{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction: Bayesian Linear Regression Project\n", "\n", "In this notebook, we will implement a complete machine learning project, focusing on Bayesian Inference methods, in particular, Bayesian Linear Regression. We will go through the entire machine learning process, cleaning the data, exploring it to find trends, establishing a baseline model, evaluating several machine learning approaches for comparisons, implementing Bayesian Linear Regression, interpreting the results, and presenting the results. Let's get started!\n", "\n", "## Dataset\n", "\n", "We are using data on student grades collected from a Portuguese secondary (high) school. This data is from the [UCI machine learning repository](https://archive.ics.uci.edu/ml/datasets/student+performance#), a great collection of datasets for model testing. The data includes academic and personal characteristics of the students as well as final grades. The objective is to predict the final grade from the student information which makes this a __supervised, regression task__. We have a set of training data with known labels, and we want the model to learn a mapping from the features (explanatory variables) to the target (the label) in this case the final grade. It is a regression task because the final grade is a continuous value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Data Analysis" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Pandas and numpy for data manipulation\n", "import pandas as pd\n", "import numpy as np\n", "np.random.seed(42)\n", "\n", " \n", "# Matplotlib and seaborn for plotting\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "import matplotlib\n", "matplotlib.rcParams['font.size'] = 16\n", "matplotlib.rcParams['figure.figsize'] = (9, 9)\n", "\n", "import seaborn as sns\n", "\n", "from IPython.core.pylabtools import figsize\n", "\n", "# Scipy helper functions\n", "from scipy.stats import percentileofscore\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Standard ML Models for comparison\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.linear_model import ElasticNet\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.ensemble import ExtraTreesRegressor\n", "from sklearn.ensemble import GradientBoostingRegressor\n", "from sklearn.svm import SVR\n", "\n", "# Splitting data into training/testing\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", "# Metrics\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error, median_absolute_error\n", "\n", "# Distributions\n", "import scipy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "# PyMC3 for Bayesian Inference\n", "import pymc3 as pm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in Data and Examine" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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schoolsexageaddressfamsizePstatusMeduFeduMjobFjob...famrelfreetimegooutDalcWalchealthabsencesG1G2Grade
0GPF18UGT3A44at_hometeacher...434113401111
1GPF17UGT3T11at_homeother...533113291111
2GPF15ULE3T11at_homeother...4322336121312
3GPF15UGT3T42healthservices...3221150141414
4GPF16UGT3T33otherother...4321250111313
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5 rows × 33 columns

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" ], "text/plain": [ " school sex age address famsize Pstatus Medu Fedu Mjob Fjob \\\n", "0 GP F 18 U GT3 A 4 4 at_home teacher \n", "1 GP F 17 U GT3 T 1 1 at_home other \n", "2 GP F 15 U LE3 T 1 1 at_home other \n", "3 GP F 15 U GT3 T 4 2 health services \n", "4 GP F 16 U GT3 T 3 3 other other \n", "\n", " ... famrel freetime goout Dalc Walc health absences G1 G2 Grade \n", "0 ... 4 3 4 1 1 3 4 0 11 11 \n", "1 ... 5 3 3 1 1 3 2 9 11 11 \n", "2 ... 4 3 2 2 3 3 6 12 13 12 \n", "3 ... 3 2 2 1 1 5 0 14 14 14 \n", "4 ... 4 3 2 1 2 5 0 11 13 13 \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read in class scores\n", "df = pd.read_csv('data/student-mat.csv')\n", "\n", "# Filter out grades that were 0\n", "df = df[~df['G3'].isin([0, 1])]\n", "\n", "df = df.rename(columns={'G3': 'Grade'})\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(633, 33)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Describe for Numerical Columns" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageMeduFedutraveltimestudytimefailuresfamrelfreetimegooutDalcWalchealthabsencesG1G2Grade
count633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000633.000000
mean16.7203792.5197472.3206951.5639811.9415480.2069513.9320703.1690363.1848341.4897312.2685623.5276463.75197511.50394911.75671412.205371
std1.2140441.1334971.1022840.7501670.8332840.5790230.9464111.0470821.1620140.9124521.2817761.4483554.6620032.6826452.6297152.656882
min15.0000000.0000000.0000001.0000001.0000000.0000001.0000001.0000001.0000001.0000001.0000001.0000000.0000000.0000005.0000005.000000
25%16.0000002.0000001.0000001.0000001.0000000.0000004.0000003.0000002.0000001.0000001.0000002.0000000.00000010.00000010.00000010.000000
50%17.0000002.0000002.0000001.0000002.0000000.0000004.0000003.0000003.0000001.0000002.0000004.0000002.00000011.00000012.00000012.000000
75%18.0000004.0000003.0000002.0000002.0000000.0000005.0000004.0000004.0000002.0000003.0000005.0000006.00000013.00000013.00000014.000000
max22.0000004.0000004.0000004.0000004.0000003.0000005.0000005.0000005.0000005.0000005.0000005.00000032.00000019.00000019.00000019.000000
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" ], "text/plain": [ " age Medu Fedu traveltime studytime failures \\\n", "count 633.000000 633.000000 633.000000 633.000000 633.000000 633.000000 \n", "mean 16.720379 2.519747 2.320695 1.563981 1.941548 0.206951 \n", "std 1.214044 1.133497 1.102284 0.750167 0.833284 0.579023 \n", "min 15.000000 0.000000 0.000000 1.000000 1.000000 0.000000 \n", "25% 16.000000 2.000000 1.000000 1.000000 1.000000 0.000000 \n", "50% 17.000000 2.000000 2.000000 1.000000 2.000000 0.000000 \n", "75% 18.000000 4.000000 3.000000 2.000000 2.000000 0.000000 \n", "max 22.000000 4.000000 4.000000 4.000000 4.000000 3.000000 \n", "\n", " famrel freetime goout Dalc Walc health \\\n", "count 633.000000 633.000000 633.000000 633.000000 633.000000 633.000000 \n", "mean 3.932070 3.169036 3.184834 1.489731 2.268562 3.527646 \n", "std 0.946411 1.047082 1.162014 0.912452 1.281776 1.448355 \n", "min 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 \n", "25% 4.000000 3.000000 2.000000 1.000000 1.000000 2.000000 \n", "50% 4.000000 3.000000 3.000000 1.000000 2.000000 4.000000 \n", "75% 5.000000 4.000000 4.000000 2.000000 3.000000 5.000000 \n", "max 5.000000 5.000000 5.000000 5.000000 5.000000 5.000000 \n", "\n", " absences G1 G2 Grade \n", "count 633.000000 633.000000 633.000000 633.000000 \n", "mean 3.751975 11.503949 11.756714 12.205371 \n", "std 4.662003 2.682645 2.629715 2.656882 \n", "min 0.000000 0.000000 5.000000 5.000000 \n", "25% 0.000000 10.000000 10.000000 10.000000 \n", "50% 2.000000 11.000000 12.000000 12.000000 \n", "75% 6.000000 13.000000 13.000000 14.000000 \n", "max 32.000000 19.000000 19.000000 19.000000 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Value Counts for Categorical Columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Column Name: school\n", "GP 421\n", "MS 212\n", "Name: school, dtype: int64\n", "\n", "Column Name: sex\n", "F 376\n", "M 257\n", "Name: sex, dtype: int64\n", "\n", "Column Name: address\n", "U 446\n", "R 187\n", "Name: address, dtype: int64\n", "\n", "Column Name: famsize\n", "GT3 443\n", "LE3 190\n", "Name: famsize, dtype: int64\n", "\n", "Column Name: Pstatus\n", "T 555\n", "A 78\n", "Name: Pstatus, dtype: int64\n", "\n", "Column Name: Mjob\n", "other 249\n", "services 135\n", "at_home 131\n", "teacher 70\n", "health 48\n", "Name: Mjob, dtype: int64\n", "\n", "Column Name: Fjob\n", "other 359\n", "services 175\n", "at_home 41\n", "teacher 35\n", "health 23\n", "Name: Fjob, dtype: int64\n", "\n", "Column Name: reason\n", "course 279\n", "home 146\n", "reputation 141\n", "other 67\n", "Name: reason, dtype: int64\n", "\n", "Column Name: guardian\n", "mother 444\n", "father 149\n", "other 40\n", "Name: guardian, dtype: int64\n", "\n", "Column Name: schoolsup\n", "no 566\n", "yes 67\n", "Name: schoolsup, dtype: int64\n", "\n", "Column Name: famsup\n", "yes 393\n", "no 240\n", "Name: famsup, dtype: int64\n", "\n", "Column Name: paid\n", "no 595\n", "yes 38\n", "Name: paid, dtype: int64\n", "\n", "Column Name: activities\n", "no 326\n", "yes 307\n", "Name: activities, dtype: int64\n", "\n", "Column Name: nursery\n", "yes 507\n", "no 126\n", "Name: nursery, dtype: int64\n", "\n", "Column Name: higher\n", "yes 569\n", "no 64\n", "Name: higher, dtype: int64\n", "\n", "Column Name: internet\n", "yes 489\n", "no 144\n", "Name: internet, dtype: int64\n", "\n", "Column Name: romantic\n", "no 404\n", "yes 229\n", "Name: romantic, dtype: int64\n" ] } ], "source": [ "# Print the value counts for categorical columns\n", "for col in df.columns:\n", " if df[col].dtype == 'object':\n", " print('\\nColumn Name:', col,)\n", " print(df[col].value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution of Grades" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 633.000000\n", "mean 12.205371\n", "std 2.656882\n", "min 5.000000\n", "25% 10.000000\n", "50% 12.000000\n", "75% 14.000000\n", "max 19.000000\n", "Name: Grade, dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Grade'].describe()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "11 104\n", "10 97\n", "13 82\n", "12 72\n", "14 63\n", "15 49\n", "16 36\n", "9 35\n", "8 35\n", "17 29\n", "18 15\n", "7 10\n", "6 3\n", "19 2\n", "5 1\n", "Name: Grade, dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Grade'].value_counts()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar plot of grades\n", "plt.bar(df['Grade'].value_counts().index, \n", " df['Grade'].value_counts().values,\n", " fill = 'navy', edgecolor = 'k', width = 1)\n", "plt.xlabel('Grade'); plt.ylabel('Count'); plt.title('Distribution of Final Grades');\n", "plt.xticks(list(range(5, 20)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Grade Distribution by Different Categorical Variables" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grade distribution by address\n", "sns.kdeplot(df.ix[df['address'] == 'U', 'Grade'], label = 'Urban', shade = True)\n", "sns.kdeplot(df.ix[df['address'] == 'R', 'Grade'], label = 'Rural', shade = True)\n", "plt.xlabel('Grade'); plt.ylabel('Density'); plt.title('Density Plot of Final Grades by Location');" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grade distribution by Guardian\n", "sns.kdeplot(df.ix[df['guardian'] == 'father', 'Grade'], label = 'Father', shade = True)\n", "sns.kdeplot(df.ix[df['guardian'] == 'mother', 'Grade'], label = 'Mother', shade = True)\n", "sns.kdeplot(df.ix[df['guardian'] == 'other', 'Grade'], label = 'Other', shade = True)\n", "plt.xlabel('Grade'); plt.ylabel('Density'); plt.title('Density Plot of Final Grades by Guardian');" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grade distribution by internet\n", "sns.kdeplot(df.ix[df['internet'] == 'yes', 'Grade'], label = 'Internet', shade = True)\n", "sns.kdeplot(df.ix[df['internet'] == 'no', 'Grade'], label = 'No Internet', shade = True)\n", "plt.xlabel('Grade'); plt.ylabel('Density'); plt.title('Density Plot of Final Grades by Internet Access');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grade distribution by school\n", "sns.kdeplot(df.ix[df['school'] == 'GP', 'Grade'], label = 'GP', shade = True)\n", "sns.kdeplot(df.ix[df['school'] == 'MS', 'Grade'], label = 'MS', shade = True)\n", "plt.xlabel('Grade'); plt.ylabel('Count'); plt.title('Distribution of Final Grades by School');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "school address\n", "GP U 343\n", " R 78\n", "MS R 109\n", " U 103\n", "Name: address, dtype: int64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Look at distribution of schools by address\n", "schools = df.groupby(['school'])['address'].value_counts()\n", "schools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grade Percentiles" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Calculate percentile for grades\n", "df['percentile'] = df['Grade'].apply(lambda x: percentileofscore(df['Grade'], x))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot percentiles for grades\n", "plt.figure(figsize = (8, 6))\n", "plt.plot(df['Grade'], df['percentile'], 'o')\n", "plt.xticks(range(0, 20, 2), range(0, 20, 2))\n", "plt.xlabel('Score'); plt.ylabel('Percentile'); plt.title('Grade Percentiles');" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50th percentile score: 12\n", "Minimum Score needed for 90th percentile: 17\n" ] } ], "source": [ "print('50th percentile score:', np.min(df.loc[df['percentile'] > 50, 'Grade']))\n", "print('Minimum Score needed for 90th percentile:', np.min(df.loc[df['percentile'] > 90, 'Grade']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Variable Correlations with Final Grade" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numerical Correlations" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "failures -0.384569\n", "absences -0.204230\n", "Dalc -0.196891\n", "Walc -0.178839\n", "traveltime -0.129654\n", "goout -0.111228\n", "freetime -0.105206\n", "health -0.096461\n", "age -0.042505\n", "famrel 0.072888\n", "Fedu 0.204392\n", "studytime 0.249855\n", "Medu 0.278690\n", "G1 0.874777\n", "G2 0.942691\n", "percentile 0.985253\n", "Grade 1.000000\n", "Name: Grade, dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Correlations of numerical values\n", "df.corr()['Grade'].sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Categorical Correlations using One-Hot Encoding" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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school_GPschool_MSsex_Fsex_Maddress_Raddress_Ufamsize_GT3famsize_LE3Pstatus_APstatus_T...activities_yesnursery_nonursery_yeshigher_nohigher_yesinternet_nointernet_yesromantic_noromantic_yesGrade
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5 rows × 44 columns

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" ], "text/plain": [ " school_GP school_MS sex_F sex_M address_R address_U famsize_GT3 \\\n", "0 1 0 1 0 0 1 1 \n", "1 1 0 1 0 0 1 1 \n", "2 1 0 1 0 0 1 0 \n", "3 1 0 1 0 0 1 1 \n", "4 1 0 1 0 0 1 1 \n", "\n", " famsize_LE3 Pstatus_A Pstatus_T ... activities_yes nursery_no \\\n", "0 0 1 0 ... 0 0 \n", "1 0 0 1 ... 0 1 \n", "2 1 0 1 ... 0 0 \n", "3 0 0 1 ... 1 0 \n", "4 0 0 1 ... 0 0 \n", "\n", " nursery_yes higher_no higher_yes internet_no internet_yes romantic_no \\\n", "0 1 0 1 1 0 1 \n", "1 0 0 1 0 1 1 \n", "2 1 0 1 0 1 1 \n", "3 1 0 1 0 1 0 \n", "4 1 0 1 1 0 1 \n", "\n", " romantic_yes Grade \n", "0 0 11 \n", "1 0 11 \n", "2 0 12 \n", "3 1 14 \n", "4 0 13 \n", "\n", "[5 rows x 44 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Select only categorical variables\n", "category_df = df.select_dtypes('object')\n", "# One hot encode the variables\n", "dummy_df = pd.get_dummies(category_df)\n", "# Put the grade back in the dataframe\n", "dummy_df['Grade'] = df['Grade']\n", "dummy_df.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "higher_no -0.343742\n", "school_MS -0.227632\n", "Mjob_at_home -0.158496\n", "reason_course -0.138195\n", "internet_no -0.131408\n", "address_R -0.128350\n", "sex_M -0.125755\n", "guardian_other -0.100802\n", "schoolsup_yes -0.098185\n", "reason_other -0.092382\n", "activities_no -0.078526\n", "paid_yes -0.067146\n", "nursery_no -0.056449\n", "romantic_yes -0.052050\n", "Fjob_at_home -0.049372\n", "Fjob_services -0.042497\n", "Mjob_other -0.035494\n", "Fjob_other -0.021292\n", "famsize_GT3 -0.012957\n", "guardian_mother -0.008042\n", "Pstatus_T -0.001776\n", "famsup_no -0.001581\n", "famsup_yes 0.001581\n", "Pstatus_A 0.001776\n", "Mjob_services 0.006210\n", "famsize_LE3 0.012957\n", "Fjob_health 0.026320\n", "reason_home 0.046639\n", "romantic_no 0.052050\n", "nursery_yes 0.056449\n", "guardian_father 0.066486\n", "paid_no 0.067146\n", "activities_yes 0.078526\n", "Mjob_health 0.092483\n", "schoolsup_no 0.098185\n", "sex_F 0.125755\n", "address_U 0.128350\n", "internet_yes 0.131408\n", "Fjob_teacher 0.160938\n", "Mjob_teacher 0.173851\n", "reason_reputation 0.185979\n", "school_GP 0.227632\n", "higher_yes 0.343742\n", "Grade 1.000000\n", "Name: Grade, dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Correlations in one-hot encoded dataframe\n", "dummy_df.corr()['Grade'].sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Select 6 Most Correlated Variables with Final Score" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Takes in a dataframe, finds the most correlated variables with the\n", "# grade and returns training and testing datasets\n", "def format_data(df):\n", " # Targets are final grade of student\n", " labels = df['Grade']\n", " \n", " # Drop the school and the grades from features\n", " df = df.drop(columns=['school', 'G1', 'G2', 'percentile'])\n", " \n", " # One-Hot Encoding of Categorical Variables\n", " df = pd.get_dummies(df)\n", " \n", " # Find correlations with the Grade\n", " most_correlated = df.corr().abs()['Grade'].sort_values(ascending=False)\n", " \n", " # Maintain the top 6 most correlation features with Grade\n", " most_correlated = most_correlated[:8]\n", " \n", " df = df.ix[:, most_correlated.index]\n", " df = df.drop(columns = 'higher_no')\n", " \n", " # Split into training/testing sets with 25% split\n", " X_train, X_test, y_train, y_test = train_test_split(df, labels, \n", " test_size = 0.25,\n", " random_state=42)\n", " \n", " return X_train, X_test, y_train, y_test" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Gradefailureshigher_yesMedustudytimeFeduabsences
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" ], "text/plain": [ " Grade failures higher_yes Medu studytime Fedu absences\n", "619 13 0 1 3 2 3 6\n", "323 10 0 1 4 1 3 0\n", "201 16 0 1 2 2 1 0\n", "410 17 0 1 2 2 2 0\n", "426 11 0 1 3 1 3 4" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train, X_test, y_train, y_test = format_data(df)\n", "X_train.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Rename Variables" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Rename variables in train and teste\n", "X_train = X_train.rename(columns={'higher_yes': 'higher_edu', \n", " 'Medu': 'mother_edu',\n", " 'Fedu': 'father_edu'})\n", "\n", "X_test = X_test.rename(columns={'higher_yes': 'higher_edu', \n", " 'Medu': 'mother_edu',\n", " 'Fedu': 'father_edu'})" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Gradefailureshigher_edumother_edustudytimefather_eduabsences
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" ], "text/plain": [ " Grade failures higher_edu mother_edu studytime father_edu absences\n", "619 13 0 1 3 2 3 6\n", "323 10 0 1 4 1 3 0\n", "201 16 0 1 2 2 1 0\n", "410 17 0 1 2 2 2 0\n", "426 11 0 1 3 1 3 4" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.head()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(474, 7)\n", "(159, 7)\n" ] } ], "source": [ "print(X_train.shape)\n", "print(X_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pairs Plot of Selected Variables" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate correlation coefficient\n", "def corrfunc(x, y, **kws):\n", " r, _ = stats.pearsonr(x, y)\n", " ax = plt.gca()\n", " ax.annotate(\"r = {:.2f}\".format(r),\n", " xy=(.1, .6), xycoords=ax.transAxes,\n", " size = 24)\n", " \n", "cmap = sns.cubehelix_palette(light=1, dark = 0.1,\n", " hue = 0.5, as_cmap=True)\n", "\n", "sns.set_context(font_scale=2)\n", "\n", "# Pair grid set up\n", "g = sns.PairGrid(X_train)\n", "\n", "# Scatter plot on the upper triangle\n", "g.map_upper(plt.scatter, s=10, color = 'red')\n", "\n", "# Distribution on the diagonal\n", "g.map_diag(sns.distplot, kde=False, color = 'red')\n", "\n", "# Density Plot and Correlation coefficients on the lower triangle\n", "g.map_lower(sns.kdeplot, cmap = cmap)\n", "g.map_lower(corrfunc);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Create relation to the median grade column\n", "X_plot = X_train.copy()\n", "X_plot['relation_median'] = (X_plot['Grade'] >= 12)\n", "X_plot['relation_median'] = X_plot['relation_median'].replace({True: 'above', False: 'below'})\n", "X_plot = X_plot.drop(columns='Grade')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Selected Variables Distribution by Relation to Median" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 12))\n", "# Plot the distribution of each variable colored\n", "# by the relation to the median grade\n", "for i, col in enumerate(X_plot.columns[:-1]):\n", " plt.subplot(3, 2, i + 1)\n", " subset_above = X_plot[X_plot['relation_median'] == 'above']\n", " subset_below = X_plot[X_plot['relation_median'] == 'below']\n", " sns.kdeplot(subset_above[col], label = 'Above Median', color = 'green')\n", " sns.kdeplot(subset_below[col], label = 'Below Median', color = 'red')\n", " plt.legend(); plt.title('Distribution of %s' % col)\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Establish Benchmarks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metrics\n", "\n", "For this regression task, we will use two standard metrics:\n", "\n", "* Mean Absolute Error (MAE): Average of the absolute value of the difference between predictions and the true values\n", "* Root Mean Squared Error (RMSE): The square root of the average of the squared differences between the predictions and the true values.\n", "\n", "The mean absolute error is more interpretable, but the root mean squared error penalizes larger errors more heavily. Either one may be appropriate depending on the situation. \n", "[Here is a discussion](https://medium.com/human-in-a-machine-world/mae-and-rmse-which-metric-is-better-e60ac3bde13d)." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Calculate mae and rmse\n", "def evaluate_predictions(predictions, true):\n", " mae = np.mean(abs(predictions - true))\n", " rmse = np.sqrt(np.mean((predictions - true) ** 2))\n", " \n", " return mae, rmse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Naive Baseline\n", "\n", "For a regression task, a simple naive baseline is to guess the median value on the training set for all testing cases. If our machine learning model cannot better this simple baseline, then perhaps we should try a different approach! " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Naive baseline is the median\n", "median_pred = X_train['Grade'].median()\n", "median_preds = [median_pred for _ in range(len(X_test))]\n", "true = X_test['Grade']" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Median Baseline MAE: 2.1761\n", "Median Baseline RMSE: 2.6777\n" ] } ], "source": [ "# Display the naive baseline metrics\n", "mb_mae, mb_rmse = evaluate_predictions(median_preds, true)\n", "print('Median Baseline MAE: {:.4f}'.format(mb_mae))\n", "print('Median Baseline RMSE: {:.4f}'.format(mb_rmse))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Standard Machine Learning Models" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# Evaluate several ml models by training on training set and testing on testing set\n", "def evaluate(X_train, X_test, y_train, y_test):\n", " # Names of models\n", " model_name_list = ['Linear Regression', 'ElasticNet Regression',\n", " 'Random Forest', 'Extra Trees', 'SVM',\n", " 'Gradient Boosted', 'Baseline']\n", " X_train = X_train.drop(columns='Grade')\n", " X_test = X_test.drop(columns='Grade')\n", " \n", " # Instantiate the models\n", " model1 = LinearRegression()\n", " model2 = ElasticNet(alpha=1.0, l1_ratio=0.5)\n", " model3 = RandomForestRegressor(n_estimators=50)\n", " model4 = ExtraTreesRegressor(n_estimators=50)\n", " model5 = SVR(kernel='rbf', degree=3, C=1.0, gamma='auto')\n", " model6 = GradientBoostingRegressor(n_estimators=20)\n", " \n", " # Dataframe for results\n", " results = pd.DataFrame(columns=['mae', 'rmse'], index = model_name_list)\n", " \n", " # Train and predict with each model\n", " for i, model in enumerate([model1, model2, model3, model4, model5, model6]):\n", " model.fit(X_train, y_train)\n", " predictions = model.predict(X_test)\n", " \n", " # Metrics\n", " mae = np.mean(abs(predictions - y_test))\n", " rmse = np.sqrt(np.mean((predictions - y_test) ** 2))\n", " \n", " # Insert results into the dataframe\n", " model_name = model_name_list[i]\n", " results.ix[model_name, :] = [mae, rmse]\n", " \n", " # Median Value Baseline Metrics\n", " baseline = np.median(y_train)\n", " baseline_mae = np.mean(abs(baseline - y_test))\n", " baseline_rmse = np.sqrt(np.mean((baseline - y_test) ** 2))\n", " \n", " results.ix['Baseline', :] = [baseline_mae, baseline_rmse]\n", " \n", " return results" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "results = evaluate(X_train, X_test, y_train, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visual Comparison of Models" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12, 8)\n", "matplotlib.rcParams['font.size'] = 16\n", "# Root mean squared error\n", "ax = plt.subplot(1, 2, 1)\n", "results.sort_values('mae', ascending = True).plot.bar(y = 'mae', color = 'b', ax = ax)\n", "plt.title('Model Mean Absolute Error'); plt.ylabel('MAE');\n", "\n", "# Median absolute percentage error\n", "ax = plt.subplot(1, 2, 2)\n", "results.sort_values('rmse', ascending = True).plot.bar(y = 'rmse', color = 'r', ax = ax)\n", "plt.title('Model Root Mean Squared Error'); plt.ylabel('RMSE');\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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maermse
Linear Regression1.88592.27395
ElasticNet Regression2.092822.53656
Random Forest1.855292.32467
Extra Trees1.976572.4871
SVM1.902622.30825
Gradient Boosted1.812722.22737
Baseline2.17612.67765
\n", "
" ], "text/plain": [ " mae rmse\n", "Linear Regression 1.8859 2.27395\n", "ElasticNet Regression 2.09282 2.53656\n", "Random Forest 1.85529 2.32467\n", "Extra Trees 1.97657 2.4871\n", "SVM 1.90262 2.30825\n", "Gradient Boosted 1.81272 2.22737\n", "Baseline 2.1761 2.67765" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The Gradient Boosted regressor is 16.70% better than the baseline.\n" ] } ], "source": [ "print('The Gradient Boosted regressor is {:0.2f}% better than the baseline.'.format(\n", " (100 * abs(results.loc['Gradient Boosted', 'mae'] - results.loc['Baseline', 'mae'])) / results.loc['Baseline', 'mae']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Formula from Ordinary Least Squares Linear Regression" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Grade = 9.19 + -1.32 * failures + 1.86 * higher_edu + 0.26 * mother_edu + 0.58 * studytime + 0.03 * father_edu + -0.07 * absences'" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lr = LinearRegression()\n", "lr.fit(X_train.drop(columns='Grade'), y_train)\n", "\n", "ols_formula = 'Grade = %0.2f +' % lr.intercept_\n", "for i, col in enumerate(X_train.columns[1:]):\n", " ols_formula += ' %0.2f * %s +' % (lr.coef_[i], col)\n", " \n", "' '.join(ols_formula.split(' ')[:-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Implementing Bayesian Linear Regression" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Grade ~ failures + higher_edu + mother_edu + studytime + father_edu + absences'" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Formula for Bayesian Linear Regression (follows R formula syntax\n", "formula = 'Grade ~ ' + ' + '.join(['%s' % variable for variable in X_train.columns[1:]])\n", "formula" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Model in PyMC3 and Sample from Posterior\n", "\n", "We now build the model using the formula defined above and a normal distribution for the data likelihood. Then, we let a Markov Chain Monte Carlo algorithm draw samples from the posterior to approximate the posterior for each of the model parameters." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [sd_log__, absences, father_edu, studytime, mother_edu, higher_edu, failures, Intercept]\n", "100%|██████████| 2500/2500 [00:27<00:00, 92.23it/s]\n", "100%|██████████| 2500/2500 [00:26<00:00, 95.17it/s]\n", "The acceptance probability does not match the target. It is 0.8918797997400376, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } ], "source": [ "# Context for the model\n", "with pm.Model() as normal_model:\n", " \n", " # The prior for the model parameters will be a normal distribution\n", " family = pm.glm.families.Normal()\n", " \n", " # Creating the model requires a formula and data (and optionally a family)\n", " pm.GLM.from_formula(formula, data = X_train, family = family)\n", " \n", " # Perform Markov Chain Monte Carlo sampling\n", " normal_trace = pm.sample(draws=2000, chains = 2, tune = 500, njobs=-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Examine Bayesian Linear Regression Results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Traceplot of All Samples" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Shows the trace with a vertical line at the mean of the trace\n", "def plot_trace(trace):\n", " # Traceplot with vertical lines at the mean value\n", " ax = pm.traceplot(trace, figsize=(14, len(trace.varnames)*1.8),\n", " lines={k: v['mean'] for k, v in pm.df_summary(trace).iterrows()})\n", " \n", " matplotlib.rcParams['font.size'] = 16\n", " \n", " # Labels with the median value\n", " for i, mn in enumerate(pm.df_summary(trace)['mean']):\n", " ax[i, 0].annotate('{:0.2f}'.format(mn), xy = (mn, 0), xycoords = 'data', size = 8,\n", " xytext = (-18, 18), textcoords = 'offset points', rotation = 90,\n", " va = 'bottom', fontsize = 'large', color = 'red')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trace(normal_trace);" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(normal_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The left side of the traceplot is the marginal posterior: the values for the variable are on the x-axis with the probability for the variable (as determined by sampling) on the y-axis. The different colored lines indicate that we performed two chains of Markov Chain Monte Carlo. From the left side we can see that there is a range of values for each weight. The right side shows the different sample values drawn as the sampling process runs. \n", "\n", "Another method built into PyMC3 for examinig trace results is the forestplot which shows the distribution of each sampled parameter. This allows us to see the uncertainty in each sample. The forestplot is easily constructed from the trace using `pm.forestplot`." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.forestplot(normal_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the forest plot we can see the most likely value of the parameter (the dot) as well as the 95% credible interval for the parameter. The `intercept` and `higher_edu` have larger uncertainty compared to the other variables. \n", "\n", "Another built in plotting method in PyMC3 is the posterior distribution of all the model parameters. These histograms allow us to see how the model result is a distribution for the parameters rather than a single value." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(normal_trace, figsize = (14, 14), text_size=20);" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Variable: Intercept Mean weight in model: 9.1974\n", "Variable: failures Mean weight in model: -1.3166\n", "Variable: higher_edu Mean weight in model: 1.8548\n", "Variable: mother_edu Mean weight in model: 0.2636\n", "Variable: studytime Mean weight in model: 0.5772\n", "Variable: father_edu Mean weight in model: 0.0303\n", "Variable: absences Mean weight in model: -0.0676\n", "Variable: sd_log__ Mean weight in model: 0.8244\n", "Variable: sd Mean weight in model: 2.2817\n" ] } ], "source": [ "# Print out the mean variable weight from the trace\n", "for variable in normal_trace.varnames:\n", " print('Variable: {:15} Mean weight in model: {:.4f}'.format(variable, \n", " np.mean(normal_trace[variable])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpretations of Weights\n", "\n", "Based on the sign and location of the weights, we can make the following inferences regarding the features in our dataset:\n", "\n", "* Previous class failures are negatively related to the students final grade\n", "* Higher education ambitions are positively related to the students grade\n", "* The mother's and father's education levels are positively related to the students final grade\n", "* Studying time per week is positively related to the students final grade\n", "* Absences are negatively related to the students final grade" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_2.5hpd_97.5n_effRhat
Intercept9.1973500.4662330.0099748.33904610.1294922505.00.999956
failures-1.3165660.2004280.003174-1.701078-0.9175253879.00.999768
higher_edu1.8547840.3617390.0068171.2029872.6075513202.01.000270
mother_edu0.2635780.1251410.0022550.0191570.5097652942.00.999802
studytime0.5772360.1275460.0021950.3266530.8270313301.00.999762
father_edu0.0303190.1285030.002093-0.2276070.2723643020.00.999836
absences-0.0676020.0235500.000372-0.114305-0.0220073512.00.999754
sd2.2817310.0764560.0013252.1410542.4380243405.01.001020
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_2.5 hpd_97.5 n_eff \\\n", "Intercept 9.197350 0.466233 0.009974 8.339046 10.129492 2505.0 \n", "failures -1.316566 0.200428 0.003174 -1.701078 -0.917525 3879.0 \n", "higher_edu 1.854784 0.361739 0.006817 1.202987 2.607551 3202.0 \n", "mother_edu 0.263578 0.125141 0.002255 0.019157 0.509765 2942.0 \n", "studytime 0.577236 0.127546 0.002195 0.326653 0.827031 3301.0 \n", "father_edu 0.030319 0.128503 0.002093 -0.227607 0.272364 3020.0 \n", "absences -0.067602 0.023550 0.000372 -0.114305 -0.022007 3512.0 \n", "sd 2.281731 0.076456 0.001325 2.141054 2.438024 3405.0 \n", "\n", " Rhat \n", "Intercept 0.999956 \n", "failures 0.999768 \n", "higher_edu 1.000270 \n", "mother_edu 0.999802 \n", "studytime 0.999762 \n", "father_edu 0.999836 \n", "absences 0.999754 \n", "sd 1.001020 " ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.df_summary(normal_trace)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Linear Formula from Bayesian Inference using Mean of Parameters" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Grade = 9.20 * Intercept + -1.32 * failures + 1.85 * higher_edu + 0.26 * mother_edu + 0.58 * studytime + 0.03 * father_edu + -0.07 * absences + 0.82 * sd_log__ + 2.28 * sd'" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_formula = 'Grade = '\n", "for variable in normal_trace.varnames:\n", " model_formula += ' %0.2f * %s +' % (np.mean(normal_trace[variable]), variable)\n", "\n", "' '.join(model_formula.split(' ')[:-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate Bayesian Model Using Mean of Model Parameters" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "# Evalute the MCMC trace and compare to ml models\n", "def evaluate_trace(trace, X_train, X_test, y_train, y_test, model_results):\n", " \n", " # Dictionary of all sampled values for each parameter\n", " var_dict = {}\n", " for variable in trace.varnames:\n", " var_dict[variable] = trace[variable]\n", " \n", " # Results into a dataframe\n", " var_weights = pd.DataFrame(var_dict)\n", " \n", " # Means for all the weights\n", " var_means = var_weights.mean(axis=0)\n", " \n", " # Create an intercept column\n", " X_test['Intercept'] = 1\n", " \n", " # Align names of the test observations and means\n", " names = X_test.columns[1:]\n", " X_test = X_test.ix[:, names]\n", " var_means = var_means[names]\n", " \n", " # Calculate estimate for each test observation using the average weights\n", " results = pd.DataFrame(index = X_test.index, columns = ['estimate'])\n", "\n", " for row in X_test.iterrows():\n", " results.ix[row[0], 'estimate'] = np.dot(np.array(var_means), np.array(row[1]))\n", " \n", " # Metrics \n", " actual = np.array(y_test)\n", " errors = results['estimate'] - actual\n", " mae = np.mean(abs(errors))\n", " rmse = np.sqrt(np.mean(errors ** 2))\n", " \n", " print('Model MAE: {:.4f}\\nModel RMSE: {:.4f}'.format(mae, rmse))\n", " \n", " # Add the results to the comparison dataframe\n", " model_results.ix['Bayesian LR', :] = [mae, rmse]\n", " \n", " plt.figure(figsize=(12, 8))\n", " \n", " # Plot median absolute percentage error of all models\n", " ax = plt.subplot(1, 2, 1)\n", " model_results.sort_values('mae', ascending = True).plot.bar(y = 'mae', color = 'r', ax = ax)\n", " plt.title('Model Mean Absolute Error Comparison'); plt.ylabel('MAE'); \n", " plt.tight_layout()\n", " \n", " # Plot root mean squared error of all models\n", " ax = plt.subplot(1, 2, 2)\n", " model_results.sort_values('rmse', ascending = True).plot.bar(y = 'rmse', color = 'b', ax = ax)\n", " plt.title('Model RMSE Comparison'); plt.ylabel('RMSE')\n", " \n", " return model_results" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model MAE: 1.8859\n", "Model RMSE: 2.2741\n" ] }, { "data": { "image/png": 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maermse
Linear Regression1.88592.27395
ElasticNet Regression2.092822.53656
Random Forest1.855292.32467
Extra Trees1.976572.4871
SVM1.902622.30825
Gradient Boosted1.812722.22737
Baseline2.17612.67765
Bayesian LR1.885912.27411
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" ], "text/plain": [ " mae rmse\n", "Linear Regression 1.8859 2.27395\n", "ElasticNet Regression 2.09282 2.53656\n", "Random Forest 1.85529 2.32467\n", "Extra Trees 1.97657 2.4871\n", "SVM 1.90262 2.30825\n", "Gradient Boosted 1.81272 2.22737\n", "Baseline 2.1761 2.67765\n", "Bayesian LR 1.88591 2.27411" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_model_results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make Predictions from Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Observations" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# Make a new prediction from the test set and compare to actual value\n", "def test_model(trace, test_observation):\n", " \n", " # Print out the test observation data\n", " print('Test Observation:')\n", " print(test_observation)\n", " var_dict = {}\n", " for variable in trace.varnames:\n", " var_dict[variable] = trace[variable]\n", "\n", " # Results into a dataframe\n", " var_weights = pd.DataFrame(var_dict)\n", " \n", " # Standard deviation of the likelihood\n", " sd_value = var_weights['sd'].mean()\n", "\n", " # Actual Value\n", " actual = test_observation['Grade']\n", " \n", " # Add in intercept term\n", " test_observation['Intercept'] = 1\n", " test_observation = test_observation.drop('Grade')\n", " \n", " # Align weights and test observation\n", " var_weights = var_weights[test_observation.index]\n", "\n", " # Means for all the weights\n", " var_means = var_weights.mean(axis=0)\n", "\n", " # Location of mean for observation\n", " mean_loc = np.dot(var_means, test_observation)\n", " \n", " # Estimates of grade\n", " estimates = np.random.normal(loc = mean_loc, scale = sd_value,\n", " size = 1000)\n", "\n", " # Plot all the estimates\n", " plt.figure(figsize(8, 8))\n", " sns.distplot(estimates, hist = True, kde = True, bins = 19,\n", " hist_kws = {'edgecolor': 'k', 'color': 'darkblue'},\n", " kde_kws = {'linewidth' : 4},\n", " label = 'Estimated Dist.')\n", " # Plot the actual grade\n", " plt.vlines(x = actual, ymin = 0, ymax = 5, \n", " linestyles = '--', colors = 'red',\n", " label = 'True Grade',\n", " linewidth = 2.5)\n", " \n", " # Plot the mean estimate\n", " plt.vlines(x = mean_loc, ymin = 0, ymax = 5, \n", " linestyles = '-', colors = 'orange',\n", " label = 'Mean Estimate',\n", " linewidth = 2.5)\n", " \n", " plt.legend(loc = 1)\n", " plt.title('Density Plot for Test Observation');\n", " plt.xlabel('Grade'); plt.ylabel('Density');\n", " \n", " # Prediction information\n", " print('True Grade = %d' % actual)\n", " print('Average Estimate = %0.4f' % mean_loc)\n", " print('5%% Estimate = %0.4f 95%% Estimate = %0.4f' % (np.percentile(estimates, 5),\n", " np.percentile(estimates, 95)))" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test Observation:\n", "Grade 12\n", "failures 0\n", "higher_edu 1\n", "mother_edu 2\n", "studytime 1\n", "father_edu 2\n", "absences 8\n", "Intercept 1\n", "Name: 39, dtype: int64\n", "True Grade = 12\n", "Average Estimate = 11.6763\n", "5% Estimate = 7.8771 95% Estimate = 15.3905\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_model(normal_trace, X_test.iloc[41])" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test Observation:\n", "Grade 12\n", "failures 0\n", "higher_edu 1\n", "mother_edu 1\n", "studytime 2\n", "father_edu 1\n", "absences 6\n", "Intercept 1\n", "Name: 2, dtype: int64\n", "True Grade = 12\n", "Average Estimate = 12.0949\n", "5% Estimate = 8.5854 95% Estimate = 15.7475\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_model(normal_trace, X_test.iloc[16])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predictions for New Observation" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "# Make predictions for a new data point from the model trace\n", "def query_model(trace, new_observation):\n", " \n", " # Print information about the new observation\n", " print('New Observation')\n", " print(new_observation)\n", " # Dictionary of all sampled values for each parameter\n", " var_dict = {}\n", " for variable in trace.varnames:\n", " var_dict[variable] = trace[variable]\n", " \n", " # Standard deviation\n", " sd_value = var_dict['sd'].mean()\n", " \n", " # Results into a dataframe\n", " var_weights = pd.DataFrame(var_dict)\n", " \n", " # Align weights and new observation\n", " var_weights = var_weights[new_observation.index]\n", " \n", " # Means of variables\n", " var_means = var_weights.mean(axis=0)\n", " \n", " # Mean for observation\n", " mean_loc = np.dot(var_means, new_observation)\n", " \n", " # Distribution of estimates\n", " estimates = np.random.normal(loc = mean_loc, scale = sd_value,\n", " size = 1000)\n", " \n", " # Plot the estimate distribution\n", " plt.figure(figsize(8, 8))\n", " sns.distplot(estimates, hist = True, kde = True, bins = 19,\n", " hist_kws = {'edgecolor': 'k', 'color': 'darkblue'},\n", " kde_kws = {'linewidth' : 4},\n", " label = 'Estimated Dist.')\n", " # Plot the mean estimate\n", " plt.vlines(x = mean_loc, ymin = 0, ymax = 5, \n", " linestyles = '-', colors = 'orange', linewidth = 2.5)\n", " plt.title('Density Plot for New Observation');\n", " plt.xlabel('Grade'); plt.ylabel('Density');\n", " \n", " # Estimate information\n", " print('Average Estimate = %0.4f' % mean_loc)\n", " print('5%% Estimate = %0.4f 95%% Estimate = %0.4f' % (np.percentile(estimates, 5),\n", " np.percentile(estimates, 95)))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Observation\n", "Intercept 1\n", "absences 1\n", "failures 0\n", "father_edu 1\n", "higher_edu 1\n", "mother_edu 4\n", "studytime 3\n", "dtype: int64\n", "Average Estimate = 13.8009\n", "5% Estimate = 10.1078 95% Estimate = 17.2885\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation = pd.Series({'Intercept': 1, 'mother_edu': 4, 'failures': 0, \n", " 'higher_edu': 1, 'studytime': 3,\n", " 'father_edu': 1, 'absences': 1})\n", "query_model(normal_trace, observation)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Observation\n", "Intercept 1\n", "absences 4\n", "failures 2\n", "father_edu 3\n", "higher_edu 1\n", "mother_edu 2\n", "studytime 2\n", "dtype: int64\n", "Average Estimate = 9.9212\n", "5% Estimate = 6.0180 95% Estimate = 13.5235\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation = pd.Series({'Intercept': 1, 'mother_edu': 2, 'failures': 2, \n", " 'higher_edu': 1, 'studytime': 2,\n", " 'father_edu': 3, 'absences': 4})\n", "query_model(normal_trace, observation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model Variable Effects" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to see the effect of changing one variable while holding the others constant, we can use the function `pm.plot_posterior_predictive_glm`. This takes a range of values to use for the variable, a linear model, and a number of samples. The function evaluates the linear model across the range of values for the number of samples. Each time, it draws a different set of parameters from the trace. This gives us an indication of the effect of a single variable and also the uncertainty in the model estimates. To see the effect of a single variable, we hold the others constant at their median values." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# Examines the effect of changing a single variable\n", "# Takes in the name of the variable, the trace, and the data\n", "def model_effect(query_var, trace, X):\n", " \n", " # Variables that do not change\n", " steady_vars = list(X.columns)\n", " steady_vars.remove(query_var)\n", " \n", " # Linear Model that estimates a grade based on the value of the query variable \n", " # and one sample from the trace\n", " def lm(value, sample):\n", " \n", " # Prediction is the estimate given a value of the query variable\n", " prediction = sample['Intercept'] + sample[query_var] * value\n", " \n", " # Each non-query variable is assumed to be at the median value\n", " for var in steady_vars:\n", " \n", " # Multiply the weight by the median value of the variable\n", " prediction += sample[var] * X[var].median()\n", " \n", " return prediction\n", " \n", " figsize(6, 6)\n", " \n", " # Find the minimum and maximum values for the range of the query var\n", " var_min = X[query_var].min()\n", " var_max = X[query_var].max()\n", " \n", " # Plot the estimated grade versus the range of query variable\n", " pm.plot_posterior_predictive_glm(trace, eval=np.linspace(var_min, var_max, 100), \n", " lm=lm, samples=100, color='blue', \n", " alpha = 0.4, lw = 2)\n", " \n", " # Plot formatting\n", " plt.xlabel('%s' % query_var, size = 16)\n", " plt.ylabel('Grade', size = 16)\n", " plt.title(\"Posterior of Grade vs %s\" % query_var, size = 18)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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skgjFAqWVF1js77TWX0r+aC4PWI/HwsLCIrm4D8A58ug4XOwctysK1uNJgMLCQl1VVXWph2FhYWFxReHAgQPdWusL1syzHk8CVFVVYf/+/Zd6GBYWFhZXFJRSDZNZzqraLCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCxmFZZ4LCwsLCwAANHo7OzHEo+FhYWFBTo7gZ/+FOjoSP6+LPFYWFhYXOWoqQGefhoIBICjR5O/P9sWwcLCwuIqhdbA/v3AwYN8v2wZsGVL8vdricfCwsLiKsTYGPDSS0B9PaAUCWf58tnZtyUeCwsLi6sMgQDw/PNATw/g9QK33AKUl8/e/i3xWFhYWFxF6Owk6QwPAzk5wG23Abm5szsGSzwWFhYWVwnOnAF++1sgEgHmzqWnk5o6++OwxGNhYWHxNofWwL59wKFDfC8iAtcl0jVb4rGwsLB4GyNeRLB1K4nnUsISj4WFhcXbFPEigne+kyG2Sw1LPBYWFhZvQ3R0AL/+tRER3H47ny8HWOKxsLCweJvhzBng5ZdZe+1SiggmgiUeCwsLi7cJLjcRwUSwxGNhYWHxNsBMiAii0dkhKUs8FhYWFlc4AgHgueeA3t7piwiamznH56abgDlzkjNOgSUeCwsLiysY7e0UEYyMTE9EMDYG7NkDnDjBiaXHjlnisbCwsLCYAKdP00uZroigtZUihMFBoKuLOaI77kjeeAWWeCwsLCyuMGgNvPEGcPgw3y9fDrzjHZPPz4TDwN699G78ftZvKy0FMjKYI6qqStbICUs8FhYWFlcQxsaAF18EGhqmJyJobwd27eKk0oYG5oTmzwcyM4FrrwUWLkza0H8HSzwWFhYWVwj8flYimI6IIBxm07dDh0g+XV1AdTWQnQ2sXAmsWwekpCR3/AJLPBYWFhZXAJwigtxctjOYrIigs5NeTkMDUFsL5OeTbCoqOM/HtkWwsLCwsBgHp4igvJwiAq/3wutFIsCBA8wHnT1L2fWSJVStbdkyPpczNsYW2CtXAunpSTsUAJZ4LCwsLC5bxIsIVqxgHmYyIoLubmDnTgoIGhpINhs3AmvXAmvWAB6H9W9sBF59ld7QwABDeMmEJR4LCwuLyxBOEYHLRRHB0qUXXi8aBd58k+vW1JC8Vq7k4x3vYE5HEAwCr70GnDxJryoQANavT94xCSzxWFhYWFxmcIoIUlPpgZSVXXi93l7g2WcpIujupvBg9Wrg+uuBefPGL3vyJCeOtreTdGS/nllgBUs8FhYWFpcRpiMiEC/nF78wEul164Cbb6an43abZQcGmC9qaQHq6ri/UAgYGuJynZ3JPT7AEo+FhYXFZYPpiAj6+oDHHqOXMzxMz2j7duC66zghVBCNUkp98CArFZw4QXLr72c4zuPhvpzrJAuWeCwsLCwuMbRmJYEjR/h+MiICrYHdu4Gf/5xzctLSSDbvec+5YbmODhJaXx+LgTY00MMZGKA35fUChYXAokWc25NszDrxKKXKAfwlgA0AVgNIBzBfa13vWKYSwDcBrAFQDGAIwFEAX9Na/2oS+6gHUJngq/dprZ+8yEOwsLCwmDGEQhQCNDZOXkTQ0wP88IfAW2/Rk5k3D7jnHuZznGQVCrE/z7FjFCscP07y6evjelVVJLD58zmnZ/v2yeWSLhaXwuNZCOAeAAcAvALg1gTLZALoBvC/ADQDyAbwxwCeVUq9X2u9YxL7eR7Al+I+OzXNMVtYWFjMOPx+tjPo65uciEBrLr9jB8NqXi+Let5117lzb+rr6RENDdEjOnOGYbW+Pkqry8pYqaCy0oT1QqGkHu7vcCmI57da6xIAUEp9HAmIR2t9DMADzs+UUr8EUAfgjwBMhni6tdZ7Ln64FhYWFjOPeBHB7bePlzrHo6EB+MEPOBEUYFjsYx87V60WDJJw6uo4gfTMGYbX+vpYNmfDBpJUTg4fq1YBmzZR5bZ79/QayE0Vs048WuvoNNcLK6UGAIzN8JAsLCwsZhWnTgGvvGLCZNu3TywiGB1lHuf550kkPh/Datu3s0ioQGsKBt54g55Lby/309PDR0UFJ49qTcJJTQVuvJFhtjfeoPCgrY1zeZKNy1pcoJRyAXABKARDbYsBfGaSq79bKRUE4AZwEMA/2vyOhYXFpcRURARakwweeYTiAKXorXz0o+fWVuvrI5G1t9OrqatjqK27m9/feCPzOaEQCS4vj2G9rCzml44epWdUUjI74bbLmngA/BOAz8VeBwDcq7XeOYn1ngawDwzNlQD4UwBPKKU+orV+JNEKSqlPAPgEAFRUVFzsuC0sLCzGIV5EcN11wDXXJF62uxt49FF6IpEIFWcf/jCJx4lIxEiko1GuV1fHBm+9vfRmbriBHo7fT9JZtIgTSiMRTjZ9802G8ZYs4YTTykSyrBmG0lonfy8T7Zw5nu8hTtXm+L4cQGnscT+A9wC4W2v9zBT34wawB0Cp1nrehZbfsGGD3r9//1R2YWFhYTEhBgcZKuvro+z5ne9M3F56ZISey9NPm9YH110HfPCD54oH2tspke7vZ16ns5O11traKBq49lrmawIBLuNysTDosmUkoSefpOItEKDntXo19zWVDqbxUEod0FpvuNByl7XHo7VuBlVtAPCMUmoXgH8GMCXi0VpHlFKPA/iaUmqO1rptZkdqYWFhkRhtbcBvfnN+EYHWTO4/9RTzNNEovZUPfvDcRH8oxHDdiRP0Wnp6uI+aGhJKVRUVaitXmkmimZn8rLiYXtFDDzG85vUCmzczXzQbDeAElzXxJMB+AJ+d5rqShrt0Lp6FhcVVhZMnWfX5fCKCjg6G4PbsIYnk5jIn8653UUjgxNmzLOoZDNJ78vvp5TQ2suLAjTdyAqnbzfAbQKn0zTfT06qpAb77XYbi8vJIRrfcwnUHB4FnniEx5ucn97xcMcQTExpcB6B2Gut6APwBgEatdftMj83CwsLCCa1JJG+9xfcrVzL05VShBYPM4ezeTUJwuylt/r3fAxYvHr+9oSESWEMDPZjeXpLOkSNUvVVVMXx3221sodDYyPXWr2fNNqXYCO6RR7h+WRlw//0MsUWjHMMjj7DsTn098IUvJPf8XBLiUUrdHXspBbjvUEp1AejSWr+slPoSgHwAuwG0gzmeBwBsAvChuG2FATyktX4g9v6DAN4L4FkATaC44NOxfX0wiYdlYWFhgVCIfXCamhKLCKJRVhLYs4fPvb30St7xDnomzlppWrPawBtvkGC6uqhaq62liCAvj7mZD3+YZLJzJwkpNZXbmjePyz/0EPDSS9zmmjXAH/8xBQetrayA8Otf83VKCr2uZONSeTyPx73/duz5ZQDbALwJhtTuBZADks9hANdrrXfHreuOPQR1YJmdr4PkFQQVbrdrrZ+fuUOwsLCwGI/BQVYW6O9PLCJobaV3ceYMH1lZ9IRuvvlchVtvL8UDnZ2sqTY4SBLZt4/fSy7nnnvo4Tz1FEmtqIj7zcykAOHb32aIzuUC3vte4H3vY27osceABx8kiUUiHMvYGAkw2bgkxKO1Vhf4/ikAT01nW7FqBTdPf3QWFhYWU0dbGz2H0VF6IrfdZkQEQ0P0cE6epKH3+ylfXrGCeZmsLLOdSIQS58OHua22NuaFGhtJIEVFlDx/7GOs6fbqq6afzrJlJA6luL8f/5i5oOxs4JOfpHd08CDwjW+wJXYwSIJyu0lqSlFifffd5x7fTOKKyfFYWFhYXK5wiggqKujBeL0kkbfeIpF0dJA4SkoMQSxbNj7v09pKOXV/P5cfHaWn8sorbFsg277vPn735JP0jDwezs1ZtIjrPvss8PLLJLyFC4FPfYrLfPGLwK9+ZaTa+fn0cpRi7bdwmOVzkg1LPBYWFhbTRDRKabOICFatojxZKeZ4XnuNORMJZ61cyRDZtm3jJdWjo/RQTp0iWbS1Ud1WV0dPp7AQKC1lbmbFCgoAdu1iPiknh6G1vDxKpF94gaIDl4tkdO+9wBNPAP/1X2z+pjUJR7yccJheEUAy2rsX+JM/Se55s8RjYWFhMQ3Eiwiuv57hM78feP11kkNvL419eTnJY9MmEofTy6mtJUEFAmZbXi9zQR4P1926lSo0r5cEJSV35s9nqC4Uopfz1lucu1NYSFFDXh5L7Jw8STVbdjaJamiIhNPVRSJyuRhyW7KEIbxkwxKPhYWFxRSRSERQVEQ5suRmGhtJFMuX01vZtm18jTW/n+G5piZO6uzpIWGcOUNBQU4Ow3If+Qgl0cEg8Mtf0htSip7VqlVcfvdu7q++nuRRVcV802uvmVI5lZUcl8wBGhnh5x6PkVdv3MjxJhuWeCwsLCymgNZWViJwigh6e6kSCwRo1AcH6amkpdGYr1xpCoGKnHrfPpJCQwM9kdRU5oKUIolt2sRcTnY2yWbnTpKGz0c1W24uxyEFQYNBKuMaGlhyp6eH4b3ycsqkpbSOkGVaGrexfTvl2C+/DPzrv1L59vu/n9xzaInHwsLCYpKIFxGsW8f3zc2mfE1qKr2LwkLgpptIToKeHhr4zk6uMzwMFBSQPAIBrltaykmkW7aQrI4cYd5Fa0qzt2+nh/T44wyZnT1Lz2VwkEq13l5ut7CQj+5uftbby7yOz8fl169n/icUouR6aIgENTqa/PNoicfCwsLiAohGmVs5epTvly1jiErmzgwP04AXFdG4r1vHiZri5YTDJIUjR0gAzc0Mo42OMscTClFSvXo18P73k2BCIZJUXR23sWYNv9+7lwQYDjNM5/ezQnUgwHFkZDDcFgjQ+xkc5BgzMzmeqip2LV20iPOEmmPVMBcuZFivujr559MSj4WFhcV5EApRKdbcTMNdUWFCW5EIPRGPh9WjCwqYyykoMOs3N9Mr6u6md5KSQoJqbTWqsooKigS2baPX09vLMNrAAL2TbdsYGtuxg0QzPMzczsmTJJ9IhOstWMDtNTeTeEIhfp6ZSU/nhhvYWqGxEfjpT0lIOTmct7NxI8UJhYX8LJmwxGNhYWExAZwignCY3kR9Pb/zejkHRmvmZdaupacjXs7ICNVtp08zR9PVxSR+dzcJYXSUZLJyJcUJUrngzBnO2wmHKXvevp3bOHyYBNPRwUmgdXUmX1NeToJpbzcVDtxuhu3cbtZ+k4mlL7xA0vR4SGjvehdrxT36KLc/OsrPkwlLPBYWFhYJICIC6WeTnU2j7PXSe+jv53J5eTTURUVm3TNnSDpdXQyl5eWRRLq66PF0dzPktWIFhQI5OTT6r71GOTRAsli6lKKCri6SSns7w3UdHSSXsjKG6Lq6OE6ZcFpQwPGmp5Nw8vM5JulIWl3NkN7gIIUI0Sg/nz+fSrlkwxKPhYWFRRxOnGB4rK2Nxrm62siOBwZIOkrRSG/YQK8C4LKvvkqvqL6eIbHyciOPlioB69cztLVxI4nC7yfJdXdzW1u2kER+8QsSYGsr9/nWWyQYn4/E1ddnpNFKcR9SG27+fOZ6OjupoNOa3995J0Nvb7xhCGfBAnprqannNpxLBizxWFhYWMQgIoLXX2f4KTeXSfiSEhrrujoa8NxcejnFxWa9t96igKC1lTmUsjKSiN9Pj6e1lWQg/XHKyrhuUxP78YyOmqKhhw9ze3V19GwaG/mIRrnPSMQo6cJhjq20lGG31FSSyNAQRQdacxwbN1JA0NxsCKe6mst6PKbz6f33J79QqCUeCwsLC5jZ/6++Si9h0SISxTXX0Hs5e5bLrVxJI+6JWc+uLqrDmppIVl4v2xH099P7aG+noV+zhob+hhtIEFqTqN58k9upqCB5PPoo99Xfz/Xq6ujVuN0klcFBeklSiaCggESoFLeRk8PSO5EIlysv574DAZKXUiQg6dNz6BDVc/v3U9Tw3HOWeCwsLCySjv5+4Ac/oJehFGXLMo/m0CESQHY2vZzSUq4zNmYqFTQ2koAqKmjgteZyra00/Lm5NOZLl3LdkRF6Oc3N3N/y5RQQSNHP0VHus6HBlLcRwUAoRJFDdTVDbpmZzBstWMBxtLQwXJaeTtl3ZibJSimS6dq1HJ9UwN5irONfAAAgAElEQVS/n0SXmcnjvu665J9vSzwWFhZXNQ4dAr7/fZJPRgYVZuvXUzkmyfjly1miRrycpiaGphobKR7Iz6d3EwzS25Fk/+LFFB1s327K5XR2UlkWCNDzycmhlyN9dzwe0+xtZITbzMri51rTW/F6+VlqKj2eUIhEkpVFEiopYQ4oNXU84YyNMbfz5pv04k6eNOV0bryR+Z+KiuSfc0s8FhYWVyWCQRr8l16id1FeDvzRH1EQsHMnP8vKokGWfMzwMJVnx47RSxgZMV5OdjaNeHc3ySAtjeKDjRuN+OD4ca4fjZIQamq4nYEBkkd+vvFahoa4TEEBCaekxJBXWRlJJDubajWpSOB208spLKS3JoQzMsJw4P799ML6+nj8ZWUksvvuo6f1/e+zXM7atck995Z4LCwsripEo5QkP/44Q1kuF72cO+9ksc3OTi63dCkT/SkpfH/qFEmjro4ez9y5JKZIhLmgoSEa+LIyksC2bSQzgB7Mb39LovH7STTNzUYhV1LCcNiRI2aeT2Ymt5+dzW2OjtJ7kvxQIECvJSeHy8+dy3yUzNtZu5bLPPccc0nt7UZokJlJglq1il7Rd79LiXYkwuUt8VhYWFjMEJqbmUjfs4d3/UVFLJCZksLyN5EIw2033mhIY2CAYbUTJ4x4YP58GvviYobAxsZICCkpJmyVlsb1+/splW5uJtEND3ObfX3MwxQWktT6+risx8NxCeG4XPxs8WIuI4STlsbvhOR8Psqn167lco89xhyO1GgrLuY6kv8ZHaVn5/ebiaMlJcDttyf/d7DEY2Fh8bZHIECJ9PHjDJNpzTzOXXeRUNrbudzixRQVeL30jA4fZm20mhoW+Kys5OdeL8UDLhe9mdRUGnfpKio4e5YdP2trmfcBSArRKAmnpoaeTn8/vaW8PBJISQnJZ3iYoTClOKeorY3HkpLC/V1/PcdxzTVUrnV0AD/8IWvKSXWC+fP5XU8PvamaGu7L5TLKt9JShvRaWkhq1uOxsLCwmCYiEZLHoUM0/KdP04tYsYIGWUrTSB0zSax3dtIzOnGCobX8fCbrAYoIPB6Gq/x+Gm4pbSOVqKNR5o5+9Ssjp5bW0mlp3L7T+3GG1RYtIjFkZjIUVldHQmlp4b7S0ymFXr6c4cDVq0lw3/wmjy8cJjEtXQrceitJ65lnSLp9fSQYZ205t5t5pYYGenFCkMmEJR4LC4u3JRoa6OUMDjKhPjjIO//ycjN/BaBHsXUrvZaxMc7y37uXSfuxMRJUNMrEfno6ySUS4fYAktjmzUZA0NVFr+PYMVOTTanxeZmxMaNgKy0lWVRWmuKi69ZxvX37SDjBIAlryRJ6VWvXknDefBP4h3/gsQL0xDZtYrgsN5fiiRdf5Jh8PuaBsrO5rdFREtboKMczNsbxyHEkE5Z4LCws3lYYGCDhyEz/7m4a3bIyJuL7+oznccMNxpNpaAB27aKX09pqRAJeLz2a1FSSVnMzjXV6OnMr8+Zx/ZERyqSffJKv/X4aca0Z5pJCo4EAiai42NRWW7mSy5aVcXtvvkni6+0lGVRUcKw33cSw2muvAX/zN0bu7fMxRHj77SS7PXuAn/2MxyHih7Iyvg4E+PnoKN+73RxDairP3WzAEo+FhcXbAuEwDfaRI0auHIkwlxIO870Y1gULOFEyLY3exGuvcX5LbS2JZtEiGuO8PJMnAfg9YNoYpKfT0B85wrbUNTV8HwxyfWnA5gy1lZbS6IfD9HDmzOEYr7mGIbUdOxiei0SY59myBbjnHnpEL78MPPggyQMgkW7fTkJqbqZ3I/N0xsZImAsX8nVnJ5V3w8PGq4lEjPcm7befew544IHk/laWeCwsLK541NbyLn9oiO/nzqXB15qeRmoqX6elkXAWLOD7EyeMlzMwQEJJT+dykndZvtx873YzrLZiBYnj0CHOjXnrLRpt8XRCIe5fDPvwMENceXkcT0oKQ2GVlSSG3Fwa/DNnuN30dIbMHniAx7JrF/C975nuoHPm0LtZtYqKuJ/9jB7eoUPcb1YWHz4fxxUMGrFBJMIxiofT1sb3Shm1W7JhiWcG0dJimjwpdalHY2Hx9kdfH+fetLbyfWEhS8kcPEivoK2NCrG0NIbUrrvOtDTYtYuk0dhIw794Mf+/OTkm/JWSYqo45+ezuGdODlVjBw8yd3L8OPfd0cF9jo3RyCvF1wA9JsnxpKVxf2vWkOiOHAF+/GMafLeby37ykzyOXbuAhx8mkblcJKk772SY7tgxEk5bG/NG4lmlp3NZr5fEMjhIwpFcTloaieb0aRPqy8yk3Vq6FPirv0r+72aJZwaxZw/vLqQxU3k547WzUWbcwuJqQijESZFHjxpPZtMm09Omo4NGd8EC/v+2bmX4LBJhGGrnThreSISEJB06vV4a4PXr6cW0tHB/y5ezAsHZs/RMAgHTH8fvp9fh8dDj0ZrGfHiYobSCAnoxg4MksqoqUz36Bz9gCCwlhR7RBz7ASauvvsr9jI1xTGvWcJIrQKKTKthtbVx3YIDjGB01pXvq602OaXjYhBpra03oMSODRLd2Lc9TWxvJePXq5P5+lnhmCFIUMBTiBVBTwwfAu7B58/goLjYdCi0sLKYGrRmO2rvXGNNly0gUBw4w1FRTQyO6cCFDWddfTwPb3s6JnAcP0tiXlvL/mJLC71NSSC4ZGfQ0RkZIaDfeSALYsYPkEYlw/dZWklggwLDV8DBJIhDgc0UFSWxwkI+MDHpRxcUcx/HjJCshzbvuohfz8MMkhuxshvW2bCFhHDjAMbW28gY3O5tjOX6c4xORQFOTKZ8TDPK8BYMcw8gI38tk082bTekeyf3Mxo2y0lonfy9XGDZs2KD3798/7fUHBvjjNzUZVYnA62XMdt48ekSZmTMwYAuLqwDd3aZlAUDi2LqV/6EXXiDp1NaanjdbttC4hkIkqp076QWkpPD/J16Oy0WC2ryZHpSEzsrL6Z0cO8aQHsB1a2oY3Who4PoyoXR01JS1KS7mc10dSSEvj+Pq6GDoTjqZFhcDd9xhCEVr3qiuXcvQX1cXPx8b43MwSJILBFjgs7vbNIHLyGBeZ3TUiBtCIS4bCJi5O0uXkuhGRniso6NGal1VxX1v3z6930gpdUBrveGCy1niORcXSzxOhMO80xIikna5grw84w1Jf3QLCwuDkRHOZ5GW0D4fSWLRIt7kPfUUPY+BAXo/S5fSS5HGbb/6FfMoUhSzpIQEIi2st26l97BzJ/+fQkSDg/QsAG4rHGZH0FOnOKaMDP5fo1Eum5VFsqmq4s1mQwMNvdfL51OnTGgsLY3hrMpKEqnbzf//mjUMzTnzRe3txlPp6eHyjY1G2ZadzfxTMGi8QIDnQ4gqLY3Et3Ejj/HUKS6Xm0sbVFLC/XZ3A7/3e/QgpwNLPBeBmSSeePj9JKDmZsaPJfkImNa6QkTZ2UkZgoXFFQFRne3bZ5LgK1YwP+L18j/005/yrt3rpcLrpptIPENDDJe9/DI9hexsGnmfj4YYIElt3Mhcz969JJBolCQjIar0dJLJb37DKgd9fRxHbi7/u4ODJI2CAooBioq4v6EhbisY5HGI55OaSi9n1arxnsaSJSSH7m4SXChEghgc5Daam0kqXV38TGvaC8nnDA2ZtgmBgCnjIzmrZcu4TFMT9yPtE6qq+NzSQvJuaKAH9qMfTe83s8RzEUgm8TgRjfJuprmZF4TcXQmysxknLi8nIXlsRs7iKkFHB9VqMkFy7lyGzqQkzcGDwCOPcLnCQk7k3L6dpHHiBL0gEQ9UVvKO3uUiSeTnM++TlUVyam6mMZc2CNLps6iIYoJf/pL/z+Fhrqs1lw+HqXCrqOAcnN5eftbdbWqv+f0kq5QUjk2k00VFJI05c7g/8V5kDlBrKx9SqVprQzASVotGTR5KyMrjMR6Pz2eqLoiUWo4tO9s0mqup4RhlQumyZaaqw1QxWeKxpuwSwuUioZSVMeYqdzaNjebPcPQoH243L1JRyskf0MLi7YRgkDmQ06f5PiODJWIWLOD7aBR44gmSQShEw3rPPfSE+vuB//5vqtr6+0lIVVW86xeju349vY3mZuD552nY29r4fyosJEHk59MQP/00vQCRIxcVGQOdnk4yXL2a2+/pITnU1JAcAgGGupQiAYhHJF6R5HaHh81x9fbSe2tr4zZSUowsOhDg8QLmOT3dqNaysw0xpaUxbCdemeSAgkGez74+7qe3l8cmxCZqvNnIO1viuYzg8zGhuHgxL8SuLpMb6urin6W5mYnNzEwTkisr48VpYXGlIhplEn//fhpLl4tGfe1a4+n7/cC//zuXc7k4J+eDH+R/Ye9eEkVTE5dfupREAtDolpUZddvrrzN819BAT2HJElODbWjIqOOam+kBZGebiZYeD7e7ahVJr7GR4+3pYbhKWhsA9CwyMkiamzZxO0ImEmgKh0lWJ06QCGQ9yb2MjlJEEAjwdVYWvSwhtKws7re11RCOlOLp7OTYolEj9W5oMOo28XC05vZSUkz+KdmwxHOZwuVieKCkBNiwgReKhOSam3khnjjBhywrRCSFBi0srgS0tjKsJsqxigqG1Zw5zmPHgP/8Ty6TlsaOmdu2MVT9yCMMvY2M0PAuXMh1lOKy117Lm7neXk7UPHKEN3JVVSaXGgpRpn3mDMlECngOD5t+NhkZFDRs2sTP6upotOvr+b/s7uZ7r5eP8nKSnXQNFaMuuZoTJxjKE9Wr3Ezm5TGEePgwtxmNkozKyrhMRgaPra6O+87KItlkZJh8ktvN7UoILhTifoXAZJ9uN8cqz3l5FG4kG5Z4rhCkpfEPtXChKToo3lBHh+nV8cYbvBOSkFx5uUmmWlhcTggE6L2fPcv32dkkHGlNAPCO/amn6M2EwzS+f/ZnDFc9/zwnWUoR0LVruQ3xJhYvJumkpfF/sWMHSS41leoxmXfX3s4x9PbyfzU0xLBUb68hL5Fu5+RQERaJcN2aGnocoZDJn8yZw+2XlPC9KOJ6erjN+noSj4S2Fiyg1yWTW19/nd6dVIsuKzO9f/x+kuPwMI85I8OUAxJBw9CQER+MjtIDGxriGMS7cbv5fXY2SWvuXJ7T/HyGNpMNKy5IgNkSF8wUQiEThmtqMvWqAF5kRUXGG7LlfCwuNSIReh0HD9IYejwkjVWrxk8naG01HopSNIgPPECP5NFHmQfSmkRVXW2Ub9nZ9DSkXttDD3Ff0SgN+PLlfB0KcVs9PbzblyR7UxPHmJZGolm/nmE/6WcTjfJZ8jmRiGlvsHAhQ3GlpfREpGTN4KCppqAUx7h6NUUJb77Jh7SmDgbpHclcIFG4idAgJYXLZWWR3EZHjdhBWlv39Bh1m9PEezxcT7y9rCySTVERz2M4zHNXXT2939aq2i4CVxrxxKO314gUpAmVwJbzsbiUaGxk8l962SxYQK/EmdAOh+kJPfUUySczE7j7boaAnn6aEumhIZKC1FOTTpqSF4pEKIGWFgVuN/M+BQU0xB0dzIGI/Pn0aXoifX30JNLT6YXcfDM9mro6jsvv59jb2uh1aG0mh2Zk0HhnZpq6aeJRSWK/uJheXWoqPbYTJ3gsLpepo5afb0JkIlQIh7mM1HkrKDCFP6UGWyBgPBvAEI60xxb1neSP8vP5uc9nCMrvJzHfeef0fl+raruKkZ/Px6pVZsazhOUSlfMpL+dFacv5WCQLg4MMIUnDstxchq7mzh2/nJS12buX68yfD3z4wzSqX/kKScDjoeR33jwa/0iE1+4NN/AO/uBBEk5DA42pFABNT+f1395Oj2P+fIoMTp0isbhcxou49VaS1e7dHIeoz/r7TcsCj4djSE3legUF3P7wMB99fdy/EOSqVRz/z3/OG0MRUaSnc4zRKAmxoYGvpWio281t5ObyMTTE5QYHz83ZCISkCgr4/16+nCSbl0fvTsh4dJTH09HB1x4Pz1WyYT2eBLjSPZ7zwZbzsZhNSOuAw4d5raWkMHS1YsX4m5xwmIq2PXuMam3NGgoIXnjB9JcpKuLnotaSjpuLFtF72L2b+wsEaPQrKxlWGhszIoHCQuZYXnmFhUD9ft715+YynDd/Pj/v6DB5FqXorfn93G9aGo14Vhb/L1J6Z2yMxxKJcHuSOzl+nCQ3MMDv3W4j4W5poQcloULACBHy8kzdNb+f4w4GTTFSp1cjqrScHD4qK0l2kmsaHCRxBgLclpCN12smzXZ0AO9+N/DFL07v97Yej0VCyEUp/UTiy/nU1fEB2HI+FheHujp6OTI5cvFikoTPN365zk5O5Kyro3R4zhwaTJ+P8umBARrOjRtNiAkgQVx7La/dRx81nvzYGL2IlSsZ3pKke0mJGdeOHTT24k0sW8YQXW0tPa6xMVMxWsJysh1pITBnDp/T0rgf8b5KS/nfEYn42bPjqwlIr5z2dtM4TsQA2dkcj8dDMhkaYm5naOhc+bN4S1lZfPb5OJ6iIp6/nByuc+IEyW1oyCjc0tP5fVERSailhcQ8OkpvLNmwxHMVw+Mx+Z53vIMXoAgUZE5CXx+Tu7acj8Vk0d9Pz0NaChQUMKxWWjp+uUiEc2YOH+Z1197OG6LiYhJQbS2NbFUVQ0WBgMmVbNlCA/r007xGT57k+gDv9Kurec2GQsZzz8yk9HrPHn7u9fJa3rSJxn33bvN5SQk9hOPHzSRLr9d0C5XkvM9Hgx0I0IhLGZ1Tp0hYok6TemleLwmgvt7UX/N6eW4yMswkUAnXOT0oYHzlgdJSHpPXSxJJTzdtuI8fN4TndpNEpbRPZSWPoaeHy3V2cr9S+SD+xiAZsMRj8TtkZTEBu3SpKecj84Z6ehhqaGzkstnZ4yew2nI+FmNjpkeOzD3ZuJHXU7ySsrubXk53NwnG4yHpDAwAL71kCGPzZn7n93O95ctpPPftI8F1dTEsFg7TcC9ePL5MTEqK8S6+8hUjkRZVmctF4yuTLOfN43pSsUCMcV4eSWfJEq7ndvO/IJUCIhGS39AQCVc6egpRpKWZ3IxUHvB6ObbMTJKQFPUMhzke6V4qrQp8PhLiunVcp6fHtNceHuZ4jx0j2bhcPB8ZGaba9bJl3M+BAwxfSmXraNSE6sJhI05IJqy5sEgIZzmfzZv5h5CQnJTzOXaMD1vOx0JaBUgY7Jpr6EnEz4KPRmnUDx40cuaSEhrqQ4dMnmP5cpJITw8JraCAhHL2LK+5UIjPnZ0mib5lC/MqzuR/VRXw1a9yHk8kQjKorKR3Ii2oXS4a5+FhihoGBowSVBRkCxYwKuDxMDeqFI12S4vxTtrb+ZySYkJl0qdH2nCLURcyE9WbkI3krqSSgITerr2WxTsHBkgatbVGOef1cn2p21Zayv/hhg0kHJeLZPPkk1TvdXebkB3A/QhJ5ubyfbJhxQUJ8HYWF8wEEpXzccKW87l60NPDEJWEuYqLGVYrKjp32d5eejM9PaYxWUYGQ20jI7xOhECCQZPYnzePxNTdbVSadXUmz7F+PY1sQ4OZw7ZoEb2if/kXM9fG5yPppKSQEKJRE95qajKG3O02+ZKMDIoZ5s419dfa2kiYSpkJmjJ/BuD2fT4en+xbQmZeL8lBa34mz1KlXsJiWVn0AO+5h2HDHTtI7L29xgtLTzckNW8eyX7VKs4lUorhvJMnmWdrbDTKPKW4vtdrKi2IoKi6ml1QpfrDVGHn8VwELPFMDc5yPk1NJnYN2HI+b1eMjlKFdvy4aT29eTO9lPiwWjRKcjlwwMxtEW/nxAne+aen00MqKjI1y6QraH+/qYcms/+15k3Nu95FMhDiKyzk4y/+gh6RzE8pKqInIGMVL0FENeIh5ebyxiktjeSxZg3HcPo0l5XuolIhQJR6LhcfEhb0+/mdtFrweMbXaQuHeUzihQkRzJtHJd+yZSSOvXuN4k2OJTeXxJSdzeUWL+Yxp6aSnBsbmZc9cYLHppT5TaSSAsBtVFfz/5mTw20EgySwZM/jmXXiUUqVA/hLABsArAaQDmC+1rresUwlgG8CWAOgGMAQgKMAvqa1/tUk9uGK7eOTAEoBnALwv7XWP5/MGC3xTB+Jyvk4LzFbzufKhtZMnL/xhql6vHw5PY5Enm1fH3M54hWnpfEm5fXXaeRKS02Dsq4uE24Sj2RsjOG0aJQE09tLotq6lQazpsaQyZo1wPe+xx49ThXZ3Lk0+Hl5fPT3m26eUuomK4vh4miU20tPp2EXkY2UztGaJACY+TBak1T6+kz/HSmHIxJnCd1JqR3xrCSZP38+SURaLnR1kUSCQe47NZXnKj9/vExb9isVF2preb6ceRqvl+tlZZluqKWlpmp2VpbpA5SdDdx+e/IbwV2KHM9CAPcAOADgFQC3JlgmE0A3gP8FoBlANoA/BvCsUur9WusdF9jHlwH8OYC/ie3nXgCPK6Xu0lo/OyNHYZEQSpm7zrVr+SdraTFENDTEu8fTp205nysNnZ0MqwmJzJlDAsjPP3dZrXnXvX+/CXOlpFCqfPw477AXLGCnUI+HNygiV05Lo0Hv6DBGt7aWHtCGDUzwd3SwZpk0h2tsZIioqckQQ04ODWlJCQ11QwO3MzzM7UcivPuvqOA+OztNNQKlTDUEr9cUEhXpszReU4pEIfsUr0cqgojXI0l7SeSnpvKclJUxD+XzkVglDKk1xyaTRrOzefzSyK6nh+Q5PMxxd3YaLwsw1bYLCsxE0cxM8764mMv19HAbpaUmdDcb4oJL4fG4tNbR2OuPA/ge4jyeCdbzAKgDcEhr/e7zLFcMoAnAP2qt/9bx+U4ARVrrVRcao/V4kofeXiNQaGuz5XyuBAwP08M5dYrvfT4m2ieq5zUwQC+no4PvFywgCT37LD2R0lLmcZYtM8azu5vGNT2d14VSJAzp5llRQaMpFaMBXidz5gBf+ALL8ASDNLypqUaMsGiRyUOOjJAkJHckEzj7+miAZTJlWpqRHufl8TvxPiQkF4kYQy9htrQ0U6Q0FOL+hKgkF+P1kkDmz+cxSb7J7abBDwZNnTWZDCrek5BgSoopYtrfb6ocRKPcf2EhfyPJQaWm8rympZmCpW43z69Uy05P53GlplLIsGbN9K6Vy9bjEdKZxnphpdQAgLELLHobAC+AR+I+fwTAD5VS87XWddMZg8XFQ8r5rF49uXI+4g3Zcj6zj2iU3sn+/TSgLheT12vXJlY+ac28yhtv0Lj5fCSd73yHSW6Ph5M677qLBHD2LG9ApD1zWxu3U15Og97Vxc/Lysxd+9gYQ0OrVgH/9/8Cjz1mCEC6iy5cSGJsbeV4pA3B2JjxoHJzaXRra02jN/Eq5s7l+7o6jlFr40mEwyQFCZV5vTxOyVN1d4/3gJzdQPPzeS0vW0avbc4cnldpkVBTY3r5SP+cSIQEmJlpRApSuWB01KgAS0p4rtxuHpdsR/JZIiSQIqojI1xGVHtuN89TS4vp+ppMXNZy6liuxgWgEAy1LQbwmQusthzAKICauM+PxZ6XgZ6TxSVGSgpVRpWVfB9fzqe7m4+DB205n9lGWxvDapLoLy83cuVEGBxk8U4hj0WLGNr6whdMCf/3v5+/X1MTQ2PBIN/39JCA5s0z3sbQEA2zszmax8Nr4Pnngc98xogCpFKzhO5GR6lo6+szhCNtr6VqQF8frzHJ5+Tl0XiHQiQBCbmNOW5zZf6NKM+ys0kmkYjJazorRLvdvE7LyxkivOMOPrvdlI7X1nKcBw+aUjwejymVU1xs+u+IaEE6pooisLKSy2ZmkuTa2nhepONqKGTyqBJGk4mmsq9IhKR3+jRDdrm5wC23zPw15cRlTTwA/gnA52KvAwDu1VrvvMA6+QD69bkxxF7H9+dAKfUJAJ8AgApnQxCLWYMt53PpEQxStiteZ1YWvYeqqsTLa01DvWePMWoLFgAPP0zjqjVDch/6EO+m9+xhCG7OHJNXqajgeuXlvBPv7qaRDQbp7QwP86akpoakIzXURFRQVUUPKD2dKrD2duMFiQH2emlQIxGzfa1JiKWlNMrS50bITK4pIR8JRfl83N7wsFFxiihBQm5z55JkbrqJCrGSEpLriy/SCzt4kIZ+eNjIwvPyeK4WLqQXkpvL425pGV87Lj/fTKTNzeWx1NUZKbmzJE5GBpeRUjr5+TynKSn83V56iefV7zekWV+fxAsshsudeL4B4KegMu1+AD9RSt2ttX7mPOsoAIkSV+dNW2utvwvguwBzPNMbrsVMwZbzmV1EozRuUozT7Wacf/XqiatSBAL0cqQ0TkUFX3/5y/xtvF7KnSsrqWJrbuadeXY2SaWigoaxupq/35tvkojq601zswMHaEiPHGHYS0JY0v8mL4+G9dQprutUjMly2dkci9Q8k147WVlcrrnZ5GIAEoFTvSYyaJFECxEK2QCmjM3KlWzJvWIFz51SPIbXXqOH09BAkgiFTNivupoqslWrxs8rev11Ltvfb3Iy0jcnPZ3bkhYR4bAR9pSX87mkhDcB8+fzWJWih7VjhyEbCSFK99H8fFaaSDYua+LRWjeDqjYAeEYptQvAPwM4H/H0AshTSqk4ryfP8b3FFYZE5Xyk51Bvry3nczFobqZhlLxAVRXJPitr4nVkYqL0kMnNBZ55huVyhodJNrffThL59a9p4NLTaUDl5qC6muRWWwvs3ElPoL2dywWD/N3a27kvqTYt5WNkjs/YGI2z5DqkSZp4X4CRF8t8FmkdPTBg5tE4lWzOZWVGv5STkXGJAkwqOy9ZwlI20gQuHGb7g4YGnt+zZxnak3Xy8njsd97J5UdH6dFIO/u2NpJTWhrPpYgRuruZczt71kjBMzPpYZWWknQqKxmmkzzRSy+R1OvrOX7n3KKCAv4eGRmm8kFhYZIvOFzmxJMA+wF89gLLHAOQCqAa4/M8y2LPx5MwLotZhLOcz6ZNtpzPdBEImLtqgKGZrVt5ribC0BDw29/yXAM0XDU1JJ22NhrVrVtpyCsfwGgAACAASURBVF591TQ5k2ZpubnM/6xdS+P3+OMcQ00NjZ7LZfrQHDliSEMMpYS6PB5+NjLC9zIxVbwUgN+JIEVK0IgCDBgvGgCMgEJCX2lphtyUMpNLxeuR0jiLFxvFnddLspGcSUcH8z9a85xkZjJXdvfdpvzOyZMUcZw5YyTlkr9ZsMCExV54YXyVhIwMXtsLFxrJuORz6upINqdPm66nMt+opIQCh6IiM99J2joMD59b5igZuGKIJyY0uA5A7QUWfQ5ACMB9AP7O8fmHARy1ira3H3w+3nEuWZK4nI+0Bd+zx5bzAWhopPW05EHWr2eY6HzKwdOn6RlJ+2WAOZfubhrY6mr+Ft3dPN/Dw7x7vuYaGubFi00h0CefBJ57ztQ683qNOuvIEd6dDw+bsJmos1JTGQ7KzCQhtLWZem4yR0aIQyBSZJns6XKZMJlSZt6KyJVFuCKlb8Sjy83lsfX08BzIdbdwIa+lYJBhtdra8Xkmn4/n4Z3vZIM5yVc2N5NwpEtwOGw6kObm0pP/5S/NXBsJzRUWMsezcuV4tacUPD12zEjSZa5SURHXKS9nGNTv5/al9YLWPPcFBbMzqfuSEI9S6u7YS5kfe4dSqgtAl9b6ZaXUl0ARwG4A7WCO5wEAmwB8KG5bYQAPaa0fAACtdadS6t8A/LVSyg/gTQAfAHAzgPcm9cAsLjnEeJWUMLnrLOfT3Mw7PAlnXI3lfBoaSB5S7XnhQpa6yciYeJ1gkE3TpHuos4SMhOcWLRpfg00KW5aUkJDy83kT8LOfsXzOyZN873Lxu+Ji3vEfOGDqtAE0xB7P+MmUUtFaDKbMpZFKABJg93hM8UwhMCfpiLcj1QNkros8lGK4MT+fYxLxgdvN4732Wnpu/f08p1KiZnCQ+83NJSFt3cqwWk+PERWcOWPaPAwN8Zymp3NcZ88asolG+Z3IxLdsYe6ooIDn2OejiGPXLoY5RXIujeiWLKF3MzDA83biBI9ZehaVlBhZd08Pr4slS2b0kkuIS1KrTSk10U5f1lpvU0q9BwyprQCQA5LPYbBkzu4E23pIa/1Rx2duAH8NSrCdJXN+Npnx2Qmkb09MpZzP3LmzE3KYLQwM0DhKiCw/nwZxzpzzr1dby5CZhKf6+3lXLX1npNyKGHOvl+VvSktp+Hw+nvNIhHfYEqYbGTGTHf1+5ucGB41XIvkgqRqgFPcpraWdDdGchBOfqxGI1wPwc/FupHVAVpYJ84kgoazMzPVpaeF258wB/uAP6CGeOkWvTdojSO8bqcZRXk7DLs3VRK48OmqOQcQWknMKBAwhykTTG28E3vc+EojUidu3D/jFL0xX07ExbtfnI0GtXs1tdXWZUJso/IqKDGl1dfGcSgttALj+euDTn57edXbZ1mq7EmCJ5+pAonI+grdLOZ+xMd5lHzliEtsbNtCInS+sNjJCL6eujsY8GGTeYmDAeAtDQwwTpaRwuytX8jyJ9yCJfr+f+YZDh0yPnNJSGvWmJjNTX/I4MgdGiF9m4EuvGmfi33kM8vs4W0KLwZU5OTJ3RWqxud3GQ8jM5Liqq7lMQ4Op6pybS+/m2mup/jt8mDcuMplTtuf00KJRLtPdbbqHhsOmGKnkqoLB8d8XF3Nft99OhZwk+0+eZOO7V14x0uqREW6jspK/KcDvBgbM7wJwf8XFfN/SYoqtSsUDt5vjLyjgfKO778a0YInnImCJ5+pEb69RykncXZCaOr646Wx0abxY1NYyryWEes019EYuVIqoro7GbWTE9JyR8kYykVHCljIZcc4cGq7yci4nIbjGRqqwBgb4PiuLuZ6+PtNTZnTU5F6kJIxAxAAyx8SpQBNvJ15A4PR2XC5TQVpIR8rJiKy6oIAe7tq1JJ1jx+jNNDeTFPLz6XmMjND4S7Vsyd8IWSrF92NjPD4poirjy8ri+ZFJm4GAaZ0gnVY3baLHsW4d99vQwDzaSy8ZEpTzJXJpaXQn23G5OAafj4Tj8ZiiozJfR86NlAgCjNd0663A1742vWvusi2ZY2FxuULK+axalbicT20tH4CZLzFvHg3A5VTOp7eXYbXWVr4vKmJYTQpDToSREa5XU0PD2NFBw+c0sjU13G44zOMuL6dRzsykkW5uphEOBulpNTWZXMnmzfQy9+wxpf6F3KVemXhTUh7G2bDMWbNMFG6iVJOSMDJPxxl2E5GAKLdcLo5n/nx6f1u3MvH+9NNU2TU1cXxS6aCvj2IHkSG7XAxVOQlR9jUwML77p9fLkF1ODscWDPJa6u838uV16xi6W72a5Dc2xmKqL7zA8z04SMIJhbhNqSzt95Mgnb18pO2BFBKVXJIo9iS8KKFMma8kn+fmnj/fN1OwHk8CWI/HIh7x5XycMtzLpZxPKGRaT8us/k2bmCy+UJiwoYFeTjBoerr4/WYuid/P8JIUlKyqMlWd09NNva+ODhrplhaj/KqspNHbt485Dkn2izcg86ykmKY8nAZdxAMZGSbsKbXMXC6THxIiEGlzZqbxcGR+14IFNPZz5tBov/oqjXxfn5kvJOsIoUn+Kj2dBCKGXIy9tHGQ2m0pKaa/TW+vkWVLOZuMDP4u1dUkm7Iy/nYvvsgcmrRYGBkxx52ZachCKjdIp1O58RkZMSTlLMGTlUXyk3HKfKicHH4n3tPChRROTPcatqG2i4AlHovzIVE5Hydmu5yP1ryz3bvXyG6XLmVY7ULS2NFRzqOR8i2iqAqFaMzdbm67u9u0Rq6upnEqLaXh6u+nwR4ZISm3tIyfpNjWRuMrxOAMl8UfR6L8jBjI+fNpRFtbzfYkPORsKS3qNJFC5+TQsJaW8gahsJCEdfIkva+eHo5VKluLofb5TEVqITchTFGNFRbyvOTkmKrR0jtobIwGXCpVe71m0mZhIQl0cJBeS10dz6GE0pyVrEVQIOdOPD25rkQFKKIJuRnIzTVlqKTmW3o6H0VFvHkoK6MnrBS3EwxyvUStLiYDSzwXAUs8FlNBfDkfZ2HJZJfz6e7mHXtnJ9+XljJ0NBlpeFMTS64EAvR4WlpoMEV5FQyaJmxeL+fgbNtGo5WZyWX8fhqtU6eMnFgKbIqSbXR0fHsAwMy3ceZtADM5UkJj5eXMCXm99Jja243MWHrdyPZSU03PmsxMGk9pjzB3Lrfh99MrO3iQ507k1T6fKVcjRl7mK4lEWYx+RQWJTEJx/f2mn1AwyPFIyR8hg0iEv31enhEUyE3L4KApQCrSbhEpiLcnOSohczl+qcrt8xmCzc/nfsRrkxJI2dkcr1RuEKIJhTjOjg6G9t79buDee6d3Pdocj4XFLOFSlPMZGaEhlnkZPh9zKIsWXXhdybOcPMmQzsGDNDptbabSgCjIRFRx773MQ3i9XKex0eQQxIDKXb7bTQMvpfudYUnAeDpiVIVsJBxWUkLjnpXFce3aZRL64nE4pdTiiUnjt6IiemWrVzN8NDzMsXZ2kiBPnTKk4vNxW/39JCIhDFHCjYyYsJko9sRoS81A8TakXpuTJGQ/Ur5GKgnEk414Nqmppo2BeCdCLlJ5wFkl2+s10mgp4zM4yOPJyjJzn+Q4Bwf5AMxx19aavkcul7mmkgnr8SSA9XgsZgqScJcJrM6SLi4X8wxCRJMp5yPVoPftM/XJVqxgzmIyVRhaWmjI6+tNuZyBAZNLcCbvy8pYHv/jH6fx3r2bRqqvj4QwMkJvqamJx+l28zORB8dDQmcSJnKGxzIyeKeemmoatg0NmfkuktR35jNkvaoqUwxz61bKioNBhg2l5tnJkyRYma8iFaZ7eszcIcmHyHweyd14PDTiXq/xAsX4Sz6ooIDPkQi3J20OxsZMqG1oiM8ydhECFBaSHETRl55uvKxQiNscHR2f08rIMF6NkG9ODj+TqtROUYXzIdfQoUPjmzH6fDyXt9zCm5jpwIbaLgKWeCySgUTlfJyQ3i0ygTWeSDo6aPylUdfcuTS0E/XIcWJ0lFUDdu6kEW5pMSEwSV5Lr5r0dBLZunU0UgcP0tiKWmx0lAa7sdHkt6TbZqK2yUrRoGdkcF+RiOkiKklu8TREwi0GV7yjlBQ+xMvJySExbtxI4l2+nOdLOtsCJJmTJym2kPCheCW9vUYBl5Jixiatt0Vll5nJ7fb3cx1ntYOCAlOjze83FdOlZpzIuiU3I2QjzebmzOF7CU2GQibHI3XonCICIZXsbI6ruJjbKS/nuRAhhTyc1084TC/3xRc5D0naToh4JDvbHMettwKf//yFr6lEsMRzEbDEYzEbiC/nI8YYGF/OJz+fnsaZM/wuM5MTGRcsOP/2g0FO3Hz5ZXo5vb18SDI6JYXho5IS3nVLeEjmKEloSxL+kgdobjbVCMTAOuc8OY8hPd2UuxkZ4f6lMZskzyVZ7/Ru5FlaQ7tcxqAWFVEp95738Nz09xsS7O42xymfycRRmTAqnwGG9ESCLCo28cpk5r8QjhBXbi6PXcJmUmxTzpecj5QUI3CoqOBvlpHBMYyOkvwGBsbnraQ1tcz7EQFAZSU9Eqk+HS9aCYVIHIODRgr/1ltUy9XXm/YJzvp3QviSw3K5mMf7zncmfx07YXM8FhaXOdLSKF9duDBxOZ+WFobUGhpoKAoK6OHccktiuWskQlI4eJDS59pabqevb3xsXxqVVVSYMJKEzqLR8TP68/M5NpnFL6Ep5/yaeEh3TplQ6pxwKvNqpCBlfz/HJ16B0zAKEeTlGfWYz0dDPGcO8OyzXF/ySSIVlorQ0Sg/k4ZpPT1mXx6PScQLqQ4OmsKesk0Zi8dD8hDvsqHBzMWJV+h5vSa/UlFBbywvz4Q0nXN5xCOS8Fl2NtcpK6OoQnKBpaVcJhDgMbz6qrlh6ew0BDk8bAqAyvwd4FzRhhCPeLpCphUVvKlJNqzHkwDW47G41KivZ6uB+noamsxM3i1L1YHiYjNnyO9nSZzjx3nHL95DVxcNjhgkuZMvLjaSY6WYWJbQVmEhDVNJCdc5eJDfDw+bOTKJIIqv4mIaSmlatns3jaOEtCSUePYsDa80RBMyk7tuqdEmcnSnhyLdP6V9QFYWx9XeznOltfFMpB5ZezsNvggY8vK472CQ25I7fpGBi6eVns5jKi0lMTU0mHCas2KCVKAuKSHRbN5MgUNXF/NoXV28EZA8n3g1Umpn3jwSzcKFpvV3ezsfHR0kkv7+ifNn0SiPQ753zpHKy+NvIeE4Uf7l5ppwYUGBqRlXUMDjmA5sqO0iYInH4lIhEGAs/uxZvs/OZkXizEze4Z4+zcSwtHtwzoCXJHdaGg1bZyeXDwZpjKUWl3zf0UHSEilyURENVX8/8yRSZTlRGE0gHpMIJFwuGuC6OoZ5hoZozHJyTFhscNAQibNKtHhDokwT+bPMTcrMNEU1c3P5HAiQnLu6TKhOIDkSZ44lLc0IG4RIJbcjuSghg9JSGunGRqP4cxYnlRYNeXmm39CcOTzfra2mXYR4NkIG8uzzmVxSODy+HM5EEDIRb0UUiNLKW8J8WVkkTAmhSgM8yRGJVyvnwfnYvBm47bbpXb821GZxQTgn7E3lcbHriiGbiW3M5LZmYhzT3VYkQgPX0GCUSxUVNAQ//jHvsru7+RgcpBcjd86Sm3G5SDQ9PTTE4k2IUmpw0PSuAUy9M0nanz3LZZylbBJBjK5MUszP52uZ1CkN4KTXT2oq3/f1jScZZ08cmWcicmRRtslYs7IMafT3Gwm3kItTZu3MsTjHmppqclLSVVTIJi/PyLJzc3l+40OLcq5ycmjQJZRYWcnvamtJtm1tJAIRBjjPm3hS4rU583qACTFKpQIh7Px87rOggL/roUMUTvT0mN9LwopFRaZLq1No4Awp9vaOH5fzeogfUzJgiWcG8cwzZkKd/KHiXwucP3YiXGhW98UaPIvLB729NFoSDpNYf1cXiSQQMLPaJaxTUWFm4kciJq/T2XnuBFaZBCklXrze8bPcRW0n+YpEcMqspZKATKIcGuKdfSBgEvciLPB4+F6MsMxHEaIQ5ZgzsS8TG2V8EhocGjLEK3JjOUYhMmB8Ql8am0llBQmpiZJLar0JkbS18Zx3d9PAS2tvUdEVFZn+QdIiYvducyPgLAUkJCPhQJFqZ2cbMikqMqEtCU+63UYZJ5N0paPoL34xXmHo8XA75eW8JsSjEdHG+eAkQedzRcXFX9MXgiWeGcSLL5oZ5DMNcdEv9BoY79In+tz5Wh7OMvPxj0Sfi9Fwfud876wcnOghy4oyR2pOOT93lr+f6kOOcbrrOrs6xp/D6W4r/ju/n2Vu+vtpyMJhExoRua/HY6phS4HI7GxTnqamhoQjbR3i63M5FWdSuVmUTMGgKa/vhIxb5odImErqfVVVcf2+Po5Ta5Msd8qGATNvRW7AZLa9kJiQjlwHEvbKzzcN0GRejRCXqNxycsxcGVGmFRebCZPd3SQcIQXAyMXF65GWA01NrKItBTnFg5QSOkrxeKWFgyTuxWuT31mqJsgk2JIS4xVK51SpuC3VHACeu/5+Tm6VZnpSM6+5mcfgrCotk2RXriQhZmePJ48LvZaOr5cKlnhmEFu2mKZLzgsyUYgKOHcZp9eSKNQRb1An89lEzxe6G7oYxIc7LgbxxJfodSISvZhlZ2IbztfOyY8AjfSuXVSs9fXxe6lwfeSImW8id+5iLMbGOCdF+sC0tNAwOSdAFhZyXks4TC9GJi1KxQExmIk8Gyms6TRIkhtISzOlcjo7Tf+ccJjbdYZnZJZ+fLFP8fxlYmNmpvEm5s4lKfT2GuLMyzMqMCdBZmQYcsjKMoZ+3jwa754eEjJgqgfIccmkVICvjx3jszO8KGP0eEwYc2CAY5BjAow4ID+fxn/ZMmD+fBJNov9XOHxuXT/npNuhIRMG6+wk8cjEXukNtXUr++VUVY1vH3GlwRLPDGK6zZMuBKchd/6Znc8TvZ7o+3ijcL5tTLS9qYxjquOLJ6/4sitXEiIRGq6+PuZRGhrG3/GKoZfGXc4keDQ6Pl8gd/jOCZBKjVdq7dljktli2IQIEkGIQJLtspzM2pe8xtCQmbUvRlwISLwRpYwRj89vSE6oqooGWuaoSIn/s2fNOViwgPtqazN9a0SBJuEqn48ezsKFPB9795KMhYidTeMS3fw5WxoAJu8jiXulzFwlrc3NgCTu583jsZSXk/DjPYpE3oaQmHiLUnx1bIzHK/NtRHJeVsYK4zfeyHNyKb2UmYRVtSWAVbVdHpgqKZ6PvCZDtpMh1cnsT8Jgra00nNLLvrubRkXqmUnPFqnXJiEnKbsSDo+f2Kc1jZOopGSOidz5yjickzAn+nvLXJOcHDN/xZl7Ea9NZu6L8RUvx6kgc97dx5ONUzJcWcnwUEmJqS2Wns6cyvHjJJjMTOOtyUx+qRAtJC3bFS9QCNhJrPFhZaeX7zxOpUwrA8nzjI4ayTRgOobOm8dmeitXkuxKS40nNZEnLO2nnXNtZByDg/y8o8N4cNJiorqa3UdXrLgymg4KrKrN4oqHM+90uUHUQSIPbmlhArixkcZE4vHSaXJgwOQUqqp4JyvhHInpS3sBwCjRRN7b0sLwkVQdkGUklBcOG+ObSECilMn7yJyOUIg5BVHGhcOmzIrcpY+NcUzO8i9O71MMrJOEJA8jCfniYs5tSU83Cfvubp4n6egpxCbziWRfwHhxjhj1UMiMS45VvpeOoM422i6X2a7kmLxek3+JRnmDIK29XS5TR62y0lQLyMjgWI8d48OJaNR4Z/IQ8hJIcztnczeAv01uLuXYVVV8feoUq1VcKNw73RDwRNuQeUvJhCUeC4sJIDPYBwbOfUgyuK/PyHoFkmQeGeEEQJfLFIKU2lxHj3LbEpYS7yU11eQthocZlmtrG3/XL+EvwBjqeDmxGBIhgMJCo6JyuynH7eoyijMRBEilACFWUVY5cxvA+BCW5LBEYSW15iR/k5fH8ff0GMKRumbxPXrkGJ35FhmbiAq0NqFKycPI3B7pXSNilUiE+xZCkTBafr7ptyMFPSUUWFrKJm0rVpAIRBAQ7/WGQgyXSUWE/v7x5C83D6mpPEa5duR3l3pvQjZSnQFIPEl0trBmjSUeC4ukQu5SE5GLdKOU5YRwpDuk5GOk5pjME+nqYuhI7mrDYaMok20BNIwZGWbuheQVBgYYfursHJ/fESIBzHwUIRpRBMrdvdQak1bGHg/H8sYbNP4y98WpJJRCmVJQU4xofG5IQkXO48jKoopLyvbX1o5XkAWDRtIsVa0lxyLeh5M85RiECEROHQzyN4hGTeuAggJDtkLKYugltyWqt7w8EzocGeF+CgpIlhs3sk5ZdXXivkl+v6kk0N5u5sLIxNZ588x4c3M51rY2Tvhtb+c4CgvZPqOiwnSHFXXeVEPAMxFyTrSvZJMOYInH4iqA1kYxJKExeZaukonW8fuNTFjmp0Qixktw9qyXxLfURROjLZP4JCchM+Krqnin6/FwbD09fBw9SvmsGGin9yKlcJyhNFFgCeEAxiuQMF4kYgpIOisRCHGKJyHejUiehQScZOD0qKT2V2mpafoWjRpPJz4/4wz/iQeTn8/lJMQoifm5cxmeE69CDKRMmBSilK6fPp9RoDnn+bjdJBsRa0irgZQUGv8NG1j7bvFiEqUgGuV+nWVrhobGXyMiay4t5aOggMvW1HBeVVubUcIVFNCDWr2a6rfy8vEh5MsxnJxMWOKxeNtgeDix5yKlX+IxOmq+E3IaGPj/2Xvz6LjO40q8XqOB7ga60dj3lQAIgAQpkaIkShYpWhK1OpYTy2MlduzEyTiZGY+T/CbrcZycLOdkZjLjiT2JkzhH9jiO7diyZXmRZWuhRMmSSJEUxX0n9n3fG719vz8ur+vrFriAArhIr87BwdLd733vdaPuV1W3bsHhjI+/VXmZHfCOg9dQVp7zV2ZnVXyRKaaCAjjRVavgpKJRVRY4dAiOamhItcSSydRohkbnz5/ToxvbcbEu5PdrupCpG2Pg2O0Jl4mEKhcTIOzzp6+DLLjaWjhrAm12tjZl2qMBWF/yeHTYGtNXVLlmerKpCRFBPI7nOo5O62RNR0SbU9m/4jg6BpusO3bss73B6wVAbNoksn07gI1iq7EYAJ8gMzj41s+Mz4fXc4x2cTGO3dMDsPnpTxVspqfx/jc04KutDd8Z2TF9aUeVi5FDluMx+/fzPWb/fd06DP1bSXOBx7XryihFv9gXi+7c1ZLuOzOjqSWONGb0Eo9rH4VdCGbNhfUWvx+v4Whnpn1YrCalOScHDqa+HqDDlM+hQ1gHIxvKwdgDvtiQaJvNGCPY0PFzWicB13G0RuTx4DwTEwoqPEY8rtMm7VSLXZ9YDOioIrBxI9JSBM2sLKSQKioAFr29cL7DwwpuTFHaKR1GcoEAHN3mzeq4qYYwMpLaABoIaCorENBa1/CwDnkTUUBmlLlmDXpg2tpUA+7VV7Vfxo6qCL4U0uRXIIC/DwyAWNDTA+Yi61WTk0rgCId1vtHsLIbuvfba8v4vrJQttklbbnPp1IuYS6e+uhaLvTVioVbZ9LTuplk3IAjYY5ZZL6DjE9FUFdNiLE7bKScKVBYV4RgDA3CG4+M4DwenUXbGGABTYaHK31MTjSk9pt+Y4snI0LUTfBYr3FNLjGwjCnlStsUYMJ+YWmKBn2BqTKouG7/zeOm7XqbTWPvh8SjR09YmctttOPfx4wrwubl4X4aHdbwCI6bpaThnptx4nSRS1NcjGiTlnGQO+/0k5ZkAEAwCBHhObgBEdKhbMIhIs7kZ52AKjl82GUREWWwEjdzctw7im51VarTNXnMcBRmm3goL3zovh/feVvQ438/274spgFzosfR632Kvu9DPZANejrl0ateuaSNrimOU+Q89NqYy/vznJrBwwqXNpLK/bDYUwSEzM7WIyu5+KgKQDcWx05xxcuRIakTDekRRkaZncnL0O9NIZ88qLZfFaxtEZmaUMGA7YkYYnLRp77w9Hh1n7Di4V6dOaZqQAJuRkTpQzAYz27kwurHHHKRHVmRkUa6/rAyRXGenyEsvKXGCNRauhcDPehGFTO10GuV3vF4dWJaeeuJ6SDOuq8P9X1hARNXRocQBHregAADZ2op18zPW0ZE6ciEU0lEAFN4sLMTnJd2hz8/jfEz18XpEAGgEmsZG3Ke8vPM7+pVUC1mqkeZPsJ+e1v+3lhZ8raS5wOPailg8DhDp7dVGyuFhfHG2CKMPFuv5xd0yd212iokNewQW1jMCATifzEwcg8V5anIxXcTeDCr4Tk6i/4b0YjpLEaUWk44sAlDq6dF6DBlSbAyl07TXbQPO+Zo6+RrSdEVUyyw7G3+357HY5yEgMX0ViaQ2TNpOkB37PGf6dzL0ysuR6w8G4YTCYVUGGBlRWRxbPYG7ZPYDkY2XlaU9MOGwgjTZgfZ7zjVwWF1tLRw6e34Y4SSTAJDSUqTRNm7UyGZkRO8x2WnBoJIAysrwvp4PCBYW8Jk4dUqVE8hiy8vD+fLzEak1N2Od1xKoiKQCCwHFBpq5ufO/tqRk5dfnAs+7yOyd/6UUIJmy4ZwQFtHZi8APNOfRswPeTn2d73zcqXK3bjf9cefp86mse05OKsDYhWNGR6Tr8riOk5qnp9z+yAjGAQ8NadqFjo/n5Fx7rxfXsX8/rpGNjXYfi10DYZGf5AO7aE+zAYG/23/LzoZjYy8Q3wMCG+9XeTmc3uioKjdT6YDRU1aWXgd14RgF8jPBe82R0rffrse+9VaRF14QeeopAC6PwUFmwWDqe5iZqfUZ0qFtQkZnp6pEM61DlWS/XyNRPk6GGFN1jJaqqsAQW7UK98njwTl5P4uKFGRKSzU6PZ/F42j+PX0a30mLHxrSe7NqFZxyczMiHFLbr4aREJIOKJcCLCKqSsEaJj/vnJy60uYCzzIaUzNXi6Gy2Otspo8dUVCOhfTgSETBhbt+prZY+Gazn/16OsPF+gboWNK1qxil3ay24QAAIABJREFUUCiSQMIv/o2O2U5/MHqYmNAaEB03d9RMoZDVNTKio5sHB/EaRhWcA1NUBEfLEQITE1rYtlNjTEHZtRIbVAgQtsIAz8OmRt4nEQUHKjFTUZqEB95nRg6hECKArVvRK9PeroVtrtFuHGUqbHZWQdJek9+vwqLFxYhuQiE4174+kU98AqmqyUm8hoKh2dn4XlGBdVHeprc3NZKhVhw/iyzah0JYC0cshMP6GZua0rk7fK/IjMvPRzqtoQH3i7UvjhUoKwM4XIqAZjKpCt/t7TjPxAQ+I5zG2taGa25qwj0pLLxs97AkSyZTASU9akmndqcbgYVgkv5l/39dDVsyucBxHI+IrBGRQhHZa4y5yC24/uxyyQXf/vZb1WffrhFEbKBI//l8X5y+aINFOjjxyz4XnYR9jvR6AesWLMqzoMsdE9NTnOfOnRV/5y78QsVVflGShiyi9K7u4mI4nVgMz6WUfF8fcvNDQ0p1Zg2FhWDSeulwGN3NzWkkxLQWna09O4YMsUhESQ92ROT367Wy7iOiu3wCLenA9r0gSHAHyjpCTw9mswwO6mA3voc8H8GRBAZuMBgxBQK4Z5s26ayY6modmb1nD5wx7zWHtGVno95SXY3rpWpzd7dK+TPqYmrP41HQYI2Hnx86Pzatsv7ExltGOHV1ADneJzpVpk7Ly/FF0LEjuvSfx8YAplT2jkR04BtrRV4vjlVfDzDjOnmMCx3/Qo/xZ5vowgyB/cXPSXr/U3ovFD+T9hfHg/Pzc741ptPl+be1a6FecDm2IuQCx3H+i4j8uQB0RERuFpE3HMd5UkR2GGO+sOSVvoMsJ0d3nLYTtamqtrNnyoK/p4MEd4j27jq9qU/krZ3JpAyzvkFVXYpRMoKZn9d/PPY+cKfInwkOBBd7x8vIgoVvNkvyObaES/pa6aQX+8ek1Ax7KqggwNdxRx+N4p/01VfhTAg8/KIztqMv/j48rEVtOxVm30cCFQGTc2zYjMnI0I78RBTcwmGlU1OJmveS4JtM4liUcmENi/UjprGKikB42LFDh8Kls8RYG3EcXZ894pnOPj8fIJabi7pJZqayAzl4jFFGdnZqFJmTg3v78ssAGQIfI2SRVA0w7q79fo2+bPah3bSaHinn5iIKbWoCSNojm0lh7usDiNBIa+dIahJB5ucBbkND2oRrp2ZDIe2x4RgCn0/FXpdqyaRGcPxKzyhcaM/PSI4ZAjsV6feff55OPI7371JtMd9zTSkXOI7zH0Xk8yLyZRF5RkS+bT38soh8UETe1cBz+nTq5EKChx0tXGgHw12pHbXYVFc7RcMdJQEpnT1jp8bs3hVbfsX+4jHoNLlztvO/9j8Cqabcob0dI9WVzoQqAVwz60F0oDYFmYwq1lLs+5PeaJmuYmzTW5kGE0nt/6AoJKm06Y7TLorT+QeD+Hv6mOlQCP/UnNo5M6Od/4yA2MtDWnAyiQL3wYN6T/h54HEJOKwxMc1lkxAIOOvW4fx02LYYZzSqdHHOuKms1GbN+XlEQekNtvxMsa5ESnJeHu4hU1psFuW67RogNzhZWTjvhg34qqxM3b3b9TB+Z6RFwoII7i3nBPHzEwppnc/jQZ2IMkGVlUjhFRUtXnvjz3YUwXSo3ddlRyx2apOp5nBYP/eMdoNBzRgwzRwMKlljsXWk+wrb3zBFbqfD7Z/tv/Fz5PHo/3QgcMn/updtS4l4/j8R+d/GmD9yHCed5X1cRP5g+ZZ1fRprCIuZHaXQ8aXXZUTUSS42lMs2ggs/ROwx4Vc6hZPOh9FPIKD5XttJsOP9Qv/sF/vZXvNi/8QicF49Pcp2406QTozd6NyZcgfP5/HaCaIEETtKE1FHR4fIBj92z1PXa2xMIwTWpObmVFGADowRC9Ns9syVcFhl8AmCdPjNzTgfUzq5uUjlUDx0ZkZns1Ated8+jcp4Lfb95DVxh88GVd4b1nDKytB/U14OADtzRplh/EwkErrJoNICI7BoFCDV14eUZzpphE6rrEyHoWVl4TX796fKErHpc34eDjaZ1Huxdq3IL/4iGkltB70Um5kB+27fPujdERw5Syg/H2nCggLUiVpaVFHANntTs1ithTWzdOMGQERHXvOLAMPPiw0UfM+YCWDUudjjizUap5u9UU2vAdsZGHvTyu9XooF0KcBTLyI/Pc9jsyJyBbgQ17ZxAqmdLrPTHCJv/W7/TO0rzt/groppELLG+KEkk4gFWprHg39m9ieUlGAXWV6OFAJlTVbabJWB/n7sljs7lY5spyL4MyMKu75iExb4D5Xexc9/atYPWLDnPWUkF4/j+HSoBD27MM95LEzJ+P24Z34/Xs/hZ0xlksnV3a3rzczEfW9thUMeHlYJmLY2+bmywdgYNiyxGJzTwgKcZkeHDj2zoxtj9D3nVMp4HPd0eFhfQ6Xolhbk67u6RJ58UqnQ3H37/bgPrAtw519cjOvbvx+Cp5yGScAlw4windu24XVHjyId2N+Pa+H7RIBkWi+ZxHvW1IQ1vve9EM1cTJzzYpZI4N6fPo3PVyKB4zQ1KVBwvAOH63k8AKJYDPcmGNTnEGDSMxPpafHFxkmzGZkKEdEoNi/sO2IEfz5SkA0K5/viZsreXPLL3oTx3tus0cXGRaQbgXMlbSnAMyIided5rFlEet/2aq5z4wdSRN9Yfiht1hZ3V/wQ8Z+DRU86vfSOdtso4U5lY87Q4Ff6Dm6lLF1lIB1oBgbgENldz7qSXQ/gNfKfxk4pcjfNCJD1FjKjOJTMTm96PBrRkZrLFJ0IjsPUGddCssDMTOrrGQWOjenUT1KJmX7i7pepoqIiAH1tLZzY8eP4e2OjzqWZm0PNhh37HEk9OIh7xeOJ4DujHk6mbGgAcHR2ot9kdlYBOTcX52lowHmefhpOliktduYTZClDs2EDvk9NiRw4gOjIHlLG6DI7WynLtbVwVLt3i/z4x/pcKh6QGZaXhwhkeBjX0NCA8911F+R3WIu5VDMGn61Tp1JJEKRdUxE8FFLgy8nBfersRF2Qz7WfTwAm8cH+4kbGJkVcLKKw06L8vC8GAouBA9sKFnvsUhhp6XOJ0o9xvt/Ly5f2XlyOLQV4figif+Y4zosi0nnub8ZxnCIR+T0ReXKZ13bd2fr1ysSxiQSRiMqJcArh/Lx+pYMLnW1urrLDGLWUlYHdww7pK2HpQ8/Gx7XDn1M1Z2Y0989GR/sfjmE9d2P8kPOfmY6K0QvrHbwfNnOMjnpoCI9TVaCqStM3jGpYkyIIdXVhV8412kw/HicYxP1dWMB7dvZsapc8za5L2E69vBzn7OmBI2toQOqK7LQjRyCVT5Ybad8UpmSEbNdBmLJbvRrOvqND5LnnNHrIyMDxW1rwOcnKgtI1O+6NUSYfI6ucHHye1q1DVDQ9LbJzp2qY0ZnbxAVunHw+3MM330xl1eXk4HNbX48IxufD/d6/H9cWDoNJ9/DDAB5GkVQ+sKMKuzDPXiaSQrq69P7xs8ENCFmZdv3L3uDYRjIOmYi2IyZZhhEzo03eb/v9v1BUwZohSQKXAgaXChYX+n4t2yXTqR3HKRSRV0WkWkR2i8jWc7+3iMiQiNxujJlcoXVeUbtcOvX3vod/9HRgsccEiygrix/EcPitUQtrLt6lbA3ehiUS+OdntNLRgXx+f7+CC2sdJC0wH81Iw/7H5j89a0p0WKRWs3BPZ04nz1oLazmMYHw+vReMKurrFWxY0GWOnUDGOg17NdhsmUjgvpPKTMfu9eI+DA6qugJTcFQSYKTFdOXsrDrc6mqsg06C6bCMDJFduwAG7MFgo+rcnKbJIhHt+ieY5eQgjbVqFdZ18KACDuV01qwB4FBQ88wZ3EumCmtrdThbNIrPWE0NmjCnptAKsGePjtW2mzs5zMznU9DnBovPsXuoKiuxtvFxbToVweMcMsYCeTrYLNYnFonodFZuAOwahb0hIIWdtGI6ff6/kXXJhmQ+RiUGNiIvLGi9kJ+NqiqlbV8oGrmc6OSdYpdKp15SH4/jOCER+V0RuU9ESkRkVER+IiL/xxgzdZlrvebscoHnd34Hjo1FXRtcQiEAC7/YTb+YGOFKGZ0Bu7O7u1VheGxMQdJufKRD4D+4zaziLo46ZCxUcydNZo5NLGDvQjSqhVvm4MnEEtHjBAL4XluLesm6dYhKGHXZjLqMDJXBIWhOTmKHzHHUFJvkmpm2y8zEc4eGdOaLSGqTI3PflJXp74djz8uDUyKIkBxRVwdn9vrruOesCWVnA0SKipDSsus5rOkwtRMKAbgSCRyDNHGm1KqrcZ/7+pReztRfVhbu1apViJKZBiIpIhJBxDIwoHRvRqR0xtzh23Rp7vL5HJuwEgioA6dEkM8HMKqvT91ILVY34XfW/OzNB505P1M2xbi8HKnM5mYAMKnfBB+CgV1bvZDNzODz1d2Nz5L9P+H14n5WVQG8L6cu9U61FQGed4tdLvB897v4hyku1m5sfl2Jgp0InObZs/pP09+vzjR9RDPNLljS8RAwmQpjUZ/UWjoD7vxswgIdCXuJ+E/LbuzxcR1KxtQSaza5udhdNjWhTsHxwz09AMve3tTokWscGcFz2Cw6Pg6HOj2tDocbAqaccnK0VkAqt+3oWOdhjY6MPwJaYaFOEGXhOBbTSKu9Xes1Hg+eSwHL117TFB4f530miPNzMzKi9QgqNDBa5EaBDpWglJODtNvatbims2dxL/h8jh6w6f32UDibzGEXswnCjAQcB9dfVobjM6Kcn8exKiow8oBTQu1oxqay8z2anFQlBluLjyoMIhqBUcWBUzxXypJJbZLt7sY12sYNQHU1rvdKZSmuRXOB523YtToWIRLRIVWssRBYKLxJR5ZuBBfu4PnPGwgoHZcF5/l5redQKdkmBNCB87h0SHRYpHzyuZziSco3QYC9C4WF6kDa2rBzHR9HpNLZCcdrF29zcuC4BgZwH1ivmZhQQKODZe6+oABfTPnF4wo29mwdgqndd5GdrUA6MYFr5a6fO3xbyZpqAYx8mGIqKRF58UVcE4GEKS0y1uyoketipEIHbRetuV5uGIJB7MS3bAHgHD+O+0TpH4qZiiiBgaoC3AjYjD0CWjgMx5qbq2m2xkaAW3u7jvpmD1FxMaKcdevO3xfCplmyCMfHFfzIlhPR91QE11hbi89K+hTPK2Vzc6kbIVtJw+PBRolARNXzd4stC/A4jrNjCec0xpi7l/D8a9auBvAkk3Cw7K4eGQGo2MBCzTCmRdKNjojAwuIod+6UiLF3ZBwiNj2taRymbOxcPrvPmTYLBlOpm6R3k1o8NKREAzp0EdUbq63FV00NHDKL64ODeK0t3Mm8PR0/WX/URLPBloVopmIKCrT2wBkujP5Yi7OdOp1+ebkO8crKUqfq9WJdhYWpulnpdQemVtetw+t37oSD5nWJaOGZ95T6dYmE0vLZj2MrVfA+kiofiWiqa+1a/P3YMbDIWJ9LZ1j5fMqIXFhQsGTElpeHnxlZkARApemyMjhfin4yegmF4GxJWsjLe2svSyikESGjPlpBAc7BzyWNvVBNTVemwfFSjSoYlGki4YXGjUB1tTbDvpNtuYDnRRGxn9AsImUi0iEigyJSKqBY94vICWPMXZe94mvIVgJ4pqZU7XZ4GM5vbEyBhmme9I5925gCs1M/7HTm7pu0VJviyWN6PHBqjEDICkrPpxNAuJO2u/jpKOfnFXTm5zU9Ysut2A61tBQ5fgJNRgbOSZryxETq9dpNnPYgNao+253hdiGau+WKCkQZDQ1wqseO6XRLNnHaaa2cHLymrg5OjkXsuTlQdikx5PMpC2t+Xt8XMpvodAkIBw+qvhwdP9OXVDcmGYLRElOUIqn3kVI7GzaIvO99AJS9e1XpoaYG9/LoUXymGHXaqTRGNwRVe5wD05Dsd2LBnXpoBLqBATjZWEzrKwUFOqRt61Yw19J7xVhfPH06VdaFY8IXFrBuXntWljZ5Fhe/rX+/K2aRCO4NMxL8jIjgc1JaChCqqsL9vNSa0/Viy55qcxznAwLJnA8ZY163/n6riHxLRH7HGPP9y1zvNWWXCzx79iD0toGFIwP4D840FAuodnMkufss2tpsHObeuaNONztvbjN8GMHYPTTpshl01hSXZJojP18bLW2KtF08JgPIpktTLbilBfn9hgZNT7GAz/qL3SfB842PYwdJwUlStdkBnw44Ihrd1dZixLHHAwov1ZtHRjSC41qpB1ZWpmMAjFFqb0eHEg2YlmK6UCR1zDFHP7O+xPoad/M8H2f8sMGQDa22EjjTg0zDhUJY39atIo8+iuc+9piy23jtfX14n+x/afuzwJ6yZDI1as7MVAHQ/HxldmVm6ryZ8nIcu6NDG05Xr8YcnP5+rDkYFLnnntR5LrOzCjZ2bYRRpQg2AzYQVVTgs1NXd33XS4zBNbM2NDiY+t5w0B6joStVB15JWwngOSQif2uM+ddFHvs1Eflvxph1S13otWiXCzx3340Pms3UYfqFu2Lm8G2qMZ09ayS2lAUtXTjUVjDmsQlYTEGxRsDXMHUVDGrNo6gIzoay8iyMc959NKqEAM61J62VNSOfD7vdtjaRO+6APAt7VmIxTal0dOC1tnPNzlYqNes1CwsqS8JUmK0OzFQWoy+qNDQ343WnTmm9h3Uvm53HUQB1dSj2t7RgHWfP4tzd3XDqrC1Q34spLfapNDTokLbjxzWtNTCA73xvbNouo0WCvq3+bQMio6fVq7G+W2/F+7JzJ5hoTLuy5mNT2m1iADc0ZB+KpFKQ2XdUWwsw6OnBe15eDqp1QQGu5/hxTTs2Norcf78qG4hgB3/XXThP+iA1WlYWzuPz4fPUa7WcB4Na5wuFlvyvd11YNKrTTLu73zraoKREgai4+PqMhlZCnbpJRIbP89iQiDQu4VjvSLMbP1kTsefOkMFDY/GZtRJbu4lNg3yM6TVbwZgfTLvvhSkge1xBKKSpENY72I+QmwvnzMmaTGuNjmIHbY8JYAqQaT2SAlavxo6NDLYf/hCvHRjAcewUGvtBYjE8xuI+z7EYfZb3oqBABTXn5/VaSkpwnGPHcCxGm/a99PngyOvqIM9y112oh7C/5tgxHPPFF7FuKh1Qvp5g1doKgJ2bU0r69DSePzKi956bCTIAmUYjNZkAQcCxNyb5+TgP1ZgTCZFvfUs7/xlxUUGAemT8slOIrNfk5+N1s7M4V0EBnHxdHQA0EhF55RXdhTc3Izo9cADXmpWF637gAQDPyy/j+kUQ1a5fr7I1XV2p2oM1NVoTs1UGMjJw/mt1iudyW1YWNiz19fideoU2+3RoCJJJPp/Whtir9k6ypUQ8xwR1nA8s8tj3RWS1Mab1Eo5TJSJ/JCKbROQGEQmISL0xpsN6ziYR+aSgSbVGINfzsoj8qTGm/RLO8aKI3LnIQ79njPm7i73+ciOeJ5+E02MhmI6AkUssljqKYGEhtZvfnriZXoRkWigUUibV9LSOk56ZgaOYmdECPr8KCvCPn5cHIOJukyOp2TjKXh6R1A5wG1ALC/UfIj9fozRK/jCtaBt1zqiNRsYcSQx0lqRmM4oKBOCQmptVO2xyUv8JGYkNDOg8HU5fZOMnAbKtTeSRRwA4pPbu3y/yk5/AUR44oPpiJCfYUWRLC9JKIyNozuzv1xk/9vwUEY3ICAikjNvCpnYUx3NxPDPfX6bFJibwuWJdjQKn7O5n2taOsAoKdENw+jTujeMArJua0HB6yy043zPPgN4tojOUBgZwvqws3P8HH8RrxsdFnn0W9zkzE+BNooCtxF1RAcCJxxFJ2mm2oqJrY4rntWSxGD5TjIam0roiCws1GiotvXabUlci1faoiHxdRI6JyHdEyQWPCNQLPmKM+dYlHGeboCa0T0QyROReeSvw/C8Rue3c+Y6ISKWIfFbQtHqjMab7Iud4UUTyReS30h7qMMYMXGyNlws8X/uaFq7tkdFMoTBS4Jc9KplFeM6ysccAe706e6S9HV9koTEVxeOxeMz+odxcpauOjcHxM4XFLnd7p2mLcLKnhioBNTVwVEwZcUrn8LCKRpKeW1yM6x0bQzTBNFp6TYhChQSa7Gw4rcpKnDsnB/9oExNKzqCo5uysroFy9NxNB4NYw913i/zqr2JHLoLr3rcPumLt7XDIvJ8EWcqaZGVhR3733XDE+/fjXKRB22rCjGDy8rQWxPoav2zA4YaDdSJGsuxp8vvx/lCck42Y7B0aG9O0p4h+tiorVWxz3z4dQe33A3C2b0farrwc1/ODH+BzNTens24oN9TaCsBpbcWajx9HVDQ+jmtPn8ZZVAQwCQTAduvo0MjH57vyUzyvZ5ucTO3FsxWjMzPxPhOIlqpzt5K2UsoF94jIXwiilUwRiYnIHhH5c2PM85d4DI8xJnnu598UkX+RtwJPsTFmOO11tSLSLiJ/bYz5s4uc40UR8Rpj7rjES0uxywWeP/kTbXxjIZkaT7b0iz3umPn8dC0psrlIMebwLzYLMjoibZcqCKEQjjM7q9MhCVB0+iKpDDmSFsJhAEtBAT7Qq1fLzycwOo5O9+zsxD+DvV42fyYSyO0fOYLncJyBSGptiiBJdl5+Ppxhfj6urb4eTn9kRHtfqDzM4Wo2uYH/mHl5eO373y/y0Y/iWubm4ARPnMDOvqsLAMYGT0YhfF+CQRzj9tsBdocP64aCtalEIjXFRQDhhoMkhHQZIb7ntiYdmYlkE6bL8HMTwJ4Xe5gZX9/cDECZnsb9J+A4DqKSj3wEjwcCYL3t3o0or7MT58jL096u1laRhx7CMSmT/9OfqoZbXh7Sc1RBb2oCyA8N4R7bES/TdrW1175+2LVqiURqNJQ+5ZijHijpczXv84pMIDXGPCciz50bf10kIiMEkSUc46LPTwedc3/rdBxnWBD9XJPGGoctfsmdKAFnMTNGo5KREU0Z2V3tpCRzV1lTgw8Zax7j4/hwnjyJNNrkpHaRMwXCCIY1lowM/M7aT0GB5qBLSnDuoSFIvnR2pn7gHQfOxu/H7nvfPjjy4WFlgdksN0ZvjGpY2C4txRoyM3FNvLZjx0S+/nV850wcj0dJE+xN4XWwWfHhh7FL93iwnldeURr1yZOqQcepoKyvsIm2ogIptYwMAF5Pj4IIQYO0d9aeuIOnIgNrMDRK+YTDuK/2aGKKbUYimmIbHdWaGgE6M1OZgKxZhcOI5FpaAKAHD+K9iMdxj2+4QeSTn8R3EQDurl24F6++CieWSKjo7Nq1AJzVq7G2uTmA0/e+h6goIwPvD+tC9fUArRMn8P7TcnO19nct7cavV8vIAKhUVYG4ky7nw+bbgwdVzofR0LUq53NZZMVz4DF00ScuozmO0ypItR27xJdscBxnUkSyz73m88aYx1ZqfSIoWk9Paw8Kd9DpPzPKGBtTqmlfX2rDZkmJ9oS0tEBvi/0STHOdPYvZJydP6oeP9Q0RnLOoCF/M/7O7PS9Ph5fV16t2WDSKD/SRI/hud2VnZQFsIhEA0Suv4IPP4roNNEwZ2owqjwdRQVGRzrWvqIAzY8H14EGRr3xF5NAhgN70tEaDTF2yfub3wwHefDPu/a23Avh27ICTFsH9eOMN7PL7+9Whk+3F+ld5Oe7J3JzI44/jvWHdhNElNwh8bSiEddgSQDRGN1VVmn5iOpC1LYqJErhYx2FkRcDmvBlGZfn5OnBtfh5gytRbKAQw+sQnACQieGzXLhyjo0PkpZcU6BobAbTvex9+jsUQMZ0+DdA5cUKp0g8+iOd6vXjOT3+qIOv1Yj3NzbiX73SiwNW0YBBRaWsr/i/YV0U5n64uJX5cq3I+S021ZYnIA4JG0nTWuTHG/NWSTn6eVNsiz/OKyPMi0ioizcaY8Ysc9y9FpFtETgoG1H1MRH5JRD5rjPnr87zmkwJCg9TU1NzU2dm5lEu5qFET7NAhOMGzZ7HrtnWwwmHs3FtasFvkTlQEjuLMGbyeUQBTaCykUw2ZbDUq48Zi2qMjkhrZFBTgOExlDQykpod4nLExOJsTJ5TyLKLRHZl8Pp/WiAiw7GYvKMDfS0rg5Fatwpr6+3FNzz0HqjAJD0xBkl1mDx9rakKEs2kTwHloSKe/GoN7u2cPQGd8PFUOxlZTDodxXEru2FI2jDJ9PlXNXljQ0QskMtgCkhkZOuBs7VqdtzM5iedxY0JwZgTF3qH5eRUSzchABMyBatnZcOwtLdrcSsApKMD5HnwQQMxZQXv3avPsvn1wUBQfvfdekV/6JUQwPT06SC0Ww/feXhyXDau9vXj/x63/vpISrGmxKZ6uXXmjnA8bWK+0nM9KkAsqRORnAqUCIyLc0/z8AMaYJWUXlwA8/yQivyEiDxljnlnKOaxjfE9E7heRYmPMzIWeu1zKBSMj2MEfPQqnPT6e6tSDQaSVuHupqkpVHjhzBrvO48dV38tWd6YTr6hAFBEOq6T+woKSAETw+KpVcDK5uXDSnGuSnjPOycE5mLNnjYn1Dbtx0u/XYjp7kiiIyfRVRga+NzbCQYVCON7Jk/g6cAA78p4elV8hgNmCnYGAOrnycvw+Po7XkJXHwWtdXRqdkMjAVB8p3fZcekaJ2dnKCMvKwvvHYroIjkewsWfWM+VWXQ1AHx5WyjjBzL4/nIhqR6hMkSWTKufDyKm2FqSBzEwd1xCJqKDqhg3ooWKd7fBhgG5XF66BVO+sLEREv/u7eB9OncImiJFLNIr3PSMD19PYiPXaFGm/X3tu3m1aZNeTUc6HabkrIeezEjWevxX08WwVkS4RufXc758QkQ8L2GnLbo7j/I0gEvn45YLOOfumiHxARNaJyGvLsbZ0m5zEjv3IEeweh4dTO5X9fu1bWLcOzsTWnersRJro2DGADgdcMS2TkaGNj2Vl+Ken7Abp1TY4UKamvh4fqu5udUa2nEoshh0yKcmdnapBlkiovD7rQJyfw3oDGXVUTSbYhELxPZTwAAAgAElEQVQKNgUFqgbAHpAzZ9AQ2d+f2txJYVJ7cBbHLBijjCmy8kimGB1NlYohk9Ae1EWNubk51VdjajM7G4CWmak7e8oJ2RMlbU021lqqqnDt0agW2OnoRXCPmIrLzlbpH5vcQbo5z8NpkHffjZ9HR3EOjwefg5oafIZuvx0/i6CutWsX1sAmWBGsuaFB5L77EDHt2ZNKAiDdvr0d7xUVEJiycRwV56ypuXbpvK6pOY6OYbnpJpXzYUQ0M4NN2vHjeC7lfGpr8RlYSVsK8GwRkd8Xkb5zvyfPRSl/5jhOhoh8QUQeXs7FOY7zGRH5YxH5tDHma2/3cOe+X3pucQlmjMjv/36qNlNmZirQNDWljr0eGEAB++hR1a9iIyXnzBQXaz8Gi/EFBZrqYbOjCD48ZWUKNpwnbzdFGqOAkkiorM/AAD6Ic3M6zbKkROeasC4xNqaaYZx34vcr2HDiZmOjSqcMD4v87Gc6T+aNN+D4GAGyWM4oh4QKaoFlZaloJiV7SMMm4PDesaaULjHE38kG43tAoCsvx7VyXDcjSz6XYEPpHEZORUWppACum2DHOo4xuEckV/Dz0dODe8LxCQScigoASk4OjkF6eiyGyJUpsPXrNSX3yiugSL/5Jt7TvDyN8lpbARjRKABJBCDc2IjPZXs7KOZUGmht1dlFFOd8pzUxvtvM78f73di4uJzPwICqbtxxWXzgS7elAE+hiPQZY5KO48wK+mRoO0TkU8u5MMdxPi0ify0inzHG/N9lOOSviMi8iBxahmO9xRwHADE9rUDT2po6o2ZwENEMIyIKg9LJJZNaf6mq0rpIZaWOYu7pwQ7FPm9VlfbZcPDZj36EnzkDh0V6jgemBM7srKZ4yspUd4yR0MwMwIusLA5OY2GetZxVqwA4FRV6njfeQBptcBARyoED+JCzJsUGT1LAST0nINgTMHm+vDxcC3tP6LSZ3mNvFAv0bEplesxmk3GSaVkZ7tX+/Sq1wzoPwZopLwIKCQdzc3g+B46Rmm3Pk8nNxf2pr8dxe3vh6KnlxijV61UyQlkZXldaqqBfVqZD5DZvBnDMzSHC2bkT93dkBJ+bmprU5uXSUm3kXbVKz9HdLfLlLwOMEgmcv6lJe25KS1fiv8W1q22Oo8SjDRtS5XxI9FlJWwrw9Ago1CIiZwSptefO/X6LiCwyYmxxcxznkXM/3nTu+wPnqNLDxpid55pV/04w3XSH4zibrZdPGWOOWsc6LSKdHMngOM4WQZT0hEBFOywiHxeR94vIHxtj0vrql8/+4A/0Zw7bOnNGgWZsTFNn8/M6g57NYEVFcA6VlXDgoRCOcfYscvY0j0fBprRUZdl371YBz8lJ1QsTwbmGhuBYWR8KBhFWZ2djHax3jI2pQgDp1tztEmzoJOkgKSHzwguoG1BKpqsLuyg6WDZpBoNaXPf5NKKwG2sLC7G+wkJcS3c3osNYTMVXyS4jABLEec127YbTXkkaaGjAMfbsUco2WYVkAJKpRwCjcjMVqtmPQ7AivZuKzu95Dwr+7e1QSSDlnOfiXCJq5VVVaUTD9FtODt6H/Hwcr6ICr927V+SppwDww8OqfFBais8AG3TXrwelurERx49EUFt76il8Zhjl3nknhEhXrTo/9d+1d6aly/mstC0FeF4QyNA8KSL/LCL/4DjOjYIm0vvO/e1S7fG037947vtOEdkmIAE4577fn/ZcPofmFSgg0PpFxCMifykAypiIHBSRXzHGfHMJa1yydXaqc+TMezZ+MqIJBOAcCDShkAIN9c7a27Ug/POL9KpToqTJiRNIo1HyhukoFrCjUeyq2a/i9WovECVw2H3PYWHBIBxccTGcD0kKVLP2eHR0dEcHvmZndY7O3BycIGnWXEcspvWfUEgZa1NTSu21U3UkIZw9i6ZPzsNh/w7XwfECMzMqqc+UHJtBS0pUHYCyPz096Npn3xEjHNaUmGJjJEUQsBUaAgH8bWxMGy3DYaRXP/hBkQ98AI7985/HdfAaCG55eXgv2Djb1oa1MaqamVH5pE2bQKH2eAAa3/0u7guJAMEgjtPQoESAykqRD38Y0XdGBv7+zDOaWjl1Cn9ngynrRK65ttK2FFZbkYgUGGNOnvv9vwpIBdmCyOQvjTGXHPVcy3Y5rDZjRP7wD7VXZH4+1dlXVOhIbErwV1TAEY+NqRTO2Jgek02VtbX4ubdXGyA5T2d6WlMoySScG/tqmGqihA4leSjpMzKCPC8VBJhWIqWXxXA2PhYV6U44HsfrOdNnZgbOnLUkMt2SSZW+YWGe6cVkUiX92ZuyZg2Oc+QIHCWBhNfCNBrBh4oMHCtgjDbKtrTonBeeb2AAGwQSB3gcRllMe4louo9aaEy9kepMEEomAWybNqF4f+ed2BB84xtw7hw5TTAkANfV6eyghgaNLjkITwTpWyoODAygqXbnTtyjRAJraWpCVGMM/s5rf/hhnPfECayD962jAz+XlYF6feed105/h2vXt60EnTosIhFjzMJFn3yd2+UCzyc/CVAoKgKwsCZBoKmsxGMeD5z22bMAG3vSIvXBysvhJLq6EEENDyvQUHGATpH0aqZ62GSYk6O04ZkZHUY3OZna2EnnyQK8iKZt6uoAmIwYODKBfURnzsCpUXmZKTOmwBjtsabDGTOkLZeUYGBbZiaK4hxNIKJNlBTEHBxUsgAHsxFQeE8qKrCDz83Fe0EF7MlJBWXeK45lEEkdMUByRSKhNTAbNJhyI5Nv40Y48MpK9Fk9+yzuCdURKJ9EgK2p0aF67PCvrcV62fhaVIQCb0kJ1v2Nb0BBoLcXxwyFECGtW4fjUR8tK0sFOs+cwftNCwSwsaFk0e23A+hdc225bFmB51wDZ0REftEY88NlWN81bZfbx/ONbyASYdqsshLRDlM31AejKCWNNOv8fDjSQ4fgNAg0jAxCIVWKpiDm7CwcE50oRwmwIM2xxkxnUR+MYEOdMMr+t7SAFFFZiXM6DtZw8iRIDX19Kn9PeRabmRYMYt2UgeH1EeA42oBR1Pg4wGZsLLXOk5ODY1FJwW6E47whst4CAaQg163DtRw6BJDiCAGONrAL+Ta7kNELpXOys3W8NqM36uDl5uI+kdHGekh/P4r7HDxHlQHWrIqKdAw0afFbtwJ0BwYQ4RmD595yCwr70ajIV78q8m//hucwlbduHUBjwwbUbXp7kXabnNTolT03nJ8TCmF9nCiaPrDNNdeWw5a1j8cYE3ccZ1BEEm97Ze9ge+gh1eESgSPp74czYi2Elp2NOo/PB8fBfhZGDnSC+flwJrGYqjBz/AFz+5RWicdVpJLimewxCYfxXPayMBoKhbSmUlSk64vHAS4nTgB0BgYAEOykZxTg9eJYsRiug/UFFs3JWmNxnHWUsTGwyCh6yp6VvDxN93V26nwb3gNGLIw+Vq+GA56eRpF9cFCVCsiS4+RSRmKU4KGMEAGY1zE4qKMaQiFEI9S/8ngQRbGn6NAhvLeMAEX0vnKeDokJeXk4/5134rMyPg6aOccwrF2LdF0igbrQN7+pvWChECKrD30I18vpnc89h8/OwIAqXSST+Jnzdg4fRq1JJHVgm2uuXS1bSmb330TkN0Xkxyu0luvewmH80/f0KNjYfT2U6p+awnNeew1OzK5PcIfs9cLp2ECSTOowuIoKVQ0gjZdRAMVDSSKwJ1uKpFJqS0tTdbUGBwE2hw4BCDs78TeCDddJFtnkJMCGgTP7VYqKdK3Z2biOwUGV22HqipEhe16ysnDO4WFNy7FGQ6AoKEAqad06RENPP616abzPFN9kxMM1i6ROM+WcIzbFckKqz4fob+1aRIDxOO7J+DieyzQepW7icb1WAhRHDPA+rFmDEQ1ZWei5YSd5WRnqOFNTIv/jf2CuExs4s7PRQPqbv6mD6xIJbAYefxxRqMcDkKmvT53iubAg8vzz2gS6cSMaCV0dNdeuti0FeDpE5Fccx9kjIt8XsMdS8nTGmC8v39KuL0smIb7Y2alpIUYukQicTHc3UlVkiLGGUVioCs12RDM/r/UaTnEkIywjA88ZHcV3TgOlbA7JBUy9sZm1sRGO3u48n5tDTeLAAUQ5/f2pPSZkvtl1GhsMCToEPJ4/mcT12pNLyeaqq4MjzsjQqObQIaSc4nFV1Wb/DCOGvDysv6cHNQ+qO3i9eu1U5WYa0FYLt5tAKfkjokoDFC5973tRY1lYgNLCqVO4dio6kG5tz89hxDExoenO0lJETA8/DKDcs0f7sPx+gEU0KvK3f4vIhUzG3FzQsH/v9zQlNjKCTcHRo4gWp6ZwvQ88ANVie4rnyIgObPP5EOVUV6/kf4Brrl26LYVccLFxBmapWm3Xql1ujedzn8PukrL9HCNtqxZzx15cjJ15VpY6T6ovB4Pa10EVZzrvkRFNuTGyCIffqm0mAudXXa2jBmzmUjIJkDx0CEX9wUGdqsnJlhTFJACI6DpsuZmqKqyFz+WkUDaCUmWgsVFk2zY4YHZJj4wA8Do6VIYnGtUUVTyuTZiJBO4nWV8EEDa1jo4qpdyO8ljPokZaMIjXsJGUtTS/H1HBBz+I477wApw8wZ0pLyoRUHXc58P9ZSqVrMAbbsC1bt+Oa92zR8dPcxT6kSMa/RBcf+EXRD71KdzTSERTnlSvPnwYz21oEPnYx97a5MmBbYkEPh/bt2Pdrrm20rYSWm1XqLXo+rRkEo6lt1cdswicU1kZnITdDElnNjYGEAmHVSMpPx9OkY6/t1dFHgsL4eTs3bo9CI2zaTg3JV34b2wMzu611xA1kOVGoCEDTkTHApABxnoIU2AsxDuORigTE3h+bq4y47Ztw47fGCgkUy/OZutRMoaFe9ZhSFagNhvBhqrXPh9eOzCg951pLhtoc3ORxmSdhUX+EydwrpoarLO1FfWQgwcBzLOzeD5rbbm5AJtIBOcrLlaAyMjAGteswXE2bkQU9MILeA/ZZ1RSgvPu2oW/ZWUhWty+XeS3fxtA0tuL+9TRoZ+l+Xncr9ZWvLf3358qYxOPA3BOnMDvra0gIbgD2Fy71uySgccY8/M5AecGwaU9vIT5Cu9A83iULltQgBrKDTfAiczPw9EODuo0y1gMz62qAphwYBN7YhjZzM+rMCj10UQ0OqKVlqaOGrBtYQHO6NVXdefM+gRHX1PRmhENu/ZJYCB9makl9iSxgZKd89XVuJ5Nm5DeaWuDc92zB0y9M2dQn6D69eQkHHlpqbLfjME9mJjAGjmEjZEcCRxzcwo4ts4ZoxwCRiCghX6qJgwNAVjy8/H7e94DUPja15BWm53FOQoLVbYoN1enlnLMdHExIluKqT74IMD2llsQefzoRzhXLIb3cGICigEjI6rJtnmzyH/6T1jLyZOoy9hElKoq3PNTpwCQNTWo+9jqAlNTSK2NjuK677gDqVfXXLsW7YKpNsdxykTkMRH5ljHmX8/9LUNE0mYsyoyIrDbGDK7UQq+kXW6qbd8+3XFTxoZOfnRUpeaZIgsGda4KGzrJGisshFNj5CCC59jTLdNHDdjGZsJXX4W0ysAA1sC5MqRUT04q7ZqRBFNSFL9cWMDvBJxQSNUSYjGlRq9aJbJlC1hbwSBSd3v3qmTQ2bN4/tAQXs+ZODbFu7dXxxswcqExtRWJ6FRQUrDt3ppAQO8vVXcXFvBYYSEiLVKe8/NBaT51CkAxPa11qMpKFOqLi1VzjtTqDRuUZReJ6GTYpiaAy8sv4zocB8chS3BwULXxNm4U+fjH8fOJE6iH0ewpnmfPIjoSQRTznvek1ug6OtCwyhTlvfeuvLqwa64tZsuVavvPIrJRRB5J+7sjmKPTd+7nD4vIb4vIXyx9qe8Mo6Pv6YHDYeMiu9TXr9dR0VSWJtCMjMCJFRaqJA5355GI0nRF8HeqPy82C2VqCmDz6qs6mXRsDNEK+3jo/BkpEGxEVJE4MxOvoU4Y+1CGh+Eg2VtUXQ2wuesurEsEj//kJ6gdnT6tWm1MK+bk6IRVggM1zDj3hr1PdmotGlVHb881ImU7HEa0wXk/HMWQkQGg6OxEGo29UfX1eD+eeUZBIj8fkcnGjTjW4cOIJEQASNQ84zGiUaRI8/Kw9scf12iFk1bb2/G5oJjoTTeBTu33gyRwvimeIkiJUqfvllsAkrRkEsD+5pv4va4O6UJ3IJtr17pdDHjuF5F/McbMp/3diMg/G2PeEBE5J/D5MXmXAw9z8nl5OkSrpESL5NRTGx2Fk00k9Hl08F6vTsOkUZHYHjVgWywGB/bTn8IJkdTASIWF9IkJBQ0aG09LSrAW6p5Fo3CanGfT368TPnNy4Dzf9z6wqejoenrgpA8c0NQi5YM4ssBmpg0NaYc/Kck0pvqMUbo5IxyuOxDAGisqNHLiVNfSUlx7UxPuxfPPYz3z87jG+no899gxrSXV1UGBoLYWYPGDHyiNu64O11pVhXs4OooNQ14ejs/xEiIArLIyBbqxMYDMjTcC0HJylOIssvgUz3gcs5k6OnAvtm3D+0+bn8c19fVhfbfcAlB0zbXrwS4GPM0i8meL/D29E+Dkuee+a83jQZ9FRQUciderSs8LCwo2xsDBc75JUZH2e4yO6vE4aqCx8fwz7A8eFPnhD0Vefx1OMBrVug+nhI6N6Thr9rNkZen4A0r7lJfDEff3I6qyBU4JVEVFKGg/8ojuyEUQ1Tz1lCoGcKaHiBb8AwFEfEVFAKg331SlbpIYeB72qpDUEI8r4FCck0KrwaCKmY6P428EWxEU9vv6NEIpLcVjHR1Ym8+nmmWtrXjuj3+sfUT5+aiX3Hsv1vH001h7LIZrSSZxryhuygjnZz/De+L1aiMnI9TZ2QtP8YxEEDGSeHDffan3e2AAjaNzczjv3Xfjc+eaa9eLXQx4/IL6zc/NGJNwHKdcRCztZImce+671pJJ7Ia9XgUB7ooJNs3NcDgc6sUxwyyzeb3YbVO+Pp2NFI+jXvLUU8j5MwKZn9cpoj4fHNvYmEYIFMEsLFQSAiOclhbsvnftwlpZg2Dh2usFSH7oQ+gXsZli+/ZhLSdPwlH392utiLpxjOSysrAmphW5PhEFRGrPUb3ZmFTA4aiBigpVQXAcAGZNDf42OIjjv/GGDreLRvFaTh/lPS8qwmbhppsQrezYAeBJJLDuG24Q+ZVfwXvx+OOIMIaGcN84sbSgAPcnHkeEc/QorjGRwDo52qGgQNlzF5riOTkJcJuawnofeCAVmA4dQhSVTAIw77nHHdDm2vVnFwOeIRFZJSI/s/+4CImgXjAG+11rHg92/h0dGrkQbHw+OHwW6ynJwtex14Yq1DROCTx9Gjvc119XSi6jBbK4HAc7frtuQ7CprdWRtqEQnGBVFSKP73xHxSSNgcNlnWfdOpFHH0V6yO7jeeklpPWoRt3fr6QK9s8wEqGMz8QEAHJiQqOgaFRrOLwfttwQCQOZmVhPcbH2IxGUwmHcu+PHQUyYncU9ojoCCQRkA3KGTmUlmHdeLxw5p5hS2+zDH8Y9e/NNkb/7OzT/Uoqmvh4RSE4Oznn0aCpFvrAQXxR7LSi4tCmeQ0OIdEhWsOnSsRgaTM+exe/r1yO95o6gdu16tIsBz89E5FdF5F8v8ryPicgry7Ki69SSSThgypdwnHIwCCdIxQJaRQUcXH09gInG8QJdXSAIHD0Kp8cG07m51D4VNiTSmEKrqlL9NdZ4qDl26pTIP/4jitZUuybxoKYGtYiHHkI0RMc2PIy01UsvATh7e/HdJiewp4egQuChdA0jMwIOh6yJ6PRQvp7ptexsOPG1a7G+eFwJEpmZAGWOcuaUVUZCbKAk9Zr9MlRv4MiCmRkct7YWYLR6Nd6v11/H18QEwIMq0llZeC2vn7TwvDzc88pKpElbWvBZKCu7+OenowMRVSIBwLvnHt2EjI+jdjYxgb9t23blBna55tpK2MWA5wsi8jPHcf6XYHpn3H7wnGr1/xQMZtuyIiu8TszjwQ50bg41Eo6StSmyxcXaa8MdeDSqM3a6urRLnaOx2VdD6ZhAQIvwyaRGJ/n5cKoU2qQEDzXHSkpA8f3SlwBmkYh28ZeV4TltbegpaWkBGMViSKO9+CLIC3192szKa+b0UgIK18QxBhwtQNAh4FDKhwKiOTkAgakplQoqKwPg1NRo5NLXBxCk+jSjvawsHIuqEX4/1kUgys3F701NeB1HPU9M6DC2ujo8p68PKa32dqyjtRVrKC7Gvevrw9+Hh/F6RraFhbh/N920tCmehw9jkyGCe3/HHQr4p08D7ONxXP/27Xh/XXPterYLAo8x5jXHcf5QAC4fdRznWREhH6dGRLYLpnz+iTHmtRVd6TVuLKD398M50/LyADaNjXB+ySR2yMePI7IZHIQjP3QIf+N4AKaavF6dzkmg4I4+FNLUGYvmbEQtKACQeDzQNNuxAzUIRiKsTaxbhyhowwY4ea83Vd2A6+zqUhFOOnn2IXGeEKOQ2VmdFsqJmwQcKk2TthwO63hsRizFxej+v/lmPNcYgMBLL6nuHdNvJBL09KSOEw8ENOIS0eJ7RweOSaYZB/KRURYMonY1MaGjEBobtQ7GMREzMwCsNWsAONu3Y8xBOHzpnxljVCVBBNe7YYN+nnbtUip1UxNo6+7ANtfeCXbRj7Ex5n87jvOGiPyRiHxQlEQQEZGXROR/GmN2rNwSrw/zeOD8ZmbgvNjYWVgIJ9bdjcf7+pB6a2/H7vn0aZWL8XpTxy9zBk84rCw5EUQZlH8pLVVdM9J+W1oAMv/wD6A2c7wzG0DXrgXg5OSgVtDWhvOdPQvAOXQIa+vogJOnKCbFMPPz4dAZnUSjWIvHo82fCwuptG2O2i4vRzRQUIBr37dPrz8/H9HF+9+PCO34cazj+HEcb24O11hVhWP5fLifJ06oskFtrY5VoNp1KKSjFKamEEkSqNn02dSE1/z7v+N+zczgPMkkWG5MH3Kial0dAIsTR5cKCPE4Upft7Vj3nXdiDSK4388+i3vv8bgD21x759kli4SK/Fy1oFBApx4xxrwj5/NcrnJBT4+qJPf14ffeXkQEHAJ39qwqP4tocySVAXJz4cQJLrGYik4ydVZWps2XBKrWVoDKyy+DYt3drSkuAtSqVXBgPh/AZv16OPRjx+Dc29vBBuvs1EFuWVlYh8+nTa1jY3DglJ/xenG9nDRKwOF1FRfj/DU1+H76NABuagrPD4Wwro9+FGD9k59gTT09WtMyBkBQVoZ7MjyMdXK6JxW+WXynuCh171jLKirC36uqwBhra8Nzvv1tAAxn+YTDWGcioZFnXh6uoaICDbObN19es2YkAnLG4CBef++9GpH19qLW4w5sc+16tGUfff1usssdff3668r0GhrSmsjAgEYG7E3x+TSiCQa1HsF0D5Wa7bRaVZUKY4rA2TY0wEk9/TTOT5pyLAYnz5pPYyOOu2YNAGdoCNFETw+c/L59+Btn+mRl4Tw+n2qjDQ8DzChNk0hoNCWijDZGHyUlSn8uL8f92L9fG0YDAURfv/zLAM7vfAdrGR/XHhXHwevr6pCSHBpSdWoqA5SWqgYda1NsfqUmXnY2vioqQJy4/XYce2RE5O//XnuQYjEVPOV8HRILystx7269VVOaS7WpKbxXk5M4/gMP4PjGgEG3Zw+e5w5sc+16NBd43oZdLvD8zu+AmsyR0KQSs8eGNQNK61OF2eNBrYHOnRI5GRlwqmVlcIAEodpaONPTp1H4p+imiM6TKS7Geevr8TPpvD09iG6GhiC3QiowdeAo1MloxhgdVcC+ovl5rafw2glUZKIRcMrKcD0HDujQOxIeHn4YDK7nnwdwUBcuO1vvU00NIsSBAVzjzIxSqHNzAWZHjyrFnGQHnw9AQUWDkhKw9bZtU4ry7t0gW5w6pcPsOKE1P197qoqK8D7cdltqI+dSzaZLFxaCLp2Tg2t+4QV3YJtr17+txFgE1y5gxsAJUhdNBA6c6tMi2sxJtlNFBZzb9DTAgw2VnGLJxksRTQ9Fo4hsjhzRlF0goE4+J0elXKqrsVMvLUXq7cknkU7bvx+/JxLKNmN0w8miItrtT7ka0qA5TM1Ov83N4W/FxaraHI8jkmJdiwyxW2/FLv/oUcjSUA2bNaBYDM5/fBzXymF0Ph8ilcJCOPHduwGkTIdR/62iAjUsHjM7G8KarKFEoyJf+YrI17+OjcL8vEae1dVIv1VX475mZ4Ot2NT09oCgowMEj3gc7+M99+A+uwPbXHs3mgs8y2hUW66s1J1sIqH1Bq9XBUNzcuB4XzvHBXQc7Kyrq/EY6bR5eXCI3d0i3/8+vpP5xucXFMB5DgzAmW3YoGKj3d04x4kTALfpaU0ncZCbiAIJQSWZ1AK9PcmUw9DKynB9FPb0+wEabJTt6tLR3xwWt2oV1jw2hqiLdYxwGEA1O6sac11dSgjIycFri4ux/tdfx70j7TocVpC97z6cj2Ola2rANmOUs3+/yJ//OY4xO6tSPmvXgsYcCimj8IYb8HWptOjzGYe9iSDy3LIF7687sM21d6u5wLOMVlOjc23m5jSdFg5jp9/WBof62mtKTfZ68bqyMgUBjwevWVgA1bavD7v/8XEcr6kJtZ1gEI+xyN7SAgfv88GpdXaqKsHCgs76Ib3ZVgfgyAFjVF3ATj2R1VZWhmN0d2uEVliIKKOoCLWLw4fh1B0HEQf7ZIJBgE4kguczGpmcRNqQQ+g4hZXAGg4jujt4EHWQyUmsJxAA2Nx2m8gHPoB17NqF12dlITpavRrnO3BA5LHHRJ54Aq8n0G/eDBZdPK7zhhobEeVwHMXlWjpdetMmpNHicZBA3IFtrr1bzQWeZTRO3wwE4CyrqpDi8XrRIPjlLyvjixNH7WZAkgsGB+FgJybgiCMROOk77sBrcnI0gqEmWFkZgODQITC7RkZUVmduTinOVBpgPw1TbBwrTcFOasr5fEp1np/Hsaen9Tqrq5j9SCsAACAASURBVPEViYAYMDqq8jdMnZWXa8RRU4NrnpvDGvft0+grGsV5OAcnFgNwHjyICIZip14vAOUXfgHF+aYmOHj2vHBUw8QEpIZ27xb55jcBxCJYy7ZtIr/2a1gHJY5Yx1kOFlkigbrN2bO431u3Ys3uwDbXXHOBZ9nM40HEUVSEInZzM5zmD3+I3boIHHp1NQCJ6RumtjjiengYO2KCRFUVwKa8HMc+eFB39WRczc2BBs2eG2NStcM4ZZSMM1K1vV6cnyO2vV5lfuXlITrJzsZj3d1YG0kGFRVwmB4Prq+rSwkKOTm6bio2U79tcBB1pjNnEMFRIic/H46/qQnXs3evKh9QR83jwXl/6ZcwkmHjRtyzJ5/UGtL69bj+738fr//RjwDi8ThAva1N5I//GNfQ0YH3IBhE3YnzhN6uLSyALj0wgDVt34774Q5sc801mMtqW8Qut4+HI6Bfegk1BJIMAgFll/F2sxjP6aTs2mdfSlkZHHE4DId44ACotpxvk5GhStRswOTkUzZA2rNrOCaBKggU2qSSQUaGji0YG9OGyfFxnavDFGBrK6KCkRHUWqamUus8a9YgomhoUAIExU45p0cE5ywowLUWF+P3vXs1HZeZqWPCAwF09v/WbyGKzMzE6IH2dq1V5eVhvbOzqJ3s3q0pv+JisA5vvBE1l2QSx7jxRhARlksRYHoadOmJCaVL5+W5A9tce3eYy2q7whaNinzxi0h/MZ1WUgInk52tjnxqCk6cQ+FIPy4uVhovJfzXroWz/spXACYsmOfl6ajs7Gw4TdK4SWggTZtsLapO+3xKl6ZKdCiE88/N6ZTQqSkcn42i2dkAknXrsJN/6SVNLXq9iORuuw3jE9avR9qrvR0AaKsgLCzoVNaCAhw3IwOpw+5ugGowiDX19eHYhYVIi33iEwDGs2cBOkNDAKbcXDynuxvO/cABHSEeCiHi+NjHsIZDh3APW1pQc1nOkQLDw6BLz8/j2h54APfuxz92B7a55pptLvAsk2Vl6SyaVatUboVRzcwMgIY9MF4vgImkgqwsFc3csAFO9UtfAkmAIwtYe6Bj4wRNRjeka5PmTPFN0oKpjDA4CODKyVG5nclJnIdCnewl8vmQ3tq0CdHLU08pzdrjUWrwr/86HOqRI3C+ZK51duJaZmZwrooKnJdNsJOTAKi5OVXH7urS4WrNzSKf+xyiqEgE59+9W7v+OQvnzTdxvr4+BcubbhL5xV/EPT1+HOerqAChoKhoed//ri7Uk+Jx1Ki2b8c12APb7rnn7fUBuebaO8Vc4FkmSyaht9XdjUhibg7OkfTgSERrGatXw8HOzmoTZm4u0j7RKBzt/v1wXKRgU+vMceDc9+xRJQRjEMXk5mokUVgIR856TDCI6KmvT8cghMM4/4kTABOm8VgPyc3FWqenRZ55RgU/OUPo/vsRSaxfD9D63vcQ8Z09qwKoU1M4V2lp6jUsLAB0mJKqqMD9aW9XMsWv/qrIH/4h7s/PfqZ1G8dB6rKwEOc5dQrXxYiwuhossVWr8NzZWRxv82ZEoMttR48itWcM7tfWrXiP3IFtrrm2uLnAs0zmOEhB9fRokZ9RiN8PoNm4Ec5+YEAVncNhRDgTEyJ/9VcgCVDHLRTSpsj+fjDjpqZ0jDWld8JhOGFK93NaZ0kJjnHyJEgJxmhzZiCAdBjla6iyQDkcsu2OHFHSQGYmAOLuuzH++uab8ZydO8Hg6u1VlYHxcYBmKARgYX0rEsGaJyawfvY8jY7idYkEopvPfhbpsFdeQaqquxvnys/H/ertBcliaEg18oqKADbV1crIy8rCfV+7dvnpysZgA8DazU03AYR37HAHtrnm2oXMBZ5lskQCTrqnRym/RUWoi9xyC5zsiRM6y4ZDwzo6RH7/95EyIwCEQtiZG4PXkE3G1F1GBsCmoACOe80ard8EgwAhinm+/jrSXOPjOG5pqY5fYC8Poy4W2L1evCYWU9JARQUc+EMPoTBeUAAwe+IJXMPEBK59ZERp4YWFAACPR2s3Hg+eGw4jAkgkVPEhNxeg9sADAJQdOxClcXT1pk2Ivl58Ecdg3aS8HOerqVGQ9/tBgti0aWX0zhIJAO7p07imLVsA9N/7njuwzTXXLmYu8CyTcTcdCsER3nILAGFyEsVuTglliuv4cfT1nD2LtBMBZ9UqAA0ZWWSmicC5knbc1ob6Cp0q5XV8Phzr4EHUV8bG4Bjz8hA1HD6sDLiMDDh1qhMEAqk061AI4FBXB0C4/36sr71d5J//WetLHR0AHKofUNssFALgZWUBqEj1rqgAoE1OKmutqQlRSVUV1sheJI67jkbRdMnR1qRWE+Sys3EP6uvx/Ntuw+8rYQsLSD329ytdOhIB6MTjuNbt25c2m8c1195N5tKpF7HLpVOzgbG+Ho7zwAFVe45G4Sw7OxEZdXerigDHDnDcAJUFRHQuT2kpjtvSgpqBPZFUBI87DlJ1FORcWMDjk5N6LioUkEDAv+Xk4Lgej6bx8vLgwB9+GCmjnh7UWd54A2vt7FQVgIwMrV8xnRiJ4BhsUM3MVCFQ9itFozr9k0A9PIxj+XwArt5ePG9sTFW9vV6AEMGWIqibNwN4VspmZpD6m5gA2N13H1KZR47gcXdgm2vvZnPp1FfBWlpQaH7iCTio0VEt1k9MgPI8OAjnSkmaRELrLOkyNnl5AJvaWjjWkhI4bTLCfD5Nye3fj5oHKckiAISZGfyek4PnTU0BFKi/lpuL6CkYRCRBXbm2NgDO5s1Y82OPocbEPpxIRCV1CgqQhguFALh9ffgbdeRmZlLZcvPz2hdUX48oqrkZ4EJq+ZkzeF1GBl6Tk4PnTE2pFhvHW2/YgIJ+a+vK1lJGRsDYm5sDMG7ZghqUO7DNNdeWZi7wLJPF4yLf+Iayqzi3ZnoaKZnBQe2RicXwfDuNxpRRIIAIoLISTrm5Gc6VhAOfDwDU0IBjHzgA7TeKZjKC8XhUjSAQUBCMxTSaufVWnOfECaw5FgOQ3X8/nOrkJBScd+3Crp6NqvE4jltcDCZeTg5Sh4cPY61NTQCuuTkwzubnEbmw7yceRzqurAx1kLVr8bzBQY0Sybjz+1G0HxrCa2Mx/MzG0w98AGlNgvFKWXc3pG7icaT41q5Fus0d2Oaaa0s3F3iWyag2TIZVJAJn29cHh8piPSX82eBJFhkVmisqADarVqWmpjIzIV5ZX4/U02uvgVG1d6/WgljroAxOMok1cCaQMQCcm29WSZ/Dh3VK6ZYtIu99L9b6zW/q2OlIRNdsK00HAjjG6KgKdm7Zgut49llECIzwSPmmmGlLC5pNBwbAiHvjDRynpEQVq9etw9r6+wEsp0+rhtx73iPy6KNXpo5y/DjqSxQQDYdxfSLuwDbXXLscc4FnmYxpsmQSu2NqkXEctIim0Px+gEQ4jJ8LCxFpNDXBkVF9IJEAIKxZg78fPQrtsb17Ia7JRs6MDKU/U8AzHk89N6Vu1q9H5LJ/PwDG4wEQ3XEHAOLb3wZ4cqSBz6ejAkpLtWbD+o7XCzB88EE0kD79NGogo6OI8DgOIhBAhLJhA57f1oZm0FdeATgXFiL6qqwE+Ph8iIIcB9fR1YX0VnExmlVvvPHKvK979uBeiWDNU1O49yLuwDbXXLtcc4FnmSweB3X58GEt2rO7nw2bOTkqX0NttKYmldVxHEQXHg8iijVr4PQPHMAOm3IwBBwRPJ6RoX0xnBjq9QLkfD7UiNasQT2nvV3lZJjKm58HWFAMdGoKAJOfr2y7nBz83NsLIOBI6kceQW3j5ZdF/vIvEZ0wzZidjettaNAeo9JSANaf/ikAx+/H9a9di/Qb9ea6unC+7m78jUzBj39cCRUrackk6NIEv7Y2gLE7sM01196+uay2RexyWG3T09jRRyKpaTSm0CiJk5GB6KWuDrv8zEw4dRE46dZWpKESCeysd+6EvtipU5quE9EZOvG47rgjEQAO+2Y48rqyEsDU1QVQCQa1v4YsNtalKLOzsKAabWNjyooTAUA8+ijScjt2oNZx5owSJEIhAEpjIwAnEMBaYzFovHE8QUkJSAGVlTqgjpI3PCdldN7/fhAdrkR0EY3imqgVR5aiO7DNNdcubC6r7Qqb3w8Hm0xqWqm4WKMejq4uLMTjeXkKODU1iEiqq+GAd+6ExtfRo6pzRjXrZFIpxIymHAdOMRjEc7OzkdKqqdGhcGSsZWfriGt79HVhIaIKjpnmkLneXgXS3FzUZe66C475M59BWm52FscrLIRDzs1FJFdYqCPBSSE3Btd9//1Il3V345qnp3EuOz1JttuDD64sRdq2mRmkCzl0Ly8PoC/iDmxzzbXlMhd4ltFaWxEp5Oaqg6WCAXtlOBTN70dk09qqjZbf/Ca68tvbEaHMz6cywdgk6ffjy+OB05+fV4HSxkak1oqKUIzv6EAE4fNpqotSNpSwoaxPNIq/DQ2p4+Vz77sPdaCXXoK0z8wMiAPBIFJu4TAAq6ICdaRkElHC7t1I7XH43Hvfi+iFa+O8nfZ2JURQI66h4cpGF6OjAJ25OQXnwUF3YJtrri23ucCzTOY4cE4nTyKiSSTUcXMaKSOhNWuQvsnIQNrpX/8VRXZbVJQzaYzB69jBn5uLx4eGtFaTmanyPCUlOObevaqXVlQEMCotBXBlZIBNNjeHHX0yiXP396O+wnoUhUtvuglR05e+pKMd2OtDsPB6UafZsAGMu927kdpjnWn9epHf+A2drioCoDp5UieAUu6mtBT36EpGFz09qKPFYrgWgrA7sM0115bfXOBZRuOANVKmS0oAOKEQUk9r1sCBJRJgSv30p6pCTcAZHdU6kc8HJ3z77fh+9izSUQMD2kgaDisTrK8Px6OQaGEhHH59PQDH48Hrh4ZUfLS9HQAxPKzH41ju1auxluee0zEKgQBSYFQm4BiADRtwXV/4AtJnjPyam0V++ZdxD958U1OPg4MAM8rsVFergvWWLVc2uiBdOpHA+rhGd2Cba66tjLnAs0xGqX/HgdOuqtJpnI2N2PlPTKDzfccOHdw2Nobd9cSEvp6KBB/6EI61YwciCDLK/H4AGNWih4eRupqcxLGKikCRbmvTiaMjI4iEioqQ4jt+HF+jozowLhwGIFVX4+czZwAMZWUaGTEt5jg4dlsbXvPMM6jjUG1g0yY47TVrENV0duL1lPXhvJ/mZqyJKgrbtwMwr5Tt3Yv1RKM6ttvjcQe2uebaStoVBx7HcapE5I9EZJOI3CAiARGpN8Z0WM/ZJCKfFJGtIlIjIiMi8rKI/Kkxpv0Sz/MfReS/iUi9iHSIyP8xxvzTsl1ImmVkICXV0ABnumYNdvDxuNY69u5FNDA0pKm0+Xk4PBGVhfnkJwE43/8+5tCQ4kyxTao1i4C+PTGB8+TnYw033qhK0PPzAKWcHIDE0aOIYMbHASp+P15XUAAQKy3FY5OTiNKoAdfXhyI703/V1ThHd7cW4+fmAGp33YW029QU6N+8PwMDWEsyCbDatAlAJXLlo4tkEvUqKjIkErgP7sA211xbebsaEU+jiPwHEdknAJN7F3nOoyKyVkS+ICJHRKRSRD4rInsdx7nRGNN9oROcA51/FpG/EZHnRORuEfmi4ziOMeYfl+tC0u3++7XwPzaGus2+fVpI7++Hg2ZdhGoCRUUgGXziEwCcZ58F6HR26hgFv197d8rLEXWwWTQUAmDddhsAhCy3wUG8pqkJStLPPouIhZNK8/IANoWFiGpI+W5tVRpzRwcimd5enJuK1X19ABrOFgqHoe3W1ITI5cwZPJ+zgw4eBED6/aiFhcOI1K7GOOhoFPeCaUufD6DjDmxzzbUrY1e8j8dxHI8xJnnu598UkX+Rt0Y8xcaY4bTX1YpIu4j8tTHmzy5wfK+I9InI08aYj1t//7KIvF9Eyo0xsQut8XLVqeNxONxjxwA27e2IEvr7talURMcSlJQgQnjoITj7N97A1/HjeA111ciIKy6Gsxwbw3GyshB5bN2qIwJE8Lr5eezeT5+G1trwMADPGDj9VasAEKWlABiy8DIzERlx3szJkwAYEYDG6CjAyeNRKZvaWtR4ysvBsrOlgQYGEPFRbmb7dqzpao2DnplBunN4GKDKYXnuwDbXXHv7ds328RB0LvKc4UX+1uk4zrAg+rmQ3SYixSLyb2l//5qI/LqI3CEiL1zaai/dEgmIhA4OwlkfO4aUGvtvjAFQ+P3YWa9ahVTT+vUAqO9+F9ERpWqMUc2yYBDO/OhRVYQuKYHIZ1OTpqeoLhCNYh27d4OtxfRYOIxUYH4+gGr1ao2iPB6tR+3cCbDq61NhzulpHKOkRM9BQkBrK0BkYkIjnHhc5/SUloIwUF6OyOdqjYMeHQXoDA2BUFFfD9BxB7a55tqVteuGXOA4TquIlIjIsYs8de2574fT/n5uYoqskRUCnt274bCZThPRMdQFBYgwqqrg3FtakKJ69VUwqk6c0FEBPh+cdG4uophTp/Sx/HyA1dq1qs9WXAzQOX0a0cWePXCss7N4fW6ujlcoKwP4UNJHBOC1aRPA6qtfBWhOT+M65ufxvOJirCkvD88j466hAefgQDnHwXlPnsSabr4ZvTs2jfpqRBekS5PVxzET27frfXTNNdeujF0XwHMuffZPIjIsIo9d5OnsuBhP+/tY2uPp5/ikgNAgNZfRJm8MitVMg/n9qN2Ul2ufTXU1fjcGzn3XLlWHpsROYyOc/Pw8ajyc9RIK4bEbb8QxPB6AWHU10nM7d8Kxd3TA8fM1tbVw9BUVOpGTZIaaGgBAMAjm3E9+gtTYwACiFzaPNjSI3HknIiAOuysvx/mpxM1enq4uABYnit5wAwD5ao6DPnkSjbmnTyN6W7MG0d7Wre7ANtdcuxp2vfzb/b2I3C4iDxlj0gEl3ajmtaTilTHmSyLyJRHUeJa6wIwMRAAi2EkTu4JB9LlkZiIqOnUKoHP8uEYkWVlwhI2NqJt0dYEtRhmc8nKMCGhqUqr12rVIzX3xi9By6+oCWGVkaB/Opk34ziZTlvNKS5GmKytDJPIP/4D+n64ugA7HK9TWinzwg4gO/t//Q10kFkOasLYWUdP0NI4djyNqKynBddxyCyKe55+/uuOg33gDzMDjx3VW0Hve4w5sc821q2nXPPA4jvM3gkjk48aYZy7hJXZk02/9vSDt8WW3jRtRvM7Kwk6aSsy9vapG0N6uBfpAAADV2goAIHtsZgaPlZbCUd54I9JBTU2IXg4ehE7asWMAKs7LycsDKGzYAHCamsKxcnM1TXfLLQANY8C6+/d/x3E6OnANeXmIzj7yEQxZe/llkc9/XkkDN90EFtzUlI7l7u4GuLS1Yc1btwJgX38dx7wa46CTSax91y4AYk0NwN0d2Oaaa1ffrmngcRznMyLyxyLyaWPM1y7xZazlrJVU4OEe9+gyLS/FvF443H37kGbr6IDTy8zE4/39iCaYAisoAEhEInDSfX0KSAUFcJScENrSgohn3z6RT38aAMU6Escr1NfDsdbVIZU2MIDj+P2ImjZtAgBwHPZjj2EUQns7IqX8fADK+94n8lu/hb899hh6j8bGsOa77gIAjY/j+fPzAMriYkRIN9yAtb7wwtUdB0269GuvARRbWrA2d2Cba65dG3bNAo/jOJ8Wkb8Wkc8YY/7vEl76mqDh9COCHh7aRwXRzivLtkjLFhZQ/zhxAiBSUIC02PS0aqqFQgCisjJENJOTKHqPjMBZ+nx4bPNmpLduuAHgtHMn0mFHj+J4CwuIqsrKADSVlSo+2teHlFJFBZzshg1w/NQ8e/11kf/+35VA4PfjHLfcIvKpT6FmtHevyBNPID01NYW0Xm0tACcvD+eemUFUUV2tzLBEAv1HHAe9fTtA6Ura7KzID38I0sbMDCLEbdsQjboD21xz7dqwqwI8juM8cu7Hm859f+AcVXrYGLPTcZxHReTvROQnIrLDcZzN1sunjDFHrWOdFpFOY8zdIiLGmJjjOJ8VNIz2CsDnLhH5hIj8V2NMdCWuyeNBcX9yEoDg9+PnsTGlQIdCWgcaGtLmS7LGNm5EZHLrrUhhvfiiyOc+h6I41Qmys3H80lKkjAoK8Nr+fjDfamtVlHP9eqVaT02J/MVfQGVgdhbnrKzE+R55BKmwiQmRb30L5z15Etdw663avMq1x+MqLdPcDKA8cgSAJQIweu97r3x0MTaGCap792pj6kMPuQPbXHPtWrOrFfE8nvb7F8993yki20TkfgFJ4P5zX7bxOTSviKRoGBtj/slxHCOQzPkDEekSkU8ZY74oK2SZmagfHD8Ox3zsGCIEsr2qquCsIxFEOQMDSFUFg0ij3Xkn0lJzc9ixnzoFavTQEI4dCum8m5ISVbqenAT7rb5eB8lt2KD9MfPzIl//usg//iNSebEYIqJt20B1vvdeREv796Mm8uKLeF55ORx2IIDzUWWb4679fqQWy8rAiOs+pyWxaRPOf6Wji95eqHwfO4Z7tGULQMcd2Oaaa9eeuRNIF7HLUS6Ix0X+5V9AqaYeGTXJiovhrEdGkIqj8+a8mZtvxm593z6QDPr6EMFkZ+uIAop4BgJKFhgeRoRTXIxj3XwzHhMBgD33HADnxAlVErj1VrC62toAdNPTABv2IAUCOE9dHepMWVmIjGIxgKAIHtuyBamsZ5/Fd59P5O67AbBX2o4eFfnKV3DPiosh3bNlizuwzTXXrrRds8oF71SLRkV+8AM4P2NQCykvB0NsYQGF7uFhTVkx4hgbQ/prdBRfw8MAnOpqgAtVqINBfA8EAADFxYgsamuRUioqwjpmZwEkTzwBIGHjaWMjiAOFhXDKtbVIDb78Muo+XV0AnOxsMNfy87X3iM2tmZkAq+ZmOPtXX1VwveceFS69kvbSS1CMmJnBNX3sY1ifa665du2aCzzLZD4fnDprPHV1cNQvvQTmGOszN94IMU9jEGVMTirV2usFKSAaVcpvTo6OSpiZUdpyXR2il4oKPG9mBimv556DInRPD85PuZqmJkQwW7ci3ff446iFHDqEaCYQAFDedBMA5MYbsab9+3H88nKAZSAA1hrHQa9Zg+u50tFFMinyne+AmRePg4jxG7/hDmxzzbXrwVzgWSZLJkFnrqoCwOzaBQCgdE5tLeo4ubk65jkjQ0dPFxbqRNCsLAWbeBxfkQjYZ83NiJTY/T81hSbNF19EneXMGQBJeTlSZLffjnPedhvW9+abIk89hXQgtdh8PhyzthYOvKwMTZdTUzqbZt06/P7kkwqSW7cikrrStrCAFOLevbiH994r8uij7sA211y7XswFnmWyzEyw0r72NTjEyUkARjgMhldFBeo30aiyxCIROMtoFK+vq0Pkkp2N77OzOEZFBSKLzZsBHh4Pjv/884g+Rkdx7JERpMcCAQBUczNAZNs2HOerX0VajSk9jwePb9iASGfTJpAjnn4aEVlBAXpfCgoAli++CFDLy0Nq7WpEF6P/f3tnHh3VeZ7x50UL2OyExZhN2BBAbDabbRYhFoGwY8exfeIl8RI3zdI4aXrSnrRp07pNYic5SdM2Ps2xszpx4mx2bMfxBo6xcQI2mFJAgMDIYhUWWkBICEkz8/WP597OMBoMkmbuHUnP75w5M3fmznzfzIH76P3e53vfWuDb3+bSYH4+cOed/H2FEN0HCU+aaGgAvvIVRhytrbwoLlhAwfDbEYwcSUGJRnmO3x5hzBgm+QFGEr4oDB7M9xcVcS9Nbi4tz+vWcW+PX8SztpbjXX457+fNozj4XUg3b2b166oqjl9XF+8/U1xMU0BubrxfD8CltrlzGXlt2sRqCQCjrqVL4xtjg2TPHrbWbmjgb/PXfx1si2whRHqQ8KSRw4cpKgUFFB2/GkBzM4Xl4osZMbS2conIt/o2NzMKOnqUF/T+/eOOtyuu4FJYfT3bS2/YQPEBOJbfYqClhQI2fTqjnuXLec5DDzFP09zMKMm5eHHRu++m/XrHDkZCsRjntGwZP9N3xvkVF666iktuYfDHPzKabGvjkuAXvqB8jhDdFQlPmhg0CPjoR5l0nzmTrrPjxxldDBvGC7+/J8evcXbqFJfFfLfbwIFcVlu9mjmZ/v0ZgfzudxSckyfjNdf69InvEwIY3YwYwRzNnDlcgnvySb6noSE+x4suoijdcQeX+p59lpEQwNIy11zDOVZVUXSamymYK1dSjIKmrY2utZdf5nddsAD41KeUzxGiOyPhSRORCHMqBQUUmKoqRh55eYxk+vZltOFXcvabqx08yKhoyBAKwqpVfFxTQ3v266/HBWfsWJoG/HYJLS0UtZkzOZafy3ngAVqgGxq4VDZ0KMcePZriOHs2KxP86U9xR1tRESMJgKaIN9/key69lEtxF10U/G9aXw888ggjspwcFi29+WaVvhGiuyPhSRN9+tCGfOAAhcQ5ikNODh83NvL1piZGGgcPUmAuvZR/xd9yC63P1dXAY49x348vOAUFNAAcPcqLsN8NdOpUilFhIfM6v/89jQEnT/I2aVLctVZYyIv2kCFcsvOrURcUUHT69eMS4Pr18deuuIKfG0Y76H37WKT08GFGfnfdxY2vQojuj4QnjcRijCpOnWIkEYsx8hk2jMd+eZvcXJ43dSqXvCZPZh7lpz9lIt9vOTBxIqOglhZu1qys5OdcfDFNAyNGUDQaGoAvf5liVlPD8RYvpohNmMAE/OrVXPb7zW+4fJaXxwu5n5yvraW5oKGBy1jLlsUjoKB/ww0baIaoq+Py3ic/yd9ICNEzkPCkiT59KBRvvsnIoaKCEc6AATQDHD3KqGfkSJoAbr2V+ZRjx9hk7c0344Jz+eXAtdcyOnntNTrK/M6mY8fSWTZ5MpfYnnqKF+rjxznu1VczV9TSwiW1iRO5gXTLFrrCAEZZxcXxSgN79/Iz/P1EJSXx0jtB0tTEnNMrr9DYUFgI3HtvOLklIUTm6Qx1dgAAGWVJREFUkPCkibY21lorL+fjYcMoFnV13GMzdCjF4rrrgBtu4HM//jEFoaGBUdDkycCaNcwVvfEGnVx791IQ/C6lo0dTXI4do327spK5EL9WW25u/PzZs1mt4OmnGYXl5PCcmTOZJ4lGGUnt3s3vMGUKo6Aw2kEfOcKc1ltv8XjRIm4KDbpjqRAi80h40khDA5Pw0SiX1KqqeBEvKODS1+2386/6Rx/lBTZRcK67jkLxzjssBVNeHn//oEFclps4kULyzDMUpurqeN+bK69k7ujkyfgyWkMD8z4AI5nlyymAAIVo7VouzeXk8PypU4P/zZxjNYV161j/bcAARmjXXx+OoUEIkXkkPGkiJ4fmgG3buOzV3Mxltblz+Zd7374UlK1bedHPy2OEsWYNBaelhRffPXt4a2vjZ44bx1zLtGlMtP/nf3KTajTKpaglS2gC2LWLotOvH6OasjJGW2bxzaC+SeDgQS5n+c3pSkriRUaDpKWF8/AjxbFjuTnV39AqhOiZ6L93mmhpAV58kRf1AQO4HPahDzGfsm4dBckXnGnTgNJSCk5ODoVm40ZGSZWVXCbLzWUEMm4cI57nn2ce6NQpCtzChRStIUO4x6WlhdHM2LG0ScdifN+yZfEGbs7xIr91K4/Hj+frffsG/3vV1DDi2rWLguqL6MKFsksL0dOR8KSJvLx4G+iSEkYzf/4zm7A1NlJMpk2jWMyaRWFpaKB5oLKSuRy/cOiQIczZjBrFXNATT1CUBg6kvfmmm2hMqKgAXngh3sHUOdqtAY519dXx0jZnzlCgjhzhhX3ePEZCYVzk9+yhmWHfPv4GV15Js8OsWcHPRQgRPBKeNJGbC3z2s8zR7NxJY4AvONOnM8KZOZPn+QKxeTPzNPv387y2Nu69GTmSx+vXs9yNGfNEq1cziho4kBFSWRnHHjqUBgO/9UJREaMZn+pqRhdNTVyKW7GCzrqgiUQYje3aRfHJz+cS4IoVdOoJIXoHEp40EYkw6b9zJwWnXz8KTWlpvMAnQGv1q6/SOPDOOzwXoLjMmMH3VVVxP099PXMvs2ezrtqkSYyKXniBy1ORSLyOG8CL9+LF/AyfsjKKlN+AbuVKbsgMmoYGil9VFUVn1CiK4+rVsksL0duQ8KSRQ4coBrNmUXAKC+OCE4uxFM1bbzFPU1HBZbWmJuZlBg1ixLN9O5fdBg3ictmtt3LpzozmgRdfpHg1NnIZzbdOL1p09ibLtjYu4+3fz+MZM7j0FkYVgspKRm8nTnA+l19OsfFzVEKI3oWEJ03k5rIOGkDBSezIWVvLKKemhhtJT56kYJw5E68OcOwYRScaZSSwcCHLxPgX5iNHaFJoaqJrbuhQRjvJm0EBXuBfeon3eXl0ioWxlBWLcZ/Stm38ztXVFNPRoynMsksL0TuR8KSR5JYB0ShzNNu2cYns0CFejOvruTGyf38uQR08SDEZNoybRG+/nQl3n127mBs5cYIW6fHj4/1+Zsw42yBQUcHoIhKhaPlFR4OmuZlmhqNHKbitrYzIJkyQXVqI3o7++2eI6up4s7b6ev7Ff/o07wcNYrTji05+Pq3Ty5YBH/wgDQIARWrjRhoRKivjJoMRI3iuvxnUP3fTJuaYAC5nFRWF07Dt2DFGZ6dPU1Dz85mrKizkkqDs0kL0biQ8aSYS4fLSjh2MePzNpMeO8Rig4Jw4wQvz6NGMWm666exumv6G0vJy2o4vvTTepnrOnLNzNU1NPPfdd/n8NdfQ0BAGO3awqkI0yu84eDCF56qraJIQQggJTxo5doxRjh/dNDXFC4Q6x4R/nz40BvTvzwoDixYxR5PoNDt5khtGy8r43mnTaEBYvpxW60SOHOGS1pkz/IySkvbnBEFbG797RUW8tffgwVxSW7aMEZgQQgASnrTR1kabc2srBaexkctjtbWMXvr25RJTWxuX1aZMoZAkRjlAvFjmzp2MnvyOoldffXZexK9xtmULH48Zw9xJopU6KOrraZU+cYJzMaNxID+fdunRo4OfkxAie5HwpIm8PArE+vVc8iovjzdy81sMvO99FJzCQjrNkvfTlJWxSsH+/czfzJ9PMRk37uzz/BpnBw/yeM4cbsQMI3eyfz8jHX9PUTTKxwMGxFs7CCFEIhKeNNHaSiPA1q2MdPylJj/HMWUK8zTXXNO+CnQsxkoHzzxD19q4cYyGlixpH8H4Nc5OneKFftmys6sUBIVvfPCrJwwbxjlFIjQSlJbGTRJCCJGIhCdNRCKszbZjB8Xi0kv5V//YsbyNH0+XWeJ+G4DRy89+Rrt0NEpL9s03s0pBMnv2xM8bPpz5nIEDg/l+iTQ20sxQXc2Ibvx4WsX9PUgrVoTjphNCdA8kPGkiJ4dRzvDhFJrhw3kR7t+f+Zlp09q/p7oaeOghJuT9fMiNN7ZfgvNrnJWX83jaNG4wTdykGhSJZoYBAyiwe/fG57VoUTjVEYQQ3QcJT5ro2xe45RYW/hw5Mn5RTq4q4LNlC/D979OIMGgQcM89zOkk52n8Gme1tRSaJUvaGxKCwDluht2yhcdjxnApzRedBQtY7VoIIc6HhCdN+G62yy6j+8yPcpKFJBoFfvUr2qWdo834vvu4KTQZv8ZZayvFadUq5lKCJtnMMHs2jRP79jG6KS5OvTQohBCpkPCkifx8RiI1NXSspcq9VFcDDz/MJTMzCslHPtJ+ySyxxhnAagXFxRwjaJLNDAsXsoTPu+9yPqtWMbITQogLRcKTRhYsoKAkRzmxGJfgHnuMe1769wfuvZe7+ZNJrHFmxs8Ma8d/oplhxAjO97XXuPw3YACrSyeW7RFCiAtBwpNGUiXVGxqAZ5/lUlVzMzBxIvDpT6eOEhJrnF10EXvnhLH5MhIBXn89nr8pLOSS4Nq1NBXILi2E6AoSngyyaxfw3HOsQpCTQzv1HXekNhv4Nc5iMdZkW7kynAt7opkhN5eN5fLz+T2iUe4xWrlSdmkhROeR8GSA06e5m3/TJlqlR4zghtDS0vbtAFpbuXxVUcHjWbO4vBZmw7ZEM8PRo3wO4MbXxYtllxZCdA0JT5qpqKDo7NrFxPzUqdyfk6qkTWKNs7w8GggmTgx+zqnMDEuX0j69fTufmz//7B5BQgjRWSQ8aSISATZsoODs3k2RmT+fUUMqq/HbbzPSiURokS4pYXmdoEllZpgxgzmpigpGN0uXnt1WWwghuoKEJ0306cOL9/btNARMmkTRSW5REI1yCc6vcTZ5MjeFhtGRM5WZYehQ4A9/4GuySwshMoGEJ01EItzrUljIBPzq1e1L3yTXOFu0KHUpnSBIZWaIRICnn+bm0P79aZcOY8OqEKJnI+FJE/n5TLxXVbFidHIEc/gwK1D7Nc5KSlJXK8g0iQ3bgLiZoaaG/YTOnGH7htLS9sIphBDpQMKTRmbM4C2R5Bpn48ZRmMJu2JZoZjhwgHmeSIQFTktKZJcWQmQOCU8GOXOGSfpDh3g8dy6btoXRsO1cZoayMrZzcI49g5YskV1aCJFZJDwZ4vhxRheNjYxuli9nNBE0yQ3bJk3iRtacHJocfLv0vHkURSGEyDQSngywezdrnMVidLWtXJm6WkGmSTYzLFxI80M0yqU13y5dVBROqwUhRO8k8EUVMxtrZt81s41mdtrMnJkVpDjvATN7ycxqvXPu6cAYP/Hek3z7jzR+lXZEIlxa27CBolNYCFx/fTiic+QI8OSTFJ0BA4AbbuB8Wlpol66oYB5nzRqJjhAiWMKIeCYB+DCAtwBsALDqHOd9FsA2AM8CuKsT4xwHcEPSc1Wd+JwLorUVeOYZoK6OjraionB61DjHCgSbN/N47Fgu8/XrR7v388/TXCC7tBAiLMIQntecc6MAwMw+jnMLz2DnXMzMJqFzwtPqnNvU2Ul2lPx8Vm2ORrnpMox2AckN2xLNDMeP0y7d3EyxWbNGdmkhRDgELjzOuVg6z8smFi/mEls2NGxbvpzWbYBCtG4dlwLHjKGjLYw5CiEE0LPNBSPNrAbAEAAVAH4I4FvOuWimBgyj7A1wdsO24cMpLH4H1N272VvHOeZyiopklxZChEtPFZ5tYA6pDEA/AB8C8CCAyQA+nuoNZvYJAJ8AgPHjxwczyy6S3LBt2jQ613JyKDSbN8crTs+ZQ8u0EEKETY8UHudcsnvtOTNrBPB5M/uGc25fivc8AuARAJg3b54LYJpdIlXDNt+dFo2yLM7bbzO/U1TEzaFCCJEN9EjhOQePA/g8gHkA2glPdyJVwzbfndbSQkE6epR26ZKScDauCiHEuehNwuMXqsn6aOZcpGrYVlwcNwo0NrJF9YkTbJu9Zg0LfgohRDbRm4TnDlB0Noc9kc6Q3LDtqqtYWdrHry59+jSt3GvWhLNxVQghzkcowmNmt3gP53r3a8zsOIDjzrlXvXOWAhgB4BLvnHlengbOud8mfNbLACY45yZ5xxMA/AzALwG8DaAvaC64B8DDzrn9GfxqGSFVw7bRo+OvHzrE5bVIhE3bVq2SXVoIkb2EFfH8Jun4v737VwEUe4//FcDShHM+492A+LIZAOTg7O9xCkAdgC8CGAVGObsBfC5hnG5DqoZtF18cf33PHpbocY7dTJculV1aCJHdhCI8zrnzNgZwzhVf4GcVJx3XAbixUxPLIs7VsC1RVDZvZq8fALjySmD+/ODnKYQQHaU35Xi6Dedq2OYTi1GU9u1jvmfx4vBaaAshREeR8GQZ52rY5tPaCrz0Ek0Gubl83S+NI4QQ3QEJT5YQi7Ex286dPPYbtiWW4WlsZHXp+nrmeUpLWSJHCCG6ExKeLOBcDdsSqa2l6Jw+DQwZAlx7rezSQojuiYQnZI4c4f6cM2coJCtXsmtpIocPM+fT1kYb9apVrEAthBDdEQlPSLxXw7ZEysuZ83GOy29Ll7IIqBBCdFckPCGQ3LBtzhw2bbMkk/mWLcDWrXx8xRW0SyefI4QQ3Q0JT8C8V8M2n1iMUc7evRSaRYva53yEEKK7IuEJkPdq2ObT2kphOnKEjraVK4Fu0h5ICCEuCAlPAEQiFJzych4nNmxLpKmJzrW6OtZkKy0FRowIfr5CCJFJJDwZ5r0atiVSV0fRaWqiXXrNmvbRkBBC9AQkPBnkwAGaCFI1bEsk0S59ySXA6tWySwshei4SngxwvoZtiezdSyNBLAZcdhmwbJns0kKIno2EJ82cr2FbIlu3UqAAYPZsVp+WXVoI0dOR8KSR8zVs84nF2EOnvJxCs3AhMH168PMVQogwkPCkidZWtp5ubU3dsC3xvHXrmNfJzQVWrAAmTAh+vkIIERYSnjSRn8+NnrW17Ru2+TQ1UZxqa1kap7S0fV02IYTo6Uh40sjkybylItEuPXgw7dKDBgU7PyGEyAYkPAFw5Ajt0v4y3KpV7YuBCiFEb0HCk2FklxZCiLOR8GSQRLv0rFm0VssuLYTo7Uh4MkAsBrz+OouCArRLz5gR7pyEECJbkPCkmbY22qUPHeKS2ooVrFwghBCCSHjSyOnTtEvX1MguLYQQ50LCkyZaW4GnngIaG2mTvvZa2aWFECIVEp40kZ8PTJoEVFWxurTs0kIIkRoJTxqZP5/GAtmlhRDi3KQo7CI6i5lERwghzoeERwghRKBIeIQQQgSKhEcIIUSgSHiEEEIEioRHCCFEoEh4hBBCBIqERwghRKBIeIQQQgSKhEcIIUSgSHiEEEIEioRHCCFEoEh4hBBCBIo558KeQ9ZhZscBHOjk24cDqEnjdHo6+r06hn6vjqHfq+N05Teb4Jwbcb6TJDxpxsy2OOfmhT2P7oJ+r46h36tj6PfqOEH8ZlpqE0IIESgSHiGEEIEi4Uk/j4Q9gW6Gfq+Ood+rY+j36jgZ/82U4xFCCBEoiniEEEIEioQnDZjZODP7rZmdNLMGM3vSzMaHPa9sxczGmtl3zWyjmZ02M2dmBWHPKxsxs1vM7AkzO2BmzWZWbmYPmtnAsOeWrZjZajP7o5kdM7MWMztsZr82s8Kw59YdMLMXvP+TX83UGBKeLmJmFwP4I4CpAO4GcCeAyQBeMbP+Yc4ti5kE4MMA6gFsCHku2c7fAogC+BKAUgDfA/BpAGvNTP9/UzMMwFsA7gOwCsA/AJgOYJOZTQhzYtmOmd0OYHamx8nN9AC9gL8EcBmAKc65twHAzLYD2AfgkwD+PcS5ZSuvOedGAYCZfRy8OIjUXO+cO55w/KqZ1QF4FEAx+EePSMA59ziAxxOfM7M3AewBcAuAb4cxr2zHzIYA+A6AvwHwi0yOpb+Yus4NADb5ogMAzrl3APwJwAdDm1UW45yLhT2H7kKS6Phs9u7HBDmXbk6td98W6iyym28CKPOEO6NIeLrOdAA7UzxfBkBryiITLPXud4c6iyzHzHLMLN/MJgN4GMAxAL8MeVpZiZktBnAXgL8KYjwttXWdYWCuIpk6AEMDnovo4ZjZGAD/BmCdc25L2PPJct4AMNd7/DaA5c656hDnk5WYWR4ozN9yzpUHMaYinvSQajOUBT4L0aMxswEAngYQAfCxkKfTHbgTwNUA7gDQABoyCsKcUJbyRQAXAfhaUAMq4uk69WDUk8xQpI6EhOgwZtYPwDOgkWWpc+5wyFPKepxz/lLkG2b2PIBKAH8P4FOhTSrL8LZ9/COAjwPoa2Z9E17u6xkOTjnnoukcVxFP1ykD8zzJFALYFfBcRA/EWwp5AsACANc653aEPKVuh3PuBLjcNinsuWQZlwHoB+Ax8A9l/wbQyl8PYGa6B5XwdJ1nAFxtZpf5T3jh/CLvNSE6jbdX5+cAVgD4oHNuU8hT6paY2Shwr93+sOeSZWwDsCzFDaAYLQMFO62oVlsX8TaJ/i+AZgD/BOZ7vgJgIIBZzrnGEKeXtZjZLd7DFeDSx18BOA7guHPu1dAmlmWY2ffA3+drAJ5NevmwltzaY2a/A7AVwHYwt/N+cG/KJQAWOOf2hji9boGZOQBfc879U0Y+X8LTdbx10u8AKAFNBS8D+LxzrjLMeWUz3j/sVLzqnCsOci7ZjJlVAjjXbvt/dc7dH9xsugdm9kWwMsblAPIBHAKwHsCD+j95YUh4hBBC9CiU4xFCCBEoEh4hhBCBIuERQggRKBIeIYQQgSLhEUIIESgSHiGEEIEi4RFCCBEoEh4h0oyZFZjZ/YlllBJeqzSzx8KYVzoxs2Izc2ZWHPZcRPdDwiNE+ikA8C9gAUYhRBISHiF6GEml7YXIOiQ8otfhLYM5M5tqZi+aWZOZHTSzj3mv32lme8ys0cxeMbPLE96bZ2Zf9ZbMWr37r3qtC+AtPb3inb7WG6fdkpSZ3WZmu72xt3ith5PnudTMXjazU955L5rZjKRz1pvZ62Z2vZn9j5m1oAPti83sL83sf83sjJnVmNkPzWxY0jkjzOwXZtZgZifM7KcAhqT4rEoz+0mK552Z3X+hcxI9HwmP6M38BsAfANwI4C0APzKzBwB8GmwY9jEAUwD8IuE9j3qv/RTABwD8GOzg+Kj3+lYAn/Eefw7ANd5ta8JnLAHwBQBfBnArgBwAz3pNtwAAZnYdWGy2EcBHwS6aAwFsMLNxSd/j/QD+C8B3Aaz23ndezOzrAP4bwDoANwD4OwClAJ43s5yEU5/0vuuXvPlGvLGE6BzOOd1061U3APeD7SvuSnhuKHhBrQUwKOH5z3nnTgAww3t8f9Ln+e0wZnnHxd7xyhRjV4LNtYYmPDfPO/+OhOfeBvBy0nsHAagB8B8Jz60HEANwRQd/gwIAUQD/nPT8Im8uN3rHJd7xbUnnPe89X5z03X6SYqx2v5luvfumiEf0Zp73Hzjn6gFUA9jknGtIOGePdz8OQJH3ONmV5h8vvcBxN3rj+fgdRccDgJlNBkv6/9zMcv0bgNMANibMw6fSObftAsf2KQFXPJLHeAPsYeOPcQ0oUE8kvf+XHRxPiP8nN+wJCBEi9UnHred4DmB7YD/3UZV0zjHvfhgujLrEA+dci5n5YwDASO/+h94tmYNJx8nzuRD8Mc7VXfJ93v1oAPXOubak19/txJhCAJDwCNERfMG4BGe3UL7Eu69N0zj+5/wDmH9JpjXpuDNNtfwxVqG92Ca+XgVgqJnlJYnPqBTvOQM2Xvt/ko0KQgASHiE6gt+S+zawFbXPR7z717z7Fu/+ok6OUw7mS6Y7577eyc84H2vB3NB459za9zhvI2h+uBlnL6/dluLcA2AeLJEPdGWSomci4RHiAnHOlZnZ4wDu9/IhfwZzIF8G8Lhzbrt36l7QqHCvmdWBQlTunDt1geM4M/sMgKfNLB/Ar0FTwSgACwEcdM79exe/y34z+waAh8xsCiiqZ8BcVgmAHzjnXnHOrTWz1wE8bGbDAewDnW3JAgNQmH5kZt8B8CyA2QDu6co8Rc9E5gIhOsbdAL4B4F4AzwH4C+/4bv8E51wtgPvAC++rADYDmNuRQZxzz4EJ/v4AfgDgRQDfBJf1Nnb1S3hjfAnAJ7xxfg3gadAaXg8KjM9N4Hd9EMCvwD9Y70vxkY+CFRtuAvB70Nr9oXTMVfQszLnOLA8LIYQQnUMRjxBCiEBRjkeIHoaZ9cF7/1HpnHPRoOYjRDKKeIToefwIQNt73C6opI4QmUI5HiF6GGZWAGD4e5xyyjlXHsxshGiPhEcIIUSgaKlNCCFEoEh4hBBCBIqERwghRKBIeIQQQgTK/wEbH6Tphw27GAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_effect('mother_edu', normal_trace, X_train.drop(columns='Grade'))" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_effect('studytime', normal_trace, X_train.drop(columns='Grade'))" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_effect('absences', normal_trace, X_train.drop(columns='Grade'))" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_effect('failures', normal_trace, X_train.drop(columns='Grade'))" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_effect('father_edu', normal_trace, X_train.drop(columns='Grade'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Different Likelihood Prior Distribution\n", "\n", "We can perform the exact same Bayesian Linear Modeling using a Student's T-distribution as the prior for the data likelihood. A Student's T Distribution has more weight in the tails of the distribution so it is more robust to outliers. " ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# X values for plotting\n", "x = np.linspace(-5, 5, num = 500)\n", "\n", "# Generate pdf of normal distribution\n", "y_norm = scipy.stats.norm.pdf(x)\n", "\n", "# PDF of t-distribution with 2 degrees of freedom\n", "y_t = scipy.stats.t.pdf(x, df = 2)\n", "\n", "plt.plot(x, y_norm, 'b-', label = 'Normal')\n", "plt.plot(x, y_t, 'r-', label = 'T with 2 df')\n", "plt.legend(prop = {'size': 18}, loc = 1)\n", "plt.xlabel('x'); plt.ylabel('Probability'); plt.title('Normal vs T Distribution');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build Model and Perform Inference" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [lam_log__, absences, father_edu, studytime, mother_edu, higher_edu, failures, Intercept]\n", "100%|██████████| 2500/2500 [00:26<00:00, 95.85it/s]\n", "100%|██████████| 2500/2500 [00:23<00:00, 104.61it/s]\n" ] } ], "source": [ "# Context for model\n", "with pm.Model() as t_model:\n", " # Family is Student's T in this case\n", " family = pm.glm.families.StudentT(df = 2)\n", " \n", " # Formula, data, family\n", " pm.GLM.from_formula(formula, data = X_train, family = family)\n", " \n", " # Sample from the posterior \n", " t_trace = pm.sample(draws=2000, tune=500, njobs = -1)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trace(t_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test the Model\n", "\n", "__I'm not sure I implemented this part correclty!__" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "def test_model_t(trace, test_observation):\n", " \n", " var_dict = {}\n", " for variable in trace.varnames:\n", " var_dict[variable] = trace[variable]\n", "\n", " # Results into a dataframe\n", " var_weights = pd.DataFrame(var_dict)\n", "\n", " # Actual Value\n", " actual = test_observation['Grade']\n", " \n", " # Add in intercept term\n", " test_observation['Intercept'] = 1\n", " test_observation = test_observation.drop('Grade')\n", " \n", " # Align weights and test observation\n", " var_weights = var_weights[test_observation.index]\n", "\n", " # Means for all the weights\n", " var_means = var_weights.mean(axis=0)\n", "\n", " # Location of mean for observation\n", " mean_loc = np.dot(var_means, test_observation)\n", " \n", " # Estimates of grade\n", " estimates = mean_loc + np.random.standard_t(df = 2, size = 1000)\n", "\n", " plt.figure(figsize(8, 8))\n", " sns.distplot(estimates, hist = True, kde = True, bins = 19,\n", " hist_kws = {'edgecolor': 'k', 'color': 'darkblue'},\n", " kde_kws = {'linewidth' : 4},\n", " label = 'Estimated Dist.')\n", " plt.vlines(x = actual, ymin = 0, ymax = 5, \n", " linestyles = '--', colors = 'red',\n", " label = 'True Grade',\n", " linewidth = 2.5)\n", " plt.vlines(x = mean_loc, ymin = 0, ymax = 5, \n", " linestyles = '-', colors = 'orange',\n", " label = 'Mean Estimate',\n", " linewidth = 2.5)\n", " \n", " plt.legend(loc = 1)\n", " plt.title('Density Plot for Test Observation');\n", " plt.xlabel('Grade'); plt.ylabel('Density');\n", " \n", " print('True Grade = %d' % actual)\n", " print('Average Estimate = %0.4f' % mean_loc)\n", " print('5%% Estimate = %0.4f 95%% Estimate = %0.4f' % (np.percentile(estimates, 5),\n", " np.percentile(estimates, 95)))" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True Grade = 17\n", "Average Estimate = 12.2513\n", "5% Estimate = 9.2249 95% Estimate = 14.8319\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_model_t(t_trace, X_test.iloc[60])" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test Observation:\n", "Grade 17\n", "failures 0\n", "higher_edu 1\n", "mother_edu 4\n", "studytime 1\n", "father_edu 4\n", "absences 3\n", "Intercept 1\n", "Name: 595, dtype: int64\n", "True Grade = 17\n", "Average Estimate = 12.6022\n", "5% Estimate = 8.9748 95% Estimate = 16.3461\n" ] }, { "data": { "image/png": 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t7lrrLev1OB7bsIKYh7G6ng9gBRO7gBeBXo5903CsA2KXXwlssttkcKzB4db+I1izV9rV8Nql4GUdkErqp1fQhm7AS9h/mLG+YS721h6sRZ3exgoOSu3zp1Tj3BWuH4K1YNNi+7yFdjtewvtaD15fQw2vWyqVrAPiuC7PYH1gF9i/p2+wlkPv71ZvMtaiXT/Zv+tDWHkYNwIhjmOehbVGy3G393ubarY7Ems9jfVu75m9WGtWDKtgH9caGFgLif0f1v+vA1jBRitH/Wq/Frv+UKxFyLLs9uwDPsPqjUh0q1e2Dsg11Xid2+262yupcy5WMHwMK7h4z762j9r7DnTUH2a/jpP29hy3beXWAXF7ry8F9tivLRNriLSzl7qHsGbIeWtrhdv0UbeH2BdYKVULInIa1j1S3jHGOLvIlVJKVUBzQJSqm1lYM2uqGtJRSinlRntAlKohEWmBldvQFeveEl8aY2o840IppZoyDUCUqiGx7vJaNsb+GXCr8bK0tFJKqYppAKKUUkopv9McEKWUUkr5na4DUgdt2rQxycnJgW6GUo3D8e1QnANhzaB5j0C3RinlxaZNmw4ZYyq6NUCNaABSB8nJyWzcWNHNIZVSNfJhChxYB+3OgYvXBro1SikvRCTDV8fSIRillFLezZoFKSnWT6V8THtAlFJKebd5M6xbF+hWqEZKe0CUUkop5XcagCillFLK7zQAUUoppZTf+T0AEZHOIvK2iBwTkeMi8g8RSarmvvNFZI2IHBYRIyJTvdRJsbdV9BjsVjetgjpP+PAlK6WUUsrBr0moIhIDfIx1a+wpWLdV/hPwiYj0M8acrOIQvwE2Y926eXIFdb4Chngpfx5oDXzpKD+Iddt1d/uqaIdSSrkcP36cAwcOUFRUFOim+NacOVBQAJGRsG1boFuj6lF4eDjt2rWjefPmfjunv2fB3AJ0A3oYY34EEJEtWLczvw1YVMX+LYwxpSLSnQoCEGPMceAL9zIR6QL0Ah4zxpQ4dik0xnyBUkrVwvHjx8nKyqJjx45ER0cjIoFuku+EhMCJExAXBz10cbjGyhhDXl4ee/fuBfBbEOLvIZgrgS/Kgg8A+yZenwFjqtrZGFNay/NOwrpl+ou13F8ppbw6cOAAHTt2JCYmpnEFH6rJEBFiYmLo2LEjBw4c8Nt5/R2AnAl856V8K9C7Hs87GfjKGOPt3O1E5JCIFIvIDyJyr4iE1mNblFKNSFFREdHR0YFuRv2Ij4fEROunavSio6P9Oozo7yGY1sBRL+VHgFb1cUIRGQKcDtzpZfNmYBNWABQFjAMW2PVvruB4twK3AiQlVSt3VinVyDXano82bQLdAuVH/n4fB2IlVOOlrD5f9RSgCHitXEOMcc52WSUiOcAsEXnEGLPDyz5LgaUAAwcO9PZalFJKKVUFfw/BHMXqBXFqhfeekToRkUhgArDSGHOomru9bv8c6Ov2KKWUUsri7x6QrVh5IE69gf/Ww/muxApuapJ8WtYbo70bSqk6WbLkBTIzDwfs/ImJ8cyYcVON9klLS+PGG2/0uq1FixZkZ2dX6zjp6emkpaUxefJkunXr5rEtOTmZlJQU0tLSatS2ukpNTeXCCy/koosu8ulxRYQ5c+aQmppaYZ21a9cybNgw1/OoqCji4+Pp168fV111FZMnTyYiIqLGx3W3efNm3nnnHe644w5at/b2XT+4+DsA+SfwqIh0M8bsAhCRZOA84L56ON8U4DCwsgb7XI8VfDjXC1FKqRrJzDxMly4jAnb+jIw1td73rbfeolNJCeTmQkwMdOlCWFj1PzLS09OZO3cu559/frkAZPny5X5db6LM3LlzmT17ts8DkJp46qmnGDRoEEVFRWRmZvLBBx8wY8YMFi9ezAcffEDbtm1ddTds2ECnTp2qfezNmzczd+5cbrjhBg1AvHgWmAmsEJEHsT7o/wjsBp4pq2Sv27ET+IMx5g9u5UOBtkAHu2ignbOBMeZt9xOJSDtgJPBXY0y5tF77HC8DbwA/ApFYSahTgWeMMTt98HqVUqpB6t+/P91LSuplHZCzzz7bZ8dqaHr16sXgwa4Fubn22muZNm0aw4YN46abbuLdd991bXOv1xj5NQfEXun0IuAHrA//V4GfgIuMMTluVQUI9dK+ucBbwF/s5zPs5295Od1ErACrouGXE1izb+7F6pl5E+gP3GEfVymlVAX279/PlClTSExMJDIykoSEBEaPHs2BAwc8hhsuueQSRAQRYe3atYA1BDN16lTXsdLS0hARPv/8cyZMmEBcXBzt27dnwYIFAKxevZqzzz6b2NhYBg0axKZNmzzasmbNGi6//HISEhKIiYmhT58+PPbYY5SUnFp3smyGx7x581ztcR/aWLduHcOHDycuLo7Y2FhGjhzJd995rtxQUlLCgw8+6DpPSkoKW7durfO1HDJkCLfffjvvvfceO3ee+u7rbOMPP/zAuHHjaNeuHVFRUSQlJTF+/HiKi4s9hs5OP/1012tMT0+vc/vqi99nwRhjfgaurqJOOl5mxhhjUmpwnseBxyvZfgQYW93jKaVUU1JSUkJxcTG4PUJCQggJsb4XTpo0iYyMDBYuXEjnzp3Jysrio48+Ijc3lwEDBrBkyRJmzJjhGnIA6N278uWepkyZwuTJk7n11lt56623eOCBB8jOzmbVqlXMnj2bZs2a8bvf/Y6xY8eyc+dOV87Erl27GD58OL/5zW+Iiopi48aNpKamcvDgQR5++GHAGs4YMmQIU6dO5bbbbgNwDW+sXLmSMWPGMGrUKF555RUAHnnkES644AK2bNlC586dASuHZP78+dx9992MGDGCjRs3cuWVzjt51M7ll1/OE088wWeffcZpp53mtc7o0aNp2bIlf/3rX2nTpg179+5l1apVlJaWMmrUKB588EH+9Kc/WcNn9mtLSEjwSfvqQyCm4SqllApyPXv2LFc2atQo3nvvPcD6QJ8/fz4TJ050bR8/frzr32XBhnPIoTKTJk3ioYceAiAlJYXly5ezaNEifvjhB7p27QpAaWkpY8aMYcOGDQwdOhSA6dOnu45hjOGCCy6gsLCQRx99lPnz5xMSEuJqQ8eOHcu1584772To0KGsWLHCVTZs2DC6devGY489xhNPPMHRo0d5/PHHufXWW3n00UcBGDFiBKGhodx3X91TGMvWldq3z/utyA4dOsSOHTtYsWKFR9Bz/fXXA9C2bVtX4NK/f3+6d+9e5zbVNw1AlFJBxxezR2ozA0Sdsnz5cjoVF59KQk1OpmXLlq7tgwYNYuHChRhjuOiii+jTp0+dF7K67LLLXP8OCwuje/fuHDt2zBV8wKnAaPfu3a6yffv2kZqayurVq8nMzLR6bmwHDhygQ4cOVGTHjh3s3LmTBx54wGO/mJgYhgwZwvr16wH49ttvOXnyJBMmTPDY/7rrrvNJAGKMNfGyomsYHx9Pt27duO+++8jKyiIlJYXTTz+9zucNJA1AlFJBxxezR+oyA0RBnz59Kk1CXbZsGXPnzuXPf/4zs2bNIiEhgenTp/Pggw+6hmlqqlUrzwWxIyIivJYB5OfnA1aPyJVXXklmZiapqan07NmT6Oho3nnnHebNm+eqV5Gye59MmzaNadOmldvu7Jlo3769x3bn89oqC6gqGjIRET744ANSU1O5//77OXz4MF27duWee+7h9ttv90kb/E0DEKWUUjXWrl07lixZwpIlS9i+fTsvvvgic+bMoW3btn79QNy5cycbN27k5Zdf5oYbbnCVu88mqUy8fZ+bBQsWcPHFF5fbXhbwlAUGWVlZnHnmqeWssrKyat12dytXWqtFnHfeeRXW6datGy+99BLGGL755hsWL17Mr3/9a5KTkz16jxoKf6+EqpRSqqGIjrZ6P6q42V6PHj2YP38+rVq1cs0ciYyMBCAvL69em5ibmwtAeHi4q6yoqIhXX321XN2IiIhy7enRowfJycls3bqVgQMHlnv069cPgH79+hEbG8ubb77psf8bb7xR59ewYcMGnnnmGcaOHVtuzRRvRIT+/fuzaNEiAL9fc1/RHhCllFLlbN68mUNli2AdPQqZmQAMHDiQkydPcvHFFzNx4kR69uxJeHg4K1as4OjRo4wYYQ2dnXHGGYSFhfHCCy/QunVrIiMj6dGjB3FxcT5tZ69evejSpQuzZ88mNDSU8PBwHn/c+wTI3r17s3LlSi699FJatWpFYmIiiYmJLFmyhDFjxlBYWMiECRNo06YNWVlZfP755yQlJXH33XfTsmVL7rrrLubNm0dcXBwjRozgyy+/5Pnnn69Re7dt20azZs0oLi5m3759rFmzhpdffpnevXvz7LPPVrjfli1buPPOO7n22mvp3r07JSUlpKWlERYW5lpYrSzxd8mSJUyZMoXw8HD69etHREQEw4cPJyMjgx9//LFG7a1PGoAopVQ9SUyMD2guSmJifK33dZ/R4u7gwYPExcUxYMAAnn32WTIyMggJCaFHjx68+uqrjBkzBrCGNhYvXswjjzzC0KFDKSkp4ZNPPiElJaXWbfImIiKCd955h5kzZzJ58mRat27NTTfdRFJSErfccotH3cWLF3PHHXdwxRVXUFBQ4Frm/PLLL2f9+vXMmzePm2++mby8PDp06MDgwYO59tprXfunpqZijOG5555j8eLFnHvuubz77rseQzJVueOOOwCrtyI+Pp6zzjqLJUuWMGnSpHJLsbvr0KEDSUlJLFq0iD179hAVFUXfvn157733OOeccwA466yzSE1NZenSpTz77LOUlpby008/kZycfGpadRCRssxbVXMDBw40GzduDHQzlGocPkyBA+ug3VBmfzLKJ0mo8+bd45u2VWLbtm306tWr3s+jlD9U9X4WkU3GGJ/crFV7QJRSSnmXmwslJRAaak3FVcqHNABRSinl3e7d9XIvGKVAZ8EopZRSKgA0AFFKKaWU32kAopRSSim/0wBEKaWUUn6nAYhSSiml/E4DEKWUUkr5nQYgSimllPI7XQdEKRXUiksNx0tKOF5cTFxoKK3DwxCRQDdLKVVHGoAopYJOlonh830HySosIrek1GNbYmQEl7dtRbuI8Ar2VrVVncCuS5cupKen139jqundd9/lmWee4csvv+TIkSPExcXRp08frrzySm699VaaN29e723o0KEDY8eO5emnn673czUmGoAopYJGbmkkf95+ER+WJkNegdc6mQWFvLAni1+2jOOXrZoTpr0hPrNhwwaP5+PGjXPd4KxM2S3fg8Ftt93G0qVLmTBhAk8++SQdO3bkyJEjfPTRR8ydO5e9e/dWeGdcFXgagCilgsKX2R2554e/kF6YWGXdUuDT7BNsO5nHmHat6RBZ8V1EVfUNHjzY43lkZCRt2rQpV16RgoICvwUoTz/9NEuXLuWvf/0r06dP99g2ZswYHnjgAT799NNKj+HP9qryNAlVKRVQxhgWf7yDCRt/5TX4ECAuNJQ24eW/Lx0uKua1fQc5HmS3GW8KrrvuOrp378769esZPHgw0dHR/P73vyc/Px8R4eGHH/ao//333yMivPHGGx7lH374ISkpKTRr1oxmzZoxatQotm3bVuX5H374YX7xi1+UCz7KdOjQgWuuucb1fPXq1YgI7777LlOnTiU+Pp4uXbq42jZx4kSSk5OJjo7mtNNO4ze/+Q3Hjx8vd9xHH32UpKQkoqKiOPfcc/niiy+8nv/HH3/kuuuuo02bNkRFRXHOOeewcuXKKl9XU6I9IEqpgDHGsOiDH/jLxz9ihRqntAwL5bK2regSFUmIPczyfU4u/zqczUm3vJD8UsOqg0e5tkMbTU71taIiOHwYtm/3ejO6Q4cOMWnSJO6991569+5NbGxsjQ7/j3/8g/HjxzNu3Dhee+01SkpKWLBgARdeeCFbtmwhISHB6347d+4kIyODadOm1fglTZ8+nSuuuILXX3+d/Px8APbu3Uu3bt2YMGECLVu25Mcff2TevHl8++23rF271rXvkiVLuOeee7jlllu4+uqr+f777xk/fjw5OTke59i1axfnnnsunTt35qmnniI+Pp5XXnmFK6+8klWrVjFy5Mgat7sx0gBEKRUQxhgeXbOdJZ/sLLftdDnCmE59iAjx7KTW+gJQAAAgAElEQVTt2SyGLtFRfHg4m29zcl3lu/IK+DYnl35xNfsArHdpadajMv37wxNPnHq+eTPMmlX1sd0+GAFISSlfZ+pU61FPjh07xrJlyzw+UMs+1KtSWlrKnXfeyciRI3n77bdd5UOHDqVbt248+eST5XpRyuzZsweApKQkj3JjDCUlJa7nIkJoaKhHnQsvvLBcsujw4cMZPny46/l5551Hly5duOSSS9i2bRu9evWiqKiIP/7xj4wZM4alS5cCMHLkSFq2bMlUxzV+6KGHiIyMZN26dbRo0cJVNyMjgzlz5mgAYtMARCnld8YY/vyv7fx1rWfwERdykv89ayWrt/QhIqSf132jQ0MY3bYV2cXF7M4vdJV/cDibrtFRxIWFet0vINLTYd26mu2TnV3zfcD7Pt6CEh+KiYmp9Yfp1q1b2bNnD4888gjFbkNozZs3Z9CgQaxfv77CfY0xXsvXrVvHsGHDXM9PO+00fvzxR48648aNK7dffn4+Cxcu5JVXXiEjI4OCglMJ0Nu3b6dXr1789NNPZGVlMWHCBI99r732Wm688UaPstWrV3PNNdcQGxvr8dpGjBjBnDlzyM/PJyoqqsLX11RoAKKU8juvwUdYPi8nP0T/+ARW06fS/UWEUW1b89yeLIrtD6OCUsP7h44yvn188AzFJCfD0KGV1+nf3/N5y5ZV7+ONt32Sk2t+nBro0KFDrfc9cOAAABMnTmTixInltp9xxhkV7tu5c2cAfv75Z4/yc845hy+//BKA2bNns3Nn+d41b8M6//M//8Nzzz1HamoqgwcPplmzZuzatYvrrrvO1aOzb98+ANq3b++xb1RUlMdU35KSEo4cOcLSpUtdPSVOR48erXB4qSnRAEQp5VfPrt9VLvhoHhXGK/3epF/+D0D1/jC3Dg8jpXVzPjx8zFX2Y24+3+Xk0jdYhmJqMwTSv3/54ZXqqM0+deQt0AsPDyc0NJTCwkKP8sOHD3s8j4+PB+Cxxx7jwgsvLHecynoITjvtNLp06cJ7773HQw895CqPi4tj4MCBALRq1arabV62bBm33HIL999/v6vs0KFDHnXKAoasrCyP8vz8fI9k1dDQUFq0aMGoUaO46667vLahTZs2Fb62pkQDEKWU36zYvJd5qzxnOLSIDueVaefS9/sFUL30AZdBzZvx/ck89jiGYk6L0e7tQAkNDaVjx4589913HuXOGSB9+/YlMTGRbdu2cffdd9f4PL/73e+YMWMGzzzzDLfddlut22uMIS8vj/Bwz4Xt/va3v3k879q1K+3bt+fNN9/k+uuvd5UvW7as3JDQpZdeyjfffEPfvn11mm8lNABRSvnFv3cc5LdvfeNRFhsRagUfnVrA9zU/pogwum0reyjGKssvNWw+fpKOPmizqp3rrruORYsW8cgjjzBw4EA++eQT3nrrLY86oaGhLF68mPHjx5Obm8vVV19NfHw8+/fv57PPPuOMM85g5syZFZ7j9ttv56uvvuL222/n448/5qqrriIxMZGcnBw2b97MunXrqjVEJCKMGDGC5557jp49e5KcnMybb77JV1995VEvPDychx56iJkzZ3Lbbbe5ZsEsXLiw3Oyf+fPnc+6555KSksKvf/1rkpKSOHr0KFu2bCEzM1NXTLVpAKKUqnff7T3G9Jc3UVRy6ptieKjwzKSBVvBRB63DwzmvZXPWHT3VDf7V8ZMkeM9TVH4wZ84cTpw4weOPP05ubi5XXHEFaWlpnH/++R71xo0bxyeffML8+fOZNm0aeXl5JCQkMGTIEG644YZKzyEiPPfcc4wePZqlS5cyc+ZMsrOziYuLo2/fvtxzzz3cfPPN1Wrv008/zcyZM7n33nsJCQnhiiuu4KWXXuK8887zqDdjxgxyc3N56qmnePHFFznrrLN4++23GTNmjEe9bt26sXHjRlJTU7n33ns5dOgQbdq0oW/fvuUSVpsyqSibWFVt4MCBZuPGjYFuhlJBbfeRXMb97+ccyvFcWv3J6/ozpr9bP8WHKXBgHbQbyuxPRtGly4hqnyOvpJS//LzPlZAKcEHIbl6e732RKl8qm6bZKG3fDidOQFyc13VAVONT1ftZRDYZYwb64lzaA6KUqjdHThYy5YX/lAs+HhzVyzP4qKPo0BD6NIth84mTrrIfSlv77PhNVufOUFICoUE0tVk1GroUu1KqXuQVlnDzi1+y69BJj/JbLujKzRd08/n5Bjb3HIfPIpbv95dfSlvVQEyM1fsRExPolqhGSHtAlFIALFnyApmZh6uuWInExHhmzLiJklLDnW98zVc/Z3tsv+KsRO6/rH6GK9pFRtA5KsJjcbIXP89gwVV96+V8Sqm60QBEKQVAZubhGuVdeJORsQZjDHPf3cqa/3qulzCkWzyPju9HSEj9LRI2sHkzducfcT1/5+u93HdpT1rEhFeyl1IqEHQIRinlU8+s38VLGzI8ynq0j+PpSecQWc/LpPeIjSbOLV8hr6iENzfurtdzNmo//2wlojpWHFXKFzQAUUr5THppcx5+33NBjw7No0i7aRAtouu/FyJEhAGOXJCXv8igpFRn+9VKXp41CyYvL9AtUY2QBiBKKZ/IyMtng/Gc2RIXGUbaTYNIaBHtt3b0bx5LqNsoz89Hclm/46Dfzq+Uqh4NQJRSdXawsIi3sw5TyqlPfmuhsXPo2aF5JXv6XmxoKL1jPWdtrNqyz69tUEpVTQMQpVSd5BSXsGzfIQocwxwLrzmLX3YPzE23+jTzDEA+2JZFUUlpQNqilPJOAxClVK0VlxrezjrM8ZISj/J7RvZg7NmBuxtLUnQkERS7nmfnFvF/u45UsodSyt80AFFK1YoxhlWHjpJZ4Hnb9YnnJvHrlNMC1CpLqAid5IRH2arvdBimOtLS0hARRIQffvqp3Pa1a9e6tn/44YcBaGHV3F+D89GyZctqHyc9PZ3U1FR27dpVbltycjJTp071YaurJzU1lY8//tjv560PGoAopWrli2Mn+C4n16MsgRzmXnkmIvW31kd1JTkCkDVb9+tsmBqIi4vj5X/+s1z5Sy+9RFxcXABaVHNvvfUWGzZs8HjUJGhKT09n7ty5XgOQ5cuX89BDD/myudUyd+7cRhOA6EJkSqka23Eyj0+OeC5z3jo8jNhNq5jz+9qtGTEteTfdYmHXT7vZuPGbOi+K1oGTxEWGcaLAGoo5lFPIxvQjnNstvk7HbSquuuoqXvnnP/nDjTe6Uovz8vL4+9//ztVXX01aWlogm1ct/fv3p3v37vVy7LPPPrtejtuUaA+IUqpGDhUWseKAZz5FVIgwoUM8ecdy6NJlRK0eUVGtrGNFtSInp+7rToSKYXivdh5l73+3v87HbSomTZpERmYmn+7ZA/FW0LZ8+XJKSkq4+uqrve6zbt06hg8fTlxcHLGxsYwcOZLvvvvOo86aNWu4/PLLSUhIICYmhj59+vDYY49R4sgjSk5O5oYbbuCNN96gV69exMbGMnDgQD799FOfvcb9+/czZcoUEhMTiYyMJCEhgdGjR3PgwAHWrl3LsGHDALjkkktcQzhr1651tc99CKZs2Ofzzz9nwoQJxMXF0b59exYsWADA6tWrOfvss4mNjWXQoEFs2rSpxtelrGdx3rx5rvakpqa6tlfn+gcTDUCUUtVWVGpYnnWYQrfb3gswrl08rcODb7nzS/skeDz/19b9lOowTLV06dKFCy+8kJfffx/aWLOZXnrpJcaNG0ezZs3K1V+5ciXDhw+nWbNmvPLKK7z22mucOHGCCy64gN27T61Gu2vXLoYPH84LL7zAypUrmTJlCqmpqcyePbvcMf/973/z2GOP8cc//pFly5ZRUlLC6NGjyc7OLlfXm5KSEoqLiz0epaWnZkNNmjSJDRs2sHDhQj744AOeeuopOnXqRG5uLgMGDGDJkiUAPPXUU64hnAEDBlR6zilTptC3b1+WL1/O2LFjeeCBB7j33nu55557uPfee1m2bBknT55k7NixFBaeyp+qznXZsGEDAFOnTnW15+abb67R9Q8mOgSjlKq2j45kc7Co2KPskviWdI2JClCLKjf0jLZEh4eSV2R9i9x3LJ/Ne7IZkNTKPw3YlWY9AqXbVOtRS5MnT+Z//ud/eOqppzh69Cgffvgh77//vte6d955J0OHDmXFihWusmHDhtGtWzcee+wxnnjiCQCmT5/u2m6M4YILLqCwsJBHH32U+fPnExJy6nvx8ePH2bx5M61aWb+vDh06MGjQIFatWsX1119fZft79uxZrmzUqFG89957gPWBPn/+fCZOnOjaPn78eNe/e/fuDUCvXr0YPHhwlecDK6gpyw1JSUlh+fLlLFq0iB9++IGuXbsCUFpaypgxY9iwYQNDhw6t9nUpa0PHjh3Ltae61z+Y+D0AEZHOwOPAJVhfnj4EZhljqhw4FpH5wEDgHKA1cKMxJs1LvbXAUC+HuMsY84Sj7lhgDtALyAKeBRYYY0q87K9Uk/V9Ti5fHT/pUXZmsxjOcSx9HkyiI0K5qGc7Vn57agbM6u/2+y8AyUmHA+v8cy5v2qXUaffx48czc+ZM3n33XTIyMujQoQPDhw9n/fr1HvV27NjBzp07eeCBByguPhWgxsTEMGTIEI/6+/btIzU1ldWrV5OZmelR/8CBA3To0MH1fMiQIa7gA6BvX+vOxj9X8940y5cvp1OnTh5l7rNgBg0axMKFCzHGcNFFF9GnT586J1Bfdtllrn+HhYXRvXt3jh075go+4FRg5N4zUZPr4lST6x9M/BqAiEgM8DFQAEwBDPAn4BMR6WeMOVnZ/sBvgM3Ae8DkKupuAW5zlKU72jMS+DvwPHA3cDYwH4gD7q3i+Eo1GceKill16KhHWauwMC5t0zIoZrxU5tI+HTwCkPe/28f9l/X0T7ubJUM7b9+F/KRZcp12jysoYOzIkbz8/POkZ2YyceJEjx6KMgcOHABg2rRpTJs2rdz2pKQkwPrmf+WVV5KZmUlqaio9e/YkOjqad955h3nz5pGfn++xX+vWrT2eR0ZGApSrV5E+ffpUmoS6bNky5s6dy5///GdmzZpFQkIC06dP58EHH/T6OqvDPWACiIiI8FoGp15HTa+LU3Wvf7Dxdw/ILUA3oIcx5kcAEdkC7MAKFhZVsX8LY0ypiHSn6gDkhDHmiyrqPAx8aoy51X7+iYg0Ax4UkceNMZqxppq8UmNYceAI+W65EyHA2PatiazlH2l/GtazHRFhIRQWW2P/u4/ksTXzOH06tqj/k9dxCCTgDh9m8rBhjLrrLkpLS3n99de9Vou3k1QXLFjAxRdfXG572Qfuzp072bhxIy+//DI33HCDa/u7775bD42vWrt27ViyZAlLlixh+/btvPjii8yZM4e2bdty++23+60ddb0u1b3+wcbfAciVwBdlwQeAMeYnEfkMGEMVAYgxxmdrKdtDQf2BWx2bXgbmApcBf/PV+ZRqqD7PPsEex2JjF7VuQUJkcP5Rc2oWGcaFp7flw21ZrrI1/83yTwDSCFxy7rlMuPRSWiYlceaZZ3qt06NHD5KTk9m6dSv33XdfhcfKzbXWjQl3S1guKiri1Vdf9W2ja6FHjx7Mnz+fp59+2jVzpKzHJa+e7wZck+sSERFRrj3Vvf7Bxt8ByJnACi/lW4HxXsrr4mwROQbEANuAJ40xzzvaAuAxR8kOiHKB3j5uj1INzqHCIj476rnex2nRUQxqUX4WRDAbeWZ7jwDk0x0HufuSMwLYooYjNDSU1xctgh49KqwjIixZsoQxY8ZQWFjIhAkTaNOmDVlZWXz++eckJSVx991306tXL7p06cLs2bMJDQ0lPDycxx9/vN7avnnzZg4dOlSufODAgZw8eZKLL76YiRMn0rNnT8LDw1mxYgVHjx5lxAhrDZozzjiDsLAwXnjhBVq3bk1kZCQ9evTw+UJsNbkuvXv3ZuXKlVx66aW0atWKxMREEhMTq3X9g42/A5DWwFEv5UcAX2aFrQdeBX4AWmIN1zwnIgnGmD+5tYUK2nPUbbtSTVLZUuvu2dgxoSGMbtcq6PM+ADZu/JrZsxcCkGvCgFMBx9c/H+W3DzxGpFTeqZqYGM+MGTfVZzMbjcsvv5z169czb948br75ZvLy8ujQoQODBw/m2muvBaxv7++88w4zZ85k8uTJtG7dmptuuomkpCRuueUWn7fJfUaLu4MHDxIXF8eAAQN49tlnycjIICQkhB49evDqq68yZswYwBraWLx4MY888ghDhw6lpKSETz75hJSUFJ+2sybXZfHixdxxxx1cccUVFBQUMGfOHFJTU6t1/YONGOO/OfEiUgg8Zoy531E+D7jXGFOtgMjOAdlBBbNgKthnOXAp0NYYkyMiE4FXgJ7GmO2OunuB1caYctk8InIr9rBNUlLSORkZGdU5vVJBb/bshR6rj359PIf3D3mutzC2XWt6O+406+7FF//AlCm/r9X5R0dPIzF0E5kl5zD+6S61Pk5FbXl2936PKcRXtWtNz0peC0BGxhrmzbun0jrbtm2jV69edWpr0Nq+HU6cgLi4SntAVONR1ftZRDYZYwb64lz+ziCrqGehFd57InzpdSAK6Gs/L1vK0Vt7Wrpt92CMWWqMGWiMGdi2bVvft1KpIJBTXMLHR455lHWPiaJXbHSAWlR3zrVKduUVBKglSinwfwCylVO5F+56A/+t53OX9RmXdflstX96tEdEkrHyRuq7PUoFrX8dzqbAbdZLuAgjG8CU28p0i/YMQH7Ky8efPcBKKU/+DkD+CQwWkW5lBfYH/nn2tvp0PZAHfAtgL3z2DTDRUe8GoAjwvtyfUo3cDyfz2H7SM8t+aOvmtAhr2Asnd46KJNQtfjpWXMIRx6quSin/8fdflGeBmcAKEXkQqzfij8Bu4JmySiLSBdgJ/MEY8we38qFAW6BsSbiBIpIDYIx5265zAXAf8A+shcdaYC16diVwn2OxsweA90TkGawhmrOBB7FmzOgaIKrJKTaGDw975n0kRIYzsHnDmvXiTXiIkBQVyU9uQy8/5RUQHxF897AJGtHRnj+V8iG/BiDGmJMichHWUuwvYw2LfIS1FHuOW1UBQinfQzMXzyXWZ9iPsn0A9tn7/QFog9WbsQW43hjjsYqOMWaViFyDtRT7VKyl2OcD82r/KpVquDYdyyG72O3um8DlbVoR0oCHXtx1jY5yBCD5DGxgU4r9KkhX0FSNg9/7VO2hD+/3cj5VJ51TAYV7eUo1jv8j1iJi1W3PP7B6S5Rq0gpMCJ9le675MaB5LO0byIJj1dEtJsojuTYjr4ASYwitY4BljGnQ+TFKAX7PiQr+dZSVUn7xnWnrsdx6pAjnt2oewBb5XtvwMGJDT/3ZKzSGPfmFlexRtfDw8HpfKVMpf8jLy/NYjbW+aQCilCL90El+MJ4z0n/ZKo7Y0NAAtah+iIjX2TB10a5dO/bu3Utubm7jm1WTm2utA2IvFa4aJ2MMubm57N27l3bt2vntvA07rV0p5RN//tf3lLqNejYPC2VQc98uNx0sukZH8W3OqQ/UXbn5pLSu/X1hmje3eokyMzMpKiqqc/uCyv79UFAAkZFQye3gVcMXHh5O+/btXe9nf9AARKkmbmP6EVZ96znpa1jrFoSFNM6chq4xkR7P9xcWcbKkpE69Pc2bN/frH26/uf12WLcOhg6FtWsD3RrVyOgQjFJNmDGGh9//3qMsITKc3g14xdOqxIaG0t4x9TZdV0VVyu80AFGqCft852E2ZnjeBWF464a94ml1OPNA0uuYB6KUqjkNQJRqwp78aIfH89Oio0iKjqygduOR7HiNP+fVbSaMUqrmNABRqonasPMw//nJ856L57dqnImnTh2jIjz++B0tLuaE2wJsSqn6pwGIUk3UU47ejwRy6BjV+Hs/ACJCQkhwLLD2c77mgSjlTxqAKNUE/eenI2zYddijrG/IwQC1JjCcQ00/ayKqUn6lAYhSTdBfPvbs/TivezxtpWmt5pnk6O3RHhCl/EsDEKWamE0ZR/n3jkMeZXcOPyNArQmcTlERHjecOlxUTI7mgXhauxaM0TVAVL3QAESpJsbZ+zG4W2t+0bV1BbUbr8iQEDpEeq4Hslt7QZTyGw1AlGpCfsg6wdrtnrkedww/PUCtCTwdhlEqcDQAUaoJ+dtn6R7PByS1ZEi3+MA0JgiUC0A0EVUpv9EARKkmIju3kOVf7/Eom3Z+t0a/6mllOjsCkINFxeSWaB6IS0oKiFg/lfIxDUCUaiJe/89u8otKXc8TW0Qx8sz2AWxR4EWFhpS7L8zufF0VVSl/0ABEqSagqKSUlzake5RN/mUyYaH6J0CHYZQKDP3ro1QT8K+t+9l37NQN16LCQ7huUOcAtih4lFuQTBNRlfILDUCUagJe+PQnj+dXDehEy5iICmo3LZ2jPK9DVmEReSWlFdRWSvmKBiBKNXLf7M7mq5+zPcpu/GVyYBoThGJCQ2nryAPZo70gStU7DUCUauT+9pln78cFp7fh9PZN46631ZUUpTemU8rfNABRqhE7nFPAym/3eZTddF7XALUmeDkTUXUmjFL1TwMQpRqxFZszKSoxrudd28Qy9Iy2AWxRcHKuB7K/oJCiUlNBbaWUL4QFugFKqfrz9688Fx6bMLAzISFNd+GxijQLC6VlWCjZ9s3oSoF9BdoLwhNPQHY2tGwZ6JaoRkgDEKUaqf9mHmdr5nHX8xCBcWd3DGCLglunqEiyc3Jdz/cWFJAYwPYEhf79A90C1YjpEIxSjZSz9+P809vSoUVUgFoT/Do6ElH3aB6IUvVKAxClGqGiklJWbN7rUXbNOZ0C1JqGoXNk+QDEaBqIUvVGAxClGqF12w9yKOfUN/i4qDBG9G7a932pSpuIcCLdbsyXV1rKCZr4Ym2zZlk3ops1K9AtUY2Q5oAo1Qi9vclz+GV0v0SiwkMD1JqGIUSExKgIfnK7F8xBEx3AFgWBzZth3bpAt0I1UtoDolQjc/RkIR99n+VRpsMv1dPJMR33IDEBaolSjZ8GIEo1Mv/8pvzaHwOSdBpldXRy5IEcNBqAKFVfNABRqpFxDr9cc04nRHTtj+pIjIrA/UodJ5LsXJ0No1R90ABEqUbkxwM5fLv3mOu56NofNRIZEkI7x43pvvr5aIBao1TjpgGIUo3Imv/u93g+pFs8iS2beCJlDTnXA9mUoQGIUvVBAxClGpE1Wz2TTy/rmxCgljRcnSI9E1E3pmsAolR90ABEqUYi63g+m3dne5Rd0kvX/qipTo4ekG/2ZFNUUhqg1ijVeOk6IEo1Eh/817P346xOLXTp9VpoERZKs9AQcuygI7+olG37jtOvUxOcSTR1qrUQWXJygBuiGiMNQJRqBJYseYFXdscCzU4V7t3B7Nkbqn2MjRu/oUuXEb5vXAMjInSKiuT7k3muso3pR5tuAKJUPdEARKlGIH3vUbLwHG75Rce+tHXM6KjM2rVf+LpZDVanyAiPAGRTxlFuOr9rAFukVOOjOSBKNQKZphnuWQqtw8NoE67fL2rLuSLq1zoVVymf079QSjUCe4jzeH5GTJQuPlYH7SPDCRUoW1A281g+Wcfzad+8ieXUpKVBerqVA6LDMcrHtAdEqQauoLiEvaaZR9kZsbr2R12EitAhwnM2zNc/Z1dQuxFLS4O5c62fSvmYBiBKNXBf7DpCMafudBsbGkJiZBO/jbwPOK+hc4qzUqpuNABRqoFbs9Vz9dPTY6IJ0eGXOkuMcvaAaB6IUr6kAYhSDVhpqSm3/scZsU0sT6GedHT0gHy79xjFuiCZUj6jAYhSDdiWvcc4cKLA9TxChOQoDUB8oUVYKFEUu57nFpbwQ1ZOAFukVOPi9wBERDqLyNsickxEjovIP0QkqZr7zheRNSJyWESMiEz1UidBRBaIyEb7HAdF5CMRudBL3TT7OM7HEz54qUrVu89+POTxvGtMFGEhOvziCyJCPHkeZZoHopTv+DUAEZEY4GOgJzAFmAScDnwiIrHVOMRvgGjgvUrqnANcC6wArgGmAvnAWhEZ7aX+QWCI4/F4NdqiVMA5A5Bu0ZEV1FS10UacAYjmgSjlK/5eB+QWoBvQwxjzI4CIbAF2ALcBi6rYv4UxplREugOTK6jzKXCGMcbVdyoi/wK2Ar+jfPBSaIzRJSBVg5NfVMJGx63iu0Tr8IsvtZE8MKeeN8mpuErVE38PwVwJfFEWfAAYY34CPgPGVLWzMabKDDBjTLZ78GGXFQObgY41brFSQeqrjKMUFp/6L9E8LJRWYaGV7KFqKp483CcU/Xgwh+P5RYFrkL/17w9Dh1o/lfIxf/eAnIk1NOK0FRhfXycVkQisoZUtXja3E5FDQEtgF/A88KgxpqS+2qOUuyVLXiAz83CN99tc2hZo63qeHBWpq5/6WLiU0r1NM3YcsJJPjYEtu49x/ultAtwyP3lC0+FU/fF3ANIa8DaIegRoVY/nTQU6ARMd5ZuBTVgBUBQwDliAlZdycz22RymXzMzDtboL7dq9B6Cg0PU8WfM/6sXZSS1dAQhYeSBNJgBRqh4F4l4wxktZvX1tE5HrgfuAPxpj/u3REGOc4f0qEckBZonII8aYHV6OdytwK0BSUrUm7yjlcwWlpWS6BR+g+R/1pX/nVry5cY/rueaBKOUb/s4BOYrVC+LUCu89I3UiIlcAacDzxpg51dztdfvnQG8bjTFLjTEDjTED27Zt662KUvXu57wCj0g+LPcocZr/US/OTmrp8Xzz7myM8fY9qhHavBnWrrV+KuVj/g5AtmLlgTj1Bv7ryxOJyHDgLWA51gybau9q/2wif2FUQ5SeV+DxPDJ7X4Ba0vid0T6OmIhTwd3hk4XsOZpXyR6NyKxZMGyY9VMpH/N3APJPYLCIdCsrEJFk4Dx7m0+IyBCsZNePgBuqM3vGzfVYwceXvmqPUr6Wnq8BiL+Ehgh9O7bwKPtK77GRp0UAACAASURBVAujVJ35OwB5FkgHVojIGBG5EitQ2A08U1ZJRLqISLGI/N59ZxEZKiLXAJfaRQNF5Bq7rKxOT2AlcAhYCJwjIoPLHo5zrBeRX4vICBG5QkRewFrs7BljzM76uABK1dXJkhIOFnpOBY08pgFIfTo7yTNHXldEVaru/JqEaow5KSIXYa00+jLWcMdHwCxjjPtNFgQIpXyANBcY6vZ8hv0o2wdgMFZOSSvgEy/NKKt3Amv2zb1Ae6xej23AHcD/1vS1KeUvGY7hlw4R4YQUF1ZQW/lC/86eeSCaiKpU3fl9Fowx5mfg6irqpONlZowxJqUax0/DSjytqt4RYGxV9ZQKNs78j+ToSHYHqC1NhTMR9b+ZxyksLiUiTO/nqVRt6f8epRqYjLx8j+fJOv223rVvHkVCi1PXubCklO/3Hw9gi5Rq+DQAUaoBOVZUzNHiU4v0hgCdoiIC16AmpF8nz0TUb/YcC1BLlGocNABRqgHJcMx+6RgVQUSI/jf2h7MceSDfaCKqUnWif7mUakD25nsmmyZF6fLr/nJWJ88AZMseDUCUqotALMWulKqlvY7l1ztpAOI3fR1DMDsO5JBTUEyzyEb8Z3Tt2kC3QDVi2gOiVANRUFpabv2PxEjN//CX5lHhnNY21vXcGPhW80CUqjUNQJRqIPYVFHrcHyA+PIzoUP0v7E86DKOU7+hfL6UaCGf+R0ft/fC7comoGoAoVWsagCjVQDjzPzrq9Fu/Kz8TppEPwaSkgIj1Uykf0wBEqQbAGFO+B0QTUP2uV0Ic4aGnFmnem53HwRMFleyhlKpII07fVqrxOFpcTF7pqZs6R4jQJlz/+9a3jRu/ZvbshR5lcSVdOUK06/lvF7xAJ8lx7uqSmBjPjBk31VsblWqo9C+YUg2As/cjMSqCECl3uyTlYzk5BXTpMsKjLPnQUY4cP+l6XtL8TLq0buHc1SUjY029tU+phkyHYJRqAMrlf2gCasA4pz5nFuidiJWqDQ1AlGoAyud/aAASKAmOAGRfQRHGmApqK6UqogGIUkGusLSUA7oAWdCIDw8jwm34K6+0lGy3GwQqpapHAxClgpxzAbLW4WHEhIYGrD1NXYgIHXQYRqk60wBEqSCnC5AFn8TIcI/n+zQAUarGdBaMUkFOFyALPs48kEbbA/LEE5CdDS1bVl1XqRrSAESpIOZ1ATLtAQm4REcQmFVQRKkxjW9qdP/+gW6BasR0CEapIJZdXEKu2wJk4SK0jQivZA/lD81DQ4lxuxFgkTEcciQKK6UqpwGIUkGs3AJkkboAWTAQES/rgWgAolRNaACiVBBzJjc6u/5V4JRfD6QR5oHMmmXdiG7WrEC3RDVCmgOiVBDbX+j5oeb80FOB45wJ0ygTUTdvhnXrAt0K1UhpD4hSQcoYQ5ajW7+D5n8EDWcweLCwiOJSXRFVqerSAESpIHWkqJhCtyW+o0KEFmG6AFmwiAkNpaXb76MUyCpshL0gStUTDUCUClL7HbMqOkRGIJqAGlTKrweiiahKVZcGIEoFqSxHToEOvwSfJpGIqlQ90QBEqSDl7AFprwmoQafJrIiqVD3QAESpIKQJqA1DQmQ47oNiR4qKyXdbOE4pVTENQJQKQseLS8hz+yCLEKF1uM6aDzYRISHEO34v+7UXRKlq0b9oSgWh8sMv4ZqAGqQSIyM4VFTsep5ZUEhydFQAW+RDU6daC5ElJwe4Iaox0gBEqSDk/BbdIULzP4JVQmQEW3JyXc/35TeimTBTpwa6BaoR0yEYpYLQfmf+R6TmfwQr5/L4OhNGqerRAESpIORcgl1nwASvdhHhuC8Pd7ykhJzikoC1R6mGQodglAoyOcUlnCw5lYAaJtBGE1CDVqgI7SLD2efWa7WvoJDTw6ID2CofSUuD9HQrB0SHY5SPaQ+IUkHG2fvRLiKCEE1ADWqNdj2QtDSYO9f6qZSPaQCiVJDR/I+GJ1FXRFWqxjQAUSrI6AyYhqf8kuxFGKN3xlWqMhqAKBVkyt+ETntAgl18eBgRbsNkeaWlZGsiqlKV0gBEqSCSW1LCcbcPrhCgjS7BHvRCROjQWPNAlKonGoAoFUSc939pGxFOmCagNggdnQFIvgYgSlVGAxClgohzBowOvzQcCbogmVI1ogGIUkHE2QPSXhNQG4xER7C4v7CQEk1EVapCurqRUkHkgJeb0KmGoXlYGM1CQ8ixF5ErNnCwsIHfF6Z/f8+fSvmQBiBKBYniUsNht7uqgpUDohqOxMgIfsjNdz3PLCgkPoDtqbMnngh0C1QjpkMwSgWJQ0VFuHfYtwgLJSpE/4s2JM4FyTQRVamK6V83pYKEc/ilnfZ+NDj/z96dx8dZlf0f/1yTfW2aNC3d94KsBQqCKLu4Iajoo+LCoriBj3V7XIrIoj7+5FHrggqyKSC4gIKCytqC0GILXaDYvWlL1yRt2uzbnN8f9ySZmcwkk2Qy6/f9euU13Pecc8+5mWR6zVmuE74zrpbiikSnIRiRFBEegGj4Jf2E5wKp6+yiM517sVavhoYGqKjQPBCJu4T/ZZjZVDP7k5kdMrPDZvaQmU2Lse73zOxxM6s3M2dmlw9Q9iozW29m7Wa2wcw+E6Xce8xslZm1mdl2M7vWzHIilRUZTeoBSX+FPh9VYTsX11OYpNbEwcKFcM453qNInCU0ADGzYuBp4CjgMuBjwFzgGTMrieESnweKgL8N8jpXAbcCDwJvB/4I/MLMPhtW7m2BMiuAdwA/Aa4Fvhf7XYnEhwKQzBA+D6TeFSWpJSKpbUhDMGb2VufcEyN4vauAWcCRzrnNgWuuBTYBnwZ+NEj9Mc45v5nNAT4epY25wHeBe5xziwKnnzGzScBNZna7c67nk/77wL+cc58KKlcKXGtmP3bO7R3mfYoMSVNXNy2B5ZsAuQaVeRohTUeTCvN5paml91gBiEhkQ+0B+aeZbTazr5pZ9TBe7yJgeU/wAeCc2wY8D1w8WGXnnH+wMsDpQDVwb9j5e4Aq4M3gDQUB86OUy8PrERFJiPB8EePy8vApBXtaCu8BqUMBiEgkQw1AzsUbrrgJ2GlmvzOzs4ZQ/xjg1Qjn1wFHD7EtA70GEV5nXeDx6IHKBQKilji2R2RQGn7JHOPz88gJih1byWPvobboFUSy1JACEOfcEufch4HJwLeABXjDFv8xsy+Y2dhBLlEJHIxw/gAwWN1YVQYew1/nQNjz0cr1nKuMcB4z+5SZrTSzlbW1tSNqqEiPfgGIMqCmrRwzjghLob/m9YYktUYkdQ1rEqpzrt45d7Nzbh7wVqAOb/7GLjO728yOG6h6hHPx7GvuudZgmzAMVC5qe5xztznnFjjnFlRXD2cUSqQ/9YBklvBhmDU7FYCIhBvRKhgzeyfw38BpwH7gt8BZwMvhK04CovUsjCVyT8RwhPd0EHZ8YJByABVBz4uMKr+DOuUAySjhCclWKwAR6WfIAYiZHWFmi8xsG95y2Argo8BU59xngDl4S2Cvi1B9HX1zL4IdDbw21LZE0TPXI/x1euZ0vDZQOTObARTHsT0iAzpMAd1Bx6U5PkpylIomnYX3gKx9/RB+v3bGFQk2pADEzB4EtgP/AzwGHOecO8s593vnXBeAc64b+B0wIcIlHgFOM7NZQdecAZwReC4eluENCX0k7PxH8Xo1ng+0cwewJkq5TuDvcWqPyIAaXEHIsYZf0l9Fbg5FQRlQm9q72FLblMQWDdOSJeCc9ygSZ0NNNDAXWIiXY2Ogv6ZXgHMinP81cA3wsJldizf/4iZgJ16vCQBmNh3YAtzonLsx6PxZeEtsjwicWmBmTQDOuT8FHjvN7Ft4icd2AU/ird65Evi8cy54c4ZvAn8zs1uB+4ET8RKR/UQ5QCRRDoZlylQAkv7MjEkF+Wxp7Vv98vKOg8ydUJbEVomklqEGIBcCe4ISefUKJACb5Jzb4ZxrBJaGl3HONZvZucCP8fJtGPAUsDAsoDEgh/49NDfgzTHpcXXgp6dOz+v8yswc8GXgq8AO4Brn3C/C2vOYmb0f+DZwObAPLwvqdwf6nyAST+oByUyTCkMDkFU7GvjgKTHtOiGSFYYagGzDS/T17wjPnRA4P+DgdWDo45JBytQQYSWKc+7sGNuJc+5WgnpVBij3EPBQrNcVibcG9YBkpClh80Be3hGvefYimWGok1AHWi6bB8SSqVREAhpaOmihL+DwAVUKQDJC+EqYTfubONzWr/M4tZ19Nph5jyJxNmgPiJlVELpUdXLwJNKAIrzN5TRvQmQI1u9tDDmuys8jRynYM0KBz0d1Xi61nV2AN5dz9Y4Gzpyn/EEiENsQzBfw5ki4wM+fopSzQDkRidH6PYdDjjX8klkmFxb0BiDgDcMoABHxxBKA/AWowQsw7gS+g7dCJVg78Jpzbm1cWyeS4cJ7QBSAZJbJBfmsbmzuPX55hxKSifQYNABxzq3By5dBYGXJo865utFumEg26B+ADHVeuKSyyeEZUXccxO93+HwaZhMZ6mZ0v1HwIRIffr9j077QAEQp2DNLVV4u+UF5bg+3dbG1Lg0TkomMglgmoT4NfM45tz7w3wNxzrnz4tM0kcy2q6GV5o6+f5wKfEaZUrBnFDOjilb2UNp77uXtDcwZr4RkIrH0gAT3FfoCx9F+RrS5nUg22Rje+5GXh2kFTMaptpaQY+UDEfHEMgfknKD/PntUWyOSRTZo+CUrjLNWb/1ggAIQEY9mvIkkyca9CkCyQRWtmHl5QKAvIVl5YRq834sXQ0MDVFQkuyWSgYa6G+7FZnZF0PF0M1tmZo1m9iczKx2ovoj02bAvdDKiApDMlG9+5o7v+2h0DtbsTJPluPPne1lQ589PdkskAw11zsa1eLvR9vgRMAW4DTgTuD4+zRLJbF3dfrbsDw9A1CGZqU6aNjbk+OXtaRKAiIyioQYgs4G1AGZWBLwT+JJz7st4W9u/N77NE8lMNfUtdHT3bZ1UkuOjWCtgMla/AETzQESGHIAUAq2B/34T3hySxwPHG4BJcWqXSEbboPkfWeXEaaFzKFYFEpKlvIULvSGYhQuT3RLJQEMNQGqANwf++2LgJefcocDxeOBQpEoiEqrfCpg8BSCZbHZ1KeWFfUNsaZOQbPVqWLrUexSJs6EGILcC15vZSuBzwB1Bz50OvBavholkMq2AyS4+nzE/bBjmpe0ahpHsNtRU7D8BLgeWAVc6534d9HQZcHfcWiaSwfolIdME1Ix3yvTQAOTf2xSASHYb8qeec+4+4L4I5z8dlxaJZLi2zm5q6ptDzqkHJPMtmFEZcrxy+4EktUQkNQz7a5eZjceblBrCObdjRC0SyXCb9zcRPP+wlA7yfdrFINPNn1pBXo7R2e29+dvrW9h/uI3x5f0+RkWywlATkZWb2V1m1gLsAbZF+BGRAYQPv4yhPUktkUQqys/h2MljQs6tqNEwjGSvofaA3AJcgjf59BXQJ6fIUIWvgKkw/Rlli1NmVLJqR18SshU1B3jX8ROT2CKR5BlqAPI24KvOuVtGozEi2SB8BcwY2pLUEkm0BdPHclvQseaBSDYbagBieAnHRGSYNobtAaMekOwRPhH1td2HaWzrpCxVN6a7/HIvEdmMGUluiGSioQYgDwDvBp4chbaIZLzGtk52NbT2Huf4jHI6ktgiSaTKknzmjC9lc2AfIL+DVTsaOHNe9SA1k+Tyy5PdAslgQw1AHgcWm1kZ8BjQr//QOfd0PBomkonCez9mjishpz4NUnJL3JwyY2xvAAKwsuZA6gYgIqNoqAHIw4HHmXgJyXo4vOEZB2hHLZEowveAOXJCGdQnqTGSFKfMqOT+f+/sPf53jeaBSHYaagByzqi0QiRLhC/BPfKIMvZpA4OsckrYPJDVOxvo6PKTn5uCuWDuvhtqarw5IBqOkTgbUgDinFs6Wg0RyQbhPSDzJpSxL0ltkeSYMraICeUF7DvsTT5u6/SzbvchTgzbKyYl3H23txndWWcpAJG4G1bIbWbjzOxCM7vMzCoD5wrNLAVDeJHUEd4DMm9CaZJaIsliZv1Ww6zQMIxkoaFmQjUzuxl4HXgEuBOYEXj6YWBRXFsnkkHqmtqpb+5b8VKQ62N6VUkSWyTJcmq/AEQZUSX7DLXH4hvANcCNwBvxJp72+CtwYZzaJZJxwns/5owvJcdnUUpLJlswI3S4ZWXNAZzTaijJLkMNQD4J3Oic+x7wcthzm4HZcWmVSAYKz4B65ISyJLVEku2oI8opK+ibgnewpZMttU0D1BDJPEMNQCYDy6M81wGoP1kkig1hOUDmHaEAJFvl+IyTpof2gry4TfNAJLsMNQDZBRwb5bkT0G64IlH1W4KrHpCsdurM0HkgL25VACLZZagByB+B68zsjKBzzszmAV/GS9UuImGcc/2GYNQDkt1Om1UVcrx8a73mgUhWGWoisuuBNwHPAtsD5/4ITAVeAL4ft5aJZJA9h9pobO/qPS4tyGXSmMIktkiS7fgpYyjKy6G1sxuA/Y3tbK1rZnZ1Ci3Nnj8/9FEkjoaaiKzVzM4GPgy8HW/iaT1wE3Cfc65rgOoiWWtDhPwfZloBk83ycnwsmDGW5zbV9Z5bvrU+tQKQxYuT3QLJYEPNA1IInA60A38BbgCucM79RsGHSHT9VsBo+EWINAyjeSCSPWLqATGzAuAHwFVAQdjTbWb2S+CbzjntKy4SQf8eEAUgEn0eiHrHJBsMGoCY95fwN+BcvGynjwE78JKQTcVLPvZF4GjgnaPWUpE0til8Ca4CEKH/PJDaVJsHsno1NDRARYXmgUjcxdID8n68XXDf75z7c4Tnbzez9wF/MLP3OeceimsLRdJct9+xab96QKS/lJ8HsnBh32Z0S5YkuzWSYWKZA/Jh4A9Rgg8AAkHHH4GPxKthIpli54EW2jr9vceVJfmMK81PYosklWgeiGSrWAKQE4FHYyj3N+CkkTVHJPNoBYwM5PTZygci2SmWAKQab87HYHYA40fWHJHMoz1gZCDHTR5DcX5O73FtYztbapuT2CKRxIglACnGW3Y7mA5AmZVEwvTrAdESXAnizQMJTcu+fGt9klojkjix5gGZbGazBvoBpoxmQ0XSlfaAkcGcNksBiGSfWDOh/imGMgZo4FIkSEeXn61h3elzFYBImEgTUZUPRDJdLAHIFfF8QTObCvwYeCte0PIksNA5N+g8k0Am1puAjwIVwGrga865Z4PKXA7cNcBlJjrn9gbKLgHOilDmi8455SCWEdtW10yXvy8unzimkDFFeUlskaSinnkgLR1ePpC6Jm8eyJzxKbIcV2QUDBqAOOd+E68XM7Ni4Gm8OSWX4fWYfAd4xsyOd84NNvPqDuBdwFeBrcDVwD/N7HTn3OpAmUfx0sWHvDTwV2BrT/ARZC3w6bBzNTHflMgAwud/qPdDIumZB/Lsxtrec8u21isAkYw21N1wR+oqYBZwpHNuM4CZrQU24QUBP4pW0cxOAC4FrnTO3RU4txRYB9wIXATgnKsFasPqvgWoAr4d4dKNzrnlI7stkcg29Zv/oX9Qss3KlatYtOjmQcsd9lcBE3qPb/vLC6z/6x8AmDSpiquvvnK0mhidko/JKEp0AHIRsLwn+ABwzm0zs+eBixkgAAnU7QR+H1S3y8weAL5uZgXOuWirdS7DW6XzwEhvQGQoNuxVBtRs19TUzvTpFwxaLq+tg9W79/ce1/kqmDrtDfjM2L798dFsokhSDGk33Dg4Bng1wvl1eHvJDFZ3m3OuJULdfGBOpEpmVgR8APibcy7S1PITzeyQmXWa2Voz+8Qg7RCJWfgQjHbBlWiOKMij0Nc36bTV72dfR2cSWyQyuhIdgFQCByOcPwCMHUHdnucjeQ9QDkSay/IssBCvd+X9eENBt5vZtYO0RWRQLR1d7DjQFy+boTF9icpnxrTC0M3Ga1pjScEkkp4SHYBA5KW6saw1i7bMd7C6l+HNCXmsX0Ocu84592vn3FLn3MPOuUuAvwCLzCzivxRm9ikzW2lmK2trayMVEQFg474mgjNqT68spjg/0aOekk5mFoXmcqxpbUtSSwLOPtuLnM8+O7ntkIyU6ADkIJF7KsYSuXcj2IEB6vY8H8LMJgLnA/c557pibOP9eBldj4v0pHPuNufcAufcgurq6hgvKdlow97DIccafpHBzCgK7QHZ2dZBl/aFkQyV6ABkHd5cjnBHA6/FUHdmYClveN0OYHP/KnwUyCHy8Es0PT0q+quXEVkfvgfMEeVJaomki8q8XMpy+vaF6XKOXW0ahpHMlOgA5BHgtEDqdgDMbAZwRuC5werm4U0o7ambC3wQeDzKCpiPA2uDcoTE4lKgFXhlCHVE+glfAXOUekBkEGbWrxdkm+aBSIZKdADya7wkXw+b2cVmdhHwMLATuLWnkJlNN7MuM7uu51wgiPg9sNjMPmlm5+Etq51JhPweZnYScCxRej/M7C1m9qiZfcLMzjOz95nZw3gTUm+IISmayIDCAxANwUgswgOQ7QpAJEMldEacc67ZzM7FS8V+D95wx1N4qdibgooa3tBJeIB0BfBdvOypFcAa4O3OuZcjvNxlQBdwX5Tm7Alc/0ZgHF6OkbXApc65+4d+dyJ9ahvbqW/u6D0uyPUxo6okiS2SdDEjbCLq7vYOOnzJWC8gMroSPiU/sOfLJYOUqSHC6hbnXCvwpcDPYK/zBeALAzy/GXjHYNcRGY5ICchyfNpYTAZXlptDVV4u9Z3evHkH7Cd86ptI+lNYLTIK1msFjIxA+HLcvU69Z5J5FICIjAJNQJWRCJ8HogBEMpGyIomMAqVgl5GYVlQQknnxEIXsP9zG+PLCgarF3+LF0NAAFRWJfV3JCgpAROKs2++0AkZGpNDnY2JBPrvb+yYyv7ClnvecODmxDZk/P7GvJ1lFQzAicba9vpn2Ln/vcWVJPtWlBQPUEOkvfBjmuU11SWqJyOhQACISZ/16PyaUYaYVMDI0M8MCkH9trsUpLbtkEAUgInHWPwW7hl9k6CYXFpAXFLjuO9zOpv1NA9QYBQsXehvRLVyY2NeVrKAARCTOtAJG4iHXjOlhvSDPbkzwDtyrV8PSpd6jSJwpABGJM62AkXjRPBDJZApAROKotaObmvq+bYTMvCyoIsMxKywh2Yvb6mnr7E5Sa0TiSwGISBxt2t9I8DzBaZXFlBRotbsMT1VeLmU5Ob3HbZ1+Xt5+MIktEokfBSAicdRvAqp6P2QEzIxZxWHzQDQMIxlCAYhIHGkCqsRb+L4wz21K8ERUkVGiAEQkjvpnQC1PUkskU3gTUfvG9dbtPkxdU3vyGiQSJwpAROJIOUAk3opzcqikLeTc85s1DCPpT7PjREbgllvuZPfuegBaXQ51/iN7n8vBzx2Lf4lvkCSoK1euYfr0C0azmZLmJlozB1xR7/GzG+u4eH4C9oW5/HIvEdmMGaP/WpJ1FICIjMDu3fW9wcPWljbY2/fNdHxBATMnDx5YLFmyfNTaJ5lhojWxzo3rPe5Jyz7qKf4vv3x0ry9ZTUMwInGyr6Mj5HhCfn6SWiKZZhytFOf3LcdNSlp2kThTACISJ/vaO0OOx+fnJaklkmlyzPHGmZUh5xKell0kzhSAiMTJvo7QAGRCgQIQiZ+3zK0OOU5IPpC774brr/ceReJMAYhIHHT4/dR3doWcUw+IxNOZ88aFHL+4NQFp2e++G264QQGIjAoFICJxUBvW+zE2N5cCn/68JH5mV5cyuaJvJUx7l58Xtx1IYotERkafkCJxoOEXGW1mxpnzwoZhNA9E0pgCEJE4CJ+AOkHDLzIKzgobhlmqAETSmAIQkTjYrx4QSYA3zRlHTlBmu837m9jV0JrEFokMnwIQkRHyO9c/AFEOEBkF5YV5nDxtbMg5DcNIulIAIjJCBzu76HR9m4UV+XyU5uhPS0ZH+GqYpRsUgEh60qekyAhFmoA66imyJWudNW98yPHzm+vo7PYnqTUiw6cARGSE+g+/aP6HjJ5jJpVTVdI3xNfY3sXqnQ2j82Lz58NZZ3mPInGmzehERqj/ChjN/5DR4/MZb5k7jr+s3t177tmNtZwyo3KAWsO0eHH8rykSoB4QkREK34RuvFbAyCg768jQfCBajivpSAGIyAi0uhyagsbfcwyq8tSxKKMrfF+YV3Ydor6pPUmtERkeBSAiI9BAYchxdV4eOZqAKqNsXGkBx04u7z12Dv61eRQ2p1u9GpYs8R5F4kwBiMgIHHChAYgSkEminBWWln3JaCzHXbgQzjnHexSJMwUgIiNwMKwHRBNQJVHOnNt/Xxi/30UpLZJ6NFgtMgIH1QMiCbBy5SoWLbo55JzfQR5H0kkOAPXNHXzu2p9TZW0RrzFpUhVXX33lqLdVJFYKQESGqbWjm0ZCezzGKweIjIKmpnamT7+g3/lZ++rZ0Ny3F0zLmPmcNLa8XzmA7dsfH7X2iQyHhmBEhmnd7kM4+iacjs3NocCnPylJnNlFoT1wW1oi936IpCJ9WooM05rXD4UcTyzQ/A9JrNnFoQHI7vYOWrq7k9QakaFRACIyTGtfD01/rQBEEq0sNydk2M8B21qVD0TSgwIQkWF6RT0gkgI0DCPpSgGIyDAcau1ka11z77EBR2gFjCTBrLBhmK0tbTin5biS+rQKRmQYXt0V2vtRlZdLviagShJMKcynwIz2QNDR4vezt6MzPj1yS5aM/BoiUegTU2QY1oTN/5ik4RdJkhwzZmgYRtKQAhCRYVi7U/M/JHWEr4ZRACLpQAGIyDBoBYykklnFBSHHWo4r6UABiMgQ1Ta2s/tQ3zdMHzBeE1Alicpzc6kejeW4Z58NZt6jSJwlPAAxs6lm9iczO2Rmh83sITObFmPdQjO72cz2mFmrmS0zszMjlKsxMxfh5z0Ryl5lZuvNrN3MNpjZZ+Jxn5K5XtkV2vsxoSCPXLMopUUSY47mgUiaSWgAYmbFDL6y1AAAIABJREFUwNPAUcBlwMeAucAzZlYSwyXuAK4CrgMuBPYA/zSz+RHK/hM4PexnaVh7rgJuBR4E3g78EfiFmX12yDcnWWNN2PyPI7QDrqQALceVdJPoZbhXAbOAI51zmwHMbC2wCfg08KNoFc3sBOBS4Ern3F2Bc0uBdcCNwEVhVeqcc8sHuF4u8F3gHufcosDpZ8xsEnCTmd3unOscxj1Khguf/6EVMJIKIi3H3d3eweTCgkFqiiRHoodgLgKW9wQfAM65bcDzwMUx1O0Efh9Utwt4AHibmQ31r+x0oBq4N+z8PUAV8OYhXk+ygHOOteEZUAsVgEjy5ZgxM6wXZLOGYSSFJToAOQZ4NcL5dcDRMdTd5pxriVA3H5gTdv7dZtYSmNuxPML8j2MCj+HtWRd4HKw9koV2NbRS39zRe5yDn3F5yucnqWGOluNKGkl0AFIJHIxw/gAwdgR1e57v8Vfg88DbgI8AbcCfzeyjYdcjwjUjXU8EoF/vRyVt+DQBVVLErLCJqHs7Omnq0nJcSU3J+OoWaVZULJ/gFmtd59znQwqY/RlYDvwvfUMuPfWGNEvLzD4FfApg2rSYFu9IBgkPQKqsNUktEemvNDeHSQV57G7vm762uaWN+eWxzPEXSaxE94AcJHLPwlgi924EOzBA3Z7nI3LOdeOtcJliZhPDyodfszLs+fBr3eacW+CcW1BdXT1IkyXThE9ArUIBiKSW2cVFIcebW/Q7Kqkp0T0g6+ibexHsaOC1GOq+18yKw+aBHA10AJsjV+sV3uPRM9fjGLzlvMHXI4b2SJbx+x2vqAdEUtyc4kKeO3i497imtZ2u4S7HXbwYGhqgoiJOrRPpk+gekEeA08xsVs8JM5sBnBF4brC6ecAHgurmAh8EHnfORU37Fyj3AWCHc25v4PQyoA5vjkiwj+L1fjw/+O1INtla10xje1fvcXlhLqVopbakliPy8yjJ6fto73COncPNijp/vpcFdX6kVEsiI5PoHpBfA9cAD5vZtXi9ETcBO/ESggFgZtOBLcCNzrkbAZxzq83s98BiM8sDtgGfBWYSFESY2YfxlvQ+FrjuBOBq4GTgwz3lnHOdZvYtvMRju4AngXOBK4HPO+f6ljqIACtrQkflTphagW1NUmNEojAz5hQXsqaxr6N4c0sb85LYJpFIEtoD4pxrxvtHfiNevo378AKJc51zTUFFDciJ0L4rgLuA7wCPAlOBtzvnXg4qsw0YD9wMPI4X2LQHyj0Q1p5f4QUx/4WXOfXDwDXOuVtGfLOScVbUhE5TOnWGFkpJagqfB7KlVctxJfUkfBWMc24HcMkgZWqIvLqlFfhS4Cda3eV4QU6s7bmVoN4XkWhWhPWALJhRyd+S1BaRgcwsKsAH+APHBzq7OOwbRsK8hQth9WpvCGbx4ng2UUS74YrEYt/hNnYc6OvSzssx5k/VxDxJTQU+H9OKQpND73alQ7/Q6tWwdKn3KBJnCkBEYhDe+3Hs5DEU5eckqTUigwvfHXfXcAIQkVGkAEQkBis1/0PSzOywtOz7KaGxTau2JHUoABGJwb+39Z//IZLKqvLzqAzap8iP8ezGuiS2SCSUAhCRQRxu62T93sMh5xZMH2zrIpHkmxvWC/Lkf/YlqSUi/SkAERnEy9sP4g9KJDl3fCljS4axokAkweaGLcd9ev1+Orv9UUqLJJYCEJFBhM//OGWmhl8kPUwpzKfI1/cxf6i1s9/vs0iyKAARGcS/w1bAnDJDwy+SHnyBrKjBNAwjqUIBiMgA2ru6WbMzdAfcUzQBVdJIpHkgLtbN6S6/HL79be9RJM4SnglVJJ28uusQ7V19Y+YTxxQyuaJogBoiqWVmcSE5QHfgeHt9C5v3NzF3QtnglRV4yChSD4jIAML3fzllRiVm/XYJEElZBT4f08Oyoj6hYRhJAQpARAawIiz/hyagSjqaWxLaa/fkawpAJPk0BCMShd/vWLk9vAdEE1Al/cwtLuSfQcerdjZQ29hOdVlB1DoA3H031NTAjBkajpG4Uw+ISBSb9jdxqLUvdXV5YS7zxscwbi6SYspzc6mktffYOXh6fQy9IHffDTfc4D2KxJkCEJEonttUG3K8YEYlPp/mf0h6mmKNIcdPvLY/SS0R8SgAEYli6cbQAOQtc8clqSUiIzc5LAD51+ZaWju6o5QWGX0KQEQiaOvs7rcB3ZnzqpPUGpGRG0t7yBLytk4/SzeqF0SSRwGISATLt9aH5P+YMraIWeNKktgikZExgwuOmRBy7rFX9iapNSIKQEQiCh9+OWtetfJ/SNp7x7ETQ46fXr+f9i4Nw0hyKAARiSBSACKS7k6ePpZxpX1Lb5vau/jXproktkiymQIQkTA7D7Swtba59zjXZ5w+uyqJLRKJjxyf8fZjQ4dh/v6qhmEkORSAiIR5Nmz57cnTx1JWmJek1ojEV/gwzBOv7aOz2x+58Pz5cNZZ3qNInCkTqkiYpRvChl+O1PCLZI43zqxkbHEeB1u8JHuHWjtZtqU+8iqvxYsT3DrJJuoBEQnS2e3nhS31IefOnKsARDJHbo6Ptx6tYRhJPgUgIkFe3n6Qpvau3uNxpQUcPbE8iS0Sib93HBc6DPP4ur10+12SWiPZSgGISJDw1S9nzhun9OuScc6YPY6ywr4R+Prmjn6J9wBYvRqWLPEeReJMAYhIkPAJqFp+K5koP9fH+W8IHYb5x6t7+hdcuBDOOcd7FIkzBSAiAbWN7by663DvsRm8eY72f5HM9I5jjwg5/se6vfg1DCMJpABEJOCZDaH7Yhw/eQxVQUmbRDLJmfOqKc7P6T3ed7idFTURhmFERokCEJGAv60N7YI+68jxSWqJyOgrzMvhvLBhmL+s3p2k1kg2UgAiAhxo7uD5zaEpqS88fmKU0iKZ4b0nTgo5fnTtbu0NIwmjAEQE+GfYMsR5E0qZN6EsiS0SGX1vmVtNZUl+7/Hhti6eWV87QA2R+FEAIgL8bW1o1/OFx0+KUlIkc+Tl+Hh3WE/fX1btSlJrJNsoAJGsV9vYzrKw7Kfv0vCLZIn3nDg55Pjp9fs5FEjTLjKaFIBI1vvHq3sIXn34honlzK4uTV6DRBJo/tQKZo4r6T3u6Pbz6CsRcoKIxJkCEMl6fw1b/aLJp5JNzIz3zA/tBekdhlmyBJzzHkXiTLvhSlbbd7itX+6Dd2v+h2SglStXsWjRzRGfa3R5wNze43/XHOAL31xMqfUfipk0qYqrr75ytJopWUQBiGS1x17Zgwsafjl+yhimVRUnr0Eio6SpqZ3p0y+I+vxLu/azq72j97hhzMkcM7b/Rozbtz8+Ku2T7KMhGMlq4cnHNPwi2erY0tDA+9WmFpxTanYZPeoBkaz1vz+5m5f2hG42t+4ff2XRP2NfAbBy5ZoBv1WKpIs3lBbxRH0D/sBxfWcXs+/6Nue/+Ai7553M3758R1LbJ5lHAYhkrRf3+kOOJxfkc8zkc4Z0jSVLlsezSSJJU5yTw+ziQja1tPWee2jmKZz/4iNJbJVkMg3BSFby+x2b3diQc28oLUpSa0RSw/yykpDjJ6ccy8FCZQSW0aEARLLS0k21NNGXgjrH4LjSkgFqiGS+2cWFjMnt2yG3IyePPx5/fhJbJJlMAYhkpfuW7wg5PrqkmKIc/TlIdvOZcVJ5aCB+7/x34seS1CLJZPrElayzq6GVp9fvCzkX/qErkq1OKCshJyje2DF2Ii9OmJ28BknGUgAiWeeBf+8ISb0+Pj+PSQX50SuIZJHinBzeUBK6JPfBWacmqTWSyRSASFbp7PbzwIqdIedOKi/BTF3MIj1ODusRXDZhLg2dXUlqjWQqBSCSVZ54bR+1je29x/lmHFOqzKciwSYV5HNEfl7vsTMfLx9uSmKLJBMlPAAxs6lm9iczO2Rmh83sITObFmPdQjO72cz2mFmrmS0zszPDyswzs5+Y2VozawqUfcTMTohwvSVm5iL8LIzX/UpquXf59pDjY8uKKfApDhcJZmacXB66I/Saxha6/MqMKvGT0E9eMysGngaOAi4DPoa3A9IzZhbLLMA7gKuA64ALgT3AP81sflCZC4BzgN8A7wY+B1QDL5rZyRGuuRY4PezngSHfnKS8LbVNvLClPuTcSWWafCoSydGlRRT6+oYmW/1+1jQ1J7FFkmkSnQn1KmAWcKRzbjOAma0FNgGfBn4UrWKgB+NS4Ern3F2Bc0uBdcCNwEWBog8At7igTQzM7GmgBvgC8PGwSzc655TOMgv85oWakONxtDBek09FIsrz+TihrIQXD/UNvbxwsJF3Oc2XkvhIdN/zRcDynuADwDm3DXgeuDiGup3A74PqduEFHG8zs4LAuToXtoOSc+4QsBGYHI+bkPRT29jO78Mmn86zg0lqjUh6OHVMWciS3Mbubja7iuQ1SDJKogOQY4BXI5xfBxwdQ91tzrmWCHXzgTnRKppZJXAs8J8IT58YmI/SGZg38olB2iFp6M7nt9He1bf3y6QxhUyzQ0lskUjqu+DBH/L+TctCzq1z42jr7E5SiySTJDoAqQQife08AIyNcD7Wuj3PR/MzwIDFYeefBRbi9a68H28o6HYzuzbahczsU2a20sxW1tbWDtJkSQWHWju5Z1no5NNPnTkr5JudiPRX9foGvvyPWyjo6ug910oe9724Y4BaIrFJxvT/SNOoY/mnwIZT18y+gTd35JrgoR8A59x1zrlfO+eWOuceds5dAvwFWGRmpZGu55y7zTm3wDm3oLq6OlIRSTH3LKuhqb0vh0FVST4fPCWmhVciWW98cwOXbFsRcu6XSzbT0qG8IDIyiQ5ADhK5p2IskXs3gh0YoG7P8yHM7DPA94BrnXN3xtjG+4FC4LgYy0sKa+3o5s7na0LOXfnmmRTl50SuICL9fGTjv8gLStZX19TRb0m7yFAlOgBZhzeXI9zRwGsx1J0ZWMobXrcDCOndMLOPAb8Afuic++4Q2tjzV6YF7xnggRU7ONDc131cVpDLR0+bnsQWiaSfsR0tnDImtFP4V0u3hvQsigxVogOQR4DTzGxWzwkzmwGcEXhusLp5wAeC6uYCHwQed861B51/L3AXcLtz7itDbOOlQCvwyhDrSYrp6PJz27NbQ8597PTpjCnKi1JDRKI5dUwp+UG9IAeaO/jZU5uS2CJJd4kOQH6Nl4/jYTO72MwuAh4GdgK39hQys+lm1mVm1/Wcc86txluCu9jMPmlm5+EtwZ0JfDuo7pl4wyhrgbvN7LSgnxODyr3FzB41s0+Y2Xlm9j4zexhvQuoNzjll3Elzf171OnsOtfUeF+T6uPLNM5PYIpH0VZyT068X5NfPbeXVXVpNJsOT0AAk8I/6uXg5Oe4B7gO2Aec654I3GjAgJ0L7rsDr2fgO8CgwFXi7c+7loDLnAgXAiXj5RZYF/fw5qNyewPVvBB4DfouXMfVS59z/G+m9SnK1d3Xz06dCRuX40ClTGVdakKQWiaS/0yrKKKaz99jv4H/+tJbObv8AtUQiS3QmVJxzO4BLBilTQ4TVLc65VuBLgZ9oda8Hro+hHZuBdwxWTtLT/S/uYFdDa+9xXo5x1ZmzBqghIoMp8Pk4xbeHpf6+VWSv7TnM7c9t47Nnz05iyyQdaRcuyTgtHV38/JnQ3o+PvHE6U8Zq11uRodh4+kW8dOGn2Xj6Rb3nplgT7z5hUki5xU9uZFudRq1laBLeAyIy2u56voa6pr6VL0V5OVx9TtREuSISxcY3Rd4h49vvPprnNtXS0OINx7R3+fnGQ2u5/6rTMFOGP4mNekAkozS0dPCrpVtCzl355hlUl2nuh0i8jCst4FvvCt09Y/nWA/1y7ogMRAGIZJRbn91KY1tfboLywlw+dabGpkXi7X0nTeYtc8eFnPveY//hhS11SWqRpBsNwUjaueWWO9m9u77f+VaXy8P+OQTH1bPad/GD74RvAeRZuXIN06dfMFrNFEl78154mLL63TRWTeo3HGNmfO+9x/HOnzxHYyAhWbffcc3vVvHINWdozpUMSgGIpJ3du+sjBg7/qDtI9+G+iXAlOT7On3oi+b7IHX1LliwftTaKZIJ5yx5h0saX2D3v5IjzQaZWFrP4Q/P55G9X4gK5ow80d/CZe1/iT595E4V52vJAotMQjGSEuo5OVh0OnYV/RkV51OBDROLjvDdM4Ivnzws59+quw3zjoVdwTjtaSHT6dJaM8PSBQyGb91Tk5nBieUnS2iOSTa45Zw4XHD0h5NyfV+3ilrDl8CLBFIBI2tvW0sbmlraQc+dWjiFHywFFEsLnM370wfnMGR+aqv3/Ht/I717ckaRWSapTACJpze8cTx0I3YtiSmE+R5YUJalFItmptCCX2z52MmWFoVMLF/3lFR57ZU+SWiWpTAGIpLW1jS3s7+gMOXd+ZYWSIYkkwazqUu647BQKcvv+aXEOvvDAKv61SctzJZRWwUja6vD7WXowtPfjmNIiJhXmJ6lFIplv5cpVLFp084BlTnOlPMtUXGBLr85ux+V3LOM8Xw3jrI1Jk6q4+uorE9FcSWEKQCRtLWtopDloF85cg7MrxySxRSKZr6mpfdD8OdOB8sZm/lp7sPdcFz6WMpuPThzP7t3PjHIrJR0oAJG0dLCzi+WHGkPOnTqmjDG5+pUWiZf6KUeGPA7FcWUltHb7eTJojlab33H/nlrOc3lxa6OkL31aS9pxDh6va6A7aN1tcY6P0yvKktcokQy07IP/M6L6p1aU0eL380JD35eF5m4/TzGdPYdamThGk8WzmSahStp5nVK2tIYuuz2vcgwFSjomknLOGlvOyWE5eZrJ56O3v0h9U3uSWiWpQJ/YklZaO7p5yX9EyLkphfkcW6p9J0RSkZlxQVVFv7/RLbXNXHn3Cprbu6LUlEynAETSyi3PbKaZvlUuBry9SstuRUZD1c71TNywgqqd60d0HTPjwuqxzCsuDDm/5vVDfO6+l+kMmkwu2UMBiKSNrbVN3Pbs1pBzC8pLGV+gZbcio+H0P9zMu390Faf/YeBlt7HwmfGeCVXMKCoIOb90Yy1ff1D7xmQjBSCSFpxzXPfwOjqCvimV5Pg4s7I8ia0SkaHINeOSCVWMpTXk/IMvv87/Pb4hSa2SZFEAImnh3uXb+dfm0EyK51dVaOKpSJop8Pk4x7eDqZWhK2BueWYLv11Wk5Q2SXLo01tSXk1dM997LHQMenphAUdrvxeRtFRk3fz2yjdSWRI6fHr9I+t46j/7ktQqSTQFIJLSuv2OL/9xDa2d3b3ncunmXdVjNfFUJI3NHFfCnZefQlFeTu85v4NrfreKV3cdGqCmZAoFIJLSbnt2Ky9tPxhy7mTbR0WecuiJpLv5Uyv4xUdOwhf0XaK1s5sr717B7obW6BUlIygAkZS1fu9hfvzExpBz5x41ntnWkKQWiUi8nXPUeG646JiQc/sb27ny7hU0tnVGqSWZQAGIpKTGtk6+cP/qkFUvFcV5fP99x6GRF5HM8rHTZ/DJN88MObd+byOfu+9lOrqUIyRTKQCRlNPV7ee/71/Fhn2hm8195z3HMr68MEotEUln33znG3jbMRNCzj23qY6vP7RWOUIylAbSJeV859H/8MyG2pBzF8+fxIXHT0pSi0Sy09++fEfCXsvnMxZ/8EQ+9OvlrNnZN8z60Mu7mDSmiK+8beg78kpqUw+IpJR7ltVw9ws1IeeOmzyG77/v+KS0R0QSpyg/hzsuW8C0ytB9Y37+zGbue3F7klolo0UBiKSMpRtruf6vr4WcmzimkNsvW0BRfk6UWiKSScaVFvCbK0/tlyPkW395lSdeU46QTKIhGInZLbfcye7d9SO6xqRJVVx99ZX9zj+8ehdf/dNauv19Y73F+TncftkCJmjeh0hGWblyFYsWDby/zCmuiCeZTnfge7Lfwad/+2/O9u1kojVH/SyR9KEARGK2e3c906dfMKJrbN/+eMixc44fP7mJnz61KeS8GfzkQydyzKQxI3o9ERm+C3/4CSZtfInd806O63yQpqb2QT9LpgPlza38aV89PV9L/Ph41k3nA+PHsXv3s3FrjySHhmAkado6u/n8/av6BR8A177raN569IQItUQkW8wtKeId48aGnOty8Md9dex1JUlqlcSLekAk4fx+x6Ov7OHHT2xka11zyHP5OT6+f8lxvO+kKUlqnYikkvnlJXQ5x+P1fStjuhwscVN5YUsdb5o9Lomtk5FQACIJ45xjpyvlnT99jvV7G/s9X1mSz60fO5lTZlQmoXUikqoWjCnF4Xiivm+PmG58XH7XCm5+//FcPH9yElsnw6UAREZVc3c3Na3tbGtpY2trG03+aRAh+Jg7vpQ7LjuFaVXFEa4iItnulDFlOAdPHugLQjq6/HzhgdVs3t/EF8+fh8+nNMnpRAGIxEW7309tRye1HZ3Ud3ZRF3g81NU9YL0cn/H+k6aw6MI3UF6Yl6DWikg6OrWiDAc8dSB0t9yfPb2Zzfub+OF/nUBxvv5ZSxd6p2TInHPUd3axuaWNXW0d7O/o4OAggUY4M7johEl84by5zKouHaWWikimeWNFGcU5Ph6trccftI7i76/uZVtdMz/8rxO0ei5NKACRmDjn2OuK2VDXwOaWVhqGGHD0yMHP24+fzH+fO5cjjyiLcytFJBscV1ZCe/3LvFR0JPXNHb3n1+9t5OKfP89nz57NNefOoSBXCQxTmZbhyoBaOrq4Z/l23vrjZ3nKP4OVh5uGFHwYcER+Hm+qKOMjE8fxAd8Gbrn0JAUfIjIi1dbKw9ecwVFhnyVdfsfPnt7MhT/9Fy9tP5ik1kks1AMiEdU2tvPr57bywL93cLitK6Y6lXm5jM/PY1xeLuMCj5V5eeQGTQx78KWXB82AOJiVK9eMOCGaiAxu2X99lfyWRjqKU+8Lw8qVq/jl/93C8c5Hmx1BjasIeX7T/iYu+eULTKaR43y1VFlbv2som2pyKQCREIdaOrntuS3c+a8aWjuj93TkGEwvLGB2cRGTC/Kpzs8lzzd4h1osGRAHs2TJ8hHVF5HY1E89KtlNiCr4s2QOsKm5lb/XHaSp2x9Sbhdl7PKXMbe4kDePLWdiQd8eM+GZmSWxFIAI4A213PV8Dbcu3RK1x8NwHFVSzDGlxcwoKiA/hoBDRCQR5pYUMbWwgKcONLCmsaXf85ta2tjU0sYR+XmcWF7C0aVa8p9sCkCyXFe3nz+sfJ3FT25kf2N7xDKVJflceuo0di19jDdMODfBLRQRiU1hjo93VVdyTGkxSw8cZld7R78yezs6+XtdA0/VH2IqE3lmw37OmD2O/Fx9oUo0BSBZyjnH46/t4wf/WM+W2uaIZcaVFnDNObP50KnTKMzLYdGzjyS4lSKSTKf//gdUvb6B+ilHsuyD/5Ps5sRsRlEh0ycVsK21nWcPHmJ3e2e/Mh3OsYWxXHHXCsoKc3nrGyZwwTFHcMacKsqUkyghFIBkGb/f8cR/9vHzpzfzyq5DEcuUF+by6bNmc8UZM5TURySLVb2+gUkbX0p2M4bFzJhVXMjMogK2tLax8lATW1sj9/I2tnXx0KpdPLRqFzk+46RpFZw5t5oz5o7j2Elj1DsySvSvS5bo6vbz91f3csszmyPuwwJQkOvjijNm8tmzZjOmWN8ARCT9mRlziouYU1xEQ2cXaxqbWdPY3G+yao9uv2NFzUFW1Bzkh09spDDPx/ypFZwyo5KTpo/l+MljqCotSPBdZKaEByBmNhX4MfBWvDQRTwILnXM7YqhbCNwEfBSoAFYDX3POPRtWzgd8Dfg0cASwAbjROfdghGteBXwZmAnUAD92zv1quPeXarbWNvHHl17nwZdejzrHw2fw/pOn8MW3zmPimKIEt1BEJDEq8nI5q3IMbxlbzvbWdlbs28TB4gkhyczCtXX6Wb71AMu3Hug9N7miiGMnl3Pc5DEceUQ5R04oY8rYIu1FM0QJDUDMrBh4GmgHLgMc8B3gGTM73jkXeTJCnzuAdwFfBbYCVwP/NLPTnXOrg8rdBHwFWAS8BHwI+KOZXeiceyyoPVcBtwL/ixcInQf8wszMOffLEd9wEvj9jvV7G3l+cx2Pv7aXFTUDJ+J52zET+NJbj1RiMBHJGj4zZhYX4vPt4YZvXsq/aw7wxGv7eG5THZv3Nw1af1dDK7saWvnnun2950ryc5gzoYzZ40qYVV3CrOpSZlWXMK2yWEPZUST6/8pVwCzgSOfcZgAzWwtswuut+FG0imZ2AnApcKVz7q7AuaXAOuBG4KLAufF4wcf3nXP/F6j+jJnNAb4PPBYolwt8F7jHObcoqNwk4CYzu90513/mUgpxzrH7UBsb9zWyeV8Tr+w6xAtb6qhrih7Ng9fjceHxk7j6nDkKPEQkq+Xm+HjT7HG8afY4wAsu/rWpluc21bGi5gD7DkfuOQ7X3NHNmp0NrNnZ0O+5caUFTKssYmplMZMqipg4ppAjyguZOKaI6rICKkvys3KeSaIDkIuA5T3BB4BzbpuZPQ9czAABSKBuJ/D7oLpdZvYA8HUzK3DOtQNvA/KBe8Pq3wvcaWYznXPbgNOB6gjl7gGuAN4MPDOMexyy/+w5zKHWTrq6HZ3d/sCPo6O7m+b2blo6umhu76axrYvapnZqG9uobWxn76E2mjtiT4tekp/Du0+YxKfOnKUN4EQk661cuSpqZuYxwHkOmn151Lpi9lPEAVdEA4X4GdpQS11TO3VN7by8o39w0vt6RXlUleQzpjiP8sI8yovyKC/MpaQgl6K8HIrycyjOz6Eg10dejveTn+sj12fkBP34zPsx875smhkGHDd5DLk5qRXkJDoAOQZ4OML5dcAHYqi7zTkXnmFmHV7AMSfw38fgDfFsjlAO4GhgW6AcwKsDlEtIAPL1B9ey5vXIK1Li4dQZlXxgwRTeedxESgrUFSgiAsPLzNzlHLUdnexp72B/RyevH95Pe1EFh1pH1mG66rj2AAAOnUlEQVR+qLVzxNcYyJrrLmBMcXYHIJVApEkJB4CxI6jb83zPY4NzzsVQjgjXDC836vLiHJWWFuRy2qwq3jyninOOGs/0qpK4Xl9EJFvlmjGxIL83pfv25hV857oPsO9wO5v3N7G1romttc1sqW1ie30Luxpa6faH/3OUBCk4P9b6/zs9ii9m1gH80Dn3jbDz38VbzRI1IDKzJ4BS59zpYeffCjwOnOmce87Mfg1c6JybGFZuLrAR+Lhz7h4zW4Q3AbYwMHTTUy4Xb6jnOufcTRHa8SngU4HDI/FW2KSacUBdshsxyrLhHiE77jMb7hGy4z6z4R4hu+9zunOuOh4XT3QPyEEi9yyMJXLvRrADwLQodXue73kcG1jJ4gYpR6A9e4LKVYY9H8I5dxtw2yBtTSozW+mcW5DsdoymbLhHyI77zIZ7hOy4z2y4R9B9xkuiB4R65miEOxp4LYa6MwNLecPrdtA352MdUADMjlCOoNfpmesR3p7wciIiIhJniQ5AHgFOM7NZPSfMbAZwRuC5wermETRZNTBc8kHg8aBhlH/gBSQfCav/UeDVwAoYgGV4XUuRyh0Ano/pjkRERGTIEj0E82vgGuBhM7sWLxHZTcBOvIRgAJjZdGALXvbSGwGcc6vN7PfAYjPLw1vJ8lm8DKa9QYRzbr+Z/Rj4hpk1Ai/jBSnn4i317SnXaWbfwks8tgsvEdm5wJXA551zAyfTSG0pPUQUJ9lwj5Ad95kN9wjZcZ/ZcI+g+4yLhE5CBTCzaYSmYn8KLxV7TVCZGXgBxg3OueuDzhfhJQ+7FC8V+xq8yatLwl4jB/gGXuKz4FTsf4rQnk/jpWKfDuzAS8X+i3jcq4iIiESW8ABEREREJLWykkhEZna2mbkIP9HT6vXVLTSzm81sj5m1mtkyMzszEe0eKjNbEuU+nZn9Y5C60erNT1T7o7Rripn9LPD/vSXQphkRyo3ofTKzq8xsvZm1m9kGM/tMPO9jkNce9B7NbIGZ3RZoY4uZ7TCz+8xsZoyvEe13Y+Fo3FOUNsT6Xo7odzEN3svrB7jHthheI6nvpZm938weNLPtgb+1DWb2v2ZWFlZurJndbmZ1ZtZsZk+a2XExvobPzL5hZjVm1mZma8zsktG5o6htGPQ+zew8M7vXzLYEymwxs1+at6VJLK9RE+W9fE8s9ZUWM738N7Ai6LgrhjqxbuCXCj4HlIedOx0vRf9gk5QB7iZoLlHAxpE3a0TmAP+Ftynic0C0tIvDfp8s+ZsqxnKPH8JbcfZTvBVok4FvASvNbL5zbmcMr7MWb8+oYDXDbPNwxPpewjB/F9Pkvbwdb7J/sJLAuVj+TiG57+VX8Ibbvwm8DpwIXA+cY2Zvcs75zczw7mUm8Hm8NBHfwNsvbL5z7vVBXiOmDVFH2aD3CXwGKMXLibUVmAvcALzNvA1iB9+ZD/4ZuG6w2PJjOef0k+I/wNl4E3bPH2K9EwL1rgg6lxv45Xgk2fcV4z3cgZdav3KQcg74TrLbG6FdvqD//mSgnTPi9T4Fyu0HfhN2/k68VV55KXKP1RHqTQf8ePOzBnuNJcC/Uv29DDw3rN/FdHkvo9T7WKDsu1L9vYzyu/jxQPvPDRxfHDg+J6jMGLwVkj8d5PrjA59ZN4SdfwpYm2L3GanMmYEyV8bwGjXAvcNto4ZgMlvEDfyAB/Ai3IJkNSwW5k06/gDwV+dcxMRwqc553zIGM5L3aaBNFavwNlUcVbHco3OuNsK57UAtXm9IyovxvRyJtHgvo7gM2If3bTilRfpdpK9nued38SJgt3Oudz8w59wh4K8EraaMYqANUY+LddhxpGK5zxj/X4waBSDp5T4z6zazejP7nXkrigYSywZ+qex9QBnwmxjLfzYwbt5iZk+b2VtGsW3xNJL3KZZNFVOSmb0B79vif2KscqKZHTKzTjNba2afGMXmjdRwfhfT8r00synAOcB9gcA5Fqn2Xp4VeOz5XTyG/u8DeO/FNDMbaDvxWDZETZbw+xxumWDvDvyet5vZ8ljnf4DmgKSLQ8APgaXAYbyxvG8Cy8zsROfc/ij1Yt3AL1V9HK9L+u8xlL0X+BuwG69r/6vA02b2Vhe2TDsFjeR9SplNFYfCvCSCv8LrAbkjhirPAvfhzaOowPvduN3MJjrnvjNqDR2e4f4upuV7iTf84iP2Lwop9V6a2WTgRuBJ59zKwOlKIs9J6XkvxgLR5kfEuiFqQkW5z/AyZcBivODjLzFc9q94PSbbgAl4eb7+bGYfc86F9wD1owAkDTjnVgGrgk4tNbNngX/jTUy9NkpVwxvLi3Q+pZnZJOB84CexfKtyzn0s6PA5M3sY7xvMd0hA1/UIjeR96imTbuvpfw68CW/OwGD7QOGcuy7s1MNm9mdgkZktdrFNlkuIEfwuput7+XFglXNubSyFU+m9DPRkPIw3of+K4KcY2d9kSn3uDnCfwWVygfvxhl7OiPFz9/Nh1/gzsBxvEvWgAYiGYNKUc+5lvG8QpwxQ7ADRN//reT5VfZShfasK4ZxrBB5l4P8/qWIk71O0b1UDbqqYTGb2v3g7Sl/pnHt8BJe6HygEYloamSxD+F1Mx/fyVOAohvl3GiTh76WZFeKtdJkFvM2FrmwZ7G9yoKC5d0PUKHUT+j4Ocp89ZXo+a88H3hNrMBnOOdcN/BGYYmYTByuvACS9RYu0e8S6gV8q+jiwxjm3ZgTXGOz/T6oYyfuUVpsqmtki4OvAF5xz94z0coHHdHiPY/ldTKv3MuAyvG/VvxvhdRL6Xpq3nceDwKnAO51zr4QVGWjj1B2D9NLEuiHqqIvhPnv8Cm/Lkg85554a6csGHgd9LxWApCkzWwDMA14coFisG/illMC9HcMIvlWZWTleXo2B/v+kipG8T2mzqaKZ/TfeMMQi59zP4nDJS4FWINqHakoYwu9i2ryXAGaWj5ff4rEoqymGImHvZeDb/n14OVYuds4tj1DsEWCymZ0VVK8ceDeD5zqJdUPUURXjfWJmP8Rbcn2Fcy6WeR8DvWYu3ufYDufc3sHKaw5IGjCz+/Am+bwMNOBNQv0GsAv4WaDMsDfwS0EfJ8q3qkj3aWZfAY4EnqFv4t9X8PYBSvp9mtn7A/95cuDxHWZWC9Q655YO5X0ys83AdufceZA6myoOdo9m9iG8yW3/wJuQeVpQ9cPOudeCrhVyj4EVJF8HHsKbGDgG75v3RcDXnXPNo3dnoWK4z5h/F9P1vQwqeiHeMEXULwop+l7egveP5HeB5rDfxdcDQxSP4AWE95rZV+lLRGbAD4IvZmZdeLlbPgGxb4iaAIPep5l9DfgSXq6ZTWFlap1zW3oOwu/TzD6Mdz+P4W0oOwEvgeLJwIdjauFwE4joJ3E/eL/4a/FWw3QG3uzbgIlBZWbgdXldH1a3CC+T6F6gDe9b2NnJvqcB7jUPb2XEX6M83+8+8b6VPI/37bETqMf7ADk12fcTaJ+L8rNkqO8T3of2kgjnP403J6gd2AR8LpXuES8z6KD/HyLdI94y5L/jBdzteKsPXgA+nGrv5VB+F9P1vQwq93Dg/vIHuFbKvZeBNkW7x+uDylXi/cN8AGjBSyR2QpT/X3eHncvBWxywPXCfa4H3J/h9HPQ+8ZLCRSsTfk8h54DTgKfx8r904v379CTePJOY2qjN6ERERCThNAdEREREEk4BiIiIiCScAhARERFJOAUgIiIiknAKQERERCThFICIiIhIwikAEZFRZWanm9kDZva6mXWY2WEzW2FmN8WyX0QcXn+JmS0Z7dcRkaFRACIio8bMvoyXmKsaLzHT+Xjpu/+JtyHdnclrnYgkk1Kxi8ioMLNzgJuBnzjnvhj29GOBXXE/0L9mb/08oMspW6JIRlIPiIiMlq/hpST/WqQnnXPNzrm7Acxshpk5M/ucmf3AzHbjpbCuMLNqM7vVzDaaWYuZ7TSz35nZ5PBrmtmHzGy9mbWb2Toze2+k1zazcWb2SzPbFSi73sw+Fbc7F5FBqQdEROIusCvmWcBDbmibqC0CVuANz+Tg7YszLfD4Dbx9giYBXwaeN7OjnHNtgdc8H28Dw0cDz1cDP8HbX2hDUNvK8YaFioDr8Tb/exvwSzMrcPHZqVdEBqEARERGQxVQCOwIfyIQnPRyznUFHe4D3hs27LIB+EJQ/Ry8AGIH8A7gz4GnbgDW42097g+U/Q+wnKAAJHCt6cBxzrlNgXNPmlkF8G0z+2VYm0RkFPz/9u4f5KYwgOP49xdJLIpQFhZksEkpi1IGZXmLMhkogyKJDMQgDJSJ1abQO77JOyCFLEYlYvEnQijlfXsMz73cjvOW2/veM30/deqe555z7nOWe3/3+XMeu2AkjUJaC5OV1JUz/2yNQDLeNuYjycEkz5J8B6b4G2zW9d6fB2wCbvbDB0Ap5TF1VdBBO6irDb9KMr+/UQfGLgU2DHuzkoZnC4ikUfjI3+6TZvmm3usDwP7G+2+bF0pyCLgCXAKOAZ+pf54eUVtZAJZRu1ret9SlWbacuiz8rxnqvnSGcklzyAAiac6VUqaS3Ae2J1nQHwfS69p4CpBkZ9upLWV7gMlSytF+QZI1jWM+UgPFipbzVwCvB/Y/AR8Y6NZpeD5DuaQ5ZBeMpFG5SG2ZuDDL6yzi39aKfYM7pZRp6uDVsSR/vteSbAZWN86dANYDb0opT1u2b7Osr6T/YAuIpJEopUwmOQGcT7IRuE6dcbIQWEtt2fhBe6vHoAngeJKTwBNgGzDWctxp4A4wnuQadRbMGeBd47jLwG7gQZLL1BaPxdRQsrWUsmvYe5U0PAOIpJEppVxM8pDa3XGOGgp+Un/0bwBXSynTSeuY1b6zwBLgCDW83KNOm33Z+Ky7SfZSp9beBl4Ah2l0tZRSvibZApyiPqNkFfClV6dbs7hdSUOIDxmUJEldcwyIJEnqnAFEkiR1zgAiSZI6ZwCRJEmdM4BIkqTOGUAkSVLnDCCSJKlzBhBJktQ5A4gkSercb4DOcowTbCnxAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_model(normal_trace, X_test.iloc[60])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New Observation Predictions\n", "\n", "__I'm not sure about these predictions!__" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "def query_model_t(trace, new_observation):\n", " \n", " # Dictionary of all sampled values for each parameter\n", " var_dict = {}\n", " for variable in trace.varnames:\n", " var_dict[variable] = trace[variable]\n", " \n", "\n", " \n", " # Results into a dataframe\n", " var_weights = pd.DataFrame(var_dict)\n", " \n", " # Align weights and new observation\n", " var_weights = var_weights[new_observation.index]\n", " # Means of variables\n", " var_means = var_weights.mean(axis=0)\n", " \n", " # Mean for observation\n", " mean_loc = np.dot(var_means, new_observation)\n", " \n", " # Distribution of estimates\n", " estimates = mean_loc + np.random.standard_t(df = 2, size = 1000)\n", " \n", "\n", " plt.figure(figsize(8, 8))\n", " sns.distplot(estimates, hist = True, kde = True, bins = 19,\n", " hist_kws = {'edgecolor': 'k', 'color': 'darkblue'},\n", " kde_kws = {'linewidth' : 4},\n", " label = 'Estimated Dist.')\n", " plt.vlines(x = mean_loc, ymin = 0, ymax = 5, \n", " linestyles = '-', colors = 'orange', linewidth = 2.5)\n", " plt.title('Density Plot for New Observation');\n", " plt.xlabel('Grade'); plt.ylabel('Density');\n", " \n", " print('Average Estimate = %0.4f' % mean_loc)\n", " print('5%% Estimate = %0.4f 95%% Estimate = %0.4f' % (np.percentile(estimates, 5),\n", " np.percentile(estimates, 95)))" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Observation\n", "Intercept 1\n", "absences 1\n", "failures 0\n", "father_edu 1\n", "higher_edu 1\n", "mother_edu 4\n", "studytime 3\n", "dtype: int64\n", "Average Estimate = 13.8009\n", "5% Estimate = 10.1702 95% Estimate = 17.3781\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation = pd.Series({'Intercept': 1, 'mother_edu': 4, 'failures': 0, \n", " 'higher_edu': 1, 'studytime': 3,\n", " 'father_edu': 1, 'absences': 1})\n", "query_model(normal_trace, observation)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Estimate = 13.3678\n", "5% Estimate = 10.5739 95% Estimate = 16.3109\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation = pd.Series({'Intercept': 1, 'mother_edu': 4, 'failures': 0, \n", " 'higher_edu': 1, 'studytime': 3,\n", " 'father_edu': 1, 'absences': 1})\n", "query_model_t(t_trace, observation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is some variation between the t-distribution estimates and those from the normal distribution for the data likelihood.Choosing appropriate priors is one of the hardest aspect of Bayesian Modeling, but we can get around that by having more data. As the amount of data the model learns from increases, the prior has less of an effect because each time the posterior is updated based on the new data. Essentially machine learning models perform inference with no priors, basing the final model entirely on the data. In the case of limited samples, Bayesian Inference can be a better method for building models because it provides a reasonable estimate in situations with few data points (as long as the prior is reasonable)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions\n", "\n", "In this notebook we looked at using Bayesian Linear Regression to predict student performance based on six factors. Rather than specify probabilities for the Bayesian network which is basically impossible for continuous variables, we framed the problem as a machine learning task. In addition to the standard machine learning models that learn from observations, we also used Bayesian Linear Regression to create a model mapping the features (student characteristics) to the targets (final grade). The advantages of Bayesian Linear Regression are that if we use sensible priors, we can still get a decent estimate with few samples, and the final weights are not a single number, but a distribution componsed of every sample drawn during the sampling run. We can then make predictions using all the sampled weights to form a distribution of expected values rather than a single answer. \n", "\n", "The Bayesian Linear Regression did not perform as well as the other methods in terms of the two metrics we choose. This might not be the ideal case for a Bayesian inference approach but we saw that Bayesian Linear Regression produced intuitive estimates for the model weights and gave predictions for new students that align with our expectations for the factors influencing student performance. To summarize, although Bayesian Linear Regression did not outperform the standard machine learning methods, it gave us a chance to learn another tool for use in evaluating and making sense of data. It's always a positive to have more skills that you can deploy as needed!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }