8vHlsfehhQtu2oe7IkUhQ0DGd3xhjiqOCblUVBYT7LNcFtmZNJCLtgHeA3qq6O78yc03ncBpXK0PsDwtYv6M057b4jRrXDiM6Ppr+v/YnISWB93u9T/3y9TP2SVi1ms13DSKobl3Cx44lICwsv7JnjDFFUkE/ccwDmopIQxEJBq4FpvgmEJF6wNfAjaq6Oj8zIyKELFrD8qWBdKjxN83ueoz9ybEMmDaAXQd3MabnGJpVOjS1a1LUFjb360dAWBj13plAqUqV8jN7xhhTJBXoE4eqpojI3cAvQCDwnqouE5GB3vaxwNNAFWCMV2+Qoqr5Msfq5nmr+OfnWBqWXcopDw4gXoS7pt3FxgMbGdNzDO2rHWoJnLJ3L5v79SMtMZH6H00iqHbt/MiSMcYUeQXeAVBVfwR+zLJurM/f/YB+BZGXssnraBi2lHPu7U1S2crcO2MQy3Yv49Uer3JKrVMy0qXFx7P5joEkb9tGvffeJbRZs8Mc1RhjSrYTuud4pW696d3xdFKCQnnwjwf5d9u/PH/a85xT75yMNJqcTNR995OwdCl1R71JWMeOhZhjY4wpfCd04ABICw7j6X+e5PfNv/N418e5uPHFGds0LY1tTz5J3N9/U/PZZyh3zjmHOZIxxpwYTuhh1VWVF/59ganrpnLvyfdyXYvrMm3f+eqr7P9uCtXuu5dKV11VSLk0xpii5YQOHN9Gfsunqz7l1ta30q9t5mqV3e+9z55336NS375UGTiwkHJojDFFzwldVHVBowtITkvmqmZXZer5vX/KFHaOGEG5Xr2o8cTj1ivcGGN8nNCBIyQwhKubX51pXezf/7D18ScI69qV2iNeQgIDCyl3xhhTNJ3QRVVZHVy8mKj77iOkaVPqvjWKgODgws6SMcYUORY4PInr17P5joGUqlyZeuPHEViu3JF3MsaYE5AFDiB5x042394PRKj37juUOsZBE40x5kRwQtdxAKQeOMDmAQNI3bePeh9+SHD9+kfeyRhjTmAndOBIS0wk6q5BJK5bR/jYtyndpnVhZ8kYY4q8EzpwHJg6lfiICGq/+gplu3cv7OwYY0yxcEIHjgpXXEFIs2aUbteusLNijDHFxgldOS4iFjSMMcZPJ3TgMMYY4z8LHMYYY/xigcMYY4xfLHAYY4zxiwUOY4wxfrHAYYwxxi8WOIwxxvjFAocxxhi/WOAwxhjjFwscxhhj/GKBwxhjjF8scBhjjPGLBQ5jjDF+scBhjDHGLxY4jDHG+MUChzHGGL9Y4DDGGOMXCxzGGGP8YoHDGGOMXyxwGGOM8YsFDmOMMX4p8MAhIr1EZJWIRIrIozlsFxF509u+WEQ6FHQejTHG5K5AA4eIBAKjgd5AK+A6EWmVJVlvoKn3MwB4uyDzaIwx5vAK+omjCxCpqutUNQn4FOiTJU0f4EN15gAVRaRWAefTGGNMLkoV8PnqAJt9lqOArkeRpg6wzTeRiAzAPZEAxIrIqmPMU1Vg1zHuW1zZNZ8Y7JpPDMdzzfWPZaeCDhySwzo9hjSo6nhg/HFnSCRCVTsd73GKE7vmE4Nd84mhMK65oIuqooBwn+W6wNZjSGOMMaaQFHTgmAc0FZGGIhIMXAtMyZJmCnCT17rqFGC/qm7LeiBjjDGFo0CLqlQ1RUTuBn4BAoH3VHWZiAz0to8FfgQuACKBeODWfM7WcRd3FUN2zScGu+YTQ4Ffs6hmqz4wxhhjcmU9x40xxvjFAocxxhi/WOA4CiKSUxNhY4wp9kTE7zhggSMHIlJaRB4VkZEAahVBRyQigRZgD09EQgo7Dyc6EQkXkR9EZFBh56WoUNU08O8G2QKHR0Sq+iwmArcDN4rI2SJS2ktjX4y5UNVUVVURCbPXKTMRKSUi3XFD7hRmPkJF5D4Rubgw81HQRKSxz2IN4Hyg+4n0OohIkIgE5bKtjYg8jXttjsoJHTi8D9JtIvIjMMN7ymjsReDfcM2GzwVuSd+lkLJaZHj9awJ9lgO8dX1E5C9gInBz4eWwaPBelwBwzdCBesCtIvK2iDwgImUKKB+hIvKMd2OUAlwHLC+IcxcmEWkpIm+JyEJgrIi85G1aDSwEfgfuKMmjb3ufy/Rx/q4BTvHWlxWRU0QkvaN1IHCdqm4/2mMX9JAjRYKIhKpqAvAsbjTe+4B1wBPA3SLyMG6Yk7FAKjBKRL5U1ejCynNR4RXbpQKISAtVXSkiTXB3cf2Ag0CEiESp6vRCzGqhEJEAVU3zefwPUdVE3AgI1wE/Ac+qalw+5qEacDHwi6puEZFSuIC+HvgbWCcipbyAVmKISCVV3esVCb6AC5QXAjHAUhGZBqwE/gO+A8rhgsdwVd0sIlISiqV9rqOft2oC7iFhvIj8BsQB5YEUEXkE2AQsE5E6qrrlaM5xwgQOEekC3AQ0Az4H3gGm4+4EZ6pqgoh8Azyoqqki0g54WFVjvbvD50VkhKquKSlvsCPxuWNOS79mr9juaeA8YL2IXA90AoKBO3B3Nf8CR/UGLO68YrkA7z0T4BMw2uO+vNJE5DlcJ60ywFZVzfMhdLx8CPAYcDkwG2gsIitV9XER6Yqb0qCcqj6C+1It9kQkDLgBuAxQERmtqj+IyN+492Syqh4QkalAL1zwrK2qO0XkP2AQkCwi9xT3z7T3edX061DVCSJSU0RCgTNwRVHrVfUV7/3yBa40JQo3sOxR3xiX+KIq73HtMdy8HpuA/wE7RaQ8MA03smRrL3lnXPEUuKi8SESWARtwH7RXoORXlqfXUaTfOYtIWZ9rPhX3ml2uqld6d9NhwEm4EYz7qOolqrrCt0irpPKG/0/1/k4TkYoisgK4EfgAd5PyJC5oLABae0ElT4jIGSKSfiPUAyijqh1xXwpn474sUdV/cSOoLheRL0XkzNzKvIsLESmHe417Ai8B93JolNi/cXP6VBSRikAo8DPuS/Ic7//oTW//DsBg78ms2BCREBHpmb7sfV5VRBqIq1MDd803qmo/4DO8Gwbv8/wCUB0XeDt4U10cHVUtcT+4gBjo/d0AmAWUzSXtcFx9xmzvRT4Z9xj3gbetok/aJUD3wr6+fHi90u+afdcF4p4qpnqvzcXe+reBV72/S3u/2wKf4IIJQAvgdaBOYV9bHr9OgTm8Tg2BYcDH3ocP4Btgovd3GPAa8ABQGXgLuMjbVuE483OS996+BijrfQnsxwWoH3BP2KW8tDVxxVX1ORTUzirs1/QY3qeBPsvXAt8fJv1Y7/VZBLzhfa6b4IL5DT7pegDvAS0L+xr9fD1ae/+X6d91zXE3DCuBB7x1twA/eX9fgitd8T1GVe81+hmoetTnLuyLL4AX9zZgBBDCoSFWKnovYjVc0VUEcH6W/RYBbby/Q73fOQafkvYDVAFGATNxd2N9cWXC7YBLgU9z2OcC7037O67y8SV8gm5x/Ul/z2RZF+x9iVUGJgEDcUUlk3B3vxcBv3lpA73lqd7yzd5rtNrbJ+A48tYTNxlaL6CN9zMVuMknTVmgEW6CtJneuowbq+Lyk8v/w6PAPVnWdfO+LMOAK4CvgKY+29sDc31eh4Ccjl0Uf3J6r+Dqznp6f/cHRmXZHoqrv23g/b0YF2AEqOul6Qd8nNs5cvopVo9mR0tE2uKKB0KBICBJVRPF9TXoAnyIe2Qboarvi0gUkN4KJkBdpeEi3ARSS9VVpKOqsYVxPXnJqzj8BHhdVf/y1rXHvXkScLMvLhGRbbhAuUBEluKaknYB/gQaiUhvVf3Jq+PYo6o/ei1YqqvqwoK/srzlU8mtPut6A/fgii6fxE1ClgLMAZ7i0IfzV+ANcS301nqvS1UROVtVJ4rIVlxZc+RxZnMmLihdhQtmobhy7Ou89/TpuEYLr3HoqRpcSUXacZ4734hIsKompf8Gl2ERqYG7w+6ICw6NgWU++w3CBZPFuPL6WbhGArWANV4R7GIgWkQqqOr+Arys46aH6s8a4d6D4K7vYlx97Vm4m7f0z3mqurrbf4FrVfVFEZmMeyLeBwzBFd2twN1Ic9Tvi8KOovkQlcvgWhHc5/1dznuRqnvbK3q/r8d9oIKAR3BfpiX2iQKfOwngebw7E1xx1J+4fitnAKtwd8ltccUdTb10dwMv4u5grwPex31of8S74ynuP+R8V3uq9xrVB/7A3cWWwd2pnoP7gvoCuDTLfpOBF7y/Q3Bf8PWOdL7jzP81uKfrK3HFMa/iFZ8Vlx/cHfQSn+Ug7/Wri/tyfAk4z9t2s/ceregth3m/B/i89u8Cg9O3FfUfIMT7Hez9DvB+V/febzO9z91zQGlc0dtUXHB8G7gvh2NeAGzyeS929NnWAlcEf5M/78dCf6Hy4YWvhWunXtZn3bfAUN8PLq4I6y3v79rpb8aS8kMOj+C4u9KLcA0E5nvryuLuVC8GvgbS8Mp/gTHA/d7fHbwvyAu85XJAtcK+zrx6rXJ47bp51/8FrgjgceDpLOk64uoKzvBZdzmuCOts4I3DnDNPggaujPoKXDHZSqBHYb+eeXBNPwAP457i1uGe7vrjGq6Eep/XQO/9/BOuUry8z//dKOBub7kDrhVVoV/XUVx3T2CGz3KIz98/4+Yq6u4FjKnAQG/bG7gWje281+h2XN3bcA7Vp/XN5TshBK8ezJ+fktiqKr31RDOfdQ/jyjwnisiLIjIHd1f2A4CqblXVXws8p/kgvSWTZi9mKYNrRXYj7rWoJCIXqit+uxb3hDYY9wZ80NttDu5uBVVdgPtymuMtx2gx7deS3mosnbrWUOVF5BYRaa3ucb0hrg5iuKpOwDXb3uvtnz50yEJc652XxHXsW4CbP6a8qv6mqvfldl7f/5vjlIgrs/4TOElV/8ij4xamj4G7cEEj/WmvEi5QfIgLKGtwX6K34opo3haRKbj6ylRcQEFVF2g+NH/OC+JGFDjdZ9VSXJHmRSIyDvhPRNL7YkzGq69Q1YO4z+IN3rbfcU/9i3HB4nRvezCuaTyqOjnrd4K3PlGPpT9PYUfZfIjaobhWLmO95XK4opUw4DTc3Uuxenw/imvOqYilNa68t6W3fDXwgR66yxgCfOYtvwHc5v19C+6powbuA/sw3t1ccf4hh5ZjPtvuxBUBvIarbL4ed1f7MYeevq7A3c2195Zr4T3y48raBwGNcjhnsah4LUo/3msbD7T1lq/DNR31LWJ5ElcfB6611Bm4L9KQgs7vMVxfRus84Hvve6kerthoCDAfVzd1Lq4IPb0hzx9Ac2+/MFzJSmNci7nfgXPSX4/8voYSOZGTiNTEtWtPxd2NTQOe1GJWGXYkvh3OfNadi3ssLYX7QKX3kK8IjFHVdt4dcyNcu+5OuDqeBrg342bcm/hZVV1RMFdSsMRNSXwQV1asuKetX4AduDqbbbhAcDWubuxRb78ncM21w3Bly08CX6nXj8NLkx4simzlc3EgIh8Bi1T1ZRFpjbuhWY6r3O6BayU2WlU/K7RM5gER+Rh3U/IHrn6qNK6FU0Vv+z24Zu2Pisj7uAYO76mbTfVrYJWqPiaHRnHw7YQaCGR7ysgLJbJVlapuF5G+uAi+WL1WUcWdiASpanL6sroilmBcpdkmVV2GCwDX4u46kkXkGVyRy0hcy7GTVHWhiNTGlcVfr6rPicgtuLvssaq6p2CvLP+JSAXcHVx34Ezc1MQbcU+nV+OK8Pbi+jp8oKpxXiexFiLSSlWXe69TZ1z/i2zDqYhkjChQ8u7GCt4XuL4vL+MabOzDleFfiavLeVBVIwotd8fI63Q5AFcHtg3XqilJVXt528vgWoB1Vddpcw3QVESa455OBuCaGO/GtfA7AKCqK73fGTcsvjc0ea0k1nEAoKoHVHVuSQga4gbMOxf3+Oq7/nZcme6VuJ6vp+H6W2zDPVGAK4evDlTAfRifEpH/eft8gmu1gqp+oKrPF9egISKNRKS/uHGzchrJuAmu57+oagfcE8V1uMYBccBIVT1bVUfjAmx93N1tGq4HMgCqOi89aGTtGZ8fd3YnsN+BWiJyiroy+F9xLQEvVNWHimPQ8FyN+2wOxr3vtgFxInITgLoxzKZxqP5iOa7IszcucHwJxHppt6hqTIHm3lNiA0dxJyK1ROR8yLiLSABeEZGh4kY7LY17A/bGfQl2xb3ZknDFLn29Qy3FVaCep6rDcOMVNQc+V9VHVLXAJ7rPSz7DRJTBvQZtIPuXuKrOB+YBW0WktLqK/Zm41280cIm4IcfvBmYA/dQN+PY/Vf0uyznTh2TJtzu6E52qHsD1sk8fzmWeqq4r3Fzlie7ATlxH2qtwN26jcE8P6b7BtXJEVTfhnjC+U1eRPUHdMD+FqkQWVRVXXgdE8b6QonHDQXfDVfydjqunqI8LFPVxY2tNx5XNv48rZtrnlX0Ow1W0rcHd1QR5Hap+w3UGKxH0UIuQINxwG818O45BprqgObiivAq4Oo7puObFV4nIBlyTT8U1QZ7lHf9ADue0J4sCoKqjCjsPeckrphJc44u3ga6qGu0VN/9PRK7C1aFNAD4Qb7RazdJSzqdItNBY4ChCfCq1SuHa5wfjerCPxN0V78W1GokXkWRcOeeXvk8NIlIP1wSvooh0VNX5IjJK/RnArAjKrdJZRJoB43CBIBD3NPUNXk/hLHUOX+FaTd0vIj/giutGQkZz4zsL4lrMicmrc1wKpKjq2wBec9wgXOvFS3Atqrao6lDffX2DRWEHDaBktqoqbtLfFCLSA9dDey+ubDMEuErdaKd4FbPjcXcqSSIyENe65HXc8CgDgHdU9R0RqaGqO4rC3cmxyqXVWDnc0CdLvesbCJyqqjeLGzr8Qdxj/eRcjvk+7q7vAK6fwNu+j/7iM5R8vlyUOaF5ld9jcN0G6uC6C7wGTPZt+OKlDSyqxaH2xFEEeEGjHa6ccwJuHJofcK1/HhORuqoahausjcEVXU3H9R5dj3v0DQGGqOov3jF3pB+7YK/m+KV/YHy/vL0P3IO4uptZuArFUbixovZ6yebiGgM0FzcUfGzWY+Jet17AIzmVFVvAMPnJa613B25k42D1xotL5xssimrQAKscLzLU9fq8Bdf56U1cUdWZuArdG700ibixd94S1/v9TC9Q3KKq16QHjeLIt4VS+gdGRLqKyF3e6qq4SYha4u7QrsIFgFBgr7gBBRX32H820Mo7hqTXHXnH+Qo3QmrrrK2ijCkIqpqgqnP00CCj2d77RZ09cRQtPXB9LvriWl/cjGsy+6D35VdRVR8RkS3AcvWGUijOd8npRWmauRNdfVznxDjgL6/ysClwtrhZ23bjhgIZLSJNcWMVPSoib+IaDawBqmSp40jzKifrA/29Og1jCk1O7/3iwp44ipZwIFZVdwF7cONEbcU1SyyDG6cHVZ2uRXT8nSPx+qRkGrNJRMp6fTDGekVSZ+AC5rmqOsyr2E/Gddgboqo9vaARhCumegFXhDcKN3bUXar6U3oxnbhZ8t7GFWP1wE10ZEyhKo7FyOmscrwI8ZrePoF7EozD1Wm849VvFGs5VXR761vgZmpbCfyqql+LyHV4M5vhWpVVxnXeu5JDQ6Rc7C3/T1X/kSy96r1j18e1morGVUguKc5PZ8YUFRY4ihiveV5d4Oui0NHneEgOY+V4LZ96Ar+r6iwRuQY37Mkl4jO5jog0xo3bE4ILGpNx9RM3efvvxI3Z809u5/SebAL1WEb/NMbkygKHyXNZny68IqUw3N1/OG74iNa4eZ7n44aX2AJsx40UeocXVEJxAy6OAL5Q1Y9ze3IxxhQcqxw3eU7d4IuhuMEX78M1GX4TN3vbetxkUvfiOu0tBk7BzdAW6zWxvUpE1uFGOK7AoacN306SgRTxKVCNKansicPkORGpg+sv8TfwEW5U2vq4yv2rcTcsc3HDK3yjqj97nRtb4cbbGquqX6V3YiyMazDG5M6eOEyeU9UtInIQ2K+qf4nISlwT4+eBParayxtWZQWwRUSm4cbW2gY8r6q/e8fZ4dVTBBTHJovGlFQWOEx+mYDrkwJueI8duKeMvl6rqS64zo3RuArsC3I6iFexbkHDmCLEiqpMvhCRWrjAcKmqRojIGFzxVSpuHox/gQlZhwXB6i2MKfIscJh8IyI/4iq3l+L6XwxU1XlZ0qTPbWFvRGOKCQscJt+ISC9gKHCNqm7Msq3IjvxpjDk8G3LE5KdZQBWgPGT05wCKz2BuxpjsLHCYfKNu9rw3cCPYknVIEGNM8WRFVcYYY/xiTxzGGGP8YoHDGGOMXyxwGGOM8YsFDmOMMX6xwGGMMcYv/wdOyWZr7xgchQAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(rfe.grid_scores_)\n", "ax.set_ylim(0, 1)\n", "\n", "ax.set_xticks(np.arange(len(df.columns[:-1])))\n", "ax.set_xticklabels(df.columns[:-1], rotation=20)\n", "ax.set_ylabel('R-squared', fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Other regressors\n", "\n", "We used a linear model, but we could easily subsitute another regressor. Let try an algorithm called \"Random Forest\". This algorithm has the ability to weight the features relative to each other. Let's explore the residuals and the feature importances of the Random Forest algorithm.\n", "\n", "1. Import the ``RandomForestRegressor`` method from ``sklearn.ensemble`` [[How to use RandomForestRegressor]](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html?highlight=random%20forest#sklearn.ensemble.RandomForestRegressor)\n", "2. Using your train dataset, create your Random Forest model and fit it. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.1 Creating the model" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestRegressor" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/5_/9z7lhk0s2y95hvkzs6lzdvvc0000gn/T/ipykernel_85267/3759250952.py:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", " RF.fit(X_train, y_train)\n" ] }, { "data": { "text/plain": [ "RandomForestRegressor(n_estimators=1000, random_state=42)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RF = RandomForestRegressor(n_estimators = 1000, random_state = 42)\n", "RF.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.2 Predicting from test data\n", "\n", "Just like for the OLS model above, we will start by investigating how well our model, constructed from the training set, predicts the scores from test set.\n", " \n", "1. Create predicted data using the model's `predict` method. \n", "3. Score the accuracy of your model by calculating the `mean_squared_error` between the predictions from your fit model and your test dataset outcomes.\n", "2. Make a scatter plot to compare it to the actual values and draw a diagonal through this plot. \n", "\n", "### Questions\n", "\n", "1. What does the root mean squared error tell us? How does it compare to the `score` from the OLS model above? \n", "2. What \"shape\" does the scatter plot \"blob\" look like? How does it compare to the Linear Regression plot we made above?\n", "3. Does the \"blob\" follow the diagonal line or does it deviate in some way?\n", "4. Can you tell if the model over or under predicts scores in the test set?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "predicted = RF.predict(X_test)\n", "## Unfortunately the 'predict' function for RandomForestRegressor is in a different shape than the predict function for LinearRegression\n", "## We need to reshape this array in order to calculate the errors\n", "predicted = np.reshape(predicted,(1000,1)) " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error: 1.5800581835981227\n", "Mean Squared Error: 4.173471812775219\n", "Root Mean Squared Error: 2.0429076858182356\n", "Average fci_post score: 17.347833832521747\n" ] } ], "source": [ "from sklearn import metrics\n", "print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, predicted))\n", "print('Mean Squared Error:', metrics.mean_squared_error(y_test, predicted))\n", "print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, predicted)))\n", "\n", "print('Average fci_post score:', df['fci_post'].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With 1000 trees, the root mean squared error is 2.01 which is greater than 10 percent of the average fci_post score i.e. 1.73. This may indicate, among other things, that we have not used enough estimators (trees). Computational power issue??" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Actual FCI Score')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kmcY0FLPtgP2jZWbbIUfmu1R9m5GyR8ExL6ulw0TN5+BMG8iDujDJCJOMXUPF07JwwMo/pxr9LVGrtVVsaGZMKaWAPwUe0Fq/cdXPV+dZXwR8eSPXJYQQQmxV7T9/Fzf92P8kfPwTmfrbD+KMDOFaBo/Mts+ZdXpkts1MK8RQBkXXwlAGxxZ6fOKhWQYKNqaCTphyZL7DYje6rJYO52uXcaWzcNerjc6MPQ14MXCfUurupZ+9CvhupdTjAQ0cBV62wesSQgghtp53vYvxH/1Bgqf8F6bf/V50Kc8muZbBobkO+0ZKa2adJhd7FB1zJRByLUUYp4RJyuCeQTzbZLYd0uxF1HsR/2Xf8GWdfDzXqcQbYdj4lbCh74bW+tOAWuMm6SkmhBBCrPbOd8IP/iD9pz2dY3/2HtzSo8HOco3WWlmnlXosdXo1T5imWEb+FVxwLPYMWejBAp3w7LFAV8r5tjDFo6QDvxBCCLHFBH/wh/DSl9J6xrM4+M73UMc5q1P8rsHCOQvndw0W6AR5JkxrTZikpCkMl70173+1SMf/9ZF3QwghhNhCwt97I97PvZz2c5/H3J++C9u00b2IOM2I02ylUzxw3qxTN0xp9SM6SYJlKG4dr+A5BkGcbmiWaqs0Vt3KJBgTQgghtorf+R3cn/95Wt/0fObf9ucox8EDBgrOSlZptfON87lzZ+2sk5bAlhj/I04nn4AQQgixFfzGb8CrX039v/13Ft/ydpTjrNx0Wi3YKufLOp3rNslSbT1SMyaEEEJsJq3hNa+BV7+a1rd9F5/+lTdxcDE4rf2DnEC8vkkwJoQQQmwWreEXfgF+/deZ/87v5cQb/4g9oxV6ccZD0226YbxSsH+pfcDE1ifBmBBCCLEZtIaf+Rn4nd+h8ZKXMvu7b8bzHIquxc1jZYquydGFnpxAvAHIJyuEEEJstCyDH/9x+OM/hp/6KY797GsordqGLDgmB0bLdMJEarxuAJIZE0IIITZSlsHLXpYHYq98JbzpTRRc+5w9w8T1T4IxIYQQYqOkKfzAD8A73gGvfjW8/vWgFBM1nzDJzmrsKnViNwYJxoQQQoiNEMfwvd8Lf/mX8Ou/Dr/2a6Dy8UTSqf7GJp+yEEIIcbVFEXz3d8Pf/R389m/n25NnuJY61XfC5KyGshI4XjrJjAkhhBBXUxjCt31bHoi96U1rBmLXkk6YcHCmTZxmlFyLOM04ONNesymtWB8JxoQQQoirpd+HF74Q/uEf4C1vgZ/+6c1e0WWbavRxLQPPNlFK4dkmrmUw1ehv9tKuWZJTFEIIIZZc0e23bhde8AL42Mfygv2XvnTz1nIF9aLkrHWca1yTWB/JjAkhhBBc4e23dhu+6Zvg4x+Hv/iLSwrEtupWYMGxpA3HFSbvnBBCCMHp22/Ayj+nGv2LK6xvNuEbvxE+9zl497vhu77rqq5lPRm0K5llm6j5HJxpA3lGLEwywiRj11Dxkp5PSGZMCCGEAPLtN9c6/WvRtYzTBnZfUL0Oz30ufP7z8Nd/fUmB2MWsZT0ZtCudZZM2HFeevHNCCCEEj26/LWeh4CK33+bn4Ru+Ab7ylfzk5POff9XXsp4M2hXL+K1yLbXhuBZIZkwIIYSAy+uCPzsLz3oWPPAAfOADlxWIXcxa1pNBuyIZP3FVSTAmhBBCcOnbb92jk4Rf+3Syg49w4l1/Q+eZz9mwtaynmF4K7rc++SSEEEJcEzai1cPFbr91Dx3FfO5zsGemmfo/76P15K9hbqZ9RWqo1rOW9RTTT9R87p1s0Op3STKNZSgqvsOdO2uXtT5x5UhmTAghxJZ3JYrQl5/jnsn6lWkTcewY9rOfiT0/x9Tf/D3h075uwxugrjeDptGglkZhqqU/iy1DMmNCCCG2vMstQl8OxFzLoOTm23YHLyeDdegQPOtZGI0mU+/9ANETn7Ry00Y3QL1QBm2q0Weg4DBRfbTeLIjTyyrgv5Ct2rB2q5LMmBBCiC3vcovQr+gIn4cegmc8AzodTr3vQ7TueMJpN2+1eqyNLuDfyg1rtyoJxoQQQmx5l1uEfsUCkvvvzwOxKIJPfILBr3vqpZ/A3CAbXcAvsysvngRjQgghtrzLajvBFQpI7r0Xvv7r88KrT3wC7rjjmmiAernv3cWSVhoXb+tcLUIIIcQ5LAc9U40+nTCvQ9o1VFx30HPZI3y++MW8s77v54O/b775rLVtVZf73l2sy26eewOSd0YIIcQ14XKCnssKSD73Ofiv/xWq1TwQ27t3zbtt5aL1jQwYZXblxdsaV4kQQghxlV1SQPL//l8+9HtkJA/Edu9e825X/LTmNWyjM3HXA3lnhBBC3JAumMn65Cfhm78Ztm+Hj34Uduw453NdjfmP17KtvnW71UgBvxBCiBvOBdsvfOQj6G/8RsLtO/nKu/+eg3b1vK0ZpGhdXA7JjAkhhNhyrnb91XkzWV/8NPpFLyK4aR/H//oDeONjF9x2lKJ1cTkkMyaEEGJLuZpNQ5ef++7JOtPNPr0oXbnNtQysD/0DvPCFhDffyvH3fgh7YnxdvbI2un2EuL5IMCaEEGJLuVpNQ1cHeYNFh26UcXShuxKQOX//fvb8yEvg8Y/nkXe/H2t0+LTHn2/b8VroNya2LrlKhBBCbIpzbUX2ouSsIOZKzHtcDvIyrQnjlGPzXRzbRKF53Kf/he0/+TKyr34y5r/+C25fXfS243qL1rdyCwyxOeTTF0IIseHO1wricuuvOmHCodk2xxd7AOwcLLB/tEwvSjAUHFvo4VgG+0dLTDUD1F/+Jdvf9MtkT/tazH/6RyiVmHCTq9Ir60ItMDYqUJOAcGuRbUohhBAb7nxbkZdTf9UJE+6dbPDIbAfHUjimweG5LvdM1gE4We/jWAauZeI7Fk/+6Pv5xjf+Ev2vfQbmv/wzlErA1dt2PN/vvVEDtmWQ99YjwZgQQogNd75WEJcTCE01+rT6EWXPwrMsPNuk5Fq0gxgNNIMErUGjGX3Xn3L7r/4cna9/No+8491QKJz2XMvreNzOgStW/3W+33ujBmzLIO+tR3KSQgghNtyFtiIvtmno8rbb3ZN1mr2YHQOPBlaOpeiGGgXcMl5mutln9E//mMe84bW0vuEbOfknf45fuPxTj+vZ+jvf7321auXOtFGvI9ZPMmNCCCE23JVsBXHmKckMOLrYJYgzAKJEYxqKgmOxf7TMHe9+G7e94bV0vuUFnHjrXxCY9rpfd/m17pmsn7a1t96tv/P93suB2mpXo1fZRr2OWD8JxoQQQmy4K1mTtXrbbaziMViwiWLNVKNHoxfxyGybmVZIL0qwX/ebbH/9a2m/6Ns49Oa3Y/veul/3fAHXerf+zvd7b1SvMumJtvVIGCyEEGJTXKn5hau33QqOxa0TFTyny0NTbVpBws5Bn/0jRcZ/93W4b/5d4u99MeU//zMeZ5oXeObccrD14HQL21TsGCiuBFzAytZk3pYjZa4d0I9TPMvAd87+Hc/1ey///JHZNofmOgDsGiycdb/LJYO8tx5554UQQlzTzqzDKjgWe4dLuJbJ9pqPZxkMvvaXqb3lzdT/x/cx/ztv5sA5ArEz674qvs2ppayXAhSKowtd9gwVKTjmSq1VwbGo92KmWwGOaVBwTNpBSicM6YRn12idj9awb6S00lLjfGOYLpUM8t5aZJtSCCHENe1c224l18I1FUO//PPU3vJmmj/wQyz+3pvpnVEvtWytbcj/PDRPmuWBXsG1UAoc02CuHQCP1lpN1HxO1ntoDY6piJIMhWZbzbuoU4py0vHGJMGYEEKIa9q56rCGCzYDr/gZqm//Yxov+zEWXv97hBlrFqp3woTPHJrn2EKXmVZAP84DMA00+zEAo2WXKMnQZPSi5LRaq5JrMVrxKDgG3SjFMg32DBcZKDjnHKG0lvO1vhDXL9mmFEIIcc07a9stTdnziz+N/a4/Z/7Hf4bmL//qObvoL2fEOkFMrWATp3plK7LiWSvBWMGx2DNc5MRij0yDbRqn1VoNl1zi1D6tbUUQpxd1SvFypw+Ia5N8ukIIIa6KjR65s/J6vYCbXvkTVP72r4le9cvUf+IV9KJ0pVAd4OBMe2Vd3aVsVLXgEKcZrpUHQnPtgIrv0AlTgjjFtQwMpRir+mvWcE3U/MseoXQlnkNce2SbUgghxBW30SN3Vl4vCNn7Mz9C5W//mlM/90tEr/kVDoxXVrroA2et66HpNmmmV7YhwyTFNvPtSdNQPGXv0LpacFyJdh1XawyT2Nrk0xVCCHHFrS5EB05rA3ElTvGdmXXrRglulrD7x15K8Z/+gYVf+Q0aP/zjdM94vbXWVfUsTjZ63DxWYc9wkdl2SKMXUfLslUBorOKta11X4pTi1TrpKMPBty75FIQQ4gZ2tb6g1xq5k2YZXznZ5MHpFpD30No3euGsz/naTZTcvMbq4LE5/utrf5LiR/6V+d/8HVo/9L9wtT4rE7fWurYP+Nw/1SaIU3zbZLziMVBwrquM1HLm8LT37Cq0zBCXRrYphRDiBnU1txLPHLnTixLuO9FkrhPimAaOpXhktsO9k43zvt5aa/zs4QXSTJNpzYMzbT57/wme+JM/QOUj/8rJ17+R1g/9L2Dtwve1RgGZhsGt41t/a/Bco5jWQ1pmbG1b60oTQgixYdazlXipmbMzC9FPLPZo9vMB3suvozxFqx+dd+tyrTWmWcZMq08/SmnM1fnmX/5fjN/9n7z3R15D/IwXcUcYYxrGmoXv5yqQ34rB12qXm9mS4eBb29a98oQQQlyUiw2cLvQFfTkBwJkjd+KlAvmK/+jjHNOgkyTn7aHVixIMpTi20KXejejGKa1uxGIvYoeV8vxf/CFG7ruL//fq36P+7P+GmWQcXehx63hlzRE/1+oooMutwZOWGVubfApCCHEduJTA6UJf0JcbAKwuRC84Fofm2kSJxrUUAFGaYRnqvAGBBg7OdkjSjMNzHaJEk6Qp/YVFnvE7P8XIoa/wTz//Bo4/81vYO1Ag1Rk7BgrnXd+FCuS3YqH75Wa2pGXG1iY1Y0IIcR1YqyYozTSfOTR/zhqjc40Rmqj5wJXtBj9R8yl7Np0w71wfJAntIKHiOyuvtxYF9KOEh2faKAUl18RrN/ix1/0ouw7fz1/+zG/z0DO+CaUVUZphXiC4u5CNbsmxXmvVul1MZktaZmxt8ikIIcR14MzMSS9KmWr2SdKMvcPFNTNlF9qyy4dfR7SChH6U4jsmFc+i6jsXtbblTJOhFLapaAYxvm2yf7S0rtOUtYKNUqCUotRp8D2vfRlDk4d47y++iSNPegb7Kg6dIOHu43V2DxeZqPrMtAJa/fiis1tXuyXHpboSmS0ZDr51STAmhBBb1MVsly1nTjKtmW2HHJnrkOq8bcNypgzODirO9wVd8W3uOlan6FqUXINOmDLbCnnmrecPAFavWwO9MKVWsBktuySp5mS9QdG18eyQ8erav9Pycxxf7HGy3mOi6lFuLvINr3wJhRPH+IdfewtzX/10drkmnX7KbCugVnS5dbzMkfkO//aVaQ6Mldk3UlrJbq0nEzTfCZfmTmb4jslo2cW3zU3PjF2rtW5ifWSbUgghtqCL3S6bqPk0ejEPTbeJ05Qk02RpRj98tED+YrcYW/2Y/aMlSq5JP84ouXk2q7U0q3E9655u9plq9sm0ZqEb8aXJBqBQaII44+MPzjLTCs75HHuGCqQZRMdP8Jwf/S4Kpyb52195C5Nf/XUUHJOn7B3mMdsqfNVNw+waLHLfiSZfPtkiSTNmWgHHluZIrqeNQydMmG0F9KKMomOSpBlH57vUe9GWKHRfDsiWpwlIIHb9kGBMCCEuwuX0eroYF9sXquRaFFyTomuSZlBwLbYN+FR8m9l2CFz86blelDBQsNk9VOTW8Qq7h4oMFOzzBnRnrjvTUPJMZtshD0+3KDomNd8mSjUVz6LoWtx7onHe59jbX+DbXv5i/Nlp3vXqt3D4jidzqhlgGQazrT4zzYAgSjjV7KGUwl3qYzbTDMiyjLl2sK5AdKrRZ/tAAaUgSjWp1pxqBvzHIwt0o2TTs2Pi+iVhtRBCrNOV6mK+nu3HSzk9p4ADo2WUUvSilKMLXbSG3lLR/MXWGF1KO4Qz1+3bJlGS0Y9S5johBjDbzvBtgyDOKLkG851ozefoRQkz9zzI01/2nVjtOn/12rfSfPxXUVCKiZrPSMWh2Y+Z64RkWlPvRgwUM1CQZoqCY9IOEizTWFcguhx8erbJ8cUuh+e6lByToZqHYxrSsV5cNZIZE0KIdboSXczXu/14KafnVj+m4JjsGSqi0WggTjOUgkOz7XVn9C502vJ8a+hF6UpvsMNzHVr9mH6Y0uznfcNKrs2JRo+FTkyt4Kz5HO0vP8jXvPRbsVsN/uVN78J42teQZtDsxSx0Io7N93Atg6JjMt8OKbkmQZTR6IUcX+zSCeOldhjZBde9+nULjolnm9w8VmLbQIHBkisd68VVJcGYEEKs05Vo9bDegO5SAqEzH2MoGKv4PPmmITKdN1k9MwA837brpbRDmKj51HsR951ocGy+w2w7IEgyTjb6DJUcUr20PemYxEnGyXqPO3fUznoOHnqIx7/4hZhBnw++8a84uf92giijGyW0+jEZmrlOyKG5HicbfaI0ox2kHF3sMlkPsAyNwlgKxFK2reM05er3r94NOdXo8fBMm36c0ovSS27rIcSFSDAmhBDrdLm9nmD9Ad2lBELLj4nSjPunWhya62AomGquHQAuZ8nOl6W72KLxkmthKMViNyJMNWXXYt9IEctQbB8s8M13TlD2LBZ7MUXH4I4dNcYq3unP8chD3Prd/w0jS/n3t/0Nwe2PxTIUJc8kilMcy8AxTWxLcWSug0JRcmwywFSK8ZJDqg00mufcNs4d22vnPXSw1vt3shEQJ5r9I0Usw+DoQpd6L94Shfzi+iNXlRBCrNOV6PV0MXVYl9IXqhsmHF/okWYZFd8mTjMOzXW5baJy2v3SLOOzRxYYKblUCw6jZfe0zvsX+7qr6+DuO9lgx6CHZ9ksdkMWuhFhmvLITIfbJqoM78+DryBOsc0zcgL33IN+znPITIv73/NBuqO72F2w+dLxBoZSGIaBoxT9OCHLNK0gJs1STNNk30iRIE7JtGbfSIG9I2UyrdfdqX75d5hc7LFrwCfJNIahcExFmMDJeo9bJ8Yv6n0RYj0kGBNCiHW62F5PaxXqX62xNJ0w4ZHZNp96aBbPsdg54JNmmulmgGsqTjZ63DyWB2S9KOHhmQ5ZpqkV8oDt6HyXPcPFS+qpdebBhizTHJ3rYdsGZdfGt03Kjs1kvcdiN2Sg4Kz5e/c+81mcb3wekevzhT/9G7z9N5M1+3zpeIM4y4gyxbaqj2VChuLeyToDBYuiY9EMEjpBwoBn008yHjNRxbUNelF6WrB7rsMTq3+HKElp9WPqvYiqb1MruNQKNgXHkeJ9cVXIVSWEEBfhzGzV8pf4+b7czzx5eaWbdy6/1kyrDxra/YgvtPrsrBUYKnnYlkGzn5+odC2DE4t5C4idQ0XiFLRWLHQiZtoB22s+49XzF7qfGdB0l7Zel7N9O4eKfP7wAp5tMeg7xGmGYcCdO2rUezG2aZz2e3fChCP/8BFu/v7voFMs84+//y7s0V0cPzhLxbdxbYWtTQxlUC1ZzLVD2kHEUMlhW7UAQMGNCRKNgWa06qEUhHGGoVgJ+s73mSzX8mVas9iNMZRiuOSSaYVrGVR9+6InDwixXhKMCSHEJVrPl/uZY3UOzbYpONYVHUK9/Fq9MKUXpyQZhFHCl6daDBUDJqo+T9hVW6k/izPNgdESSikenG4y34nxLUWcZnTDlF6Y0gnPbq1xrt/5oek2t01U6EUpc+2AMEqJkpQMTTdKMA2D4ZLLLeNlMg2P2zlw2vMdfv8/c+tLv5v+wBB/9Wt/SrM0Sv9kM7/D0hSBuXbeGT/NMiaqHo1uRMGxSbVm12ARxzQ4stAliBOevGeAejeiGSTcMl5m/9LIpeV1rzXqaLmdxrHFHuMVn9lOACjSLEOjONUIuHWielmfkxDnIsGYEEJcovPNMVyrT1iaZTw43eaO7dXL6lN2puXX6sZp3iNroYdrKWxDEScZh2fbfOMdEyuF8gUnL9b3bJOCY+FbCUGSUXIsbhkvYyh1Vt3YcjbswekWtqHYMVhYOQxQ9SwOzXWwTAPHNBgsOQyVPSYXe7SCmJGSy66hIqZh4J1RI9b4x3/jtv/5XXRGxvnkH72HzBvAjlOOLXQYKTloIEkh1TBcclAKnrh7kMGSSzdMMY28l1k/ThmvelhGvqZ9o+WzAt3z9W5bruXrRyllz8SxCky3egAYStON05VAevlE63pHVQlxIXLlCCHEJVrPl/vqQv2T9T5V37piQ6hXz2+0TYWJohenDJecfL5iklHxbHYPFmj145VgbHXdmtaagYLDdDvEdyxm2yEjpXxrcdlMK+A/D82jgfl2wGjZ48GpFgUnH5M03epz92SdnbUCOwYLlN18O2/nQIGabzNS9jhR7zNWcU/LivHhD7Pte76N7radfOzNf8VieZCoFzPT6tPoR7gWDJYcojTFsw1sU5FoDcBo2eVI0CFK8tc52egRJRl7x8vnHD5+vsMTy++JqSBMU5QyGCp5jJU9Jus9Kq61EkDfM1lHoagV7CsaVG+mi5mDKq48aW0hhBCX6HytLtbqE9YMErbXCqfd/0K9q87VB+zM+Y3dMGWm1afdjVjsRnTCjP0jRW7fXmXnUOG011jdNqMXpUzW+4xXXIaKDkma8fBM57TX/+zhBaJU0w1jZtohXzhW5+h8j8l6PopouhFgo/IWEPM9vnKqwUjJZaBgcXyxz2S9h4FeybjdM1nn0F/8Ddnzn0971x4++L//iu7gMCcbAZnWDJdcCo7JTDvEsQy21Xx826LZT5lYqmdbfo9NQ3H/VAs03DaR/07namp7vt5tJddiW80nzjT3nmgyWe8xWnJZ6AZorU/LBLaDmFY/uqzmv1vJxc5BFVeehL1CCHGJzncycq2Tl7eMlzENddpznK9P2fpr0kx2DvocX+jRiRK21QqUPYv5bkQv1tw0UmSw5J723MvrW67p8mwrn6eEQimFXrrfVKNPN4zphimuZbKjVuBLJxq0+hGDkYtjKXzXZpdjY1uKnUMFDs12ONHoM1Z22T9SZKTi0ezFHJxp54Xw//bP7PqR76e5/xYO/9X7ULHDw6daDJYc+lHCVCtktORR8W0sU5FmmqpvoYDRsofWmjDJMA2DnYMFHNM4Ldu1vO4zs43nOw3bCRNONfrsGymxZ6jAyXqfIwtdDODWifJpn1GaabQ+7anX3T5jKzrfdvulZGzFxZNgTAhx3dmoLZcLtbo418lLWF9bi4upSeuEKbdtLzNW9VjsRsy2A3w7HxWUZfqcRfn5PMsS852QXpTi2yYHRktkS9FGL0pIlkYpOUvNakeLLnPdPvVexHjFY3vVA605Vu+hM5demJBpTZQ4mEpzstHn+EIXpRSP/cy/cevP/ziN2+7g7re+B4pV7iy7zLYDmv0YreGx2yrsGioSJ5qjC12GSi7DJZeKb9Pqx6e914dm22s20V2eLrDWdbBWgHFmcHvzuE0Qp5xs9DGN05/fNBScEYxdbPPfreRS5qCKK+vavHKEEOIcrtQw7/W6mMasF9un7GJq0vpRimUoJqoetYJN2TVJsnwu5bmK8uHRYv7dqwLCIE7xTHPldss0CZOYKE2xDQNlKAYLLkNFl6JrYSxl+3YOFMi0xjAMDAVRllE08kHhpxp9nnnXR3nCH/4y07c/kQ//9tsZLVVIoxSAoaLDQjdi33CJ8ZqPb5uERsbN4yWGSy4Hxsp0wuSsTvrnqgMDODjTJs00rX7EkaDL/aeaPHXfMEXXOitIO9d7vXwNLf85TDLKno1CrbQKOV9QfS3UYl3KQHhxZW3oO62U2gn8JTAOZMDbtNa/r5QaBP4a2AMcBb5Da13fyLUJIa4PW33L5WKCt/UUnEN+SnOm1afZT7h5vEwYpeweLhIlGdZSTy+tNbPtEID5Tsh8J6QfpyidJ3n2jhRPa8Y6VHI5ONNmvhPSCmKKjkWYphxb6NGPEyquzUDRxjIMptshloLtSzVXT9w9QC9MmesEHOvFREnCf/38v/CiP/pVZp/4VD79hncQWx7TrZDRssPR+S6+Y2ECSaY5Ue8xWvYwDMXuwbzerRMmfPbQAscWO/TClIJrsnuwxGN3VDk026HV75JkGstQVHyHgmvmTW9bAY5pUCvYtIOUTz40y/YBn4GCc1qwvtyP7Mz3erjkMlHzTwuglw8hXCio3ui/GFyqq9WIWKzfRl8NCfByrfUXlVJl4C6l1IeB7wc+qrV+vVLqF4BfAH5+g9cmhLgOXItbLufKnqynJu3QbJsHp9sMFh3Krk2W5cFWpjWebbJtqQ1DvRcx2wqwTcWJxR7TrQDLNNhe9emECYdmO+waKjJccvFsc+X0ZMWz2Dtc4u7ji6TAjgGPwYJHJ0wwFAyVXFzHJIxTlKHYP1yk7Nm8765JBoo2Rdui/K4/41ve8msce+LX8JHf/BO2Dw+wsNBhvh2TpAlBovEsk10jJebbIb0wodmPefqBUUxD4Zkm951ocPeJOjXfZqjo0ItT7j5RRylwbQMUKAUo0Gj6UUo/SnBMY2Ubs+yanFzsUvGtlYMAnm2y2Im4f7pJqx8zWHS4fVuVsmef9V6f6UJB9Vb/i8Gyi83YiitvQ99prfUUMLX0722l1APAduAFwNcv3e0vgE8gwZgQ4hJca1suF8qeLH9JzrbDlZqvqUZ/JWArOBZ3bK/i2Sa9KGG2HVL2bBa6EV+1ewDfNgnilFONgO0DBVpBTDdKqRVsQNGNEobLDlmmV7JAH3tgBsMwKHsmUaJpBRGgmGn2ieKMRMOd22uUXGtlgPlq+fpLzDQDht7zDr7hT36Th574dfz1K9+Ik5roRg/PMolcTTfKGC46OJbJ8cUermUwVinQjzST9d5KO4yPPzRD1bcouTYAJTcfBP6Zw/O86Ak7VoIrYKXWqxsmS79nLkozzKUDAcsWOhFfPF5HKcXtExVO1Pt86uE5vvbACHfsqF2R/m+rbdW/GFzKHFRx5Wzaf52UUnuAJwCfBcaWAjW01lNKqdHNWpcQ4tp2rW25XCh7spwh64QJVd9e+Z2WA7bVX/gFx2LPkMXuwQLHFnvUezFH5rt4tkmzH2MaMN0MiJKMgYIDCvpximMadJKEXpRn6NIsv12h0Fpzqh4wudhlrOaxc6BIL844vtjllrEKcXp2YNGLEiaqPkNvewtf9yev58jTns0fvvS1BKHmWbsLtKOUL0812TlQwDYVcaqJ04RawcFQGq0NLDOjYBsYSnFots09x+v4tsl41Wek4uFZJrZh0A2TNQv4S65FL0xoByll1yRKM6IkY6Tknnai9cGZFqBJMs1UK6To2QwUnXNOIDjT+WrCrrW/GIjNsylXhFKqBLwP+GmtdUspdaGHLD/uh4EfBti1a9fVW6AQ4pp1rW25nKtT/6G5zsoXfO+M2Y+rA7a1vvDrvZhOkLB/tMR4xeXhmQ7tIKbq2ZhKMd+NcEwTxzbyDFWaYRlq5bUqvk2UZriWyWI3JEpSTNPAQDHbCpluBxycyWvQnrZv+KyABGDg93+Pm//k9Rx/9jfzvp96HaPKJEkzHprpsK3mYRqKXpQHmK0gZr4TcdOQT5TC9prDaMVlrh3y8QdnqPkOwyWXxX7MVDMgiDPGqx79JGP3cPGctV57R0p89vAC9V5ExbcZr3pEiUajV4rvpxp9ekHCjkGfgm0SZxmNIKUfP9o/bj3DxdfKal5rfzEQm2fD/+uklLLJA7F3a63/bunHM0qpiaWs2AQwu9ZjtdZvA94G8KQnPUmvdR8hhLiWtlzODKbmOyFfOLqIoaDomMS+5tBch9smysCjAcfydte+0TL3TNZpBzFppolTzfGFHqMVl5lWsDTex8I282yZayq6YcI9p+rsGypy03CZdpBnspYL1at+xnQzAKAfJzR7EXGScmi2gyYfSxRrzbG5DrsG8oazK93o45SB3/0tdr35DZz6phfxwG/8PtGpFkGYkiwFdd0woerZoAzKvk2cacIk5dhiwP7RIqMVl+MLPR6eabPQDlFA0bUI0owgSjk232G+mw81f+Yt28467bi61utZjxk7K5CCR4vvlYaBkkvZy6cGOKZJV6fYWf6clzJ/dHVW81r6i4HYPBt9mlIBfwo8oLV+46qbPgi8BHj90j8/sJHrEkKIM21US4LTT0VqvnB0kTTT7B0tkWQw3QpwLYOT9T43jz9a/7R6uyuI8tYRzX5Eq5diGIoDoyXaQcIXj9UZr3g4tkE3SChXXHYN+pxqBCtB0M2rRggtb4mOVz2a/Zh2kLDYjxgsuoRJSidMmWmFOJbJRM3jyycb7B4qESQe/TDh9j9+A7ve+vsc+ZZv599++tc4fnSRINJ4lqITZiRZTDuIMZZOPWoNOtPcPFbh4Zk2t05UmG4FHFnoMdUMMLSmE8Y4pslwyWO2GRDbGWNlj6fuHSFONdtq/ln9x87V6235s+1FCQ/PtJlphzSDiLm2R8WzCGJNmmU8ee8QcPHzR8+sCbuW/mIgNs9Gh+dPA14M3KeUunvpZ68iD8L+Rin1UuA48O0bvC4hhFixkS0JVmdPDs21MIC9oyX80+qKNM0gWbOv1aHZNo1+xI6BAq5l4lkx959s8aF7TuLYJqBxTIVh5m0jxms+hoJbJ6qMVzxs01jJiC0HnsvBjW0a3DRSouLZHJnvooGyY9HqRxhaYZuK44td5rshz9g/xmP/96+z5y/fyj3f+O384w+9hkIGNw0XmWkFHF/o0YsyhooO/TghCjVxkuHZBgO+g2sbfO2BEaq+wycfmqUfpWyr+XTCmF6UcnS+Rz9KODBW5jHjVR67o8r2AZ8gTmn143UHPMstMu490WCxGxLEMQvtiCNzXYquyZ3ba9wyXiFJs5Wg7WLmj0pNmLgUG32a8tMsDdxYw7M3ci1CCHEuG92SYDkgy4Mh87TTfo6l6EWaW8bzuYtnZn+OL/YoeSauZdIOEubbEVpp5tohu4aKJKnmyHyX4YrLTUMFpht9hssu22o+rmWsnNJcHXieWrXNBjBWdpluBUwu9uhGCQXLoOo7FByLNM0zc3t+/Re56f3v4sFv+z7+6SWvQCuDNMtHK2VZPr8xTjUL7ZBukjBR8TANgyzTDBQdyp69cnqx7DtUfXAskwenG0wu9NBoWkHCqUaPei/vpwYXfzoxbwXSIkxSbMugFWYEccJw0aFatKn3YpSC7QOFc9bkrdXrTWrCxOWQ8F0IIc6wWS0JCo51Wr2WYxq0wxQF7B89PSu3nL07Ot+l7JpM1AoEcUI3iil7Fr3QpuSatAJFxVdUPZtMQ6I1e4aLFByLIE5XTmmeL/A8Ue/z2G01PNvkPw7O0QwTXDum1TcZKFh869tfxx0ffh9f+e4f5Is//otE8z1qvkGUpkw1EhxTkWR5CwutFJ1+jAZ8R1HyLAaW6s2Wf78B32ahG+IqkyjVoGChFWIaiuGKR9VzuevYItsHChiKi8pEHV/sYZpgKsVCO6BgGTiWSaMXYyjFUMmkn6QMFOyVmrzV28gnGz2a/YRbl4LBM2vChkrulu+4L7YeuUKEEDe0tWrDruT20/Lzz3ce7RO23M/rzC/pM+u16r0I0zB46r7hlfvOtAI+d2SBh6ZbFFyLJEl5uNnnRD3AsQz6UV4kP1rxKDg2BQfKnsVYxQOlKNjGSu+xMMkouRZppjm20KUf57Mph0vuSsuKXpQy0wpI0oxWL8axDXSc0o9Smt2QF7/jN3nixz/Avz7/+znyQ68g6EZ5Mf5CzL6RIr0wJIgzTjUDyo6FbZnsGixgGYrhssvNY2V2DRZOmyWJgn6UEacRU40+nmVw00iZgaKN0grXykcRnah3Gav4Z2WiLlTv55omXZXSCjJSnY+R8myTWtGh4Ji0+/HK572ctXxkts1D022qnsVtE2VMw1jZul4OWq+Vjvti6zEufBchhLg+LX95xmkelMRp/uVZ8fPu60GcorVeCVyWT+Jd7PM3+zHznTwomW8HNPsRB2faZ2Xalr/4LdOgF6VYpsHuoQLFVYHYxx+cZbrRp+rZzLcjZtoRVc9Gk2dtSp5F0bXYVstbP4RpxkInpNGPqHj2SsC33KzVd0wOznaIU03BybcSDy6dmuyECfedbDLT6PMfh+a572QDhWJHzafmKL73La/hiR//AH/7zS/lvS96Ga0wb4fRi1J6ccLBuQ4Fx8w72/s2jmVQtBXtIKLq28SpZqTsnTZLMk4zbh2vUCs4HJrtkGpo9GPSLMO3LWoFh3ovXtn2PDPQOddnuvxe7xws4NomlmUQxDFBnGEohWUqXDPf7g1jfdrnXXItio7FvpEijm1yfLHPdCsgzbI8eFyyentbqTzAW26f0QkT7p6s8w/3nOQf7jnJPZP1Ldn8VWwOCdWFEDesR2bbzLT6ZBp822Sk7OFaxkpB+OW2JFj+cp5pBbiWuVRXlNIKEsYr3jlr0LSGfSOlsxq83nuiQdHNe4F1gnw70rMVWiv2DhdxLQPXNhkpuZRcGz3fYbEbUSlYDBbyrM++M7Y7FaC1BjRBpDm+2OX4Yo8j8x0+9pVp7jnVwMCg5Fg4jkGrl3Byvs3L//LX+aq7Ps77vvV/8aXvfhlmJ+QrJxvsGixQ823csstMK+TQXJui57C75GIog+Gyy6lmn1YQ87idtZWZkEqxEsj0opSyb1L2TMLYJknygedJmrIYJmQK9gyXVt7j1ZmvC9X77R8t0w0TCo7BsXmfw3Mdiq7F/tF8mHqQpGyvlc4K8uY7IfPtANc2KTp5b7apRn8lIIRzb2/PtkNm2wEzrZCiY4LSPDLboRum3Lnz8rr8i+uDXAFCiBtSJ0x4aLq91HIhZXJpPuOdO2q4tnFFWhIsfzn345SCkwcFjmnQjdJz1qCdL5ho9CKGSw7twGSmFVByLUxMmkHCSMVjfGmLFeBjD84SxAl7hovcsb3GcMkliNM1A8Cbx0pMLvZ5cKZFN0gZq7jMtkKOLnTRaYZpmwRJgmMZ1IyU7377a3jqlz/NB178s9z7rS/hlpEKhXqX2UaPsmuDAtNQ3DZR5u4TDQYLDhqwTLBMxWMnqky3AgaLLrZprJwKXe6kP9cOqHhOfrtlcfv2GvecqOfzNA1FmsHDM232j+aPm2uHK0HN8nvei1Lm2gH9OMWzDHzHWgmwHrdzgKlGH9MwePJNg3SjhCDWVH2L3UNFxqtnbyF3wgSUQabhVKNPkGQkmV4aiJk71/Z2J0xIszxTt/w7Kk/R6kdbbk6l2BwSjAkhbkhTjT6OqZhqBhRdi6pns9iL+Zcvn+IxE9XLKr5erll6aKZNJ4gJ4pSiazFeKaBUXpB+74kGc52I44s9dg0WGK/m7STunqwzVHQYrfgrAdxy4FYrOHTCvD3E8YUe/ShFk+FaBlGSd6W3TYNumFJ0DAxlMtUI6ccLPHnPEENLY35WKzj5Vp7vmAz6DiNFg9l2n1rBwWkG9DKNYyviVDEz1+DVf/YrPP7Ln+H/vvjn+NLzv4eqZdLoRQBopSj7Fp5tMlnvM9MK8G2TVGuGyy6+ZdIOYubbEftGiyu1cwCz7ZDDcx2qBYdGL2Kw6GAZJraZt7/YNVjg4Zk2YZLhWyZjZY9+lBF5GVPNPkXX5HE7Byg4FvVezHQrwDGNvAYsSOmEj9bsLQfay6chXcsgzTJO1vt5bZtvnzUOqeRaNHo9TtYjCo6JZSiiJGWxG63c91ynK0uuxWI3xHMfDdxWj6AS4qJqxpRStymlXqyUepVSanzpZ/uVUhLWCyGuKb0owV6eaajz7anFbkiYaAqueVat0XqtrhMzgG6YkiSaejfm4dk2M82A2WafI/M9xsoujqX44rE6f/n/jnDXsUXCKGGxG3N0oUsvSoFHDw/cuaNGN0yIUs3NY0V6UcJCNw9sxqt5q4i8J1eHVpBikBfsL7QjPn1wjntPNDi+2Fv5vTphQjfK68IenG7RixM0Gd0wpeyZuIZisRNxst5nUMX86p/+Eo//8mf43Rf9FO98/DejtabkWARJQjuIsQzFdDM/9ThUsJlq9Dm+2OXgbIc01dQKNo5p4NkGt46XidOMeycb3DNZZ6DgkGQZh2bb3DvZ4MsnmygFO2oFFjoRi92InQMeAwWHatGh4Fq4lkknSCh5+ZBxyA9BnKz30BocUxElGQrNtpp3Wn0XPFqjF6cZ90+1CZKMomtydL7LR++fZqYVrNx3uORiGcZKcGmbBttqBcYq7srzLj/fcguS5bq84aV5mFHyaMuS1SOohFjXVbA0S/KdwLcCydLj/gWYBl5H3qj1567SGoUQ4oorOBZxkrF7qEi9G3FqMcAyDPaPeCvF13DxvcVW14lV/Lx/1lQzoBfGeI5Bsx/juxb7R0tUfZsgzjMymnwmZaXgcnShx7aqx2yrz3jVJ0wyhkourX7MaMXlkdl8TFCUpmjgs4cXuPdEk/2jZZq9CMtUbK96LHQjlJEHJYfmOvi2ydceGFkJgjSagYLDbRMVPnd0kcOzHXYNFZbmQsaMVDyO17voTpvvf/Mvc/vhe3jLi3+Br3z9C6iGKQ/OtOnFCduqBUbKPmGU4LsWzV7MYi+kWrAZUA6DRYfGUrZqouJz83iZomvTixIenG4SJRmjZY/JxT5BlB+amG4G7BspUe9HVAs2QZywvebzlekWBcfi0FyLomOhUZiGohkk3DNZp+BYlJcONHSjFN8xqRVsmv18aDpwWsaz5FoUHIt9I6WVbFrJVbSDlM8eXuBZjxlbyXp98Xid8aqHaxtEiSZKM7bXCqdlt9ba3p6o+Ss1Y1rnNWOdIF0ZQSXEejNjbwS+BngOUOb0xq3/BDzvCq9LCCEuynJG6p7J+nkzWsv3m++ESw1PU7YN+NSKLsNlh6Gyh28/uj14sdtIy0O9+3GKY+X/qbRNhUaxe6hItWAzXnGp+MsF5z3q/YhGN2RyMW9PMV5xOLrQ4UuTdU42+lR9m/tONPnUwTnuPr7I5Hzezb7mO7hLWZgk1Sx2AibrXY4sdLEMlWfLlMF8N8K1TMYqHkU330Zs9SPaQX4qsehaPOWmIR67vUqy1NcrSVNSnTGuYt7wzldx5+F7+a3v/AXufs4L8R2THTWf3YMF5jsxpxo9PFMxWvF4zmPG8N28Aa3Wml6YMNcO8W0DpTWOpdg1mGf1js53idIMnWnun2rR7uefxb7REoNFm4GCTZxkFB2DkbKLZZnsGSrQ7IZ0owzTUIRxxl1HFym75srpyXYQU/VtHjNRYbSc178td/9fK+PZixJa/QjHNHAtA4Wi7JqnnZYsuRa3jJfRaHpRim0q9gwVMdeR3VquU9s7UiRKM6JEs3+0JMX7YsV6r4L/DvyU1vrjSinzjNuOAbuv7LKEEGL91tvfafX9Rssut09UuevYImmWUbQVnmNjGIqRsgdcWm+x5SJu385bOsy1QwBqvkUvyvKTgl5Gq5+w0A744mSDJE3xbQvbhCNzHbTWmIbBcNGmE8S8/wuTdJOE7bUihoJ+kjLbChks2ZRcm5rvoBT04owgyjhe7zPfCrl1vMJA0clbXVR9BorOae9Fox+RZuA7JqNll8dur/LgdIvpZkDJt5ifnOXn//dPs/f4Q7zlh17Liaf9VwCiOKPs2niYmBWD27dXmGuHBO2AomvS6uc1VJapsK2MIErohDHtMMFdquM6utDFsQw802Q2CDENA8uAI/NdPNvAUga2ZeRzM0dKZFpzdL5LmKQUfYsk03SjBMM0GK16OLbJscW8ji7TcHguz4I9cKpJM0jwrLymbK2MpyY/EGCbeaH/UDF/Pyu+fVowvn+0jNZ5kH6xHfdLrsXjdw7w+J0DF3U9iRvDev8r4wML57itDKRXZjlCCHHx1ju+6Mz7bRvw8ZwR6r2Ikmsx2woYr3j4trHSW+xiR9ssF3GXPZtHZtqkOj9BWF4KmG6fqHJ4vs18NyaMUgqWQTvL6IQpnm3SjRJa/QSlYP9IibJnMdnooYHdQyXidDkYUMw0QwrDFo5p0Ahiji12afdjkhQWuiGPzLUZCzyKrk3Vt1eCzF6UMFnPm6IaSmEqg8VOxFjFpbZ08rF9cobv+q0fZXzyYf7qZ9/Ap/c+hYrOSFLoBjFhmhEneabrc4cXQBncsb3C/adaGIaiGyYYQME2Ga/4aKDkZnxhsk4/SUkyzc6BAiXfZrEXEeuUejcm05qik9dY/fN9U2yrFThZ73H7thq7hwocX+wxVHKp+Q61gkOjHzFQsDlZDyi7FkXHxDLh2ELIodkOi72Y4aJD2XeYaQf4jolvP3qStRMm9MI8gNM6zwgeme8wXHJXJhUsWz1H9HJanghxpvVeQZ8Hvo+8TuxM3wb8xxVbkRBCXKT1ji9a634DBRvbVDxu58DKKcjL+aJd/YXtORZKZxQ8m7JnMVLOA72pZp+bhh3um2xQ8mxKvkPZs4iSlFY/otlPeNr+ESq+DYBSCqU0zV6Ub6MphWUaxFlMK4jphymznZA4TfEsk4JrorVGp5o4TSm6HlGacaLeZXutwCOzHcI4pbyUvULDscUeR+bbPPPWcZid5Zkv/z5qxw/zvl/6faaf8kyGF7vMtyMyneFY5koz3H6kGSg5DJVMPMckTDPGfJdHZto4lsFI2SOKU44sdHAtg7Jv0+rFeQCWZnzt/lEKjsmXjjcI44Syb+E7Fg9Ot1FaMVpxqPkOXzpe57HbqxwYKzNQyOvQAI4t5AcEyl5e0A+gMDANlQegFY8kzZvRhknGXDtgrOKtBFlTjT6OpRiveNx7oplPBqg4WIbCNIyzarquRMsTIc603v/K/DLwEaXUR4D3kmd1v0kp9TPkwdjTr9L6hBDXiQuNqLkc6x1fdKH7nflFu7ytebFrXv08cXr66wVxiueY3DZRoerbJGlGvRtz74k6C92IqmsxUvYZLbsrjxkuucy1AzphwraaT70b048SLCCKE6ZaAY1+RJLB9qpFxbPJdMZMJ2SmEwKKJ9UG6Ucp90+1mGkFPGaiTBBnfPlkg0Y/IY5Txqo+4eRJnvgD30b11HHe9fP/m0/ufAIjnZBt5TyoafdiumHCUMlhZMSj1c9r5EZLPq1eTMWz6cYZ+0fLOLZBsxfzyFwbrTU3DRWpFhwGSw6uY6G1ZqEbsHOgwEPTbQ6Mlil5FvefamEb8JhtFQyVB3SubZFqzX/ZN8zBmTZBnPdqK3s2zV7EzWMlenHCTCOgE6UorVnohgwUXQ7PdSm7FqNlN6+1KzgrGc/lZq4lz+Kpe4eYaQW0gnxLVal8sLjMmBRX27oK+LXWnwaeDbjAH5IX8L8W2As8R2v9+au2QiHENe9CI2ou10TNX9f4ogvdb/UhgOX/rWfN5zo8sPr1umHCwzMt7jvZBKDeixktu5xY7PPpR+boBAkDvkW14FLvBpyo99Fomv2Igm2SaM1CN6YXJQyVXIaKHrdMVDEMA9s0UFrhGIpelNLsR8y2Qxa6EWGcEaX5ic000+wbKeLZBkGc8eBUm7LncGC0hGEq5h48xB0vfhHV6RP842+9g4NPeBrDZYcB3+ZUq08vznjS3kG+7uZhdg4V6CcprqXwbAPbUvTivEg+iBO21TzGyh63jJep+TaVgoNnmwwUHBzTZKBoYZuKONVkOi9o3zVUYKzqU/ZtHr+zRsGxVgLZkmvQWNpOXt0+ourbfO2BETRwaLaLUor9IyW0obj/VJsk1ewbLaK15sGZNoahTqslXG7m6lomvmOyZzhv+tqL0qWTlVf+ehXiTBcM85VSLnn263Na669TSvnAANDQWveu9gKFENe+9dZ0rWU9GbX11vKc735nHgI4ONOmF2dUfee8rS4udHhgrSHTYZLxyGyHwaLDlybrtPoxtqEYKBapFS3GKlWOLnSwDEUriNk5VGSk4jHfDZlc7LNtwOfxuwfwHYOJts/ubpQ/Ty9ioRuRZll+glNnGEDNd+kECYfnutR7MVGc8cXZRdIUwiTBVAaFqVP8/Jt+Aq+9yF1v/T88MHwzXpLi2jatfowGRst5x/yhokstTvHsfGu10Y2JkowdAx79OGNb1WfHUJEgSulHCeWCTRBmDJZc3OUsoc5bUuwaLFBwrKXsX0jFsyg7JofmehRdk1sn8vd6vhPTCx9tX7H6Opio+cw9ELJ7qEjZM/N+XhoGijaLnZA9w0W2DfjYloHi7GxXEIeESYZj5b3A6r2Qqmdf0vUqxKW4YDCmtQ6VUu8gb19xUGvdB/oXeJgQQqxYb03XmdZ7ShLOX8uznoDuzICxG6W0+jGfPTzPTSMlRssuvm2etuZOmPCZQ/N0gphqwWG07K5seS5/4feivLXDvpEig8V867HowvZayocfmGGxE1LxbSpL9VuOaeLaeRuMobKLa+cn9wwFVt/gppES22oellJ8+pF5xqseaabxHZP5DqAzFnoh1aVTlkNll5P1DgvdmJJns2PQZ99wmZONgJpv0481lakTvOK3f4xiv83vv/IP2HbgTuxWSJBoukFK1be5daJMnOanHccqPlmU4JiKgu2wb7hEN0oo2BZxGnPTaAnLNJYCIgfTNJhuBiSZphVENHsxM50Q21AYxiK7Bny2D/ikqcNdxxYpeRbNIKHgmMy3QjpBwqlGwNfsG165Du6ZrK98hgXHWvr3vO2Eb5tsq+b1eSebAd0oBZV3vU8zfdq1VHBMJqo+7SBeeWzZtRmtuKddH+u5XoW4VOvdAL8PuBn45FVcixDiOrVWrVa9F1HvxWtmOpZdTkZt2XoDutUB43Jne0NpDKVI0oyj813Gqx5V3zntebthQq1gEy/dZ7TiMtsOeWCqxR3bq2yvFeiGCUGU4NnmSrDWCmLCOMlrlzTYlkGrl/e68h2LWyfKjJZdxisuxxZ6tIOEimeBhiNzPZ6yN2+RcGy+S9mzQedNYy3DIE1SgjSjYirCOGWuHTPom9imotmNWSwEbKt4LHYjDnRmedlv/y+sfo9X/egb6e99LF4vIoxTKq7NRNWjF2WcaoW4psF4zaPdj+hGKf04Y+egS7lgs3e0tNJp/nNHFim6FiXXoBOmhHHKgdESnTDmwek2aZphKRguuvTDmOOLmkfm8pYW2wfyMVDDZY+HZ9rMdUI82+QZB0bZNpBvJ2caZlohbTsf6B4meW+x7QM+e4ruqs8+Ze9IiT1DRY4udMkyKLnmaZnOKM37lY1VvJV2Fe0goeI/2gYEzq5BvJo1kOLGs96mrz8DvFIp9S1KKbnahBAX5cxarcVuyCOzXQYKznlrcpYbqK62nkasq2u4PnNonjTLA8HlL2HXMs4ajbMcMEI+J3Gi4pGk+cBrxzLQKE41gpX6skdm28y0+ix0Qo4v9tBaoTXcM9ngVCNgpOhiKINjiz0cywBlMLvUcwxgcqFHeWkrbLrVZ74TkmSa+6eanGp0KbkWGjhZ7+NYBhkaxzJQBpQ9i06Y8pjxMscXe9xzvE6W5tuDtmVQ9Cyqrk0QZUw3+nT6EcHS/MlbJ6r0orwObvvccX70V16KEYa8+id+n/vH91PzXQp2vn17stGnH2WUHBOd5R3t+2HCw3MdtIbH76xy20SVnQMF7thR48BYmTTL679Krkk/zii5Jo/dXmPHYIGhksfjdw5wy3iFr9k3SsG16ER5IFXxLGZaITPNgAenW1imYudSxqwT5kPKl821A4qOSapZ+Uy3DxQ4NNfh4ZkWD0w1afTjPOvo5QcFmr0I0CvtPZavJQVnjTB6yt4hTEOds7ZwphXw0fun+cqpJgudkGY/lpoycVnWG1j9PVAAPgBopVSd/ETlCq316JVdmhDienFmrVa9F7N/tLTSnuBcGa/1npJc7cxM2JH57llZqbW2nFYPee4tffmPlF08x6QX5YO3/aXtsE6Y8NB0m5pvs73mc3Shx5GFLrahCWKNUppdI6WVQDLOMiAPCPRggTDJ5z86liJJFXtHypyo93h4pk21YPP0m0dp9iIemYmYafc5MFrCXRoADprtNZ96NwKlGCm7+XpNg1PNgIGiy0DRJopT5johqda4lkHFc7BME8tUWIZB4ZEH+cHf+l/EWvOan3ozjT372OfaLHRDDs/l9VZDZZeia2KZBtsGfMI4474TdUzToOpbnGwEnGoEPGa8svLZ9aKEgYK98tkCaK3phAmjZZfScJEHp9uYSnGi0aPdjegmmlONgGaQ4NuKAT+vH3NMk4JtUXYtvnBskaffnLfB6McpppE3q13mWgZRrMHL+4X5lkF5wF8JskqezUDBWRm+vvpaWmuLu+ha56wt/OzhBaJUEyUJM62QOG0zVHQ4Ue9x63hFsmTioq33avkjzgi+hBDiYqz+wltd77PsQgHSejueTzXyU4MzrYB+nNIOE3zLZLYdsmcof821ArrVAaMGNJpbxisrX95BnGKbxsprVD0LpcCzLW4aLjLd7PPIbJfdwwUUimOL3XwQudYEcZ5VsUxjaQRT3jahG2SMVTziJKXqWdjDJfaNFkmz/IRhkmU0+zF3TzbZNVBAa81oxUUZ0OxH1AouX7VrkK9Mt9CZphDEFF0TQynafc1gySPLMizTZKjkMNfu89BUk9tmD/Njb/4ZUsflPa/7U0ojOzHilDjRoDKCJOVEIyHLFK6Z9wazjHxr1bdNTDNvEpsBaQZ3T9b5KnOQA2PlswLoXpRyot4lTjWebRKnGgUcXeyis3y7uhtndPoRtmUw04zpFGN2DvmgIE41t01UObrQXemTNtUMaPdjbh4v04tSCo7JyUaPkbLDzeOVlc90+TM7MFZeCdKXW2Jc6Fo6Vw3iVKNPN4zphimuZa403613Q27bVlnJ8q5V1yjEuazrStFa/+pVXocQ4gay3ozXWqcfh0rueWt15jsh850Q1zIpOCZJanF0vkecZuxeykqd60t4+fWWg0BD5VmdMx/TixK2D/gcW8gPlLtWXks12wnxbYuyZ3ForsOxqS7x0vZWzbcZrXhoDdtrPs1exIl6n4VuxEjRpVpw2FWwUQoyrZlrh9imwbaaT5Jq+knK7RNVHpnvMN3oE6d5MGDZBo/bUeVkvc9iN2SxE6GAfqwZ9016kSJMExqdgLlWyE3HHuI1b38FSaHI6372zZjDOyk7Fo1eTCdKGCo6LHQjar5N0TWYbvXpRSkj5XyuYzdKyFDYpiLLQClYbGfsHs7fm9UBdJppDs7m451uHiutnCIFjc40SZqSaY2JIgUGPYuK7zDV6DPVCDgwVqbsOTR7EbapODjTYa4VMViwqbgmaQZH5jtMVH2a/YTbJk4PnlYH+Feqe34vSkjSDKXAsQxmWiGlpW3jfpTKyUtxSS7qKlRKOcAdwCCwCNyntY6uxsKEENevi8l4rc5QrKcYP//yVStbhFXfYVstoxsm6/4SPtcXN8DBmTbHF3vYhmK04tIJU7pRiqlYGhxtAIpWLwYN7SChN9shiPMu+bsHC4xXPQZLLo6VZ5hSrdk9VMC1LZr9iHY/xjFNUFDzHQYKNg9Nt7nnZIOdAz6OoZis97jvRGNphFLGWDnfgjs4G1G0TaoFh4VujGcZeJbF0cWAx596kF9/2ysIKzU+9pb/Q8GqYSioFBymWyGjJZd6L9/yvH17lbl2yFQz4NZxD8828W2Lh6Za+XusNb5tYhjGUnuLiJlWwGePLHBwpkUQZ3iWyd6REjsGfeY6Ef0oReuMB6fbVD2bMM1IMsVwyWKw5BJnUHYtsiwfTzRQsDm60AOl2DlQZL4bUHDNlethth3S7EXUexG3jpeX3vtHnRngX4nu+QXHwjJNwiQmSlOCOENrsFcNDJeTl+JirTsYU0q9EvhFoELe9BWgqZR6ndb6DVdjcUKI69OlZinWc7qy5FoEUUCY5E07ozTDtQy2D1R43EUMaV79xT3TCvjYgzM8PN1isOiwd7jEYi+mu9jn5rESppEHlNU4peRa3DNZJ0xTTMNgsOTgWGY+q3K2TS/Mt8n6ccZCN2K87GKairGKzyOzHYaLDtPtYKlNhGa0XEApGCg5eaCi4eBsm9lWwNGFHpapUErxxaMJYZoyWHIZL+Xjj9phjG8ZFB2Tp566n1/+41fSrg3xf37rnYT+MPOLHaIk4+bRMlOeST9KSLKEm8cquJZFlPSxDMVcOySMs7xAP9X4joVvm7TDlG4YMVF1eXC6RW+pwexw0SXOsrwGzrdIs3yG5Xwn5Ohcl8VexG0TFQZLLp9L5ik6FlEGvq0Yr3pUPIv5bsjRhfyE5VDRRylNreBQdJe3nIvsGbLQgwU6YcK+0fJFb2lfiomaT9HNG9aGSf77KuDmsQq1pTq5SxkwL25s67palFI/DfwW8CfAXwMzwBjwncBvKaVCrfWbr9YihRDXjvUe+b+ULMV6+pUNl1xsU9EKErpRiu+YDBYdqr5zSe0IZloBH39wlnYQMVJySTLNvSeaPG5njX6ccHShx67BPGCa74R5x3zHouo7HOt2SfICNExDobRmutVntu0zXnGZ72g+d3SBsYrP9oECj91e4T8OzXPX0UWqnsNX7xlCqbz9gmMYOJbB/zu0QKcb0Q5SXDOvlTLy8ZKMVVyyVOM6BrcOV5lc6HKi3mfffZ/jp//oFdQHx/jtn/sDWlmZUqOHiUHZM/nSZIOZVn4C9KahEs1ezMnGPM1+xE1DeV+zTCu6UcJI1aMbJBiGgWtmVKoeSZYyWY9o9CJ2DBSpuhZl12Gg4PLAdIdbxvLfv9GLKboWlmVw/3SL2ycqVD2bU62QmmdR8/PO98MVl6/eO8R8J0QBBddktJwX9UdJRj9KVz6fM4vwr/YQ75Jr8ZS9Q/znoXks0+AJu2o0+zGGASMl55IHzIsb23qv0h8DXq+1/qVVP3sI+JRSqgH8JCDBmBA3uItp0nop1lNrNlHLWyGMr+obFSYZFd++pLV99shCfsJwtoNtGgyX8nYck4td/su+YWbbIZnOg8I9QwUenukwudhjphXQixM808KzLE42+mitKNomrX6U99oyDHYMFBir+My3Q07W+0xUC3zTYx3unmzyxeMLPPmmIXYPlziZZrT7MXPNfl6fFCc0+xGOrfBMi36ckiSagmuy2Imp+iG2qfj6Y3fxw3/wSmZHtvPqH38jHb9Grx3QDW1Kvs0TJ/Kg0jFNwiQlSBKCOCNKMkq2RS9OOTTbZaLqMdMOKToG22slGr0I07Ax0LSDjKJr4jsW3TBmppX37ZqouByZ6zLbDtk1WCBMMyyl2D1YXJn/WPZt/F5MzbfROqMfxcRpPiA9H5+Ut/+YbYc0uhHTrYBtVW/NWr6NGuI9VvF49m3jK4H99oF8uyjT4JnGVQkCxfVtvVfLTuDj57jtE8DLr8hqhBDXtPNtI07U/MtukrmeWrNzZUgupYFsJ0z48okmWZZhmopWP2KuHVL2LSYqHmGSrcxHzJ/PZOegz1dONplthpiGIlYpC928v1itYHHTSIlOEJMCjgJlmZxq9GkHMSXXYs9wEbD4L/ttji/2WOjF3OnbDBZrvO+uSVzbpBUkBFFGK0ww0IQJWIamF6ekZCil6IQxt37hk/zg7/8C7Zv284+v+1N222Xun2qQZRmp0gwVbdJMM9UIsA2wTUWt4DFeNXjgZIMk0/SjhDjLsExFL4xxbYuJqk+YaKqGYr4bsa3mUfRsFtshvShDEVPvh1Q8J8/WaUiyvM9Z2bEwDBgs5lmkO3YM8LhdA/i2SaMbMtUMqfrWyuilr5xsYpuKobJD0bWoFWzCVDPbDhkuuZsW+GxU4CduDOu9go8D3wB8ZI3bnrt0uxDiBneubcTldg6rs1JnjrNZb3BmKDg01wHyLUnfMc+aNbjWF+WljGSaavQxFCRZ3rtKK4VnK9r9vDi/0csDqOXDAr0oYbYVMlpx8SyDg3Nt5tr56b9qwWaxG6G1xnMs+mHCI60+rmFQck0mFzqgDAquxbaaj2+bHBgtMt+JODCW10PtHCgw3QryBrpJRpJoDKWxrAytl5uW2mQ646Z//zA/+LZX09j/GP72N96GMTxEsZ+wrVbEHswDzcVuxEQtHxvUjzOCNGWkovKgcKTMfDskRaM17Bos0otSTtZ7mIZi96BPo59STDLu3FFFKfh0K2C+E2JXPKIsJdMJ22seVc9moOSyrao4utij141wbINT9T5plvH4XQMMlzyOAkXPIs3yZq6DRYeKb7PYi0gz8G2DO3cMYChWWlYIcT1YbzD2ZuDNSqlB4G/Ja8ZGgW8Hvp98m1IIcYM71zbi6dmjtcfZrN4yXKu2C1jZZrxtokK9F/HIbJf9oyUGCjb1Xsz9p5qMVjyGS+5Zwd2lNJDtRQmjZYf/98gCGoVvQ5Lk/atunahQcE2Kq553th3iWAa+bbKQRWyvFal4Dr0oQSlFzXdZ6IRUCy7HF7tkQD9JyDKbfqIou4p6N0RrzfaBAnGaF61DXo9mmfkWn2cZfObwPK6lCGJI4xTfUhTdfLvyvx38D37iT19L/fY7+cwf/hV3HWlj9RrsGiqyd6TIg1NNvnyyiQKSJCNF45rgOTaTCz1u21al4lucqvcwDEWSZXzpeB3bMqkVbB6abrF/pIzWGSNlF1MpPMdiW9Wj6JrUezGuZfLVNw2wezD/PWZbAUEGI0Wb44sxQZSxc7DAQMFhthVScCz6UYplKHz70VORaZahdX5iMW92qXEt87o8rSgjlm5c6+0z9odKqRD4FeB/kv9/QgGngB/RWr/j6i1RCHGtONc24ursETw6zibJ9GlzApe3M9eq7TIUp20ztoKEomvRDuKlkUIBhpGPSopT+6x6sEtpIAt5v66RsksvSmj1U8I0YcdAgfGKSz9K2b/qFF9vaZxOybPpxS0qnsNgsUAnShmreCRp3ovKdwz6ccqA79DTmtlOSBCnLHYDMg137LA4vtij4tk8+aZ8uEknTHBti1vGyziWyT2TDVJHY5kZcabQ5O0VXvSVT/IT73k9M7c/gQ++7u1MVKqUvYCpRkAYt9BoZtsxrV5EojXdOGaw6DFSdEizmFNByu6hAjePVThR73Oq0c+Dy07AaNlluhljGyYFz+bm8Qqnmj0eWnqvdw8VsU2D6XbIUNFhoODgWga2yUqN1YPTLR4zUWHHYAFQHF3oonV+UMJU+YD27QOF/P1cyjTalqLomERrzAi9Xlztekuxta37E9Zav10p9Q5gBzABTAEntNbSmV8IAZy/Xmt1Vupc42yWMwNr1XYdmutw28Sj3dX7UUrJzYOauXaAYxo4pqJ7jsabl3LaTgMDRYd6L6ToWrh2TJRYlBwL37GYbQUAa3bun2kG9KKEejcmzlLixGGhE1IrOExUfb5qzyCzjYDJhT5BlnLTcIl2ENGPUw7OdNg1VOTJjxmj1Y+ZbvZp9CLQ4BZsKp7JgbESs62Qej/GMxVaGTz3s//Ej7z79Zy488n8yc+8kd3lMnPtgIJtorOMmVbEfDcmSVNcx8RTCtPIt10rns1w2Wb7QIFGP6YXp1Rci3TpcEGtYFHxbE40+pQ8hWXkpyvv3DHAjoECp5oBk4sBM60+OwcKSw13Mx6e6SzNqrRWxiWVXIt+nHF8scvx+S6NIMY1Db5m/zBlrVea7Z5Y7DFQdLAtRZTmsznDpdFJt05Ur9h1ez4bla26lJpGcf24qCtqKfCaXPqfEEKcZa16rTOzUoaCTpByy3hh5T7LW4Zr1XalWcZUs0+SZlQLDqPlvFasE6ZLA6nzkThRkq0EeGvVg52v6HqtL10F3LG9imsbfOqhOQwj757v2SaeYzFe8Va+LA+Mlan4Np89nDc9dWxFs5eRaM3upezbTCukFSS4jknFtZlTIa6jKJo2pgEVz2HXYIFGP++if9+JBtsHCgwUbMqexUInIkkzGv2YgYJHL8rINNR8kyf869/yw+/5Xb58+5P5s5/6PaZD8JoBRdekE6V4rkWUanQW4poGlmkSZym+bZKkeqlOKz/d2U8yCrbJgfEydx9vkGQZg66LVvmQ8sGCQyeIsUy19F6b9KOUHYMFLNPAMg1ONvqMlj2UUqfN0is4FvVezNGFLvPtvHu9YxnEaUamNftHy7T6MZ0wIc40j91eRSnFXDs4a0bo+XTChEOzeYNegJ2DBfaPXlyWaSOzVZdS0yiuH+vtM/ZOoKi1/s41bvs/QFdr/YNXenFCiK3rYjIGZ2alxqs+vTAliFNmWgGtfoxpGDxl7xDAGbMNEx6e6TBS9vJsTJhyJOhQKzh0w4SJpTYH7SBFodm2VF92MY03z/zSrfciHphq0ejnwU/Nt7llrIxvG8Q6z+jtGSri249+WXbChFONPgMFh2PzberdmOP1vAdZkmrmOhE7B31s0ySMM6aDgCDNt0p7YUaawS1jJRa7IWGaUS3YxKnmS8frDBUdPMdEKTCU4tbxMl/J2riW4uBsm8d/8D388PvezJfu+Br+98t+g4V2HpzOtPq4lsnR+Q7jFY++ZWAZeXAUZymWmTeR1WjSLGN7zccwDQ4MFYgzjWOZVHybsYpHlKYUlMVQ0cnH/0QpE7X8MzrZ6FH1LDLgpqEip1p9pusB8+2QO3ZUV/qCdcKEXpTwH4/M0wliRsouSuUjlbYP+LSDmFY/XgmYC45FnObXwnJAu3pG6Pk+z3snG0w1+5Q8E7Ti8FyXbpjwuJ0D6w6kNjJbdSk1jeL6sd5P+bnAz57jtvcBb7wyyxFCXAsuJWNwZlZqphXwn4fm0UDVt6n4DqcafbbVfE41+kCeGTix2EMpxYHR/LFz7YBmPz9N+MxbR2n1Y+I0oxOGSycDzYtuvLn6S7cXJUw38xOLzV5MlGScWOyTLA1i3D3oM1R0OL7YxVAwXvVXniPNMpr9iNGqz47BIqah6EcJGZpdAz61osNiN+TEYh/fyoOlsm9jmwrbNDm60Gek7LKj5pNqaPQjDKXoxyklz8YxDVphws5CAdBYpuIHP/d+nvq+N/O5xz+d337xq1HKZnvNJsngZLPP3uEStaJDJ0iI0gzLNNBaoxQkaYpF/nuPVlyKnoUCxiv+0mdic2Suy/aBAv0oIc00vTghjDW+kzFccgnidGUu5Hwnoh0kaJ1norpRwslGwKHZLpCfSK0VbLYPeDxwKuJUo8+uoQI7Bgq4tkF3KVhbdqE6v3P9hWCq0afVjyh7Fq6VBzdKKdpBfM5Aaq3n2shs1aXWNIrrw3qDsRHyWZRrqZOfrBRC3CCuRMZgOQOyOhMQxOnKz5ezaHGmOTBaorC0/bh7qIjWmk6YMFbxGKt4HBgrr3yZXkr39dVfussnIpv9CNSj2RmVQD9JeXi6w3DJw3MMOkFKL0xXMj7NfoxjGSsBwHjFY7EXEcUZnX6fLxyrU3QM9gyXMAzwWhbbax5hnPfxOh7mA82Hyl6+VanzwvX60rblQjem4pncsaMGgPG61/GUd76J+77mG3jbS16DrwwKtqLqu6A1Q0UXDKh5Nkc7XQqOSaVg0+wlpFlGlmkSI8PKwDIU9V7EV+8ZxDTUSl+4J+4a4IHpFoaCNE3xbBfbMnjCrgEyrfFMc2UuZMm1+czhBZKl5q6dMMF3TKq+xScfmmPnoM/jdtYYLLrsGCiQao1rW3i2SZhkmKvmO8L56/zO9xeCXpSQZJrSqmvLsRTdUJ8W7C0713MpxYZlqzZqgoDYmtb7KR8Dng58dI3bng6cuGIrEkJsecvBSy/Ki+f7cYpn5bU86w3Gzpd1WJ1FWw6GVlvrC/FymnCu3iLqRylFx6QTZiRJSq1sM1As0ujFNHsRxxe73D/V4nE7qtwyXsZQiqlGn4Jj0ep3GCg8esqv5NlMN/o8ONeh7JiUXIMoUxyZ79IN88AtyWCo7NDs533Yoiyv15pcTAiiBH+p5YNjGviWwrVMDk632PG/f5ud73wT08//Nj70Q6+m1E25teqx0IvIMjAMsGyD4ZJLvRMRxG3CJGP3sE/NTznVDCk7JgXP4jFjFUxLMVLyODzXwTIMphp9Juu9paDOoRunFO28tYXvWPyXfcPAo7VZnz+6SC9McIz8VOfhuR5aa+4YrDFYcHhouk0riDm22GP3YJGFbsRcKyBOo/z5o5SxirvSxuRCn+v5/kJQcCwsQy3NJc1/HiX6rGDvQs8VL20jw8Zkq6SR7I3r/Bvvj/pz4OeVUj+mlCoBKKVKSqkfBV4JSGsLIW4gq4uw41RTcEy6UcbcUnPX9T7H8hfdsrWCrImanzc5jVO01itbkGd+aV+O1a/h2QbtMM2DGdPENgw6QUKzFxOmmv2jJQaLDtlSVbpr5e00Jmo+ppE/VqNp9mNmWgEznRDfMujF+eDwkZJDGGfMdCJGyx6Z1timweN21njK3iEM8vYOZBmtIOGLxxZY7PU51QiYaYdMNXsYv/Qqdv7h73Lihd/J/B++lVu2DTBWcQjTjEHfIcnybVydahY6EYu9CM9WmIZBFOfbkM+6dYRbJ8o8cdcAz7h1lDu3D6AM2D5QXFn/fSeanGrkwXZvqUmsY5oMl1zg0YzS8pgo0zTohhkV32WiWmD7gM9sM+TIQo9Ea7JMLwVLJreOV5ioeRhLQdPekeJp9VzLz33PZJ2DM+2zrqtelJzWLuXMz6LiO7SDZGm8U569LHv2mtfNuZ4L8pOytrncUNeQVhPiqljvFfXbwD7gD8ibv3aBInmvsbct3S6EuEFM1HzuP9XEMPJ2ElGSodBM1Lx1b1Wut0ZmI7ZvVr9GwbHoBAG3jlW4f7pJox9T70bUCjatfj4OqOzmJwBn2yHjFW8lgBwpu3z+yCKavD3DRNXHUorbt1WYagbYpkGzF1PyDEZTlzjVFF2DLNPcO9mg2Y8ZLLrMtAIsy8S3TVzbIow0sZ2h04xnvPUNPO5D7+bub/5OvvKK1+HP93Btg50DRR6ebVP2bfb7RSYX+8y3A6pFh16YYJompgWdKCFONUNlh26UcJNr049THplt0egnFCyDKLEwljrgf+VUk4qX/zlMNfVuyPc9bS9wekZJKcXNYyUmKj7T7fzkazeK0SgKrsm2qs+pRsBIyUEvta/YPVTiObdNnPVZrqcm8XwF7yXX4s6dNYquuXSaUrN3pHjO05QXei7JVomrbb1NXzPgB5VSbwCeCQwBC8DHtNYPX8X1CSG2oJJrMVrx6EUJ3SjFd8yVET7rzYxdTJB1Nb8Qzyzc3juS16cdX+xRsPNu8pahKHsmwyWPY/Uupsp7pYVJhmeZ7BstLWWIFHtHi3zpaJ0wzdhWK3DTaAmFYnutwHw7pOJbGCh8x8Z3TGzT4OGZDgudEJaed6Lmcuf2QU42ewRxyqlmn7Jr8q1/+bs88UPv4a4XvJj7fu5XGS25GErRChMqvs1zHzNGlGa0+jFDJY/JxS7NfoyhDIaKDpaZF7HPdwLm2g7j1QJKaU7We7TDhIGCSZBkdOMIpSCKYwAc0yTTmoKtyDQcnuvQ6sf85+EFgiQhTjKa/YShYt6aY6jgsOCGzHUCBooO4xUfw1AMFBJ817zg533mtmGmNTPNPifqvaWMmn/BYL7kWjxu5wCP2zlwwWtAiufFZrvYPmMPAQ9dpbUIIa4hwyWXOLXPKsC/mOLmzc46nN3SIuauY3X2jxbZM1TkpKnQGgLbIM0UrTAiSTKaWuMZBkXfRqOZauYnKaebAY5lsG3AR2tY7EbcMlbhnhMNfNugUrCo9xIWezFP3TvEjkGfLxxdpBlEDFcchosuJ+t9Jhf6lL0OrmVw00iRfhDzbe94HU/417/l89/6A/zTi3+Wp1Q9Up23hIgXehQdi8NzHQzDYLzqceeOGp87ssA9x+vsGChwot6l3o2xDcVgwaUbpdyx3acbJoRJSjtIiNOMfgz7Rgr0woTD832U0mg0rm1ScExSnfH5o4t8zb5hGr2Q2XaEaxkMFGwmG31aQcxjJirsHirmQWzBIdUZQQyOZWKgmG2HlNy83cVaLVFW1xP2ooSj811sS2HovI5rOUt2pTKmUjwvNtt6+4x9HTCotf7A0p+HyLcsbyMv6v8FrXV81VYphNhytmI24WK7pZ+ZgWkHMUXXYrYVkgGOaVAtWCzOhTy02Kbs2WyruZiGSS9KuXN7vhV2aK5DwTFXTlL6jkWSpQRRRqIznrp3iHtPNshiuHNHFd+2qBUsmv2YB04186HgI2Uc22SxG9EJUu4+Vme86tHuhnzP236NJ3zqH/j0d/ww//59P8XOpVqrbKnDfZymTDV6hAmgEixD8YmHZjGAei8iQzNQtDEVzHViPEuxZ7DArRMVPv7QLCcXO6AUQaSwTYO5Vohlmcy0AnbUPBzLIEhS6v2Imu/gWnmGzbXzrVTLUCSpZnvFZ7bTpxelDJdddg4UiLOMejdisRsxUHDoRTFBnBHE4Uot1pl1WKu3DZdPt4Ki4KizTu5eqWB+s/9iIG5s6w37fwf4EPCBpT+/GXg28H7yQeEh8KorvTghxNa1kdmE9QRZl9L77MwTnf04H7F0eK7LzsEimdbMtSI6YcrekRKH5zpMNTW7BovsHvLphDGDRRvIW3UMFJx8+zJOOTLfpeSaLHbyurIn7hpYWcvqHmuZ1liG4sHpNhNVn2rB4dDsAp0oJej3eemf/gZP+vyH+Zfv+BG+9H0/jm0qKq5FGKcsdkIOznWZqvcxTRguu/RCzZwf8FW7B9AoQBFEKbZnMlh0Gav6lDwrHzi+dDoyTgr4dj7BwDTz/mQF1+JrD4xwot6jG2UUHYOya3Fsocu+sRIPTLVo92OGSy79KKYVJOwddhguVzkwVmbf0sxO18r7mtmWydGFLo6R94qLk5TJxR4G8PmjCzzlpiH2LdV0rQ70l+d9xlnGtloe6EtnenG9We9/NW8BXguglCoALwL+p9b6/yqlPk8eiEkwJsQNZiOyCWsFWfdONii4JgpWgrNL6X2mgYOzbRY7MVPNHvVejO+YFGwLx1KcqgcoBbZpMFi06UYeQ8V8+HXFt+lFS81lBwscW+gx14lo9iMUiomqRwqcagQrGZzlwG+5l1qm4Z7jDRa7IZ4Ls60+s52Igmuh0oQfffuv8uS7Ps77v+PHeN9z/welhQ67h8u4tomhFA/MdLANRQbYSnF4tsdYzWWhm/LQVIuS7zBe8Zht98kyTT/NKLgW4xUfvTR4HZ23fLDN5e78mp0DBXpRylftHqDkmXTDvOFrnGqSLKPmu0RJ3hNuvhsxWnIZKRsMl12yTJ9W+D7V6LPQjfJxVXFGdamA/1gzYLYV8sRdNTKteWS2QzdMuXNn7bTHLs/73DNUXOk1J53pxfVmvVezAwRL//60pcf949KfHyYfHC6EEOd0qQOX1yrmnmr2KbomB0bLKxmwIE4ZLbunPfZ8GZROmLDQjrjneJOj8x0KroVrKha7KS0VMdP0aIcJSZrlQdtMF9c2COKUJNOEcYax1BT0wFiZ8arP+784SaphwM9nSTaDmFLBYrYdsm/00ca0d0/mI46CJOO2bRU+f6xOvRsy2+4TxuBkMa9+16/xxLv/nQ+95OV8+FnfyZhrMV5xKfs2OwYKTNZ77BjwuWeyQZymYBikWcbxuS6OnWfOvmb/MIayONVS3DpRwTYgyWCuExJEKVGUMNUI8G2TNMvQGlIN2wY8ZlohpqG4dby60ktuqhnwVbsH8W0DzzKoeBZTzYCpLOHOHTXaQcJE1V9pH7F6OPhdxxbpxwmz7fz9DOOUqm/TCmK21QqUPYtWP1oJnpcfu5wlWx4evhW2w4W40tYbjD0IPA/4BPA9wGe01u2l27Zx7u78QghxWQOXz9xKnG2HlDxzabD1ozVE852Qqm+vu1v6odn20uzJlIpvA5oo0+waLGAqg/unWoxXXdJUU/UsZqKQimcRJxmGkQ/rvmW8vNIuYfn0Xj9KaPRjFjoR4xUfy8hf61Sjj2cZ7BstM1h06EYZxxa6bK95bK/5xGlK1jIYsmJ++o9fzRPv/0/e+V0/yye/7tswkpTRqkeUavpRxheP1/mPg3OUPYvuUpPcTphQ70UkqWb/mEuWQZhoemFKlmbMtwImah5BnGe5wjilE+V93k42+5BpfMek5NmcWAx4zESFMMlwLYNdgwXCJKMd5GOPlMqL8MerHo5t0OwlGMpg/2hhZatx9WffCROa/YTRssOpRsDBmQ79MGag5NCNYvaPVnBMg06SnNUhX4rrxY1gvVfzrwHvVUq9FKgCL1h12/OAL13phQkhto6LzWqdef/uUlPNSxmfdGYPqH6UYhkK3360SefqAd/tICbN8q23smefs7XB8cUeJc9EK8X2AR9DGURJSj/KeMreKodmDTI0R5tdhksOt46XCdOUqSBm0M1bOBTPCPSWT5iiFCXXQmvFkYUuvm2SZZpmkDDdChgtu/SjABT856EFip6FYyq+eszju37jldz0wGd56/e8ko9/3X+j08mDzyzTtJOYXpRQ9qyVgd+mMoiWsneubZJkMVrD3tEiaM3huQ63bivRDTKmGgEZiuGShWPm24X5PqCmG2c0gpjBOCPNNKnW7Kh5tIMEw1CMV/08UDXyz3HPkAVDxZXB3ef6HKeWhqffMlZmst4jiPNDDaZpYBoGplJMNfsYqoBtrt0hX4rrxfVuXR34tdYfBB4D/AjwWK31P6+6+TPAb16FtQkhtoDlrFacZpRci2Y/4mMPzPCZQ/NrdkY/8/5xmvHQdJt0uWX9kuVu6RdyZgd+U+Ud6kfK3sp9wiTDd0wUin6UcqoRcHiuy8l6n+75Cr21ouSaBPHSJACVD9Ce78SkWjNa9vj6m0cYLXvMdyNKns32mk+WaRa7IYfm8g7xy+/B8lqbvQjbVEy38nFC41WfbGntjpkPxB6teJBpFroxvmVSTSL+x6/9KDfd9zn+9kd/lc886wU4SoGCqu/QCVMsw2DHQBHXMhks2nSCGJSmHybYpmKwaHFgvMyOAZ/hUp4FGy65FGyH3UNFJmo+uwd9FjsxQyUH1zGp+BamMhkuOlR8m5FKnoE7ONPmb74wybGFLgrFQMEm05pGL76oaQjL3e13DRUwlKJWtHj8jhoDRZsozedjHppt88hcm4rvXNHJCkJcK9ad59VaHwYOr/Hzt13RFQkhNtX5slq9KGG6GaCUoh8lxKl91nbjWoX0Vc/iZKPHzWOVlddZbxH2mdtUEzX//7d33/GRV/X+x19nvtNLetlsh2WBiwqoWNCrglgQCygiWK6IXHvvvXv1Xv3ZrwULYscGioIoUuTaRRRsC+zC9myy2bTpM9+Z8/vjOzObZFMm2SST8n4+HvtIMjOZOd/vzM58cs7nfD6k8i4+A+m8y77hDCNZl2jQoSUSIOD42NQeJeh4rYl+v2OAs05aU1vKqx6bxasDtrYlyr/2j+KWLeVymZZokP3DWf6tJ0FfMs+eVAEXi98Y7jngFXZtj4WIhfwUXEvfaJ7t/UlOrbTy2dqdYCCVZyTr4pYsm9ujhAMObtkyki5SdC3D2QJNET+hgI8HbmqhpZDhMR94OWu33cEPX/NBdj3hXLaUvL2QObeEH0NrPEi2UCKVK7J/OEO2CF1NYdK5In2V5cQNLQnWtYVpjniB1b0H00RDDulCqdZ6KVt0cctlEuEg+VSe7qYIJWvwOxZDmFyxzP7hLImwQzzsJ1Pwgulo0M+JPQkKpXKtJEU9S4bVTRJlC8VSiaJrKZUhFgywLhYgky+RKZZwy2W2dMW1/Cirkl71IlIzWW7XXQeSnNTjBVHVmk9Bv49MoTTpcuNkDcDXtUb4Z6+XZD+XmmQTl6lSeZft/UnuOpCkOeznpJ4EOw6m+eeBUXqawrXm0H4Hdg5luXlbHxvboqTyLq3RIPGQn7XNYf6eGqElGuS4rjh7htJY42NTR8xr/eOWCTk+BtN5An4HH5b7DmXoTIQ5rqsJgyHkN1jrcE9fkljQXwtgT17f4uWIBXwYDCNZb/nU+OBAMkfIMfQO52iPh1hnc5z1hhfQctff+dGbP8ot93sUa4plTuhJEA0F2FxZCuwdyfKnnYP4fT4S4QAhv8NgJk9bPMLmrgQbW2PsG85yyoZWSmXLP/aPsHswRVdThK54kP5UlnyxTL5Y5vg1TRgDpVKZvLW0Rv3c0+/1mLxz7wh+IFf0Ewn4SOaL9DSF2dY3yikbmimWylMuGU4M5JsiXrCVzpeIh72isf1li7Vw0rpmmsIBCqUS5bKluznMaLZId1N40vsWWckUjIlIzUyzWtlCiVjQoeBaIpXbTNyxOFmfP8fn48Q1XsPl/koz8XjIT+9wtu5dlWPFQ35iQT8PWNdce5zmSIC9QxmS2SLNEa/e166BDBG/g894x5YplmmOBDHG0BYLcf91zQxlvACgqzlMPOSnIx5i24FRwOCWLetao2QKLsNZF6ylPRbgvoEUTZEAYb8Px4E9h3IkQn7cslczzO/4iIX8DIzmuedginLZsq4tQtEtkyuWaY0F8TtFWrIjPPFt/0n87m388v2fYeeDz2Cd6+Lz+RhIFXhwewyfAcdn2NgWpTUS5C97hhlKF2iOOLjlIMOZAsevSdAWC9AWDxJwfOw4mGRtS4RjO+L8efcQhzJFjuuI4VoYTOXZPCYIHkoXsNYynHGJhRzKpTJ5HyTTeda3RvAZw0imSCjoTDubOVkg//sdA6xrjXDCmgT9yTxN4SDN0SIHRvIEHUO+5JLJl+lMhFjXEq1r2boec925K9IoenWKSM1Ms1rhgLf0Zwy1ApwTP6CnqsxfnU1J5V2aI4HadVPtqpzpA3XiWDsTYUJOksGMy7o2y4HhLBhoi4cwxrB3OItbsmTyRU7d2Eo06Kc1GqRYsl7QOWZMQ+kCkYBDMlekKeQn5Hfw+3xk8kXu7ksSDjqcsq6FbLHEXbuTdCSC+HyGeMAhmSvxzwMjtEUCFMplmsMBth1IMpDKMZJ1+be1TaxpDnM8WU5+xfOJ7d3Jte//LAcecSbBkuWEtU10xcMcSufoT+Zpi4XY2B5jR3+SnpYwoUA7t97Tz1CmSFM0wPFrEjz82PZaIj1QC1J3HkqzsTXGzkMp/rRzkGM7YxzbGacjHhr3fPzwtt1s6YwxlHWJhf3kXUssYhjOFOhOhMm7ZRKOf9xsZj2bNCzUmp9XE/63die45a5+spXxbmyPsrHNCzrDzuEAfq6OZueuSKPUlcAvIqtDdVZrrLGzWtGgn3K5zJqmMJFKza2JCdzVJcVqXlF1p111Jqz6gV0tSxHy++gdzo57zMk2AUzcLDBxrNGgw7/1NBNwYDhTxC1beprCFEplMpXk90jQkCmU2DmQJlPwSkHcfWCUXYfS9I3myBa9Gb2uphABxxALOozmvRyrYtmSiPhpiwUJ+HzsGszglsHng+aot2xojCGVLxL2+/jr3mEc4yMeDpBzS+SKlnWtEUYyLjv+up0Hv/CZtOzbxbUf+gJX95zM9v4kpVKZvUNZ/nDfIdK5w5sC4iF/7Xjb40GeeL81nLa5ja1dTaxpCo17HqoJ8wDD6QIjuQLdTWHWtUboaoownC0wkMqPe76iIT8P39LOWSd2829rW2iKBogE/cRCXq5brugScLwZxqmen8k2aTSF/Yxmx3fKc3yGRx/fycOO7eD0LR2c0J2o1Wubj+T9el9jIkuJ/kwQkZrpZrWqQVZ1RmS6BO6pShFMNvM2WWHWeqrpTzbWWNjP0x+0gdFskW0HRgk4hlK+TDJfJOeWGEjm6WwKE/AbtvclybmWoN+hOeKnWLLsPJRmc3uMdS1R/tk7yok9TfQOZ2sNwJsI0Rrx6nEVSpZoyGF9W5RcwUt6z7klDo7mKZZLlMvg9xnu2DuEY0wlSR1aBvu4+IMvJTLYx80f/yrbjjmF2FCKnGvZdShDpNLjMuDAprZYrdtAtlCifzTHutYordEAa5rD7B/OEQn6KzNMsXFBW3XDhcFgDESC/tp5mni+wwGH7X0pHMdHWyxIW6yN3uEs2YJLZyLMgze10dMSJuD4agVYQ34fZeuVCMkWS6TzRbYfTHHK+pba/TZVdoFOzBWsPoczvY7mstxY72tMZCmZ8lVtjPnILO7HWmvfMg/jEZEGqqfA5tHUfJosn2yyPKR6PlCnG2t3U5ielgh37BniX72DtEUDRIM+EmE/mWyRe/q8wOzUja0EHR/Fkq0l/R9M5uhuCnPCmgSxoBek9Y7m6KrsZqzuVLRYBlMFenMl7tjrNfXuqpSF2DuYoaspzL0DKfpH8/iNF5jZXTt51cdfTSw5xJfe8b+sO/2RjNw3RFciQqZQYjCdJ5krsrE9Qu9IjgdubGXP4OFuAwHHsH84S7FUpiMe4sSe5iPO09ggNRJ0SObzFEuwuT1G3i2BLRMPBWu3T+Vdb0m2UKIpZIiFDPcdzNIWC7L1mDaCAT8GS3dTuPa87TiYYnN7jF2DGYKOj2jQoT0W4u6+JBsqwWLeLeP4DA87tp3RbHHS19N0r6O5LjfW+xoTWUqme3VeMIv7sYCCMZEVYCELbE418zZxV2W9H6jTjbVaFb854ifnlkmEA2xqD3BgJI/jg3WtXnPsZN6FAjRFIOAYRrJFWqLBcbOBXjHXMmVr2TmQJu+WyBZcdh1KM5DKs64tgrFeH8popbdlvlJA1jHgWssxQ3284aMvJ5ZL88fLriSw8d9IhANEQw6RgEMsGCCZLZAsuuw+5O3EvOlf/bRGAxjCtU0H0cpM2HTHXQ1Sg36HnqYwQb+PkvVqnLXFgjRHDgdjvcNZ1rZEaIoEuPvAKKO5MhvbI3TEwpSBaNBHd1O4du6rS6D7hr1ArPpzJOiwtSvOUKXG2sTgeLbm0msU6n+NiSwlUwZj1tpjFnMgIrLy1dvaZj4/UB+yuY1dhzIE/T4OJvP4HcgVLcd2RDAGmsIB3HIZv+NjOOMVdp04+9LTEuHOPcOMZgvk3RL9yRyDqaK3TNkepTnkZyTnkiq4BHyGtWvD/GbHAImwn2zQj2/7dt74udcRKea54gNfpvn4k3lAe5QDI1l6msMcGMkTCThEQ36ShRKZosvmjiZK1tI7ksMtW44vNBENOjMuuY1d2tvQFiWTL9ESDYw7j2Nzs6qzkOFAiI7jOgGvB2T1+SmWjgyKN7RFuetAkpao12WgUCpTcL06YWXLlF0PZmOuy41qnyTLkV6dIlKzGCUB6pl5m68P1GowsbkjRn8yz3CmSDTocGxnmI1tUXYOpCmXoT+ZpSMRxmcMJ69vmfRxLBaMN0MTC/lxfD5iQYd8sUTZGq88BpZMwSUWDrClM0Em73Jsbi/P/dxrwHX5yJv/l6E1Wzi3KUS2WOKve4bJFlwKJUtTyM9o1mU0UyAS9BP0+Shi8RnwO4aDyRyb2mO1GcLJnivgiKW9NC7FUpliqTzpeZw4C5kpuOwdzFAs2zHB3JE5hAZvlipdKhEJOqxt8cpghJ352Rd2NMuNap8ky810OWMbgB8B77LWXjfFbZ4EfBC4oFKhX0SWqaVWEmA+PlCrM2whv49NbVEKxRKZYpmNbTGiQYeupjC37RzEByTCfpojAfYPZ4mN6SaQKbj0J/O0RoP0dI/d7TfK/uEsHfEQB5Pe7sRc0aU/lSeVKxEI+Nh4371c+LYXYn2Gaz/zbfLxdZzYHiEe9PPr7QMEK8VkfW6ZgVQO4zOsaQ6zriVKESiWLE0RPxYvSKrummyPhyZ9rkwlsX7s0l5rNHjEsubETgTVgKtULnN3XwpjDFu74jg+M2Uwt6UrQdl6j7cQy4FabpTVZLp32DcCqakCMQBr7c+MMW8G3gS8bL4HJyKLZ645OrPVN5rjzr3DDGcKtESDnLy+ZcGqrk/XSslar79kNVm/OuOSK5bYUWnfUw127j2YqtRZ86rIA6xriXJwtECxZOlIBOkdznHvwQw9zSEedmwbQ7/+A49+y8WUgiF+9qlvcF/retb4fXQnwtzVn6Q5EqAzHsItlQgFvCr+6UKJ47ri3syY46NQKpEplAg4hrKltmtyqudqx8FUrVtC1cSlvcmC7mrAtXswQyzksL41VjvOyYK5yc7tfC8HarlRVpPpXtVPA95bx31cDrxvXkYjIg2zGCUB+kZz3Lytn1jIT0c8SCpf5uZt/Zx5YteCB2Rjx1ANBocyBU5Z3zJu6Svk97HjYIotnfHD1f2jQdL5Um2pELwls5ZYgFyxRF8lKDt9SxtbuxO0/uMOHvSq51KIxrnh098kcsLxtI5k6YwHaYoEOdA7WknMNxTLplblP5lziYb83DeQxmcMQcdSLhsedXwXJ284vHw61XNVHZdX1qLE7sE0uw+l8fkMFjiuKzFpIFcNuDa2RYmH/Bhjxt3vVK+BhV4O1HKjrBbTBWNrgR113Md9wLr5GY6INMp0OTrzlUt2595hYiE/TWHvd5vCvtrljz9pzZS/N93jz2ZsqbzL/uEs61oiHNsR456+JPuGc8RCgdpMULWQbDW4AehKhLgvl2IkW8Zay1CmyPb+FMd1xWiNBsm7Zf62b4TjuuK0/vU2ep59Pm5rK7/7/JXQs54T1yRwDGSKZToTYfYOZ8kUygQdH+HK4+SKXj00OwI+DLZUJlOC1ljgiAbaUz1XG9ui5N1ypbBtit6RHH7H0J0Ic+/BNOm86x2fteTcMpGAQ2fCK+BbnX1SWQiRxTddpuUo0FnHfXRUbisiy1hPS4S8WyZXLGGtreUnNUUCM1bDr9dwpkA8NP5tJx7ydjFOZWy1d58x7DiY5No793PHniHuPZjipn/18fd9wwyk8oxkC9OObWJ19vVtUay17B1KjzvmDZWgpqoa5MVCXmA6lClwXFeMcMBh12CG+wbSpPNFhq+/kZ5nnYfb2UnvNT+n5aSttd/paYnQ3RTCZ+CErgQj2SJDmSItsYC3uSBbJOT4aIoE2NAWoaMpzP3WNfOILR1HVLGf6rna0pVga3eCoUyBgWSeRMjPMR1xWirN0Q8mc9x9YJR0oUw06NQK3Q5lirVjnOx+56MyfiNVX0N37Bma82tXZCFN9+fO74ELgatnuI+LKrcVkWUsHvKztiVyRD7XaLY4ZS5ZT0tkVjNmLVFvabI6IwaQypdpiQaPuG11xmvbgVECPkNbPER/Mk/Q8dES9XPfwRS7B70aWR3xIIVSmQMjOdY0h6fMcxtI5SuJ8GUiQYeuRIjju+PsPJQZl5cEHJE87vh8nL6lg3jIzx17hsgVS/x2xyGstcRDfo654w88/A2Xkl+/gb6rryXT3oXjlmu/M/aYQgEfp29pZyCVJ50vkcm7nHF8F/3JnBcAlbxZKwOMZAvcN5ACDrdGmimfqisRIl8sjVtyDPoNuwfztESDGCwF15uZy7uwbyjDiT1rVmSe1lLbmCIymeleiR8DbjTG/Av4oLW2NPZKY4wPeCfwTOCshRuiiCyGiUt4ebfS4qdYoisRGnfbkN9HfzJPKu/O6kPu5PUt3LytH/BmxFL5Mum8y0OP6TpiLNUPUJ8B44M79gzT3RQmFPJhrWFPOovPBwW3hDGmVkF/JFusNcyeeJ/9ozl8Ph+JkEOhVGbnQJo1zWFOXNN0xG5DY7yEeICNbdEjjuu2nUOEAz5ioQAdv72FR731JaQ2bOaOy79PS0sH0TEtiqqmyoG6Y8+QN+tYLle6AfjIFly296cI+h3aY8HajGR1HNPlU0WDfvw+r/5X9bwUXItbsnQlQnQ1helP5kkXSkSDPqLBYG2cKy1Pa7E2pogcjemKvt5ijHkdXlD2EmPMjcBuvGr7G/ECsE7gddbaXy3GYEVk4Uz1oTWQytMcCRyRR5TKu+Mur+dDrrspzJkndnHn3mEGUt7s20OPOZy8P242zDGVXX1eSyJrLclcgeZIgELJW0JsiQRIFQ7/nRh0fAxlCmxsix2RS5YpuKxrjXJgNEehZAn6feRdy/7hHCf2NNcef3t/krsOJGkO+9ncHsXx+Y5onm6BQqlMIuxn7a9/ySPf9nKGNm3hz1/+LmuOWT/roqfVXK3ORJidh9LeeRzJEQw4GANdTZG6zm91/Pf0Jdk1kMZxfGzpiBMK+EgXSrTGvA0Eteex6NI3WiQR9paiF6KuXKOpV6UsB9P+r7PWftoY83/Aq4BH482CAewDfgZ8xlp7x8IOUUQWw1QfWtVZr+rP1XpP8ZB/XJJ79fqZPuS6m8KTJuuPnQ0zgMGw81Ca7kSYvmSOoN+QzJXIuyUKbpm1zWEyhRLZojeeoN+QzJdwfD4cn+HGfx7AAk1hP8WIrZR9SLC5PcbBZI5MoUQs6CNSSU7/654h7jqQJJ0v0h4L4fMZdh3KsLkjRsjvGxcEGeD47jjRn17Dv7/71QydcD/++sXvkI0m5pTsPrEe2r7hDAPpPCf1NLGp/XCZienObyrvcseeIfpG8zSFAxzfneDegRR39yfZ2B7l+O4EPc0RdvSn2HUoTcBn6BvN41pIhLzl0FTeXXHLd9qUIMvBjK9Ga+1fgBcuwlhEpIGm+tDqiIdquWFj84h6h7Pz+iFXnZkrWy/RP1MoEQr4MMZrcl0slRkdzFAuWza1ewn22/vT/NuaJgqlEsOZIgZ4wPoW/r5vxFuODDsUXMuB0RxBv499Q1mOX9NUK0+RK5Zqy399o1laIgFGMgUOpvJ0xsMMZwr0JXMc0x4jEjy8fBcN+jnxV9dxzLtfxej9T+WfX/oO2WAMU55bsvvYXK1iyWVLpxc4BRxf3ee3dzhLMlesBcnhgMNJa5spl20tsR+gd8RrPL5vKEs05LCmKYoxltGcy5qm8JxyAZcyFY+V5WC6CvyPAO6w1qYXcTwi0iDTfWhNlkc03x9ymYKLzxh2DWZoigTJuTmKruXe/hTdiTCb22O1nYWZgktzJMiZJ8ZqP29oi9WCiFK5TGs0iMEQ8nsJ7AZLfzIPZpRS2VIoeUnsPiAR8ZPJl2iLB0mEAwxnCvyrd5S1LWGwkC6USeW9HLl4yM+Ga39I6LUvJXXaw/jrZ7/OkC+EYy0PH5OsP5PJSnJMzFubzfnNFFxKZUs4dLhGWNDxkXJdMoXDs2kG2Fqpnh8NOhgM1lrShdKccwGXspW4KUFWnulejf8HnA78EWoJ+7cAl1pr71n4oYnIYprth9Z8f8hFg352HEwSdHyEQj6Cfh8HhrMEfIahTKG2K3FicdixP6fyLtsOjFbKXLj0NIcJBxyCfsNgyvVmmSyVQq3VXDgfBsNguoDf8dEWC7FzIE2xZMFCJVyhp6WyS/Pa7xP+z//EfcwZ9H3l27QGQqyb5exRPTv8Zjq/E4M5Czg+Q8G1tQC0UCrj95lxs2nVGdBIwKndtlDydpfONRdwqVtpmxJk5ZnuncNM8vO/A3pFi6xQs/3Qms8PuZ6WCLfvHqIl6sdag89ARyLEpvYoZcuMgU41wAk4hq5EmN6RLPcNpLwlzjKM5Io8eFMrbbEQuw6lSYSDgKV/NEciHKCrKUTfqFdhPx5yyBTKjORcju2KsaktSiTgEPryF+Edb4Szz8Z/1VUcF5l8SXKmQrT17vCb6vxOFsxl8iX8PofRXBFrHTCWVK5ET3Nk3NJpdUYzEQ7QO5KtFIEt0xYLHlUuYD1mOi+L0aheZCnSq1xEFt1UH7onrvFmgtKlEpGgw9qWCLliiaFMkd/tGKgtE1bz2CYLcNa3xth5KM3aliiHUjl2DqRZ2xpla1eC1ko9s2yx5CXFW0Mk6KfglgkFfLRFA5RtGYvhhDVxjus+nJAf/fz/suY9b4OnPhW+/30IhaY8tplmvY52h99kwVxLFGIhh45EkD2DGQCO64qzpWv88uL4/LRy5ZwGaY4Ea8u8C5HwPtN5UT0wWc30CheRRZXKu9y5Z5jRbAG3bPH7DAeTeU7e0MKWSi5TyO8j5PfKVGzvT7OuJcJAMgfGR66YJ+D4jtj5Vw1wjPHa/2zrG/WabPsdHnZsO70jWe7pT5LJl7hvIIW1YLFEgwE2d8bI5EsEAw5bOhM8cGMb+4ez+IwhnS8S+PjHOfYTH2T4SU/B/60riU8RiEF9s15Hu8NvqmCuWCpz6oZWTp2htEY1IJts1m2hEt5nOi+qByar2Uz/8883xpxW+d6HV17nAmPMwyfczlprPz/voxORZWempaYd/Ul6R7Ikwn7iAa/4anWH3ykbWsflSQ1lihzXFWc0VwR8pHJFknmX4WyRY9pi/G7HAF2JUC1nKu+WKVvoS+boToTpSgSxZdjRnyJTcBlMFRnNFXCM4V/9SVqiQTYEveT9UtnyiOPaazlosZCfHf1JfP/1X5x42ccYftoz2P/py8gP5dk6pkjqRPXMeh1NwJPKu/Qn89x7MEVzNFg7/vkq17BQCe8znRfVA5PVbKb/XW+a5LK3THKZBRSMiaxy1aWmUrnMSLbIaDbFv3pHedixh4Oc3YMZ4mGnVhk+5HewYcvuwcwRxVJzxRIhv2E4XWAwUyDkd0iEHA4mCwylCnQmQrVuAZl8iTQuyVyRgM8AlqJr2dwRY+9gBgy0xAIU3BKjWZd1zV4h1aDjI190ObGnmdFssTbOeNBh/Sf+m/bLPsaBpz2T29/3cSLZEomwj+39SWKVQrITA856Zr3mGvBUa4ml8y57h7IMpPLsH8oSDzvkXcuJaxK1pdyjsRAJ7zOdF9UDk9Vsykbh1lrfLP45U93PWMaYy40x/caYv4+57L3GmH3GmL9W/p0zHwcmIotjbBPm3+0YIJVzOTCSo1S2RAIOfSNZvvvH3dyxZ+jwLIedsD+o8vPYpuDxkJ+AY7i7L8VQOo/BEHR8uGVL2ZYJ+n2UymWMMZWcqUClkbkllS/SP5oj75ZrpRpKZQvA5s4YnU0htnbH6UiEOL47QWssRGs0cLgEhLXw1rfS/omPsOvpF3HnBz5JNBL0GmsPpLhzz/CUjdPrbbZdDXiqs4H1BFDb+5P0jebxGYiGHPYOZfn19oPsHEhzUk+CgONbso2wZzovK7VJuUg9pgzGFsgVwNmTXP4Ja+2plX/XLfKYRGSOJgZPqVyRfx0YwVqDtbBvOEso6CMUMPQOZ7mnL0lHPES64H3QWix5t0y6UGJDW3Rc3pAxXjukgltm12CGvYNp7htIMZotVqrsQ3RMAFPdAbixLQoYuprCtMeCuKUy/aN5iqXD5RzCfm+3ZNjvYzRXZCid5869w17glivC614HH/kIey68mDvf9VFCoUClZpmPoXQBt1yujTEccGoV+uFwkFXNaws4vnlLQt8zmMExloOVhuntsSAbWqMMZ9xJxzLdc3bHnqFFDdxmOi8Led5ElrpFfZVba281xmxezMcUkYUzMem6ORpk71COZK4AxhD0+wBDIuSjVEnMNwa6m0Ikc0XSeYvjM3Q3hTiuK8GO/uQRH75+B/yOQ3PYyy/LuyWawwGaoqHa7kg4vKSVLniBCZhKgR5Da6VsQ7WcQ8Dxkc7nCfqD3m7Llgh+x0dr2E/2RS8l/s3L4TWvYe8r3wGpPHm3RNDxUSiVyRbLrIuPr3U2MbdpIetaDaaLBP0+go53PsIBH3nX5a+7h2iNhQgHfESD9ZfEWMwdizOdF9UDk9VqqfzJ8UpjzPOB24A3WGuHGj0gEZnZxKTrrkSI7X4YyhYJ+30EHB/FcpmueJhI0Knt+DtlQ+ukSf4T84YOJnOEAwFO29RKGa+ivMXLD8u7lkQ4gLV2XAL8jv4kW7viDKTyZAolIgGH+69rrhUzrZZzaIsF2TOYpisRpj0eojMWZOPbX0fTN7/G4CteS9snPk5Hf4qA38doziVd8MptbGyLEA6Oz8wYm9u0kLWyNrZF2d6fpD0awvosBq8gbtAxpAsl1rc6JPMlUrncpLlj2rEosjQthWDs88AH8DYBfAD4GFP0wjTGvBh4McDGjRsXa3wiMoWJwVM06Offepr5Z+8oxVIZxwdd8QjGWLoSoVrQMtkMSN9ojm0HRtl2YJS2WIgHrG1mJFvEMbCxIw6YSoNvi1u2dDWFuH33EIViiU0dMR56THstoCuWyrX+k+BtBOiIh44o53DHniGvHEa5TOdrXkbie99h8PVvZs9r3kKbMfS0REjlvZ6N1V2PYb+DxVY2F4zfCbnQM09buhLcdSDJcLZI0ZaJh/0cShdoiXq7OwslizGwrjU6aYA1MXjOFEr0j2Y5lC4AqAirSIMsds7YEay1fdbakrW2DHwJeOg0t/2itfY0a+1pnZ2dizdIkQZrVJ7PTMYmXafzRe4+MMr+kRwnr2/hlA2tRIIBAg5sao/iM2bKhOy+0Rw3b+sHDPdb20SpbPnV3f0UK7ePBv1Egw6b2mN0N4UrzcSLbGqLsnVNnIJbZkd/ilTenVUieDToJ5/N0/Xy//QCsbe8kwNveDvRUACYPI/p5A0tHNeVYN9wltt3D7FvOMvaSpAyMeetnhyu2YiH/DzmhC66EyHaYyG2dsU5oTtBOOAQCTgEHMPm9tj4zQgTj9ctA14gtvNQmnTBq74/cSPCxHzAideLyPxp+J84xpgea21v5cenA3+f7vYiq02j83ymUw1WdvQn2XYgSXPEz0k9TTg+L/A644SuWiPvsOObsnzDnXuHiYX8NIW9607oDjCacwGL4/ONm4XaP5wj5PfyoqpJ+yZsGM0WarNB9ZaN6Ik6FC95IfGf/YRD73o/fS999RH1vibO4qXyLvuHs6xridTKauwfzhIL+RelVlZ3U5izTlpTm7EqWWiNBmmLHc6fyxVLWOCevuS4Wa2x9c36R7NY6zVQ724KqwirSANN+U5eyeGqm7X26zPdxhjzHeAMoMMYsxd4D3CGMeZUvGXKncBLZvO4IivdUv9QrC4NPmBd87gaUQCj2SJbuxO15a4d/clJl7uGMwU64sEJ9+tjIFU4IrDqTIQYTOcJ+g+Xxwg6PlKuW5sNqicRPDWahgsuoPUXP+Out7yPwYtfRsc0AWPVdM/HYtXKGnt81WB9bMA6lCnUSoFMDOCr5/NQukBbLEh3U7g2PhVhFWmM6d4hrpjws618NZNcBjBjMGatffYkF39lpt8TWc2Ww4fidGOsZ2avJRoklS/TFD6cOZHKl2u5UBMDq5FsgYJrCVUCskKpjN9n6g56UsNJyuc9naZf3cjB//k4pee9kHBlKXOm2cbpjnVLV2JBWglNZ7ICsl6NtqkD+Or5LJZUhFVkKZguZywx5t9D8Gat3gWcBHRUvr67cvmUeV4icnTG5vlULbUPxenGWE8e1cnrW0jnXUZzLplK7tm23pFaA+mxeloiJMIBUnmXXLFEznVJ5lyaKo2uZ5RO43va00jcehMHP/G/JC950axyu6Y71kbVyppYQBYO112rCvl94/LIVIRVZOmYrgJ/uvoPb4fjZ621H7LWbrPWDla+/hfwOeDjizVgkdVmOXwoTjfGTMGdMTDobgpz5oldgOX2PSMcShdZ2xxmJFsYX7kfL/A4ZUMrx3bGKJTKFFzLcV1xTt7QMnPQk0zCOecQ+c2t9H/mCySfe/GUY5rLsVbHN9vK+vOtngBeRVhFlo56/1c9FPjwFNf9Ha8khYgsgIVq3DyT2ZQ1mG6M9S53dTeF2dAWpViyxEN+gn5DwbX0jebZ3p/k1DF9K+MhP6duaB132YxGRuBJT4I//pEDn/syQ099BmNLt9Y729io52MmY58vC2TyJVqi0y+XqgiryNJQ77vHHuAS4OeTXHcpsHfeRiQiR1jsD8W57OCcaoxjd/DNlEe1ZzBDrFIc1ru9wVqHPYOZ2QVeEw0NwROfCH/5C3z3uySeci4HjiK3a6kFKZM9X2lciqUyxVJ5yQSMIjK5ev9nvh24stLg+xqgH+gCngacCFy4MMMTkUaYzx2cs55JMnb6n2drYACe8AT4xz/gqqvgqU8lDktydmuuJnu+WqPB2tKiiCxtdb3zWGt/aIx5GPBW4NnAGuAA8CfgYmvtnxduiCKy2OZ7B2e9M0leu58UJmxqvSBTuRLHdcVn9XjVJbvC/l6Oe+4zCN67HfPjH8PZZ896TMvBcthxKyJTq/vPQGvt7cCzFnAsIrJENKqswZauBOl8idFsgZTr4vcZepojbOmqP2iqLtnFDvWz9aJz8e/ezfbLr6TnzMcxu5CuvsdaCu2CVIZCZHmb1f9UY0wrcH9gA/Aza+2QMSYMFCrtjERkGZoYVDRFAuyvlHlYrHpZVcbA7qFsrefklq74tAHOxLFnCi6x/l42X/g0/AcOcODKqyg+5PR5L5J7NJ0R5juIm01enogsPXX1pjTGOMaYj+Al6v8K+AZwTOXqH+JV0heRZWiyHoT7K/0WJ5Y1ABasR2Yq73LHniF6R3KT9pysd+y7//IvNp3/ZPwHD9L7vR+Re8S/1122Yjbm2odyIXo+qgyFyPJW7//UDwEvAl4J3AzcO+a6HwMvRQGZyLJUDSrK1rJrMEO2UMIx4DNwypgdjAvdI7N3OEsyVyQemrrn5FRjry7Pxffu4nEvfRa+VIreH1xD/oEPBsYv2c3XrNRc87QWqr3VSsqBE1lt6poZA54PvNVa+1W8Mhdj7QCOnddRiciiyRRcSuUyOwfSuKUysaCD8cG2A+Nna+Y6EzS7cdgjek66ZUumcLit0thZubEFZQPb72bteU8ikM1w0+e+zcj9Tz2iKOt8zkrNtTNCPUVwRWR1qTcYa8ELuiYTBJwprhORJS4a9LNvKEvQ7yPk9wItg4/miH9coLXQQUQ06MfxeYVeq6o9J4FJgyiLFwAF7tpGz3nnYIoFdv3gpzSd/lD2DWe5ffcQ+ypLrvFQfa2Z6jXXzgjLob2ViCyueoOxvwPnTnHdk4Db52c4IrLYeloijORcrAWLJe+WKZTKrGuJjgu0FjqImK7npIVJgygDmL/9jZ7zngTAv779Y25rWs89fUlKpTInrkmwriXC/ko9sXoDyslm4SaqJ09rsvtZDu2tRGRx1fsu+kHgh8aYCPB9wAKnGmOeDrwEr/iriCxD8ZCfE9YkODCSJVMoEQk4rG2J4TMQdg5Peve0RLhzzzCj2TRu2eL3GZoiQU7e0DJv4zhlQyvb+5PsGcwAcFxXnC1dCXb0JycNovx//Qtb/+N83FCYv3/9KvZ0rCdky7REwhgDuw5l2NwRq81+1VMCYja5cdPlaU13Pyup4KyIHL16i77+2BjzHOAjwAsrF38Z2Af8h7V2sjZJIrJMHNeVwFovwJmuNILFgvHKT2AqP8+jqXpOVoOosrX0J/NkCyXa/v4XHvKy52JamgncfDPxWCfHlcrsPJQmFPBh8JY3+5N5NrVFSeVdtnQlZiwBMV8J9jPdj5LtRaRqNkVfvwd8zxhzPNABDAJ3WWvn991YRBZdPS2LeoeztEaD9DQfXk7LFUvzXr9rMj0tEf6w4xDbDoziOLDhH3/htDddSrG9nfwNNxI79lgye4aIh/xEAg4F1xLye1X804VSbfarnuOcr2r2qoovIvWqKxgzxrwb+LK1dr+19m7g7jHX9QAvsta+f4HGKCKLYKbSCI0OLgbSeYJ+w7o7/sjj3/Iicp1ruPfKHxFt7mIrh2fPOhNhdh5KA2Ap4xjGzX7NdJzzVc1eVfFFpF71JvC/B1g/xXVrUY0xkRVvPhL4J0torydZvrrk99Adf+GJb/5PCus28Oev/ZCBls5a8n01Md5nYFNblLItM5zxEuZnUwttvhLslagvIvWq913UwJTJIeuBofkZjogsVfW23JmqqOpkCe137hnGYmmNBqdNls8UXDb/8Vfc/9WXkt18LHd+9fvQ1kH/SJayhTv2DBEN+lnbEmE0W6RYctnSmZhTQdd6ljIX835EZOWb8l3BGHMxcHHlRwt83hgzOuFmYeABwC8WZngislTUE1xMt4NwsoT20WwaDLU8tLKFvtEse4cynLimqRZMdd78C9a8+oUkjz2e27/8XUx7OweTBQ4mC2ztbqo91v5K/trRBjzzVc1eVfFFpB7TvWNlgEOV7w0wgpe0P1YB+BnwufkfmogsNZMFF2NnwnYPZnDLlpDfRyTg0JkI18pKTJZz5pattzMTyBRK7DyUJuAzGGytsOuJv72BnkufR+b+J3PvFd/HBqOMZIocSuV40MZW2mJBYP7aColnvpuZi8jUpvyfZa39Pl5NMYwxXwXeb629b7EGJtIIK/kDaCGObexMmM/A9v4k4YCfY9pjFEuWnYfSbGqLUiy5kya0+32GSgUKDiZzBB0fYImG/IQDDk0/+gHhV78E87CHYX/0E+LlAL6Cy4a2GN1NYboSoXHjmcuGgpX8nM/VQvchFZHx6k3gfw2Qm+wKY0yPMSY+f0MSaYz57Fu41CzUsY1dejyYKtAaCRJ0fAxlCoT8PoKOj33DmVqQMzGhvSkSJBEOkCuWyBRcLGUKbpmuRIj4ld9i3ateTPohD4ef/5x4ZxtbuxOcsqGVrd0JOuKhedtQsBKf86Ox0H1IRWS8eoOxLwNTla54b+V6kWVtJX8ALdSxjW0vlC2U6G4OY7Ekc0WstVjKjGTd2mzTxPZBJ29o4ZQNrQQcH2ULtgybO2J0f++bdL7mZaQf+WgOfPuHED/y77352K24kp/zo6Fm5iKLq94/IR8NvHSK664DPj8/wxFpnEbX0ZrO0S6lLdSxjV16jAQd3FKZrkSY0WyBdKGEY+DENYeXtqZKaN/anajt1mz/2pfpfMebSJ35OLZ/4Wsct7Z90seej92KS/k5byTVSBNZXPX+z2rGS+ifTA5oneI6kWVjqX4AzUf+zthjyxRKHEzmGMkWiVVKTsw1D2hsuYvOeJC7+1IYYzhlQyuOz5B3y2zpqi+ZPh7yc9J3v0LoHW9i5PFP4uCXv85x3S3Tju1odysu1ee80eotYyIi86PeZcp7gCdPcd05wI75GY5I4yzVIp3zsZRWPbbBdIH7BlKk8t6sVWs0cFQ5UmOXHsvWa+x9bGeMsrUEHN/sEr7/538IvflNcP75NP/0Rxy3sWPBk8WX6nPeaJMtKSt5X2Th1Ps/6zPAF4wxBeAKoBfowatD9grgZQsyOpFFtFSLdM7HUlr12H63YwC3VKY5GqQrESUa9B91f8nZzk5NuuT6kQ/Du99N8VkXsfPjnyPTlyYazNeCooXa7bhUn/OlQDXSRBZPXe841tovGWO6gbcBrx9zVQ54p7X2SwsxOJHFthQ/gOZrKS0e8tOVCHFsRwxTLe7F1IHdQpfCiIf85IslUm98K/H//RjF5z6Pv3/gE4SMj3jIWxq7Y88QBkNLNLBgJRaW4nMuIqtL3e9m1toPGmM+A5wOtOMVhP2dtXZkoQYnIvObvzNdYDc2+AIvcJqpTdFsjavCby1rP/xeWj77KUaeezH9H/0UIcu4Cv3JXBEsrGkO1y6r3o8CKBFZKWb1rloJvK5foLGIyCTmcyltqsCuPR4aN2N1T1+STLFMcyRYy1ODI4OgagA3kMrXNgJ0xENTzqLVllytpf1db6X5i59j5JL/ZOd7/hvc8hG/Uypb7ISuuKtht6MK0YqsLtP1pjwH+LW1drTy/bSstdfN68hEpGa+eyVODOwm9o0sWYgFHQ4mc2yqzMBNDIKqS46lcpmBZA6Mj1wxX0v6nmwWLRr0ky+4rH/nm2j62lcYfskr2P+uDxL1e487cdbO8RmvM+4YK323o6rfi6w+0/3P/inwcOCPle8ttcYlR7CAM8V1IrKEjA3sqjMwf90zRFssSHdTmGjQTyToUCyVyBZLtd+bGARVA7gDowVCAYeQ3yHvlknmiiTCAX63Y4CuRGjczE5PIkj+kpfR9L1vMfSq19P7lneRL1k2dniJ+hNn7RLhAAZDrlhaNSUWJmuoXr1cS7MiK9N0wdgxeLsmq9+LyAoydgamPRYkXSizcyDN5o4YXYkQdx1IEgs5WGsnDYKqS47ZQolY0AsYgn7DYKpAKu/ilsoc2xFjKFPgX72jdEYc7vfO19L+g+9y6PVvYe9r3kzU77Cx4/AS3MRZu1M2eCUMV9Nux7nsntWypsjyNl2j8F2TfS8iK8PYGZiupgg7D6Wx1tA3mqOnOUJPc4RoyJkyCKpuBogEHQqlMiG/w2jW5b5DaYKOQ2vUz6F0nv7RPD7X5djXvYKmn/2Y/W98B00ffC+nTBIsTFehf7WY7e5ZLWuKLH/T5YxtnM0dWWt3H/1wRGSxjJ2BiQYdNrfH6B/NcihdYGNbjJM3TF/9vroZoCnsp3c4y0jWm50xFiJ+Q3MkyF/3jNATMTz8Ha+i84brOPSeDzL84leSnsOS22qZ/Znt7lkta4osf9O9k+3kiNTZaSlnTGQZmTgDEw06rGmOsKEtVteH+NjNAMWS5e4Do3QlQhStpTnspykSoK9/mAe+/dV0/uYm7n77B/G/4jWErJ31bsjVNPsz292z6q8psvxN9y721DHfNwEfAf4FXAX0A13A+cCJwJsWaoAisjDmo35ZNXDY2p0gGnS8HLJimZ2H0hRTac5518tY+8f/4853fBjfy16Gn7nthlxtsz+z2T2r/poiy990OWPXVr83xlwB/NRaO7Ht0ReMMV/A61t55YKMUEQWxHy3AqoGBdGgwzERWPuS59Pyp99w85s+ROI/X0xrwFfr/ThTwDdxSXIglacrERp3m5DfR38yD7Dily6no6beIstfve9az8CbBZvMD4EfzM9wRGQxzWcroGpQ4EslOfbiCwn/8ffs+vjnOemFFzOaLdYd8E22JNk/miPgGNpihwOyoUyB/tEczZGFa5W0HKi/psjyV+//1izw78ANk1z3KLwelSIyT5Zasno944mH/GwNl3HOP5/wX/7Mgc99hY4XPI94yE93U7jux5psSXJda5T9w1miQX9t9mf/cI51rdFVs3Q5HfXXFFne6n13/zzwLmNMO3ANh3PGzgVeAvzXwgxPZPVZ7GT1mQKtvtEcv98xgAWawn6KETt5hf3BQeJPPhvuuAO+/316nv70OY1nsoT01miAYqlcq+4fDfrpTIRojQbG3U6J6yKyHNX1zm6tfa8xZgh4M/ByDlfjPwC80Vr7yQUbocgqs5jJ6jMFfqm8yx/uPYTP5yMRdii4lgOjOdY0hcePZ2AAHv94+Oc/4aqr4ClPmfOYpkpI74iHjjh+Ja6LyErgq/eG1tpPARuAY4FH4FXlX69ATGR+ZQouIf/4/5ohv49MYf5nfMYGftWG4CG/j97hLADb+5PsH85wMJmldziHtRB0fIxmC4fH09cHZ54J27bBNdccVSAGXu5Z3i2TK5aw1taS/ntaInO6nYjIUld3MAZgrS0Du4A9wL7KzyIyj6ozQ2Mt1IzPdIFf32iOW+/qZyBVYChdIJ132TucoVy2jOa8pUL274czzoB774Vrr4UnPvGox1TNf6ouSQYc36RLtPXeTkRkqav7XcsYcw7wHuBUvAKvDwVuN8Z8EbjVWvvNBRmhyCozX6UK6km6n2pJ0AJ/uPcQ4UrT8P7RAjk3R1c8xJ6hNF2JMGuTA/CkJ8CBA3D99fCoRx31sVfVm5CuxHURWQnqmhkzxjwfL3F/G/DiCb93D3Dp/A9NZHWajxmfai5YsVQmHvJTLHm5YBOT26da6jNAqVymMx7kUKqAWyqTzhXZM5glWyzzCH+a2BPOgv5+Mj+9jnuOP5U79gxN+hgiIjK9et/d3wF81Fr7NmOMA3x1zHX/AN447yMTWcXmOuNTnQ3bdmCUgGNY3xqr5YKBlyPW0xIZN2O2tiVyRB2wHf1JAn4fewcztMdDZPJFUgVDtlDiUQzT+eRnQjJJ5rrruWvDiYQqQd9qrfUlInI06n233MTkNcbAqzHWND/DEVl95qum2NidkQYwGHYeSrO5PUY06NQq1qfy7rjdk/sruyLHPmY06KdYyVsLB3wkQhHihRKRe+/hfi+7BNwC3Hwz+3q2ECqVVetLROQo1JvAvwd44BTXnQZsn5/hiKxs1YCpuqTXN5qrazmxHmN3RkZDfozxdj4eTHo1mfNuuRaIhQMO2WKZvtEcuw6l+d2OgXGP2dMSoVCy9DSH8RnDSK5I87138cw3Ph9TcuGWW+DUUxd156eIyEpVbzD2FeA9xpjnAdV948YYcxZe7bEvLcTgRFaSyfK4/nDvIUplO2VpidkYGxh1JUIU3DKWMpmCW8sFi4f8lWCp5DXzLlmaI35SueK4IDAe8nPCmgShgENrLMgDh3Zz3uv/A+P42Hf1z+D+9wcWd+eniMhKVe875v/g1Rj7GlCqXPZbvF2Vl1lrP70AYxNZUSYr5loqlxnNFmiLBWu3m00V+bFLnP3JPMVSmbZYiGjQz+aOGHsHM5QtBBwfG9tj9A5nybtlDiZzBB1fZbdmieZosBYEVpcXj+tKYC00//NONl1yPuVIjHu+8yPaT74f9/QlyRRcLJDJl2iJqkm1iMhc1VuB3wKvMMZ8HDgL6AAGgZustXcv4PhEVozJ2vw0RQKM5sYHXvXOLE2snl8sWbb3pziuC1qjQXzG0N0cGZcPVi2bMZIt0hzxk3dLFNwya1siRwSB8ZCfE3b9k9CF51JqamLfD6+l/cSt7K8EldWcszQuxVKZYqmsJtUiInMw4zumMSYMjAAXWmt/BOxY6EGJrEST1fRqjgRI5bxlxLEzS+3xUG32aaqk/okzbW2xIMd1xRnKFAg4vlpgBIy7r7UtEQZSeYYzRZqjQda2RIgG/eSKpfFB4K9/TfTJ50BXF85NN3HMxo214G/s7F5rNFgrvyEiIrM3Y86YtTaH1xhcGbkiR2Gyml6Oz8fDt3SMqym2tiXC/uHsjEn9kyXPt0YDdCVCnLKhtRYcTcxT2z+c5eT1LWzuiLOmKUwk4BzZSuiWW+Dss2HtWvjVr2DjxikfUwn7IiJHp94E/suAVxtjAgs5GJGVbKpirt1NYbZ2J2oB1Gi2OG2/yKp6kuen6j05mi1OXVj2hhvgnHNg0yYvKFu3blaPKSIis1PvO2gLcH9gpzHmRqAPsGOut9bat8zz2ERWnJmKuabyLtsOjOIzXuDTmQjXaoRNnBlrigQquzHLNEUCNEcCOD7fuOT5yfLUqvc16Viuuw6e8Qw44QT45S+hs3Pc1fPVqklERA6rNxg7H8hXvp+sAZ0FFIyJHIVqQn7AZzA+KJZsrWhrNTgbe9v9w9lK9fwCozmXVM7l4Vs6jijemnfLlK2lP5lnOF1gOFsgEQ4cmYv24x/DBRfAAx4Av/gFqXgzvZPkrW3tTtA7nB1XsV8J+yIic1fvbspjFnogIqtddUlxfVuUnQNpgn5LwGfYO5SmuykybvZp7PJjtSxGrlhiNFukuylcu11PS4Q79wxz30CKVM5l73AWx8CWzjgj2QKpvOstT15zNTznOfDgB8P115OKxMft1JzY5kjJ+iIi82faYMwYEwHOATYDvcCN1tq+RRiXyKpTXVI0xrC5I8buQ2n2DefIF0s0R4Js709i8Ga7BlJ5uhKhcb9fbXdUva/qbJYxMJItMpQu0Bx2aImGSBdc+pJ5jmmPkbr8a8Rf+WJ4xCPg2muhqYneSXZNwtzbHM1XyycRkZVoyndDY8yxwC/xArGqUWPMs6y1v1jogYksV3MNPMaWvsgUXPYNZ8kVLZGgj3sPpogE/WztilMslTmYzBNwfLTFgmQKJQ4mc/SN5BjOFjhtczut0UBtNmvvUIYtXTH2DztEAg4GQ75Yonc4y0NuvobO174cHvMY+MlPIB4Hps81m8v5mG6WbaEoABSR5WK63ZQfAcp4OWJR4H7AX/B2VorIJCZreVRvr8melgjDmSJ37hni2jt7OTCSw++DchmSuSJ+n2EglScccFjbEmbfUIbBdMFbgsyXGMkXaY+HOTCaI1ss13ZODmUKYA1hv0OxVNl3YywnXHMlXa95GZlHn+HNiFUCMZjfXZNT7eicS8uneh3N8yAistime2c9HXiDtfY3lZ//ZYx5SeVrj7W2d+GHJ7K4jnY2ZbKWR9XL61nes1gGMwWwlkjQDwbKFqIBP8lcAb9jAK/CfrFkGcoUcEtlmqNBOmIh2mNBCiXLwWSOTe0xQn4fLdEg6UKJWMjPwWSOglvm+B98jUd9+v2MnPl4nKuvIuUExyXrN0UC7K8ES0e7a3I+Z9nqdbTPg4jIYpruU6YHuHfCZTsAA6zByyETWTHmYzntaAKP3uEsrdEg3U0RQn6HsrWA4VAqRzToI5W3rG3xgoq8W6YjHiIadDi2I4YxXpBWKJUJVhqBZwol9g6lMRaKpTLG+GiJBFh/xWU87LMfYuQJ5+B8/3sQCh1x3Id3ahaPetfkZJ0HFro2WSMCQBGRuZqp6Kud4XqRFWM+ltOOZnmvWt0+EnRoCgcouGUsXhAzknUplb0AbGy1/LGP15UIMZr1Asr7+lPcenc/g6kiG9ujBB3Djr4Uaz//KR722Q8x9ORzcX74A+JNsWkLw1YfI1Nwa+UsZmuyzgPjqv0vABWnFZHlZKZg7OfGmP7qPw7Pht049vLKdSLL2ny0+jmawKMaQHQlQhgDXYkw5UqOV1MkQGcixLYDo+yrzFrFQ/4Jj+fNjBVcizXgd3xkiy5/um+IPYMZHvL1z3D65R9n75POY8cnv8g9gzlSeXfK4x5I5ecl72qqzgMLmUzfiABQRGSupns3fN+ijUJkCZiP5bSjKYparW4f8vvY1B5l31CWSCjACT1RrIWWaKCWv7V/OEss5B/3eH/fP0Su6NLTEmYoXaA9FuJv+4YJ+AyP/dZneOh3LuOvZ53H7g98koRr6Y56s35THXcq79IcCcxL3tVi1yZTcVoRWU6mfGey1ioYk1Vlvlr9zCbwmLhhoJqnVSyV2dKVoKclQm+lafhUQVF1huz23UOsa4kSCvgYzRT52/4RbMly1hUf4yFXXcGd5zyLG1/5HtYULf5iqZZDtaUrMe64hzJF9g1lGM25OAa6miJEg07t+uWSdzXXAFAlMURksekdRqRisWZTqh/2A6k8B5N51raEaY0GazNeE5fw6klG7x3O0hz2YwwYDGtaItx7MMUTvvhhHnL9lfzlac/luhe9lfVNEVJ5l7WVZbxocPzsWn/SG9O61gjxbJF0oVxryRQNOis+76pRNdFEZHXTu4vIGAu9nDb2wz5bcDHGcGAkRzjg1IKcicuA9SyfZgou61oj7DqUASDsg4u++iFOuv673PaMF3D7q99Ga8mQLZZwDCTCgXGzfmOPu7o0GQ447BxIY62hfzTLmubIim8KrpIYItIIMyXwi8g8Gvthn3PLJMIOwTFtjCbbMFBPMno06Mfx+djcEcOPZcvbXstJP/ku/3zBK+D//T+O62qiLR4ELFu6EzRHApPO9oxN5o8G/WzuiBEN+jiULixK4n2jzccmDhGR2Vq576oiS9DYJcdIwKHgWoKOj8F0gV14PSRjIT+p/OHb1bN8Wkv+p8xD3vM6Etd8j97XvYX297yHQM4l4PexoS02Y/7TxFm4aNBPT3OEjW2xVTEz1IiaaCIieocRWURjP+w7E2F2Hkozmi0xmMkT8Ds4BlqjgSPylGZaPo2H/GxtC2Of81wSP7magbe/h8S730k85Ke7uf7xzdcmhuVqtR+/iDTGoi5TGmMur9Ql+/uYy9qMMTcYY+6pfG1dzDGJLKaxS46RgI81TWEOpfMkQn5iIYdjOuO0xUKz792YzxP/j+eQ+MnV8LGP0fFf753TcmIjaoItJav9+EWkMYy1i1dk3xjzaCAFfN1ae//KZR8BBq21/22MeSvQaq19y0z3ddppp9nbbrttYQcssgAmlk4YSOUrhV5N7TbWWlJ5l1M21PG3SS4H558P110Hn/kMvPKVCzh6ERGZC2PMn621p0123aL+uWetvdUYs3nCxecCZ1S+/xpwCzBjMCayXE225DjnPKVMBs47D264AS67DF784nkerYiILLSlsJuy21rbC1D52tXg8Ygsqjm37kmn4SlPgV/+Ei6/XIGYiMgytawSIYwxLwZeDLBx48YGj0Zkdqaq7D6nYrOjo/DkJ8Nvfwvf+AY897mLdyAiIjKvlkIw1meM6bHW9hpjeoApm45ba78IfBG8nLHFGqDI0Zqqsnu1/VE1QNvS5SWLV28/aUue4WE4+2y47Ta48kq44IKGHpuIiBydpbBMeQ1wceX7i4EfN3AsIvMulXf53Y4Bdh1K0zeaI1v08sNKZcsf7j1EsVQmHvJTLHkBWt9ojnv6kkdcnsq7MDgIj3sc3H47/OAHCsRERFaARZ0ZM8Z8By9Zv8MYsxd4D/DfwPeMMZcCuwF9usiK0Tea4w/3HuLeg0k64kF8xpAueL0eR7MFSuUjG4DfuXeYdS0RytayazBDtuC1MAoMDnD/F1wA27bB1Vd7y5STUKNrEZHlZbF3Uz57iqvOWsxxiFQtZOCSyrv8fscAPp+PzkSYXLHEwWSOzkSYg8kcozmXpkhg3O+E/D6GMwXWNIXYdShD0O8jFnSwfb1seOGF2P27MddcA094wpSPqUbXIiLLy1JYphRpiGrgMuly4DzoHc5igUTYoSMeql0+ms0zki1i8Jpyj5V3y7REg+wbyhL0+wj5HUL9B3joJc8k1ruHfd/8wZSBWPUxq70vjTGEA87sC8iKiMiiUjAmq9ZCBy6ZgktT2E/BtYQDDutbo4QDDgOpArGQn4dv6cDx+Y4oaXHy+hZGci7WQnD/Hk553nmE+g6w65s/5NBDHzHjY6rRtYjI8qJ1C1m1xjbtrgr5ffM2MxYN+ilGLAdGc959B3w0RYIkwgFO39JBPOQnFvJPWtLihDUJRv5xF6dc+iwCyRF2fedH5E97CFFn+r+f1OhaRGT50Tu0rFoLHbj0tERI5V3WNIUZzRYYznhLkw+vBGJwZDX+6tKpvfseHnLJ+QSzGXp/+BPy9zulrobVanQtIrL8KBiTVWuhA5exxVwDjmFDW2zaDQLVQCyxczsPeO652GKR/7vsu4SPPYkOxzdzIdgJj1l3AVkREWkovUPLqrUYgctkfSin0jucpWn7NjZdeC4Yw4Ef/YzuLccTcHx138dsH1NERBpPwZisakspcCn/5S8c+9ynYwNBeq/6Kb09m7l75yH6UnlOXt/Kyetb6G4KN3qYIiIyz7SbUmQpuO02jnv2uZTDUfb/+Hp6ezbz+3sHSRXKdCfC5Iplbt7WT19lM4CIiKwcCsZEGu33v4ezzsI0t3D3935KasNm7u4dIegYAo6hMxGmKeztvLxz73CjRysiIvNMy5Qi82jWFf3/7//gnHNgzRp8N93Epq4eeoez9KXydCfCdCbCtd2e8ZCPgVRhkY5EREQWi2bGRObJrCv633QTnH02rFsHv/oVbNhQy2E7eX0rzdHQuLIbqbxXnV9ERFYWBWMi82RWFf1/8Quv0fcxx3iB2Nq1464+eX0L6bzLaM6lbMuM5lzSeZeT17cszsGIiMiiUTAmMk/qbkV07bXw1KfCCSfAzTdDd/cR99XdFObME7sIB7ylyXDAx5kndmk3pYjICqScMZE5GpsfBrBrMEOpVKY5GqQrEapV+B9X0f/qq+HCC+GUU+DnP4e2tinvv7spzONPWrPQhyEiIg2mYEyWhVknxi/CeO7pSxLy+/AZuLsvRcEt43cgnS9xXy5FT0sEx+c7XNH/e9+D5zwHHvIQuP56aG5u2PhFRGTp0DKlLHmzToxfBGPzww6mCiTCftrjIWKhAPGQQ8nCUKbI1u6EFzR+85vw7GfD6ad7+WIKxEREpEIzY7LkjQ18gNrX3uFsw6rnZwpubWYuWygRCzpgwC3ApvYY1lpS+cptvvpVuPRSOOMM+MlPIDa33pdLbXZQRETmh97JZckbG/hUhfy+RZ0ZmxgIWSDvlgkHHCJBh0KpDBgilUCxlit22WXw0pfCE57g5YtFo3N+/OqyaDzk5aLd05c8PPMmIiLLlpYpZcmrJsKPdURi/AKabJk0ky8xlCmQK5bojAdJ5lxSeZeOeIhcsUTeLbPx21/xArEnPxl+/OM5B2Iwy7IZIiKyrCgYkyWvpyVC3i2TK5aw1taCnZ6WyKI8/mSBUEs0QDzkJ+D4KFs4rivOsZ0xytYScHyc9O0vEXr96+DpT4erroLw0ZWkqLtshoiILDta35Alr1qVvnc4SyrvLRNubI8t2vLcVMukxVJ58py1D30I3vEOeNazvMT9QOCox1CdHRxbkX8xZwdFRGTh6J1cloVqQNYIdQdC1sL73uf9e97zvMR9//z8F+tpiXBPXxLwAsG8W/aWQtvnthlARESWDi1TisygrmVSa+Htb/cCsUsugSuumLdADA4HowHH27gQcHxK3hcRWSH0Ti4ygxmXSa2FN7wBPvEJL2H/s58F3/z/ndPI2UEREVk4CsZE6jBlIFQuw6tf7QVgr341fPKTYMyij09ERJYvLVOKzFW5fHgm7I1vVCAmIiJzomBMZC5KJXjhC+FLX/J2Tn7kIwrERERkTrRMKTJbrgsXXwzf/ja8//3wrnc1ekQiIrKMKRgTmY1iEZ7zHPjBD+DDH4a3vrXRIxIRkWVOwZhIvfJ5uPBCr7XRxz8Or3tdo0ckIiIrgIIxkXrkcnD++XDddfC//wuveEWjRyQiIiuEgjGRmWQycO65cOON8MUvwote1OgRiYjICqJgTGQSqbxL73CW3NAwWy59LpHf/wbz1a96ifsiIiLzSMGYrCrVICtT8Crp97REjmgplMq73NOXJJJNcdzFzyL85z+x6xNfoOOi5xJfpDGIiMjqoTpjsmpUg6xiqUw85KdYKnNPX5JU3h13u97hLJH0KJuf8wzCt99G/xevIPPMZ9E7nF20MYiIyOqhYExWjd7hLCG/j3DAwRhDOOAQ8vuOCLLyff0cc9F5hP52B31f+Qbpp55HyO8jU3BrwdQde4bmFETVOwYREVk9tDYiy9JUS33TLQFmCu4Ry4Ehv298QNXfz9Znn0dgxz0c+PqVZM96AgB5twzAPX1JQn4f8ZCfvOvNam3tTtS9zFjXGEREZFXRzJgsO1Mt9fWN5qZdAowG/bWgqirvlokGK8FRby+ceSbB+3Zw7+XfYejRZ2GtJVcskXfLWDjqWa0ZxyAiIquOgjFZdqZa6rtz7/C0wVJPS4S8WyZXLI0LsnpaIrBvH5xxBuzahbnuOtac/1QCjjdjFXB8bO1OYPCCsbGqy5f1mnYMIiKyKunPcVl2BlJ5sgWXnFsmEnDoTISJBHwMZwoc2xEDvOXA/mSeTN7FQm25cmt3gt7hLKm8t4y5sT1G/MA+eOxj4eBB+PnP4ZGPJA5s7U6Me9zqrFY44NQum+2s1pRj0G5KEZFVS58Asqyk8i4Hk3mMMSTCDgXXsvNQmjVNYVqiQfJumbK17BxIE/T7CDg+LLaW2zWRufdeeNITYHgYbrgBHvawKR+7pyXCPX1JwJsRy7tl8m6Zje2xI8Y4XemKakAmIiICWqaUJWA2OxR7h7OsbQljsBTcMkHHYC3sG8pw8voW8m6ZvYMZAn4DGIply/rWGCG/j+39yXE5Zbl/bsN35hkUR0bZ/f2fkDr1wdOOsxpETVy+HBtoqXSFiIjMloIxaajZBi+ZgktrNMjmjhh+x0e6UCIa9NHVFKa7KczW7gTFssUtWQKOYXN7jGjQyx3bM5ip5ZSV//kvtj7rKfgKeW7/6g9I3e/kuoKmakB2yobWSXdRqnSFiIjMlpYppSGqS3nbDowS8BnWt0VrwQt4Qc1kS3nVvK1o0M/mdu/lmyuWCDje3xXxkJ8T1zRRLB2Z2wXe8mLgn/9g/flPxhofd3ztKgY2baVzhsetl0pXiIjIbGlmTBbd2NkwnwHjg229o2zrHeFfvaP0jmQZSOUn/d16diNOdZuNbVHMX//C2mecQ9kf4K/fuJrhY48nEvQCsdnujJyMSleIiMhsKRiTRTd2KS8a9JMvWgZSefqTBWJBh0yhTP9obtLZpHrytqa6zdbd29h4wdMoRaL85etX07/2GApuma5ECJifoEmlK0REZLb057osurFLeZ2JMNsPDuD3+SiVyxRKFmNgXWt0yiXDenYjHnGb3/4WznkS5bZ29nzvGmhbg03m6WkJEwk4h2fPJuyMnC2VrhARkdnSJ4TMyUzlG6Yztl5XNOjQHg0ymitQKkPAMaxtiREJzGOe1a23wjnnwNq1+G68kWM2bOCYMccw30GTSleIiMhsKBiTWavmfM21R+PEel3RoAMmxPHdCe97vKT8ecmzuvFGeOpTYdMmuOkm6OmpXaWgSURElgLljMmsHW35hok5XT0tEbqbQuSKLvcNpLhjzxDb+1M0RQJHN9Cf/xye8hTYsgVuuWVcICYiIrJUaGZMZm0+yjdMnJXqG83x+x0DWKA5EqApEmT/cJZYyE885J/9suhPfgLPfCacdJJXWb+jY7aHKSIisigUjMmszdSjcWLg1BQJMJotThtIjWaLbO1OjLvPXLFE73C2tqxZ97LoVVfBhRfCAx/ozY61ti7MiRAREZkHWqaUWZuufMPEivoj2QI3b+tnJFuctsJ+puAS8o9/OVbrfs1qWfS734VnPQse8hBvRqyBgdhs2jyJiMjqpWBMZm26Wl8TA6fRnEss5CeZK04bSE1XLHW6QG2cb3wDnvMceOQjvRmx5uYFOf56qEeliIjUS8GYzMlUPRonBk7ZQol4yEe2WKpdNlkgNd1sW11V7S+/HC6+GM44A667DhKN3SWpHpUiIlIvBWMyryYGTpGgQypfJjJFfllVPORnbUuEfcNZbt89xL7hLGsruWUzVrX//Ofh0kvhCU+An/4UYkdXuHU+1D2bJyIiq56CMZk3qbxLuuDyt30j3H1glHS+SFPYTzrvkggHpm0PlMq77B/Osq4lwoM2trKuJcL+SkHWaVsgfepT8PKXeyUsfvQjiCyNtkPqUSkiIvVSMCbzopojFXR8nNTTBAb+2Zsk4Pg488QumiOBKXtJwszLepMui370o/Da18IzngE//CGEww048smpR6WIiNRLf6bLnI0tYdGfzNMaDRAOeIVaj+9uIlcsEXB8dDeF6W6aPlCade2yD34Q3vUuuOgi+PrXIXCUBWLnmXpUiohIvfTJIHMysSXSfQNpcgW30m/Se1nNphDsTLXLaqyF97wHPvAB+I//gK9+FRyHpUjtlkREpB5aplyljrYG1sRlxeZIAIyP/mS+dpvZ5EjVtaxnLbz1rV4gdumlSzoQExERqZeCsVVoNjWwpgraJu4W7EyEActIpjCnHKlpk/TBC8Re/3r4yEfgZS+DL35RgZiIiKwIWqZchcbOagG1r73D2XHLahOXIse2IZq4rBgNOvQ0RxjKFOacIzXlsl65DK96FXzuc/Ca18AnPgHGHMUZEBERWToUjK1C9SbLTxe0VftFVn8375ZxfIbTt3TMb5J6uQwveQl8+cvw5jfDf/+3AjEREVlRtEy5CtVbA2u6wqUzLivOh1IJLrnEC8Te9S4FYiIisiJpZmwVmmxWK++W2dg+vnL9TDscF3S3YLEIz38+XHklvP/9XjAmIiKyAmlmbBWqd1arYYVLCwV49rO9QOx//keBmIiIrGiaGVul6pnVakjh0nweLrgAfvITL1H/ta9duMcSERFZAhSMybQWtXBpNuu1Nrr+em/n5MtetjiPKyIi0kAKxmRpSKfh3HPhppu8hP1LL230iERERBaFgjFpvGQSnvIU+PWv4YorvMR9ERGRVULBmDTWyAiccw784Q/wrW95jb9FRERWEQVjMq9SeZfe4SyZgpfw39MSmTrhf2gInvhE+Mtf4LvfhfPPX9zBioiILAEqbSHzZjY9LxkYgLPOgjvugKuuUiAmIiKr1pKZGTPG7ASSQAlwrbWnNXZEMhupvMvvdgyQyhVpjgbpSoRqxWEn9rykvx8e9zi4+2748Y/h7LMbNGoREZHGWzLBWMWZ1tqBRg9CZqc6I5bOu7REAxRLZXYOpNncESMScMbPjPX2ejNiO3fCtdd634uIiKxiWqaUo1ZtKN4cCVAsQcjvEPT76E/mx/e83LsXHvMY2L0bfvYzBWIiIiIsrWDMAr8wxvzZGPPiRg9G6ldtKN6ZCFMoeX0uA45hJFM43D5p1y4vEOvrg1/8wvteREREltQy5SOttfuNMV3ADcaYbdbaW8feoBKkvRhg48aNjRijTKLaUDwadNjcHuNgMsdItkg8HPB6Xu7dBY99LIyOwg03wEMf2ughi4iILBlLZmbMWru/8rUfuBo44hPbWvtFa+1p1trTOjs7F3uIMoWxDcUjAR/dTWE2tcc4fUsH8Z07vFmwVApuvFGBmIiIyARLIhgzxsSMMYnq98ATgL83dlRSr2r/yoDjI5V3CTg+b0Zsx91wxhlQKMAtt8CDHtTooYqIiCw5S2WZshu42hgD3pi+ba29vrFDktk4oqH4nXd65SscxwvETjqpYWMTERFZypZEMGatvRc4pdHjkHly++3w+MdDJOI1/j7++EaPSEREZMlaEsuUsoL88Y9eyYp4HG69VYGYiIjIDBSMyfz5zW+8pcm2Ni8QO/bYRo9IRERkyVMwJvPjV7/ymn739Hjfb9rU6BGJiIgsCwrG5Oj98pfwpCd5Adgtt8D69Y0ekYiIyLKhYEyOzs9+Bk95Chx3HNx8szczJiIiInVTMCZzd801cN55XtmKm2+Grq5Gj0hERGTZUTAmc/PDH8L558Opp3qV9dvbGz0iERGRZUnBmMzed74DF17otTa64QZobW30iERERJYtBWMyO1/7GjzvefDv/w4//zk0NTV6RCIiIsuagjGp35e/DJdcAo99LFx3nVfYVURERI7KkmiHJMvA5z4Hr3gFnH02XHWV1+oISOVdeoezZAou0aCfnpYI8ZBeViIiIvXSzJjM7JOf9AKxpz0NfvSjcYHYPX1JiqUy8ZCfYqnMPX1JUnm3ocMVERFZThSMyfT+53/gda/zdk5+//sQCtWu6h3OEvL7CAccjDGEAw4hv4/e4WwDBywiIrK8KBiTqX3gA/DWt8Kznw1XXgnB4LirMwWXkH/8Syjk95EpaGZMRESkXgrG5EjWwjvfCe9+Nzz/+fCNb4D/yDywaNBP3i2PuyzvlokGlTMmIiJSLwVjMp618Ja3wH/9F/znf8JXvwqOM+lNe1oi5N0yuWIJay25Yom8W6anJbLIgxYREVm+FIzJYdZ6+WEf/Si8/OVw2WXgm/olEg/52dqdIOD4SOVdAo6Prd0J7aYUERGZBX1qiqdc9nZMfuELXkD2sY+BMTP+WjUgExERkbnRzJhAqQQvepEXiL3lLXUHYiIiInL0FIytdq4LL3gBXH65l7D/4Q8rEBMREVlEWqZczYpF+I//gO9+Fz74QXjHOxo9IhERkVVHwdhqVSjARRfB1Vd7CftvfGOjRyQiIrIqKRhbjXI5uOAC+OlP4VOfgle/utEjEhERWbUUjK022Sycdx784hfw+c/DS1/a6BGJiIisagrGVpN02mv2ffPN8JWvwAtf2OgRiYiIrHoKxlaLZBKe/GT4zW/g61+H5z2v0SMSERERFIytDiMj8KQnwR//CN/+Nlx4YaNHJCIiIhUKxla6wUF44hPhjjvg+9+Hpz+90SMSERGRMRSMrWQDA/D4x8M//wlXXQVPeUqjRyQiIiITKBhbqfr64HGPg+3b4ZprvNkxERERWXIUjK1E+/fDWWfB7t1w7bXw2Mc2ekQiIiIyBQVjK82ePV7wdeAAXH89POpRjR6RiIiITEPB2Eqyc6cXiB065BV1Pf30Ro9IREREZqBgbKXYsQPOPNOrJ/bLX8JDHtLoEYmIiEgdFIytBHfd5c2I5fNedf1TT230iERERKROCsaWu3/8w0vWtxZuuQXuf/9Gj0hERERmwdfoAchRuOMOOOMM8PngV79SICYiIrIMKRhbrv78Zy9HLBz2ArETT2z0iERERGQOFIwtR3/4g7c02dQEt94KW7c2ekQiIiIyRwrGlptf/9prcdTR4QVixxzT6BGJiIjIUVAwtpzccgucfTasXestTW7c2OgRiYiIyFFSMLZc3HADnHMObNrkBWXr1jV6RCIiIjIPFIwtB9ddB099qpcbdsstsGZNo0ckIiIi80TB2FL34x/DeefB/e4HN90EnZ2NHpGIiIjMIwVjS9n3vw/PfCY86EFw443Q3t7oEYmIiMg8UzC2VH3723DRRfCwh3lNv1taGj0iERERWQAKxpaiK66A5z0PHv1ouP56r56YiIiIrEgKxpaaL34RLrkEHvc4uPZaiMcbPSIRERFZQArGlpLPfhZe8hKvhMU110A02ugRiYiIyAJTMLZUfPzj8MpXwrnnwlVXeT0nRUREZMVTMLYUfPjD8IY3wAUXeDsoQ6FGj0hEREQWiYKxRrIW3vc+ePvb4TnP8XZQBgKNHpWIiIgsIn+jB7BqWQvvfCd86EPwghfAl78MjtPoUYmIiMgiUzDWCNbCm94EH/sYvPjF8PnPg0+TlCIiIquRgrHFZi285jXwmc94Cfuf/jQY0+hRiYiISINoOmYxlcvw0pd6gdjrX69ATERERBSMLZpSCS691Cvq+ra3wf/7fwrERERERMuUi8J1vST9b30L3vteePe7FYiJiIgIoGBs4RWL8NznevXDPvQhb1ZMREREpELB2ELK5+Gii+BHP/KWJd/whkaPSERERJYYBWMLJZeDZz7Ta/b96U/Dq17V6BGJiIjIEqRgbCFkMvD0p8MvfgGXXebVEhMRERGZhIKx+ZZOw1OfCrfcApdfDpdc0ugRiYiIyBKmYGw+jY7Ck58Mv/0tfOMbXuK+iIiIyDQUjM2X4WE4+2y47Ta48kq44IJGj0hERESWAQVj82FwEJ7wBLjzTvjBD+C88xo9IhEREVkmFIwdrYMH4fGPh23b4OqrvWVKERERkTopGDsaBw7A4x4HO3bANdd4s2MiIiIis6BgbK727YOzzoI9e+C66+DMMxs9IhEREVmGFIzNxe7d8NjHQl8fXH89POpRjR6RiIiILFMKxmbrvvu8QGxoCG64AR7+8EaPSERERJYxBWOzsX27F4ilUnDjjfDgBzd6RCIiIrLMKRir17ZtXiBWLMLNN8MppzR6RCIiIrIC+Bo9gCpjzNnGmLuMMduNMW9t9HjG+fvf4TGPgXLZa3OkQExERETmyZIIxowxDvBZ4EnAScCzjTEnNXZUFX/9K5xxBjiOF4jd734NHpCIiIisJEsiGAMeCmy31t5rrS0AVwLnNnhMXmujxz4WolG49VY48cRGj0hERERWmKUSjK0D9oz5eW/lssb5/e+9OmLNzV4gdtxxDR2OiIiIrExLJRgzk1xmj7iRMS82xtxmjLnt4MGDCzuinTthzRovENu8eWEfS0RERFatpRKM7QU2jPl5PbB/4o2stV+01p5mrT2ts7NzYUd00UVe4+8NG2a+rYiIiMgcLZVg7E/AVmPMMcaYIHARcE2DxwShUKNHICIiIivckqgzZq11jTGvBH4OOMDl1tp/NHhYIiIiIgtuSQRjANba64DrGj0OERERkcW0VJYpRURERFYlBWMiIiIiDaRgTERERKSBFIyJiIiINJCCMREREZEGUjAmIiIi0kAKxkREREQaSMGYiIiISAMpGBMRERFpIAVjIiIiIg2kYExERESkgRSMiYiIiDSQgjERERGRBlIwJiIiItJACsZEREREGkjBmIiIiEgDKRgTERERaSAFYyIiIiINpGBMREREpIEUjImIiIg0kLHWNnoMc2KMOQjsWuCH6QAGFvgxVhud0/ml8zn/dE7nl87n/NM5nX+LcU43WWs7J7ti2QZji8EYc5u19rRGj2Ml0TmdXzqf80/ndH7pfM4/ndP51+hzqmVKERERkQZSMCYiIiLSQArGpvfFRg9gBdI5nV86n/NP53R+6XzOP53T+dfQc6qcMREREZEG0syYiIiISAMpGJuCMeZsY8xdxpjtxpi3Nno8y50xZqcx5m/GmL8aY25r9HiWI2PM5caYfmPM38dc1maMucEYc0/la2sjx7jcTHFO32uM2Vd5rf7VGHNOI8e4nBhjNhhjbjbG/MsY8w9jzGsql+t1OgfTnE+9RufIGBM2xvzRGHNH5Zy+r3J5Q1+jWqachDHGAe4GHg/sBf4EPNta+8+GDmwZM8bsBE6z1qo2zhwZYx4NpICvW2vvX7nsI8Cgtfa/K380tFpr39LIcS4nU5zT9wIpa+3/a+TYliNjTA/QY6293RiTAP4MnAe8AL1OZ22a8/ks9BqdE2OMAWLW2pQxJgD8GngN8Awa+BrVzNjkHgpst9bea60tAFcC5zZ4TLLKWWtvBQYnXHwu8LXK91/De6OWOk1xTmWOrLW91trbK98ngX8B69DrdE6mOZ8yR9aTqvwYqPyzNPg1qmBscuuAPWN+3ov+AxwtC/zCGPNnY8yLGz2YFaTbWtsL3hs30NXg8awUrzTG3FlZxtSS2hwYYzYDDwT+gF6nR23C+QS9RufMGOMYY/4K9AM3WGsb/hpVMDY5M8llWs89Oo+01j4IeBLwisrykMhS9HlgC3Aq0At8rKGjWYaMMXHgh8BrrbWjjR7PcjfJ+dRr9ChYa0vW2lOB9cBDjTH3b/CQFIxNYS+wYczP64H9DRrLimCt3V/52g9cjbcULEevr5JXUs0v6W/weJY9a21f5c26DHwJvVZnpZKH80PgW9baqyoX63U6R5OdT71G54e1dhi4BTibBr9GFYxN7k/AVmPMMcaYIHARcE2Dx7RsGWNileRTjDEx4AnA36f/LanTNcDFle8vBn7cwLGsCNU35Iqno9dq3SrJ0V8B/mWt/fiYq/Q6nYOpzqdeo3NnjOk0xrRUvo8AjwO20eDXqHZTTqGyVfiTgANcbq39r8aOaPkyxhyLNxsG4Ae+rfM5e8aY7wBnAB1AH/Ae4EfA94CNwG7gAmutEtLrNMU5PQNv+ccCO4GXVHNJZHrGmH8H/g/4G1CuXPx2vDwnvU5naZrz+Wz0Gp0TY8zJeAn6Dt6E1Peste83xrTTwNeogjERERGRBtIypYiIiEgDKRgTERERaSAFYyIiIiINpGBMREREpIEUjImIiIg0kIIxEamL8dxnjLHGmOPm8PsPrTThXjDGmFuMMT+Y4TZXVI5h4r8vT7hdtzHmk8aYHcaYvDFmyBjzM2PME8fc5r3GmIE6xvVUY8xvjDHDxphRY8w/jDFfqFRWF5FVzt/oAYjIsnE6sLny/UXAB2f5+w/Fq+P13vkb0pxtAy6ZcFmt4rYx5gTgZiAN/D/gn0ATcA5wjTHmodbaO+p5IGPMs4FvA5fhnTMLnIxXWLIFSE35yyKyKigYE5F6PRsvOPl75fvZBmNLSdpa+/tprv8WMAg8YkJvxZ8YYz4PDM/isV4JXGetfemYy64HPlKpsL5gKvcfstbmFvJxROToaJlSRGZkjHGAC/BahlwOnFSpZD3xdo82xtxsjEkZY0Yqy4YPNMa8APhM5TbVZcFbKj9fYYy5bcL9bK7c5iljLnuDMeZPlfvtM8b8ZC7LpXUc66OBBwNvm6zJtbX2Tmvt7lncZQtwYLIr7Jiq28YYxxjzNmPM3ZVl0b3GmCsmjO2Vxph7KtdvN8a8bsL17zXGDBhj/t0Y8ycgh/e8UbnsV8aYjDHmkDHmS9U2ZSLSWArGRKQejwW6gSuBHwBFvNmxGmPMGcCNlesuBi7Ea+WyDrgW+FjlpqdX/r18lmNYD/wvcC7wIrx2Jr8xxjTP9mAq4/WP/TfmqscAJeCXc7nfSdwOPLsSSK2d5naXAe/Da8nyFOANQGzMeF+EF9BeAzwV+D7wMWPMWyfcTxSv3cuX8Rog/9EY80i85+YA8EzgtXhLrl892oMTkaOnZUoRqcez8ZbmrrfWFowxNwAXGWPePmZ258PAHcATx1x2ffUOjDE7AWZYHpyStbY2C1SZqbsBL8/rXODrs7y7B+MFjTXGmK3W2u14weNBa212LuOcxNuBB+AFUp8xxtyH11P0I9baA5XHPhG4FHiNtfbTY373u5XrfXi5dldYa99Que4XlUD0bcaYT45ZiowAr7fW1hodVzYn/NZae+GYy/YBNxpj7m+tVaNpkQbSzJiITMsYEwKeDlxtrS1ULv4OXjL/wyu3iQEPA75mF6jhrTHm4caYG4wxhwAXyABx4Pg53N2/gIdM+LdnzPXzdgzW2j14wd/j8GYHB4HXAXcaY9ZXbnZm5esVU9zNemAt3mzYWN/F21jwgLEPCfys+oMxJoo3E/m9CTOBv8YLSB88tyMTkfmiYExEZvIkvLyn64wxLcaYFuAWIM/hpcpWwAC9CzEAY8xG4BeVx3gJ8Ei8AKofCM/hLjPW2tsm/MtXrtsHdBpj5nK/k7LWlqy1N1pr32itPQ14ItCGtxQJ0I63qeCIHLWKnsrXvgmXV39uG3PZ0JigGbznxgE+hxd8Vf/lgQCwYQ6HJCLzSMuUIjKTasA1cVYG4FmVJPIhoMzhoGE2ckBwwmVtE34+Gy8X6lxrbRq8nK9JbjcfbgHeD5yFl+s276y1vzDG3AGcWLnoEBAzxjRNEZBVg9yuCZd3V74Ojr37CbcZrlz2XuC6Se57f53DFpEFopkxEZlSpSjpU/CWJc+c8O/1eMHAmZUA6Q/A86cp11Co3OfEGae9wOYJlz9+wm0ieMGeO+ayZ7EAf1Baa/8P+DPwocl2GxpjHmCMqXs2yRgzMYCqnoP1HJ7Zuqny9flT3M1evKDpggmXPwsYBf421eNXnpvfAydMMht4m7VWwZhIg2lmTESmcy7ejNSnrLV/GHuFMeY3wDvwZs5+Cby18vVnxpgv4tUkOx24zVr7U7xCqwCvMcbcBIxaa+/CS2Z/P/DlSimHB3JkQdab8JbavmqM+QpwP+CNzK7e12w8F6/o623GmE9wuOjrE/F2cj6M8Tlm0/m5MWYb8JPK76zBqz3WireDEmvtXZVz9rFK8HYr3tLwM621F1lry8brXnBZJWfuBrxdny8D3l5HHbE34yXrl/F2wyaBjcCTgXdYa++u81hEZAFoZkxEpvNs4J6JgRiAtbaIV4bhGcaYkLX2VrwZrSjwTbzk8sfgzeqAV+bio8Br8GbRqoHI34EX4gVu11R+54UTHutveAHaw4CfAs/BmyUamcdjHft4dwEPwtsN+ma84OcbeJsFnlNv9f2Kj+Cdk//BC1Y/gTfuf7fW/m7M7V6OV9rieXjLiZ8Eajs6rbVfAl6Nt5nip3jPzRustf9dx/H8Gng00Fk5jp9UjmsPR+ahicgiMwu08UlERERE6qCZMREREZEGUjAmIiIi0kAKxkREREQaSMGYiIiISAMpGBMRERFpIAVjIiIiIg2kYExERESkgRSMiYiIiDSQgjERERGRBvr/ZWUMUxZ7K/EAAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,10))\n", "\n", "ax.scatter(x=y_test, y=predicted, alpha=0.15)\n", "ax.plot([-0, 30], [-0, 30], color='red')\n", "ax.set_ylabel('Predicted FCI score', fontsize=15)\n", "ax.set_xlabel('Actual FCI Score', fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.3 Inspecting the residuals of the model\n", "\n", "1. Write a function to calculate the residuals of the model. \n", "2. Plot the actual values versus the residuals using a scatter plot. (*This is the most common way of seeing a residual analysis in practice.*)\n", "3. Collapse the residual scatter plot into a histogram. (*This is a useful visualization to see the normality of the distribution*) [[How to plot a histogram]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.hist.html)\n", "\n", "### Questions\n", "\n", "1. How does this plot compare to the plot we produced for Linear Regression?\n", "2. Does the model tend to overpredict or underpredict certain groups of scores?" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "residuals = calculate_residuals(actual=y_test, predicted=predicted)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Actual')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hUCgmykkLo/2KG8Y9eDu9X4ep0D0pVIGGQqGYBErUKRSKiXOSwmivStq1bkQvSnf1fgFnyjN21saYKRSK84kSdQqF4lyzVw5fL0r37IUHTNQz1otS7q51ebjlA7A05XF77vAC8ayNMVMoFOcTdcU4Zn7pl37ptE1QKE6cSSX9H2Y5e+XwlW1j1yrcofdrUp6xXpTy1qMWy+2AsqODFNxb79OPUj691DjUdp/FMWYKheL8cW5amigUivPBMOk/yQph9bwjwA67nL3amsyU7T3bk0yydclyK6ATxFQcA8cwcEydsm3QDZNRXuFBY8dOqt2MQqG42KgrxjHze7/3ewD8xE/8xClbolCcDJNK+j/KcnbL4TvI+zUpz5gfp6S5xACetALCJCvsNjQ2envn9e0UbPvlIap2JwqF4jAoT90x8/777/P++++fthkKxYkxqakML7qc/bxfk/CMDT1wD7d8Hm75vLfaJctzPFMnTHJWuxEbvejA6RqHXc+Lej4VCsXFRz3qKRSKiTKppP+9lgOFl+0wXqu9vF8v6vka7yt3fbrE3bUeK50Iz9KRBiR5Tt21Rl67cY6au6fanSgUisOiRJ1CoZgo+4U9jyKmdltOy0+QSEz9+VuRHKXR71727hRaV6c8XEtjsxczW7G52vBYmnK5v+m/sMDdr92JCssqFIpxVPhVoVBMlL1Cm8CRwoi7LcezdRqe9ULhzHFBtt8y9gt77gwNN0oW16fLfOpKnZ99fZ7XF6vomsbSlPfCM273KuqQR9yfCoXi4qMe6Y4Zw1C7WPHysVvYc+gdO0oYcedyvv+o+ULhzF6U8u5KBwF4tsFcxcazjF2XsV/Yc2doeLbi8P5qF8/UkFKOvJND219kusZenk9NgKXCsgqFYgylOI6ZX/zFXzxtExSKM8Ekpia8SL7e0PNm6gKBIM1y7m/0uT5TQhPimWXsZm+WS+6ud5gp26x1Qi43PBqeiSZgvmpTto3R9ggBd9e6LxwW3Wvs2t217gvn6ykUiouFEnUKheJEmEQBxYs06R163q40Stzf7GPpGqYheLzlU3UtPFvn+4+aIxHmWQZNP6EbJgRJBkDLj5nyLOYqNqYueNoKSLKcmbI9ajQ8nrM3tPFFR5Dt5vlUUygUCsVOVE7dMfO7v/u7/O7v/u5pm6FQnDqLdfeF88tepBXJMA/Os3SuT5cwdUGaSbpRikRiDYovhrlpuia4s9ajF2W4psaTLZ+VTsRU2UYIwVTJ5vZcmZmyvc2Gw+bsvSiT2J8KheJioUTdMfPhhx/y4YcfnrYZCsWpM6mpCcPlfHqpcaTPjxcceJbOtekSN2bK1D1r1+KLu+s9bs+VKNk6fpwjNMGtmRL9sfDmbn3zJtWn7yDUFAqFQrET9e1XKBQnxn5TE46bo86IbfkxN2dKTJVsAFxLJ8myUSgWdg93nlRYVLUzUSgUO1GeOoVC8VJw1Bmxdc/a9vpcxaYXZmiCfcOdJxEWPeqUicPMn1UoFOcf9VinUChOnefxOj3PZ44yI/aNK3WeDvLgbENDE4LFmotn6/u2J9mrWnWSXrSjTJk4SrNlhUJxvlHf6GPGdVXSskKxH88jOiYpVHaKMAloAlbaAUJAkuUkWRE+fWOpfqjlH3eY+SjtYdSYMYXi5UGJumPmF37hF07bBIXiTPM8omPSQmUowoZi0RprRzJsInyWvFpHydubRH9AhUJxPlA5dQqF4lR5nmrR46owPal2JC/KUfL29hozpvrZKRQXDyXqjpnf+q3f4rd+67dO2wyF4szyPKLjuITKpMTicRcmHKWdiepnp1C8PKhHtWPm8ePHp22CQnGmeZ4pES8yWWI/JtGO5KQKEw6bt3cShRsKheJsoL7VCoXiVHke0fG8QuWgitlJiMWzWJhwmv0BFQrFyaFEnUKhOHWeR3Qc9TOH8aAdVizuJw5VYYJCoTgtlKhTKBQvBYf1oB0kFg8Sh7uFcJt+TNNP+P6jppr+oFAojg1VKHHMVKtVqtXqaZuhULz0TKoI4qAK2Z2FCVv9iDtrfRqedajpD2cBNYFCoTifqEfFY+af+qf+qdM2QaFQMLmZrAeFV3eGcJt+wu25MlMlCzgbOXb7oSZQKBTnF+WpUygULwWTau1xmHYqQ2H36aUGZdugHcS8s9zh/mZ/5DF80Z56x8V56dWnUCieRT12HTNf//rXAfjSl750ypYoTpLnmUv6Mtv1PBx1WybV2uMoFbK9KGWtE6JpGhVbJ85y7m/0Wag51FzraBt8QqhCD4Xi/HI+r+bniJWVldM2QXHCnNXw1Vm163noRSlvPWrRCWLSXGJogvVudOBs1p1FEMN9chSRexRxuNwKuNzwWOmExJnEMjSiVPK0FfL6Yu35d8AxMqkwtUKhOHnUt1ShmDBnsU/ZWbbrebi71mW5HVBxDMpm4QFbbgeUbJ1PLzUOtYwXEbmHbafixykNz8Qxdda7IX6cUbI0XMs4FiE9CU/scTV2VigUx4/KqVMoJsxxzSV9Uc6qXc/Dwy2fsqNjG0Xel23olB2dh1v+M+/dq5LzJHLHhl4vz9K5Nl3i9YUqCzWXmbI9sXUMGW5nkuUvVGU7FKxJlvP2coe76z2EmLi5CoXiGFCiTqGYMGd1gPpZteu5kWL/39lf6JyEyJ3k3NWD2oxMWqTmEm7Nlvn4YhVL11RrE4XiHHBOr+bnh+np6dM2QXHCnNXw1Vm163lYmvK4t95HCIFlCOJU0o8zbs5u35b9Qs4nkTv2osUZw3DqRi9ivRtxqe7Q8KxdQ8UHFTgcJTS7c7/lElY7AY+bPq8vVM91gY1CcZFR38pj5h//x//x0zZBccKc1QHqZ9WuIUcRHbfnKvSjlG6Y0I8kuiaYr9rcntue57af0Lk1VzkRkfu8c1fHc/6COEUIwUo7JJfQj1LaQcJGL+ILt2b2nGQxFKlHzR8c329+nHF/s4+pCQRy5O08jwU2CsVFR30jFYpj4KwOUD9uu543UX830fHWoxaerSPgmWWVbYNPLzUOXNd+Qmc/kXsWWr+Me8tafkKYZGz2Y9563OaTl2vUXIOWn4wE1n6e2KMWyYzvt/VuiKVrgMSzjXNdYKNQXHSUqDtm/vbf/tuA8tgpLj57eYMu1V06QbKvQHo23CdH1ayvzFV29SwdRqAeFHLebRlnpfXL0Fvmxxlb/RghBFmek2aS9V6EwKHmWaO8uVfmK3uK1KP2nhvfb36cYuiCJJVcGuQCqr51CsXZRBVKHDObm5tsbm6ethkKxbGzW6J+lkt+/97mgRWZO4sW1roRZUcnl7xQ0v9QtJl6IUJMXdtVnI0XIXzj7gZZnp/6RIWht2y9GzJXtQFJJ0ypOjpIWOkEzFXsbcUd45MsxrfzqEUy4/stlyBzuD5TGr3/XBfYKBQXGPWtVCgUE2E3b1AniEcCCfYO++0MkwZxhqEJXPMjofe83qGDPHo7PXMfbvQJ4xTH1EfC5bg9U+MFEb0oHeTI6fQGuXM110AgWG2HaLqGYwpcy8SzDMIkO1BgPU+RzHC/DT+rCYGUcs/PnoWQtULxsqO+cYqXCnXjOT6GwiyXkrVuRBBnPNzqszTlbXvfbgJpp+jQBfTjjEbJ4v5mnyDO0AXP1QrkIHaGfmuuSS/KWOtGXJ+erGdqtRPy1uMWLT+m7lm8caVOyTb4YLVLlks2ehEgCOOQxbqLQKBrgpafUPMsfu4T86x1IiSCkqWNWqQcVNxxlCKZ3b4jB332rISsFYqXHfVtU7w0qBvP8bJYd3nrUYvldkDZ0TE0gZTQ8T/Kp4PdBdJO0bFYd1nvRjwaNBk2NEE/zuhF6ciTNSl2ehhnKw69qEfbj5FT3sSqYlc7Ib/z7hol22CmbNGLcn7n3TXmKjZxlvGkGWDogoWqhxCCTpiyUHXwbB0pC7FrGxqaEDxthbiWgalrRxZn+7Hfd2S/z16kaSUKxXlG3cmOmYWFhdM2QTFA3XiOl7Jt4Nk6JVsny8E1NT53fZpHTZ/HWz6vzFf2FUg7w6Tfe9QkzfPRsi43PDQx+eO1M/TrWToN1+LuepfvPmyOPGpH7S230xv8+x9u0g1jgiRlvQcCaPZifu/uOl98fQ4AgeBxy+dyzSXIMmxDI8lybs9XuLvW5e56D4Cr0x635/Z+GBmKsyzPaQcJnaDHO8sdPn9zmvmqs6ft498RP854sNXn0Wafb93f5PM3prm1xzqPWoihUCiOByXqjpkvfelLp22CYsBFuvGc1TCyAF6ZqyDG5ko5psb9zf6Re+Pttiwp5cSP187Qb9NPeNwK+MTl2qjR79NWQMk+eF7rfhXA7690qDoGG92IJ60AQ9OouzpZJlluh9iGhhBg6RqrnZClaW+bV3M44WGYE7dfZfFyKyDLc1baIZah0fAsulHGN+9u8MWPL+xaKLLcCvjeoybTJYuKY/Fgq8dGL8E1dYI0485aj36U8cbSswL3JBo5KxSKg1HVr4qXhosyJusoMz4PGi01aXbbx7omeH2h+kxF5l4MbX645fPBWhc/zgqv0WafHzxps9aNJrodOytkm37M7bkSUyX7yNWve43qeutxC88yWGmHtIOEimNg6YIP1vvM1Yo5sHEmiZKMKE3phAlVxxiNFDtqZbEfFwUWlqGN5uNWHB05sHG3/Z1kOVMli36c871HTbb6MSVLRxMaVduk4hh0gnjX/TDJcWgKheL5OTeiTgixJIT4HSHEO0KIHwkh/ve7vOePCyHaQojvDf7926dh6zi/8Ru/wW/8xm+cthnHxkmLhhfhotx4Djvjc1ID3o/Ci+7jcZuvT3v0o4wfPG7xznKLXlQUSzQ888DtOOp5Od4KZK5i0/As/Djl/mafd5Y7LLeDQRHD/uw1T7blx8xVbZJMEsQpOoXXMcskDdfi2nQJXRNMlSw0IVioOdRcaySCd1vusLI4l/Bwy+f+Zp/VTsCdtS6eZdAJkkHT4II4lVQd45nZtuPn03zVQSCJs5yVZsBaJ+D+Vo84zclzSHO562zcw7aOUSgUx8t5+salwP9RSvldIUQF+I4Q4u9KKd/e8b5/IKX806dg3650Op3TNuHYOG+FB2d9TNZhOWwY+bhyCPcL/b7oPt5us85rCxX+4MNN4iDn1QWHuYo3auOx3ApGXqxxW4AXOi89y6Dpx6PQZcnS6UYZvTA8sEhjrzBk3bPohQl/5FqDb97b5FErQBOCGzMlUilJc7gxU2KxVoji4fEZbttaNyLJJFMla7TcTphiGUVo29I1PEsnSnLeW+nyx1+bQ9c0ulFGxdGJ00KoTZUc5GD/DPfZRi9irmKP7L8+U2K5E7DcCblmlrna8NA0jftbfeYrzmj/7jz+Z3WKikLxMnFu7mZSymVgefBzVwjxDnAZ2CnqFCfEeSw8uAg3nsPmLx1HDuFhhPyL7OOdNnuWwVzFQQi4PlZcYRsaa91iyH0niElziaEJ1rsRnq0/M51itX34YfSLdZd3ljsIIbAMjTiVCAGXG96B5/az+XkxT1shZcfgcTMgySSmIag6FlXXYL5qEyUSP0qYKZdG1aywXZgmWc6dtR6358o0PJMozRFAkuV4ljny4gkBNafw0n3+5jTfvLtBy8+pOgZTJYcozYhTgaV/dPzWuxGmro0Eo2cZzJYdXp2v4Fo6QoDMJXEi6QYxvcjG1M/Hg5xC8bJxbsKv4wghrgOfBX5/lz9/QQjxfSHE/yiE+MTJWvZysVeoabfwzF6cp/DtWWGvEGfVNbftS2DiOYSHDf0+L7vl5Bla0attnCjN2ehFLLcDNE1Qtg00TbDcDkZiCIpz9P5GH6GBJjhUCLpsG8xWbEqWhh9nmLrg+nSJhmfue24PPZhhkvGkFfBg0+dJM+BS3WW2bFOyDe6udxESZisWUkKY5tyY9XhtscoXbs2MxNHO/TxVsrk9V6Lpx6Pw5o/fmiFKJZJ80BQ4I05zLjdc/DhlvurwxY8v8IlLNabLNjXXpGwb1D1z2/G7VHd40vS3nU+dIGFpyiNIUn7wpMP7q108q5ju0fCsU5+2oVAodufcPVoJIcrAfwf8G1LKnbHN7wLXpJQ9IcSfAv574JVdlvHLwC8DXL169XgNvsC8aMXbeQvf7sdxVKPutczdQpzTZZunAyEw3Je9KEUgqHuHnyJwEMddQbzb5IOqayEpxMb4doRJRtU1sA198H4d6UgebPqj83KtG2EZGiDwLEEuYbVzsNdupmyTZOa2c3u/yQ3j5/JcpRBQH6x2udxwmSpZPNjsc6Xh0Y9T0jSj5tlowGzN4fX5yq5j04Z2DcOvfpQiYVtbkdcXivOgn2W4ls6luosmBM4gl26n1/T7j5rPPIg1PKvwIOofHUd7sN0V2+T1hUKA1jxrVFULH+2X81pBrlBcRM6Vp04IYVIIul+TUj5TfSCl7Egpe4OffxMwhRAzu7zvV6SUb0op35ydnT1Wm69cucKVK1eOdR2nxYsmxR+31+ekOI6ChIOWuXPGZydIntmXDc/Cs/WJJq8fdwXxbgn3byzV+fRS45ntcEwd5HYPHlKM2pBs9WPurfX4cKPPg80+mhDc3+wjEKPQ5V7H6ajn9m7nsgTaQQJAkGRYhmDas/Bsi1uzZa7PlEDuvv+G+3noaUyzHFPXMHWxzeZbcxXmay43Zkpcm/LQhKDpx/hxuqv3e6/jN1O2R+eTZxncmi3T8hOE0CjZBkIIWkHM0rTHk2bwzOfPWwW5QnFROTffRFE0q/ovgHeklP/hHu9ZAFallFII8WMUonXzBM18hp/7uZ87zdUfKy+aFH9R+sYdR27hUZe5175MsnyiOYTPM0N0Nw5TbLGTna8tTXncW+8Pct8EcSrpx1kxr7Tm8vv3NomzHNfUmS5bfLDaZa7qIHSBZxv77tOd5zYU+Wp3B5WlOz18u+3/qmOMRB3A/fU+3TCjGyesdkz6UUKU5GS55PM3p5/Zz289avHuSps4Lbah7Ji8tlAlTDK+cXeDuYqNZxnUXJO76z1afoxt6pRMg4anbetnNxTzBx2/XpTy7koHTUCc5jiWRpBkuGZxLt6eLfP2cucZr+mLTttQKBST4dyIOuAngf8N8AMhxPcGr/1bwFUAKeVfB/4Z4F8RQqRAAPx5KaU8BVtfGl4kKf6iNCw9DnF61GWe1L6cRAXxpMLut+cq9KOUbpjQjyS6Jpiv2tyeK+y7PVfm5myJ+xt9LEMjzXO2ehEzFZtLA4/bfvt0uK3j9u4mlGD3/V91LXpRxlY/oh+mdOMMQ4crNZfvP2pRdU0+ebnKfNUdNTeGQmRu9CIeNX06YUrF1kGARBLEGSudgDTLuTlT5NjdWesX2zpT4q0nbd5b7dAOYxqeRck22OpF28LNex2/4XaamkBoUHJ0gjjnxoyHEGDoGromeG3hI0/qea0gVyguKufmmyil/IcUTeb3e89fA/7ayVh0OH79138dgF/4hV84ZUvOHpPy+pw2xyGojrrMk9yXL1pBPCnPZtk2+PRSY1eP31AUCyG4PlNirRuhaxpBmhVhTwQPNvu0g4TSQNDsJUwOY+9u+1/XBJ+/Oc1bj1uYhsblmkPTj/lws0/J1rk9V+ZjizWgyNe7s9YdzXgdbk/JNpiruFTd4nx4d7VD3bWoedZoPmzJNuiGCbmUfP9hCwFESUraKPGDJx2uT3no+kfh5r3muA6388qUx/2NPlOew+PY5+Fmn4Waw1TJGrVbeR4Rd1anoCgUF4lzlVN3HgmCgCA4XzliJ8VFaVh6HE2Nj7rM09iXz1u5PImq6SE7cwt3es6GP1+fLvHZq3Uu1VzCJOfDjd6hmxkf1l5NwN31Hm8vd4izfDTCq+XHmLogR7I0VWJpyuVywxkJnOHyHm35I/EYJjkVW2e+4rDSCegECWudgB89afK07VO2C2EZxBllu2id8v1HLRxTUHY0giTn3loPQ4NmEOFZxoE5q8PtHPaqKzk6cxWLMM0J05zldoi272P13pxGI2yF4mXkfN09FReOi9A37jiaGj/PMk9yX75ICPVFPJuH9fbs7jkr2oC89bhFmuXUPOuZZsa77b9xe4eVqKvtkDgtxpe5ls5mNybJMuI0ox0krLQDqm5REDFVsri31iNDULEtXNPAjzPKtsFaN+L69EcCdCgeXUsnznKqrsFmD37wpJiooQmBZxqsdQqh5lo6vSgrKmOlZLHm8qQVYOnFNvejhFzC7KBp8GFD+IUQNqg6JqZeeBX3Cj0Pj8lGLxp5PGfK9rZjcx57Wl5ElLf04qOOpkIxAY5DUJ1lwfsiN+nnDRUfRUjuJ4rnKjY3Z0oUtVeM7NhL7Azt9ePihjhs2Hup7rLRDenHKU9aIUsNl41uTCdMeNIKmCpZ6BpcnSoRphLXFGz2QiqOxXov5tqUix+lIy/s1SlvJKrmKjb3N/q0g2KdU2WHuaqg5lgsd0IcU2e1E1JzTdY6RWi5ZEGYShqehW3prLVD/CjjE5freFZxfI4awn/S9LnccPc8zsNjkuVyMEZNEMYhpi7oRem2MWeagPubIcFACM+WLZIs39UWxeS5SC2kFHujwq8KheLIvEgItWwbXKoXHqXvPmzypFU06D3oxnLUFjiHCc0OGf6+Wzh5uJyn7ZAnrYAP1no4lk7FMbFNnfsbPjXX4P6GTytMsE0ddyASN3oJ672Im3MldA1aQULJ0fnxm1PYpoaEUaj81lxlFHJ3TZ2FmsNWP8IwdEyjaMDcixMcQ9AKIrb6MTXX4mdfn2OmYpNksNoNSTKJrWtcaXjUSzZzFefQIfydx6XimDQ8a9v7xo/z8Jh0wwTb0Kk6Brap0wnTZ47N+6s90iynZOmkWc77q719j/dx8jI2Pb8oLaQU+6Pk+TFz48aN0zZBoZg4LxpCfdoKuFx3uTlTIkrzUfXnfsLuqBXBe4WadvNILbdCNvohlq5RdU1qbr7N0wRF/tqNmTJm08fUNR63fC7XXOI0x9Q0VjshlxsupqZhGgKZgWdqrLQCPn9zmjDOWKzrXBt45Ib5ZUMP4M7K1Jpr8caVOpv9iMfNEENI+nFKL0oJ44xPvlEfeUXfuFJnsxfz6lyFKElpBQlpmvOF29NFccZGj7pXLG+4PaudkLcet2j5MXWvCBW3g2Tbcbmz1qPpJ9tmzo4f5+ExCZJs5A20dI1+nG07NhIGnlExKHcTCCE4jdYEL6vH6qK0kFLsz8U9g88IP/MzP3PaJpwJVC7HxeJFqm2fN3R7FCF50I17Zw+6jX6EZ5lU7CKXbaUdslBzRjYttwJqjoEQ4FoGWZ5j6R8JuU6UFW1HpCTJM0y9aH8SZxlRnPO46dOPUixD48GWTy9KafVj5io2lxvurpWpvSjl/maft5+2ebQZkMuculuEVjWh8XCzz6cGIm2lHWAbgvubPk9aAY6hMVOxee9plz96Y+oZ8dyPUn7n3TVKtsFM2aIX5fzt7z3hY5eqGLo2CpE2PJMnTR/P0nc9zsNj4po6cSqxDVH0BrT0bcdGAK/MldnoRUUeoqnzylyZ/BQ6Tr2s+X0XpYWUYn9U+FVx7KjKt4vHi1TbPm/o9igVwQeFmsZDs55lYBsaFad4r23oWIZGO0hGNvlxyuVG4ZWr2AZRkhGlKZ0w4dX5ChVb5+qURyuICZOcuYrL64sVukFGkGYg4bNX6yzWHNY6EVkuma86aJrgwaZPLuU2+4bfGcfQafYTxKAZcDdK2erFvH6pjG3qI2H6vUctHm/53F3tIHOJbQra/Zi3nrZZ74Y82PL5cKPPajvg7lqXtx63KNkGVccgTiXdMOFpy+d//uEK/TAdhUhbfkzFMfc8zsNjUnFMojRjvRtxf7PPWifkg9UuVdcECkGha4Jr0yVeX6hybbqEromJCYqjhFMnWX19njiOKn3F2UNJ9GPmV3/1VwH4xV/8xVO25PR4WZ+MLzrPW8jxvB6Do1QE7xZqynLJ3fXOrj3thuLGNoriCUsv2oRcnfrII5Vk+ajn3VRm0QoSFmoOCzWXVxeqLLcDfvCoTZJnVB2Tsm0g63BrrsxUyQZgvdenZBusdQIac+XBwDJY60Zcm/JGYmT4nWnlOTdmPd5f7eOYOq6pszTlEcU5VUfw7kqH7z1s8mCjRytIqDgWpqHR9VOSPKfuWfyjDzZ488YUJUsnyjLeXekSpxlXGi5hkvG46YMU9OOEzV7CD592+NhimYZnE6WSTMo9j/P4MemECU9bXaqOwexg/u3QM3icfRSPGk59WT1Wx1Glrzh7qKN5zKTpxX76Owwql+P0OIth7xe5wR9GSPaiou3Ihxt9aq45aufxwVoPz3z2xu9ZBokrWemEAFiGoBtl6Jo28mIMbbYNjWtTHgtV55lGvPNVZzTNYri/N3rRqNDAj1PurfdIkox7mz79OGOmbDPlmQRZtmeu2tVGmdVWTC9K6McpLT8mkxLL1JjyLFaChOmyw3urXa7UPXRRFFVs+RkzpWL/2kYhYAQaNddgtZ3Si3K6YQJSsOlHIIt8Qikl7yx3uDVboe3HCCH4u2+v7NqqZOcxWag628TSeKuY4xIUR31ovChNz5+Hs1xRr5gMStQpjp3nfTI+i4LkPHFWE8KP02PQi1LeetSiHyY83ApwTY3NXoSua0gpuTLljcKxwKhAoRelLFQdOkFcDLIHfvzWzDPzaA+yebebZpTm5FJyf6NPnuesdiMqjkmzH2Fogo4fM19z9sxV64YpVddk048wtGKeby/OkBKuTHk8bgVYuqBkmTzc8pkqW5RMnUt1l36aUXcMJJI4lcRZzmzZYqMb8e5ym36U4pkaSQ6GIbg5VcXQBKudkDvrPa42PPw4IUxywiQahWF3O4cOeng7LkFx1IdG5bFSXGTUWaw4dp7nyfiwgkQJv93pRSnfuLtBP0pH3qphdeJZCHsf1w3+7lqX5XZAxTF4Zb7MajvkUdPH1DR+5rVZPMsYNRD2oxQJ26pOTV2wNFXa9TzaafPwHB0/94Bt52N1EIJcbQeYRlH9mQFLNZdcymLahKFh7MhVq7omv39vk36Ucm+jh6XrNFwLiSRKJXXXxDE11roR3SDl7nqP6ZJJlBatRfwkY6HmkeZF/7thcULds7mz2iPKJJdqLm89anJ/M+JjC1W+cHNmJISmSya2ZQ6W41J1iu9gN0yYrzrcXeuO9uVw208rrHnQeve6Rpz2d0ChOA7U3U9x7Bz0ZLzbRfcwIZWz6ok6bYb7pRcm1D2TJJPc3+xzfbqEa17ssPfDLZ+yo4/CjTdmyyymKQ82fXStSIa/v9HHMjRMXUMi952Huhc7z72mH/OHD5sEScZ81eZy3SPJimrTmmvyrfubJGlON0z5+EIFiaDtx6RScnPKfWbZTwe9+zpBzN31Hg+3+lyf9lisuVQci/ubPe6s9fjsVZOao1P3DPpRxqVaCalJEBplR+PnPn6ZdpBgG0U17luP2zzc6jNVsgil5NZgm0u2wXzVwQ0TVjshaQ5VQ4yKH3pRVoSJc8jynHdXunzqcm3b9+5S3eXuWo9O0CfNJYYmqLoWbyzVX/i47vfwtt9Do7pGKF421Fl9zLz66qunbcKZYK8n470uumGSMVext713Z0hlp/DLJax2Ah43fV5fqL60Xrvhfql5Rcf+ocBZ74bMV50LnxCOFM/83vCKYfSr7YA8h+V2QDfMuDlbIsvlkb2X4+eeH6estENaQYKlCTRRtC25Pl0iy3N+8LhVTItIMt5f7fLOcpdLdYc4y1msOpRtc5u4HF/2VMniaStgpmxTdU0uD7yBQgiiJAcEclBVutKJmSqZfGyxymzZIpdwc7Y8EkS9KOVx08cxNVxLx9Q0kjxnpmzztB1wueFSdU0+e7XBvfU+aSYxRDGazI8S7q71KDs6bz1q4VrF1IuSbdCLUtp+zKOmj2fqRSu6QUs6OYFOdAcJs/0eGoefU0VaipeFC351P31+4id+4rRNONPs5pHz44z3VzqstM3BfE57FGIZFyTjuTR+nHF/s4+pCQRyW9+vl03YDffLcNQUgKkL2kFC3bOOJSF83JMiGfSXhRMPiS9Nedxb7yOEwDIEcSrpxxmvzFdYrLn8ww/WWW4HNFyLV+bLGJrGcjsgyfIj3eTHz721boRlaOga5MhRu4z1bkguC1kzXXL45r1NyrZFlIS8v9LFsw0Way5JLrk+XUITH4Vuh1W5a92I9V5EGGfEWV6IwVQipeT2XAVTH1br6nzuWoOcYllhkuHohR3jD1S//+EmmtCw9I8ehFIpAUnZMfEsg5prsTQlWW6HGLrgneU2690IJPRjA03TqNgG692QHzyJuTFdou6ZvLfSZbbi8NpCZfQ93W+m7mE5jNd+r4dGVaSleNlQfeoUp8rOnlF+nLHcDrAMHUPX6EcZH6732OpHtPyi+m/Yiwo+Gu+03i2mAQgBnm281CNwxgXw9ZkShq7R8hNKgxvfpAXWeB9CTQjurfe5s9ZDE5x4T8LbcxXmqza5zOlHKbnMma/aLNZcnrYCPNvg5kyZhZrLZj8eNL8VR7ZvfNRYEGdYuoaOQBfFuWwZgiDJ6AQJVcegFyVcm/aoeybTZZscmK/axGnG9enSqLnvMLzY9GPub/RJs5y5ikPJNumGKVv9GFMXXJnymCqZXJsu8anLdeIs5+5Gj41eMT6s6cf4Y9+V4fY1PIsklcRpTpCkPN7y6UUZll40JF7rhFRdE8/SuVx3aAcJUkLVMTAMQRBnXG24OJbOk1ZIydLZ6Ic83PRZ7UR0goSHm/3RfppE/7cX6Su310i4C++tVry0KFF3zHz5y1/my1/+8mmbcWbZedFd74aAYL7mcGOmTNnWySQst0MkEkvXRg2Me1FKy08Ik2zgIcqJ03wUtn0ZGoruxmLdpeUnvL/S4d3lDvc3evTCjNkd4exJMe5J2ehFlG2DimOw3otPXFyXbYNPLzW4NVvhSsPj1mzRYLgzyCtruOZgSpXE1IoRXsj8yEJ3vJGrY2p0o4yya1KyDaI0I0pyNAG6plF1LYIko+oWs1VvzZV581qDV+erNEr2qIBlKDYW6y5PWyESgWVoVBwDIQTXpzz8MKEdJMRpjqFrbPVjVjshdc/C1MDUNO6udwnjHHPsuzIUdq/MV6h5FlleTM3I8qIP3WLdoe6ZaJrG79/bRALNfsy1aY+r0yXeuNJgrupydcrDMnSkhJYfI0TO/Y0+QSpZmnLJcsm99f7oezcJAfUiwkw13FW8bKjHFcWpsjPJuR0k6ALmKh6epXNtuoSUkreXOzQ8a1sIpuFZxFlx88olyBzmqjZr3Ygg9tEFF/rivV/yuEQSphnL7RDH1Kg4gjSThw5JH6WqeDzENZoBKgX9OANOPty1WyhuaGOjZGHogl6UEaRFqLjuWfSiwqu1c1v32g/jeVyeZdALQ65Pl7ANwZNmQDtMeW2hCPneWeuy3A7pBwlhnmMIwbWZElv9mIZX9IUbT+4v20Xz3iBO8eOMimPyxhWL91c69OOUxYbHFdek7ad85+EWYZwxXbL4zNUpZso27692SLLsmXDl3bXie5ZmeREmNgVCaNQ9k/mqzdNWSBCnJGnObMWmHabUXRPbKGa56giqTjEhouZafLjR5bsPWsU83UF/ug83e1imzmonZLHmTqT/2yT6Gqr2JYqXhSOd2UKIPwZMSSn/h8HvM8BfBT4O/Dbwl6WUycStVFxYdl50S7ZBwzO3PYUPn9J3C8EMc6EW6y5vPWrxaCug7OgYWiEqelExAP2iXcT3Sx5fbgWjwoDXFgykhJV2wPcfNbnccBECPrPUeGZ54zlxfpRR98wjd+gfzgAFiTvwQDX9mKaf7CqaToqhjbMVZ9D010Bi4kcZT1oht+fKz2wrwAerXbI8px0kdIIe7yx3+PzNaearztiyda7PlJAUOWq35iqjbexFKQKBZ2rcWQ3xLINSyUTmEKUZNa/0jNgYnrPj7WjWuyELdY+SrXN9uoQfpzwIfGQueeNKjSQrcvs8yyDLJTtHqo5XrH72aoMnrSLs6piSpSmPzV488L5FBGnOt+5v8cnLNeK0aIXix0VRyWY/IooyemHK64t13n7aYmnKY70XMl9xmSnZuFbhQbw6VZqIgHpRYabalyheJo76bfv3ga8B/8Pg9/8Y+CLwVeCXgAj4tyZlnOLlYPyiOxQrYZJteypfmvL27UVVtg08W6dk62Q5uKbG5YY3Sj6/aBf1/Sp/Aa5PewRxhi7gSavokSYkCATvrXS5PVfZ5o0aF4gfrHXpR0W4cGej3oM69M+UbT5Y6yGl5NX5Mlv9iDtr/V1F00kKu50TIZ60fNpBimfpLE25TJWKqQ/j2wqMwpSWodHwLLpRxjfvbvDjt2Z4OjgGw+1q+QmeXVTDDpsaL7cC6p5JmLp8wTbohSndKCNMUj55uUbNtXbtfdfwTMI4pRdl9KJeMY/V1pmreEAh4MqOTivQSDK5rcJZ1wTDotNhscX7yx0sUyOXkpJt8Op8lZmyzXceNNnoRqNlgmBhIFjXOyFXpjyuThUVwk9aPn6SESUpFcdivuZSsjQ6QUqUSdpBxGeuNtCEGM2InRRKmCkUh+OoV9XXgH8XQAjhAX8W+BeklH9TCPEtCkGnRJ3iudnrqRw4MAQjgFfmKgjxUUsLKeWFrHTbr/LX0AXvr/ZwTY2VToxlaIDANQVCQM0xtgm03QRi2dFZ60Zcny6qMFc7IVv9GGDPMVHLrYAkS7k5W0IMltP0E27PlXcVTTtv0pNuJL1zeUXft4QkS7k1W3jT7q51d62OXOtGbPQiVtoBpq6zWHMQQlBxdFp+zluPW1yuu2P7TLLcDijZOq/MVZ5pzRPExTzY2qCBsB8XDy3vrmyfRTs8FrkUaHqRi5imOZouuD1fHjX8vbfeI80kpiFY60T4ccpWP8KPM27PVrjc8NjqR4U4FRpJLrlUcnh3uYNn6YRJjh8lpFnOWjdCSknVMXEtnc1eQt012fJjrk6XMHVttM9+6pW50T4TQuAPKqxNowjva0K8NCO3FIqzyFGvmBYQDn7+ycHn/87g9/eBxQnZdWH4xCc+cdomnDv2eio/KATzMg3qHt/WYeUvSDzbYK7i8P5qlzjN6QRJkeMmoF4pRI1j6XzvURMoBNrOtg9FCDUniLNRs16JYLpk7dkqZq9j9v1HzUO1lJh0k9hhjlw3TMhyia4JKo7Jp5caB54zTT9mrRNimxpZDrYhedz0udIoRoxVHYMnrRBNQJjkuJZOkGSUncJLPO7d3OhF1NxCLMWDnoFFeBreX+1RsvVn+jOWbZ0Hmz6WoXF7tkwnSHhvtcvbTztUHYMkk8i8aJVStS0+WO8SRimGISjbBqahISmKizIJNUfn5lyZLJNs9CI0IdC0QoQZhsbri1V+9KSNYWj0wpSZsoNlCPJc8oMnbRZrDi0/Ic9zlqZKZLJoGTRVskcV1o+3fHIJpq6dSM6amiSjUOzOUb8F7wJfAv4e8BeBb0gpu4O/XQK2JmfaxeBzn/vcaZtwYTgoBPO848jO481hfFv9OMXQBUkquVR38SydV+bK3N/ss1h36IYJdddC1woxIeV2gaYJtgmb2YEo9EyN1U5RhSkEzFXdIzdvPazQ3r1fYTHqbNin8CjH5s5al9VOUYnr2EW/utVOxJ217rZ8wt3OmaetkMsND8fUedQMSDIwDcFKO2C64uCZJv0owY8tKnYh1u6t9bk6VTTvHTIuUKsD72g0yDdMs6KtiGPpvLfaxTV1Ko45auRrGRq2oRMmGU/b4aAVisXDLZ+nWwFTFQtT12gGEUJSNAOuOiPhudENubvRo+6abHY1PMvk/bUulq6RZpJLDRdTh7mKg64Jpss2jzd9GmWLlh9RckzKts7DtR5xkuEYGqmEHz5p87HF6iCkXrRI0YRgvuZOvABnv2UUuY6SThDzYdjn7adtfvzWzLZcR4XiZeSoLU3+PeD/IIRYB/5Z4K+M/e1LwB9OyrCLQpIkJImqHTkJhqJvOHTc3DFPcyfj/dV2tn4464xv67Dy9/pMaSSWdE3w+kKVP/mpS3z26hSvL1axTR3bNLYJNHvg1Rlv+6CJoofaYt1lqx9TsrRRLzU4WquYw7aUeLZfYXHz7w+KXI56bB5t+ZQGvd8EAtvQKFk6j7b8Pffj8JyZrdiDYh2dT1+pk0tJEGckWc5C1WGzH/GJS3WEgDiTWIaGYwietAJmKx+JiigtpjW8Ml+h5lrMVBwcU2OmbJPmOYZetCDxLJ0kK8K3uiZohylSFhXMK+0AhGCpUSJKiv3o2TpRkmPqOg82fPpxghCCKwMh2o8S3nrcJE1zTAMet0LeXu4Mpj1IVrsBAsmVhkfFMQiSjJmyRX9s3yZpzr31Pot1l2aQ0AoSumFCP0p42CxyJJt+cqjv2ZDh960dxGz0In74pMXfeesJ37i78Uw/vZ2fGf/7cisgyyUrg3Fm461YzsN3V6E4To70iCSl/FtCiI8BnwV+IKV8f+zP3wDemqRxF4Ff+7VfA+CXfumXTteQl4SjJFQX3pyAXBYhx9mKM+qpdh6SsofbOvQ2aULs2h5jGLbe6sdMlyzmqu42gdYOElxL5+56D4CrU94oTOlZhaB63pD2YSsXd3r0Hm72WWmHaJrg4Zb/fMdGyP1/Z3fP0XAbHVNnpmzzhVvTPN7ySXJJzTVJMoe5ik0jsVjvhvhxxqWGy2YvRhPseQzGi4HeX+nQizPSDKZKNo5ZeAmzXPLaQoWVdoAfZ6S55PqUh6ZBM4jphRmWAUkq6YUx3TBBE7A0VcIxizDwH3y4ST9MqTVsllsRrqUjc8FmP+b6bJnpko02CBFHaUYQp9Q9m09dqdNLUsIkJ87yIh8vz3nQDHh1rkLJNogF3Fvv82PXp5ir2Hx6RxX1fhRi7KPCE9c0eNzqsdmN+WOvzjwT2t9vhGAQp1i6NnoQqNg6TT8+N99dheK4OHKcSUp5D7i3y+u/MhGLFIoX5DAhnl6U8t5Kl7pr4lkacVoMvb825ZFk5+tp/yDhNC50dwq0Yf7YK/MVPr5YHYmRIS/SI2ynffsxvp4sz3lvtYtjGtyoeyTZ0Y/N1SmPO2s9hCOwdI04y+mFGbfnyqP37CUaLtWL6ROFLUXVZztMeX2hsk30DfsoQjEO63IjH3n89hKvw3VahoaV5fhxRj/uM19xgZyybXF7roKUxX7Y6oZ8sNbDMYupFws1i8dbEf04wbNc5io2H276NHsxDzZ6PNjqc2+9z6W6Q9k16LUSxMDrZ+iCmbKJqWk83PLphCnIHF3TiJKUqmeghYLUyHl/tc3d9R731ntUHHMgtqpoOtQdkyfNgFtzB4un8e/iwy0fTRRFJRvdiMfNAE2AZeqs92KuD/blUJjtNR5soxfRj1Lq3keh7jjLqbrmiTUbP69pG4qLz4FnoRDiTx1lgVLK33x+cxSKF+OwCffLrYCaU4Qii/BcUTH7pOVza/ZsPunvdyMZCqfhe+6udZ95z0H5Y/BsdepJNW8dX8/d9V7Rn63sjnrdwdGOza25Cv0ooxPE9NIUQxMs1txtQuSjSlN4uOUTJBnaYBj9K/MV7qx1eW+lS80x+PhiBV3TnhF940L3MCHI4Trnay56N+RJM6AVpHT8mM/dmGambFO2i0rdb97dwNB1HCOn4Vk8aQZYuoamSaZKFpmUOKbOJy5XuVR1+b17G8yULK5Pl3Atg36Y4loGmiaY8mwuTWm8vlDjcbPPQrUIBZdtC8cq+uJVDZ1u6POt+1u0+wmOKQgTiRCSLT/mh8ttrk+7fOpynXaYHtjY+6Pct6LP35Omz4cbPRZrLtMlByEkGZJ+KGn240Hz5o+KaHab25rlkpYfs9wKWe9qLDVKaBrEac5CzTmRoqjDXmOU8FOcBoc5w74G22Z074cE9APfpVAcE4cZ/g3FDeNyw+XBZpFjZekakpx2cPDN6jRY7YT8/r1NsjzHMjSSNOe7D5u8tlAZ9Zw76Gazm0Ab5o+Ns7M69aR6hA3X48cp16c9Hmz6RGn23MfGs3U2+0XIdbFeCLrxm6ofp2hC8GDLx9KL3LYoyUd9/EqWwacu17Z5NgE6QcKlustbj1u0/Ji6Z/HGlfqhbthDoVK2dX74OKLqFtMcmkHKk1bIqwvV0Tpema8MCkYy1rsh9ZLFRi+m4dnMVizSHPpxxtKUi5SS+qBRsSZiHrd8yrZBzTHYCCVCaPzU5ZlBvqTLT72yvU/hb3znEf04pR8UOXKWqaHrOoaWFzmb5KRZxnTJpuaZLNR2FyjjQmatG+EMwvuWoXF9usw7yx3urPWp37DQNEGSwJRnEuwyVmxnSN6PMz5Y61GxDa7enOLb95u8s9Lh1fkyCzUHXdNO5Lt7mGvMpKu5FYrDcpiz68axW6FQTIjdnu53a6ExzBW7PlNirRsVY5AEvL5w9i66vSjlm3c30DQN19S5PxiYvlhzWWkHSMm+4arxm81uAm1SbWAm5Zl40WMzfkPdLaQ8vp67691tuVnjffz2OpfWuhG9KOVy3eXmTGng8QwoDYTzfvtlrRuRZJJelHFjpkQ3SumGCVXX5PZc0b5kvupsW/cwzDtTtvnDh03SPKcTJoOcP5O5ssM/vLOOOZgFaxkac9VizNjDZsAbS3XevDaFbWq7thwZjk+LkoxOlNCLEjphimcVQrdiGwRpzq3ZEtdnSsxXXW7vEnrdKWQ+3Ojz4XrAYs0bNUe+MVPi3mqPJ82AhZpDP8yQFNW7wyKa6bLNB6tdNnoRa52Q6ZJNnGW8v9olz+HNGw1myg4/89rsWK6jdWKesMNcYw77cKlQTJoDvwFSygcnYchF5TOf+cxpm/BScdgWGjsnDAxv/MPw3FkKnSy3AiRQcXSetkJKtgFS0IsSTMMeFRAcVtCOM4mcOZisZ+KgY3MQ+4VVd7Yz+e7DJnXPQEpBnOXEac61aW903Hc7l3qD8V2HuWHv3C9JlnNnMHFjoWZjmzpV1yxCpuZHx2q3deua4I2lOgJ4d6VLzTW4XC+mYwAkuaTjJ1QGve9c0+DGtMlPvjLzTEHDzvO7NBB2K52IsmPSj3IyKckB19ZJckmaS8qOyaVBk+Sd342dQqbmmjzaCugMRCtA3bX4xFINQ9NYrLnIGnT9hM1+zN31HjNlmztrXRqexVzFJs0k33nYZK5iY+iC2brNWqcYh+ZZH6UcnKRQOsw15nm+iwrFJHiuu5QQwgCuAs80BZJSvv2iRl0klKg7WQ4rUvbLFTtroRM/Tqk6BnFatATxBjeTdphxqa6PbhaHudnsJlafN2dupweq4Zk4ZnHzfhHPxGHy+PYT3QeFVcfzEF9fKNbTzzJcS+dS3S0qQ3VtNE+4E/RJc4mhCaquRdk2dp1DvNsNe6fQmSrZ3J6DHz1p0w4KcXipXhpMechGx2qv83h4Dt6aK+ze6EXcWe0RJinNfsxMySLOc560AyquwZ94fW7X47bz/N7oRqPq1DBOqToaSQZ5LumFGa8vVJmvObxxpf7MeLThd2OnkJmtONhml6Yfc7nhEqeSsmtiJTpTZZNX5io0/YRukPJHrjZoeBYfrHbxk5yaayGEIM1zLtcdwiRDIGj2EqbK1mjayWk0Fz/MNeZlaoSuOFsc6QwTQpjAXwX+EmDv8TaVUzeG7xdP0Z7nnbIlLwdHSezfK1fsrIVOPMsgcYu+XLqAOM9IUtC04sY5vFkcdLPZT6weVGSxk91CbWGc4pj66Mb1Ip6J/fL4DhLdB4VVx5d7a65CLgtbd9tnEgkDLx+i+P0oN+zdPDYNz+LVheqoT6BtaM+EHv04RYiiWrkdFP3ght6w4XFZrLv0ohTXNgpbJGz2Y6Y8i4ptMVs2qTgmpr5dgI6f336c8mCrKGB4tBXwxpUaAPc2+uSyyN/UNYrZtyWL5fbe342d+8WzdD62UOPt5TYtP6HqGFyfLhGnOULA28sdltsBc2Ubx9QRQpBJKFnFlJRr0yWa/ZhWPyYDrk2VuL/V50kzYLaSY2oaP3raomSb3N/s88aV+ok0Hz7MNWZSHnCF4qgc9bHh3wb+NPAvAr8G/KtAH/hF4Bbwr0/UugvAV77yFUD1qTtPnLXQyfDmvVB1EEjeX+1hGxp/9FpjNA1iumyz3AoIk4yNXjFJYaZsb7vZ7CdWx0Oeh/FO7hZq60XZyIMCR/NMHCXcfZDoPiisOs5+N+gPVosw4GLto+T7MMloBwkPOv1iTJdjYOk6m/2IuYGgGLd9rzFkw3Np/FhND0KP46PNDE3DtXQu192ROBgel+F+aLgmzX7MXMUhyyWaJpgum5Qcc1chMTy/hyPgNroRC1UHP874cKNPy49BwHTJRCKLiSKaoO6avLfS5eOL1W3LG343bs1Vdh3N9k9+9gqdIMGPUySQZEVYvOYaTHsWrq1zf6PP9ZkSrqWTZBlBkgHQTzJSWexn19K5MV3m4VaPBxt9nrZCLtUdpssWvSjnd95d42dfnztRYXfQ34+7alyh2MlRz7A/B/w7wFcoRN0fSCm/A/wNIcR/BfwZQLU0UZwakwidHmfo5Hly9cZvEKYuuNzwRqXopq4xXbZHIbG5ik3NNUdTG3ZWe+4lVg9b0Tfec+z6mFiYrTj0oh5tP0aO5cEdxjNx1GN2kOg+KKy61/49zHqyXPJwy+fWbIl2kLDaiVjrRvyRq3XmKvYztu/02DT9eDBiq0zDM7cdq91Gm72/2mWx7o6E5fhxGdrXKFkYuqAXZUyXLVpB8XrJLlr27PS8Ds/vtW5EEOe8s9olilM0TaMTxNQ8mysNhz982MYydG7OltjsRnz9R8u0g4QfPW7x47dnuDpVhI3HvxuicGcii2loCAQl22C+6oyO80o7wI9SWn7MZj/m9myZumfycLNPmOT84cMmCHja9FnpRCRpjjdX5knTpxdno14MN2bLVJ1ivVWnOK5vPW7x8x9fOPCcOwlOqmpcoRjnqHepJeB9KWUmhAiB8ezbXwP+a+BfmpRxCsVRmUTo9LhCJy8iOPe7QQyXedA27ydWdwoYP05Z7YRs9WMAqq65LZfK1AQfrPV4db6CZ+l4ls5izR15oY7imdgZDlzrRrT9YpTUF27NPLOMw4jug8Kqh2G39Txp+dQcYzAFwuBpO0TX4MFmn0bJAmC1HXBnrUvdK/LvCu9TTpLlNP2E23NlpgbvHT9W46PNAGxDoAnBZjfcZtfOHMrZikM/zpgpG0yXTWQOVddCIkch6PFzbZgr+I07m7y33C72nW1QdQz6cUbJSmn5kqprUvMsHjd98lxQ83RMobHWCXnnaRs/Srk+U0bXBFenSyy3AuqeyULtI09ZmGTbmglnec6TZkDVNaiZJnkueftpMU/2cdPHMg0qjkk/TLi30cfSNeZrNh+u92mUTKbLRWHQe6s96p7PRk/DMXSmSjZlW2OjFx/6+CoUF5GjirploD74+UPgp4HfGvx+a0I2KRTPzUFenMN4yo4rdLKX4Bx6UnaOqjqsR++w4eL9xGoxbD4fCav7G30kgumSRZLlfPPuBpcb7qgQ4sqUx3srXR43+6MKzHZQTF3Y2Q/uIHaGAy1Do+6ZtIN0V9F7GNE9iWO423raQcrHFyv4ccb9zT5BnDHlmXSjjHeXO0DR83ClHeKYBmEcslh30TVtW1uZcYZtUpbbAVJKqo41Gh1mG2LUjmXYr64dJJRsgzeuuCOhfW1q+zGQAzuG51guJavtgMdNn6tTHlv9iHvrXRCCqmuw3ot42vbREeS55PpsmZJtsNEJafoRlqFjGRZVp9iPWQ4b3YiaZ42E90Hn4fBBwY8zOmFC2TaLEGzJ5sONHkkmi+bLgwcEhCSIU9Z7CfM1h4pT9FXsBCmeqfGkFfHqfJkkkzxu+dQck7pnHfr47sVZqnxXKI7KUc/Uvwf8MeBvA/9f4D8QQtwGIuAXgP9motYpXlqe98K6nxfnKJ6yoSjYq3jgeezbPZyX8+5Kl09dro1seutRC4mkMfD0HOTRO2y4eD+hMy5gVjthkUclYK7q4pg6EmgHCVMle7TOV+fLvLvc5e2g88zUhecJd691IyxDwzaKkF7NNXed93pYwfai4a/d1vP6QrGNq50QS9eo2AZ+nFGxDXphCkIgSKm6heerE6S8u9yh7Jhs9CJmByHa7Tl2CevdiIpt8PZyh17UhRxuzpUpWwaNks1WP2a5HQACXUDDKzynl+ounSAhyVJuzVZG5+H3HzVHHr+hWDYNgSaLh4WHWz5TZbto6txLsHWdMMrJRVHt2uwG6JpOkOQgBLau0Q1TNOCNpSpZLpmvFjNw98sf3Hkevr/apVEyaPYSwjSl20yYqViEmcYr8yWmyzb31vuYelGZEmtF9XLZ1mj5CYt1F8/W+eTlKt9/1KYfpXimTj/NedL0+WOvXnvu4w3PetObfswfPmwiAMfSWZrytlVQKxRnjaOemf8XYAZASvn/EkII4J8BXOA/Af69yZp3/nnzzTdP24RzRS9Kt41nutxwnxn0vR8HeaOOEpo9aDboUcOou4bzmgE119hmUyfog2DXPKrd7DxKuHgvoTMuYLb6MdMli7mqizcY01V1DNpBsu0zuqZRL1lcrrvPTF3Yq2fbbkJ4aH/bj6l7RY5ZnOVcqpd29TjutR3H4WHZuZ7hOdEOEmquQdk2We/FzFZs1rshSZqR5nB7tkyY5Kx2A7IcLjcMWn5CyTLok9LwrNGxetL0mSpZdIKYJM2xNI04z7mz1uXjl6r8zPU57q73SLOcmmcxVykq6R9v+SPPm6QQb8Oil/Fzba0bIaVgpR2SZsWEjX6UEsQJvSinH8UYmsZ01UIDZqs2W/2ELEspuzpVoRPGOUKC6xjoWiG4DE2MBFsvSunH6eh72yhZNP145DnsRUWRhG3oaEKnXoL7m31afkImJa8vVinZRdsex9BIMgmiaCMzU7GpuRaXGjrXp0u8u9KhXrJ483oDP87Y8hOqjs6r85UXLpLYmQpwf6PPSjui6hT9BO+t9+lHKZ9eaihhpziTHOmslFKuACtjv/9HwH80aaMuEp/85CdP24Rzw/CGudoJqLsmQsCDTZ/rM6VdPTa7sZ8X56hVrXuJwLcet7YJmcPm7e0azgvTZ6oJ01wWLTQOaeekwsXjAibJtovPqmvRizLCJNsmHA/bs23nHNBO0OOd5Q6fvznNfNXhlfkKG71o395t+3FSvQWH+2ijF9HyE2qexWeu1HnQ7PNgs49n6bw6X0XTBJu9CIGgYhcipeZZ1D2TJMsx9Y/y4uYGEyTSTHJ7rgjtRmlGnEmqrsXd9R4tP2aqVDTkBUaetzjOuLPWQwjBK3NlVtsh/8u7q+hCkEnJxxerNPsRa90YAcX4ta0+DzZ9bMOgG0Xomo6UEj/KCOMMKaEXZ9yeLXF7vsKTZkA3TEmzDCGhH6ZUXZPqYIrD+Ai7sq3TDBJ+8KTNK3Plbd7bMMn4o9cafOt+k7VOyFTJ4vp0mX6cMu3ZSKATFqHlp+2ANJMs1hyqrsk7TzvM1xyQkjjNyXLJawvV0bkRJtkzrVueh/FrxFo3ohem1D1jNGdXCEE3TNRkCMWZRT1qHDPtdhuAWq12ypacfcYnAXiWVlTSUVxcr015h24pspc36qhVrXuJwJYfc3Om9MzrB9m3m/h6baEy8Hx8tM61bkic5riWwVzFHtm9n7iZZKXdbuJT1wSfvznNSjvg7noPgKUpb1T9eFDD4995d5V7A3GyUHO5NlUiySXfvLvBFz++QNk2+MKtmZEwG+/ddpjihpPsLThua5ZLltsBddfiU5drJJkkSnOyIGLLj7F0QdmxiNOcS4O2JEmWP2PTD58EZFJStotCgTjLibOMjcH81OmSRT/Oub/RRxNF3zgQBHE2aKUi+GC1y4cbffpxhqULLF3jN996SiKL+aofv1TFtYoWLCXHIElzbkyXeXelxUonQiL5xKUaVcfk/qbPo62QhbrLjdkS/Sjj/kafJM/pxymXpzxuzZUB+HvvrdEJYnRNoAuNzqCAwjI01nsxwWDMW5IXIs01BJahE0Q5YRLSKNkkWUbNs5ipWDza8pkZ9K4rDcLaf+Rag3jQsy/OcmZKDpoQSCkn2gNu/BoRxBmZlGgInMGYM8sQ9CP5TGuci4jKLTyfHLX58DpFQfmeSCmfbWH+EvPVr34VUH3qDsNQRLmmTpxKbKO4MfXjbCItRY5a1bqXCKx71nO3PNkrnAdFft37qz1c06DiQD/K+DDsjRLtT6px6V6ePyhsMjVBmktWWgGGruFZBnVv74bHbz1qcWetSzrw/m32E3LZ48Z0mTD/SHi9iMfxKF7YSdyshrZ+4+7GKCx6Y+ajsGg3SilbOpahYWgaiKI3myZgobZ96Pxi3eWd5Q6ZhDjLEaLorZfl4AxyDJtBwg8etRGDZsifWaqj60WjZ0svlv/dR1v0ghxTF+QDgWjoOprMixFg7RDH0ImznKVBWoOta6x1bZIUSo5BzbZY7YSkWUYQp/z+vU0WakUY/tpMiZ+4NY1taDxpBvy999bQKLyGizUHaxA2Xe+E6EhWJby6UKFk6URZxv31Pu8+7dAKE6q2TifO0BBcumQjtGL//K/fuLRtlNsHq91nvMZhkhHv8HY+zxSU3Y79+DXCMTUyCUmScaNaHLM4LfrvDXN0L6roOWtTdRSH56hH5z/lWVE3BfwJoAr8F5MwSvFyMt6iYTi0XpKjDxrsvqioOapo2EsEDkcl7Xz9eewbt+nueo+SrfPaQhGOLSodizYYu7X2OGnurnVZbgdUHIOyqY88JyXb2PMGu9wK6AQxDdfiaTukYhuksvB0rHYDlhrbGwI/r8fxsF7YSd6synbhSb05U0KMxcuHBTbDZryrnYiSpcOgCMGPstGEiCGzFZv3V7o8CmIuT7ksVl3ubfSZKVts+TG9MOVy3aUVRLy33CbJJB9frJHLHGNQVPBow2ex7mJqGk0/QtcEJUvnwVbIfNUljDPuyh41x8Q2bWbKFtemSyzUHL72/ads9GPWOxGGISiZGpZlkOeSmZLFajfkadPnB490nnYiqo5BxdG5tzYIA6cZtqFj6YKqo/P+apfPLDWwDZ0gyXiw6fP+cpvpikvFMVhph+hCcHO2TJBISrZGzX124kcx8g3ub4YEcdFzcLZsIQb7+Sgc5tiPfx89y6DmGGQ5IHLCRNKPM+arNlXXfKag4p3lDrMVm5myfe4F3lmbqqM4PEfNqft3dnt9UDDxFeDi+6QVx8bOQe4v0iZjL44iGvYTgSXbmFjLk+F6ht6moUC4Nl1CSvmMADgKz+NNWO2EfPPuxmhiQuIWNtxZ7VL1DGxDJ0xytvoxnTBmsx/xz37++p6NgtNcMl9zWOmEBEmGY2oESU43zKi61q4ezqHdG71otP373SwP64Wd9M1qPzFZtot/XTMhzSWupfPagocmxGh9Q6FRc03+sU/Oc3etx8NmQJTl3J4rk+U5rX5RYGEZGkJILjVKaEIQZylTns0Haz00Iai5Flkm0QR4toFG4f0qOwaeXfQS9OOMa9MlnrRCKo6JlJJukLLZT9CFxlRVZ7MXs9FPaHgm0xWbKMvphiltP2GtG1H1TDqBztWGy6ZfNA/e6MXYpo6paZRsk37cpVGy8JOUBxs+670I1zRYbvpousCPcq5Nu8RZSjcUVF2Ta1PPTvwAeH+1R8UxKFnFg8T7qz1uD0K/R6HokydZHZyHrqlTccw9q6tfma/wqSt17q51ebjlA5KbsyVuz1W2nUd+nLLSDhFCEMQpSWaee6/WWZuqozg8EznjpJRSCPGfA/8/4P8+iWUqXj7GRdTOFg2nbdNhX38RJj3J4nm8Ur2oCLlpmkbFKcLgK52QhapDM0iouiZhkvO45Q/6oGkE0d7L9SwDQxNomuD1xWoRfgtSHENwpeGia2LUl2+n3Vku2ehFgCCMQ0xd0IvSfVvQHCS0J32zOoyYfGW+ss2TNxTqsFNk6ryx1ODVhSqmrrFYd/k7bz0lzDJqhkacZTxthThmUUCy3I6oOha3Zss83vK5Metxd8On5lkkuWS5FREmGZ+7McNSo8RKx0fGknvrPZamSzT9mE6QcHejx6W6y/3NHlmQ041SkjzHCgSXGy5b/RjH1HnSCnDinMWag5Rwf7PIfeuFKa6ts9ENafkpug6fvzGNbWo8aQW4po5r6NztRtimzoxn8SgOeGe5i2tpLNU9KrbJE81/JjQtYbDvBEWKrUAIsX8O0A6GDwjfvLdJEKcs1FyqblFpu9wOds1xHFK2DT691ODTYyFheLagwjI0LEPDj7ML4dU6zqk6iuPlxcuFPuIm8OKdHxUvNcOb86eXGuf6Sfd5WKy7RGlOmGRIKUeFAjtFz2EZFwxCiNEA+eVB6Hivz2R5TsXWEYiicCWXvPu0RTeIubve48FWH1MTgCSIc65Oe3sud7HuUnUt1rsRzX6EZxeVlo2SxfWZ0q7HeGh3N0ywDZ2qY2CbOp0w3df+8XNnse6y3Ar4/qMmH6x2RyJqeLMaZ2cfw52f2Y/hOofhZ1PXtm3TfuuDQhzsVj08FA2vL1SwdI2NfsxyM+DhVsCDzT6dQSuQp+2QLMuxTJ3PXZ/hs0t1elHCWqfwoC7UHK5PuwhRtKDRhKAVJCCLPojDfbxYd7hc90BCmudESU4scwxNQwB5LrENnZKl0QlSdE2QZIXAE0LQ8mP6UYaha1Qci4WaS8UxmfIsrk67bPSKY+9aOhv9mG6YEWcZrX6MZWq8s9zm3eUOG91o234XwCtzZZI85+5aj0dbfWyjKBA5DMNjmmQ5yJxcwnovIkrkYL8LNnrRkY/7+HEN4gxL14hTiTsQQcNjeF6Z9LVIcXIctVDif7vLyxbwMeAvAv/tJIy6SHzhC184bRMU54RJtSYZ8jxeKT8u2lXEWT7Kh1rrhkRpzuuLVdp+wjvLHS7VHVzLZKZsc3V6/35yt+bKPGr6dMMEz9JZmi4xV7H3bOI6tDtIslGfvGHBzGGmg+znodzLszZdtl94hNtujaoP8uQd5BG5NVdhvRvx7QdNVjsB7X5ILjSmSpJSlJJlElOHqmPyjXsbBEnOVMniUt1lumxRcUz8OMO2oO0nmHrhgU1zinB4nOFHCZ5tcmuu8CjOlmwebvXphRl313pcrjmYhsZSw0EXgnaQUrI1LtUcMgm2qVFyHEqWPqjetYjSDE0Iyo7JaieiFyVIoBcm9MIUy9CQSU6Y5SAFNbcokOqERZ/KYbGEZxX9EaWEpakSliHohhnr3ehQaQnjDzaebRKlMVGS8fbTFp5tkKQZlqlza7Z8pOM+PK5+nLLVC7kXZDiWxqev1J85hueRSV+LFCfHUY/QX9vltQh4DPy/gX/3hS26YLz22munbYLiGDiuyrdJhnWHgiGXcjC8vWgtsd/TtmcZ1NyclXYxb3SzWzSstXSNa9NlmJaEaUacFB66YcuV/frJdYKET12uPVPBuFd4amj3eBV0nOW4Y8Pj9xNuB+XNXaq7/MGHm9zf6GObGp+6XGe5/WK5dvvZs9/NcTiHda3TYb0XkWWSqbLNm9enRqKh6ccIKWn5KRXHQGgaaSZJspyqa/Bw0+ezVxu4ZuEFrXkWmoCf//gCG70Yz9axdA2JLJoMl52RdzDOc1zLJMlzwiimYus8bhaFHfNVm4prgSaYdk1mKi79MKHsZARJzno/Is4lDc/Es3TkoAWRaQgsU2ejF/FjN6b5nXfXWKy7bHRD8lwSZzm3p7yiaXNZozHov+cnxfn5Bx9uIgbnQdU1+e7DJh0/RtMEuqZRtnWuz5QOdWzGH2waJYts4PHrRgmz2Gz2YkxTpxelOKa973Hf+Z2vuSY/eNzC1HVsI6fhWqy2A7SBV/SkqtWPi+NIMVEcP0ctlJhkuPbICCG+BPzHgA7851LKv7Lj72Lw9z8F+MAvSSm/e+KGjrGxsQHAzMzMaZqhmCDnpdx/KBiW2wFlR8fQBP24qLzcy8uxWHfpRSkLNYd2kLDeiyhZBq/NV1nrFp6d+arDZi9moeocqp/cUT2GQy9IxTFZbhczaZGFB+ow00H2W99wYkmSSV6dr4CQPG0F+FHGZ67WD23jTg4SkvvdHP045Wk7RNfAsTR6UcY/eH+dT1yu0vAsNnoRNdfk1mxpIJwF7620aPoJc2UHyyimHbSDBM/WuTVboRMUhS2d6KN5ulMli/nZYuLCk6ZPkGb0gpSaZ9LwLH7wuMVGL0QTGq8tlpmq2FQsAylgoeLwsNmn6UcESUbZLoTcbNni+49ahRe05pJkkidNn7Jt0A4T/uDDTWxD48Z0iYebPnXPomYbZBIyCZcaDlGakWQSISVP2wECRt+rO2tdOkGMoQtyCQxCgfc3+6y0Nnl3pbPv6K5xT+hcxebuWpeSbSKEoOoWc2Rnyxbff9ziCzdn8Cx93+bZ49/5t592udxwmSrZ2+bynpVqdcXLybk564QQOkVLlZ+n8Ax+Swjxt6SUb4+97U8Crwz+fR74zwb/nxpf+9rXANWn7iJxlArK0+plNVzv45ZPL0wQwqLhWVxueGhibw/UeNjF1DU+cbmOY+i0gxgpi47/TT8mz4tZsJ6lHxiaOWrS9faCmXwgQC1MXUPCqBrx+rRH8XxXMLwZ77e+5VZAN0y2TcIQjqAdxDxp+bw6X33mM4fheQswllsB6aDS1R40uL2/2SNOcjphylTJLrxssghBh2mGaxpMl22CNKPsGrhO0avO0IpigjDJedjs8XgrwDY1FqoOQZyx1Y/5R511qo7JUsNDCIFpaFydKtGPUy41XII4Zb7qYOg6055FP04pWTp+knG57uGYRe5YN0youRamoTNTdXh/rUuYZhiaRpAU4vkLt2YHlbgapm7yM6/Ocm+jz2rbpx2mXGm4RGmGZehEaUYmc/woo14yeXeli2vpo6bGlxul0QPEuysdNtdibk6XsHRt39Fd4+Fv19Qp2yZrnS4Vx8K1dK5Oe+iaoOWnfO/hFo2SjS6g5lkjT6lnGfQHuY/j3/nxeciepU+kWl2heFEOPPOEEP/cURYopfwbz2/OvvwYcEdKeQ9ACPE3gT8DjIu6PwP8DSmlBL4phKgLIRallMvHZJPiJeSwN/DT8uiNr7dk6dRcgySVzFaKm8949eVujIddelHK//LOKnGa0fYTEALX1KkNih/+xMfmD9yWozZ9Hrdh3I7xaROmLnh/tcdrC5WR8BqKsP3Wd3etqKp17I+qUS1do+qYtIP0mTFow1y7g0T581YLDlu+lMc+lw3GxA2LARZrLh+sdeknRQ5d00/Jc0nJKqZP1D2TbpRRdkwkkpWOT8dPSbNijFvZNVnpRLT7EZomEAIetXzmKy4/dmOakq3TDhJaQUycSTpBwq15B9vUSSVMV2zKtsHlusuHGwatfuG9bQcx9zf6THlFRXSznzBdsugGKamEK3WPXpTQDVOa/ZiHWz73NnoYmsZCxaZqWzxtBdTdIhz/pBkgNMnVqdKofcmjrYCpkkknTOgFCSudkM1e4blbHIjM8dFdwwKZ8eM1fEBY60bEaYZp6EyXLaZLFmDx3kqnKB4Rsmie3I0A+MKtaS4NCgbeW+k+M85vt3nI5z2XTnH+OczZ9+Udvw+rycUurwEcl6i7DDwa+/0xz3rhdnvPZWCbqBNC/DLwywBXr16duKGKi81hb+Cn1cBzW3K4ZZBkEsso8uquTx88cmycsm0wW7H5YK1LBlQGnrleGPO4GeFa+oGhpkkkXe/cl1caJd5f7fJ4y+eV+co24bbf+jyrGEg/zNWDYopD2S4EwHgT5emyzdPBevcT5b0oxY9T3l3pUnMNLtcL789O4bqb13bY8mVYmAKga4IsK/raAcxULN56VHi0piomW4PCgZ+4NcN02cKPM9Y6IdcGBSv/6M46nTCh4prMVCw+XO/j2QJLd9jyY5I050qjxOVGUUzRj1IebvnMlW3+sU8s8IePW/zwSZvZik3dNbmzVoTaC0egZKuf4McppimwDEHTLyZEVFyT2apDkkPF1nh3tYM+GF/mmBofrHSoOAZhkqNpJn6a8VOvztL0Y+arDmGSYhkGnTCmMiiccEyNTpgwaxT9G5MsJ83zosfe4LYzHN017GmY5ZJOEPNh2Oftp21+/NbMKK3gE5drRA+bdMN04JV0STNJlGS8vxJwbapM2dXR0Hhnpei1N2xCvNOTu9c85LOeS3eRJ2EoDifqxu8+r1M0Gf4vgN8A1oA54J8G/gXgz03awDHELq/tbFd0mPcgpfwV4FcA3nzzzaO0PFIonvEENf2EJ01/MIOT0UXytBp4jq93OJ3D1AR+lB5pnuqQmbLNaifk6lThkXnS9Eev9wcetIO8jy+adL1zX3qWzitzZe5v9ncVinutb7HustYNWe1ESPnRlIfFmvtMg+uhZ3A/UT7uQfz4YoUnzYC3lzu8tlDZtk/28tpeGrR8WW4HSEeCFMVgeimoOgZSSrZ6MVdnStRdEwm8ZhVtXmqutc2O4Y361lyF+apD209Yboe0/Jg0L4oiDCEoWQa6BlGc8WCzz3srHSxDo1J1yXJYqDl4pkGSZWz2Y2qexVTJwo9zoqR4zdQFptSoOhZPWgEzZYuypXGl4dLqx2z2Ipp+Ss01qHoWP3rSIhcwW3VwTQPX0ijZBo82+1xueNRcE13X6ccppi542grQtSK8udWPmC07XJvxQEhAMFu22OpFXG54dIKU9V7Ek1bAXMUhzXMsXcePUppBwle/+4hPLzWouSaOafLafJV/dHeDXpiy3olIZY5t6nxmegrb1Lm/1WOp7hJlHz0IXW64vL3c3SbghvOQO0EysQrR4xBc48uUUIS4PfNM5wMrnp8Dj6KUsj/8WQjx/wT+Uynlfzj2li3g/yaECIH/EPiZiVtZ8BhYGvv9CvD0Od6jULwQ456gtW7EejficsOlMZgJO7xInlYDz/H1epbO9ekSj5t9JGDq2pFvPIt1l7eftumGGR0/Gr1edU0qjjnqHXec3sfd9qWuCV5fqB5pvcNmsnfWujzaKsTp7bnyrhNLDiPKdzYPfnXBJEwyTF3b9tm9vLadIOGNpTolWx9NLfj4pRqLNXckFpJc8qnLNUpjy9sZQh8XsaudkN99b41HWz7vrnTRNAiijLJtYNkauqbx3tMOS9MeplFUGC/WiurTlXaIa+pcmzK5u9FnoWZzqe6BEAjANg0cU2O1HRFmGdenPG7MluiHKQhBL0zY7EVs+glTnqQTykF/PMmVukPNszCEoBMl5HnOD592CLMcTRMgc/w4Ya0djubbvjpX4d6GxlY/RhOCmYqDoRW5dp0ooeTH3F3vs1C1sYwiNNwJM0xDULZNSqbG/c2AB1tP+KnbM8xWbLphwqcu1ekEEe+tdkfzi8tO4Q30TIOVTszSlDsKgeuaxusLlV3H4c0PHub24zBi7TjSNXYu84O1Lv0oo+oao96Vw/NTVbpeDI56pvwY8P/Y428/BP6vL2bOvnwLeEUIcQN4Avx54J/d8Z6/Bfxrg3y7zwPt086n++mf/unTXL3imBi/iRYegGe9Oc+TSzYJdq5XEzBfdZ/75lC2DX781gy/f2+T9V7ETLmYfalpGrMV50S8j5Pcl2Xb4DNLjW2D43fjMKL8sN7Y/d6319SCoVgoQuh7NzCG7WPV1johl2ounSBmpRvytBXgWjpzNYdGySRJJc0kJZeSkq1za76MqQlcBGudACHgvdWiGEXmJSxDxzE0aiWLBxs97q33mK/aNHSTNAcLwdJUkd/29kqXLT/CMw0c06Tlx9RLJg3PxtQ0kiynn+Zs9SLWgX5U5Mp9/3GTSzWXsmXSDYt5r42ShSaKZW/1I5p+zM1SmXLD4J0wZqUVstmNuTlb4lNX6qx1Izb7MXGakeRQMg2etCLKtoaZwtNmwJNWyELVpuaa2KZGmObMlG1+tNyhH2eU7MIL+uGmj22UcMyPqruf9/tzWLE2yXSN4fnw7koHUxNcmSoKY3IJZUcfeSBBjf+6aBz1DH0E/PPA/7TL3/5FCk/ZsSClTIUQ/9pg3TrwX0opfySE+JcHf//rwG9StDO5Q9HS5J8/LnsOy82bN0/bBMUxctDN+jQaeB7HeuerDn/iY/O4lk4/Sqk4JrMVB8/S9+1RdxT282YcdZteNIzVi1L6ccp7K11qThF+0zXtGSF5WG+sZxk0/YRumGybO1pzzQNtOUjQjouGrX4h6h41C3H28x9b4LsPmzhmUTTT7Me0goSFmkPJNpir2ADc3+hjGsVNv9mPyXK4PVdCFxofrvXIJPz4rWkMTWOmYiOF4FLdxTI02mFKmuesdxOCOGO2bGGbFqYhuF2u0A5j6iWrmPtr6Dxp+kVDZEPn01carPVCOp2EMMmZKVmkmaTqGHSChFcXqjzc8kkziRBFrtzddZ+FqsNP3p7h7noffZB0M1exubPWw49THFMfFDxI6p6DpoEf50BOJ4hxTIM4y1msueg6XB9UAHfCFEvXeONyDXPgwXse7/Y4hxVrk0rXGD8fNAFCK47v9ZnSoPdjvm0ihyruuFiIolD0kG8W4p8G/ibwHoVXbJhT909Q5Nv9gpTyvzsGO4+NN998U377298+tuWvrKwAsLCwcGzrUJwewxFEOxvrDsdFXTR2VqEOBcbzeDH2yvWZxHJfxMbxz2e55EnLpx2kvL5QeSZMe9h1rXZCfufdNUq2QdnW6EU5/SjlZ1+fe67wXdU16QRFwcJaN6LhFd7i//lHK0WD31zS8RMu1R1MvQhfTpdt1rpREarUBUkuWay5XJ8pxOHjLZ8P1nps9WJmq0WBwP2NPg83fUq2zlKjRCdMuDZdeH16UYJt6nT9hFaYcKXhYZsaMoetfgyAbQjSHExDwzM1VrsRD7b6LDU83rjcYLnj83t3NojSHA3Bp6/U8eOMmYo1CjcbmsCzigKKtW5MlOQsNRw+f2tmMFmi8LBdny6x0Qv5H99aASS2qTNdstA0wWzFRte1ItevH/PGlTqzFQeQvLfSpWTrXK57+x7r5+X7j5qUbWPX+b/j3tlJXUvGl/Ngs0+SSUBi6BpzFYf3V7t4pratwEjl1J0vhBDfkVK+udvfjtp8+L8TQnwe+MvAXwAWgBWK0OhfklJ+50WNvWh8/etfB1SfuovKaYVYj8Ikk68P8pjtti5g19eOK9fnRcNY458fepRsI2etG3FrbvvnD+tB7AQJt+dKdMIUfxDmW6zZdILkUKJuZ5uZ8X334UafME5JMjkapVa2dJI0Z70f03BMZqs2QsJspZjLmmQ5EolEsNoJWay5zNdcap7F05ZPmOR0wgRNF1Q9Aw3oxSktP0YiRxXEQxHuRymbvYg4k8yUisKKXpSw3o2Yq7p8YrHGYr0I1f/dH60gBwJnrRNh6RquYSAE5IBj6Tze8rm9UEUXkiSXPNjqs1B1mCpZVGydXpRxf6PPXNWhF6W0/Rg55VG2TX7qlVmeNH0ebPVZ7YbMVR06YcZUScPSBi1xNI21TsBaJ2KtFzHlmiSZZGnK46demazAOaw3d1LXkv0KpbQqzFeLFjVq/NfF5MhHcjCh4TirXBWKc8NZn5HYi1K+/6hJN0zI8uJmvNYNd23Uelj2qizdLXforUctJMXw+PF8IiHYJrwmmevzPGGscTFaNDYu4cfF5AJL16i5Bi0/2TUX6jCVvX6c0vAspkr26LWD+gXuxU7RWnNNelHGD59sYWiC1XaIqcN0yabkmKx0Qj5ztcGd9S5zZZuKYwy8VLDWCdjsx1ydKo0mdbT9mIpTFEaULRNTCNa6Ed0wRWiCBxt9ZmsOQZRgaPBhP2ax6rBQc1lu+Wz0Iiquga7pXJnyxipPC3uvTnvcXe/z3moHQ9O41ihxb7NPvWRiGRDERX/Ayw2XlVaAIQQVxyTNJBXHJIgzKo6JNTimizWXph+Pvn+fvFLDtfRihNpWQJxK1rtd2oFFnkPV0fm9uxvMVR3itPi8Y2os1lyOELg6NIcVa5O6lhxUKPUi333F2UcdWYXiBTnLMxLvrHVZ7USUbQPHLrwrq51o29D0SbGbh6wT9EEUDXSHrwHcXe9ta+Y6yVyfo1Yd7xSjpib4YK2HY2pY+jCsmlHzrOeu9J1kJfRO0aoJwbfvb/Kd+5tcnvKYK7v4g/ywimfyqcs1/sTH5lma8p4J7y3UXJamSqPtWay7rHcjltsBnShBA9phShAnXB6EX1MJeQa6rrPVjZituSzUXDRNsFhzWe0UBQxRlrNQc/jBkxafvlIfE3Ul+lHGdx5skeeQyJwrDY9LDQfL0OgEfT57rcHHFqpcmyrx3kqHR0/bSAnzNZutXspU2aTpR6x3Y27MlHhjqT7yon7j7ga9MKHmWfx4w+WtJ22etnNMkfGpqzVWWyGubZDKnIWaSy9M2erHtP2Y1xer3F3r4lnGxNqKHEWsTeJaMulCKcX54jATJb4C/J+llHcHP++HlFL+wmRMU7xMvGwNMU9qex9t+ZQG8yyhyHGSUufRlj9xUbebhywdTEcYZ2jLuMiZHcv1kVK+UBj7qGGsZxobT3m8t9Ll4Waf1xYqRGlGnOZcqrvP7T2cZJh+XCBu9mLeelwInks1jyDKeJz6/JGlBp6tEyZ5MeP2EDYMz0khwDI00lTS9AvRFNXcomdev2j1MVtxkFLytBlwe6ZEmOZoAla6EWGS0QwSvnBzhumyyZ21Hv/wzgZvXmuQSWj1i55ynTCh4dmUTJ2aY9HyEyxdwzI0ao5ZeE03fR5s9WgFCSXLoPAfSuIsZ70TYps6rqnTDVL+zvefEKY5QZxybcojzXLWOilxkvHaXJlMgmca5EDV1rmz1oMcbEOn6uh0w5QP1/sEScab16cm2sftJB/8ntfj97Jdgy8qhzlis8CwRGuOXZr5KhQvwmmN0zotTnx7hdz/9wmxmzdqOI90nCjNuTrlEaVFm46PvAmTyfXZ66YG7Dry69nGxgavzpfZ7Ee0/MLjc2kw/eF5K32PatN+jIuzd1bamLrA0AR/9MYU692Qlp/yqBVwc6ZEEBc5fB+sdreNzCqmYGRs9AqvrTMQR5fqLnOVouXHdMnmzlqX+arDRi8kTCTzVRfLEKx2IvI8Z60X8oePmti6zo3ZEvM1h8dbPlVdo+KYaELj6lSZHz5p8ffeXeezV+usdiJafsyN6RKWqdMLU+5v9ImzYq7tH39tjnvrfYwtnyTNqdoWxpROnOdIYLZqsdKOsAyd6ZJN049Z7YZYhl60ZrF0HmwFLNRsWn7KB6s95qo2C4OQs2No+ElKlOYjARtnxZSKlh+j6+K58zHPCkcVkc97TVJC8OxxmObDPzv28x8/VmsuIF/84hdP24Qzz2mN0zotTnJ7r0553FnrIRyBpRc3r16YcXuuPNH1wO6eoKprIZHPjFIabue4yJlkrs/Om9p+N63dGxtr/NiNaaRkVNn6PNM4ntemw45dW++GzFdsrCkPU9NYmipRtkOetmOklNyaKzNXsbct+5X5yrZq3JmyxR8+aHFvo8dSo8RMxaRestGAMM3wkwzXMvDjmJmyxbc/3MQwdCQ5tq7xnQdbzFcc4jzjj1xt4McpNdfk+4+azFZtJNAPE5a7ITwCQxfomka9ZJHlkge9GKHBqzMVdE0rhJapEcQpYZJTc02WpjziVPLDpy3qjsFyO+AzS3Uqjsm9tS7L3aIgxLN1PrZYo+33+cHjDlenHaquSXvg6fPjlLJjsNwJma3YyHyY1yipVRw2ehGXytsLV/bzzl4UUfM816SX7WH8vDCRPS+EqEspW5NY1kVjaWnp4De95JzWOK3T4iS399ZchX6U0QliemmKMch72lnFOQl280a9sVQH2DMUdFKifb+b1l5hyd2E50GVvke5mb2IuB/u6zeuNAiTHFMXPGn6WLpO2baY8nLmqg6vzFd2rSZ+63GLkm1QdQyafsy9jR6mrrHWDVju+ERJzqeWapRMgyjJuT1X5pW5Mn/nrRUqnkmWQy/M0HWNhmvRDhL6y12Wmz71koVn6QghWG6FIAT9JMU1dLJccm3KZbOfFN4+KZkuW5i6xnTZwdAElqHR7yQ0PAtLz+hFGYKIRslitmITJhlVx2C9F9PuJzxuBVRsgzTLkOhs9EIMg2IUWiJZmvZwDQM/Snjc9FlqeLw2X+VJ22fLj9GFYLHuFQUkZZt2kPC9h036SUbJ1PFsnYVBTug4F0nUPM816WV7GD8vHOnME0L8K0BFSvnvD37/DPA1YFEI8T3gz0gpj60B8Xnk0aNHgBJ3+3Fa47ROi5Pc3rJdCKuT8ibsFfY57Yv8izSJPmyl71Fv6JMQ929cqY88bot1h8fNkLYfc6XucaXhstaNCGIf19KZLVujyRQr7QCBZL0L99a7aEIQxCkPtwJuzHiULJ0P1/q8ulDl5qxD048p2wZhknJjpsSDzSJXs+knRGmOH6fMV5yiOMOxeNwMqbgGV+oOYZKz3on51FKNXEo2+zGzFZf7mz3a/YSFmk0mJd0oQQAPNvs83OwzVbL59FKDMI0Jkpz11Q7dsKjmni47hHFGRtFUeLqsA4L6oJnzVi/hct1ltmIP+vCJUaXvYt2lF6Us1Bost4KiOy+SJMt5tNUnSnKeiKBoFxOlOIZG20+Kti9j7Wcukqh5nmvSy/Ywfl446pX9Xwf+6tjvf5Vituq/CfyfgL8C/OJkTLsY/PZv/zag+tTtx3no9TZJTnp7nzdJ+6KEluDgm9ZR99EkbuiHuZEedAzmqw4/+/ocbz1uFXlqMyXeuHKZlXbAnbUelq7TDWOeNFPeXZZ89mpjlE8nJdRdk2Y/xo8zOoPxXP04Y6MfYwqNH7sxQ5zlRfW0qbM0XULmkjjNeH+tRxTlJDLHMQw0TSNOEzIpWag5dIOEJ80QQ9eolwxsXccyNJ60AupezrRnkWYZOWAZOv0wJU5yEKDrGmGa8bQdcG3KY60X8mCjT5xJXl+oEqXQj2Pa/ZSSUxT+3J6vsFBzaPsx/Sil7plcnymN9uew0heK1h6OqeOYRRud1XbI99a6vL5YoxfEPGqG3F3vM1cpWsC0w5Rf/4OH/PRrs9weNCXeS9SsdYv5yBu9aPTQMFO2j/T9Oenv3vNck162h/HzwlH3/lWKaRIIIWaBnwS+KKX8e0KIGPhrE7ZP8RJw1nu9TZrzsL0XKbQEkxfSk/BSHGX8137HYL7q8PMf3z6x5t56j4dbfZp+QtU2qHkmWS55tFV47T6xWOMPH7XoxxlZntGLUjp+gm3phHGGoRWV0nfWuugbxTo+cbnGG5fr/N13VtnsJTR7IZksimHKJZs4yxGaxnov4krDo+Za3JwtYxqw2orwk5StICfJMlp+xHTJ4XMzJaZKFmudiPfXOuQCTE3jlbkyrmnQ8mOetgKCJKVim7SChKWpEq0goZYaREmPkm0yW9GZLTs8aYVcbrj8/CfKdIOEO2s9qo5B1bXQNcHV6RJ317qj/edZBtenC4GWZMUIsY1ejGdpXJ3yCm9mL+b6VIncyFlpB0jJnrmYTT9mrRNi6oKNbghCI0wiTL04Nw7z/TmN797zXJPOw8P4RXowPSxH3boIsAY//yzFfNV/MPh9C6hPxizFy8ZZ7vV2HJz17Z10aOm0L66TFtKT8FKUbYNLdXfkZat7Fm9cqY9set5j0IuKBsqeZZBlxciwjV7CjWmXrV7EP3g/5BOXqrxxpcYHa12CtGhpULF1psoOnShFk2BbOkmWkyOwDZ0P1/skWc6DjR7dMCHJIclydNMgS3MiJGXbQEOjHSbUHLMYJZZpXJlyeOtxB9vQ+MlbM6RS0I9SfuzGNCXb4HfeXaVsGdTrFjNlm61+TDKoSE2lpOyYhEmOl+Ws9yLmKg4Pm30cUyPNc65OVXl1vkw3yorZr4ZOtWHQDhLaQUIvyvj8zWnKtvHMsfPjQkRVbH1USfxoK+BKw2GlE7FYcxAaVByTfFA4s1cu5tNWyOWGRycsRqjZhk6U5nTDYnLIYb4/pxXWPeo16aw/nF60B9PDctQt+wPgXxVCPAb+d8DXpZTDbqE3KUKxCoXinDPJfJmzcnGdpJCehJeiF6U8bQVcrrvcnCkNREEwmA+7d3jvoGOw3AqoOUaRWzflIRB0w4T31/osNRwMKenHOULkXKq5/Oxr87T8mB8+6ZDmKVXXIE4z4lTS7MdcnSlhGRofbvS4v9UnTgvRNFW2SNIMDY2NflxMDXEMyGGlHVK2dQxDcHXK48PNPp6lEaWS/397dx7kWnYf9v177oqLpYHeu98y781782aG5JAcSsNlKIcURcoeqaiSyUQUaSkRpSR0YrtK8ZKyZLkc2akk3hQrZSeOaVmhXaQsMrZoibRMcZFkxhJJz0ieIWeGs71l5q29d2O/68kfF8D064fegQbQ/ftUTc1rAA0cXFw0fvidc36/mxtN5ksep1sB7UzBJWObnBrPknMsXMtgIudydaXKat1nvtXWbLWWZtDW6gFKgWdZZEsmec/h9IRHLYjJOgbNEEqtXrjtDh7NMO60ZNv62t1YrZOxTCZLWSrNkJLn8Kqu8dztMnGsGc/aVJsRp8c9PNvccS3mdMFlPGuzUG6Sc9JgzLFUq93c3t4/w7hWbbsvZcP85fQ4rXncj/3+Rf3LwG8B3wGuAz+z6bofB/6gR+MSQgxQLzJR7Q+CF+6UsU3FmfHcofu6DoteZCl2+9A56GuwXPWJtOb2RoOVqs98yWO97hPFSbrD1FQkiUZrxa2NBtMFh0oz4u33j2OgWKr5PHN9nYfncswUMtim4vZGk+Wyz2o1xFIa04aSdvDjBNdSKEPhmgY6gQdnC9iWgQL8IKYRJdxabZLPmJyeznBmPEu5EVH3I6I4LVq8XGlyY63BZD7D6VIGlGbMtVmppjXtlmsBjmVgGAZjrpEGv47N3JjLO+8fZ6pVhqQZxp0AarPNQdHW1y5MNN97boLFqk/GNliu+timSRD6zBU91msh1WZMouEd92d3XYvpRwmeYxLECa5lEkQazzb3/P4ZtrVq/Wg1eBSGMTg+Cvt6RbTWzwMPKKUmgVWt7+qU91eAO70c3HHwxBNPDHoIQuzbYTNRm7NzClAorq3UOD+ZI+uYx+KP62GzFLt96BzkNaj6EYvlJoZh8NYz43zn1gZXlmqgNKdLGQxDcd9EDtAslJtp/UDb5F0XJlmqNrmyVENrzSOnxpgdyxBECYZppqVOKk2yjkEYgaETJgsWQQTr9YAz4x6FjM1bzqS145phzAt3yjihwSt3KuQzJkGSBie6NfVa9kNcy2Qy0cwXPSzT5PZ6nY1mWgj5/ukcpgHlZshkPq21d3utQaw1s4UMD8+NcXo8S9617+5C0ipsvVNQtPm1yzoWYZyQdS2WKk2WKj4Pz+X53nMlVusBi2UfzzEwTcX1tTqzY+mu3G7ar9lYxuL2egM/0oBmIuft+f0zbGvVjrLVYC8NW3B8VA767FaBM0qps8AzWuua1vo7PRzXsTE3N7f7jYQYMofNRG3OQmVdiyhOcEyDpUqTc5O5E/HHdTd73ZG7n9fg9nqD0+NZ7pSbGAacLqUdHpZrIW+cK3aCakj78U7l3c46sYlcgZmCyx9eXmEyZ7NWC0m0JqdM8q5JGCWcLuVohhoDnbZPI2Ysa/N9F6e4vlrHsRRaa6JEk7FM5kou11cbXJjO4YcaxzRYqTZpRjEr5SZvPF1ipRrQjGJc02CmkOFtZ8e5NFvg5YUKcax54YUFNJokTtCkHSPe/4ZZMrbJxZntu3TA3oKidhDlWunmiI1GiKnAMA2mCi4PzBRYqTbZaERkbaMz7djN5tcsjHVnmrbo2cyXvM7Y6kEauGvShivdpjSHZa1ar1oNjsKO3uNg30dUKfXngL8OzJGek28H/lgp9RvA17XWv9zTEY64K1euAHDhwoUBj0SI/TlMJmpzFmqm4HJtuYZtKeqBPnRnhv0Y9AaNnezlQ2e/r0E9iBjP2mgNT19fQwMXp/PcNwkoRTOM8eztCywXPYf3PjiNbRpcXamxtNEkSmDMc7l/KkcUQ5Sk69NiDaeKGe6fzlPz0/ZpdzYaZOx0M8Kl2QKTBZucYzEzlqERxFxZqnJ1OSDv2limyXLVp+5HJECcpJs1lqs+l2YLLFd91hoBE3mHa0s1NGAqRSlrc2OtwQMz+R3rIu41KNoaROVcq7UuzscxDZRSTBc8TpXS9YG7ZZjb97d1XJuz14aClxaqKKW4NJMnjO9eZ9rrtWqHfh8cstXgqOzoPQ72W3z4fwT+Z+DvAL8H/O6mq38f+Bjwyz0a27Hw9a9/HZCgTpwsm7NQWcfi/FSOG6t1Ep3WCDuKP67DskFjO/340Gkf96ofcm4y1woWYyzT6HSPsE21Y4Hl9nELwphzU1nCGII44dxkjq+/uECU6LSgr4YE8GyDN84XKTcDXl6oYpkGbzlTYrXuU23GPDhX4LWVOstVn0LGZjxn41gm37qywqsrVQxlgALPMqHoslz1O+MARd6xmMg7ZJ10A0eiQSnV6WnbLVDZHBS1A5rNdeMgXXvYDOPOruPNt395oYKpwI9jFGl7vVOlw2WYN2evr600KWQsQLFc9TnXCuT7sc70sO+D3VoN7iVgHJUdvcfBfs/OPw/8Da3131VKmVuuexF4sDfDEkKMsq1ZKEMpZovekQZU232QvLJY6fQBHXT2bqcPnb1mVzbfrv3zRiOk6FnpFGmUcKqU7ty0TWPb9WBbx7Rc9dlopH1cT5VyLFaafM+5CRpRwmTOwbNN1hshnmVwetzjNB7nJtPgfaHS5OxElrofk3dtPMckSjQLGw2mCy5jGYcgSlipB0zmXFxDkSjNeiNkvRZ0xtEMmgRxwumix0otoBkmTBdczpQ8rq7UKHr2joFK1Y/49vV1FspNbqzVQUG1EbJY8Sl6Nm89U6QZJvzeC4u87+EZZscynedvKHjhToWiZ3FuIouh6Fltw0YQp7tjFdSDtIBEv9aZHjag2qnV4F4DxpO6aWEQ9vuXbA74o22uS4DMNtcJIYbEUUxJDsPUR7cPkjjRvHinwptPF4cye9e21w/LbrdTKAxDsV4PKWYdTpU8so5FM4z3nGXKuxaPX5zq3LdrGWzUA1zb5OH5YmddXv32BlGSTsXVg5ilik/c2j/3wMzrU7urtRDHNHjbuXHGPItXV2rU/Yi5QoaZsbRkiVJgG4pGlLYym8q72KZK+8oGces8NSlkbFbrPsWMtWugcnmxwrXlKjfX61T9hJrfCugyJs3I4OsvL/Pm1uaOb99Y5/GLU3e9N77/oRnKjTCtfWeaPatt2N4dCwqvNfZ+rTM9bECVd7u3GgT4xuVlan4a+E8XMp3zYuvrcFI3LQzCfo/oK8B7ga91ue49wPOHHpEQom+Ockpy0FMf3T5Ibq7X9xQMDNpesyvdblfKQs41OxsgXMs40DrGrYF5PmPjWSZLlSaNMMazTcJYk7EM6kHMtZUajmlgmQqd0DmvLs0WuLZSoxkmjGXScyzRUPBs/DCmmLWwlEGoY9aqIeOt/q3zJY+lSrrrcrUWYhDimIpCxmZxyeeN83e/Xt0ClZfuVCg3QqIE0OlmnUozpBGEPOy5xIZmreYTJwkb9YCpvHvXe+NW63j34r2xOXs9nXfuWlPXz3WmvSqU3W2KvtoMKWVtwlh3drd79r2vw0ndtDAIxu43ucsvAz+nlPrrwKXWZTNKqf8a+EvAP+jh2IQQPbY5CGjXjGtXyD9u5ktpGYlmGKN1ukFjo5EWkd3MtYzO1OWwqAdR11prW8e53e0gXSfXbk9lm8aBgpP2h/lbz45zcTrPH726yvO3y6xVfVaqAev1ANs0ubFWwzYUoAkjzZmJ7F3nVTqVGnF1ucYrixWWK01ymbR9WZJAI0z7vk7mXR6cez140Ggyjsnp8Qymma6jC+OErGNyeamWZvxa05ebA5V20PHcrTJr9RDbMGhGGtcyUYnGDzTKhJxrkeh0k8ZaLejre6N9LG3TINHwwEyeC9M5Eq0P/PrsRbf3gR8lnWzbQbT/jhSzDmGscS2js7u9W8C4+bkf5nwUu9tvnbpfUUqNA38D+Juti38baAC/qLX+tR6Pb+R98IMfHPQQxIjqxzTpSVrb0m0K+OG5AqZxdxDUz2mgg76Ge82u7HS7XmRKN28yeOb6GpN5F6U0VT+hHgU8PDtGwbO4vlpHocm2Wp9lHQutdee8yranG1tTs0XPpRFqMpZiImfjR5pEax6cLXBx07TteNZhvvh68LFaS3vBjmdtnr9T5sZaHdes8Ib5IrlMOsW/ORs9nXdYqfn4UUwUJdSSBM+1qPoR1WbMdMEhSiCIEsZzzo5Fi3thENnrfiyFaP8dae9sBzpT5aWs0zUDN+jM/Umx71dVa/33lFL/N/A4MEVas+4bwPcqpf6d1vqHejzGkTY1NTXoIYgR1K9p0pO2tmW7aSPo/zTQYV7DvU5X7fV2BwkuN48/bXgPzSjm7HiOM+PpY4VxjMLi4bkxwnhzP9WYG2s1wliTdSzqQYznWEwXLGKdsLDexLXSXbj5jM2UbXJ2IssDM68fm25fQMqNgNWaz51yEz9MiOOEIIp59tY6H/qes+RdqzPmjG1y/0yeeCG9rzjR1MKYvGNydtJjLONQ9SMuTOV5aHaMRhQPzXuj11/oeh1Qtf+OtHe2L1bSzh/5jC0ZuAHb05FXSpWAJ4CzwBXgt7TWX25d92Oka+zeBrzcn2GOrhdffBGAhx56aMAjEaNkL2uqDvKH/6SvbTnKDRyH2XW413Hu5Xa7BZfbnUebx98MEyayFs1Is1rzOVXySJKEl5ZqnA7izk5Xx4pYKDd5aaGKYxo8dn6cME54bbXO/ZM5bqzX+c7NdSxlMFd0yTk2D8wUOFXyKDdCLi9WOmPo9gVksexzc63OXNFjJu8SJglBmJBzLcqNkJxr8cKdclrQ17WYyrs0gphKI6DqWxRcixcXK9T8mJIHP/iGOWbGMmnNvlKBW62p1l69Nw4bTA/rZp7Nf0c822RuLMN41hmqMZ5Uux59pdSbgS8Ds5su/mOl1H8O/BrwLtINEj8JfLYfgxxl3/jGNwAJ6sT+7DZNetA//MOwK3XQjmoaqBe7Dvcyzt1ut1NwubmbwtbzaPP4PcckTmwaFb+10cDm5cUqpqE4P5nFj3TaTqrSpBHEzBZcTpWyLFV8cq5FMWNxa6POStXnTClLzrGoBTEVP6LWjPjWlZVOMeH2GE6VvHuCrI1mSMZOCxorpXDMtLdqxQ95+voaf/zaGlU/YipnE8UJi+W0tMpqzWS54rNSC3nbfRPkXIMba02evLbKn7g0zZvPlMi7FrlWMNuL98ZB36Oj0Ihe/o4Mr728Av8rUAb+NPAMcA74h8CTgAv8lNb60/0aoBAn0W7TpL3IAon+Gpap7p2Cy53Oo83jnym4rFZ9mkFMpRmyUG6Sz1i888I0ShncKddoRunu1jBKuLPhY9sm0zmXxYrP6XGP33lugWozIusYrBshnmtyppTlykqVgpvuSK4HEYsVn416wHLV5y1nSpQbYSdwuDRT4JWlCrUgJuemu2/9KKLaiDANxenxtB7fqyt1zk16uLbBatVntuhRaUZ4TkKlGRJGBjMFF4Dv3NxgKu8eauNANwd9j47Kulf5OzKc9vLX5THgZ7XW32r9/KJS6r8nnWr9hAR0QvTebtOko/KH/yQblqnunYLLnc6jizOFzvi11vhRgmEoHpwrsFT2mSq4ZB2LV1drrFSbXF+psVYPyDoWsdZcvlOhOR4zV3QZy1hoNDlHESYa0wClFbFOeGWhwtmJHN+9U6bhR4x5NhnL4PmbG3z3Vpn5UoYHZwudoMs2DV64U6bcCMm7FkmiyHs2Jc/BNU3QGsc2eO5Wmem8g2tbFLMO37q6wmw+w0zBTbtRLFaYL2YIY00YJzxzfQ1F2oZsL5m13aZWD/oeHZYvA2I07eUsmQWubbms/fMzvRyMECK12/TGSf3DP8y9XLfazxRVP5/XTsHl7fXGrrtnb683uLxUZTLv8Naz42Qdk2srNWp+zKurNa4u1RjLWDTCmJqf4JgJhoJmpFmuNkFBmGgKrkUYa2I/puQ5JDrhP722jmUazBQcljaaNKMYy1S8slDldrlJMWPRCGLCKKHmx1ycyVP1I952X4mNRki5EZJUA95xbpJqEFFpxixWmxiAgaLciFhfqWOZimLG5k65yfW1OnGcYJgGNT/mobkCGduk0gxBw1wxraG/U2Ztr1OrLy9UiHU6fT1TcDGU2vU92n696kHaxaHcjFDAuy7Kpjuxu73+1diue6+kBYTok52mN4YlC3SU+rmAvBdB1Xb3sdsUVb8Xxu8UXO52HrV/t511UkoBMFNwudqscn2lQd4xCOMEP0woehYZxyCKNJalCGNNI4gJQs18McNyJcA0DBarTRp+hNbw3odnqfgRfhzgOQbP3iyzuNFgtuhRcC2qYUy5GbJQTluMtZ9LGGsSDfNFzWrdZyLncnmxShQnrNYDDMCPFJOFDM/e2EgDxDCmEUZpdw3bohEmuLZJPYiJE92uuNKxXWZtt6nVqh9R9SPqYULOMQnjmBfvVJgverzlbGnX1+tUyeNbV1aIk4Qxz6bo2dxab5BzraH9EiOGw17Pjt9RSnUL4L629XKt9czhh3V8fOhDHxr0EMQxdBIXKvdrAXkvgqrD3MdRLIzfLrjc6TzaHKQuVnzKjYgoSTrdJEpZl9vlJgXPZrUWMJF3yLSCoEYY8bZTRSbzNgtln+mCg2EozkxYrNQCTAMWYs33nCulO2eDmPWaTy2IWKkGTOZdxjybKNbkHYusY7JcDTrB5XzJo9pqTzU35vLSQpV60CBrG9ysBvhhwvmpHH4UU8rYvLZSo+CZnBnPcmu9Rt2PsQzFmYksM4UMS5UmpqHuSV9sl/3ebWq1XWOv6DmdDhw51yTrmns6p8qNkAdm8ndlUJthPFSbJcRw2stfrL+5+03EdorF4qCHII6pk7ZQuV/rCHsRVB3mPga9PrLbebQ1SK00Iv7w8jL3T+eZyttU/Zia7/Pm0yWKnk2iNV9/aYkXbm1gmgZnxj2m8y5BnDCedTg97vHqSh3HMjhVzODnbfwoYW4sXSeXdUwevW+cF+9UGM/5eJZBI4xRGiZzGdB0+rY+c32NxYrPeNZpHWeTh+YK3Fits1xNKGQtHpwr0Ahjlqs+G/UQzzHxQ41jGdw/ledUMSGIE0pZC9uEjUbIdMFFoWiG8T1Zy61ZWGDH5Q+bM5vnWlnPzcWYd7PXc6LX0/ajtLxBdLfrq6W1lqDuEJ599lkAHnnkkQGPRIjR1q91hL0Iqg5zH8O4PnJrkBomCRemczTDiHpgknNN5osutpkGP3GSMJ13aUwXqDVDPMfitdU6D8+NMVlwMA2DmTGXl+5U2GhEeI7BI6eKmMbrQZShFPNFjyTRXFmqUQ9CXMvgxnqdmh/h2RbjWYe8a3FlqUozjMnYJlnHTHfGzhYoZh1eW61zfb1BMWNRytpcX2mQABNZm0arLMr5qTwFx8KPYtbrIfmMzVvPjnee++asJXBPFrbqR61NFd2nrQ/7mu7l93s9bT8K9fHE7vbb+1Xs01NPPcVTTz016GEIMfL60cMSXv8A3Wy/QdVh7qNfz+swtvaUbYQxk3mH8ZzLG+bHOD+ZYzzrAGmP2bV6iG0ZPDxf4JEzacsu04BaGDFf9Li93uQPXl7m2nKN1VrARiMi0ZpTJe+ufqBvOVvih95yiu89P8541iVJIE40hoIz416nL2sx6wCKpUqzM0Y/SpjKu9w3kcVojTlnm7z5zBjTOZdmnHDfeJaZfIa6H7HaCDg3meP8VJ7HL06Rd1/fHPLWs+OdYKZbv+TxrEPWNbftZXrY13Qvv9/rPs4nqS/0btoB7jPX13h5oTJSVQUk/BZCjIR+rSPsxaaTw9zHMK6P3Jop8myTqp+uC2vbvEt2puCSn8rRCGOuLdc4O55t9QKNuLxY5fJylY1GiGMZuJaBqQwWyk2mNxqdDNlm0wWXh+cKnZ2ja7WAvGuxVGlybjLX2aix0Uio+SE31xosVQKKOZuNesD5qSyodI2c55i8YX6MpUpA1Y+YBOI4xrJMVmsBD86N7Xis21nYehB31sdlLAPPsXi0y9jh8K/pXn6/19P2g14GMCxGPWM5/CMUQoiWfqwj7EVQ1asP8WGxNUgtZNIND/NFt1Ozrtt042LFbwVuJn6UUPRsyo2AOxsNLszkcM30eARR2rP1tdV616AO0gxge7ctQBjHrNUDNNAIYqJEEyWa52+3er06CoWiEcbUgwTPNjg/lSPrWDTDmFjrzuaDzUWOv31jvZOp6ybrWKzVQ+6UmzimQdYxqTRjqr5P1b83EGrb/JoeZK3abudEr6fth3EZwCCMQkePnZysV0sIIbroRVA1bIHZYWwNUouezfsenrmru8PmoLUdBG7UA0rZdBNEECecKuW4tlwlSTTo1wM021TUgu6Vsqp+GnBdWapSzDrMFFxmCi7PXF9noxGSc00sQ+GjSHTC6WKWq6s1GkFMwYVxz2W9EZCxPRbKTeaL6VRm3rVwLYN6EHFtuYZjGWQsg8uLFVZrAQ/PFbg4c282Zr7k8fytDQzDwDEVQZSg0MyXMtt+0G8O4to/t9cD9irz0+uyRiexTFI3o56xlKBOCCHEPboFqbNjmR1vu1z12WhE2JaBoeC11RqLlSbjWYd6mKCUagV0MYnWnJ3I3nU/7amv8axDM4yp+TFXm1XmW2vv5kseNT+m3gosb683WSr72JaBaypurdep+jFjnoVRzLBaSztcLFd9ri3XyLkmRc+hkLHQGl5dbeA5JqVsunYu0dwTbOVdi5mxDPUgohbEeI7JqZLXmpK+94N+6/Tdt29scHujkTa9zzlMFzKdtWqH+RLQ62n7YVwGMAijnrEcjVGOsI985CODHoIQQhzYXqcO867F4xeneOb6Ggtln5xj0owiNuoh640IL0xQmIAiTuDB2QIPzNwd1Gye+tIaXlgos1r1Wa0FnJ3MMZ13eHWlTn4sQ5LA7XKD9VrAmcksSaQZy9pkbIMo1viRZjLv8upKnZxr8cB0jleWarxwZ5V33T9OpRkRREm6w3a1gQamCm7XYGsq7xLG9j1147p90G9+DvUg5uZ6g0yrREs+1lxbqXFuIksYHz7z0+vs8HHKNh/UqGcsJajrs2w2u/uNhBBiQHYK2va7aDzvWvhhwkt3yqzWA4Iw4eyEx2TOZr0RUm7C+ckcD852n+rcvClhodJktpDhTCnDej2k2kwDxJxrorXi5kYdxzTJuyarFZ9mFLPRDNEJjHk2zSDmlUqD+VKOsUz6OA/OFqg0Qp69VWYq72IZCstU6ESRaN3pVLE1sNnPB/3m6bulSpO8Y2Iohd8KIAFurte5OH2yg6dhNeoZy9EY5Qh7+umnAXj00UcHOg4xuqQgqOiX7YK2UyWPciPkhTtlbEMxkXe4U45pBDGmAkPRdYPDQrnJH726ylTBwUDx6mqN79wsM1908SNNxjJxbbMT0G0+tzVwfbVOnGgqfkQxY+G6aS25YtZhLGPxh68s89DcGCvVJmjIORazBZcXFyooFH4QMT2WJeeaxDrm5cUqhlJUmjaTubRY8aPnSjx3q4xrm+jWWr8wiTk9niWMuxcI3u6DHmj1aX39vbl5+m6tHhCjubJUJe/azBczGAZsNKKBlqwROxvljKXUqeuzp59+uhPYCbFf7Q/dME4XeodxMnJ1k8Tw6labLE4Svnl5mTBOMFS6U/Wbl1epNkNyjoky4IU73c/Bb99Yp5S1cS2LpapPrBMsA64t17FNgyCKubpU5eWFCgvlZufcNpTiylKNciMkjBLKjZDFjSblRkgQJcwUXMazDvNFD41mvRGSsdO6eJZlkHdM7pvMMl3MteqrmVxerBPFmnS6N+HGWj3dBZsoHp4bY8xNe8HGScKpcQ9DKUDvupu1XcMO6PreHPPSjSKrNZ/lqk8YaebGMpSyFq8s1mj4MQ/PjUZ5jEEY5Rpxw0DOKiGG2KhvrxfDq+pHvHCnjAKyrVpzWcdioxGiodWtweK1lXSDQbUZUfQcFAZFz+p6Dq7XA86UstwqN9loBNiGopnEhHHC7JhLmKTZPtcy+PaNdU6X0oLCr67UWsV/TcJE4/ohN1fq3FxvcnrCI4gSsq7JmYls5z2gUCgFUzmXRhCxWG5S8yPmxrJcX60RxgmFjMV6I2Jc2VgmrR6wTmcn78JGk6urNa4u1Sh4NvdP5JjKu3s6ftu9N8uNkEuzBb5xeZkx16bqR8yUsox5NpVmWkz44kz/37v9yvD3c+Zg1GvEDQPJ1AkxxLZW9gc6ZRmEOKj2h6dtKmzTIIoTri3XqAcR5UbIWCZd19YIY15arLBa8yk3ok6pktOlbNdzsJR1iDScKWXJezblIGalGmKbirVqQN1PGPPS0iJ3Nprc2Wjwwp0y371d5vpajRtrda4t1/Asi1LWIdYJaFgsN1mtBmgNp0oec0WP9UZIkmgemsvzhvkxSp5DKeuA0limYjLvopSBqdK1bdeW6/hRwvsenmF2LMOYZ3NjvUHJc3jDfIGS53BjvcGYZ+/pGO723myGMQXP4tS4h2ka1IOYnGMwXXD7HqD0K8Pf75kD6WpxeBL6CjHERn17vRhOt9cbxIkm0XBlqUohYzLuudxYrWMaBo5pcm2lhmMaXJzOc3OtQc1vcnYqy/nJHIaCjGnec78Xp/N88ZlbGAYUMxarFR/bUkzlHcIkAa2YG/NYq4etEiEJtgEr1QA/ijvdI0qeg+cY5B0bw1BkDJNizqGUtSk3Qh49O84DM4VOxmiu6PGcUea+iRz5jMXN9TqVRoSBphZE/IkHpqj4MUmSkGsFVOVGyAMzOcrNKA24Wv1sy41w29Itm2333tSk07K2oVAGKAyCOOFc67jZZv9zKf3K8Pd75mDUa8QNA/lkEGKIjfr2ejGclqvpei/XMnlgOsdCucmrqzVmixne++AM37y83Cm2O53PUG3GzJc8vFb9ufY5uHWjQ92Pedt947y6XOHmWp2MbfLQ3BhhEuOYJp5tYhiKm2t13jg/xkYj5E45YCJr8/ztJlU/ZCrngtJcXqrxg2+aZSKbdrGotaZt2x/wWxezv7RQoe6HNMKY8ZxL3U/XBJqGIog1SsHp8WwnAKkHaUHgidzr061a371RYqepxu3em4YCxzI4M5FtFTnW2IbixlqN2THvSN67/QqO+h10yZfYwxuJI6WU+nvAjwABcBn4aa31epfbXQMqQAxEWuvHjnCYXf3ET/zEoIcgRtiob68XvbFdcHHQ9U3ph7BqTR8anJ/KU25GZGyD2bHMXcV2cxmLd12coNKMWKkFnJ3I3bXzs73+6eXFCjU/5qG5AqfHZxjPZ4jihEozxHMsGkGE55iYhmIqn3aJGM853Ck3qfgRp8dd4kThtALH6XyGjVrIRNal3AwpN0K+fSMmn7G7tud6cLbAlaV0bZ5jKWqNiLVGQNY2WSw3WusFA8I44dJsoWsAsVYPWasHPHN9rXOctusEsd178/JiekyUUpyfyrFY8an7adB7VGvD+hUc9Tvoki+xhzcqnwxfAX5eax0ppf4O8PPAX93mtu/TWi8f3dB2Ztt7W58hxHZGeXu9OLydyo7cak2H7XdRed61aAbp7tJyM239hYJLrdpp3Yrt5t2Y+yZynXPx6etrLJTTLgyebVL3Y/IZk8WKz/lJC88xCWOwLZeH58aAdJ1Ze/qxHQxcmM4TJxrPNrFNg4mcy9WVKvmMRaXVMuz2ep1TJQ/LNBjPOp3nCXSC2kYQU2mGLJYbWIbCthRnxz0KGZsxz8YxDSp+zHKlhueYNIKYpYrPqVKG8azDWj3klcUqD8ykX5peXqhQD5N0c0hrfVf78dqPvfW92a3F2fnJXOd5H9WXsX4FR/0OuuRL7OGNxJHSWn9504/fBP6LQY1lv5588kkA3v72tw94JEKIUbTdOqbNu0c3X76X9U1TeZcoTnjhTplEQ94xcWyLSivA2+3Du+pHvHinQsmzyToGQaRZqQWYhkPUigNnCi4v3qm0igXre+6jff/TeYcXbmk24ohL03mU0kzlXCwTwkhT90OKGZtmGGMoRbmZbuR4ZbGC1un4DKW4vdHEMhRnJ7IErQ0dfpjg2haOlY7Rj2LiBO5sNLg0U8A2DW6u1Tv16R6YyXWmY2MNOcdkqdLkXGvMW6cat/Z4XaoE1PyIG2sNlqs+KxWf+6dzmIZxpNmmfgVHRxF0yZfYwxmJoG6LnwE+u811GviyUkoD/0Rr/cmjG1Z3zz33HCBBnRDiYLZbx7ReD7gwlbvn8r2sb5oveXz3dpm5YpZCxiSINOVmgEbxey8s8PDcWKcAcbcP79vrDYoZC6XS0iKupZgdy3Bzrc79Uzm01hhKMV/0yLpm1/toBwdhnPC2c+O8tlqjEUaMeTbnp7KYhsGl2QLfubHOcqWJa5s4Zrrp4PZ6g2aU8KZTxXtKolimwRvm0+zYs7c2yDnpzlPPNsnaJoWMSZyAUoqJnEPWSTOEWce86zinmcaYtVoAQCOMMRTMFdOiwd16vF5drvHATI5LM3kWyk1urDdwHZMfeHj2UNPlB5F30/tvP97t9UZPHk+CruE2NEGdUuqrwFyXq35Ba/2brdv8AhABn9nmbr5Pa31LKTUDfEUp9YLW+utdHusTwCcA7rvvvp6MXwgh+mG7dUylrHPg9U1512K6kNZ3qwcxaYlehWebhHFCGCfcamX8ugUB9SDi9LjHqyt1ABzTwLUV2VYg0Q7i3nK2tGsx37Y3nyltu26wGWkqTZ9mlJCxDBINr67WyDomKMWryzUytkHGMtPjMZnDtQw822Su+Ho287u3y6AVnv36DtR2INw+zonWLFZ81ms+r640UApyroVpQLUZU/fjTnDmWgaJ1ry6Wuc7N9bRWvPC7ZipQoaMbXJhyka1nutR12Dr1+NJh5vhNjSvhNb6Aztdr5T6KeCDwPu11nqb+7jV+v+iUurzwDuAe4K6VgbvkwCPPfZY1/sSQohhsN1U6FvOlLjVqt91kPVNm9fNvbpSwzYMQJN1rV2ncrNOWqOsvRGg1mof9ujZUtf2YbB7MLBdBshUitvrDXKuRdYxWK+HvLpaZzJrE8dwq9xgpRowX8zQCBNqYUw9SLNq901k8aOkc4xMBbUgbQnW1g6E50se376+zu2NBvmMSc61gTq6NfbxnMNDc9l0qrf1PJphzDM3NmiGMa8u12hGMY5l8rhnE5uK2+sBk61ixkddSLwfjyfFgYffSLwKSqknSDdGvFdrXd/mNjnA0FpXWv/+k8DfOsJhCiFEz+20jinnWgde37Q5WKwHEZapCCPNqVZP0p2mctu/61oG51qBkx8ld3VK6FbupJS19x0MxDodUxgnNKOYZpxwqpgh55osVJrYhmI8a/PcrTKFjMmpkscri2XOTebv2kzRXitY9SMMxT3r/PKuRdY1076xCXi2wbnJHLmMiW2anG8Fy5vLnjx1bQ2lNE0/wjAVjXpMxja5vFzj0kyBIIaMY3aO8VHWYOvH40mHm+E3EkEd8I8Al3RKFeCbWuv/Til1CvgVrfUPA7PA51vXW8Cvaa2/NKgBCyFEr2yXxTrM+qbNwWKiQSdwfirXmb7daSq3/buXFytcXqoCcHbi9ezX1oxOu9zJmGdtu5N0p3E2wzjdwWopXlqoYmjNeNYBpViv+azUfMYyFvdNZQmjhNdWGrzlzPhdmcG5YrpGsB7E3FxvkHctpvLuXYGwAi7NFGh9jgBp79tGEHd+bh+XWhARxAlxnGBZBgXXxg9jLNOgGcWsVgPun3m97dhR12Drx+NJceDhNxJBndb6gW0uvwX8cOvfV4C3HuW49uLjH//4oIcghBBdtYOzduatGcYslNNSJ6Zh8M4Lkzv+fqLTLhLt6d929m1rRifR3FXuBPYeDEzlXWzToNJMAzLPMfEsg1LORQHlesiZ8SyeY3G65OFHCfUg4tmbGzwwkyfvWqzVQ/7o1TUemMkxU3ApejZ+lDDfykq+vFChHqTlSMI46eyAnS5keGmhQtY27snsXV6s8OBsnqdf28CxNIaZFh1eqfpM5R1sW3H/VJ5iq+3YUddg68fjSXHg4Se9X4UQ4oTLuxanSh431xpUmhFFz+7Uwdsu8NqpT+fWvqiebYJWXTNeu5kveZhGurv2odkCb5gbI0pgLJNm2tYaIUGUMJG1O71pLVMRJ0lnbJVmSM61KDeju8Z6ebFyVy/T8azDK4s1Vmt+awcvzI65nWlb2zQ6U8ZZx2oVanawTYNmEBMmMJF1mC1mWKr6bNTDTuDYDqBt07jrviANKp+5vtbTPqrbPd5h1r7Nt4LmZhijtaYZxncFx/3WzgD3+lgdJxJe99kf/uEfAvDud797wCMRQojtlRshl2YLd2VhmmG87RTpTlNxWzM6O2W8drN1TWHRs3nfwzOtqdSIizN5kkSTAK6pOFXK8cpihTHv9cLvjTAm76alTdriRPOtqyvMFDIUPZvpQoaJnMMDM3nW6kGrzInFW8+Odw2E2oHew3Nj/OZ/ukmUaCylMEzFzbUmEzmbV5YrvPPi69nObsWK+7nxoNflRwZZHFg2aeyNHIk+e+mllwAJ6oQQw22/66U2B271IGap0mSjkWbE3nLGu2tnbjvj1S7tsTkY2EuJjG7ByexYBoCLM4XOh317mlFBZ9oT0kxh1Y/Jue1NCzEvL1ZJYk3RswhjzbWVGucnc4xnbcI4zSK267uNeXYniNw8xnaAk/dslAInbxDFmoJrYxlQroU7Bh6juPFgUHXqRvFYDYIEdUIIIfa9Xqq9ZqsexNzeaAAKU8F41ubWeuOe4sXdMl4Hyb50CwK3Zo/edXGKW+sNmmGMaxkUMjYLZZ/5oovWmhtrNbTW3DeZJYw1rpU+56VKk0LGZqniU/Tse9bjtads//i1NR6aK/DATIFLswXun8zSCBOCVscK2zTYaATYpupMSe832ynuJsdqbySoE0IIse+F9e2MzTcuLxPFSavXaZask+5WbU/n7mS/2ZedgsCtt99c7qU9ZXtno8Hzt8tcW65xYTrHVMFlsewDYJuKjUZIuRFyevz1gsXt9XiL5SaJTjdDlDybOxsNtE47Y5ydyPHszXXWGyHFjEU9DInihPmx3J6znW2y8aA7OVZ7I0dDCCHEgdZL5V2LmYLLhancXWVA9ppBaWdf2tO3jTAmYxl4Tvcpvs1BYHu36kY9YLnq8/jFqR2LGVf9qLNbN+eY1IKExbLPzJhL1Y9ZrwfkM3Znw0Rbez3e5aUa901kcS0TjaYexJ0s3NmJLLapePLqCqv1kFLW4fypHNOFzJ6yne1j1u8dsaNMjtXeSFDXZ5Ylh1gIMRoOsl7qMBmUrJNOb94pN3Fa/VcrzZjlah3PWUO1btNew7Zc9akHERv1gJVawOxYhlLWZqMR7Tpte3mxwsJGg1in9ej8KMa1TCrNiPmix3jW6QS1m5+PZ5usVAOWKz6GAs9Oiz4XMlYneL04U6DqR7znoRlurzdApd05Chl7T9nOQWw8GDVyrPZGjkaf/eRP/uSghyCEEH1zmAzKfMnj+VsbGIaBYyqCKMEPI6I44c5Gg0szhc4U66mSx2K5iWGkrcJWqgG315vMFjOcncjuuHat6ke8cKdCKWuRM02COIEADKVZrQXcN5HrBAhbn49tGFxZqpLLWJhKUQ9ilqsB77ow2QleNwccYZx2nMi7FkXPvmvjx3abQk7yQv/99JI96cdqLySoE0IIcWCHyaDkXYuZsQz1IKLWKiycdUwKnkWccFf3iW/fWOf0eJZrKzWurdQpehYKg8WKz2TOJU4Swjjp+ji31xud2yulcC2TMQ+SRPPo2fG7AoWtz6cRxTx+cZKyH3FlsUYhY3HfRIaVWhPL9DrBa/v3tgs6pCTHveSY9J4ctT779//+3wPw3ve+d8AjEUKI/jhMBmUq7xLGdid4++7tMmiFZ79evNi1DNbrARemciyWTfKeRRBDzjEpWiZjnsXNtcZdvWc3qwcRp0tZXl1NW4c7lkJr2GhGuxbObYYxc2Mup8eznJvIsljxqfsRYaz3FXxISY57yTHpPeko0WdXr17l6tWrgx6GEEIcSL+r+G/tUmAqqAUx04VM5zZ+lFDKOvhRggbecqrEzJhLzrUpZKxdA7SsY2EaivOTOWwznULVaB6auzcoaz/fdpcJ20z7zbanB89P5rgwnefhubF9ZZO2dtmANFitBye3JIcck96ToE4IIURXWwOcME46gd1egr293GZrO6v5ksfsmIuhuKsV1cXpPC8vVHhttcadjQZjrkWiNQq4uV5HKTpTplu1A0dDwX0TWc5P5pgd83igS2Zva/uzM+Ppzt4bq/VDtcZqbyjZ7KSX5JBj0nty5IQQYgf7Wch9HGx+vosVn/GsTcZOuzO0p8deWaygNTuuhdrPeqlu5Uc2r9GbzLvcWm9wetzDNBUvL1RohDFvnC+yXPNRSpF1TJ67tcHztzZ418WpTseJzfe/l3V/W4vcZh2TSzN5rq3U9rRmcLvzRUpy3EuOSe8d379MQghxSCdtIffW53t1uUYziMjYZid74loGl5eqXJzO77gW6jDrpbYGee0xZWybiZzL+ckcLy9U+d0XF0i0JtGac5N57hvPEiaab11Z4QfeMLtj3brtdCvRYhqKh+fGdv399vGLE025EXC1WbsryJSSHHeTMiW9J0euzzxvfyl6IcTwOGkLubc+36JnU/VjFis+5yfTj4v2dFm3tVCbpz572dbp3vtSRElMM0yYytkkwHLFJ0k05ydzNMK48xrtN9O6l+zRdvd5e71BnOhO3b1S1qbSjO8KMo/jeXMYckx6S4K6PvvxH//xQQ9BCHFAJ63f5NbnO13IUPWrbNQD9ET29QCn9e+dCg73sq3T1vtaqjRZr4dMZh3CJKHg2kQ6oeaHLJSbnJnwqAfRgTKtu2WPdrrP5arPy4sVGkFMIWMzmXMouCZr9WDXLwJHOc1/0pYUnCSyUUIIIbZx0hZyb32+WcdkvuiRz9hU/QjbNLg0W+Biqyhwe8dqt80DW3e1HnSDQbf72miENMOES/N5DBSNMMZE0QwTKq1er1nHumfTQ8Y2O0WKd9IO7N7aqmG3OeDZ7j5fWaywVPGpNCPGMhZxknBjrZ7+7Nl37ejcuoFkodzcdkNKr+20+UWMPgnq+uyrX/0qX/3qVwc9DCHEAfQyMBkF3Z6vaSgevzh1V4CzdcdqO9jrtoZtp9vs1db7yrkWZyc8co7Nw6fGSLRmvRFiG4oz4xlMw2C+5PWlZMZ293l9tc541majFvDyYo3Vqk8QJdwuNztBJnQPqr55eZk4SfYdfB7EQQNdMRqO59fNIXLjxo1BD0EIcUAnbSH3fp7vXtZC9XK91Ob7qvoRz1xfY6HsYyoo5WyurzbIORazY14neOzlFHDbdvfZDGLWtebS7BivLFXYaMRYZsyp4utBJtBad5dwpxzQaHXRaIQxG42QiZzbuc9+TfOftCUFJ83x/MskhBA9ctIWco/C8827Fm89O853bqzz5NVVHEvx7ouTzI55mIbq3K4fJTO2u8+MYwKKmTGLMc9mteazWg9QSt2VoVyu+ixXmri2Sc5J+9CWmyFaa+6fyncep1/T/P0IdMXwkFdRCCHEyMm7FlN5lw+8cfauAKW5aefr1swjgFJwebFy4A0C22Uzm2HMctXHjxJcWzGZd8ln0jFufoyqH4EycK10zK5lMpF1Wan5NMN43ztu96vXga5suhgucuSFEEIcyqA+2PcyldgOwjbvWm0HMwetOdgtmzmVd7FNg0ozpB7EeLbJRM6j6Nn3/G4zTIM/x1IEkca1jbvWDO5nx22vgtKDvF4nrY7jKJCj3mdjY2ODHoIQQvTNID/Y9zOVuFPNwfmSd+igdL7kUfUjZscyd2XAtm6q2Sn4227au9f1Ens1xX7S6jiOAgnq+uzDH/7woIcghBB9M8gP9v1MJW6X1Vus+FT96NBB6V4zYO3gr5BJe9eu1wMqzYizE9lt73tYNzcM67hOMilpIoQQ4sD6UTZkr/ZTNmW7moPtgK4XJT52qm+3+TanSh431xpUmmlNvVMlj1ub1v3tdeyD3twwrOM6yeTI99mXvvQlAJ544okBj0QIIXpv0Lsp9zqVuF1WL+9au7Y8O4xu6w3LjZBLs4VtN3jsdeyDbnw/rOM6ySRT12d37tzhzp07gx6GEEL0xagUaN4uqzeVd/uWbdque8Ny1d9XdrOXhZx7aVjHdZLJkRdCCHFgo1SguVtWr5/Zpu3WGy5XfYqeva/s5rDWDxzWcZ1Uw/euE0IIMVJG+YO9n0HpdhsJ2hsy2j/3sy6dOFnkDBFCCHGi7RSUHia42m694VTe7ZRR6XddOnGyyNnRZ5OTk4MeghBCDNSoZp3awVWcJGw0QsqNKt+9XeadFyaZHcvs+vs7Te3uFEhK/TdxULJRos9+5Ed+hB/5kR8Z9DCEEGIgttssMAq1zG6vN4iThDsbTeJEM551UErxzcvLexr/QTcSDLJMjBhtw/9VSQghxIEMQ4ZslLNO9SBioxHiWK/3ai1kTNbryZ7Hf5D1hoMuEyNGl2Tq+uwLX/gCX/jCFwY9DCHECTMsGbJRzjplHYtyI8QxXx9/EGnGMlZfxz8qZWKOQvs8fub62shkeAdJgro+W1lZYWVlZdDDEEKcMJszZIftlHAYo9x1YL7kYRoGFT9Go/GjhCBOGPOcvo5/2Ou/HVWgNSxfTEaJBHVCCHEMDUuGbJSzTnnX4p0XJkmShPV6iGXA3FgG01B9H/9eWo4NwlEGWsPyxWSUDMdZIoQQoqeGZV3WKBUn7mZ2LMP73zg38LWJw+Io10huV+dvGDN1w7B+FSSoE0KIY2mY+nKOcnFiGP3x99JRBlrD8sVkN8NUV3C4jswxNDc3N+ghCCFOoFHPkPXSsGRRemHQz+UoA61h+mKyk2Ha4T2aZ/UIeeKJJwY9BCHEAAz6wxckwwTDlUU5rNeLIWvKjYCrzRrP39rgXRen9lQMuReOMtAalS8mwzRNLBslhBCix2TX3vA4Tovt02LImjvlJlECpayNYRh868rKkZ1bR70zd1g3jGw2TDu8h+/oHDO/8Ru/AcCHP/zhAY9ECHFUhmk65qQbpixKN/vJ6NaDiHIjwDGNzs7mgmuyVg+O9NySDPDdhmmaWIK6PiuXy4MeghDiiA17IHGSDPNi+4Vyk29eXkYDYxmL0NNU/WjbjFTWsbjarFHK2p3L0rp59kgUcz6uhmmaePBntRBCHDPDHEgcB/vJbg1TFmWzqh/xrSsrBLEmiCIWyj6GUePh2bFts27zJY/nb21QacYUXJMgTgiihLliRs6tARuW7KWsqRNCiB4b5YK7w26/6xWHtTvD7fUGNT9kox6QJIpixsJA8d07GyxX/a6/k3ct3nVxCq01a/UA01DMFTOYhiHnlgBGJKhTSv2iUuqmUurp1n8/vM3tnlBKvaiUekUp9XNHPU4hhIDhDSSOg4NsfBjGxfb1ICKKE5QCxzJQSpFzTcJY7zhNPzuW4QfeMMsjp0tM5V2KnjM0z0kM3iidBf9Aa/33t7tSKWUC/yfwg8AN4Eml1G9prZ8/qgF2c+bMmUE+vBBiQIZlOua4Gfb1inudGs46FpZp4kchQRxjGwa1IMY21K4BmpxbYjujFNTt5h3AK1rrKwBKqV8HfhQYaFD3gQ98YJAPL4QQx8owr1fcT028+ZJHzrWwTYUfJWw0Q6JYM5lzWK76vLxQGekiyWIwRmL6teUvKKW+rZT6VaXUeJfrTwPXN/18o3WZEEKIY2KY1yvuZ2o471q888IktmmQcy3OjHuM52xsy+D8ZFZqG4oDGZqgTin1VaXUs13++1HgHwMXgUeB28AvdbuLLpfpbR7rE0qpp5RSTy0tLfXqKXT12c9+ls9+9rN9fQwhhDgphnm9Yj2IOvXj2lzL2LbcyOxYhve/cY43nSqSaJjIOjw0VyDn2iNdJFkMzuDfBS1a6z3NUyql/inwxS5X3QDObvr5DHBrm8f6JPBJgMcee6xr4NcrjYa8IYUQopeGdU3ZQaaG28+lvVZQqdfzE8O0VlCMhqEJ6nailJrXWt9u/fgh4NkuN3sSuKSUuh+4CXwU+DNHNEQhhBDHzH779+5UE2+3+xrmtYJidAzN9Osu/q5S6jtKqW8D7wP+IoBS6pRS6rcBtNYR8BeA3wG+C3xOa/3coAYshBCjpr3Q/5nrayd+PddB+vduNzUM7Hpfw7xWUIyOkfgKoLX+L7e5/Bbww5t+/m3gt49qXEIIcVzsZ+fmSXDQ/r3dpobbx3Wn+xqmVlNidMnZ0mf333//oIcghBC7OmgQc1z1sh7eXu9rWNcKitEhQV2fvfe97x30EIQQYlfDXtR3P/a7Fq6bXq5xk/Vy4qiMypo6IYQQfdQOPDYbxcDjIGvhuunlGjdZLyeOigR1ffbpT3+aT3/604MehhBC7Oi4BB4H6Q3bTS/r4Q1zbT1xvMgZ1WdRNHpTF0KIk+e4LNTv5TRyL9e4yXo5cRRG690qhBCib45D4CHr18RJJtOvQgghjo3jMo0sxEFIUCeEEOLYkPVr4iSTs7zPHnzwwUEPQQghBqYX5UX26zhMIwtxEBLU9dm73/3uQQ9BCCEGQrpUCHG0ZPpVCCFEX/SqvIgQYm8kqOuzT33qU3zqU58a9DCEEOLI1YMI17r7Y8a1DOqBlHoSoh8kqBNCCNEXx6VLhRCjQoI6IYQQfSHlRYQ4WvJ1SQghRF8cly4VYu8GsdtZvE6OtBBCiL6R8iInh+x2Hjw5yn32pje9adBDEEIIIfpu825noPP/2+sNCeyPiAR1ffb2t7990EMQQggh+q4eRPdk5Fwr7ewhjoYEdX0WhiEAtm0PeCRCCCEOQ9aL7ay927mdoQPZ7XzUZPdrn33mM5/hM5/5zKCHIYQQ4hDa68XCOCHvWoRxul5MslCvk93OgydBnRBCCLEL6Y6xu/amGNtMp1xt05BNEkdMjrQQQgixC1kvtjey23mwJFMnhBBC7EK6Y4hRIEGdEEIIsQtZLyZGgXzF6LNHH3100EMQQghxSNIdQ4wCORv7TII6IYQ4HmS9mBh2Mv3aZ/V6nXq9PuhhCCGEEOKYk6Cuzz73uc/xuc99btDDEEIIIcQxJ9OvQgghxDEinS9OLsnUCSGEEMeEdL442SSoE0IIIY4J6XxxsklQJ4QQQhwT9SDCte7+aHctg3ogmbqTQCbZ++yxxx4b9BCEEEKcEO3OFxnb7FwmnS9ODnmV++yRRx4Z9BCEEEKcEPMlj5cXKkCaofOjBD9KuG8yN+CRiaMg0699trGxwcbGxqCHIYQQ4gRoF0i2TYOqH2GbBpdmC7L79YSQV7nPPv/5zwPw8Y9/fLADEUIIcSJI54uTSzJ1QgghhBDHgAR1QgghhBDHgAR1QgghhBDHgAR1QgghhBDHgGyU6LPHH3980EMQQgghxAkgQV2fPfTQQ4MeghBCCCFOAJl+7bPl5WWWl5cHPQwhhBBCHHMS1PXZF7/4Rb74xS8OehhCCCGEOOYkqBNCCCGEOAYkqBNCCCGEOAZGYqOEUuqzQHvHQQlY11o/2uV214AKEAOR1vqxIxqiEEIIIcRAjURQp7X+8fa/lVK/BGzscPP3aa1lZ4IQQgghTpSRCOralFIK+AjwA4Mey1695z3vGfQQhBBCCHECjFRQB/xnwILW+uVtrtfAl5VSGvgnWutPdruRUuoTwCcA7rvvvr4MtO3ChQt9vX8hhBBCCBiioE4p9VVgrstVv6C1/s3Wvz8G/Msd7ub7tNa3lFIzwFeUUi9orb++9UatYO+TAI899pg+5NB3dOfOHQDm5ro9NSGEEEKI3hiaoE5r/YGdrldKWcCHge/d4T5utf6/qJT6PPAO4J6g7ih96UtfAuDjH//4IIchhBBCiGNulEqafAB4QWt9o9uVSqmcUqrQ/jfwJ4Fnj3B8QgghhBADM0pB3UfZMvWqlDqllPrt1o+zwH9QSj0D/Efg32qtv3TEYxRCCCGEGIihmX7djdb6410uuwX8cOvfV4C3HvGwhBBCCCGGwihl6oQQQgghxDZGJlM3qt7//vcPeghCCCGEOAEkqOuzs2fPDnoIQgghhDgBZPq1z65fv87169cHPQwhhBBCHHMS1PXZ1772Nb72ta8NehhCCCGEOOYkqBNCCCGEOAYkqBNCCCGEOAYkqBNCCCGEOAYkqBNCCCGEOAakpEmfPfHEE4MeghBCCCFOAAnq+mxubm7QQxBCCCHECSDTr3125coVrly5MuhhCCGEEOKYk0xdn339618H4MKFCwMeiRBCCCGOM8nUCSGEEEIcAxLUCSGEEEIcAxLUCSGEEEIcAxLUCSGEEEIcA7JRos8++MEPDnoIQgghhDgBJKjrs6mpqUEPQQghhBAngEy/9tmLL77Iiy++OOhhCCGEEOKYk0xdn33jG98A4KGHHhrwSIQQQghxnEmmTgghhBDiGJCgTgghhBDiGJCgTgghhBDiGJCgTgghhBDiGJCNEn32oQ99aNBDEEIIIcQJIEFdnxWLxUEPQQghhBAngEy/9tmzzz7Ls88+O+hhCCGEEOKYk0xdnz311FMAPPLIIwMeiRBCCCGOM8nUCSGEEEIcAxLUCSGEEEIcAxLUCSGEEEIcAxLUCSGEEEIcA7JRos8+8pGPDHoIQgghhDgBJKjrs2w2O+ghCCGEEOIEkOnXPnv66ad5+umnBz0MIYQQQhxzEtT1mQR1QgghhDgKEtQJIYQQQhwDEtQJIYQQQhwDEtQJIYQQQhwDEtQJIYQQQhwDUtKkz37iJ35i0EMQQgghxAkgQV2f2bY96CEIIYQQ4gSQ6dc+e/LJJ3nyyScHPQwhhBBCHHMS1PXZc889x3PPPTfoYQghhBDimBuaoE4p9WNKqeeUUolS6rEt1/28UuoVpdSLSqk/tc3vTyilvqKUern1//GjGbkQQgghxOANTVAHPAt8GPj65guVUm8EPgq8CXgC+L+UUmaX3/854Gta60vA11o/CyGEEEKcCEMT1Gmtv6u1frHLVT8K/LrW2tdaXwVeAd6xze3+eevf/xz4030ZqBBCCCHEEBqaoG4Hp4Hrm36+0bpsq1mt9W2A1v9njmBsQgghhBBD4UhLmiilvgrMdbnqF7TWv7ndr3W5TB9yHJ8APtH6saqU6pYh7KWpn/7pn17u82OcNFOAHNPekePZe3JMe0uOZ+/JMe29ozim57a74kiDOq31Bw7wazeAs5t+PgPc6nK7BaXUvNb6tlJqHljcYRyfBD55gLEciFLqKa31Y7vfUuyVHNPekuPZe3JMe0uOZ+/JMe29QR/TUZh+/S3go0opVyl1P3AJ+I/b3O6nWv/+KWC7zJ8QQgghxLEzNEGdUupDSqkbwOPAv1VK/Q6A1vo54HPA88CXgD+vtY5bv/Mrm8qf/G3gB5VSLwM/2PpZCCGEEOJEGJo2YVrrzwOf3+a6/wX4X7pc/t9s+vcK8P6+DfBwjmyq9wSRY9pbcjx7T45pb8nx7D05pr030GOqtD7UngMhhBBCCDEEhmb6VQghhBBCHJwEdX2mlHqi1d7sFaWUdLk4JKXUNaXUd5RSTyulnhr0eEaRUupXlVKLSqlnN10mbfYOYZtj+otKqZutc/VppdQPD3KMo0QpdVYp9XtKqe+22kf+bOtyOU8PYIfjKefoASmlMkqp/6iUeqZ1TP9m6/KBnqMy/dpHrXZmL5Fu3LgBPAl8TGv9/EAHNsKUUteAx7TWUlvpgJRS7wGqwL/QWj/SuuzvAqta67/d+vIxrrX+q4Mc5yjZ5pj+IlDVWv/9QY5tFLXKUs1rrf9YKVUA/oi0S9DHkfN033Y4nh9BztEDUUopIKe1riqlbOA/AD9L2u50YOeoZOr66x3AK1rrK1rrAPh10nZmQgyM1vrrwOqWi6XN3iFsc0zFAWmtb2ut/7j17wrwXdJOQnKeHsAOx1MckE5VWz/arf80Az5HJajrr722OBN7p4EvK6X+qNUZRPSGtNnrj7+glPp2a3pWpgoPQCl1Hngb8C3kPD20LccT5Bw9MKWUqZR6mrTZwVe01gM/RyWo66+etzgTfJ/W+nuAHwL+fGvaS4hh9I+Bi8CjwG3glwY6mhGklMoD/xr4H7TW5UGPZ9R1OZ5yjh6C1jrWWj9K2unqHUqpRwY8JAnq+myvLc7EHmmtb7X+v0ha1/Adgx3RsbHQWnfTXn+zbZs9sTda64XWH/0E+KfIubovrXVK/xr4jNb6N1oXy3l6QN2Op5yjvaG1Xgd+H3iCAZ+jEtT115PAJaXU/UopB/goaTszcQBKqVxrkS9KqRzwJ4Fnd/4tsUfSZq/H2n/YWz6EnKt71lqE/s+A72qt//dNV8l5egDbHU85Rw9OKTWtlCq1/u0BHwBeYMDnqOx+7bPWFvFfBkzgV1vdMcQBKKUu8HrXEQv4NTme+6eU+pfA9wNTwALwPwH/hrQd333Aa8CPaa1l4f8ebXNMv590WksD14A/215rI3amlPoTwP8HfAdIWhf/NdJ1YHKe7tMOx/NjyDl6IEqpt5BuhDBJE2Sf01r/LaXUJAM8RyWoE0IIIYQ4BmT6VQghhBDiGJCgTgghhBDiGJCgTgghhBDiGJCgTgghhBDiGJCgTgghhBDiGJCgTgghSGt5KaWuKqW0UuqBff7uO5RSv9inobUf4/eVUv+qn48hhBhtEtQJIUTqceB8698f3efvvoO0Np0QQgyMBHVCCJH6GFAjLXD7sQGPRQgh9k2COiHEiaeUMoEfI23x86vAG1sV4zff5j1Kqd9TSlWVUhut6dC3KaU+DvzD1m1067/fb/38KaXUU1vu53zrNh/cdNlfVko92brfBaXUF/Y7BSyEEBLUCSEE/AAwC/w68K+AkE3ZOqXU9wNfa13+U8CPk7ZdOg38W+CXWjd9vPXfn9vn458B/hHwo8B/S9p66A+UUsWDPBkhxMlkDXoAQggxBD4GrANf0loHSqmvAB9VSv01nfZS/N+AZ4A/pV/vrfil9i8rpa4BaK2/eZAH11r/xU33ZQJfARZJg7x/cZD7FEKcPJKpE0KcaEopF/gQ8HmtddC6+F+Sbpp4l1IqB7wT+Oe6T82ylVLvUkp9RSm1AkRAHcgDD/bj8YQQx5MEdUKIk+6HgBLw20qpklKqBPw+4JNm8MYBBdzux4Mrpe4Dvtx6jD8LfB/wdtJMXaYfjymEOJ5k+lUIcdK11879v12u+wjw80ACzB/gvpuAs+WyiS0/PwFkgR/VWtcAlFJWl9sJIcSOJFMnhDixlFJ54IOk063v2/LfXyLdPPE4aZmT/0oppba5q6B1f1szazeA81su/8Ett/FIg8Zo02UfQb50CyH2Sf5oCCFOsh8lzZL9H1rrb22+Qin1B8AvkGbyfg74KvDvlFKfJK1n9zjwlNb6i8ALrV/7WaXU7wJlrfWLwL8B/hbwK0qpTwFvA356yxh+l3S36/+jlPpnwJuAv0K6cUMIIfZMMnVCiJPsY8DLWwM6AK11CHwO+DBppu4HSQPATwOfBd5LmomDtLzJ3wN+tnXbf9K6j2eBnyENAH+r9Ts/s+VxvkMa6L0T+CLwZ0hr5m307mkKIU4C1afNXEIIIYQQ4ghJpk4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hiQoE4IIYQQ4hj4/wGmEAP8O6z9fwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "\n", "ax.scatter(x=y_test, y=residuals, alpha=0.15)\n", "ax.plot([0, 0], [-10, 10], color='black', linestyle='--', alpha=0.5)\n", "ax.set_ylim(-10, 10)\n", "\n", "ax.set_ylabel('Residuals', fontsize=15)\n", "ax.set_xlabel('Actual', fontsize=15)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Counts')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "\n", "residuals['fci_post'].hist()\n", "\n", "ax.set_xlabel('Residuals', fontsize=15)\n", "ax.set_ylabel('Counts', fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.4 Finding feature importances\n", "\n", "For our linear model above, the coefficients are related to the correlation between each input varaiable and the output prediction. Earlier you looked at the correlations between each input variable and the output variable. The Random Forest algorithm feature importances says that in a given model these features are most important in explaining the target variable. These importances are relative to each of the other features in your model.\n", "\n", "1. Return the fit importances using ``feature_importances_``\n", "2. Make a bar graph of all the features in the model. [[How to make a horizontal bar plot]](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.barh.html)\n", "\n", "\n", "### Questions \n", "1. Which is the most important feature for fitting? \n", "2. Which is least important?\n", "3. How do this compare to the coefficients we analyzed in OLS model above?" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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importances
cGPA0.290628
attendance0.254154
passed_percent0.385343
sex0.006814
hsGPA0.051424
ethnicity0.011637
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" ], "text/plain": [ " importances\n", "cGPA 0.290628\n", "attendance 0.254154\n", "passed_percent 0.385343\n", "sex 0.006814\n", "hsGPA 0.051424\n", "ethnicity 0.011637" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_importances = RF.feature_importances_\n", "import_df = pd.DataFrame(model_importances.T, index=df.columns[0:-1], columns=['importances',])\n", "import_df" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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