{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Author: [Pratik Sharma](https://github.com/sharmapratik88/)\n", "# Project 2 - Supervised Machine Learning\n", "\n", "**Data Description**: The csv contains data on 5000 customers. The data include customer demographic information (age, income, etc.), the customer's relationship with the bank (mortgage, securities account, etc.), and the customer response to the last personal loan campaign (Personal Loan). Among these 5000 customers, only 480 (= 9.6%) accepted the personal loan that was offered to them in the earlier campaign.\n", "\n", "**Domain**: Banking\n", "\n", "**Context**: This case is about a bank (Thera Bank) whose management wants to explore ways of converting its liability customers to personal loan customers (while retaining them as depositors). A campaign that the bank ran last year for liability customers showed a healthy conversion rate of over 9% success. This has encouraged the retail marketing department to devise campaigns with better target marketing to increase the success ratio with minimal budget.\n", "\n", "**Attribute Information**\n", "* **`ID`**: Customer ID\n", "* **`Age`**: Customer's age in completed years\n", "* **`Experience`** : #years of professional experience\n", "* **`Income`**: Annual income of the customer (thousand dollars)\n", "* **`ZIP Code`**: Home Address ZIP code.\n", "* **`Family`**: Family size of the customer\n", "* **`CCAvg`**: Avg. spending on credit cards per month (thousand dollars)\n", "* **`Education`**: Education Level. 1: Undergrad; 2: Graduate; 3: Advanced/Professional\n", "* **`Mortgage`**: Value of house mortgage if any. (thousand dollars)\n", "* **`Personal Loan`**: Did this customer accept the personal loan offered in the last campaign?\n", "* **`Securities Account`**: Does the customer have a securities account with the bank?\n", "* **`CD Account`**: Does the customer have a certificate of deposit (CD) account with the bank?\n", "* **`Online`**: Does the customer use internet banking facilities?\n", "* **`Credit card`**: Does the customer use a credit card issued by bank\n", "\n", "**Learning Outcomes**\n", "* Exploratory Data Analysis\n", "* Preparing the data to train a model\n", "* Training and making predictions using a classification model\n", "* Model evaluation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Importing packages - Pandas, Numpy, Seaborn, Scipy\n", "import pandas as pd, numpy as np, matplotlib.pyplot as plt, seaborn as sns, sys\n", "import matplotlib.style as style; style.use('fivethirtyeight')\n", "from scipy.stats import zscore, norm\n", "\n", "# Modelling - LR, KNN, NB, Metrics\n", "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score, roc_curve, accuracy_score\n", "from sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.naive_bayes import GaussianNB\n", "\n", "# Oversampling\n", "from imblearn.over_sampling import SMOTE\n", "\n", "# Suppress warnings\n", "import warnings; warnings.filterwarnings('ignore')\n", "pd.options.display.max_rows = 4000" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDAgeExperienceIncomeZIP CodeFamilyCCAvgEducationMortgagePersonal LoanSecurities AccountCD AccountOnlineCreditCard
01251499110741.61001000
124519349008931.51001000
233915119472011.01000000
343591009411212.72000000
45358459133041.02000001
\n", "
" ], "text/plain": [ " ID Age Experience Income ZIP Code Family CCAvg Education Mortgage \\\n", "0 1 25 1 49 91107 4 1.6 1 0 \n", "1 2 45 19 34 90089 3 1.5 1 0 \n", "2 3 39 15 11 94720 1 1.0 1 0 \n", "3 4 35 9 100 94112 1 2.7 2 0 \n", "4 5 35 8 45 91330 4 1.0 2 0 \n", "\n", " Personal Loan Securities Account CD Account Online CreditCard \n", "0 0 1 0 0 0 \n", "1 0 1 0 0 0 \n", "2 0 0 0 0 0 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reading the data as dataframe and print the first five rows\n", "bank = pd.read_csv('Bank_Personal_Loan_Modelling.csv')\n", "bank.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 5000 entries, 0 to 4999\n", "Data columns (total 14 columns):\n", "ID 5000 non-null int64\n", "Age 5000 non-null int64\n", "Experience 5000 non-null int64\n", "Income 5000 non-null int64\n", "ZIP Code 5000 non-null int64\n", "Family 5000 non-null int64\n", "CCAvg 5000 non-null float64\n", "Education 5000 non-null int64\n", "Mortgage 5000 non-null int64\n", "Personal Loan 5000 non-null int64\n", "Securities Account 5000 non-null int64\n", "CD Account 5000 non-null int64\n", "Online 5000 non-null int64\n", "CreditCard 5000 non-null int64\n", "dtypes: float64(1), int64(13)\n", "memory usage: 547.0 KB\n" ] } ], "source": [ "# Get info of the dataframe columns\n", "bank.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 1 - Dataset shape\n", "Dataset has 5000 rows and 14 columns, with no missing values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exploratory Data Analysis\n", "Performing exploratory data analysis on the bank dataset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
ID5000.02500.5000001443.5200031.01250.752500.53750.255000.0
Age5000.045.33840011.46316623.035.0045.055.0067.0
Experience5000.020.10460011.467954-3.010.0020.030.0043.0
Income5000.073.77420046.0337298.039.0064.098.00224.0
ZIP Code5000.093152.5030002121.8521979307.091911.0093437.094608.0096651.0
Family5000.02.3964001.1476631.01.002.03.004.0
CCAvg5000.01.9379381.7476590.00.701.52.5010.0
Education5000.01.8810000.8398691.01.002.03.003.0
Mortgage5000.056.498800101.7138020.00.000.0101.00635.0
Personal Loan5000.00.0960000.2946210.00.000.00.001.0
Securities Account5000.00.1044000.3058090.00.000.00.001.0
CD Account5000.00.0604000.2382500.00.000.00.001.0
Online5000.00.5968000.4905890.00.001.01.001.0
CreditCard5000.00.2940000.4556370.00.000.01.001.0
\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "ID 5000.0 2500.500000 1443.520003 1.0 1250.75 \n", "Age 5000.0 45.338400 11.463166 23.0 35.00 \n", "Experience 5000.0 20.104600 11.467954 -3.0 10.00 \n", "Income 5000.0 73.774200 46.033729 8.0 39.00 \n", "ZIP Code 5000.0 93152.503000 2121.852197 9307.0 91911.00 \n", "Family 5000.0 2.396400 1.147663 1.0 1.00 \n", "CCAvg 5000.0 1.937938 1.747659 0.0 0.70 \n", "Education 5000.0 1.881000 0.839869 1.0 1.00 \n", "Mortgage 5000.0 56.498800 101.713802 0.0 0.00 \n", "Personal Loan 5000.0 0.096000 0.294621 0.0 0.00 \n", "Securities Account 5000.0 0.104400 0.305809 0.0 0.00 \n", "CD Account 5000.0 0.060400 0.238250 0.0 0.00 \n", "Online 5000.0 0.596800 0.490589 0.0 0.00 \n", "CreditCard 5000.0 0.294000 0.455637 0.0 0.00 \n", "\n", " 50% 75% max \n", "ID 2500.5 3750.25 5000.0 \n", "Age 45.0 55.00 67.0 \n", "Experience 20.0 30.00 43.0 \n", "Income 64.0 98.00 224.0 \n", "ZIP Code 93437.0 94608.00 96651.0 \n", "Family 2.0 3.00 4.0 \n", "CCAvg 1.5 2.50 10.0 \n", "Education 2.0 3.00 3.0 \n", "Mortgage 0.0 101.00 635.0 \n", "Personal Loan 0.0 0.00 1.0 \n", "Securities Account 0.0 0.00 1.0 \n", "CD Account 0.0 0.00 1.0 \n", "Online 1.0 1.00 1.0 \n", "CreditCard 0.0 1.00 1.0 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Five point summary of numerical attributes\n", "bank.describe().T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 2 - information on the type of variable and min-max values\n", "* **`ID`**: categorical, qualitative, nominal variable with lowest id being 0 and highest value of id being 5000.\n", "* **`Age`**: numerical, quantitative, ratio (has true zero, technically). Whether it's discrete or continuous depends on whether they are measured to the nearest year or not. At present, it seems it's discrete. Min age in the dataset being 23 and max being 67.\n", "* **`Experience`**: numerical (continuous), quantitative, interval (an experience of 0 means no experience). Min experience in the dataset being -3 (which seems to be an error made while recording) and max experience being 43.\n", "* **`Income`**: numerical (continuous), quantitative, interval (an income of 0 means no income). Min income in the dataset being 8,000 dollars while the maximum income being 224,000 dollars.\n", "* **`ZIP Code`**: categorical (sum of two zip codes is not meaningful), qualitative, nominal.\n", "* **`Family`**: categorical, qualitative, ordinal. Lowest family size being 1 and max being 4.\n", "* **`CCAvg`**: numerical (continuous), quantitative, interval. Min average spending on credit cards per month being zero dollars and maximum being 10,000 dollars.\n", "* **`Education`**: categorical, qualitative, ordinal. 1: Undergrad; 2: Graduate; 3: Advanced/Professional.\n", "* **`Mortgage`**: numerical (continuous), quantitative, interval. Min mortage value in the dataset being zero dollars, which means there was no house mortage, and maximum value being 635,000 dollars.\n", "* **`Personal Loan`**: also the target variable. categorical (binary), qualitative, nominal. If the customer accepted the personal loan offered in the last campaign then 1 else 0.\n", "* **`Securities Account`**: categorical (binary), qualitative, nominal. If the customer has a securities account with the bank then 1 else 0.\n", "* **`CD Account`**: categorical (binary), qualitatitve, nominal. If the customer has a certificate of deposit (CD) account with the bank then 1 else 0.\n", "* **`Online`**: categorical (binary), qualitative, nominal. If the customer uses internet banking facilities then 1 else 0.\n", "* **`CreditCard`**: categorical (binary), qualitative, nominal. If the customer use a credit card issued by UniversalBank then 1 else 0.\n", "\n", "#### Observation 3 - Descriptive Statistics for the numerical variables\n", "Descriptive statistics for the numerical variables (Age, Experience, Income, CCAvg, Mortgage)\n", "* **`Age`**: Range of Q1 to Q3 is between 35 to 55. Since the mean is almost similar to median, we can say that Age is normally distributed.\n", "* **`Experience`**: Range of Q1 to Q3 is between 20 to 30. Since the mean is almost similar to median, we can say that Experience is normally distributed. However, as mentioned above also, there are some recording errors in experience. We can either remove these rows (values) or else impute those to mean/median values.\n", "* **`Income`**: Range of Q1 to Q3 is between 39 to 98. Since mean is greater than median, we can say that Income is right (positively) skewed.\n", "* **`CCAvg`**: Range of Q1 to Q3 is between 0.70 to 2.50. Since mean is greater than median, we can say that CCAvg is right (positively) skewed.\n", "* **`Mortgage`**: 75% of data values are around 101,000 dollars whereas the maximum value being 635,000 dollars. Mortage is highly skewed towards right." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 4520\n", "1 480\n", "Name: Personal Loan, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0 90.4\n", "1 9.6\n", "Name: Personal Loan, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Checking the distribution of target variable\n", "display(bank['Personal Loan'].value_counts(), bank['Personal Loan'].value_counts(normalize = True)*100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 4 - Distribution of target variable\n", "Among 5,000 customers, only 480 (=9.6%) accepted the personal loan that was offered to them in the earlier campaign." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
ID52.02427.3461541478.83411890.0767.252783.53669.5004958.0
Age52.024.5192311.47515923.024.0024.025.00029.0
Experience52.0-1.4423080.639039-3.0-2.00-1.0-1.000-1.0
Income52.069.94230837.95529512.040.7565.586.750150.0
ZIP Code52.093240.9615381611.65480690065.092167.7593060.094720.00095842.0
Family52.02.8653850.9707251.02.003.04.0004.0
CCAvg52.02.1294231.7505620.21.001.82.3257.2
Education52.02.0769230.8365701.01.002.03.0003.0
Mortgage52.043.59615490.0270680.00.000.00.000314.0
Personal Loan52.00.0000000.0000000.00.000.00.0000.0
Securities Account52.00.1153850.3226030.00.000.00.0001.0
CD Account52.00.0000000.0000000.00.000.00.0000.0
Online52.00.5769230.4988670.00.001.01.0001.0
CreditCard52.00.2884620.4574670.00.000.01.0001.0
\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "ID 52.0 2427.346154 1478.834118 90.0 767.25 \n", "Age 52.0 24.519231 1.475159 23.0 24.00 \n", "Experience 52.0 -1.442308 0.639039 -3.0 -2.00 \n", "Income 52.0 69.942308 37.955295 12.0 40.75 \n", "ZIP Code 52.0 93240.961538 1611.654806 90065.0 92167.75 \n", "Family 52.0 2.865385 0.970725 1.0 2.00 \n", "CCAvg 52.0 2.129423 1.750562 0.2 1.00 \n", "Education 52.0 2.076923 0.836570 1.0 1.00 \n", "Mortgage 52.0 43.596154 90.027068 0.0 0.00 \n", "Personal Loan 52.0 0.000000 0.000000 0.0 0.00 \n", "Securities Account 52.0 0.115385 0.322603 0.0 0.00 \n", "CD Account 52.0 0.000000 0.000000 0.0 0.00 \n", "Online 52.0 0.576923 0.498867 0.0 0.00 \n", "CreditCard 52.0 0.288462 0.457467 0.0 0.00 \n", "\n", " 50% 75% max \n", "ID 2783.5 3669.500 4958.0 \n", "Age 24.0 25.000 29.0 \n", "Experience -1.0 -1.000 -1.0 \n", "Income 65.5 86.750 150.0 \n", "ZIP Code 93060.0 94720.000 95842.0 \n", "Family 3.0 4.000 4.0 \n", "CCAvg 1.8 2.325 7.2 \n", "Education 2.0 3.000 3.0 \n", "Mortgage 0.0 0.000 314.0 \n", "Personal Loan 0.0 0.000 0.0 \n", "Securities Account 0.0 0.000 1.0 \n", "CD Account 0.0 0.000 0.0 \n", "Online 1.0 1.000 1.0 \n", "CreditCard 0.0 1.000 1.0 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking count of negative values in Experience\n", "bank.loc[bank['Experience'] < 0].describe().T" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking distribution of Experience column before and after imputation\n", "fig = plt.figure(figsize=(12.8, 6))\n", "\n", "ax = fig.add_subplot(121)\n", "sns.distplot(bank['Experience'], color = 'c', ax = ax).set_title('Distribution of Experience before Imputation')\n", "ax.axvline(bank['Experience'].mean(), color = 'r', linestyle = '--', label = 'Mean')\n", "ax.axvline(bank['Experience'].median(), color = 'g', linestyle = '-', label = 'Median')\n", "\n", "replace_value = bank.loc[(bank['Age'] > 23) & (bank['Age'] <= 29) & (bank['Income'] > 12) & (bank['Income'] < 150) & \n", " (bank['Personal Loan'] == 0) & (bank['CD Account'] == 0), 'Experience'].median()\n", "\n", "# replacing the negative values with 2\n", "bank['Experience'] = np.where(bank['Experience'] < 0, replace_value, bank['Experience'])\n", "\n", "ax = fig.add_subplot(122)\n", "sns.distplot(bank['Experience'], color = 'b', ax = ax).set_title('Distribution of Experience after Imputation')\n", "ax.axvline(bank['Experience'].mean(), color = 'r', linestyle = '--', label = 'Mean')\n", "ax.axvline(bank['Experience'].median(), color = 'g', linestyle = '-', label = 'Median')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 5000.000000\n", "mean 20.140400\n", "std 11.405644\n", "min 0.000000\n", "25% 10.000000\n", "50% 20.000000\n", "75% 30.000000\n", "max 43.000000\n", "Name: Experience, dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Updated five point summary of Experience column\n", "bank['Experience'].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 5 - Dealing with negative experience\n", "The observation where experience is marked negative in the dataset is for people with **Age** range of 23-29 with median and mean being close to 24. These group of people who are marked negative experience in the dataset have **Income** ranging between 12 to 150, they didn't take **Personal Loan** that was offered to them in the earlier campaign and niether do they have **certificate of deposit** account with the bank. Used these findings to impute the negative values in experience. There's a slight but a negligible change in the value of mean from 20.1046 to 20.1404 whereas median value stays unaffected." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Mortgage for taking Personal Loan')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of Mortgage\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = fig.add_subplot(121)\n", "sns.distplot(bank[(bank['Personal Loan'] == 0)]['Mortgage'], color = 'c', \n", " ax = ax).set_title('Distribution of Mortgage for not taking Personal Loan')\n", "\n", "ax= fig.add_subplot(122)\n", "sns.distplot(bank[(bank['Personal Loan'] == 1)]['Mortgage'], color = 'b', \n", " ax = ax).set_title('Distribution of Mortgage for taking Personal Loan')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of CCAvg for taking Personal Loan')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of CCAvg\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = fig.add_subplot(121)\n", "sns.distplot(bank[(bank['Personal Loan'] == 0)]['CCAvg'], color = 'c', \n", " ax = ax).set_title('Distribution of CCAvg for not taking Personal Loan')\n", "\n", "ax= fig.add_subplot(122)\n", "sns.distplot(bank[(bank['Personal Loan'] == 1)]['CCAvg'], color = 'b', \n", " ax = ax).set_title('Distribution of CCAvg for taking Personal Loan')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Income for taking Personal Loan')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of Income\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = fig.add_subplot(121)\n", "sns.distplot(bank[(bank['Personal Loan'] == 0)]['Income'], color = 'c', \n", " ax = ax).set_title('Distribution of Income for not taking Personal Loan')\n", "\n", "ax= fig.add_subplot(122)\n", "sns.distplot(bank[(bank['Personal Loan'] == 1)]['Income'], color = 'b', \n", " ax = ax).set_title('Distribution of Income for taking Personal Loan')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 6 - From distribution of skewed numerical variables\n", "* Value 0 is the most frequently occuring value in Mortgage." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Pairplot\n", "pairplt = bank.drop('ID', axis = 1)\n", "pairplt['Personal Loan'] = pairplt['Personal Loan'].replace({0: 'No', 1: 'Yes'})\n", "sns.pairplot(pairplt, hue = 'Personal Loan')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 7 - From pairplots\n", "* `Age` and `Experience` have strong positive correlation.\n", "* `ZIP Code` has one outlier value which is less than 10K.\n", "* People those who are taking `Personal Loan` that was offered to them in earlier campaign have a significantly different `Income` distribution then people who aren't taking the personal loan.\n", "* `CCAvg` i.e. Average spending on cards differs for people taking the personal loan and those who aren't taking the personal loan.\n", "* `Family` size is also an important factor for people considering taking personal loan from bank that was offered in earlier campaign and so is `Mortgage`, `CD Account`, `Education` (to some extent) among other variables." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDAgeExperienceIncomeZIP CodeFamilyCCAvgEducationMortgagePersonal LoanSecurities AccountCD AccountOnlineCreditCard
3843855125.021930740.63000011
\n", "
" ], "text/plain": [ " ID Age Experience Income ZIP Code Family CCAvg Education \\\n", "384 385 51 25.0 21 9307 4 0.6 3 \n", "\n", " Mortgage Personal Loan Securities Account CD Account Online \\\n", "384 0 0 0 0 1 \n", "\n", " CreditCard \n", "384 1 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Outlier in Zip Code')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking the outlier in ZIP Code\n", "display(bank[bank['ZIP Code'] < 10000])\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.boxplot(bank['ZIP Code'], palette = 'copper').set_title('Outlier in Zip Code')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 8 - Zipcode\n", "Since most of the `ZIP Code` are of 5 digits (possibly US), the above data point would be again be an error made while noting and it would seem logical to remove this particular row from the dataframe." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# dropping index 384\n", "bank.drop(384, axis = 0, inplace = True)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Income by Personal Loan')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3XrXjCyGEEEJcS5LQQogbTFZWFsuWLWPHjh0sW7bsqiWzAHA4HPz2o7+Nz+fDZDLh8Xiu2rGFEEIIIa41Ca6EuAGtX7+ezs7Oq9pqNZrX670mxxVCCCGEuJakW6AQnzHxeJympiYCgcC1rooQQgghxA1FWq6EuAGNnkT44YcfHl5+7OQxNtdsJpoXxTpkZaZ3Jvfefu81rKkQQgghxI1DWq6EuMGMn0TY7/cDxpxXW2q2oBdrbJNtqLmKY4FjdHR0XOMaCyGEEELcGCS4EuIGc75JhAOBAPGM+NiNi+Fk48mrXUUhhBBCiBuSBFdC3GDON4mw2+3GGrSO3bgLpk6aerWrKIQQQghxQ5LgSogbzPkmETabzayZtwb2QaQtQvJ4kunW6ZSVll3D2gohhBBC3DgkoYUQN5j169eze/du4OxJhOfNmceMqTNobm4mPz9fUqYLIYQQQkwgabkS4gZzZhJhpdQ5JxF2OBzMmDFDAishhBBCiAkmLVdC3ICu9STCQgghhBCfRepMVrHrzeDg4PVZcSGEEEIIIcR1z+PxqPHLpFugEEIIIYQQQkwACa6EEEIIIYQQYgJIcCWEEEIIIYQQE0CCKyGEEEIIIYSYABJcCSGEEEIIIcQEkOBKCCGEEEIIISaABFdCCCGEEEIIMQEkuBLiBtTW1sb3vvc92trarnVVhBBCCCE+M2QSYSE+hv7+ft7+6G0i8QgzymewYvEKlDprHrlr5m/+5m8YGBjA4/Ewf8V8BkIDlOWWcdvK2zCbzde6ekIIIYQQ1z2ZRFiICRAMBnly45O0VrTSX9XPh0MfsnHrRlKpFHX1dRw5doREInFV6uL3+9l3cB89PT3Dy9ra2hgYGAAgZAtxwnWCNmcbNckanv/V81elXkIIIYQQn0WWa10BIa43H+7+kOTsJBar8faxlFio21dH83PNDBUOoc2aLXu38KW7vkRBfsEVq8cHuz5gd8tuEkUJzDvMTHdM58H1D/Kzn/3M2MAEtkIbsZ4Y9gI7kbYI9f56AoEAGRkZV6xeQgghhBCfVRJcCXGZYokYyjK2FTgYDpJYkMDqtgKQKkyxcdtGHn/48StSh2g0Sk1jDaYFJmzYIB/qauvo6ekZbrUCsGRYyJyTCYAt38bgjkFCodBFg6v3drzHkeYjJEmS78jnN+7+DWw22xU5FyGEENeXgYEB3tr4DokYKFOKhUvmMrtq9rWulhCfChJcCXGZbllyCyc3n0TP1yilSAwmMEVMmN0jY5mUWRHW4XPun0gkeH/H+3T0dVCcW8zqm1ZjsVzeW3FgYIBEVgLLqLdwMidJS3vLmO3sRfYxj6151ot2Waytq2WPbw+WBUbZ7cF2Xt38Ko/c98hl1VEIIa6lP/zDP7zWVbihmE1m3C4PyWQSu9XO+pWPYjEbXyi+8+Zb/OSnP7nGNfx0+f73v3+tqyCuERlzJcRl8nq9PLT8Idz73KQ+SDGlewpL5iwh4RsJWlLRFKao6ZyBzFMbnmKfdR89s3vYZ93HL175xWXXIS8vD5tvbEuSpdNCYV7hSGKNFARPBMds4xx0UlBw4a6Ke4/txTxlJFA0u810h7ovuM/Q0BC1tbUEAoHLOAshhBDXA5vVwcLZt3L/6t9k3U1foDi/YjiwAqievgybxXENayjEp8dVCa6UUuVKqa1KqeNKqaNKqd9PL89RSr2tlKpL//amlyul1L8qpU4ppQ4ppRZdjXoKcanqW+oJ2APEpsZoCjdht9sp6igidSxF8HCQgQ8G6Mvp4wfP/4Dm1ubh/bq7u+l19GLxpsdreS30ufvo7Oy8rOObzWbWLl6Laa+JRH0CdVCRHc/m+Z3Pk3dfHu5ZbpRDEWoI0bull8TpBKZ9JtYuXHvRVrJMVyapSGrMMssFGrm3fLiFH2/+Ma+0v8KPN/2Ybbu2Xda5CCGE+HTzZuUzq3IRSimcdhfjk+P6AwMkUvFLLi87I5fl1WtZtfh+8r0lE1xbIa6tq9UtMAH8kdZ6n1IqE9irlHobeBx4R2v990qpPwX+FPhfwN3A9PTPcuA/07+FuOb8fj+Hug9hmmvCgQNKYO/BvXz3ge+ya+8utvu3k7M2B4BUZYpN2zfx7Ue/DRhjpbRt7CwCKWuKaDR60eNqrdn8/mZOdZ8CYGr+VH73kd+lr68Pk8nEL7b9YrhOjhIHOqkJ1YUI14f5vd/4PXJzcy+p+2FpQSk1H9aQsTwDk8NE6kSKFVUrANh3eB+7ju8iQYJ8Rz5rb17Lwa6DZ12LpfOW4nQ6L+u6CiGE+HQym0b1ZjBbcNhd1DUdYmr5XHz+Hvaf+IBUKnlJZTlsLtYs+xwZLg8ApYVT2PjB0wwO9V2RugtxtV2V4Epr3QF0pP8eUkodB0qBB4E16c3+G3gPI7h6EPiFNibh2qmUylZKFafLEeKaam1vJZ4bx87IeKZ4dpyenh46+jpwzBjpGqGUIqIiw49LS0txvu8kXh5HmRU6qXF1uyhfWz7mGFprDhw+wPGG4xTmFLKgagEv/PoFOmIduGe5seXbONJ5BOceJ6tvWs2xE8eIZcdI1iZJ+BNYc6zYy+yE6kIAFBYWXtK5DQ4OsvXEVrJuzSJ4KkgqlCI/mc+CuQto72jn3bp3Mc83brKtoVZe/NWLxCpiRmCVFvPG6O7uZvLkyZd/cYUQYoLImJePZ/xYte9///u8tfFtBgN9eDJyAbDZLZRUemnvOUxhST7fe+BPLnns8Csvvj4cWIERuM2aXsWjX3lo4k5CiGvoqie0UEpVAAuBXUDhmYBJa92hlDozGKQUGD0yvzW9TIIrcc1NKpuE7bANikeWWX1WCgoKmDF5Bs0dzVhLjL7oOqVx4RrezmQy8eV7vszrW18npEO4lIv7774fk2lsD91XN79KnaUOy0wLTV1NbHthG5k3Z5JtzSZYGyQZTGLxWDhSd4RVK1ZRXFhMcFOQzOWZuGe6iXZGGdozNFxeJBLB4bh4f/iaQzWkpqaw2EeyDEYPRYlGo+zcvxM1Y6QviNllJmQNYe+1w6heHbZ+2yUHc0IIIT791t55O++8vZWT7fWApqp6BvPmV3+ssnLzvQz6+/FkGD08Esk4ZttZ87AKcd26qsGVUioDeBn4A621X43vtDtq03Ms0+dYBkBdXd0E1E6ISzfZOZn6vfWk8lKYukxUFVTR3NxMhjMDb7uX/v5+tEtjbjczr3reWa/RlfNWDv/d399Pf3//8ONYLEZdfx3WRUaAFuuMkXlzJmaH0WKUUZVB75ZeHOUOYpkx/vFH/0g0HsUx3YEt10hyYS+yYy+wY3aYcU118a8v/Suzcmcxe9qFU+VGghFSpCBzZFkymqShoYFYNEYqksJkHRUIpqDCWcGpmlOk8lOYuk3MyptFS0vL2YULIYS47py5f1VOnUzl1LOXX67Conx2nNqD25eDxWKnz9/C0psWymc5cd2YPn36BddfteBKKWXFCKye0Vq/kl7cdaa7n1KqGDiTkqwVGN1PqgxoP1/ZFztJISba9OnTCYfD9PT0ULi6ELt9pIvgjBkz8Pl8BINBSu4sOatV6mKGhoYw1Y3so+Mak21sGZYMCxkzjbmqkpVJojuiuN3usdtkWnDPcGP1WmEKnDpwivXl6y/YglVZWUnj842EHCHMmWYSzQmqS6uZNWsWkydP5scv/5h4VRyT00TydJLlM5ezavkqwuEw3d3dFK4qvKQWMiGEENeHK/EZa9asWfT19RGNRikuvoMLfNkuxHXnamULVMDPgONa69GdoF8HfjP9928Cr41a/rV01sAVwKCMtxKfNk6nk0mTJo0JrM7wer2UlZVddmAFkJmZSUY4g1TcyNhnL7MTPDaSUj0+GB8TbJkdZswuM+GGMMYwRdBJTbQziiV75PuTWG7solkJLRYL3/zCN1kQXkBxbTH3TrqXu2+7e/h8v/nQN6kaqKK4rpiHZj3EquWrhtdNnjxZAishhBCXJDc3l5KSEgmsxA3narVcrQS+ChxWSh1IL/se8PfAC0qpbwDNwBfS6zYC9wCngBDw9atUTyEuid/vJx6PY7fbCYfD5OTk0NvbS1ZWFk6nk2QySW9vL9nZ2ecMvvx+P729vZjNZjweD9nZ2WPWf/m+L/Py5pcZSg6RSy5eh5fOfZ0osyLpS+JaOjKOKxVNocwK1zQXg7sGSSVSxDpiWHIsY25atn7bRee4ArDb7axbtY5YLEZ/fz+JRGJ4oLLb7eae2++5pGuktaa/vx+r1UpWVtYl7SOEEGKsgYEBtNZ4vd7L3jeRSNDb24vX68Vutw//X8/Ly7vkBBQ9PT3k5eWNuZ8Eg0GCwSB5eXkf60tEIW5k6sw33debwcHB67Pi4rqWSCR47vXn6FJdDHUNYcmwYMu0EWwK4ipzYU/aKbQU0hPuIeaNYR2ysqB8AWtuWgNAMpnk6Q1P0xRpIuqLYsu3YVImSijhqw99FZtt7MTAkUiEp197mgHnAGjIjeXy0LqHePbXzxLIDaCVxtJiQVs1ibIE1oCV3oO9RAeimJwmnJVOXFNd2HvtLClfwqoVqy7pPHfu3cnOUzuJZ8WxDlhZPXc1C6sXXvJ1Ghoa4plfPUMgK4CKK4pUEY/d/xhms/niOwshhCAWi/Hqy2+gEg5MykSMIR76jfsvuYfAiRMn2bPjAJmOPELRAWxOiIZTuO05BCJ9zF88m+p5c8/a70y2wAyXh7LCqeTlFBKM9XLvg3fi9Xp5+8136O8J4rC48Ud7WXfXGoqLiyb03IW4Xng8nrOaXiW4EuIyvL3tbQ7YDhDzxTA5TDhKjJucTmoG9wySvSKbwKEA9nK7MdYJSB5N8o3bvoHX6+XdD9+lxlRDuCmMe5Ybs8sINhKBBDP6ZvDg+gcBOHrsKBu2biBmipGIJ/De5MWSZSERSDCzfyYrFqzg5Y0vE0lFKMwp5J7V99DT00NOTg7PPPMMjY2Nw3UuLinmu9/5LhkZGWedT0dnB29tf4uIjpDjyOGBtQ+QSqX44Rs/RM0f+X+h9it+5/O/c1bwdz5PbXiK7undw8kvEn0JlrKUNTevuexrLoQQn0Vvv/UO9ngxGS6j5T8SDXGqcw9f+/qXL7pvPB7nZz96mmVV64aXHajdzozJ83E5jHvBsaYdPPLlB7HZbCQSCbZsfpdBX5CTdbUEQoPcuvheSvIrAEgmEzT07mPx0vkcrWmmrMAYh5XSKWrbdvLlrz3CwMAA7779PomYxmJXrLvzdjIzM8+qmxA3knMFV9KWK8RlaO9vx+K1EO+LYy8e6e6nzApMEDodIhFNEDw1MkYqWZSkrsHIgtTa24o110oqlhoOrMBIUNEb6AXA5/Px/Jbnca524r3dS+4dufh2+NBaY8mw0O3v5rk3nyO8NAw3Q0dlBy+89QLTp08nNzd3TGAF0NHecc7AKhKJ8PyW5+mv6idcHaa5rJnn3niO5pZmovljJzWO5kQvOl5rtKHk0JisgpZcCy3dkkFQCCFGi8Vi7Nyxm7ffeoeenp4x6wYHAsOBFYDD7iLoj1N38uJZ9Tb9+i1yM0vGLJtUNJ1e38jwdY+zgK6uLgB+/as3caVKmV68lHtu/TLlRdOG57RKJOI0ttfS1dnN4YNHKcqtGC7DpExEggnefec9Xn7hNcqy5zGteAllWfN49aU3uF6/wBfik5DgSojL4HV7jTmmsizEffHh5alkilhvDHOGmaz5WZgdZoInjQDL3G9mUskkAHIycgjWB4n748MJK8AYN5VpM77h2/zeZuxT7MPBicliwj3dTbQrSiqaIhVJESmPGAEdYLKb8Dv9+Hy+yzqXg0cOEpsSQ5mMcsxOM/2mfrI92dh8Y1uobH4beXl55yznTN/70Rw40KmRm2piKEFe1rn3F0KIz6JIJMKzT71IqNtGhp7Ell9/xJHDRwEIBAJYrCaisZFJ6BPJOHark0MHj120bF+vn0BoYMyyjt4msjNH/g8Hoj5yc3PRWhMYiAxP7KuUYtHsWznZdJBoLMK+49vI9RSyZPYddLb30TswNnlzIp7EGikkFtIEw8b8ihaLlSxHIe3t5030LMQN66pPIizE9Wz9retpfbmVZG6SoQNDOCc5MbvNDO0bImthFvYCozUrszoT33Yf9pSdafZpFBUZ/dHX3sqzMn8AACAASURBVLKWmp/WkLMyh4GdA7gqXWitSdWmuOc3jUQRTocTHR37bV8qniLVlyKzJZNl1cvY3Lt5zHpT0jQyONkMtgIbjlIH8b44kY4I52Kz2VDBsa3ZppSJ7OxsqrxVHD1+lGReEku3hYXFC3G5XGO2TSQSPPv6s/ToHpRS5Opcvnj/F7HZbNy76l6e3/w8kdIIKqHI6sni9odv/3gXXQghbkAbXnqdKYULh1unZk5azMF9Ozh6+AQkbMQSMepq32BW5WJMJjMtHXXMnrqE/ujpi5YdCAYpyqnkSN0uivMr6B3ooLWrHrvdRjwRoz/QRnllAS6XcQ8aP7toIhmnpbOeSDTE/Jk3D3clXFq1lq01rzAU9JOdkUtL5ykmFU/D7cxk6dzbOHRyJwtmGfM4JlMJrFbrxF40Ia4DElwJcRkcDgff+eJ3qG+oJzYphsPhIBQOcbrqNHXZY7tquBwuvrTkS5SWlo7ZP68gj7g7jnell2h7FExQWVo53HVv7eq11PykhnhJHKvHSiKQIHIyQq43l2lTpjF3zlzef/p94jlxzC4z8f44RakiMjMzSaVS2ApsFNxfQCqUInAsAGZ4ZsMzPHz3w2MGQldXVfPBcx8Qy45hdpiJ9cTIjeficDi4+7a7Wd6/nKaWJirnVpKdnU0wGOSNd9/AH/OTacvEZrbRVd6FJcv4N9Id6GbT1k08eOeDNLU14bK7UM2KmeUzWf/F9ZJuVwgh0gKBAN2dfUwvHttlOzAUonrqTTjsxpdZpTmVHKjdwcyKBSycdSt7jm3B4/Xw4vMbWLxsPq0t7XS29aBMsHTFQioqKgCwWMwopZhSNoceXxsD/l5Ky0pZe99NtLS0Mt0zj301h3jhuVdxZzjIyc+i29dKgbeMeCLGh/s3YjFbGAoNsvfY+2S6PGRl5FBZOhuFiZysAo6frmFZ9VpsVjtaa063Hscf9LFt7xvYLDaSOkZ/f8UlZakV4kYiwZUQl8lkMjF96thJFYsKiqjbVgfpxEs6ockx54wJrM7ItefSFm7D7DTjKHMQqY+Ql5mH1hqlFC6Xi//xxf/B068+zUB0gFgwhud2D8qjONJ/hMDmAEmdJFgbRCc0WCBlNroY+v1+HKUO0DC4z0iwYbKa6Ah38F8v/RczJs8g35tPdVU1FouFivwK9u7bi7IqzBlmfGYf7R3tlBSXkJOTg9vtZu+hvSQSCQ6dPER0YdTohhj1E3g/QOaUkcHKlgwLPY097N6/m23d2zDPM8aUHa47TOmJUubOPjsrlRBCfBbV15+mKHcyTe0nqSydBUA0FiYUHhoOrACyswrIy88hYuplX91xZkxeSF52MVpr3t+8nezMAqYVL0Vrzfate+ie00MoGKaoJI/IYIyTTQfROonJZMJqNeH3++nr6Wf7tp0snrkWq8VGOBKkdeAwU6bl0tC4lwMH9zN98jzmTF2KUoqWzlOkUknsNidH6/cQj8eoazqEw+4mEBokx1PAyaaDZGfmUaoqcdrdlBRUoLXm0O5DhMMhBgf8FBYWMHPWjE+cuj0QCHBg/yGcTgfz5ldL65j41JExV0JMgPz8fG6dciuW/Rb0AU3m0UweufORc2770J0PUXC6gNDOEL5tPmJDMQ7qgzz1ylPDg3/dbjdWpxXXQhc5t+cQPh4m1hPDnGOmvqeexPQEWQuz8Cz14Fnood/cTygUIiMjg3hfnGhHFFeFa3jcltlpptfey57UHt7qfYuf/vKnJJNJWvwtZN+cjWeph4zZGZjmmPhw74eAMbfKD1/4IR/GP2SnaSdd0S6SoSRgjPOyVlqJdo0kvkglUrgsLg6fPoy5YiRZh2maiZrjNVfkugshxPWoqKgQi81MMhln//EPOFi7nd1HtlBQmEcqlRzeLhqLkJvv5eEvPEh2lpe87GLAGBc1Z+py/IH+4cfTSxeyd8cRLOEC4kEr/mgnKRUhGo8wq3Ih4UHY8e4R7LFiir1TOVZv/F92OtyopJOZs6bz8CMPYrXYhgMrgPKiafj8PWRl5NDR08iUsirmz7wZb1Y+B2u3U3N0Kz2+dgpzy/AHfZQUVAzXaUppNR+8uwtLuICGo30898yLJBKJj33dGhsb2fDLjSQHsuhv0Tz7ixcJhUIfuzwhrgRpuRJigixfuJzlC5eTSqUu+M2cw+Hgsfse4983/DvO5c7hG1hXsovGpkYqKyp5Z/s7RKuj2JxGYgnPcg+Duwax5dtQKBifgEkbNzKLxWKMsVLgmjF2jJQyKyxuC5ZMC4PmQfYd2meUNa4ckzLq/taHb5FYkMBqM74V9N7qpf/9fnJvMzJIWZQFVauIEwcF9iY7d917Fxve3fBxL6EQQnwmFBYWYs9MEQ9YqPRW0TPQzPQ5ZcycPYNfv/Y2JTkz0KkknYP1PPzoA+csQ2s95n94SqdwOz24HBlMKammtiUM5iQLZ6wgFo9isViZWbEAgMklM4k3H2Ew0I8nIwfQw/cifdYNxrjl1DbspzivgmmTqgGYWj6HSCxEe+9pyksnn/tEtSbTlY3LkYHLkUGyK8lPfvjfrLh5CQsXzb/s67Zr+16qKm4arqvLnsH2D3aw7s47LrssIa4UCa6EmGBnAqtAIMCm9zcxFB0iLzOPu1bfNTxPVCgUIulMYlYjLTzao2nvbqeyopLB4CBm58g6pRTKrEh0J5hZNJPGxkYS2QlMNhOJwQQl5hKcTqdRTkQTPh0mGUhiL7RjdphJBBIk/AksmcZb3pRtor2jnZklM9nfth9zqRmd0ugjmtV3rDbqGAthso0EiWeyCiaDSVBg7jDze1//PY4cP4LWmurHjO4Zi2Yu4s2DbxKJGok0TBET96y550pdbiGEuC7d98DdtLW20drazvxbbkZrzQfv7cDlduKLNVJVNZO1cx4dnny9ZFIBXb3NFOZMIpVKcfjUDrLcXo6c2k0iEcfn76E4v4Lt+zeSTBr/p11uJ6pEMRQawOVwjzm+JzOHQHAAs8mMssaH56QaCg5w4MSHLJh1CwANbcfJyy7mdNtRKktmjSkj11PEkpWz6Ovz0dnZhDczj6b2k0wqno5Gc7D2IyYVzxje3puVTzAyxIlDp3FnuDh88Bg6qZlUWcrSZUsuOjZXp9SYbRx2F139wQvsIcTVJ8GVEFdAKpXiyVefJDrPGKPUF+ij97VefusLvwWAx+PBMeQgpmPDNwpzi5nqO41vBKdPmk5HRwfW4vRExOEk1kEryyzLWLV+FX6/nzc/eJNgLEhxdjHr7lt3Vh1i3TG6XunC7DSTlZlF5i0j46NSDSkWL15MaUkp7n1ujh05htVkZc0ta8jPzwegILOArt4u7HlGBsREIIHZaca3w4c114qr0MWBowdYumDpmONWlFXAPvAs9aDMinhnnNMtp5k1fexNWQghPutKy0opLSslGAzy0vO/omrSCsxmCz5/Ny3N7VTPqx7edtXqW6jZs4/Tp2tQZsVdD6zmV6++yfypq3DYXUSiIT7cv4npk+YyuWSmMeapbgft3Y209zSSTCWpLK0avuc0dhzH483AYY3zuYfvGz5OKpXkRMM+2robMCkzxaWFeGzZFJfl09HVTHnR9OEyWrpPcvuUR5ldNZu9Nfs4cayNrvZu+ge7UEqR4cqms7eZ3OxCAJo6TlJWOJVkKsHmjVtZMfcuTCYTXS0tbAt/yOo1t17wejncVqKxMHab8WVij6+ViinlE/qcCPFJSXAlxBVQf7qeYFEQm91oqbJkWPDZfPh8PrxeL0opPn/753l166uE7WGscSu3zLqFrCwjJe/yRcvp3NxJ48FGUqYUeeTx2DceG8725/F4ePS+Ry9aj+RQkuRQku9++7u88NYLBKwBLAkLi8sXU1ZaBsCKxStYsXjFWfvecesd7PnpHiLeCJiMJB2WHAvOKc7hlPMHDp8dXG3bvQ3bQtvwPFzWIiv1B+o/5pUUQogbX82efVQWzsNsNj6WebMKON58ejjRERg9GJYuW8zSZYsBaG9vpzh3ynACDIfdhduZyeSSmcPbV09bwfZDb5CTUURR3iT2HnsflyODodAA02aXs279ubvTJVNJBoaMie3//In/BRhfGj7/7ItsP7CRLLeXYNTPrbetGL4vLV6yCF//AJX5C8Yk5dh5aDMHarejtcabmUemO5uG9uNMKa0e7ulRmFNObfOui16nu+5Zx+sbNpKMmdCkyC3IYuGis+9fQlxLElwJcQWkdOqseUO00mNmqy8pLuG7X/wu0WgUm802ZpyWUorP3fk5EomEkV7dNnZS38vl9Xr59mPfJhKJYLVah7uZXIjD4WDVwlXUdNWgyhSJ/gThrjDu6e4L7neuOVOEEEKcn05pTOO7xGnGBFfjpVKps8bNnrWlgqKiAkxJB7nZReR4Co15rvydlJfnXlYdTSYTX/rKo8TjccLhMBkZGWeNL06lUmfV15OdRXF5Hr1tQQpyy2jvOU1HXz1LZ6+/rOODcV965IufJxqNYjabR+Z3FOJTRF6VQlwB06ZMw7XTRawwhslqIhlO4gl7yMnJGbOdUmrM3FNn9Pb2smXHFqLxKFWVVSxZcPG+6ABDQ0PYsm1oiyYxlEBH9Zjyz3WsC7l95e1UdVZx+ORh2gfaaXY1D69LNieZW3F2evVbl95K/ZZ69HzjQ0GiN8G0nGmXdVwhhLjRpVIpPtq+k66OHkxmGOxvY27lSkwmE4OBfgaH+nnlpV8xZeokFi5acNY9oLS0lK3RD4jFy7FZHcTiEYKRIVq7TlNWOAWtNUdP7aF/qB23O4NwdCpOuxuTyUSPv4k7Z3y8Fh+r1XpW+vOGhgb21RwiGo3SFuyhetpKTMrEwFAPOflZ3H7HGjo7O6k9UcfMacUsyZrBptfehZQFrTU2m53iyTnnOeLZ7Hb7x6q7EFeD+YknnrjWdfhYotHoE9e6DkKcj8lkYnblbDr2d6C6FMWhYr5w9xfGfMs2MDDAsdpj2Kw2XK6RLhR+v5+fb/w5/ll+IkURTnedJtQWYurkqRc8ZiwW46cv/xTHGgeZ1ZnYC+1E2iPcdcddVFZWAtDa1kp9Yz2eTM8lzw2SkZFBQ3MD9fZ6cEHgeIDoiSgry1dy64qz+8e7XC5KPaV0HezC2m1llnMWd665UyYRFkKIUd54fROmUDbF3uk4zTl09NYTwUfPQAv1LcdZWrWOvMxyOjt6ae9uoqJybEY+pRTTpk/hyIm9tPXU09nfwLQZFbR0NHKy4QgdPU2UFU5hctEs2joaCSS6CMT6CCZ6uevetQAcO3Ycn6+ftrZ2rFYrzU0t7Nu/nzMpaU0mM9XV1cPJLlpaWmhqbCbLkzV8DzlVV0/N9mNUFi7Abs6kpfMU/cFWgrE+3Lkm7lh3mzH+KiODyZMnMegfpKOjg7aWDnI8RRTnV2BSCqfHTEXFebIOCvEp5XA4/nr8Mmm5EuIKycrK4ksPfOmc67Z+tJV9HftIFCYwf2hmdsZs7r3jXgDe2/UeqbkpzFaj656lzELtgVrWcXbSitH2HtpLZEoEq9244dmL7TgrnGzatonVq1fz7GvP0mHvIJmZZOvrW1lbvZZ5c+Zd0rmcaD+BZYEFCxYcZQ6SkST+bv95t59cPpnHyx+/pLKFEOKzJhqNEhiIUVpeAIDd5qCiZB75k8309vQzOW8eNqvROlOUM5kTzTvPWY7b7aagKJ/gYJzyvGn4+7rJz8shL8PNlLKq4e2K8iYTivfyyBc/B8Cxo8fZt+sosUgSi9lKbnYh7215gemTqlm95AGOnNqN25FB1dQl7Nh6BJO9hng8jlVn47JlcnDvGyy7eT4zZ83gwN5DTCtdwsnGA2g0VZVLaeuup6g0n1WrbxmuQywW44XnN+CxF1HfdJzsrFwyXV66+9uIRkMMRc9OAS/E9UiCKyGusnA4zIG2A5jmmbBhg3w4cewEN/tuxuv1kognhpNBnJHSKV7Z9Aqt/lYApuVP4+7b7kYpxenG07y16y0GIgOE4iEyqzOxZhsBlslmImN+Blu3baUjswNLuQWzNjPUPsQLH7zAK9tfodBRyHe++p0LtixpNfamp8yKeDx+1naJRIINb22gPdCOCRMzi2eyftXl96sXQogbmTGWaux4JYvJQjwWJx5PYLaN/XiWTCbZ8NLrhAIxlIKpMyezfMVSotEop2tbmDVpOQC5nkJOtRwkmRyZ4P106zF6BzoAzYaXf8XUaZPZ9u4uFs5axcnGg8ydvoyDtR9x07w7sVqM8b0FOaWcaNhHbnYRuRRx8OR2CnPLKcqdBECet5jNG3+NzWZFA+FokGQqSdXUJQDkeAqobawhuCSI222M0/1o+07KvXNwOTJo6Whg3oybjDpnF1LfcpTBcNdFr9uRw0c5tP8YOmXCalfcfd+64VY1IT4tzj/TqRDiiujr6yPuGQlMIq0RBvoGeHnTy/h8Pm5Zcgv6+Ejyi6QvSSqQ4rT3NMkFSZILkhxVR9lRs4NYLMZr218jPD+MY4UD70ovQ0eG0FqTDCaJdcdwljs52XQSlWcET8FjQRxlDnJvy8Wz2sPA5AFefP3FC9a5zFNGwpcAjA8F+rjm1iVndwl84503aMxvJLUgRWJBgoOxg+w9uJeGxgaefe1ZfvmrX9LZ1TlRl1IIIa5LDocDsy1JOGLM0ZTSKVp6TzBvQTVLly+ivu3A8D2gd6CLlrYmmhra6e3pIx6BxtouGhoaOXHiBBY1NsmQN6uILl8TiWSc7r5W0LBi3jpWzFuPNZHD669uIhwOsf3Am+TnlAzvdyawArBZ7UZK9tP7OFi7nUG/jxxP4ZjjZDiz2fbuLiqnTuJ065Gz1mfac+jt7R1+7OsbJNOdTTgaIteTP2bbvOwiTBbN++99wCsvvc4H739IIpEYs43P5+PQ3pPMKruJ2ZOWU5G7kFdffuNyL70QV5wEV0JcZYWFhdj6jJtY8GSQVCSF9xYvg9WD/Hzjz3E4HNy/8H48RzzY9tooaCrA6rZi9ppJRpJEWiMoj6K2pZa6+jqipdGRVL0mhS3Xhu8DH8HaIM5KJ0OHhlhavRTdmg7WgklseSM3UUeRg7rOOrTWNDc309DQQDQapa6uju7ubgAeWPsAVcEqXIddeI54uH/h/RQUFJx1bp1DnVg8I9+4msvMfLT/I1468BKdMzppndLK0+89TVtH2xW7vkIIcT144KF78CXqqevYQ0PPXtbdvRqHw0F+fj7Lb11Afdcejrd8xO7Db+Nx5zJ9UjW3LLqH6ZPm0e/r5b2t2zh2oJFBf++Ycls7T1E1ZybHmrdz5NQuKsqMOQb7Bjo51XSIJXPWcMeKh1latYbmjjoAzGYLoUhguIxgeIi+gW7Ki6czf+ZKZk9ZRM2RrcPrUzpFPBGnMLsSp9PBtKpSWrtPjanHQLiLoqKi4cclZUX0DXTgcmYwGPCNyZ7b2n0Ks8lEyu+hImcRiYFMXnnxtTHlHTp4hPL8kfkSLRYrsSDD9ykhPi0koYUQV5nZbMZlctF0oIlAf4CshVkopVBmRcqbYujkECuXrmTAN0BruJWB/AECvgCh5hDxvjiWLAuR1ghJX5Ilc5dwtPUoppyR70ki7REy52XinOQkdDpEsC7I17/ydQZbB+lr6iPoC+KscA4HZDqpUU2KI3VH2BvYy4GmA7z/4fvUWes41HiI00dPM2/2PGZOncmSqiUsqlpEXk7eOc/twLEDRAtGgj0d14QaQ9iX2o1zNClUvqL3cC/zZl3aeC8hhLgRWSwWZsycztx5s5kzd/aY7m05OV4sNgsNp1qYVjYfjSYQGqQwtwyrxYbbmUlDSy2LZ92OyWSmtvEAkWiYuqZD5GQVEAj5+erjjxEMBTHFXVgtNo6f3kuGM2t4LJbD7sLn7+VU82Gy3F6O1dcQCPvp6Gni0MkdzJ6yaLhly+3MpMfXTmvXaaKxMPUtR5hRMZ8Bfw9TZ5czt3oOyqw5XneIcCRIW18d8xbPprR0pGWspKSYIyf2097ZSiKR4FTLEeKJKE1dtRSVezEnMinMmTRcN79/kLxiz3C3wsGBQfq6AmS4sobL7Oxtxh8YYMZMyUgrrg1JaCHEVaK1ZvO2zZzqOkVvTy/xRByL24I75ebbj32beXPmUTWzin/75b+N2c9kNRGJRggEAuzv2I+p2oQDB44SB77tPjKrMzHZTThKHMSPxHE6nRSECujq6sJSYCHSFCE5lMTkMBE6FSJUH0KHjW8H77n9Hm4L38aWrVvY89EespZkgYah3UNUZlfSO7MXq8tKYEeA7NuzhwOk1tZW/vqf/5qikiJs2AiZQpgxs2DKAqwWKzUna0iQoMBZwE1zb2LT4U2oWYpoe5RoXRSTw0RkuzERscliIpVI0e/r54cv/JBbqm9h7uyz07kLIcRnRXNTC9s/2AUpE2YrrLvrNlwuF1vefJ+bqu8CoDh/Ms0ddfT42inIKcVudWC3G19aFeVNoiCnlKHQIH0DHVSWzaa2dRcHDxymu7OPwYEmrCY78WQclyNjzLFLCypRKApzy5haPodQJMh7ezZgUmbczrFjmWw2O8FQgEQyweKqNfQNdtLaXU95uVHHRYsXMGfubN54fSNKwdEDJxga9LPy1psBI4vumttv5Wc/+gVupweXPQOlFC67i9LyYhr9vjHHs5ht1OzZz0DfEDoFmR4Hx07WsmTObXgycjndegyXM+us7oNCXGsSXAkxwaLRKE+//DQ9BT1YZlpIRVLkLMtBKUUqnuJHv/wR33rkW2zduZXEUIJ4YxxnhROA1MkUK5evpLOzk1hODAcj81LZy+zEfXHsRUYGKV2oaW5r5isPfYX9h/Zzuu40sypn8eQ7TxJuCpMMJyE5tm5Op5P777mf8gPlvPTWS6R0irlT5hI1RzHZTQRrg0ZL1qjkFvZSO8FTQVp7W7FkWVBmhXOyk/dOvofJYcI+36hPc7CZ+PE4lc5KTn1wirgtjmetB6UUvo98eBZ5MNmNFjbfTh9D04Z488iblBaV4vV6r+RTIoQQn0rRaJStW7Yzt2IlSimSyQRvvPYWbreTDMfY/4sFuWU0th0n31vCiaa9KLNi9+F3mDt9OS5HBv5AP+FoiMFAH1aniROHmphdfjOUQygSYMehTSSTMWLxCDarw5gH6/Qels9dO5yZMNPtIdPtxWK20tB2gtzsIpRSxOJRfP4uCvPKyXBkcbhuJw6bk2kzphCPx9m1cw893X0Eg0MUZ83GOymfVCrFwcPbqTt5mtlzZrJk6SJe37CRlQvuwWY17m37T3xIOBJg/94g8ViSorzJmE1mkskELb0nKVczmFlqJOsYGOqlMCeEz99DS+cpwtEgGe5MFi5ednWfNCEuQoIrISZQMpnkZy/+jM54J95yL8G6IO4Z7uFgxWQ1EbAE+MnrP0HNV5jLzcSOxIh/ECfbk82KqhWUlpTS1dVFtCmKo3QkuIo1x8haPtIdwtJloXx2OW1tbcyYOoMlC40sTSQgGRgXVY0SjUbZsG0Dnjs8mN1mGuobSNWliPZFcZY50XGNTmmUyahztDWKvdhOpCVC5vxM4xyOB4gNxchZMDLpo8Vtoa67joylGcR0DGe+0fVQJzQmh2k4sALInJtJpCmCc5qTnQd2cvdtd0/I9RdCiOtJ7YmTFGdPHb5HmM0WXFYvA74eErEzWQWNdS0ddfQPdLPv+DZSqRRl+bPwZuSy4+BmXI4MCnPLyMrIJmxqx26zU5Q9kord5cgg05lDNBbmo/1vYvv/2XuvL7nO80732alyDp1zRgPoRgZIEEwiKVKkRImUdBSc7SNb45lzoQuvdWadtc75C3QxHs94zYxmWaOxZMukTYkiaVJgRCIyGqHROedQXblq79rhXBRVjSJISYRIixT3c9W10/ftXav217/ve9/f63BRLOURJYtMLkk0VDajMAydbD6JLDnY2XWQyzdPYAH5Yob7Hz6KLClcHxrB7ZMJR1185pEH+McfPUtDoI+WUDMrxhzzK5OEA3GujJ6kpb6HWKiOxPIqz/7Tc8iCuyKsAHpaB5lfGaezYRcXR17n9LWf4XH7CIX8RKNRGuPb4X4hf4wZa7QS1lhU88xtXaGlpfmj/ppsbD4QtriysfkQuTp8lWxzFnFOxDLLosLIGyjh7YK9pXQJ4UEB0VEWG55BD96rXr71lW9Vjjl79SxiSCR1IYUj5kBb15DyEuINES2i4Ug7aHW18oN//QFqXEXJKbS52vjSo1/6lX186fhLuPe7kX3ln7+ny0NiLoFZNLEMC2e9k/UX1/F0e7A0C1M1sbCIHItUBJJ/l5+1f13DLJpIXqlybUuxkL0ykkvCKLxz3yLwrqgNs2AiOkXMgknQF7zTx21jY2Pzicbn96LqiaptJUNFliWaol1cHH6T2mgTidQaoihx995HK8edGXqZLfcava2DLG/MIokyLo+DRx59mJNvnaZYyON1b0/IKbIDRXawd0fZ6XVmaZR0ZosbE+eJhevwuHwsrk2TzCQQhPKqmMflp76mlYAvxPC1MZ76yhfYuWtbtE1NTRFw1BH0RwGoj7WSSK6xsbVMwBsmFiobWkSCtaSWN8io1eYThWIWl8PLpeG3KKpF6uOtyJLC0uIkza2N6EapysXQssztc9Uc7R1tv+E3YGPz4WO7BdrYfIhkshlwg7vTTfpiGkfcQX4yj5bUsKyyuYNH8SAo1TWl9Hepj3whj6/Ph3/Aj+gR8Q/6idRF+Mun/pKv932dbz32LVYzq5j7TRytDoR+gUlhksmpyV/Zx63MFrLnXTVUVIPofVG83V58fT6iD0TJT+Rxtbjw7/ZT2ighOKr7rCgK4rWyeLRMi8z1DEq0LCJdTS4KkwW0pAYCWLpFcaKIZVnoGZ3sSBYlquCZ9HBg8MCdPGobGxubTzzt7e2ktRWSmU0sy2J1cx5fSKF/dy+ZQoLB3qNIokwitcyururwN8uCgZ67aKrr5OCuB9lILhOOe5FlmcN3HeTK2AnyxSym4FyidwAAIABJREFUaTI5f4OQP1ZVW8vr8hMJxbn3wBMoihOtpNLbtgdJlLAsk4Ka5/DAQ3Q176K7ZYCm8C7efO1EVR9y2RwO2V21TZJlsvkUTkf1dofkIhT1M7M0imWVDTqmFoaRJRlBENi341562/bQ2byTuwYeI5FIMDJ/DlUrYBg6w1PnkGUJy7LIFdIsJG6yd9+eD/kbsbH5zbHFlY3Nh8i+3fuQJiWUiIK310v2ehYlpyBfltHf0LnXfy9f/MwXMaa2w/b0pE5jsLHqOocGDmFOmIgOEWeNE0u1qPPV4XA4aGlpwel0ospqVW6U2CAyMj3yK/v42P2PkR3attw1igaiVB22J3klHA4HbWttBK8HafA1oI5uF6UsJUvsbtnNt57+Fn2bfeRfyyN6RMxieVZREAV8e3ykz6VJX0gTF+J8oeML1I/V0zDXQG+kl8HCIH/2lT/D4dielbSxsbH5NCEIAl/92lM4I3nmU1eo73Lz+Ocf5cDBfew72stK7gbOsMqDn72f+bXxynmpzGbVig5AXayZvh09QDm/9pHPPcDVsVNcG3+bgDdMPNKw7eRqWcwuj1WKAnc09VPUCiwnJzHM8mSf1+2v5GL94nMmnatqs6e3h5XkVMVWXTdKFI0koq/A/NoYplkeE0zTJJFb5EtPfYG8ucbF4Te5OvY2rfU9bKbWcCguAr7tHDNZUrB0iSeffpSUOc1y7gYPPnaEI/fvYT51hZJrna9+/Uv2+GHzscQOC7Sx+Q1IpVIYhkEkUs498vl8PHHwCd649AYaGrXuWp76s6fw+aodmtY317ly4QqiLNIWbOOJh5+o2t/R1sGxxDEuDV1CR6fZ18wXH/kiAIVCgVQqhUN3oFlaZbA0Vgy62rp4jddu62cikUAURUKhEHV1ddzXdR9vvfoWlmKhqAqdNZ0ktEQlVNEoGPQ29vLVJ75aucap86e4cPYCSNAV6eL+u+9H0zSeeOgJsoUsi02LaKsaG8c3ysYXgkDk/ghmzmRHaQc7d+xk546dH97Dt7GxsfkdQFEUjh6767bt7e1ttLe3VT5r6nlGx89imRapTAJFqh5XssVNwuEBVldXicVi9Pb2kMvlGb0xSSI/j9OScAdERhfOsba+Sn/7IWS5HG2wsj6LaqZ47KGHGbpxDiibYJR0rSLiCsUcLq+TlZUVwuEwTqcTp9PJgw8f5dSJc1iGgKTAU1/5PKFQiLXVNV47/ha6ZiGIJo898RCiKPLY44/w+qsn0AouJpauYhoGTtlHNp/C5ymHiRuGjsMlEQqFePRzj1TdZ29vz4fy3G1sPiqEW4u4fZJIpVKfzI7b/E6g6zo//MkPWZPWsCSLQDbA733h9yr1OH4Z566c4/ToaUqBEkpK4Vj/MfYP7P+12n3lrVe4sXoD3atjLpgITgGzyUTOyTQLzXz1ia/yV3/1VxjG9sqYElWI744jmAJRPco3n/wmirKdA7a+sc4Pn/8hG/kNXO0uBEsgnAzzR0/9EW53Oaxja2uLH774QwrBAoImoC6rKA0Kgizgz/p56qGn+PHLPyZXk0PP6qiLKu4+N1JJIpKN8IdP/SGybM/l2NjY2HxYnHzrNAvT6wQ9NSRzKwiKjlmS8DiDZAqbHDq6l97e7vc8d3ZmljdfPUPU30yxlEV0qjz51BOIosh3vvOdynHRYB27ew9jWQZryVkU2UHIV09e3aKjp5kjd7+/U18mk+En//wCHjmMbuqIzhKWaULJiShIFM0UX3z6CQzD4G//5nvIooOW+m5kSWFmeZg/+JOvVyYubWw+rgSDQeHd2+z/dmxs7oDXTr7GatMqcqj8E8qqWX766k95/P7H+elrPyWrZ/FKXj7/wOdxu9385Oc/IVFMIJsym4VNHEccyMhYWLx1+S129e7C6SyHX4yMj3By6CTZXBa1qBKMBIl74xzafYih5BDygFw+t8NCviDzaPOjRKNRotFyQnFPTw83b94EQPJLxJ+II7nKphPr6XVeeesVHv/M45V7ee615zAOG4TFMNq6hrFmcPfg3RVhBfDcq8+h7lGR5PJ1hIiAltfwdHrIqlmOnznOt7/xbebn5xFFkfov1DM3N4fb7aa+vv6j/0JsbGxsPmXcc+/dZPZmWF5exutt4cTxi/S17KvsP3fqFF1dHUjStumQaZq89uobbK4lcThlvHGdQ7v2EY/HWV9f583XTlIfayGTT5PNJ9lMrTBwpBVBEHjz+Dq72o9WrjU2fpEdO1MEg7ebEs3MzPDjHz3Hffu/UFn5SqTXWFqbYVfXIABaqcjPX34NwzC4b/+TZHJJphdHcCpO9h0ctIWVzScWW1zZ2NwBy8ll5Prtn4/oFEmqSb737PcwD5qIikhOz/G3//i3CKaAdJeE5JawTIvsiSwhLVQJwVNjKsvLy7S1tbGyssLPrvwMq8siezVL8L4gBaHAVHaK689ex3PMU2lTEARKvhINDQ1VYYe/EFYAsl+uCCsAOSCztlDt1pQnjyCVJ16cNU6suMXNsZsM7hqsHJOzcgjyLbWv6pykL6Shs3zv6VIaURRpbW0FyvH8mq5x7eo1ulJd9Pf2V+WH2djY2Nj85vj9fvx+P5cuXiYerLYk97kiJBIJ4vF4ZdvPX34VRYvRXd+DZVmMz12mt0+nVCrxk2dfYk/XfXTED6JqRY6//QyqlqdU0lleWsKtVIuoaKCJ6elZ9uwZqNquaRrP/dNLOCQXE3PXaanvxuv2EwnUML2wnRfsUFxoBYPVtVUKqWu4HG4Ge+9ClhTGF8+iaRqXL10hncqwZ99A1X3Y2HycsQ0tbGzugJAnhJHfDr2zDIvUSopcTQ5RKf+sRFnEaDbIKlkk9zsrPqKAb5ePwlyhcq4j6SAWiwFw6tIphB0CxZkivp2+iiCRfTJm2KS4WKzqh1JU8Hg8vB9G3sDUt61rjYKBR/aQzW4bWjgtJ7eGB+vrOm0NbVXXcVJ9TGmrhOASMIoGlmHhFqpdoZ596Vl+OvNTJhoneGHhBf7xZ//4vn20sbGxsfn1KJVKJJNJ3p3SYWGxsjFftS1bTN62qpRYTxPyl0WKIAg0Rrs4c+osLzz/Eo3RHkSxPFY5HS7am3bw0JGvMHRmkpGrs2SyqaprpXJrNDaWIxNUVa306623TiBLDgZ776a9sY+JuWusJRbJ5tOkM5tsJlcBMEyDdDaJ2+Gns6mfSLCGS8Nvkcxskkol+dH/fobcigOf1cKrL57h6tXrH96DtLH5CLFXrmxs7oBHjj3C3I/nyNRlQIbizSJm0cRpOKuOswzrthUbs2RSnC+iBBWkNYk9tXsqK0+yLJfPkcvFd6sQQU/rZG9kUeIKjiUH9/Tfgyi+/xyJntRZ/9k64UNhBEOgeLPIfM08/+2V/0bEjPCNL3yDRw4/wnOnnkNr0hALIvF0nINPH6y6zqN3PcozbzyD2qQiqAKpqykcDQ6yN7KwDt/82jcrxyaTSWa1WZTOcl6X2CyyMLrA5uZmJXTRxsbGxuaDcerkGWYnlnDKXvKlJA8+ci+NjQ0AXDh7BbccYmx2iGiwlsW1GVCK7+GmVx5XtJLKtfG3cTu95ItZMvkt+tqq38+GUcKhOOlo2km+kCWRXufSzRO01nezmpgnXOsiHo/z2vE3WF3cQpFcFPQUmlZgX/+9uN6xYh/ouYszQ6+glYpEwnVcGT3Fzs4DrKVncCgudnXfA4DT4aa/8wBnrx4nVhumLT6A3xsCoKd5H9evvM3AwK6P7gHb2HxI2OLKxuYOcLvduN1usnJ5BSj0YIjCbIHCTAFXgwvZL6NndLR1DdEtom1oOGIOjKJBfjyPq8HFQG6AIw8cIRzetp+9//D9TP5sEme/k/TFNKFDIUSniLqiIjpEAnsC5G/kOagf5MgTR97XQEN0i8hBGUuz0NY0vlD/BU6dO8UUU6jrKoiQq8/xwmsv8KVHv8Rf1v8lo+OjhAIhmpubbxOEzU3N/OVXy8dcvnEZ4QEBxV8WT3pa5z//4D/jCXnoru9mb99edI+Og+1BXffqbG1t2eLKxubX4FZDARubX7C76zCDfeWcJ8uy+P7//CFbqVUCvgg+T5BwjYd4pIF0dovu1t0cP/MM/89//H/xeYIU1TzpXAKXw41CkGw+yc7Og7icHizL4tLNE8yvTBAKxHA7vSTTGyRS67ic5cgIp8OFU3HR17aXzdQqtZEWTp59gdfeeJUDO++nt608IWeaBq+c+TF7Ol2VfguCgCIr3DX4CIIgsLG1wuvn/wVVK9Bc1wVt2/focfvRDZ3ZmVl2t95fdf+rK+v2b+NTyHe/+93fdhc+MLa4srG5Q3LkcDW50DM6udEcoldEcAsUZgqUkiUwIXR3CEESyFzNkDyTRPJK+Pf7cYw7+Myjn7ltVjEYDPIHn/0Djp85TtafpXSlxGp6FalVwj/ox7IsfHkf9z95f1WS8q1IPonow9Fy/pRlkXg9QTAQZCYxg7vDja+3vEqWG88xuVguOux0OhnYNfCe1/sFDoeD3Tt3c3bkbEVYQTmPS6wVcR1yMZ2eZu7VOXR0lBYFQRCwLAvXiovWe8v5WJlMhgtDF/B5fezdvdd2EbSxsbH5FTgdbrpat9/RgiAQ8IaIBGs4uPMBBEFgbXORlY05etv2sLQ2XbY9v+cbuF1edKPEa2f/mbXEItfHzxIJ1lSEU3kyzWJX12HGZobI5tMU1Bx7eu8GwLRMkplNOlt2MbM8Sn9H2d3W7w1hmAadzdslNkRRQpEczC2P0drQC5Qt3Z0OT2XSLhauw+PyoWoFUpkEqlbE6SiLsZnFEfbuuIet1Bpjs0P0te8FQNWKpDKbH+1DtrH5kLD/q7GxuUMcloPEdAI9pePp8qCndNgEr9OL0+fEJ/pIX09TVIuYGZPw3eHyitGFHA8cfuB9ix/GYjG+9vmvVT5PTE/wytlXKF4t4jJcfO7ez72vsIKy9bqzphyeKAgC4aNhfvLKTxACAt6e7ZUub7eX3Hzu/S7zvnhkDyk9hSiXwxHNkokgCpiaSXoojbfPi1AQSB5P4g178Ut+Hrn7ERRFYXxqnJ+e/Slml4mVszj7D2f506f/tMqZ0MbGxsamGk1TWd2Yp6O5v7Itm0/xmcNPV0RLTbSR8flr5EdOsrIxR0O8Dber/M6XJYX2xh04HW727TjG8NRFTNOshJV3Ne/i1OWXCAWiDPbeRb6Y5croKSLBWkzToLt1kJA/yvzKBFAWXIViFq1UZGNrhbrYtpmGYepcGH6T+ZVJfJ4ga4lF7j/0ZGV/Qc2hakV87iA97YNcG3sb3SzhkJ143QGioTpqIo28fPofWF6fQVGcbKXWSecSH/lztrH5MLDFlY3NHfLg/gf5++N/T/iBclif7JORZIl7vPdweP9hDMPgmRefYXhjmMADgYoYCd4fZGxsjEP7378+yK10tXfR1d5VNRD+Ut6VqmVZVvk84/ZDo8EPHqb36LFH+cELP6DYUsTEJHczR/BQkNxYjsDeALKv/FpxtbrwXvXy51/988q5r194HWGvgCyUjym4C7xx5g0ee/CxD9wPGxsbm086IX+MmkgjaqnAemKJfDFbtV8QRGKhOqKhOuZWxtlKr9HVOsDo9GWKah7rXS98p+xE1Yqks1vURBqr9m0kV7h3/+cRBIEd7fs5f+M1Opt2ohslphaGCQfjHNh5PwA+T5AjAw8ztzxOf+eByjVKJY2N5ApDo6dJZjaxsDh3/VV2dx8hHIhxY+I8idQaulFicXWKlvpufO4AQyOn6GjqRzdKjM1epaBmGew9Sl9beWXq0s0TGIZOydC4Pv42TocHWVRYXJsGwOv209bQh2nqGKaJ3xtiK73GxtYyhvkeg5uNzW8RW1zZ2Nwh3R3dBEPVTkxSWGJleQUo18IayY+gC3pFWAEIkkDBKPBB+bWEFaBtahQWCrib3FiGxdZbW/zh1/6Q7z37PbI3svh2vhMWeCMHKjz74rM8et+jv1YBZIBIJMK/+9q/Y+j6EK+cegUUEBURs2AiebdX1ARBoCSUqvsmaFX5XJJXIrFgz0ba2Pwyfv9L/+G33QWbj4BL108TCzaykVxBkmQiwTqa6rx43B56O3ajKA7OD53kQP8Dlffm5ZETLG9M4nI5aaxr59TlFzm48zN43D4W1qawBIO+rp14PB4SW2tkckn83hBaScU0dTa2lllYm0IA6qItXBk5hdPp4a7Bh7k+ca6qf153gNXEAn3texFFiZWNOUQJcuoW9x35bKV+lWVZrG0ssZVb5cDgUe459FDlGslMgtn5KfrbD7C0Po0sKezpvQe321Ml/gyjxGDvURxKOerixsR5JEliV/dBTMukKd5BOFjL9fGz7N1xrNLuxeE32D9wV8Xl0OaTzw/+5a9/2134jbHFlY3NHSKKIgExQEbPVGpAmdMm+/eX49Evj1zG0eNAkAW0hIYjUh6IjLRBffCjK6xr5kw2j28iB2SskoWe0onH43zrq9/ixy/8mI3XNlBVFWeXE+6G6eI033/u+3z7G9/+tWtRKYrCgb0H6O7o5qfHf8rcW3OIhog2p+FsLQ+OpmoSUkJV54WVMCvqCqKzLBSNRYP+jv7brm9jY2Pzu06xUER1F9jTWzapGJ+7it8bJuyPcWX4DL2du4kEaqrey631vQxPnWdv3z143UG0ksrpKy8R9EeIhGMcGDzG+Stvsaf3GFK7zI2JcyRzCUKBCIIkspZYqrQ3szSKKAr0tO5mcXWqXJ+wpFYEzsLqJE01HVwdf5tUepPG+lYODNxz2zghCAK18epVsl8Q8kcYL91AFCVa6nsAGJ68QGdLLzPzkxWBpcjOSruJ1BoWFvcdeBJBEDgz9DI10WaW12dpqGmvarcm0kgynSASsmtg2Xx8sMWVjc1vwJcf/jI/fvnHZJUssi5zoPkATY1NAGiihrfBWy64eylNYbKApVr0xnp59PFHP9J+WapFab161SgSifAXv/8XrK+v83dv/x1yT/nnL7kksvEss7OztLW1faB2gsEgv//075fbtCxeePUFJq5MYIomYSvM059/uur4pz77FD/62Y9IkkQ0RfqifezZtefOb9TGxsbmE4qmq3Q276qIle6WAYZGT1Efa6Em3ISqFcgV01XnrG0tEg3W4nWXoyYcipPetj0Iskl9TTPLaws013bjUMoGEQO9dzM6c5mWpjZGJq+xo3Nfpb32xj5WNmZZXJsim88gIHD68kv4vCFAwOcJVAwlzl77Od3tdzYR1tuxm0sjb+B2+tBKRcKhKJFQnIJa4OLNN3A7fFX5VPMr4+zuPlLpZ9AXpajm8XmCLG/MUhttqhybySepra27o37Z2HxU2OLKxuY3IBwO8+df+3OKxSKKolQZTfi9fkzKZg/BA0GMgkF8LM43nvzGb7HHZRH07vLhlmBhmuZ7n/BrIggCTzz0BLquYxgGTqfztmPcbjd/8pU/QVVVJEmynQJtbGw+tbic7ttWgX6RQSUIApIo4Xa7GZsdoqm2k83kCpnsJgFfrOocQRCxrHLekWWZCEL1e1Wg7NoqCAIC1e25XG727DyMrutgmZgWCFhcvnGWSCBGNp9mauEGzQ3t3CkBf4iDg8colTQkWUYUygNQY20LDTXNlHSN6FaUK6Mn6WzaRVErwC3PpbN5J2eGXmF39yEyuSST8zeoj7eyvD6DKAm4nLYhks3HC/s/GxubO2Rzc5PjZ45TLBXpbenl8L7DVfu7aru4uXYTqUbCsiysUYvPPfi537jdkfERzl0/hyiI3LPvHtpa2qr2x+Nx1tfXEV0ikk9CsiS+9+PvEfQGefieh6mpqSGQDpApZpBcEqZm4l310nx/M8dPHGdhY4GAK8Bn7/3sr52HdSuyLP9K0fRewsvGxsbm00RjfSvTC8O0N5VXhKYXb1ITaUQrqUwuDFMbq6enYzfZXIaF9TFCgSgH99zLxWunKKg53M6yxfrkwg08bg+rG0s01rYwvTRGLNSALCvl+laFBF7PThprWxmbHaKndRBBEFhcnSIUiCAKIg6lHLaeTG8xszCGw+FkZWsOd8FDd0cfHrfvl95LMp1gZmEcy7KIR+poqm+r7LMsi+n5MVKZLURRorN1B07Fwdj0DUolDafTRU/7ToKBMAvLM/h9fkZnLtPXVl5l20yt0lTfQlZNEgwE8XicLKyPEQvXEQ3b4YA2Hz8Ey7J+9VEfQ1Kp1Cez4za/E2SzWf77T/47pa4Spa0Soi6yx7uHh489zNj4GJIk0dXZxZtn3mRqdQoZmfsO3Ed76wef/bMsi5nZGdLZNCW9xKszr6L0KWCBOWzy9IGnq677/PPPc+LSCaIPR3FEHRgFg9SFFMGDQZSrCn/x1b9A0zR++C8/pGAWqAnXsH/Hfo6/fZx8dx45ImMUDFzXXHz7G9/+pbbvNjY2Hz7vLpRqG1r87jK/NM16YgXTNFG1AqqqIooSg713o8gOhqfOc3CwOs+ppGuMTFzFMAyKagGP08+Ojv2sbM6xvD5LTbyeZHoTrHLdqR1dAyiKA8MwGJ64QiqdwOPyEQnHaGvqrlw3k00xPn2Tge6yQcTcyhibyWX6e/ZULN3fi3Q2xcTUMA01HZRKKiVdxZIMOlv6ALgxdplYsIGaSBMlXePK6Al0XWew9ygel49Mboux+SEO7D5auebK+iJLq3MICASDETqaezBMg5X1RURBpDbeUFkBs/nd4t2GFh/3IsLBYPC2ZHV75crG5g44ce4EGVcGa8bC1ehCXVM5P3Oe8YVxCk0FMMF3zscffemPeND74B23o+s6f/fM35EIJ7BcFukraWKPvhMSIoDYL3Ly0skqcfX666/j2+3DES3PREpuCU+7h9JGCbPL5PWTrzOyNILaooIG4zfHmWeeglwgGAlWzsk35xkeHWZ3/+47f1A2NjY2Nu9Lc0N7JeTu0vUzhP211EQbWVidxOsOEAvVs5XeIBLcXqFRZAe7+w5Uzmmp7+HyyAla63uoi7UyMXuVY4cfqbj5AaQySUYnrtJa30PIG2dpfZrG2taqvkzNjbCr6zCSVP7XsLW+l+X1OSamR/D5/LQ397znPUzNjlDSS6haAbfLy8rmPCVdpbOlD8uyUFWVmkhTpe99bfsZmb6Ex1VeDfN7w/jdYbK5ND5vAIC6eCN1t5hkZHMZboxdoqWuB9M0yqYdO49Uig/b2HycsMWVjc0dkNhKoCd1wveUa1w54g7SappiexFHuDygFWIFvv/M9zFdJjo6cWecLz/25Q8UEnfmwhkSLQmUqAKAHH7XT1YAw7q9xscv3Atv/WyqJoIscGP6BsaAQX44j1Ew8PR5kGolxInqWUBLKhtUPHPiGUzLxMyaNDU28eQDT9JQ1/Ar+66qKs++9Cxr6hoyMgNtA9x7+N5f+95tbGxsPi0k01t4nAF628oGP9FgLUOjpwj6ohiGweTsTVLpJIIggmCxu3c/sqwgIDC5cJ39/fdXynVEgnEmZm6yo2uwcv3JmWH29z9QOSYcqGF85gb93Xsrx6SyyYqluW6UuDFxDssyKZVKzC9N09zQgSzd/m9jOrvFzs4jFQEYC9Vz4tLzlf3vziuTJPm23C9ZkjFM/X2fz/j0dfbvuL8i/CKhOsamhtjdt/9XPFkbm397bHFlY3MHrGys4Gh2VG1zNjrRMzpKuCyEJJfESnGF8JGyAFsuLPPsvz5bMbQwTZPT508zvTxNNBDlwbsfxOWqnoVbWFuouPoBKGGFwmwBd2s5gTc/kufhvodv619htoB/wI/kkrAMi/xEnuDhIMKQgMPvYO36GqEjITLXMzjrnYhOESNrYBQMJHf5nMyVDKZoIisykkPC2epkcWaRZ44/w7//xr+/re6WYRicPn+amZUZYsEYq+urbHRvIHkkSpQ4O36WhskGwqEwr739GmpJ5cDOA/R19/2G34aNjY3NJ5tUevO2or8+T4iFtUm6Pf0IlsLevvLkVL6Y5cbYZQb7DxEJxVhdX6l6H3vdAVS1CJSL/k7MDpPOpZhZGqGtsQ9REPG6/WiaVtWeIjsYm7lCX/s+hicv0N06WFldmpy/wdziJB0tvZXjk+kEswsT6HoJ8xZhJAgCLoe38rcgQjafxOcJYVkWozOX0fQihqEjSTJaSWUztUJHW/c795djcuYmuqFTE62nsa4VQRArwgrA5XBjGO8vxmxsfpvY4srG5gOSyWSw4u9YnXduby9OFnH3b7sW6SkdKbKdryS5JdYL60xMTODz+Xjz/JvMheaQd8isZFeY/MdJHjr0EI2NjQQC5dCI3tZe5pfnURrKgs3d4Wbz55sU5goIskBADdD7uV7Gx8cJBoPU1NSU207orP7zKnJAxtRM6pvqEc+KHNt/jCujV5BDMoIk4Kx3Upgt4O3xEtgfIHM1g5k0QQL/IT+yRyZ1MYWnx0NhpoCpmhTbiiwvL9PYWP5HwLIslpaWeOGNF0i2JlF2KKxkVti6vEVsIIae0dFTOkqzwsmLJ9nQNhAGBQRF4Pnx50mkEtx94O6P+muzsbGx+VihlVQ2ttYI+kLEo3VMzowTDmyH/61szLKn/wiTszfZ3b39jvS4fJhmOe28tamL+eVpSrpWCQNMpFbxev2Ylsml66fZ2XmEvtaDrG8tc338LAM9d7GVXsfjqc6jqo01UFJLXBk5SVHLV4QVQEdTP0PjJwFIZ5Osri+QzeZoiLdTF2ljdXOBklGiPtaCYejI8vbYt7v3ANdHL1JUi5imTixSS1fbDq5NnC47HWIxsOMggiBQVPMM3TjHvh33oshOFlYnGJu+gSAIqFoBp6M8xmZyWziddkigzccTW1zZ2HxAnE4nsi7janKRPJNEiSmU1kvsjOwkNZMi5U4hmAKsgnvvttjSNjXyiTzPzD6DkBHQshq+nvLgpS6rZMUsz608h2PYwWDNIA8de4i9A3uZfHGS+RvzmA6T1GgKZ4MTR50DdVKlpb6Fv/mnv0GtU5HzMg3GdriekTHdPRcOAAAgAElEQVQwMgYIIDQLFNoK/Hzx5wT1IGaubLvurHGirWqkzqVwh9xEiWIFLYyD26GGwX1BssNZ/Hv8FBeLlNIlfL5yv0ulEt//5++z7lpHkzQC8bIolP0y3h1etk5uoYQVlIhC5nKGzEaGwCMBREd5llXulBkaGrLFlY2NzaeK+aVpNhJr1MdamVuYIZ3foljMc2n4TQK+KKub83S17cDvC6A4HOV8Jue2GLJuCQc/MHAPV26eIOSLoxslVD3P4I5DrLxT88rr9gMQD9ezuDbFtfG3MUyNwf5qh9u25m6u3jyP0+Emr+aq9qlaAYfi5MrwWTwOP2tbq8iSQlHLIwgi2UKaja0l8oU0ifRqVbjh7NIkpgm6XqIm0oTL4eHmxBX6ugYJ+rcLzWsljVMXXuPIwMOVOl3Ndd1cHnmLXb37GLp5hoA3gmmaFNTMbf23sfm4YIsrG5sPiMPhoDvWzQ3tBoEDAYrzRcykSdaX5Suf/QrjE+O8eOZFLLeFdlLD3eHG0+0hdyVH6MEQgiBg5AysyfLMo6ma6Cmd0KF3BpkGGLo+xKH0IURRJK/mkUoS1paFt8OLs7+cs+VqcDH85jD+o36ccnnbwsICSMAtaVhKRMHYb+AQy7Oaqc0UtRO1ZKYzyK0yrjoXgZkATx1+ilgsxn995r9iYJCfzqOtlcNG9KSOZVgIooC2qOHz+Xj5zZe5cP0Cml/DzJjIwerXiegWEUQB/y5/pb+bP9+8rcZWyawudmxjY2Pzu4xhGqxvrlTC/GoiTZy58jL37v88ul4iV8wgyzLCO6F+XS19XBk+w87OQzgd5bpXNfHtiTSX082hPfeSyaWQJQW3y0MyvcX49A36Ow5WtS1LCplcArfTy82JIfq791RyokRBZE//YQpqnoVFiaHR0+zsOoiqFbgyeormhjZEy0FTbSeLa7Mc6L+vspJUG23i1OWXqK2po7O9p3LNUkkjnU7idflpb+gj6I8C0BBr48roCfYPbE+sjU1dJxKI45CdTC/cJJnZQBBE0pktZFnm4OAxcvkMgiji+SXuhTY2v21scWVjcwc8/uDjtNxo4dlXn0XukAl/NkzSSvL3P/t71pJrBB8KIogClmmReCVBDz0UxSLpC2lEj4i3x4ue0TE1Ez2to8SUqutrEY2l5SVODp0ktSOF6BApjBdwxKrzvKSohJk3EQPvrATVy0guCSO3ra4kv4QgbicPK1GFwHqABzoe4OroVZrrmzn09UPMLczx2guvoaU1ClMFjIJB6HBZ8OlZna3TW3g6PDjjTv7Hj/4H6aY0eTNPsDeIElLYOrWFWTIRFRHLtMhczVTOr7QdU8hezxLYW17h0hIadWLdh/fF2NjY2HzMKRRz+D3hymfdKOH3lT/LskLQF8GpuDh3/Ti5Qpa2pi4a61o5M/QypmkSjdTRF99523X93rLbq2majE1d48jAZ7k6dppoqA5BENBKKqnMJkf3PgaUwwdHp67R1zlQdR2300OumKMu1sbI1CUUxUnIF2Vtc5mBrrJdusflrQgrAIfixO3y4PcFq66VyaUI+2vYSq9XhBWAKFbnUBWKeZLpBLu7jnBx+A1qo83s3XEMgFQ2wfD4ELt69+H1+D/4A7ex+TfGFlc2NndISS/h2uvCWbPt/rdZ2MTR5aiIGUEUcPe42VrbQmgT8Lf4UedVEicS+Np9OC46cLgcJLIJaNu+tnPDSWx3jJRUFlaWZSEoAoXZQsUwA8BYNxB6BNQ1FdknY21YGIVq90AjY5RXnaR3ZhLXS7TVt9HX00dfT9lM4vyV87wx9wZSl4TRaJB7NUf08e2BUPbJCIKAp9uDIAis5lfx1/sRx0WUULk/gX0B0pfSmFkTQRRwxB0U54uV/ZZlYWwZODucJM8my4nOGYEvfvOLH9p3YmNjY/Nxx+PykcolKp9lSSGV3Sy/599Z8Vlam6a/8xCaVuT10z+jqbaLBw8/jaqWV5FOXXyVo/sfQpLKReq3Uhs4FCc+b4DNrVXqY204FCddLbu5PHICw9DJ5JMc3fNYpd1IsJa5lbH37KNlllejaqNlC3XD0Ll483VWNmZpqe9BUZwUirlK/StVK+Bx376a5HF5uTk+RCRYRyK1RiRYg6oVWN9aJp3dQitpGIbOtZGLBDxhJEnGAlobto0zgr4I04vabde2sfm4YosrG5s7xO/zI65Vx7gpsoKeq3Yw0rM6aTGNHJJJnUnhbHTiiDoo3Szx5a9/mX86/k8ILoHkySTORieutIsDrQcIBoNoOQ05K5O5ksFR66C0VWLrzBbOWifSqsTuxt0MnRjC2eFEnVfxZX1glkMBPX0eBASyw1mkCxJqjYqkSjSYDRz5wpGqPl4cu4g8WH4dyF4ZpVnBLJpI3u2kZNEhboePGOXVqV/kTkHZsCOwN0DdRB1ut5vpwjTprTTpc2mcNU5cGy72t+9nKjmFXCfjSDo40FO+TxsbG5tPC6Io0lDXzKWbbxIPN5LKbuL1+Lg4/AY1kUZSmQSSJGOk1lBLRbyuAD2tZVt1t8vLQM9d3Jg4x8kLP6ezpY/FlVnqoi0UtTVyxTQdzT0k1RQAIX+MfTvuZXx2CFESkKXtyTnLsrAs6z37aL2rxEdRKxDwh0jlNnnrwvNEQrVcGH6DmnADsqyQSK+y5105UPNL02xsrtJc18NaYoHLI9O4HB5My8Dr8tPW0MfV4fOUdJU9vceQJJlTl1/CNA1KuoZD2Z64zOTSVeLTxubjjC2ubGzukK6OLkLnQqT8KaSQhLFs0FPbw+j0KGqNirPGibqqIiwJSE0S6ZE0obtDlVUtNaryo+d/BPeAX/RjlkyKk0UONB+o1IPy6l7Wzq8RORZBkAW83V7UZZXCfIGQHGI5s1zJ46Id9CkdcU4k/ngcyVMWRp5uD/Vz9RzdfRS3200kErntXgyheiD19frYOrVF+GgY0SWSG84hB2Us3cIcMTk2cIxT50/hqHWQvprGv7Pc/+zbWf74K39MJBIhnU6TSqUIBAKk02nq6+uRZRlVVVldXSUej+N2u2/ri42Njc3vOg01zdRG69lKb1JbswOn041pGkzM3MTvDRILNzK/MsGurkNcGTlVda7L4QZBoL1hB+PT17l3/+cr9ak2ksskUhtk8gk2k8tEQ/VsbC2TLSbpatvJ1fHT7Ow8jCiKjExforG+9b26RzgUY3L+Ou2N/RS1PMNT5xjsP8TS6hx1kVbikXLOVzK9wfD0ee7e/5kq4WMYelVeWXNdJ1fHzqCVijgUFwM9d72zvYtz115FeOdazXXdbCaXuDp2ht3dh5ElheGpi/jcAZbX5mmobfmwvwobmw8dW1zZ2NwhgiDwx1/+Y06dP8XS6BJ9bX3sHdiLrus88/wzzF6fpTHayFf/4qv84Cc/IC2nq3KfHI0OMsMZAmI5/0hURNy9bhbHFivHfP3zX+c/PfufqooCO+udFBeKaEENvaAjC9s/Y6FeQPJKFWEF5Xpb6VK6Yp3+XtR565hOTyMFyucV5gp4e73kJ/LoGZ2B8ACyS6Y0XeLo3UdpqG9gamGK2a1ZzLxJ8lwSyS3h9/or4i0QCFQs5W9dnXI6nbS02AOkjY3NpxtJkomFayufRVGiq20HF66eAkGkLtYMlMeafDFbsUYfmx2iVFKpj7WytDZTEVZQLuC7uD7Jnp1HmFkYZ2F9koA/zJ7+I4iiSG/nLsbmLmNZJi2NnYQCt0+2AbQ397C2ucK1ydM4FCeDOw7idLhIZbZo697O9woFYnjdgdtWlNK5FJFAbdW2hpp2phZu3FbPq6GmjRuTF3C5vIT9MZw1HUSCNUzMX8cwdDwuH+5gDRuJZVtc2XwisMWVjc1vgKIo7Nu1j92l3USjUfL5PNPT0zzx8BNomoaiKDidTp584En++gd/jWmalWKP+oqOz+nDMq2K6NI3dFpvmUmMx+PE3XF0Q9/OmUqWkLwSjqwD2ZIpWaXKwGaumhg5A6NoIDpF9JQOAviVX54E/OQjT/KTV37C0tQSG4kNHK0O3C1uaAFj1ODY4WPU1lYPlDu7d7KeXUeukdHTOoIi4LnpYWVlhVgshiRJbG5u4nA4KiIrnU5TKpWIRqPv1Q0bGxubTzWiKNHTsYvh8Stk82nCgTg7uw4yPHmBTD6FYeiICPR3HUSSZApqtmpcWViZwOFwIopiVcHfX+D1+Nndt79qWy6fqey7lZpoHTXRasMhj9vLZnKFSLCWbD6FKEroxu2Or35PgJm5CVrZ7sPq5jySKLOxtUxdbFskJVKrhIIhltfmcShO8oUMTbUd7OwsOx1eHz+LIitEwvHb2rGx+ThiiysbmzvEMAx++NMfsiasYUkWhckCJaWE0qSgn9cxsyahphDaoobqVVE6FDZf2cTV7AIDSislagO16Od1ig1FpKJEbbGWw1+qjlv/+uNf50cv/YhcTQ6jaFBcKhIOhTnad5SAL8BL514q17nKyrRL7azkV1j76RpKRMHZ4MRIG5hB85fGq8uyzNOfexqAS1cv8cbwGxQXizhSDnr9vbcJK4D9g/sZ+vEQc9fmcDQ4MLIG2WSW/3XpfyGvy1iGhRW3EAyBWqsWy7LKz0q28GV8fPPz38Tvt52fbGxsbG4lFIhw9/4HuTkxxPDUBSKBGkzLoKWhjc3kOl5nEFXLc3H4ddpbergw/BrxcCMLK5PEww0giFy6foY9/YeqVrXeTUnXuDJ8loAnAhZkClvs6T+MLCvvefzI5FXUosr15XMIgkBtrBlVK2CYepXAg7LrYTgUZWjsFLWRFjZTKySSK4iiTKGYY2j0NLXRZpY3ZggGQnS29tHR2sfVm+cpqAUuj5ykPtbKysYsRa2AbmnsabHrWtl8MhDeL5nx404qlfpkdtzm1+Y73/nOb7sLvxTRJRJ/Il42p0iVSJ5NEnsoVlmFyo5kyU/lcbe58feXRYRlWWy8vAFSOdTDKlkUV4tggDPuRHAKlLZKGKlbcqAkkENlt75frEhZulV9zLtQogq1X6qtrHYVZgtsHt/E0j/cn40Seaedd8IW1WUVI2+gbWoE9gYQlfJgq66ppC+mUcIK6rqK6BLBAG1dw8ybH2qfPiy++93v/ra7YPMp5d3vvt//0n/4LfXE5qNCN3Rujl8hl89SVAs4HE7i0TpyuQyGYZDOJfG6fQiiQF2skdp4Y8XgIZ1Nki/kiEdqkSQZ0zQ4e+Ut9u+4H0Uul+tIptdZTy/Q076rqt355WnWN1fKZkf5NPt23FcJN8wXMkwvD7Ord99t/d1KbbK+vkZ36wBXRk6xs+tgpa3N1Co3Js7SVN9OZ2tf1XmqViSRXCeZSRALNBIL1TMyfZnN1Cq5fJqOll662/urzhkev0IytUlJL+HzBulu30HAV13Ww+Z3lx/8y19Xff64j8XBYPC2WWt75crG5g6RvBKOaHlwKc4XkTzV9aRcTS5yYzkszcLIGdvOewJE74+W60HpFuv/uo4SVwgdCmHkDLLDWQozBfStsuugp91D5MEIgiBQSpfIj+UJ7A2w/uI66pL6nn2Tg3JFWAG4WlyIXhF0MIpGVZHh3+gZBKSqfDBHnYP0hTSCIFSEFYCzxokSVSglS7iaXAT3lnOw1FWVjVc2PrYCy8bGxuaj4NrIBbqbBvF6AliWxeWREywszXD3nkdxKE4M0+DijTfY3XWE65Nv01jXyuzCBJlcmobaZuri23lLoijhdnoqYgcgFIgzuzJa1ebq+iLFvMre3rLJxMTcNS7fPEFTbQdNdV143H50vRziZ1omiyuzpNJb1MQa2Eqt01TbA5QnBm9tKxqsJeiL4ZJ9TM2P0dHcU9nndLior2lmdWOJWKie6cWbBHxh+tr3AjA5f4NroxfY1bMfQRCYmh8j6Imxo60cEji7NEI6k7TFlc0nCvFXH2JjY/NeWJZVKdZraibcsiikZ3RSF1JE74/i7faSuZ5B29TQt3TcLe6K8BBkAd8uH+5GN9qaRu5mDv8uP7HPxnA2OBFcAqG7QpVwPiWggAmI5bpS7/cL1jN6lcWutqHhanRR93/UEbkvguj7cH76RtaoakdP6kh+qRwSaG5vV9dUzIIJJgQGApXtzlpnRaDa2NjYfBowTAMBEa+n/C4UBIGe1j04He7K6pQkSrTUd7OV2SDgiXL28pt4HEG6m/ewsbHBxMxNoDwOpTIJ1JKKaW7PmuUKGRwOZ1W7S2vzdDaXV7KmF29imAYHdz2IzxPk4o03KKp5BLFcV/HStdPIuOhp2Us2kyWbTbOeKJstmaaBaZq3tJXG6XDRUNNOKpXgvXC7PGRyW6QymzTE2yrbO5r6yWQyDN08B0AqlaChpv2ddkyioQbWNpYq95ovZCnpds0rm4839sqVjc0dICgCoSMh0pfT5RwqyiFyybeTuNvdZIezhO8JV0RU8FCQrRNbWLqFEq2OZ7c0CxQoTBcIHg4iCAISErFHYqw8t3JbKN8vxIylWzjqHegJvSxc3kGOyEgBic2fb+Lb7cPIGGRvZok/Hid3M4epmfh3+ilMFdDWNSS/hCPmwFHnQFvTUBdUkEEJKzhiZeFTmN1eSbuV0maJ9RfXCewNYGQN8pPlVbXiQpH1F9fx9nkpzJQLHwuKgKAJZQOPW1bVLMOO8LWxsfn0ICDcVl9Kfw/BoBslnIqbZGadtoZ+YuGy/Xk5NO8EyVSCi9dPE/JHkZB46+Lz9LXvRzc0ltan2bfrrup2BQHTMhERSaY32LvjGADRUB2mafL21Ze5a/9n2NhaIxZsqJhOtDfuYHNrhdmlUYpagUiwllOXX6SrdQBd11hen2XvjmO/tG5WZ+sOLl07ja4bVfm/FhZupwe3w0cml6pcY3VznsW1aQLeMIVigfGZYbaSGwS8UdRSHofiYEf34G/2RdjYfET8m4grQRD+J/AEsGZZ1q53tv1/wP8JrL9z2H+0LOvFd/b938CfUg5e+r8sy3r536KfNh8vPs5xtj87/jNGa0ZxNbnQVjQcEQeFkQL+u/3khsvGE7eGxQmCgMt0kUvmyKfzGDkDQRJQIgr5yTyCS0D2ylWGE4JDoL+/n9RoCmPQQHSIFBeLSG4Js2BSmCtQ87kajDGD3zv0e9TX1/MPz/8DCy0LZK5k8A36KK2XkEMy/kE/2RtZZK+Mf3c5/8u/2491xiJpJAnfG660nTqTwtAM/IN+lJBSObZ9ub1ienErmqYxOj6Kv8OP57CHpdUlOv+gE7fbzX/53/8F9/1uRLn8LLI3s6TOpwgdCoEE+bE8jx59lPvuuu8j+65sbGxsPk6IooiiKKxtLlATbUIrqYzNDlFU86QyCf5/9t4zSJLzvPP8pSvvu7rae++me/wAMzAECCNaUaQoKeR1saHduLvYXeq7LjY2du/D7fFCexu7saIuTkFS5JI8GoAEQIDwg/Gmp3vae++7vK809yEH1WgMAHIokhgC+YuYiM6szDffzJqqt/7v+zz/x+sJMDF/jWhiF4fdRSobx+s+HBanKDaGxy/R03KMmkrTYbZQzHNh5AX6O49xaujhuwyMmuraGZ+7QnfrCSTp8M8/rydIVWUdDruT7b11vO7Djq4BX5ju1mOomsq1sVfobjlOPLlHMh3jRN+jCKLAzPII1VX173nPsiRzcvAhpuZvM7lwg57W4xiGweTCDeqr2iiqBbK5NNWROqYWb5LNpznea44LHU1HuDL6Mkc6H8DpcAOwvDHN1u76ofBIC4v7hd9UWOA/Ak+/x/7/yzCMoTv/3hZWvcAfAn13zvmvgiC8v92NhcWHwIn+Exjz5gxbKVYis5DBI3pQL6nYIjbcrW7yW/ny8WpCxSt70dHxHfURfDCI/5QfNa3iaHbg7fVSWC9QSh1Y2qobKv1t/fz5p/+cxpVGguNBKjcrUXdVMjMZAqfMgsRCo8Do9CgAsUIMySEhSAKyU8bZ6MQeseNodJBbyqHlNIq75gypIAnE83Fs1bZDg7Czw4le0svCCkBySexmdjl/+TwXr12kUDjI9bLZbAz0DdDc1EwkEmFoYAiv14ssyxguoyysANzdbgzNIHkrSez1GH1SnyWsLCwsPnb0dR4lXYxxdexlLo38FEGC/u5jbMUWOX/jx9SEm3j4+Gc42fcJgr4I00vD5XM1TSVXyIAgHLI0t9scuOwePC4vM4vjrGwsHArfC/oraKxvZXLhKtHkziEL9cW1CeqqmwGorqxnZfMgX0s3dGLJXdxOHwFvBacHnmBjb5GCmkGUDG7NnGd09gKhYIjaSMP73rMgCPS0H6GiooLXrz3D6MwlqisbqQhUs7G7SDhYRW1VI4pNIhw8bAHfVNtFPLVX3m6o7mB7d/3dl7CwuC/4jaxcGYbxpiAIzb/g4Z8H/odhGAVgURCEOeAUcOnX1D0Li3umurqaM7VneOEnL+DscRI8EyS3nCM/myfcGsYwDFKjKfLLebSshiiLGEcMpGsSriYXYA40viEfsRdjhHIhHn3iURbWFtjObyPoAp3BTo4PmvVIPv2JT+N0OjEMg//y3f+CNnQQW6/v6zQ1mjOXDhzk9JyZ8/SO0IvElQSebg+OBgf5tTyFzQLeI17UoooYPzzHUtwsYmBQipeQfTKCKKCrOhtrGyQaEgiqwNXvXuUvPvsXBAIB8vk8siwjy3d/nSiqQk7LIUoielFHTarYSjb8Hj/dvd08+fCTv5b3x8LCwuJ+RhAE2hq7aWs87K4Xqaghm81SEaguH9fXdoo3rj/D1bFXUGQ7idQ+rY0dpDNJ0tk4XncQMEPGc/k080vTtNb3k8kluDZynhNHzpZXqoL+CoL+CjK5DCPTbyHLNjRNpSIUwe8127HbHFRURLg+8RqKZCOe2meo+1x5PIkld2hr6qIydFgAvRcltYgoSEjSwRx5dWU9smxjcWWG9e15FtcnaK5vL/exsbaVmYXJQ+3sxjZore8pb8eS2/i8lsmFxf3Jh51z9b8IgvBnwHXgbwzDiAF1wOV3HLN2Z5+FxX3D8689z+jcKPYWO+4OM0zB0+NBTaoUo2aYoG/QR+J2Ak+bB3vYTCyWve/6yBlgF+2U5BIXFy5SbavmXNc5Lk9eZj43z3/6h/+E5JDAC/acnacfeJoHuh/gzdE30Ro0SEBVuoquDrNQ49PnnuY/f+s/42pzEbsQw9PjQdvXUJwK7i6zn+5ON4nhBPuv7SM6RApbBRI3E7haXRTWC6grKoIskJnJmIYdMhg5A1utjcxkBlerC+2oxnOvPUe+lCchJhB1kfZQO59+/NMIgkAsFuPrz36duBCn+GoRwzCwVdgQMgJnes7w5CNPvm/NLQsLCwuLAwwMqkINDHY/WM5pGp5+k/aWXq6Pv05X81GcDjcTCzdwOz0MdJi5Vm6nF5tiZ2ltlramnkNtup1uTgyeu6v+YTqTYnLuFk67B1lS8Ljd+P0B1rbmoLqdWHKHeGqHpsYzH9jnYrHA6PR17LITTVdRFIXejqHytcLBCOFg5D3rL9rtThSbzOTCDWojLWzuLrO9t0o2l6KreYhkJsbs6m3OHn/8n/1sLSx+HXyY4uq/Af8e02Pt3wP/J/BXwHv94vrAjPfZ2dlfeecsLN6P5dVlbhdvU/AWyoYPb6NUKGQmMihnzZC6wmIBX9+BO56t0kZ6Mo272xQ6iWsJNEXD2eVEtIus7qwyd3MO71kvFCGTzBA4bc7OFY0iP3j9B3zugc/xeMfjLK0vEfKFqG6pZm5urnyNwlqB4lYRQzfIzmQ5cewEi5WLh/ope2Uy0xmcTU4Uv4LoEEmOJCklStiCNirOVpgrViWd+IU4FU+a8feGYRB9PUrwbJC51Tk8j3rMulsYjK+MI78s09bcxvMXnkc7qeGTfcQvxfGf9Jct24enhnFfcL9nYWILCwuLjzuqVmRrf5XqigY0XWN48jyDnaZgeluICIhksilsip2JhWsIgsDR/gdYWTv8Xe9zV7CyNfO+13q3sJmcG+Fo18PlVaTZ5VGCgSCRcC3bu+v4vAFamtoA2Itus7qxAAiEAmGa6tvL7YzPDtPfega7zTR82txdYnVjgca6tg+8/tu0NfVw7dZ5HDYX1eFGupqHuDj8AtHEDm6Xj3NDn2Jy7ipH32XaYfHR4378jd/R0fGBr39o4sowjO23/xYE4WvAT+5srgHvDNqtBzY+qK2fd5MWFr9Krk9eR+lUELMiyetJHDXm4GEYBrmFHLZ6G4lrCcAsNJydz5ZXtwzVoJQoma8boGs6rnaXafJwNoCW1bB1mIKtuFPE0egoX1cQBKgFj8dDd3c3Q0ND79vHtx0GDd3g9MnTTL42ibPOedDPpRyRT0eQvTJaTiN5I0no4RDRV6Kms9+del3FnSLOduehPjibnUTfiOL1eRHtByGFSoNCdDrKU+1PUbxWNHOuDANBFg7VwlLaFXZXdjl37twv/yZYWFhYfARZ3Vwk5Ksik00yvPsW6WwCt8tDNLmDy2maERVLeZLpKE01XXQ1HkfTVG5MvsnMwgSSKKCqJWTZnOBb3pii5gPyoN6JYRgosu2Q2UVTbRezq7fo7zpGa2NXeX8ssc/m1jpHOs8hCiJr2/PML0+WV8gEQywLK4DqcBOjsxfuElfvx150m5a6bqrDTeV9jbWdOB0ewoG3wxGtakIfB34bf+N/aOJKEIQawzA272x+ARi78/ezwLcEQfgqUAt0AFc/hC5aWLwnkWCE1eQqil9BDsjsv7KP7JMp7ZewNdrQUzqCImBoBqIhYpQMouejSG6J0n6J8BPhcluGbpC8kcRebacULSF5JNQdFSIg+2Tya3nzU3AHOSMTCNxbnHkkEsEhOohfioMMet40q3g7RFFySthr7RR3iuiajpY9yOeSfTLZhSzO+gOBpSZV7E47foefnJErzzxqaY0Kf4XpjIgDFRVBEO6yWtdiGjWVNfd0DxYWFhYfB3b3t8pFfsEUPCMz50nnY4xMX0CSJPLFLD5PiJA/AoAkyXQ3H2VlawWIvJcAACAASURBVBZJFrg18xYOmwtVK+F2u4mEf7Efp4IgoGmHS24k0vt4Pb67jl1en6O/9QyiYAqc+qo2hqffLL+uGeqhkL9cPo3dbr+rnffD6/axtrF6SFwl0lHCwZryc9EN7f1Ot7D4UPlNWbF/G3gUCAuCsAb8b8CjgiAMYYb8LQF/DWAYxrggCN8FJgAV+J8Nw/oEWdw/nDt1junvTZNuTONqcYEGj3Q+wujCKMmepFlLpKQjiALSFQm1qKI6VFxtLjKlzN0NGmZMvRpXcUfdVNmq2F3aRagUULdU8nIepU7B2DDo9nXj8Xjuqb8ej4cjjUeYyE6Q2knh6fVQipYOH2RA8lYSt+ymlCyRHEniandR2ithrBlknBkcdaYZhiAIePweHup7iBdvvYjWpmHkDdzLbh75kun890DfA7x4/UVsXTYEu0D8UhxPvwcjZeDf9HPiyyd+2cdvYWFh8ZFFeM/MCOhpH0S7U7xXEkVGJ24cPu+OiJFlhZOD5yipRSRRQhTvzWy5MlzN2NwVWup6SGXirG7PcuLI2ffu6wfkzTbWtnJr+jztDUcoFHMsrI/dUwifx+2jpOVYXJ+kqqKBzd0ldqJrVFXUoaol5tfGqK9pvqd7s7D4TSG8X8G3+51EIvHb2XGLjwSapjEyNkIineD4wHF8Ph8j4yP8bPlnSG3mYKYtaDxW9xjtze1cuHqBW2u30Co0BLuAq8mFYRhm7Sm/TGGsgN/r53T/aR44+QALiwssri/S09ZDqVRibmWO7tZuGuoPh3eMT41z/uZ5ovEooiHi8XhYml1CtIkgmKtMX/0/zHphq2urPPvSs8QjcQrbBXwnfBiaQeJaAjWpIhgC/c39pIopVpdWMRSDQCBAV0MXV29fRRM0RIeIs9mJfd1OpDpC0BnE4/YQ9AU50nfkkGNgLBbjtQuvsbCygOJQkASJM0NnODZ4DFG0wjksLN6Pr3zlK4e2//QL/+uH1BOL3zTL6/OgiTTWdGIYBvOrY3i87rtC+0YmrtJU04PfE0LXNW5OnkfTSxztP3MoHO8XJVfIMrswgaZr2BQFWVbwuHwoio31rWUA6qqaiITNlaP92C5b2+v0tJ5AEAS29lbYT26g6Tq6ruH3BqmJNLC2tYRNsVFf04L0HkIvX8gxOXuLVCaJYejUVTfR1tRTFm670S2i8V3CwWoC/hCTM8PEklGcDjdN9W2/kGOhxW8X3/jh/31o+36ueQrg9/vvmmX4sN0CLSx+K5EkiWODxw7tG+wbRNd1bt6+CcDRzqMcO2Ie09fVh91mZ3lnmb2tPQpLBTRNQxZk8qt5POc8CF6Bi+sXSZ9P89QjT2G32dmL7tHV3kVLc8tdfbh26xqvrr6KckzBoTtI3kqS1/M4Gh2EHgqBAKlbKW6N3WKof4hiqUjOn8MQDRBg/6V9EMDZ7CT0SAgMmL05ixyUkVSJwEmz0O/Y0hiOLgfuLjfJ0SS5hRzOh53E3DF2E7tUrlTy+EN3uzYFg0EyxQzGcQM9oFPKlrg8dhlRFImEI9TXvXexSQsLC4uPK011bSyvz5dD7KrCte+ZMzXQfZzJuRHG52IU1QJOu5Pu9qGfK6z2Y7tkcimqw3XYbGaYnqqpjE5cZajrIWyKg/3EFhu7CwR9Yfb2djnScRYBs0iwpqvURBpwudzoqFwZewmHzYXL5SabyzDU9RCKbGMnusbCyjR9nUffty+arjE8fpmjXQ9htzmJJXeZXR4hX8jT32WOnZWh6rKA2txZQxYdnB36FAYG04vD6LpOVbj2fa9hYfFhYIkrC4tfIUcHjnJ04GAw0XWdr//g6+y6d9E8GvaSnc8++lkqghV864VvEVWj+M74kJzmjJ5cJzMzPMPW97fYce2geTRe/dGrPH38aXo7ew9da3h2GNuRO26FEviGfCRvJpHsUtmQwnfUx/Xb1xnqH+Kt4bcQ+0Tcght3m5v0VJriXhFPv8ecJRTAd9zH3ot7VHyiomxC4WpxEb8SRxAF7NV2FK+C5L7TX7/MvrJPLBYjGAwe6l8ymWRH2EEO3MntckkkI0meW3gOx7qDmis1/PEX/tiyZLewsLB4B011bTT9HOMHUZTo6zz2gce8E8MwuDl2iaA3gtcdZGz6JjVV9ebq0uYibfUD2BRTmFX4q1nfWWBlY4Fj3Y+Uv6M7mwa5NXOeYrFAPBmnLtJKLLFDrphCEAS6m4+jyOaYFAnVs76z+J5W62+zsbVCa20vdpuZ0xv0VeJy+sjnMuiGXs7nepvNnVWGOh9CEAQEBLpbjnFr5rwlrizuOyxxZWHxS7CwtMBLV14iRw634Obzj36eqsjd1uIjYyPshHdQahRkZIxKg1dvvIrH5kE7riGOigjS4YFnN75LuiONo96BjAwReO3ma3S3d/OTV37CUnQJgNR+CqfhPBi4RHMALSVLxK/EQQBRFnFLd5wK31XRQC/o6Fn90MBX/vvd0Rt3dhuagaAc7q8hGaiqyrvRNA1DOnxNwSYgSRJyg8zG6gaTM5P0dvXeda6FhYWFxS9HPBllbmkSWVJQtRLNDR0UCjlqKpqoqWwGIByo5sbk69RETLt3WVIOtfG2sLlrfDDM1a9woJbljWlEUSKdTZAv5ql7l3HG2+cahsHU/Ci5XA5d10hm4gR9YRLpKP1tp+++7p3rvDv9TEC4qz/vl6NmYfFhYokrC4t7pFgs8syFZzCOmzNyaT3N177/NRqrG+lt6eX44HE0TeNHP/0Ro7OjaLKGT/FhC9sQBIG8kEfUTVHlanWRup3Cd8yHIAgUY0WK6SLitojklsiv5tELOnJa5rULrzHtnEYeMj+2yq5C8koS/xk/AJmpDGpWxd3lxtXkAqAUL1EYLwBwtOsoP1v8GVKrqZzUfRVnk5PcUg5nszlzmJ5O46hxkL6dxjvkNfu0XyxbrusZndxSDketA0EW0As6npSHysrKu55TMBjEl/WRKqTMWliaQW4+R+BB0+1QrBRZXFu0xJWFxc/h3TkIFhYfRCRUzycf+BL5QpZbU29xY/QCmVyKJx/88qHjCoVC+f9WbaSFR09+HlEQyebTLKxNkc2n8bkq6GgaAGBhfZLZpdu0NPSSyiY41mO6GhZLBX526bvkc29w7tinEASBZCbG0voMY7NXcdicPDj0O3Q3NQMQT+6xubdMQ1UHw5Pnqa5sJOANs72/RiK1TyK9x+TCzbvuyybbsckuNL2EpmsYus708ghjs9d+jU/TwuLescSVhcU9Mjs/S6GugF0w49UFUYAG2PBvsDKzwvzSPDvxHbJdWYIdQYqxIokrCfwn/ShBBTEnYnfayRQyyH4ZR72D+IU4ekZHcApUfqoSo2AQfSNK6JEQkksiv5bn0sgl3E+4y/1QKhU8Mx70yzrpTBq9pCMhlYUVgBJQ2CvuMTs7i9vu5mzkLGO3xzAwyLlyOLucZOeyxK/EMQwDNaViFM3VpsJ6AYfTQcAWQBRFUq+mcMpOTvSdYHl4mUwxQ3Wwmt/93O++77P6k8/9Cc+8/AyJYoKt9S2UFgUtp6EmVdiF/jP9v6Z3ycLCwuLjSVtDH6pa4vr4a5we+CQ2xcH6ziIXb73AJ8/8vuloa+iks4nyORs7izzz6v+Ly+khm0uRySUBGJ46z8LaOGBaoRfVAnvRTQbPHDj/2RQ7QW8li+tTPH/+m9gUB6lMjGw+jdPupraymdpIc/n4gC/MxMINWuq6efzMF1lYmyCViXO05xy6pnFx5EUyudRd91VUC+zFN3lg8ElkSWFq4eZdoYMWFvcDlriysLhHAr4A0uLhuLniXpHCVgFXi4uZxAz5dJ6KQAUAtqANZ4uT1LUUoihia7SR1bKkf5bG0eTAUA0ceQeqQ8X7sFkkMrudxXvMi+Qyr+OodxBdjOIsOMurSIZugAZ/81d/U+7Ht5/5NhulDUTlzjGGgeEw+Oar38TZ7sSx6eBLn/gS9XX1/Mf/5z8C4Gp3mbbrsRLFnaJZZHgyh+gXkdokUvkUFakK/vWf/GskSeLrP/g6yWAS3aGzt7lHIpnA7T4Qfe/E5XLxR5/7I1698CpJzTTcSFxJ4Op0gQJvXn+TP67/Y8s90MLCwuIOTruHoC9MR/MgaqnA9NIIe/HNn3ueTXFQHW4kX8gxvzrOYNfZcj5TfVUrGzuLXBl9mUhFHfvxLUK+Snaia9htLhqr22iu62F5c4ZUOoYkydSEm+hqHmIvtsn82jjFUh6AbD5FOpsg5D8wz9ANHQOdWHL3UJ+C/ggupxdVK5VDDw3DoKQWqak0a1gl01GO9jwEmKHsIV8EnydIdUUjC2vjuJ0+vO4AC2sTPDD4ZDmvq6ftOKvb8+xE1/6ZT9zC4leLJa4sLO6Ruro6IpcibG9tI1fJ5FZyZgHdT5oFdKkHuUImt5jD1WauIomKiFbSsLXZcHW6SI2mkEMyxf0itrANuVdGWD6IHTdKBpL9sICTXBLRt6IEHwyCANHXoyDAv/vav6NCqUCySeymdimsFvCf9JOZyqAXdQB0dOz1dvQ6nRcuvMDnH/08qqCSGk/h6fagplTSY2n8Z/wU1goIHgF3p9usayUJbBQ3+OlrPyUUCLFXu4ccNr86tFqN584/xxc/+UV+9MqPSBQTpKIp3BVuPLKHk50nuT51nfXUOmpeRVd1Kn+nshw3v7m5ycjYCEePvL+jlIWFhcXHBUmUCfjCPHLic0iS+T1bGarnlSv/H6lM/K7jPS4/AW8FJbWEKIg8fPwzjM5cIplJ0VLXfbhtSaYyGKEiUE1LXQ/zq+O4HV6qKxs5feQJAKoqTBfXXD6N1xVAEAQGOs/gdvq4PPozdEND1UpMLQ7T13YSjzvA4toEqlZCEESCvkrcTh/pbJxYchdJlGmt72Vk+iJ9bScRRZFbUxcoqUVuTb2FYRgUirlyH+PJPRx2J+2NpwCoDjdwc/JNmmu7iCXM9g7f073V8bKw+E1giSsLi1+CP/29P+XmyE2mxqdY3l9GDsiHEm3tVXYS1xK42lwYmkFhvUDlpyvJr+aJXYjh7feiBM1ZvOxCFrWkouQVtJSG5JVwNDqIX44TeiSEIAhoeQ01oeKocZCZyaAXdJSQQuCUmb9UKBRI3EwQfDSIM+Vk/7V9wk+GkRzmwJO4Ydaykn0yW+ktnn/1eezddtSMyvYz2wiKgL3KDgIU54uILpHCZoHAGbN9vaBz9eWrNFY1Ih2VyExnUJMqSsg06vj2C9+mcLRA/HIc/yf8CKLA9uw233v5e7i73PgH/aYgfDVqmmLccSKUq2VmZ2ctcWVh8QFYda4+Ptyeuk4qlSwLKwCPy0fIF+F3n/zTQ8eOTFylrX4At9MHwOTCDfYT2wx0nGFhbYLRmUuc7H8MQRDI5tNEEzv0d5zBrtjRNJVoYpvTg0+ia4cNiRqq2hAEkepwA6Mzl/C6g9RVtXCs/0F62ocoFHKMTt5gN7bJ8uYMkVAdbo+XTtcRTvR+whyzdI0bE69hs9kRRYHethMsrk+xG11HNzSO9TxMyG/m6l4e/RnRxDYhfxXR5E5Z4L2N0+4mlU3QWNvB9NIwPa3HAYgld6mJNPDJc5/7lb8PFh8eH4UcU0tcWVj8EoiiSF93H5WhSo7ljvG9l7+HoRtlC/TSRgl5Xyb6WhTRJZrmEKKAo9FBdj5bFlYAzhYn8TfjfOahzzC3MsfW4hbp/TSlRInom1Fkl4xe1NFyGq5ul5n/NJbC1XKQWyXaRUSbaRohuSVsFbaysALw9HrIzmbx9HsoiSU2I5vkZnKoSZXKpypBgvTtNLHnYzRWN7IUXcJ31neofSkssZHfQH1TxTvoxd3lJr+ZJz4bR66UEfYEJK+EIAvEL8VxdbrwdnvJb+VJ3kjiO+rDVm0jt5DD3WmGEarrKt2th2dXLSwsLD6uhEPVbO9toKolZNkcJxLpKOK7XGXzhRzFUrEsrAA6m4cYn7tKhb+KtoY+dqJrvHnzx9hkO/lCltqqet68/iwVgSoEBPraT6HINkamL1JffWD9vhvbpKt5EID2xgFWt+awKw7CQbPelN3upKWpk+W1OURRYju2Qk1lHTKO8iSjJEpEgvX4/B4WNyYoqSqlUp7mxg6isd2ysAI42f8Yb918Hr8nSL6QI5fP0td+ovz6fnyL/fg2fR2n2NpbJVfIgmEQS+1y9sTdNRYtLD5sLHFlYfFL8Pql1xleG6YYKGKL2nhw4EEmb0ySDqZRUyqlRIlQOISCQvFE8WBVS6Mcqvc2hmrg1b0M9A7Q09nDN3/0TTK1Gbx1Xoo7RTy9HiS3RGYmQ3G7iKPGgeSQ0HJaud7U2+0gAMLd19CyGmpKJX4xjmfAg5pQKewUqHi0gvx6HjWtYovY0LIaa4U19LyOltGQve/4ihDA3m5HSkjYQmbMu6PGQXGjSCaVQZqXECSBUrSELWzDHjYNPxzV5mpb/Eoce62d4naR6Pkobr+bVmcrA70Dv/o3yMLCwuK3kOrKOlY3Fnjj+rM01XVTKhVY31ng4VNPlY+Zmh9FLal3lcAoFHNEkzusbc8RTe4SCdfQ3tzD5NwImhrE5wqxK+9QF2mhquKgMHGxlOfW1FtUBKrZ2F0mEqor52pl82n2E9v4vQFamg8EWDgYIRyMlLej8V3i8QODDIB8MUuVo4qqynqW1+aorWwhlU6QyiQPHWcYOkFfmCOdpknGq1d/CHM6Pk8FO9E1mmu72dpb4crISzzxwJfLq3rZfJqltSl62gf/OY/cwuJXjpVFbmFxj6RSKW6s34AjYGu0wRCMbY3x+PHHIQPODiehR0MYJwyzrseYjq7q6AWd6PkoSlghOZzEUA30gk7yYpK//NJfIggCr114jd2mXeQuGXenG/9pP6kx0zVJ8kikb6fRCzqOegfJG0nT3c8wyMxkzFA7AfLreYrRIumJtOkAmFZRphUcgoPA2QCKX0HLa+X6IFpaw3/Mj7PJSeiREMgQfjpMajSFmjTbzy3lTHMNFWTPu2LevRKKWyH4YBDRLpJbySE6D75aDN0AHYJng7haXATOmH34fP/n+fJnvmwVEbawsLC4gyAInBp6mDPHP0FRSxMI+Hjioc9jt5vmEYlUHHSJvrbT1ISbmF25ja7r5AoZxueucHLwIZxuBz3tA7Q39xBPRhFR6Gs7RUN1Ow8f/yzjc9dJpmMYhsHq1jwhf4S+9lM4HR5S6RiiIGIYBulsgon56zTUNtPf9cEFi0OBSvaTm0QT2xiGwU50jUIpi9PhZnltluM9j1Jf1U5P63F8rgAj0xfRNJVCMc/18ddx2F0YhkEqE8Om2GlrHMDlcDPUdZa6qlYQBBx296FwSbvioFgq/FrfDwuLXwZLXFlY3COra6uUKkuH9pWCJUYnRrF328viQxAEpIDEH5z5AxoXG2ndbOXpgadRJAVHk4PkSJLkaJLWYCvhcBiArfgWiv8gZFBURARRMAXOYg7/aT+J4QTOW05Otp1Eu6yx8+MdRIdZFyt5PYlRMpA9MrELMTb/xyYDyQH+1R/+KyLuCEbJtFm3V9uRfTKJ6wnsNfZD92KvtqOlNIKPBjGuGsRfjiPIAt5+L7JfpjRdwjDMdgzNILeSw9luznJ6B70oAYXMZMYUVYCW0Q7dE4Cz2clObOdX9ZZYWFhYfKTwuLz0dRyjtqrp0P792DbV4UYAmmo7CXrDXLz1ArMrtzjSexKPy0s4WIXNZi8fXxM+aEMURWoqm1jdmuPq7VdY31mgu+UYimzDYXdhs9mx2RyMzlxifWeRo93nyGTvtkV/L471P0g8s8Po3AVypSSDvadQtRJOu+fQJFpXy1F2YxuMz19jbuU2A+2n8Tj9vHHjWTajS/h9QQqFLBWBaiRJZml9inwhgyTJhyzap5aGaahp+aWfsYXFrwsrLNDC4h6pr6tHmVCg+mCfHJXpH+hndX0VsenABl0pKiiywhc/9cWy3bjrtourk1dxyS4izghfeOoL5XYqfZVsJ7eRfeZH01ANirtmnSx3txvFr+Dz+/jyuS8TDofJZrN89RtfRXJK2Cpt6AUdySuRvJkEHbSkxtOfeBqAP/r0H/H9F79PQk3gNJzosk7OmSM9m0bySmVRWNwr4qhzoEU1Hjv7GLIsc3niMqX9EjWOGk7/zmlevvYyGS1DbD+Gp9tDcauILWgWSXa1uMhN5IhfiSPKIrqqmyGL72Qb2o62YWFhYWFhYhgGyXQch82B3e58z2NCgUp2dtbwe0IAhIM1ODfd1FY1kMtnsSk2RFF6x/ERtvZW8LoD5X17sU0UxYaiyAQDYYan3qCkqsiyjCLbcNndNNV24bS72NpboSIQuasf74UkSrQ1Hc6hlSWFfCFT3tZ1nYW1CcLBSmormwkHawBwOj1s7i/R1dqPrmvcnr5BZiGNruvohkpn6wCJVIxrY69gtznRDZ3G2hZCgbsL2FtYfNhY4srC4h7x+XwMRga5cesGekSnsFJAySvsxHdoLjazMr2C6lZRF83B6hs3v4E9ZufzD3+epoYmjg0c49jAe4dYPH7ucdZ+uEbMF8OQDVzbLp44+QTD68MU8gX0cZ3eQG95pcvlcnG2/yw/u/QzbNU2JI9E7mIOW5UN0WE6/r2N2+3mz37vz8rbX//e15lan8Jeayc7m6WUKCEqImpSJT+Sp8ndxLGHjiGKIkP9Q4f6+S+a/wUAP339p0xEJ8jFcyRvJrFV2XDsOHjizBOMLIyQq8ohlkT0RZ34m3HsrXbUXZVANkB93WFHKAsLC4uPK4lUjOn521T4q8kVMiDo9HUeuytsOuALsb61xOjsJSoDdSxtTKGqRWLxBDv7awgCtLf0UhWupVQqMrc8QSFfoFDIURGoZn51DIfDSWWwllhyB8Mw0HSNCn8Vm3sruJ1etvdX2Y6uY5PtFNUcD70j3+teEQSB+toWbk6+gdvhYy++RVVFA6peYmLhGnWRVpx2N+u7i3S09AIgihKDPafuaqu6so6uVqvwvMX9j/B2eM9vG4lE4rez4xYfCXRd5+++8XfkG/JoWY1StISRMzjdeprTR08zPTPN+a3z5At50MzwOb/q59/+1b9FEAR0XeeffvBPLOwsIEgCTaEmqiurWdpbQjAEOqs70XWd+Z15dEGn1ldLV3MXVVVV+P3+Q325PXGbFzZeQGm4U6BRM0hcTeA/42f3J7v8h6/8h7uK9G5sbvDff/Tf8T7gRXKas5ylZInsbBbfMR9chX/zJ/+mfJ5hGLxx6Q3Gl8eJJWLYFTv1lfV87vHPoWka29vbeL1erg5fZSO1gSAKdNd1Ux+pZ2RyhOHFYeQqmdJeCcEmIIoiISlEZ0MnTz36lFVE2MLiHXzlK185tG1ZsX/0uT7yFk01PaxuzSKIIvlClvq6ZhqqmympJSZnb5mrOLqGJElUBhtIpPaRJIWORtMUSDd0bk68AQIcP/Ig49M3aas/gtPuJpNLsbWzTDS1w8n+x8rXfeXKD3jkxGfZjW6g6Rr1Va1mW7rO+Zs/QZJkdEMl4K2gp2MQm2J/z/7/PEqlItdG3uLMkSfLgnF6aRiv14MsKVSEqlhYmSKTMXOFK8PVVsjfx5R3W7F/9atf/ZB68ovh9/vvShy3Vq4sLH4Jdnd3SakpSoslbBU2AqfNkIuxzTGc006KxSLZRBbfkA/JJWEYBrFXY0SjUSoqKvjOM99hobSA9zEvgiCwtbfF7MgstiobgiSwv7GPUTBwnjZDQ6b3pxFWBDo7O+/qy8T8BHLHwUdZkAR0TacULWGvtZNMJtmL7jE+O05LfQv9Pf1MzE2Am7KwAlB8CoZqmOIvqJNMJgkEzPt68/KbXC9eRzom4cZNZibDgrLAN5/9Jn/9R3+Nz+djeHSYGWEGadBs8+raVW6/fpttdRsNDU+tB9+gaRucGk0RzUUZd46jvqLy2Sc+++t5oywsLCzuY1S1xPL6PIl0nPnV25wa+CSCIJDOJrg+8ToN1c2MTl6jp+UETrsb3dC5NPIi3c3VROPbtDccuK2Kgogi23E63ORyGTRNw2k3y164nV6cLg/2QobxuatUhxupCFTj94SQJYWd6HrZrQ/M3KyAt4L+9tNcuPUCHQ2DjE5c48TguXu7P01leX2OVDpOwBs+tBJXF2llO7ZEe3MvM4tjBFwROurNmocTC9e5sXcBt8tLc30HjvcJk7SwuB+xpostLO6RfD7Pd1/6Lo4eB6Ik4u52l1+z1diY3ZyloaoBURFNhz3M0AjvMS//+L1/xDAMZtZm8B7xHgw0ovnP1eLC0eAgl8mRe0fVeqlCYjm6/J79aa5tprhdLG8bhoGe08kt58it5nj98ut8f+L7TAeneXH7Rb75w2/SUteCltTQSweW7VpeK/8tZ2U8Hk95e3p9GqnmQIi5OlwUd4uk3Cmi0SgAt2ZvITabXylaViOXyBH1RfGf8SNKIrZKW/l8T58HvagjhSRWYiu/8LO3sLCw+KhQLBW5cfsiIW81Z4eexu30sbm7BIDH5cfj9BFP7puC6Y5IEgWR/rZTLK5OEPBVshNbP9SmqpaIJ3dRFLMofEk1xwbDMFjemCESqqGzeYh4ap+Z5VHS2QS6oRPwhtmLb5bbMQwDVVORJJn2hgES6Shup59cPvsL319JLXJj9C1C7mo6G44TT+0fen03tkHAb4a4ZzJpKkN1gFnXK5fL0NV0nPrKTm5PXmdvf+veHq6FxYeItXJlYXGPvHnlTfI9eRSvYtqf68CB7kBEpKO9A+mqdOg8QzXIODL8/bf+nnwxj0fzmOcD2dksoUdC5SLEgdMB9l7ZO3T+29bp76auqo7U+RSl1hKyXyY9lkYv6ug5HWeTk2uT15ACEnJBRk2oaBUaiqJgN+zEL8dxtbjKboSGYaCP6JztPIssy+9/bcMUjIImHBxnmAItdTOF5JNQYyqhh82ka0E5fL6hGwfC833uy8LCwuKjzMLKFL2tp/C4zBX9/o7TDE+epzZihsOV1CIbm2sUCrlD55XUi+u3uQAAIABJREFUIosbU/S0Hmdjd5F0NknQG2ZhfZJUNk59pJXx6WHcLjfDU2/QUNXBfmKXukhL2WmwraGPa2Ov4nOHuDD8Ah1NR5hevEUitY/PE2J1a47Gmg7AXH1yKi40Xb2nEO7F1Rl6Wk7gdQcBqK9q49rYq7TU9xJP7pItJmltbgfgnSkqi2uTHO05VzbmONrzCBeGX8C7scBg76lDduwWFvcj1v9QC4t7ZDe2S2YjAxpoOY3kcBLfUR+IkJ3IQgIWlhdo8bWwtr2GvcqOXtBJT6URbAKJ1gROm5P41TiBBwJmGF9BLwsrAEEWkAXZdNmTQF1UceQd/P33/x6H4ODJc09SHTHtCje3N5GCZmHf1EQKXddxNjrxDngBMAYN4pfjePu96EWd+JU40XiUyppK9hx7ZBezYJj26N5NL3/5qb88tGoFcLL7JC/PvIzYIYIOqZEUSoVCMBXk2898m+3MNrlEDmFdoOKxCgrbBfTswaqYvdZOZjaDq90FOiRvJnF3u8nOZekOH3aXsrCwsPg4kC/kcDkPf9dyJ5pha28Fn7uCntYT3J69wl5sk3CwhkIxx8LaBI+d+gKvXv0+AV+Evdgm8eQexWKe5pou0tkEhmGwH9tjoPsYqUyCaHKLhurDDq0eV4Dmui4mF24STeyQTMVAEFjfWaS//TQVgSqy+TTzq2O4nT4kWcBucxxqY21rifmlKbM2FgbHBs7icZn3lMtlcdce5Ag3VLexHV0hV0pQWRkh4Dv47g+HIiysjdNS14uBccjxUBIlfJ4gbfX9TM2P0tf5wTW3LCw+bCxxZWFxj8STcZwtTop7RZSQQmY+Q/yncfCBs82J0Wvwk9Gf8KWTX+Kfnv0n4v44oiLiP+EndSGFElJQQgrpyTTRV6Loqo7NsKHGVOSg+ZFUd1VOdp5k8eIi0VQUh91B5lQGySeR1tL8wzP/wFPHn+L40PGy/bkSVtBzOo4qB64OV7m/giggOSQM1UC0iUiGRFd7FxdvXkTVVJSQgq3KRnGriFEwmFucY6B3AEk6GNyG+odw2B1854XvUBAKSA4JragxuzmLo9OB96SX0qUSekYneSuJIAkYqoGhGQiSgLvdzd5Le+SX8ohuEUM3yE5nEb0ingrPXc/YwsLC4qNOTaSBhbXxct5UoZgjmY7y5vUfUyjlaazpIJ1N0N9+ivM3f4KAgCCIDHScZie2TkfjIG2Npnve5PwNVL2EzxOkvbEfwzC4Pv4610bO090+iNPuZnljupxXpesa6WycVDpGMrNPLp+mt/04fm8FPneQudUx1rbnSWeT1Fe301jdzsjMWxiGUQ5n39hZYXdvh4eOfeZO7vAqV4df59EHPmXW06pqZGFtHJfTSzqToCJQhSSJNNa2HnoO2VyafDFHPp9jeOZN0pkEseQuQZ9psx5L7uKye/C6/aTSSaYXbuNx+aipakAUrOwWi/sPS1xZWNwD6XSauB6ntFrC3elGy2iIsohLcmF/yHRRMjQD2uDSrUv81e//Fc++9iwZIYN9yk4gFCBRSCDaRTw9HtydbuJX4/SH+2Ef1pbWEBBoD7YztzpHujKN+6ib9HiagM80lxAkAdsRG8+NP8fIzAifefQzaOc1SmIJV5sL0S5S2ish1R+II72og2SGXgRtQZxOJ/upfZQqBXuVndxKDgzYk/d4KfoSV75zhS899SUEQSAQCCCKIk6bE3uTHW+7l/REGtEu4jviI7+RJ3E1gZpUcdQ70FIa/uN+tJxG/KpZ64o0fPbsZ7kyewV96GBFS11Uaahp+M2+iRYWFhb3AVXhWtY2F7l6+xXsNge6rnN64JNcvPVT+tpPEfCEWNyYwmEzQ7f72k9iUxxMLd6kpJZ4cOjAIr296QiXR18icidvaW51DJ8nSF/7SaKJbbL5FCFfNTcm3kDXdTK5JJIosZtYp7qynoZIF6VSgf3ENkFfJV3NZvmNW1NvoUgKkwvXiYTqiSX38Lr8ROO7jE3d4PHTXyyLrepwAyubM2zurFFZUU1lqIqJ2WHa6vupr25jfnUMl8OLqqnIkoxhGKxtLrIf3aOtYYB8Ic3C+jhnjj/G1OwtJhdu4LS7URQ7vW0nULUShUKeYr4EDpnrI29xYvCcJbAs7jsscWVhcQ8IgkAhXyD4gBlDLntlBJtA9PUo1VSTGkuh53SQYWF/gc8+9ln++g//Gl3XEUWRdDrN1773NQpNBZAhM5khIAV49PSjPPvas+iSjqiLFHIFko4kvh6fufoj353zJAdkot4oW7tbdLm6GFsYQw7JOBocJC4n0Es6SkAhNZZCcksU94oIcwJffPyLbG1tIdSYK14Anm4PiZsJBAREv8ja9Bp/9+O/AxWMtEFNsIatxBaCXyB7JYuaUQk/YTo/2avMkD9byFx9U1MquZUcrhYXwQeCZmHM15M4bA58go+ly0u4u9wUtgtIqxINT1jiysLC4uPJsf4HuT76FkFfJT5PBTcmXqe/4xSRkFkHsK/tJG/dfI5T/Y9TUotMLw3jdvqIJnZYXJukpb4HAFmS0XVz4krVSmRzKQa7HgTA5fCgaiVWNmfobBpClhUW1yZob+klFAgzvTCGYegEfGFWtmZZWJ2gIljN+vYCPk+I5rouFtY04sl9tvdXcDv9ZHNpdN3g3eV8MrkUG9srxOL7bO+t0ljTVbZ3H+g4w6WRFxmbzFFU8wAUi0XOHv0dADwuH3abk6XVWfo6j3Fr7AqZXJrOqlb241ssrk1you9RxuauUtgrYFdcrG8tW5btFvcd9ySuBEFQgDNArWEY3xEEwQ1gGEbmg8+0sPho4Ha7kSSJ/Tf2MUoGWk5D9slIbondn+3ianPh7TdznfSizvdf+j5//nt/ztrGGq9cfoXt6DYSEoGVAEFfkI7THQwODPLtH3+beHcc0S6i5TXGLowhyALJW0k8fR4QoLhfxFZhQy+ZoXdKUCETy/DK7Cv8xe/9Baeyp/jGM99Ar9Pxn/GTX8mz/9o+thobalwlnUgTtAepr63nh8/9EDl8+OMvuSXy+3mir0dBAEfQgfeIl+xclvXldYLngkhuczWssF0gM53B3eUmfiVO5ZOVCJIpANMTabJzWSSPRH4pj5bTMESD564/RyFVwH3UTXHPvBcjYHDh2gUePvPwb/aNtLCwsLgPEASBE0fOsbu/RSyzhU2xsba1wMbOMj5PkJa6HhTZjt3mZGzuKsd7HymbStyeuUwyHcPrDjC5eAOPy8/a9gIBbxiX43C4dcAbxhBUdKFIppDh6MAZFNl0cG2ub2d04hq9racQBJGt/RUW1yc53vsoAV8FAH5vBfOrYzxy4nPYFDPvamrxJsNTb3Gs92FEQWRi/jo14Ua6W82cqO7mY9yYeAM4KPzrtHvoaT1BMh0jntolk0se6qfHFSC3kUGWFWSbgk92EE/t4bR7ON77CJIk4/eEaKztZGZplKW1WUtcWdx3/MLiShCEAeBZoADUA98BHgH+HPiDX0vvLCzuQ9SkivesWXw3eSNJ4IxpSlHYKZBfz5ePE20i8VKcnZ0dvvvWdxEHReyinfxanu3oNkJB4OjgUQRBIF4yhZVhGCSvJQmeC5pCK6ORuJYgcCbA7gu7iDYR0SUi+2QzLG/Ih67qfOP5b/Avf/9f8pX/6Sv87f/+t8gBU/DJPhn/Ub+ZI5XRiF+O89xLzzFvmye3ksNefSeU0TDIL+fxDHlwRBwYmkHsrRjJ20m8/V5yq7mysALMUMLlHMlbSWSPXBZWAK42F8VYkdRwitBjIURZpLhfJD2ZRhd0bJW2Q7bsc7fneBhLXFlYWHw8EQSBSLgGd9ZDNLrLUPdZRFFiJ7rO1MJNimqBtZ0F3E7vIbe+1oY+bky8hs8TwO32o8gBdF1ldnmEVCZGe+NAOWRvZWuWztZenA7XXde32xx0tQ1w5fbLPDj4FHabk2w+zcT8NU70fQLAXM0KVJeFFUBX81Eu3vopF24+jwFk8yk+eeZL5dclSUYQxHKelq5rJNL7KLKNcLCatZ15DF2nWCqUixOvbs0RCdcCcKT7JLenr5PJpehsGgTMQsnJTByHzUV7Yz+3Zy+zurloCSyL+4p7Wbn6b8DfGobxDUEQYnf2vQF87VffLQuL+5N8Po8clrEFbaQn0matqjvCwh6xk53PHkr4LaQLvHHtDYR+oewG6Kh3kF/Pk6hMsLm5SW1tLTbDRtEoUtwu4mh0INrNAVRyS0geid0Xd3E0OPD2ekneSuI75iNxNQFgipeOItdHrnPu9Dm0jEbgbACjZJpJSA6p3Jatysb81jy2B21oskb8UhzRKSLsCRiGgSNiDpyCJOA75iN2MYajwRRb77wvvaAjxSWKShHRcTjevRQtmXlXp/xmvhVgq7AhiMJ7tuN3+bGwsLD4uLO4OsNAx5myU14kVMfs8ihHux/i9uwVzLofByRSe3T8/+y9Z5Qc53nn+6vQ1TlMT8IkTMDMYDAYZIDIYBIVTFESSYmkbOnKWml3be9Z7R55j3e/+Mu9537Ye/dKu8fetde2ZMuWZclikERSpBhBJAKDHCbPADPA5NDTuau7wns/FNjggJQsSIQIivU7h4fT1W/V+1QVu14+9TzP/2nrob7GSa0eHe8nkZrD49FQPSq9l14hFIhSLBWorlr1ro7VW+glnfamHrya06w34AsR8kc5O3AIgaBuVQPzCzMrnt95PUOukKaqoh7DLOL1ekllFqmM1ZWPWzKKnBs8gubxUShm8Wo+JEmiZBRRZJXO1o1cHDmOLMsIYRMMBmle7ThSsiyzad1dTEyOcmbwDSQULMugs2UTkiSRyizRXL+W2aVx17lyuaO4FedqPfDd638LcNIBJUly22a7fLh4K0gj3vb3W5tKguJsETWokh3Isq5ynZOT/nNaOb2Vr37v9nv5yYmfYIUt0FaOkVWZ2O4YWkxzxDJgRZf7t2wq575L1xUCQwpW0VoxTJEVZEXGxsbf5MfX6MPWbeq99Ywtjb3rMdMn0simTPJoklBPCGEI1BGV//il/8g3vv8NPKs8JE8mCa0LYSQNcv05kFkhLf/W9VINleSRJKENIWzDRvQLPvr5j/6cC+3i4uLy4cF5hq98bgb8YUKBCI21rSxn5+m/fIrmurWkMotML11h+4Z95bHtLd3Yto1lm3hUDSEEhmngUT3vXDPeMbf9jjEej0ZNzRrisWqnvtbj4/zQEdY0baBYynN5qo8Dd30MSVHQVA2B4PSFoximQTgYY2j8HIZZpLZyHQF/kMuT/cRDcRKpOfpGe6mM1WHZFlWxVSxn59i8bucKCfa3aG5sp6mhjdGJQQq5PKriYXp+nOmFcbZ1383c0sSvftFdXG4Dt+JcjQPbgFNvbZAk6S5g9D22ycXljsXn8xEoOGlvVslJ2Xur+W8pUULySNi6TXo0DVmwIzZbOrdw9fxVxAbnjZ8+rWOXbMIJJ+r1vR9/D8M22Nu+l0KpQG9fL3adjazJWAWL0lwJrUYj2ZvETJmOYMWpFGbWJHEogW3ZqCWVugevvy283kcqvClMbjBHabZEoCOAElCQZ2W61nVxcfYiyipnEStcKpCX89T6allOLKPFNYQtSPWmkPMyGzo3kLfzZFNZAiMButq7uOv37kLTNCo9leTCOUJVIbKDWYqTRVqqW1isWnQUDq+nTBpJAwx46CMPocoqZy6doaWhhf2/vx9N037BFXdxcXH57aJY0hm50odpmvj9ATpaupFlhZbGDvovn2JT5x4kSWJxeZpsPsXZgcMsZxbYu/1+SobB1Pwo4VCU7Rv2vcMhkmUZWXaeqZIkoXn+5efrtZkrLCzNkkonqK1swqNq6KUCifQ87W1ry+NqquoIh6NMzoyjqRpV8VUMXr6ILMu0re4iHIywfdM+pueuMr00RltzBwuJOUaunUPC6ZE1t5RkKTnDqtomKmM1TC4MUxGtpnn1rl/oAMqSTGdLN6MTg1wcfpPm+rVs676bqzPDxCuqf7Ub4eJym5BuVnr5uQMl6ZPAt4C/BP4Y+L+BPwD+tRDipdtm4c8hlUr9coa7uLzHzM/P89+/89+J7o8iIZEdzGKmTTwVHgKZAJZkIXfJeOu92IaNck5hV+cufnrip0hRCTWqIlkStZlalqwltF0ayGBNWOyK7WJz92aee/05skYW8oANV3NX8bf78TZ4SZ1yVP2id0VBgtxQDlmT8Wa9PL7ncb75/30TSZOI7og6Yhg2JHuTCEsQ6gpRNVVFx+oOTvSdIGNl8HX4sAs2xf4itRW1zGRnkMMy4e4wsk8m+WaS+D1xhClQzin8wef+AK/Xy9VrV1laXuLE+RMs5heRLIl9m/ZxdvwsuWiO4mwRK2shKzIhT4h7d97Lzq073+/b5+Jyx/P1r399xecvPvzv3ydLXN5rbGFz8twhNnbsxecNkMwsMnD5FG3NXdRW1XPi/CEkW0Lz+PBqfhKpOXZtfADTMjg/fIQdm/a/a3TnV2V0YgBNDtBYu4Z8IcPJvteIhCvwqB662jeWa6FuZmD0PLFgDauqVmOaBueGDrNh3XZ83pXJTOcHTtJYvYZ4tJZiSefs4GF2rL+X5cwCs0vjbOjavmJ8OptiObVIdbx2RYPlRHKRbD5NbVU9i4k55hankZCorKhmdcPK5sguH2z+4Zk/W/H5G9/4xvtkyS9HNBp9x1uBXzpyJYR4TpKkTwBfxam1agYeEUKcfu9MdHG583n9+Ot4W7xoFc4bwYrdFeSv5JG9MkpSQSto4NTjIntkjLUGJy+dJHpvFNkjUxgvUFoskViTwFgy0M/qRLdHUVtULp2/xP6d+3nwngf5zo+/Q74hj2VZ2CM22JA6ngIJoruj5bS7UFeI5Ikk/u1+Dp06BICnwlNWLUSB2F0x0mfSaFUay4llutu7uThxEWWjwtLLS2i1GqHdIeaG5vBUeYhuv1EHFewIUpwp4mvwUeooceLMCS5PXWYxvIgVsNBUjSc++gQdbR28fOhlzC6TYDhIsDPoXIOzMl97/Gv/YlqKi4uLy287s/OTNNV24PM69U+xcBXhQAWFnM7xq6/j94XZ1LmnPH4pOcvk3GWa6ztprutiev4ajata3jN70pkkW9ZuBCAYiLBn8ycYvnrmHU7PzRQKebqaVwOgqh6623Zw5doQ69o3lccYpgFCIh6tBRzhjPbVG5iav8zquk6m5i9j2RbKdWexf+QcMh6qK+q5PDGKz+dlTXMX5/qOEwlWEQ3F6R8+T03VKrb27H7ProGLy3vNLUmxCyHOAH90m2xxcflAUCqW3tF3StZkjKSBKqvY2OT785gZ00mfF6AYiiPoYAuKc0ViO52GwFq1Rn40T3G+iLfGi5CcgOxzrz9HaUupnNLhXeUl8XoCJeL0q7q5hstMmSwfWWaZZbz17/Km8W2aE0IRmKaJkAS54RxarUZkcwSAiC9CfjS/YldJlbANu/z3+bPnWZAWUIqKE83aqPBK7yt0tHWg6zrZ8Wz5vNWISpjwr3ilXVxcXH67sGwLr+Jbsc3j8RKP1rCQnKGg5zg7cJhouJK2xm4UxYNlm4DTy6pYsrAsi0tDp7EtG4EgFAoT9IeZnZ9ClhUsYdLdsZmAL7hinpErfWSyaSQkJEViw9ptSDctJoqsYAvnef9u83S2OrLq79hP8WDbN2p8Lcvi4uBJhO0sPsVSgb6xk9f/1pEkuawkCJDNp7FNwbp2p3lxPFrDheFjTM1OUBWrp66qxdlfwPi1UXL5DJ1tPbi43IncihS7Cnwe2AKsaKAghPg377FdLi53LDs27mDgxQGCa4KOfLolyPRl8DX4iBaiFPUielwn1u04UEbawNfnY/bgLMIvUAMrf3ZarcbSa0toMY3tLds5eOwgg9cGqeiqKI+RNRlP3EN0R5T02TTJ3iQVOyuwSzbJU0nMnIlH9aDGVPxtflKnUyy9sUR4fRitSiM7kHXEK0o2oWSI2tpammJNzAzOEN54w/lRQyqlpRKWbqH4FITlOGAV+5xmwFyCpJYkvisOgG3apHpTqAGVQqHA0OUhbMXGNmzUsIpVtPCVfG7UysXFxQWor2ni1IVjxGOrUGSFYqlAJpdEL+bpab8Lv9dxiMau9TGXmGR04iI+b4CrMyPMLk0Qr6jhcO/P2LruHsJBJ8NgfGqQsfFB9m/7JOA0ET43dIQdm26IXUzNTqApAbZ0Oc5LrpCib/gcHo+HpeQslbFVCCEYGj9LU53T9Ld/5CxtDT2Eriu6XpsdZXJmnMa6FhRVIZNbJhx01obBK6fpaFtXnm9g9BwdTZsYnrhAQc8xcPk0PR07y2mGfaMnKegZVMVZDy9fHSIcqOTC8HGEsKivaSUcrGAhMUNX83YGrpyhrXE9oYDzIvDq7CiTs+PvaRTPxeW94lYiV98FNgAvAHO3xxwXlzufzo5O5Gdlkr1JFJ+CXbKx8zY16Roef/hxvvHtbxDdcyOtzhPxMFeaI3ZPDCEEiYOJFXK2hfEC8bvjmFmTk2dPEtkTQaly+lK91VvKzJlIHkcu3dvgJXsoy0J6wVHui6mEN4YJtAUQJUHiSIKqj1Sh+BVSZ1KkzztNGs05k4ZgA3s272F2dpaHPvIQS4tLTIxP4K27Ee0SliB9Oo2sOY6jkAWZVzJURauojddype5Keaysyo4Uewr+/O/+HHZAPBxHn9EpzhSRVRmjYABQKpUYnxinIlZBdbVbgOzi8stycw2CywefucVJQoEIsXAVGzt30T92uuxYAbQ2rOOV4z9kS9c+qirqGbvWx+TsFWorVxMOVJQdK4Dm+rUsJmfLn1XFg7DFiv9uIqE4D939pfLnoD/KwtIMeT2LbUlcmx2jWCowszjBmYHDANRVt9Cz5kb6XWPtGp574+95/fizAAyPXyISrKBkFElll67LxTvUVTWztnkbtfFG+sdOYgt7Rf1W++oennvj7/mHZy4BEPA5iohbuw8gywpjVy9xdXaEmQXHKTQto+xYATS9Zcubz/7qN8HF5TZxK87Vx4EmIUTmdhnj4vJBIJ/PE14dRtt0Q4UpP55naX6J//G3/wPTayJKAsl7I1ojvE7PKQmJ8IYwS68u4Wv0YaZN1LCKJ+ZB8kgYDQZqpUooEiJ1KoUScKJHoigIbw6TPJZEq9Hwb/eT688he2SwILjGWZQlr0TF7gpSp1LED8SJbo+S6k0R2xmjOFfk6rmrJGYTqNdUKrOVdLV3MXZyjMShBFqtRnGqiLAEUlbCW+dFsiT0jI6320tGzzDVP0U4FEaN3Hh0mCmT3KocUkCieK5IeFMYX52P4nSR4Nog2aNZRq+M8uyxZynWFVEHVertep546IkVDTFdXFxcPiykskukskvkC1kURSWbT674Xi/mqK1sojrewNi1PvRSnr1bPsFCYorl9MKKsSWjiG2v7IFVKK5M77Ysg5Khl/tYARhmic1de2msvSEIceLiq4xMnHe+N/QVxzDMIqZl3JhDz1LQs+96fnopz/mhYzRcj0AtJmdWfJ/Np1ccy+vxsq37bpTrkayO5o1MzIwAMHDlDFXRVe9iS+ld53Zxeb+5lf+z6Qfit8sQF5cPCqVSqdyY9y0Un4JUK6GuUxGGEz2ycpaTtvdmEv/qGwuat9aLElaw8haBNQFC65wsW2HccMhkj0zF7grkoOxEsPwK+ZE84Q1hgh1BAi0Bqj5WhRpWyw2H30LySFgFC9u43rfkuo+XG8xRcXcFxdkiuUSO8cw4ved6ie6IEt0WRQkoVByoIF4X5z99+T/xxd1fpDRfInJfBG+TF2+Hl9iBGJmLGYqLRYQtyA5mUaMqwXVBAs0BYntiZAecxVZSJLDB6/Py4rEXSYok+pROJpFhLD9G/1D/7bpFLi4uLh8IljMLXBh+k6n5K5wdOIxpGWTzKU73v0FLQxfFUoG8nqWn/S5qKxvp6dhJNFzJ2YEjGGaJfCFD78VXKBSz9F58lYKeY2j8HAuJKcCJUDXUtuH3hTly5qfkChkMs8TJS6+RLaSZnh/n3OBRLgy/iWkZK6JLy+klei++Wp7n8OnnyRXSK+zXPD5qK5torG0j6L8RWfKoXrauO8CqqtV0tmzCqwXoGzuJZVssZxY5cfFlDPOGc2QL6x0qiIqi0Fi7BlVWmV6YoPfSDVsOnX6OXMF91+9yZ3IrkasvAH8jSdJL3JQWKIT4+/fUKheXO5h4PE4oFyJXyjlS6MM59Ks6gc4AviYfyjWF6I4o2YEs+lWdmD+G+rafWn4ij7fai7ZKY/nwMp64B8Wv4G3yol/TCXYGkT0ywhboV3TUgEo77Vy8enFFfZSkOEXJyDgRsOvRpMy5jKNSmDSwizaemAerYCEQZM5nCG8Kl53D9Ik01lELqsFX50MYgiqlinA4zLf++VvoQkdcEATaA06ErcKDElTIDeTQ/Tpm1qTynsqVNskSlm5hF2xKSyVyCzlsbHytPkLdISRZIn0xzblL5+hZ5xYku7i4uBhmib6xk1yZGiDgC7Nr4wOMTw3i1XxURmtWjK2vbmF8epC+0V6SmSV2b/ooXs1PySjy6omnSKTmEcIm6I9w/65HiASd+t0LI8d58fD3kGSZvJ5lY+cuNnY6aX/5QoaLwyeYXriR9m3ZBsMT55mcG8O2bfTSymiYLCn0tN9F9xpHWTCdW+a140+RLaQJB6Iram03du7iR6//LUPj5zBNJ2IVDsbIFzJ4PD4sy2Toylm62rYCsLg8Q311C2tbNlPQc7z05j8zPH6eydl3t8XF5U7iVvpc/Z/AnwCXgMLbvhJCiAO3wbZfiNvnyuX9JJvN8vRLTzN4ZZDYvhhqVEW/ppMfy6OGVZSgQmhdiMTrCf7LF/8Lved6GZoeQgiBntJJlBIYBYPQuhCBNQGsrMXy0WWiO6LkR/NYeQtJkQitD+GJe8i+lMWutAmsCeCp8ABgGzbp02miO6JkLmawshZW0SK0NoTkkUidTiGrMpZhObVRfhnFrxDbESt32WVVAAAgAElEQVSfh1WwyPZniWyNUBgt4J/x80df/CMuDlzkpwM/Jbw5jDAFqdMptFUaql+llChhpS1iu2Nk+7N467w3bDJtll5eAglkr4yt24S3hpFlGStvUZwpEtsVQ5iC6IUoX/n8V96X++fi4uJypzI9PcORg28yMzNDdWw1xVKBTWtvyLOfvPQamVySYkln/7YHy4ITAGcHD7Pn3s0YhsH504Osb76xny1sJpPn+cyjD/Hsj59nVbCnLIMOcLLvFb7wrz7Hn/7pn66w5+f1GfrR08/SGN2ELN3InhiaPMHn/49H+cfv/DNdjbvLDtbk3Cjd25toW9PKP/79D1hd2YPm8XO6/yCbu/bh8wY4P3QEWzKwLJuQr4L2pg0kM4vYtsVs8jL/6t984de7sC4ut4Ffq88V8B+ALUKIgffOJBeXDyamaTJ8eZjQ5hCemONY+Ff70ad0hC0wUkZZYta2be7dey/3cm95f8uy+LMn/wzR7oxRwyqRzY6DYy6aeOo8aHGN3HAONaKitqn42nykTqacCJUChcsFhCnIj+cRtsDSLSrvrywvZoHWAN56L9lLWawFC2+Ll+J0ccV5WHkLNawiSRKBjgByVsbr9XJm+AyRbU6KR3GmCBJIkkRhvAAWeGUv+cN5tEaN7KksvjofaJAdy+Jr8oENZt6JphVGCngbvFh5CzNnUkqWkBWZxrrG236fXFxcXD5o1NfX8djvPsI//t2TdK3ewsT0EOeHjhKP1jKzMEFNZSM7eu7jpWM/QC/mVzhXBT1H38lrlEo6c4uzBJR+Whu7ATCMIj6/k/YXCAYplgoEfDfEn8PREMHgSvn2X4Tf78MwiivquN5KQz9w725ef/koseAqdCNLqMLDmvY2BvoHqQq1EA5WMDx+no2du8s2bOk6wOC149SvrmFuPMulkRNUxetZXJ6hWNR5+skf85lHHnJrdV3ueG7FuZoDrt4uQ1xcPkj87ZN/i7fDW1bzews1pCJrMoXpAtnBLEIIcrkc4fDKXk+WZWHL9opeIUpQoc3bxkz7DNpaRyzD1+xj8flFIlsjSIpEbFcMM22SG80R3RUFAemzafxtfjxxz4o0DMWvYBdtJFXC6/Oij+h46j3kRnIE2p1oWfZSltjet0WyJAvbthGK4/QJW6Bf06nY7aSVBFoDlPpLPLb5MRobG5mdnSW+P46u6xzrPUbfzj7yg3m0Ko1AbYBsf5b43fFyw2M1qpIfyRMnzoFHf+MBbxcXF5cPDLblPIeb69dSb7aylJojm0+zZV0rAKFAhMuT/Xg1P6FAlGuzY5imQdt1Z6qqoo6+sZOsqm5BAkamTvPwYw8CsGv3Dp78p5/QXr8Vr+ZnYnaAjrUtt2Tfnn27ePoHz9HRsA2Px8v4TB/retoBaFrdxO/9/ueYmZkhEokQiTgv67K5HF6P44yVDL3cTPkthIAtWzfxvQtPs3PDAwCsXtXOpdFePGYFp0+fZceObbd+MV1cfoPcivv/TeAfJUnaJUlS29v/uV3GubjcqeREjkBrgNxQ7kaEyrAxMyb+Nj9WxgILrKyF1/vOpr6aphEjhl10FJ6EEMhjMlXxKuSGGz9LSZKIrY6hXdPK8yhBBTvv1FJpcQ1REuRH8+THnAgWOHLq+qSOEAIrb+GNeAn4A+XtiUMJUmdSyIqMrDrzWbpFpVqJoiisjq+mtFhyIluxle9gpHqJ6YVpPB4PTU1NBINBKisruWffPXgmPER3RZF9MvkreSRZKjtWAL4GH5F8hK8+/FX8fj8uLi4uLu+OJRXRr6v+eVSNpeVZGmpbSWcTWLaFKUp0rN7IzOIEF4bfZD4xWa5ZAse58mp+xuZOkpWu8sjjnyw7OcFgkM9+/lMU1CmmMhfYunctO3ZuvyX7wuEwjzz+SbLSVWYyl9h5dw+bt2wqf68oCo2NjeU5AXp6uplaGkYIQdOqdobHz5e/K+g5AmEvmUyGhtrWFXPVxhuRkJi6Nn1LNrq4vB/cSuTqf17/96du2i4ABReXDxE+y4eRMgi0BFh6eQm1QgUbIlsi6JM64Y1hSvMlorEo+XyeSCSCoqz8mTzx4BM89bOnSBpJNDR29+xGz+nYMzZ03BjnN/18+t5P87M3f8ZMegZTMQlvCiNJEmbGxNvoJdQZojhXJHE4gV2wnYiVV8I6b+Hv9BNOhAlGgoyb4xAEhFMT1SK1oF/Q0U2dsB3m0U8/CsDH7/k4A38zQEIkkGzJSfUTTvqiNC9RvbaaxcVFLMsiEAiQTCYxTZNPbPkEh88fRkOjMdxIUkpiCrMcUTPmDPZv3k8mk8Hn873jmri4uLi4OOzZdxc/efpF4tFahG1TW9nE5NwYy5k5KqtifP4Ln+XQwSNk9RyBYIBCqkBVRV15/0RqHiSTRz77OQqFAjfX2AeDQbZu34wsy8RisZun/6UIh8N89OMf+aXG5nI5stkse+/ezrEjxyjpJUzboP/qMRRZQdEk7rlvH5FIhKx+Amgv77uwPE0sXEldfe2vZKeLy2+SX1rQ4k7DFbRweb947dhrnLl6hoKvQGm+hJAEFCHYFcRYNjCSBnJARiQEPr8PT4MHbVnjge0P0N3Z/a7HPPjmQY5cPIKhGdi6jSfqwVPjwTfv44EtDxCPxXnqladY9ixTnCsS6AhgGzb6ZR3JklBrVJSwgj6mo1apyAGZ0kwJf6ufYDrIp/d+mopoBd99/rvka/JIlkRFqoIvPfIlTpw7wenx0xhhAy2pcd/m+2hpbOEffvwPLGqL5Cfy+Jv8SB4JfVJHNVQC9QFyyRxqTMVIGE5NVdZCTsk8+sCjrF+7HoBrk9d46uBT6Kt0lIKCMqtAFKywhZbQ+PjOj7O2fe1v8va5uLi43NHkcjl+9NRz+JQYup5nbnGKzuYtzC1dI28kefzzjxCriPG3f/MPBDxxFFlhLnGVbXdtou/CMA1VHRT0HDOLV+jZvI7Z6TkCahzLNlD8Fp9++EEMw+CZJ59Fk8LYQiCUPJ959CE0TePrX//6Cnt+nqDFrfDSC6+wvJDHqwaYnB8jEooRDVaT0ZdYv6mDwf6RFbY0NTcyOnCVynAj84lJikaeeHWYRz73afelnMsdxbsJWtyycyVJ0mqgAZgUQlx7j2y7ZVznyuX9IJFI8O2D30ZZ7zzchRCUjpT42u9+jenpabxeL4uLi+RyOQ6OHyS4wykOLi2XSB9JowQVzKyJIitU1VZRE6xhbHIMXdURliC8MYy31ouZMSkcK+D1eNFlHaNg4Ov0EVwTRNiC5JkkIi8QpkAIQaAtgCgJ1LiKt9pJQ7QNm7mn5/h3X/53vHriVUqUiHlipFNpCqKAV/UiLME880R23kjbkE/LxLwxFtcukj6bJrguiCfsiHZYBYvFlxfRKjViu2MkjyeJ7Y6VI1O5kRyF/gLeqBdhCjY0b+Chjz3ExMQEY+NjHB05ihySkQMywe4ghcMF/vOX/zMej+c3eRtdXFxc7lieeepZ6kLd5Z5TqWyCqdQltmzdRFdXF4qi8L3v/oDGWE9ZzEIv5unte5k/+tq/Znh4mFwux/r163nxp6+wOrYJVXWesYnUHIEag6XFBJVaOz5vANM0uDD8JobQMcwiuWyOvJ4t97R6N+fqVO9pxkYmAGhua2TX7rve9Vx0XeeHP3gav1RJW+N69GKe4YkLbOzcVR7Te+ll1q/ZRdDv1CZn8ymKnll2793J88+9QCZVwOvV2H7XZtZ1d71HV9nF5b3h11ILlCSpDvg+sBtYAiolSToOPCGEcJNgXT4UDF0ewq63Ua5nwkqShFKr8OKrL7KwvEBNVQ337rmXZ154Bk+bs5gJS5A+mabydyqRFAm7ZLP40iJ6u07/pX7CO8MEo0Fsw2bptSXUkEpgbQDd1NG2aERqHMcnfTZNdiDr1GkZ4G/1429y6payfVny43lqHrzRD0X2yKgRle/89Dt4OjzoUzqTS5NYBYvKeytZPLmIt96LL+JbcY75SJ7MtQzBniBWwSo7VuCIZKgRFdu0MVJGWUXwLfzNfgoTBYJ7g6DA6ddOM/n3k2zs3MjJxZNU3OcIYxQXimQvZZGqJJ56/ime+MwTt+Fuubi4uNy52LbN4OAQE+PXaG9vo71jDZIkYegWWsWNWt1oKE5CD7F+vZMRkEgkWJxL0VV/QyXQ5w3g9QRZXl6mp6enPG55MUNb1Y1neDxay/j0GUzDxhd2xCQujLzJujXb8HuD2MLmTP8hdjdv4o1TPyaVTbzD7vPnLjB9OUNHneNQTV+9zCn1DNt3bH3H2J888zxmXmX1mk4AllJz1FWvXjGmuqKRkqGXnatQIMr8wijHj/VS5V9DR42zrp168wRDg8PE43G27dhyS8qGLi6/SW5F0OIvgPNAhRCiDqgAzgJ/eTsMc3G5E4mFYhSnbsiZC1uQmkgxUjVCpifDuflz/K8n/xcziRn0KR2rYKFP6QTXBZ2Gv4CsyQTWBEifTCOpEp6oB9u0SR5PEuoJEeoJURgvIPtlvDU3FtjwxjDF2SKh9SGEKcqOFUCw2zm+mTZX2CaEwPI5DX0jWyIE2gJ4Ih4ShxJ46714q70U51bKs+sJnWw+i12ykSSpLLoBTjTM1m2srOXIstsrdqU4V8TX4CN1PEXmdIbAmgDGToNj+WMYhoGlW1gFC2+1FzNhYmUt5vX59+TeuLi4uHyQ+PHTz3GlL0Gl2sHAmSleeP4lAGRVYNlWeVxezxKOBMhms+RyOU4eP004EKNY0stjTMugZBaoqHBeYI0Mj/Dijw8iLAlb3HhQZ/MpYhVhpmemMC0DwyyheXz4vY6jIksyHas3sJicobay6V3tHhm8TGPNjXqo+uo2Tp04V/5cKBTIZDLk83mE4aGqoo6FZecdfDRUyVJydsXxFpanURUP+UIGIQTFUgF/wMvC3DIVYcexWk4vUNSLVPk6IVvBk//0E5aWlm79oru4/Aa4FUGLfUCdEMIAEELkJEn6E2Dqtljm4nIHcmHkAlbRabwrhKA0W0Kr08gP5/HWe4nuirL08hKeSg/GjIGVsyglS4TWhlYcR1iC6K4o6TNO2kV+xFGEMhYN8sN5JFWCmwLNwhaoURXZIyNrN70XEU6K4vKxZYIdQWSfTLYvi23ZoECg3XlD6V/tx8pbaLUadsFGjagIU5A+m8bX6CN/OY+ZMtHiGstHl1FjKosvLxLuCYMCuf5cuZ9XdEsUfUoneSKJr9mHuWxipk2id0UpLZbQr+oEWq/P2+LHSBukz6dRfAp2wcYyLLRVGrLu9ixxcXH5cDE/P48oeqmrawagsWYNo1PnSKfT3HP/fp770UvURluwbIul3DU8msrzT78OCJbSs6xtvIvzQ0dprG1DkmQGr5xh210b0TSnjcfpkxfoat5JKpvgdN9BmlZ1UDIKZM15ujd00VK3jjP9h6ivacUwVr5gMy0DVVExLfNmswHQi44S7VtZC0IIjKJBJpPh4GuHySUNZFmlJLIIQ6a9oYVzg0fKPblmFq5i2za1lY1ML0ygGxmGxs8S9EdJpOfxBRV+9wuP8ZOnXyzPOT41yJau/eU51zXv4sihN/n0w598r2+Ni8uvza04V8tAN0706i3WAsn31CIXlzuYglEgui3qpLVdzFJ5f2X5u2RvEu8qL2pMRQ2rGBmD0lwJOSSTvZjFV+tDCSoYScfp8kQ82Hmb/HiewmSB2F0xsJx0vlB3iPxontxojsCaAFiQ6k0R6nGcNK1aY+m1JZSwAjbYRZvAGqd3VXG2iF20MXMmil/BU7GynkmNOMqGuaEcviaf46yFZaycRXhDGDNrUpgoULnHOTd7o83Cswto9RrRfVGMOQPF76RF+hp8aFUa+rROaaFE/EDcmUSAJ7pyXk/cgyZr+Op9mFmTxKEEiqWwrmHd7bpdLi4uLncky8vL+DyRFdt8apB0Ok1jYyNf+P3HGB0ZxePxcPD1MUpJgSxZNNS0EgvUMXz1DJs693Jh+AR5PQOSzcT4FE/+4Efs3ncX2I4TEg3F2bruAGPX+phcGKGpcTVH3jjKxjV3k81lmF4YJ5NLspCYoTpeR7FUYOxaH6vrOplPTAKwsLDAoYPHsExBJBqgpq6SvtFeutfsAAmGx88TCVXQe+IkXquKhqZ6AEpGkdODr5DMLLBl3X7mlia5MHKMjtWbiEdrWEzOks7N0VzXRfMqp5bKti2GZ3oJBoO0tjcxOTFCQ3U7SNKKFHRV8WCULFxc7kRuxbn6f4BXJEn6FjABNANfBv70dhjm4nIn0t7Qzptzb5IbyeFvW9mnydvgJX8lj5VzIjIiL6j+RDWyV8bIGMy/MI9Wo4HtOCX6rI4SU8hcyoAAfVLHSBpENjsLbqA9gH5NZ/GlRWzdRtEU1LDzky0tlIjsiOAJexCWYPHlRYxFg8imCEpQKW+TQzLFyaLjoAHF+SKZCxm8q5wGyIlXEwQiAQLrbzRy1K/pKyJtsiLjb3YiT8kjSbR6Ddt05N5lr4zslbHyFv6WG9fDWDIoTBTwr/EjSRJCOM2IozucGgE1pCIpEh9r+xjbNrsNIV1cXD5ctLa2cuLIOWorG8vPyGRhjro6p7m6qqp0dHbw1JM/ojbSTn11C0IIBi6fZlXVaiKxIOdG32Bd6y6ioTi2bXN28DBr6tbx2otH8IVV8nqWgC9EySiSzC5xz/ZHkCWZ6tASvRdfZseG+wn6wkzMDHN64CCNjQ3kC3nmluYZnx6iZDhphz/98St0t+xBkRVyhQzTi30UzCwXRt4EoL66hfn0ZVLLGVoqO8vnqHm8VMar8VUWuTJzmkDQzx/++68yNDTC+NgoWthDg7+Bhsia8j6yrCBMGSEEu3bfRV+4n8H+MxTtDJncMuGgk/a4mJymocmVZXe5M/mlnSshxF9LkjQG/C6wEZgGPi+EeO12Geficqex9669JF5JcLJ0EjO5MmWiNF1Cn9HRajTsvI2/zY/sdVLePGEPgTUBzKRJdFsUq2CRPpWmKl5FUksiV8oEWgKUlkqkjqeI3+dEgLQaDYagOlKN5bNIHk866YISZaEJSZEI9YQozZVQgkp5W3hz2Enzy5kkjyUx0yb+Vj/xA3EK4wWUoIKv0Uehr0BADyBJEpImoUQUijNFR7iiaCN5JIy0geyT0Wo0skNZQt0hUqdSCCGcGqycheyRnToswFPhIbI1wvLLy8h+GVM3CXWHyg2LhSkIEHAdKxcXlw8lmqax58B2jh4+jCp5Qba474H9ZZlx0zT5/j/+kFzKoL2nBXDEg7pat3B+6BhVDWEkWyUactYKWZZZ27KZydkx2uo2kVOuMZ8ZojBnsLS8yNaue5Al5/kbC1cSDERRFQ9nBg7R0byRPZs+zuDEKT716IP8t//2/5btVBUPjVVdKLJjV9AfRix62HtgB+fP9IGtsJSf4CMfv4eB/iFyhUxZmEIIgaQI9u7fveLct23bwrZtWwA4d/Ycc1cWqI7V3xgg2+Uo1fqebtb3dJPNZvnrv/w7Qj7HucoX0zy44aPv5S1xcXnPuJXIFdcdKdeZcvnQIkkSn3rgU4wnxkmqSTJ9GScKNa1jzBrUxmpJlBIgOw7E2zGTJvF74kiShBpRid8Tp32xnYvXLhLYdr02KegHG5ZeX0LRFGSfjKIqFINFttRvoW+5Dz2iY0wbKw0TIIyV80lCwt/gR0dHIPA2eAl1ORGpUHeIzIUMvnqnzmr58DJalYaZNrFKFnbednpaVagUZ4sofgUJCX1CR9EUzCUTZIhsjpDqTdG4qpFYOMbo0iilXAnZK1MYLqCYCnJcxuP3kLmYcSR0JMiczfDVT331tt0nFxcXlzuZqalpjh89hU8NY9g63Rs6aWxqKH9/+tQZ6mJdjOeGVuwnhCBTWOKz9/4Ozz3zyk3f2ciSI2CheTQe+exHsG2b73/vn9/RQFgCxq5dYnPXvrLk+/bu+zl66Pg7bH27IAaAQNDR2U7PhvXYto0sO05bPF7BD//pGSpDLWiql6mlYe7/2P5feB02bNzAYP/TGIZOwBdhemmUbbt63jHuxPFTbF93PwHfjayKl154kbY1reX5XVzuFG5Fiv1p4JtCiMNv27Yf+A9CiM/eDuNcXO5U2qraGFAHED5Baa4Es/C1L34NwzT4q2f+CkmSyI3lCDQHUIIKVsFC2GJFzrgckEmkEvgqVkqheyo92P02VfdVAc5imngjwfjUOGFvmIrFCqZT05SWS2gVGkbKIH0mjeyTSfYmiW6LIixBbjRHxZ4K7JJNabiE1qStmEeNqpQSJRS/Qnx/vDxX8lgSS7KI3xNHn9LRKjX8zU7Kn12ySZ9NI0xBZHuEzLkMHs1Da30rA6EBRFpQeX8lssdZ7HLDOfJX8ghLUHlfpXOtBASbg1jCzZd3cXH58CGE4NWXDrF+9d7ymjB44STt7W1EIk5a+PzcInXB9URDcSbnLtNY24YtbPqv9PLZJz5DNBolVhlkOT1PRaQG0zIYvHKWnvadjE6f5dEnHKGHdDqNWVQZuHyaLV37UBSV+cQ0hllCLxbKjhU4SoE3P5ZNy6D/8nFCvjiyLKMoHjL5RZ595qds3NJD59qO8lifz8fvfelxhoaGKeQL7PvEZ/D5Vq5vN6MoCo//7me5fPkyiUSSz9z/cUKhGw7U8NAwF872MTs7T8sqlaXkLInUHAKwDHjz2An27tv98ydwcXkfuJXI1d3A527a9ibwo/fOHBeXDwYP3vcgkRMRRqdG8SpePvLoR6itqeW5V54jeiBKcaaIpEgsvLyAGnJ+ZkpQwdItFN/1tI9pkw2dGzjRdwLd1pFkZ5E1R02CnTf6d0iShK/eRyqSwrvKkTBvD7QzfHSYlJYCE6p/pxrZI2MkDRZeWMBb5yW6LQoy6BM6gZ4A8qQM15V1hRDoUzreei/BjpVzeao8sOikFpbmSkS2v63BsCYjyU7qIDYggZk1mUnOoDQpSIpUdqzAqRsrXCsgbIHiU8pOmrAFZwfO0rHmxsLs4uLi8mEgmUwS1GIrXratqmhjaHCYHXdtB6BnYzfnjg3T1tjN1ZkRzgwcJl9K8vCjn6SxsRGATzz4UY4cPsbYzClSqSTBmI+FwjC/8+n7yw7KQP8Qq6vXIkkSl0Z7EQgKxSyV1THm5mdZTM5QFasDIFfIEIoGVtga8kfpad9DRbgayzI5cfEVtnXfi+bxcb73EpIEHZ03nuOyLLNu3a01+pUkiTVr1rBmzcrtw0PDXOgdo7V+O63VMDxxnlKpwOaufQghOD90lNGRK65z5XLHcSvOlQ4EgfTbtoUA492Hu7j89iJJEgd2HeAAB1Zsr6+up3+5H3+LH1+zj/SZNKW5ElpcQypJGMcM5CoZ2ZbpinexdeNWmuqbeOqVp8hreTymh1gxxoK2sOK4xrKBt8l5w6jGVWavzvLH//aP+et/+muKncWyQ+OJefCu8mIXbHLDOUrzJZSQgqZr7Fu/j1NnTpFX8uQWcvhCPrzTXowKA1bdmMtKOL2owImuWRnLURjEccqEJbALTi2WmTSJR+MEPAFSRgph3ZQKmTKdtMkJfcV2Y9mgIlzx698IFxcXlw8YwWCQoplfsS1bSNBW01b+3NrawrWrkwxcOY4ieQhGVR771O+VI1vgODIH7t73C+eqXVVN39VrNNSsYdPaPQAMXj3BY1/4NLIs88LzLzFw9SoyMlpQ4qFP/w6vvPaz8v6VFauoCFcDoCgqPe07uTY7RvvqHtrqezh/9vQK5+q95MLZPlrrt5ed0M7mTZwbOgo4a/CGzt2cHHjptszt4vLrcCvO1c+A/y1J0r8VQqQlSYoAfw68+C/s5+LyoWFTzyZO//A0SSsJEQhpIfbu38uGrg34fD5UVaVUKiHLMqrq/Pxqqmv4w8//Ibquo2kaL73xErPXZsmP5vHWeSlcK2AkjXLECwDJScHYv30/r2ZfXWGDpEpOtEkCfUonUhmhWW5m145d7Ny+k2KxiKZplEolNE3jh8//kKtXriLVSIhJQXe8m0F5kPS5NL5mH8mTSULrQqghlWx/Ftt0+mOlT6UJhAPs69lHZ2sn33nuO6gxlcThBJFNEaycRX40T3R3lOJ0kdSpFMG1QaysRe5Cjm1fcMUsXFxcPnxomsbq1lWMTVygLt5KMrtASU7S3Lx6xbgDd+/D2mdhmiZer/fnHO0X09rayumT55hZlIkEq5hJXKalvaG8/jz40McxTRPbtss9st6OdFPDRUmSEIh3jLsd3DyLJK20RkKiuroSF5c7jVtxrv4Y+C6QkCQpAcSBF4Av3g7DXFw+SJw6d4rXTr5GIV/Ao3iIFqNYRYt0Mc3ri6+TyWZ44O4HmJqZ4mDvQUzbZMvaLWzs3ohlWfzwJz9kdGYURVKoDlcj6RJySKYwUUDxK2g4Eu4okB3OYk6Z/Ne/+q80VTZhp21EXCCpEkbGKEukp8+kMZIGoeUQkdURTNNEVdVyDvxb/37sk49xefwyg2ODLOlLpEljJSz82/2UZkr4W/ykTqeQNRnZL+PNemmPt5OVs+CF8alxsCEaiCInZDRFY+r0FL5WH7G9MfJX8phZk8i2CPqkk/7YuqqVeDz+/t0wFxcXl/eRfQf2MDc3x+DAMGs762lv378iTfAtFEUpKwjezNjYZc6duQjA1u0baW1tBeDy5SucPX3B2b5tI5997GFGRkaYmZ7jnh07qKmpWXGctxytd2MxOUs6u0wkVIFtW1wa7WXruv0IIZiYHWD91tvXp3D9hnUMnhukeVUXkiRxZXoAVXVUcoUQjE6dY8+922/b/C4uvyrSzQoy/+IOkrQKp3LjmhBi9rZY9UuQSqV+M69OXFx+AYlEghcPvsioNUpoQwhREiSOJPA1+igtlgi2B/HWeilcLdCcambGnMFsMLFyFmpJZX/9fs5eOstSeIlgd5Dk0SSRrRFESZAdyOIpeti+djsb1m7gJ6/+hHQ+TTFcJLw1DAIyFzMElgL4Aj4SuQTFTBFbtaQZN+sAACAASURBVMEEy7CoebAGK2NhLBpUZarYvXU3a1rWMHJ5hCvjV/D6vNyz9x58Ph9/8U9/gb5BJ3MqQ6gnRP5yHmEItLRGW2MbOZEjqAb55L2f5KU3XqI/049SrWAXbfQJneieKIpXwb5k0xHq4NL4JSxhIRUlinIRW7GxbRsKsKl9E48//Lir8uTi4uLyKzA8NMz53lHa6jcgEIxNXWDb7nXYts253mHW1G8sb9+6u4uOjnbAaV48MX6VptWNVFaujPrYts3Y2GX+91/+5QqFwNqqBgLeSFmpr2jlqK6upHvDWtb3dN/W87x0sY+BS8MIoLOrjVKxxPiVSSRg8/YN5fNycXm/iEaj73gr8qs4VzU4tVZlhBCXfz3Tbh3XuXJ5v3nh9RfoS/VhVVsUp4tOY93r/a3sko1+TXdU8u5xFrDF5xdR4yqeKg9qVKVwpUCoFCJTyhC7L4axaGCmzXLDXwBr2OKxTY/x7KFnydZlyQxniN8bL7/hFEKQPJjkjz7zR6xa5RROff1Pvo5WqxHuCVOcKuKt96IEFLJ9WeSAjJ21wQPeWi9apUZhsMDGVRsZCY8gcPpWvb0hsDVo8ZUDX6GiwqmRevHgi/TO9OJd7UW/6pyjsAXCFFTsrUDYgopLFXz5c18G4Bt//Q1S/hRG0kBWZYKdQYQhCM+F+cpnv0IgsLKA2sXFxcXlF/PD7z9DW/X2FWvBlcXTCCHeuX3hFJ994mEOvXGU6fEEVZEGEtkZKlcFuP+BewHQdZ0ffv8ZKgKNyChcHDnB4vI0ddUtrF+zg0Ixy3ximq3r9jMydYZHP//gu6YRurh82Hg35+pWpNg/DnwLqLvpKwG8e8zaxeW3lHQ6zcDyAMp6BQUFrUpj8eVFKu+vLKv+aVUaS68ske3Pguy8FfTWe8uKed4aL8lXk5gl08ljt5zUvrej2zrf+sG3sOM29oCNMFbKuUuSBLLTcLJYLPLkC08SaAsgLEFpvkSwK4hW6SyAWo3G4s8WCfWEwAb/ascOrVrjzEtn8K/zI8vyChvMrEl6Ks23X/w2fsnP5rbNHLlwBLVCJT+WxxPzYBUsQmtDJN9MOr1UJJhZnAGcyF4+kocieCIeotujSIpz/GJtkZ8d/hkPf+zh23SXXFxcXD7YDA0Oc6r3PJItI3sEH/3EfU5KteAda8H01Cwej0JbNSu2CyCXyzE1vsDaJieNLh6tYWTyLMlkklgsxuE3jtJavZnA9QbANfFGXjvxNHdv/1R5nqA/wtWZEXK5AofeOMpHrjtm/5L9p3vPw832u7j8FnMrNVf/E/i/gO8IIQq3yR4Xlw8Ec3NzFGNFfNzo4aEElLJjZeUs8iN5ZK+MPqfjb/LjW+3DW3ejKNku2hglA9krs3ximej2KMuvL1OcL2IkDUTJiQYpYQXZlpG9MlJIIjeaI9juyKfnL+dRCgrFUpFvfvubFAIFIpsjqBGVhRcWiO6Iluez0hayV8ZcNgl0rIwWKRGFwoUC3nYvhcsFSoslQutCpM+mqbi7AkmVKFLkZ4d+Rnh7uOyw5UfzCARmykSNqghLUBgroNgK3/3Rd8mlcqitKuZVE6DsWAEofoVUPvUe3xkXFxeXDxaDA0P0XxpC83rYs29n2fnIZrOcPHaB7hZHatyyTH767Mt84UuPs6azhemxy9RXOQqDV2dG+P/Ze+8nO84zv/fTuU+ffCZjZpAGORIZzEkUSUkUtaIlrVZra73+yS5Xuax17d0/wXVdparrX25d37tb2uCVtbuSrMAoigRJgMg5YxAnABNPDp37/vCCZzhMIMQEkv2pQhGn++1+30ZzTs+3n+f5Pot6V6PIEieH97JhhXAGHJ++xPKVS5mZmSFlzhc1mUQnk5OT5HI5qpUGHZ3p9j5ZlrES6XkCrpDt4er188iSjFNSOX7sBBvv2gDA5UuXOX70NIoqs/MeUdfVaDQ48OZx1r59/b9+iR/88HvvWV8WE/NF4XYKHvLA/xMLq5gYGBgYwJie797klT1CNySwA6rHqqTWpOh8opPEoEgTNHoNWtfEj08URpT3l8k/kKfjkQ4SCxPMvDAjDCO6Dcxek64nu+h6sovIichsyVB4oIC11KJ1tcXMyzNMvzhN83ITuuHvd/090coIa4VF9WgVZ8ohsTRB/Wwde9zGK3nUz9aRDRm9S59njR5FkVi7HxI0AxJLEqg5lfLvyxhJY14kK7khiTc7130hMZTAGXMI/ABnyqG4q4h9wyboDZhaNUVlbYXmcLN9zYE916HSK3v05t7mAR8TExPzJWPf3gOcOzbOosImOo0V/OaXL1Gtio43Z8+cY0HHXE2RoqgYcppqtcrmLZvI9iq8dujXHD23myiKGOwdoq9rCYHcYvjGAYZvHKCj3yBhmViWRaU5OW/uYuM6g4ODRFGEZshcHjvTrrVyPYdao0QQzn1nj01cwvUc1q/YSW/HYi4OXwHgxPGTHNl7gcH8RnqTa3jxt68zNTUl1l94x/rVbPv6PgxhGHL27Flef/0NKpX4ZVzM54PbiVz9NfBvgb+53UkkSfob4BvAVBRF625uKwA/AxYDV4HvRlFUksTrjP8L+BrQBP4siqIjtztnTMwnSSKR4L6V9/HKvlfwcz7ujIuVtqj8vkKgBeTuziEb4t1FclmS2V2zpNekcadcqkeqBK0Aa6mFmhQ/gmafSSvfIrMpQ+1Ejez2LJIkYU/YpDek2+OMHgNn3CG5NkntWI3s1iwzL81gLbOI/IjqkSrmQpPGcIPIjTC6DaIwonKoQmpdCjWtUjtWIwxC3KKLmlFpXm6SGEig9+g0LzUJnRCjxyDQAhRvfsavX/FRrLltoR2iplWaZ5tEQYS1xsK+ZiOnZNGQOK0RRRGhE+I3fIqvFTF6DSIvYomxhK986yuf0h2LiYmJufO4cnGUlf07ANA1gxX9W9i7Zz+PP/kYuVyOqasT5NKd7fF+6LRt2R3bIZnIcNfKe9uRID/w6O7p4qmnv8bRI8c5c+IilRtwvDWMrEWcubaXlFmg4ZRYvX4ZiqLwj3//T6S0LjRVYc/R57DMNBMzI5Sq07z05s9YM7SJUnUWVdbYueExJEnC9RwMQ2QwnD01zPIF2wGQFZmVg1vYu+cAa9atYuLKDfLM5Sn6gd12qr0V9Xqdn/z1P5DQcizoWszP//F5Fi3r5tHHHvno//AxMZ8gtyOudgL/SZKkvwLmuQRGUfTAex/S5ieInlh/97ZtfwX8Poqi/3rznH8F/B/Ak8Dym392AP/3zf/GxNxRbFq7iT1n9iD3yFjLLSRFIjgb0LjUQNbnB4UlWcK+bpNclcQ/6VOeKmOtnJ+aJ2tyu2apXYzsRcjWOwLMClQOV0guTdIYbpDdkUUviIecOWhSOVDBWmiBAolBUVdlDpiU95bJ35Mnd2+OoBpQ3VslNEOsJRbpdSIdxFxgUt5fFmmMAybTz04Tng9JLE8QFAOUywqtVAu9Rye0Q2rHhRAkhPq5On7Rp/BAgdlds4ReSHJ5kuz2LI1dDcw1Joql4F/2uXvx3TxyX/yAjImJ+XLzNlM+AFRFw2m4AAwtW8rB/YcxKglymS7Gpy/R1ZdtiyvbdujvWcLJ4f2sWrIJP/A4du4N/uTPnsH3fc6cGGb1wp0A9DDA5esnufeJu5BlmXw+j67r/O7F37OwYwPJm7VWC7oW8ewb/0C1XgRgtjzBfV+9i8mJKU4cuoDnu+15MnmLiRsTvNMXTZFVAj9k2bIhDu4/glmxyGW6uD59mc7e7Ifu2fXi8y+T1Avt5sc9HQOcGH6TarU6r5lyTMydxu2Iq//v5p/bJoqi1yVJWvyOzU8DD938+98CuxDi6mng7yJhY7hPkqScJEl9URTd+EPmjon5pBgZGaGVbJHICwHj13xq5RqWKlLzcttz7e2SKtE51ol7zSVwA1oDLRpnGuj360iSROiEuLMu6riKmlZxJhyMXgNzUIgi9W6V5nCToB7gTDgoGQW9R8cetdFXzTk2SbKEpEi4My6ZzXMPn3cWPgdOQM7MkXbSlBaW5l2XltfwGz5aVkNOytQu1qidr6GHOplcBmVaofhiEaWgICkSzctNksuTEIrUPxBmHq1rLZwJB13T+e7j3+XG9A2KpSI7H97JQP/AJ3ZfYmJiYj4vGJZCpTZLNi1cZS/fOMV9j2wCRN3Td7//DEePHOf69ZOs2byC5SuWt4/dun0Tu148QD7Tyd7jLwHQO1CgUCgwPT2NpWfnzZVP9XLj+g02b9nc3vbOWitFUUma6ba4Aujq6qKrq4vuni7+59/+E935QTaveQhdM3jxuVfJd6SZLU/QcTPNe2TyHOu2iN5U3/v+Mxw5fIzr10+y+h3rvxXVSo1Cdn5j5d7CQoaHh9myJW5CH3PncktxJUnSW6+XRz/muXveEkxRFN24afEO0P+OucZubovFVcwdQ7FY5Jd7fokd2CRI4Fd86mfrZDdncYsu3kmP8v6y6CivSsgJmfJUmWhbhJJUCA4GSIpEZX8FSZHatVrOhAMyNK82kWQJWZJJhklmfzdL4YECSkqhda2FO+lS3lfGr/o4Uw5Gt3gTGAWirknNq7RGWliLRXQsCiOCVsDUb6dQ8ypBLaDj0Q5GXhlBG9HaBhUAXtHDGrIIHdEvy1pqYS2ysMdtyhNl8o/laTzfwOq3SCxMENQDSm+WUJIKsiYTeiH2mE3u3pxIBxz3OXXhFE8+/CSWZTE+Pk6xWIwdo2JiYr7UTE1NcWN0mprlEYwHNFpVzKRK/0B/e4yqqmzb/t5Core3l2yXyez1Mvdv/hqe73Jh7BDlcplCQaT+vZ3Z6jibltwzb1u+kKHWKJNOipeBnu/SaL13TZTrugwNrGWgZ04gaSQZH5nCUOuM3Bim6dRZtW6IFStXEIYh169fZ2jZkve9hg+iUMgxc+M6g71D7W0Ts2NcL9osXrz4XX26YmLuFD5M5Oqvb7E/ApZ+DGt5i/eykPnAnlbDw8Mf4/QxMbfm2V3PIu2UMCdNyvvKhE5I7t4csiqjJkX0iQj0Hh2v5BFUA+qZOtJlicyWDGafqItSMyp+w0fv1tE8DVmXUdMqZp+JPWpDC5zIIbslK84JWIst7DFb9KNakqB6pIreo6NYCo3zDcwFJkpCoX6yjl/2RV3VpSaKpWAttfDLPn7Zp7yvjNqhIpsy1SNVYa9+WYxrXmriTrnkH8pT3lMmciO0rIYUCrdCo8fAWiSEm5pWSa5MUt5bJrMhw+yrs6Q3pqkfr2P0GmDCkYtHGC4P4xZdzJUmUlMi18zx0LaH4kbCMTExX0p+/7vX2LbuUTR17uXWG0d/y/nz5z/09+LE9Sk2Ln0IAENPsGJgG88/+xJbt2+id7CTY8Ov0ZHpp9qYJlXQmZ2dZXZ2tn18X38P+/YcJKl3osoas7Uxqo35ouyt37FqtRpNt97e3nIaXJ+6wpKBtQSBT7k2w7Z1j3J+bC8HDhzg2OEzdGcXYbt1PGrsuGfrbbkEDq1YwrWrr7H3+EsM9g5RrEyRsrIM9m7mhedeZvvOzbc+SUzMJ8Dy5R8cgb2luIqiaMnHtpr5TL6V7idJUh8wdXP7GDD4tnEDwPUPOtGtLjIm5uPE933KL5bJaBkSgwmMPoPKvkrbZlzNqEiKhNFvoOgKKMJ2Pbczhz1qY4/aIjLUCrEnbbJbsmg5jZnfzWCttdC7xIM2sSjBzIszSJKEkphvLCEpEvn78iimQmpFivqFOvXTdVKrU6RWiR7f1lKL6WenSW1MoSQV8vfk506ggpJU8Ms+qdUpAjsgqAVEYURqjeiDZS23kCQJWZPJbBQphuYik+KrRdT8/K8ONaliaib2hI3RJVwRs9uz7dozY4FB83ITeVBGzstoSzQqExUqjQrbN2//RO5TTExMzJ3Mqy+/gapo87ZpisaSJUs+dIPew/tOzj9e0zHNBMuXL2f58uW4D7hMTk5SKGwjmUy+5zlWr17NzMwMvu/T0/MV/uIv/mLe/rf/jnX18igz5et05hZw8sI+HtjyTVRVXEO9WeHy6CksK8nl4RE2L3+kLRKnSmM06k02bb7rQ13XW6xdu5a//ev/hWkkWbVkM7pmEEURiZvXGBNzJ/JZvjL+NfDDm3//IfCrt23/N5JgJ1CJ661i7iRmZ2fbTXQBEa0qzH0GYVFePVylcqhCaIfC9AEwBgzcKZcoiPDHfdS0ipYTD6YojNrCCoSA0pIai3sXUz9bF2YXCKHml3wUc05wJZcnkXW5bWABorZK79YxL5joqfkP6sTCBPjgTrqEXohiKmidGlJLIqgFaHkNSZJwbjioOXXeObUODb/ki7RBhJV7/Uwdo2AQesLOPWyF80w91LRK5EaYAybulCjWVntULo1d+gh3IiYmJubzy9btm7g0eqr9uVKbJZC8Dy2sADL5JLXmXKRpZPI8GzauaX/WdZ3BwcH3FVZv0dnZSW9v7y0jS9/69lMUBhVGykfRTaUtrABSVpZao8zAoj5CX54XfevK9XPt6tiHvq63kCSJBQNdaKqOron099GpYdasW3nb54qJ+bT4VMSVJEk/BfYCKyVJGpMk6d8B/xV4TJKkYeCxm58BngMuAxeB/xf4D5/GGmNiPiz5fJ6UkoIIyvvLlPaWaJ5vEtgB5f1lygfK2FdtjAEDVVFRMkpbUDljDnpdJ3c6xw+/8UOsuoVfEw12zYUmzrQDQNAKcIsunUYnj937GAWvQPGlIsVXi1R/X6U7190WWwDOdUfUOl23563Vm/H4j//uP2LZ850JnXEHIogQ/bZKu0ooexXuWnEXzoQjrmN/mdrZGpI2/2HrTrnIeZni7iLF3UVmXppBX6CTNbIooULu7hzIEHpzNlh+wycMQhrnGigJBa/s4U/5LFnwSQXGY2JiYu5sNm/ZRKIAe088z76TL3Hm2j7+7M9/0N5v2zYTExMEQfC+53j8ya/Q4Drnx/Zzfnw/C5cVGFo2NG9MrVZjenp63jPjD0WWZbZu28K3vv0UmXwKP5jre9ho1UB12bZ9C5ISzptvtnKDgYUL/qA5H33sYWx1on2NfUvSrFodi6uYOxfp4/hh+yyoVCqfz4XHfCE4cPQAuy/spuJVwAWzyxSCJQ1qVsUesUlpKWzbRhlU8Os+3pR4COWX50nVUvzgGz/ANE3+9hd/SylbwsenerKKmlJR8yqyLmNfszH7TVJKiuW55Tz1lacAGBkb4Re7fkGzp4lfEaYWURARtSLMRSZap0bjbIPWWItF6xdRjar4to+xxMCddPGKHuYCk9ZICzkpgweJ/gSmY+LP+vg5H7tqo/fo+GM+aqeK0qXQutTCrbkomkJiUQK/LHp8EcEfP/bHDI8Mc+TiESRdCDJrqUXohjQvNkksSeAVvXZDZa7Dv//ev6erq+t9/51jYmJivoy8tms316/NkNDTVFvT3PfgDpYO3d7LqDAM+e2vnqdVC9FUk4Yzw9effvyWZkI/+tGP5n3+8Y9//J7jyuUyv/rFcxSsfhzPYXRimIV9y2i4JVavX86ZExfoSA3g+C0ircEfPfNNFEV5z3PFxHxeyWaz7wr3xuIqJuYPZHJykp+8+hP0TXMpHOVXyqwsrKTYLDI+PY6+QIcQkiuSeCWP+tk6WoeGmlWRb8h0dnbiVBwCOaBUK2EuN5ENGXNANFmMgojKgQq5u3PUz9ZpXmhi6ia6rpPIJJienSa1IYW5wCSKIiovV6iN10AEwNB7dbq/2S3s3t2Q2v4abtNFL+h4ZQ/ZkglqAdYyi+QykTbiXfTgBqj3qdjXbJxJh6Ae0CF1cPemu3n+4PNkH8u200dqp2qEbogz6rB5zWbGi+OE20XUypl0qB2t0flEZ3t89VgVa5mFklDInc7x59/580/rlsXExMTckVy+dIVD+48SRRKaIeE3NZYNbARE6vWZa3v4wZ9997YMgA4fPsr0VYfuvGh9EQQ+V2aO8N3vf/tdYx3H4cXnX6bVcDk/fI5KdYboppfY+4krEALu6NGjnDx0kfXL7kGSJLHekTf54z/9NiMjI6TTabq7u9/3HDExn2feS1zdTp+rmJiYmzQaDV7c9aKwW3kb6qDKqUunCP2Qzq92oiQUojCivK9M+q40ylWF0A5xGg6FBwq0tBb2pE3tWE0IsFmPzNa39adShJU7gDVk4bd8nAmH1AMpIi2iw+9g5nczIIE77eI6LkavIdILfTB6jbaokXWZUAkp3FfAueGgdWttx7/GxQaNCw2RWjhqY3QaGBMGgR2Q2yEselvjLfYc2YOUl+bl5SeWJCi/WUbJKlwuXMareiQlIdSUhEJiaWLeeHNQ1F1ZSy0qfuXjvzkxMTExnyOKxSJ7XzvCqkXbkSSJ05cOsqhvcXu/JEmYepZGo0E6nSaKIoaHh7k0fIXFSxZhJROcOX2evr5u1m9Y344OjVwdY2FuzkBCUVQCD0ZHRjl16uy88b/6xbMM5NZhZiyGerew6+CvuD515ZZrl2WZVtNhaf/69ve8JEmYWhrHcRgaGrrFGW4P3/c5euQ4xdkiG+5aR19f38d6/piYj4PYAzkm5jaZnpnmf/zyfzDePU5rtEXoztUWNYYbBG6A0Wu0Hf4kWSK5KtmO8OS25cjclaG8r0xgB7SGWyRXJkVz4LSCV5zLYY+iiMgXbw+dSQfVVLGGLGRN/OhKqkRyjbBBd6Yc0hvTdD7aSWFHgdSaFEFzLlc/8iMkRUJJKjjTDkaX0d6XXJakcaGBmlPJ3Z3Dq3nYozbJlXNF0In+BGWjjFeaWx+Iei9kYbShWApuxW3vU5IK3sz88e6Ui1bQiKKIUrHEqXOniImJifmycnD/YYb6N7bFSW/HQiZmR+aNcfwGliVehj37mxc4f/QGHfoKhk9M8pufv0RBXcbUFZef/fTnhKF4JnV3d1Kpz9muR1FEpVbm4Btn58b/489pNBpEnoppiPPLksxdK+9DUz6csUb/wAImZq/g+3Pf9a7fJJFIfMBRt4/v+/z0H/6ZynWJrLyU3S8f5eD+Qx/rHDExHwdx5Com5jb5zSu/wV/p0zrZQrEUKkcqEIFX9ZAiCb1TJ/LmZ62GXog9Yot0uKSCklTIbMxQOVwRgmTSRc2oNC41aF5sklyZREkq1M/UMQdN6hfq+CWf5Kqk6H/1dnxIrU/RPN9suwUmVyQJjgQ4VYfSnhLWcgtnwiFwAiqHxXqbl5r4VZ/M5gxRGIEE3qSHO+EiKRL2jE0mzMDbUuRlTUS/yvvLJJYk8Es+ftVvOw42zjVAgeruKsYKA7/kEziiyXByeRJ7zMareKg5lfrpOslNSfac2MO6Ves+6dsWExMTc0ei6Rq+46PfNN7ryPVw5sp+VFUmlehgunKN9XetQFEUyuUyzUrAsn4RERroHqLVamA7TTpzC/ADjwsXhlm1aiU77t7GP/+vX1BvltG1BJPly2iKxuI+4Sb41vgrl68QRuG8NXm+Q8T8be/FzMwMu1/bh+ybnLjwJkgyCUtn3aaVH3t91dEjx+nNrqCQESmGQ/0bOHt2L9t2bP1Y54mJ+ajE4iom5jYZmxkjsAPRx+lmBKlyvAJF0HIakiIJZ8ApB6NbpNY1zjTI3ZPDGXXa51FSCl7FI6gFqGkVe8xGVmTMhSZqRhVW54qoacpuzZLbkcOv+TQuNjAHTLSchl/3cW44ZLZnaJxp0BpttQWWZErk78mjZTScGw6yJuNMOCTvS2IuEDVdoRtSPVrFr/h0frWzfT2t0RbOfofygTK57cL9r3mhidEjeoykN6RxJ130bp3kyiTFN4oklycxeg28skf9TJ3qoSrIoFgKftWn+GYRLaeh5TVqJ2t0PNKBrMp44x4xMTExX1Z27NzGv/z016xauANN1ZmYHWH9xjWsXb+a8bFxGlcVLpy7zOVLV1mxeghTS887PmVlado10skcSTNLcVZYs6uqyh//4DuMXBuh3miws/9JXvrN7nnHJs0slUqNZFajWJmkkO3BcVscPfsGfuDfcu2/e+FVVg/cjSwLIXXl+hmG1nUzOjLO+bOXUDWZhx+9n3w+f4sz3ZribJGstXT+xkgmDMO4GX3MHUUsrmJibgPf90UKnBvSutYi8iMSixN4Ux65e3PoOb1dY1U9WkUv6EiaRG5nDiWh0Dw31wurdqoGNhSeKKBYCqEfUt5bRstruNMu6XUit748U6Z6pErrsoiUmQtMyvvKaAUNxVTI7sjSuNAgf18ed8rFvm5j9BnYIzahG9I428DsN7FWWDQuNNrCCm7WYdkhSlppCytAiLfzGn7VZ/qlafSCjjloCofBsZZIGVwhUgYDO8Av+xi9BqETUjtdIzGQoNFqIGsy+fvz+CWf5qUmQStATsjIuowkSQStgF6999O7gTExMTF3GMlkkqe+/Th73tiH63gsHlrI5s13I0kSr/zudRZ1bMTMW/iBx8G9e5Akhf5oads8YmzqMptX3Q/A+MwwX7v/4fa5JUli0eJF7c9u2CAIA5SbYmh8VozPZDK88foeDp55kfHxUeqt6i3XHUURoSe3hRXAwp4V7N71AptWPsyCniR+4PGrnz/Pn/7Zd1HVj/Yr54a71rH75aMM9W8AwPc9VINYWMXcccTiKibmNlAUBdmTCewANaciazLVI1VkU0bPifx0SZZIr09TerNEZmumnUfv1328ikd5b5kwCNsufYolHkyyKmMNWURe1K6Vcm44winweJ38fXmqx6pk7soQ+RG1YzVCJ6T0RonEwgR6h45W0Jh5cYb6+TqSKmEtsQi9kPrJOs0rTVDBr4nmxSAejpIqtR/S7bVWfLQOjciPaF1r4as+9qhN42yDSIqon69jj9koSQW/4RNEAX7NF/VXAYR+iJbVSK1NiVTBCFJrU9jjN90HGwHRiYhuvZtvf/3dzlUxMTExXyYKhQJPPf21eduKxSI6qXYtlKpodGeXkOmDMxffRApVgshBMQIujB0GOWT9ltXkcrn3nefJb3yFMd5scgAAIABJREFUl55/hdCTxfhNq8jlcpRKJa5cHGV5/xZWDmzn0JldXJ+6Cry/MbMkSSDPTx28MXOVjmwfCSPZXnNvbinnz19g7do188aGYYht2yQSiVs2Lwbo6+tj8Ypxzp7dC5GMasDXnvrqLY+Lifm0icVVTMxtEEURTuiIlDZDvC3L7shSer30joG0hU9qdYrACaifqiObMnJCxrvhkbs79+76qUiIs8iP2ul63rSH1qFROVDBLYqeUkpCNOuNImHVbi2b3yRYtVSy27JIsnhgafdolA+VMfoMqkerJBYnkBMyjfMNglaA2W9S2lMiuTJJ2Aqxr9lkd4q0R3fGRe/ScaddZFNGTamEzRC/5RMFEVpeI3Ijiq8XUZIKRrdBcihJ7aQw8AgaAZnNGWrHakRRJCJkIQzlh3j6q09/qIdqTExMzJcNWZbfVfXkBz6XhsfQ5SSRHJLN5fj6N59oj78VHR0dfP9Pv/OuVLrXd+1h9cKdaKp4SfjQ1qd59vW/n2eI8V5s3r6Bw3v3saCwjKZTpeyMY6rZeWPCKGxHyt7izOmzHDl4Cl1J4PgN7n1g+4fq47Vtx1a27dgapwLG3NHE4iom5jZwXZcgCtrCKooiWpdaImpzs8Yq9IXhQ3J1ksiNqJ2pEdQD0nelsa/ZwinQLYtmwwds/JqPrIpaq+blJuaAiTMpBFwURqRWp9rRreblJpWDFXI7c8J0YlSk/r3Vr656uIqSUQi9sC2sAGRDFtEiO0LJCBMOSZJIb0yTWJjAGXeInIjym2UymzPk7su1RY9e0DEXmsi6TGpNSlz3hojpF6YpPCBs3aMgwit6REToXeLhbA1ZlA+W0bt0SrtLJFclMbqFQ2HQCDh6+ChLTi9h47qNn87Ni4mJifkckcvlCOUmjVaVZCKD49pcHj/JllWPkkyIuqtybZrdb7zJAw/ed1vnfqcw8VwfLavP22/ot3b7W716JYOD/Zw9e55FhX6WLr2ff/nZ/6berJCysriezXT1Co+v2NE+xrZtjhw4zZpFdwPiObr7tT0sWrzwQ5tgxMIq5k4m/r8zJuY2uDZ6DVSwJ0TEqX66jpJS6H6qG3fGZfrFaSoHK2R3ZGldaaEVNDoe7KDriS7sEVu48gFqRqVysEJ6XZr8PXkyWzM0zjXwih7urIsxYKBlNQhpCysAa6lFFEZUD1eZfmEar+yRWJSgcqBC5WAFv+Wjd+iEbohfnytGdiYdEoMJ4UKYUOh5uofub3YTNkPscRtz0CQKIzJ3ZQjtsC2sQi8U5hxjDomlcw9aSZEwegxmX5slDENyO3J0PtGJaqnUz9YBse70hjTN4SbItIUVCIt2EnD60ulP7mbFxMTEfM75o3/1FC3lOpenDzPrDtPb09cWVgC5dBdTEx8cXfowdPV0UK5Ntz/XGmXqzfKHOjaVSrFt2xaGhoaQJIlvPfMNHG2Cy9OHmbYv8Mz3np4nmq5euUpnaq5JpCRJ5BI9TExMfOTriIm5E4gjVzExt8Frh16j45EO6ifqOKMOfsMnvU486NJr0iSXJamdrqFlNLSshtknzCMkRSJzV6YtPJIrk8y+PIu5/eZ+WSJ3T47KwQr22JxZRBRE82qhAjtATamipmtvSTTpXZggsVAIn/L+Mq2rLdS0SvVYtZ1iqCQVMpszVA5UyG7Pts+XXJ1k9qVZ7FEb54aD3i1s5CsHKkiahHPDIf9gHm/awy/5KH1zD8i3zDy0tPAPliSJzOYMMy/NMPvqLEpKwS/7KCkF1RLuh+2IXxgRuREd2Y5P9H7FxMTEfJ7RdZ2vPvGV9ud/+dn/npcS5/kuhql95Hnuf+Benv3NC0yMXKFUKjFdvE7Trv9B59I0jccef/R993d2dXLavQrMCayWVyObzb7vMTExnydicRUTc5tIskRmU4YoiKgcqrxjpzCh8JZ67ea/bz8uaAT4dZ/mcLMtNN5+LJKITrWutJB1GXPApPhaUUSU3FD0hlqZpLSvRHpjmvKeMpIuoXfotK620HIaXtEjf4+wvQ39kOKuIvl780JQvaO8SZIk5KSMpIkUwdbVFolFCYwBg+ZwE71Lp3G+gTVkUT1UJfRCtLxG81JTCLEwaqckvnUNRtogc5+IgKGIVMXkqiSVAxWSq5NIikT1SJWoGfHA9x/4mO5KTExMzBef+x+8mxd++woLu9YQhAFjs+f41r/62q0PvAWyLPPU01/D933+8i//8mNY6fvT2dmJngoZnbxAR3YBk6UROnpTpFKpT3TemJhPC2neL0afIyqVyudz4TGfa4YvDfPTgz9FMiWCekBrvIXeoQujCl3GnxRNc0NEOl3+njxGt0EURlR2V3AnXeSsjKRL+FWf3LYcRp/oHVXaV8Kb8JA00ScLFSI3IqEm6OroIqEmOD96HlmXicKIjic68KY87DFbJPj6wgkwaAXIukxiUQJryGLqN1PIKRlZkYncCGvIatdO1c7UaJxvYC4yyWzMUNxdJCgHEILWrZHdmqV2vIY75eK3fJBA79LRUjedBEdbaHkNIpBNmciOWJxfTHlpGSWvEIURM8/NkNmeQStotK60aAw3kE2ZjQMb+e5T3/1sb2hMTEzMp0y5XGb363uxbZf+gR527Nx+WzVErVaL48dOoqoKGzauR9f1Wx7jui6v79pNpVwnk03ywEP3YRjGe4790Y9+NO/zj3/84w+9tg9LFEVcvXqNkWujLFu2lP6B/o99jpiYT4NsNvsuV65YXMXE3Cb//W/+O81lTYJaQCRFWEstCKF8oCzMJ1IKpT0liBBOek5E4IqIlZIQKXLWCovK0QphM0QxRI+ryI/oeLQDxVRwZhxal1uEXkhmXQa35tI40aDjKx3Iuow9YVPaU0LNqHhlD2uhhTVk0braIrMpAzLUTteon66j5lQSCxKk1qUgguJrRfyGjyRJJFcmSS5L4kw7lN4okd2WJTGYIPRCSm+W8GY9Oh/vRE2qeBWP+uk6QSMgtzOHmlbx6z614zUy2zJUD1exlloYwwYZM8PF8YsEfoCSVpAkYfeuplUSSxP4Yz7PbH6G1StWf9a3MyYmJuZTw3Ecfvr3P2fV4A50zWC2cgNfL/Hk19/fUjyKIq5dvUatVmfFyuXvK4o+iH/8h39iML+OZCJDo1VjtHiS7//pd97TrfXTEFcxMV8U3ktcxWmBnwDv/GKK+WJhrbTo6OmgfLVMbsfNfiIKZLeJKE92SxZzgYmSUto1VwCVQxUkRcJv+NRPiVz27NYsRrewR9d7dRRT1DQZnQbOqENqbYrSGyUkQyJ3bw5ZF283zV4Ts89EX6DTON0guz1L9VCVzOYMkiIReiFBOSC3LYc9ZpNef7MAWoLCgwWmn58Wc/eIh7TRZaDlNRKDonZL1mSyW7NUDlVQk+JrQstqKCkFSZXafbLUlIrRYxDUAjJ3ZWgON7FTNlNjU6Q3p3FnXIJ6QGpVCrfoEtQC9E4dvVPnJ//yE7wZ75O9WTF3BPEvZzExgqNHjrOway26Jr57O7J9nBsZIQiC93TK832ff/rpL0hr3eiaxZGDv+Thr9zLwkWDH3rOiYkJElKeZCIDQDKRJqEUmJiYoK+v7+O5sJiYmDaxuIqJuU0k9eZLinfWL8kS7aYk0dvGvbVfE5Gi1rUWbsklqkY0zjeoHKiIyFbNxxkTtubGAmHpHrrij2Zp1M/UURLCgU+SJaIwIqyHom9Ue9qI2tEaft1HUkXqomTMX0dERORHNC81aV1p4VU8kdr3zutU3qNGS5WQdOld2yI/QlJEOqNf8tsRNmfcoXB/ARDphM1LTdxpF6PbeHfNWUxMTMwXHM/zUJXkvG31epNf/POveOpbX8M0zXn7Duw/RG9mBbl0JwCduT72vLF/nrgKw5CXX3qF6ckyRNDRneWrTzzKqROnOXXiPI1Gg0JqwbzzypKK7/u8F7KsUMj2kEpkqDZKTE5M0tPb83FcPp7n8dxvXmRs9Aa+G6BpOl5g842nH2do2dDHMkdMzGdNLK5iYm4Tb9YjaAQoSQVn0mlHf+qn6iQWJ4iiCHfGxb5h43WJsZIm4ZU9FFNBy2s44w7WSovWxVa7hip3d64tlCqHKgT1gNLrJbLbs+0ImDPjUD9Tx1xoErohXtEjdEIa5xqYgyal14XRhV4QOfjOhIN/yac12mpHpUq7S+R25DB6xbqdaQdv2kNSxRq1nCaaEx+sEFQCQj9EVmVCN6R1uYWaVQk9IepCL8Qetcnem6V2tEZicQJ3xkUxFYJWgJKa/yZW79axx22CakDgBKgdKv7sez/gY2JiYr5obNq8kV/87DnWLr4bSZJotGqosk5/bj3P/uZFnvnO0/PGT01OM5i9q/1ZkiQI57+YenP3PqRWjtWDqwAoVad48YXfUZ6yWbVwJ1EUceDk7xnsWYaqavi+R8W+Tn//uw2FXNelt3MhD2/7FpIkEUYhLzz7Cv/6337vI/eWmpyc5Of/9CsiTyVl5Vm/ficgHA9//cvn+E9/8R/i/lUxXwhicRUTc5v4TZ/SgRJKUqE12kLipt15ShHGD00fvVsnqAboa0UKnFfxcN50cKYcaqdqqCmV1nCLxLIEWqdG60JrXgQquSpJ60qL0A3npRYanQbVw1W8oodf90mtSJG/P8/MSzM4Ew6RH6EXdIJmgH3dbjsEBvWA6eenRXRNpS2sQKQE2ldsMlsy1E7UKE+WiYKI9MY0Wk6jtFvUj4V2KKJva5LUjtWIuNk42IuYeX4GJaXQutxC69DwKh5qRsWv+POs5JuXmvgVH3PAREkoKAklFlcxMTFfGlKpFI989V5+9ctnMdUMmqqzfvkOFEXFab77u3Dx0oXcGB6jp0NEqoLAR1HnSs6np6c5d+48G5Y81N6Wz3Rz6NwJ1i4WTXolSWLDirt588QL9PX2opky33rmG+8pZC5fvszqpVva39myJJO1epicnPxIKYQTNyZ4+fndbF31GMPXTrK4f2V7n6bqZKwORkdHWbRo0R88R0zMnUIsrj4FVvybFZ/1EmI+JkIvZGzPGJ0Pd+JMOLSCFsZCg8a5BkpKIWyGJDoTyEkZxVDQO0UESctqWMstynvLoh6qFmAOmKiWSutSi9AJ583jV32cGUdYnQci5Q5EfyhCkC0ZxVZIrUq1zy+pIi2vfraOc8NBzakYvcKp0B61kQ2Zjkc6qByoEIWREFo3zxkh5jCXmNjjos9WYkBEujoe6mB21ywokNmcoXqgitFnICEROiH5B/JU9lboeFD0rIqCiOJrRdScSkQk+nn1myKSlVAoPFggCiKqJ6vIusySby9BS330Pi0xdw4X/u7CZ72EmJg7loHBftZtWI1UL5Cy3tbbSXq3T9fGjRsYvfY8w2PTaIpJw53l608/ThiG/OqXvyW0DfqyKzh2bg+LFqygK7+AMApRVYmmXSVhihTEhJmkq7OL7/zJ0x8YHcpkMlRqw/R1Lmxvc7zGR7ZJ3/fmQVYu3IYiKyQTKRqtGgljLj3S9Z24z1XMF4ZYXMXE3AYT+ydQsyr2hE39RB01r9K6LOzY9S6d0A2xllh4RQ/bsynvL4v6qCBCMiQkVUJP60i6RHaLeJAYfQbTL05TPyN6WHllj9alFkQQ+AHFN4rCOEOC2vEaWoeGO+Wid8zZ7yZXJikfKKPmVdwZF61DI7NRFC+bC0zKB8ptAWcttyjvK5PZLPZXDlRIrUkJN8CTdTof76RysIK13EKSJPy6L1wNk4oYuzqFYio0rzZJr0+jZTRCL2T2lVmUtELYComISK5MUjtRI7E0ATIExYDU2hS1UzWcSQcto+FXfVQr/hqKiYn5crFj5zZ+9o+/YHHXBiwzxdWJM6xa8+6aI0mSeOrpr1Gv17Ftm46ODiRJ4szps+hBgb6+xQD0di7k0OlXySTzXBw/xleeeITXXtmNomhkknlGJi+weGjBLdPuFixYwPmrf0021UFv5yAjN4ZJ5lTS6fRHut4gCJElMXd/zxCHT+9CkRWyqQIXR0+jJSCXy32kOWJi7hTi32piYm4Dz/EwOgxal1p0PCYecqEXUn5TiKjkSvEmTs2r2PtsOh7taBs3lN4skb8/T9gICf35kSqtoImGu8eqqGmV3N05GhcbpHNp/KpPZX8FNadiLbcovlZE0oTocYsuekFHy2uoaRX7mo01ZLXrwNrnz2lUT1WZfmkaLStETeNsQ4geN6BxqYGW0chsytA418Cv+bSutEgsSVA9XKXzq50iMhZFzL4yCxFkNmXQO3RqJ2tIhkThwYKwgD9Zo3W1RXmvEHDF3UUUU8EcMCnvL2MuMOl8VBRnu7MuxXNFOtZ0fAp3LyYmJubOwDRNvvcn3+bg/kNMVka55+GNH9jrKZWa32T32tURuvJzWTGSJKGqCtXoKk898xi5XI7v/ckzHD50hBvTp9l871oWL/5wKXe1RonXDv0KQzdpOU3+23/7P//wC73J6rUruXDiAgt7VqLICgv7lnPk/KuYhsm6DWv43sM//MhzxMTcKcTiKibmNtASmojKrE7O5aRrMkpaQc2otEZbJJclIRTueG93xMtszNC80iS5PEn1RLVtMAGiJkrW5HY0C8C57mAtszB6DRrDDVBElCm3PYexwMCZEr2ptIJGaId4NY/8PXmaV5s4N5x5dVXOlEP3U91ErYjqsSpal4bWKazX3VkXd8rFWnYzorUpQ2pdiuZwk+nnpzEHzLbzoSRJpNelKb5RpHG2QaVRIWgFpNelkRSJ4htFEksSpNen8coelb0VoiCi89FOJEWicqCCtcxqr0vv0Kkfr39i9ysmJibmTsU0Te5/8L4/6Nih5Us4f+Qa/d3LANELy0yqPP7kY+0xuq5z9z07/6Dz+4GH3xKtMt6rF9btsmbtKpqNBhcu7Ackevo6+C/f+c8fy7ljYu40YnEVE3Mb9Gzt4drvrmF0GFCY2x62QpojTYiEm6BW0PDr84uTg1aAYirIhoyaUSm+VsRcaGKP2CQWJgjdkOqRajvVUOvSkFW5XXOV3ZqlcaGB2W/SvNLEm/FIb0zTGm0R+iHJZUmCRoBf9fErPqETonfptEZaWEssFE0BDZLLk4RuiHPdITGYEALnVJ3WaIvslixqSnwtJFckcaddoiB693VYCrIlU9hcYGbXDH7ZJ7ADZF1u12rpeZ3kmiTlgyIlUbEUUBC27drcAzVwgk/obsXExMR8MVm+fDnD569wcfwYppai3Jzgkcfu/6yX9YFs3b6Frdu3fNbLiIn5xInFVUzMbaDoCtmlWWonaygZBS2nYY/aKEmFzMoMpT0lAilA8RUkRaJxsYE1ZBHUA6qHqxQeLBDYAfaYjZpRUZIKoRdiDYloTuiEeBWPwAvIr84TuiGlvSXMQWG9rphivDftkd0uolyRE6GuVjE6RaTKGrIo7y9jDBjUT9VRMgqJxXNRMjkh41d9Ii8iiiJhLd8KCFwhmt6OrMsQQmushdlv4hU96qfr5B/K0zzTFEIxoYoeXdcd5MT8fH4loSArMuUDZXLbc2Jtb5bJ7sgiqzK107V39dKKiYmJiflgJEni6089TrVapVqt0td3/3s2IY6Jifn0icVVTMxtUlhVQJZlSq+XMPoMjB6D9MY0kiShZTWMQYOwGZJ+IE1rrMXkrycxe01Sd6Wona4RtAIiTzTb1TZp6J16u3ZKNmSCaoC12KJ+sg4ShG6I3qmjZlTqJ+uoWRWta85dz6/67VovEM1/ZU1EkLwpD3vSJnRD0U8rEo2LzUET+6TN1LNTaGkNvUdHUiSqR6rk780DENgBURiR3Zql+FpR1IMlVQoPFkTaYZ9wSZR1mez2LK1rLexRm9SalIi4RZFwUUwrmIMms6/OgiTcBGsna0iyhNatEZXf7ZAVExMTE3NrMpkMmUzms15GTEzM24jFVUzMbSJJEpklGarXhSX5W7VTURQR2AHODYegHmCP2kiaJMSOIdMcbkIASk5BsRSUlELptRJKWrjwKQkRldLyWrv2Kgoj3JdcyvvLaB0aQSOg+GYRo9PAWiKiXUpaaYszEOIlCkRUKmgGyIaIHL3VqwoF6mfqSIaEltFILEvQvNQkaARoBY3pF6fR8hp+2UdNq5R2l5B0IdgUS6G8v0zQDFAzKsaAgZySqR6rklyRRO/WmX52WoxXZLQOjexdWaZ/PY0kSXQ92YV93cadconCiOqhKosei/uaxMTEfLmJoojp6Wksy/rItucxMTGfLbG4iom5TerjdYoXiujdwinPm/XQOjQa5xtC0NREDZFkSCSHkki6ROtaC3PARE7ItK60kEwJ1VNBEoYYRp+BO+1i9pu40y6zb8ySGEzQHG6i5lWUhoIz6yAhzukVPWEesVQYUjQvNrGGLOSEEHHmoMns72dBh8iLUAviR911XYJmgCRLyKqMV/OQRiUiRzQfVhIK3oyHV/JIrUqJfluXHYx+A7lTJmyFyAkZJaGg5lSa50Wdmdlv0rrSojUi0gclXRLi0pQovlQkvSpN2AqZfn6a1NqU+Pc626D7rm5k5YOtgWNiYmK+yMzMzPDcb35H2ujE822srMLXv/lkbPYQE/M5JRZXMTG3QRRGFC8WyWzLENohftEnbIXYozaFBwvUT9ZJLE9Q2lVClmXqp+vIyGS3ZjH7TQBSK1MUXyuS3yHS79yyS2V/ha7Hu8Qkq6F8sIxf8+l4pANJEc16p56bIr05jXvDRU2pREFEeU+ZwiMFjE4Dr+jh1W7+OemRuzeHO+6S3pFuuxa6JRd7zMYesZFUkcYYNkISSxMkl4rUwtTqFKU9JSRNonG5IUw6ZjyIwK/7pFanSK+72fMkAHPQRMtp7WNrJ2pkNmRIrUwx/eI03V/vbjdB1no0WmdaaCmNgYcGUNS4RiAmJubLzcsvvsaawXuQZfF9ODF7jZMnT7Nhw7rPeGUxMTF/CLG4iom5DbyasKb1ih5+xafzqzf7NRVd6mfqGAMGftFHzaqYAybmoMn0c9MYC+Zs0SVFEtGskRberIdiKW3hBSI9RMtoODcc7Os25oDZjjY1LzQpPFRA1mRhIjHttI0stIKGVtBwJ10ymzNU9lZE42JNonW1hVf2UNIK9rgNEnQ83IGsyYR+SGVvBWuJaBr8lu26VtBQEgqZ9RmMPjFH9XgVNTv3tRHaYVtYAfOs599yRXxLWAEYCwzsizZdd3V9bPckJiYm5vNM6EttYQXQU1jIlYvHP5fiqlQqcfjgUcyEydZtmzFN89YHxcR8wYjzcWJibgM1qeLXRYPd7Oa5nlR6QSd0QtwpFzWrIqkSSlKh9HoJOSHjzrrtsW/VQvk1H2ulhaRLuFNz+2vHa6BA7t4cEhIzL8/QuNSg64ku0pvSlPeVCf0QNa2iplWC1pyVeeiFuDMukiwJoVfzKe8rI+kSqbUpIi9Cy2kkVySRNfHjL6syxoDRXkMURURhJNIXI6ktrADS69M0LzXbnyVNmjd/5ItaLxC1X0EjwG/OWdJ7RQ+/6eM1PEJvfiPlmJiYmC8lctD+3gQoVqfo6+/9DBf0h3Hx4iWe++UrWMEAQTnNz/7nL6jVap/1smJiPnXiyFVMzG0gqzJqUsXoMUT/KfVt/ZqaAZEfUT9VF3VFeY3QDYmCiOb5pohopVUaww0iTzxIm+eaRHKE3/CF5fqASeRHJJcliaIId8ZFTaoopkLlUEU0+F2bonW5RXKFaFY88/sZMuszIEHjfAMloVA9UhW26rJoZmwuuJmSuCpF+WCZyJnv0BfaIX7VhxCal5tEQUT9XB0trzF/IASNgMaFBmpWxSt5FHcVRVNlRaJ2skZiSYLmtSb1E3X0Pp3G6QZ+w8dcYGJftwnCgOJokciL0FWdwuoCMTExMV9W7ntgB6++vIee7BIcr0ErLPLI1j/6rJd12xzaf4xVi7YjSRKmYbGifxu739jLk1/76me9tJiYT5VYXMXE3CayKWMtt6gerZLZmkFSJJrDTfyyL2zJt2bbokTLa9gjNtmdWWaem0FOClOIzNYMZo8QPKU3S+TvyaNYCs2LTdSc+LFsXW2hd+vtlMHQE02GM1sy2Fdt7Os2XkWk+tXP1FFSCoklCZLLkhTfKOJXfdwZl8yG+Ta9alLFmXIwKgZaVsOv+XhFj8SyBKETkt2RZfb3swRugFWwaAw3sJZZEEL5QJmwFaKkFUI7JLE8QeVAhfrZOkpCIXd3jtnfz6J36OTuyaF3CAfDoBUIgw1Z9AoLvRBJkQjMgOZkE6vH+rRuX0xMTMwdxcJFC/njP+3h4sWLpNN9DA4OfuJmFsX/n737+pbzSu87/91vrvetfBIIIpMACJIAwQBmdmCru9ltqSVLsjXRupj/oNeaZa3xWnPli7nqq7mZuRuv8cyyxzNq23KbOTZzBJpEzoEAzqlc9eaw52KDBZ5uWRKkJkGy9+cGwAlv7Trvwjnnqb2f3zMY8PKLv6TIK/zA4/s//C6u6/7tn/g3kWLduh3bIx4k/8CVatrXjy6uNO0GFZMCYQoV3vDRlGJaUJUVK3+0gqwko7dHCFcd9YvORNT31Bm/M6b9SBtn0UFKyfidMVZgYdUthC3mRUj9rjqjN0f4t/nkvZzmA9cLI8M2EIZg9slMPWZaUZYl/pJP8x71cfHZmOhkRG1Hjcn7E6ymRXQ8wnnkWkx7JcmHKuxi+MqQKqkok5LWgda82MtHOXbXVkOGU4nZNZm8O0EKST7K6TzZYfTqCDMwEbbA3+2TfZqRD3Mowd3gUk7L+XMCNUzYWXFoH2gTngpJzid4WzzST1PkUOriStO032mu63LXXXd9KY9VFAX/8f97mju3PoppWsRpyM//37/iz/6bP/kHXTdoeETJDN9TUfJXBue4fdf238aSNe1rRRdXmnYDqrzC8i3Wnl3DbtmqfyosWfn9FaSUVGmFt8Vj9MaI5oEmzXaTycEJFOAsqmJDCEHjngbhsZDmPU1koeZjmZ6JMATBroD+c32kkBTjYh4YIaVQIS+wAAAgAElEQVQqjKq0wmpZGJ6B1/Vo7GvM11fbVmP09gjTN7EXbIpxAbbaHQPIhzmGZzB4YaB2mh5qU8Yl43fHpJfS62EWSzZlWuLe4pJcTJBI8kFO57EOdsumvreOlJLkQkJ6OqW+Vx2DjE5FpKsppmfOnxOo/isqiE5FVGFF+8E2+SiniivSMv0yb6GmadrvtKNHjrGhfRumqX4FrLkBRukxmUz+QQOJf/ij3+M//Yenia5mIOCWTUvs/RqGcmjaP5QurjTtBozPjCmyArtuq0G7swJhCJKLCeHJEKtukV5OaT3cIjoWYdZN7IZNevXXCohrA32jsxHplZTRGyOCO1TfUngkpLa9RnwpZvjGkMbeBmbNJDwR0tjfYHpoSueJDkIINRz415RRieEZyFLib/Op36leRZRSMnprRLAnIDwS0n64jRACq2HR/XaX/it9zLoJKVRphWEaJJcSmg80ic/GWHULu6UKvXKqhiRbLQtnu0N2OaMYFshMYlgG9qLN4JUBjbsbCEv1YrUeaBEeC2k/1AbADFThNfvV7Au8Y5qmadrnmaZBxfpAIYlcd6Sv5tVZ7mzEc33+7//z/+H3//ApGo3Gr19qHcdx+Md/+hOqqlLJs3pOl/Y7ShdXmnYDpuenOIsOnUfUjCopJf0X+oRnQha+swCovqToeET7kTbCUD9cRu+OiE6pQb+ylAzfGFJMCxWxbgk6T3RIL6dEZ9TQYMM1WHhigeTThPhsjLvRpXlfk+h4hN22r//QMlF9WPepVxvDo6HqZZqVZKsZ9V31+dqFEDhLDlQqmOPzP/jMwFTJgEsu7oqL4RqER0KqoqL/Yp8yLnEXXcbvjBE1QXIpYekfLREeC4nPxiw8uYDhGozfG7P4/UXMmoksJdNPppRhSZVXmDVznlD4Gbtrq10tTdM07Uuxa/cu3nnz39BpLOPYLrNojOHk8+LJECb37HqE27fsBaAocp7+q+f4J//1H/+drm8YOoha+92miytNuwFVXhHcHsz/LYTA3eAi7OuFilEzkLacF1agUvqGbwxJLiQYgUHz/ibphRS7azP7ZMbsyIzmvibOgsPsyIzalhoA3q0e04+m5IOcbDVTMemRijsXQpD3c2pba4zfHYOE5HJC894m/laf4etDojMR7gbVpCylJLua4e/wicpI7U5dm0sVn1HhGVVYYTUtxm+PaT3UwrANskHG6K2R2uky1WBh9xYXBGSrGXbXvj7fSqr+KlDzvJr7mgxeHeCsOPRf7INQRwQ/m301OzzDauhvQ5qmaV8W0zT5kz/7CS+98CrpKKfVrvNHf/IH8/fXvIAdm6/3f1mWTZ7qF8E07e9K/1ajaTfACiyy1UztAF1TxiUi+VwhdWed4SvDdZ+X9TLKrGTph9eH59pNm8l7Exr3Nhi+MSTvqYHC6WpK/kKO03Uoo5LO4x0Grw6gUo+fZzmDFwYYTQPDMqjvvr47NXxziL/VV/1OgYmz4DB6c4ThG+TDnGJWMHl/QpVV9J7tYS+p4Ip8mOOsOCr58FREsOf6HCyn6+Auu8hKFUX+Vp/BuQHZlYzathrp5XRe7MnyeuH32dcm62f4bV8VZ5Zg9JYKw8hHObKUWJb+NqRpmvZlqtfr/MEf/vivfV9eZIynAzrNxfnbhKmLK037u9K/1WjaDdjw0AYuvnoRo2bgrDgk5xLMmkl0NsI8auJt9kguJCok4oMxwa6AvJeTXk7ngRZzQp1zR4DhGFhLFnkvp/NEh/F7Y8yWiX+7T3QswmmoaHNZXNv1EbD2izWs+t/wX1iAt9nD3eQic0k6SEkvphSzAn+7T9bPqG2tYTXVNdaeXsO71SM6Ha0rHn/jsqagyivCUyG1LTVq21Qce3BHgNW2GLw0oHlfkyqrCI+GGJ5BfCZWj9Ww6DzWUbHyH01Agh/opEBN07SviixPeOOj/8y9e75FM2hzYe0o9z2892YvS9O+NnRxpWk3wHItGpsbKgo9qZBCEp2N1PDg4zOisxFVVmG3baq4YvTmiDIpcVYcqklFeDKcDwgOj4QYjsH4bXWkLzoWYdgGw1eHlEnJJJogcoFRM6jSiit/eUUNML7FxXRNLMeimBSM3h1BxTyeffDLAe0DbcqoJJ/m2A0bDAgPhVSywvAMZsdUnHt8PlbH+KSKeo/Px1RFxfidMYs/WESYgnyck1xKyEc5zfubRCcjNXR4WlAMCxafWsRqWUQnI8ITIc4tDunlFGELyrhU4R15xeitEYu/p65ZRiWylFSTitbe1s2+rZqmadrnDCdrvPLuv8c0Lf6nf/EXeJ7HC8+9xGg4pdHw+dZ3H8fzvJu9TE37StLFlabdoM7ODv2DfWZXZ3ibPNxlF2fJwfBUf1J8Libv5zT3NvG2euTDnNnhGe4tLtkwI34mBgPKtCS4PWDpx0tqQO/bKsnPbtqM3x+TXExY+P4CdsumDEuGbw2piop8kjO7NFMzsK5AsDMgPHZt0K8Eq2XRe7ZHmZdqV8w0qEpVCFZRBRXUNtfUsbxC0j7QZvzBmPaDKpY9PBoSnglZ/cUqhmvgLDos//4y8fmYwUsD/N0+Kz9ZmRdya8+sYfomxahAFpLkXDL/e/PeJrVNNaq8ov9Sn95zPcq0pMoqhCXo7uze7NupaZr2lZKmKcePnaBeD9i2fdtNS90rq4KyKmg2m/ybf/3vuKW1h+2LO4niKf/u3/6c//a//zOdCKhpfw1dXGnaDSjTktWDq7jbXJzSoUpV5KxZM9VA3mGJQNDYr+LT58flGmqXyd/hUy1V1LbV6L3Qo37HtX4pE1oPtpgenOLc79C6r0UxLebR52ZgUttao4orsrWM5v4m4cch3iYPYQn1sW0bu2sTn44RvsBv+bQeuL4rFJ+PSS4nOAvOfMZU874m6dWUYHfA7MiMfKR6vZa+v0R0OsJwDZr3NIlOR+TDnO4TXdKrKeP3x9S21jBsg/pdddJPU4QU1O+uU0wKZkdmWG2L2iYVzBGfjnGXXOxFm/BISHBfgBCC6cdT6hvrWDX9rUjTNO3C+Yu8+Nwv2dDeQVb0eeP1d/in/9UfY9v2TVtTr9fDokHdVz9P/FqDhr3ChQsX2LJly01bl6Z9VenfaDTtBgxPDmk8qAqn9GpKMSpY+P7C/NU7u2MzfHOoepKOq2N/k49UgIQwBPkgV7OkACHXv+InDMF89IjBb7wiaNgGVt3C3+nTe7aH1bAow5LxO6rQCXaqFENnyaH3Qg+jZjA7OqMYFwghKBM1/8pqWHi3egxfHyIsFUJRxRVIFV7x2VBiZ9Fh+OaQwS8HyFKy8O2F+fXD4yHTX03pfqeLEILkTEL3yS55PyfrZTjLDsWwYO1ptatVZRXBroDsSkb3u93rYRlLDsODQ5b2LqFpmva77vXX3ububY/Nv//Xp23eees9HnvikZu2pqIoMIS57m2mYVEUxU1akaZ9teniStNuQFVU86hxq2nNd64+Y7UsqqxidmRG9/EuzoIKhkguJYw/HBMeD5GGxF12qcqK5GqCt6LOrU8PTnGW1cfPDs+o8ooqqzAcg6qoiM/HdB7rEJ2MaN3fwmpahCdCstVMRaN/jt201dDhvY350N58qlIGzcCch2vMPp7RvL9J79keZmBiuIYajGwKwmMhMpUYgYHpr//B6qw4hKdDph9OKcJCFXnvjikmBQvfU8Xm6l+tsvjDxXkhNflgQlVW62ZdGa6BlDqFStM0DUCW64fvNutdLqyev4krgpWVFcLsZfIiw7YcijKnH15g27bHbuq6NO2rShdXmnYDLNciH+bYHZtgd0ByIaHKrxcMydWE+h51TM5ZcKjyiuxqhtW0cJddvFs9kosJa8+sYXXUPKmoHSEcgWEbTD+ZMjs2w1l2MOsmkw8nlHGpjufd1wShjvf5t/lMP57SeqBFMSuITkc096lBwlJKNfR3g4u/43oSn92w8TZ6uBvVMGCzZhKdj8j6GcHOgOCOAJlLRu+ogIzWgy0MV4VcxCdj5J3XI9ajE5GKhl+2iD+Mqd9Vx9vsMXl7wvRXU6yWhb1gryuk/F0+47fHlFE5L9byaY5pri/cNE3TfleZNpRlgWleS3EdXmLr9k03dU1CCP7oT3+f555+kTytMB3BH/7xj/WwYE37L9DFlabdgM7ODquHVoncCGEKiklB//k+7q0uVKgQh/ub5IOc+FJMeiHF2+IRX4jJhzmtAy3SS+ptxajAalrU99QJT4S4Ky5mYBIeD0nOJyz9aAnDNqiyivF7Y8IjIdkgw9/uk1xIaD/UxrANnI5Ddjlj8NoAZ9Eh/TSlsa9BcimhSq7vtIEqvJyOQ1pPic/HdB/vEp+Oqe9RvV/CEVgti9rmGqanPs/f6hOfiek926O2pUa2llHMCrwtHuHHIY19DWQm6T/Tx9vikfdzrJaFLNbvSBXTAmwYvDLAWXYwXIP0YsqGAxu+vBuoaZr2FfaDHz3Jf/z50wR2h7xM8VsW99z71M1eFvV6nX/8pz+52cvQtK8FXVxp2g0QpmDl3hVGp0dMzk9wFh2EK1Th9EALK1D/pWrba0wPTln8vhrC6G30MFyD7GoGJpg1dTQvPhUTngxpP9Imu5JRjAqcRYd8kKsjgbaB4Rh0Hu2w+otVFr69gBmYqo/KEoQnQ/J+jhAq1MK91cXb4uEsXdv5en9CY38DwzWYfTLDu1UdQTQ8g9aBFu6yS3o5nT+/+GxMeikluD34jedt1NWRQW+zR9bLSC+mLH5fRasDCFsQHglZfGoRIQRVVDE7OiPYGZCPciYfTGgeaGK3bNZ+sUbn0Q4ykzptStM07Zp2u81/9+d/xmAwwHVd6vX63/5JX4LBYMBzT79EVQgwKh7/1kNs3rL5Zi9L076SdHGlaTeoTEuSSXK9iMgrBq8OSM4l1O9UPwillNjt9elO3kZP9THlkvhMjETidFXvU5VUxBdiWg+15tfsv9DHaloUswLDMVRRFqjdpNrWGqO3RzhLzvWeqnFOdDqimlXUttcwaybN+5r0nu8hTEH7kTZO10EWkuhkxOJTqvAzbINsmKlZWbOCzuMd1Yv1QFMVbbOCrJdhd22SqwnZWoa7wQVD9VEZroG3zSO7nM2PMgL4O3zKpOTqz69itk0WnlxQCYofquHK4fGQKq1IWgn12lfjFwhN0745fvrTn97sJXwj/PSnP2WhvYEfPPJPMU0LKSX/5l//JZ+unb3ZS/tK+9nPfnazl6DdJLq4+hIc/1fHb/YStN8iYQtW/mhFJfBFJcVM7TYJS9B7oYdZMzEDkyqvkPJzfUpnI6KzEcIQ2Es2Mpc07mkweHlAfC4m2BXMP9awDeyuTeOuBsIWTD5UiYPxhZja5hrOksP046mabXWN3bIhh/reOv1n+9gLNkjwtnhUccXw1SHOioMQAikkSEBAY1+D4ZtD8mHO8o+XEabA2+wxfudaf1TdxFl28DZ7tO5rMXxjSLqqesqa9zepElVc1nbUyNdyGntV2uD04BTDN/Bv90mvpkwPTcn6GVVR0Xm4o742tmD1/VU+ff7TL/0+apqmaX83W2/ZNe8DE0Jw1+0PcqV3nkpWf8tnatrvHl1cadoNkqWkmBXEF2KEUD1KeS8nt3JkJmk9roIg0qspozdHuMsuRViQXEgwXAPDNDBdE2vJUv1aKy7RyQirYa3f7RIqTU9YgtYDLcbvj5l8OKEYqTS/YlaoY3Xu9WN1RVgwPTSl9UgLp6N2xcITIek0pXFvg3w1x+6qMI7eMz2C3QHFRF3HaliUcYlVt3A3uLgbXEZvj2gfaCOlZO3pNQzbINilPie9koIA0zcJdgXE52K63+6qSHmgeV+T/vN9FVX/iVBHIivwt/mUYUl2JUMif6M3S9M0TftqieLpun/PorEurDTtv0BHvWjajapg/O4YwzNo7GtQ21qj+6Sa92QtWgzfHFLGJc6io/qjZgXFtCDYHWA1LbUDdH+LMirpfqdL64EWi08tMjs6IxtlSCmJTkeYromwrvUzmQKBmPdIWYsWjXsajN4dUcYlspSMPxhTzAryUY7lq9dNyqSkmBR0n+jib/VpHWipWVu+iXAFVtNSg42zCm+zx/SjKWVYIivJ7OhM7X6hXqk0TIOFJxfwt/s072lSv7NOfDYGwNvsUcblvLACNbfLbttqyHJgUr+7jt22ae5r4m/3WXhyATLmPVuapmnaV9PF1dNcunoGKSWD0SqHT713s5ekaV9ZeudK0/4eqqyitqk2/7cQAqOmkv3KWUl4LKRKKmQuyYYZZtNEGKrIcG9VM6lkJucBGIZl0P1Wl7Wn13BXXGQuqd1+/frx+ZiKCnfZxfRNTNvEW/ZwF11G74yQmcResGnd32L6qymzwzOa96rUQmfFWbd2Z8UhvhgjM4kZmJg1k+53uwxeGtD5VofoVES2mmEv2jTvUPHu6ZUUMzDXFU/eJo/JexPYDrMjM9U/dTHB26RCM5JPE5UaWErSSyn+Hh+zcT25UBhq1w8TipEeRqlp2m+X7nn57amqikMHD3H2zEesbFjiX/zP/xzL0r9CatpfR//P+BLs+me7bvYStN+y8GpIfDEm2B0gpaSYFOS9HOELyrQkvayKkSIs8Hf7ZJcyFZO+mpJeTrFbNsIW62Y+gdrF+Wxw8PSjKTNzBlIVc7KUOIsO9pLN9PAUKtSuVS6pbatRv7OOzNQRO3vBZvTWaD6g9/OFYHI+QdiC7ne6DF8bYjXUtwFvq8fgJTVkuEgK8nM52aqa0WUGJhis6yFLP01JriSkT6eUUanmXB2aMDs+gxI1/6tmMDsxw2pYDH85pHVva74OKSUIcOsuW/7Zli/8nmlfHt1nqmnfLIZhsP/e/ey/d//NXoqmfeXp4krT/h78ZZ/wo5DR2yPKsMRZcnCWHbKrGWbDRCAwfAOzMKFQKX+j90YIWxCfi9X8qZZJ/6U+/u0+hmkQnYkwLIN8qEIhzLpJ+mlKmZZQqmvIVBJfVZ9PCY7v0NzSZHR6RHI+oZgUlLNSRaDvDiinJbPjM0ZvjfA2e8TnYpU+6BpMPlADip1lB7trEx4NcZZVmqCYCBUJP8qpkgp3o0s+yuk/1yfYraLV43Mx3lYPKkjOJVSzCn+HT3Y1o6KimlWqd2vFJT4TY9ZMpoemaghz2yY6E0EOC/sWbvbt1DRN0zRN+63QxZWm3SApJeOTY9JJSlVVLH5/EcNW7YvZWsb08FQFWlxO5+l7oI72TT6aYDgGyfkEq2NRxAWzI2p3SngCUQgM12B6aIqsVMiE2TAhg4XvLcx3jaa/mmIEBsWkYHZxhpQSwzHwtng09qperGwtw9vk4Y5c8lmOuCxU31PTpgxLei/08G7xVKEmARPaB9qMPxjT/b0u0w+nLP1oiXyQM35njFE3kIZk8qsJspQ09zfxt/pqN8sQ5P2cYlxgdSyiUxGdxzu4S+oIZLAzYPLBhPZDba78/ApCquLTsiycuvPXfp01TdM0TdO+bnRxpWk3aHJ2QtWs6OzsMH5vPC+sAJwlh2JcgAV2154XVsnlhPBECKgBw0IIZkdndJ/oEh4JsRoWxaig+4Pu/Ghg79me2rXKobahtm7YrrfFUztEcUV8OUY4gnyU43ou00NThCWwahbeBo/005QqrWg9cP1InhmYuLe4tA60KKYF4dEQIQS953pUaYV/u49ZN5GlZHpoSm1rjfBUiLviYm+x8bZ7zD6aUXRVCqK7waV5j+rPmhycIEwxL6xARcsXYcGVn19Rc7Fu9dTzceDym5fZ+NjGL/SeaZqmaZqmfRl0caVpNyjqRwQbAyYfTZCFRFZyHvRQTNSRO1lJZCmRUjL9eIpMJd3Hu+TTnMm7E4Srjt2Fx0KcJZUq6Kw482LMcAz823xkJQmPhRSz9YEP6aUU4andIv92n/oddfJJrqLTH2tTTArCIyEiECRXEpyuQ7qWYtiGCpnI5Lwv6rMIdgR0Hu0gK8no7RGGbTB4dUCwM2D68VQVUPuaFLOC8Vtjmvc2iU5FVGk1H54M0NjbILmgjihaTfUtRlYSmUmWf7xMPlI7YZ0nOoTHQvI0/5LunKZpmqZp2hdLF1eadoPyMCc8HtJ+sM3g9QHDN4b4O3xkJgmPhxiuGgCcrqYMXh4gS8ni7y0C4LourYdaDF4eULoldkMNCk6vqN2lz5OlpLa9RpVVZP2MtWfWaOxvUAwKorPRPODisx0jd0ntRI1eH1HbUsNqWcwOzRBCUIwK0ksqeCIf5uraW2pMD04xfZMyLFl8anG+O9b9dpfesz2shkVyMcH0TNoH2gA4rkNjX4PoZKRi28tfm1MlwfDU0UZvk4dwBLMjM6yWheEYuMtqnbOjM9oPtln7z2tf8B3TNE3TNE37ctz0OVdCiLNCiF8JIT4SQrx37W1dIcRzQogT1/7s3Ox1atpcCeWsRJgC0zbpPNKZFxj2gs3CdxZo7muy+L1FFQ5hrZ/jZLdsDFdFr3/2PmfFITmfUIYlAPkopwxLrEANFnaXXZr3NYlPxchKUqUVhqd6roppse7azqJD/c467QNt/B0+pmuy+INFmvubdB7t4N/mY/qmKggrSbqqhgF//tjhZ0cdva0e6dX0N2ZRWXWL5FJC1s8oZgXTw1OklPN5WwD1fXUMz6CclhiugRVYFBO1VqtpkfdzNQPLM9E0TdM0Tfsm+KrsXH1XStn73L//AnhBSvm/CCH+4tq///nNWZqmrScsMQ92SHsp2SijSirSqyn1PXVkKeeJgM6yKpo+i1cHmB2eYS/Z2A2bfJhTFRWGZdB6qEX/pT6yktQ212g90FIDhU9GOMsOxbQg7aXko5ylHyyp9MBSMnx9SOfRDsISTA9PqW27Hrte214jH+Tr5lP5230VrnFwQuPuBtNPplR5RXwpxl12Sc4lZINMhXJcSjE983pB5157DsdmyFLSuLuBv8On92KPcqIKzuD2gNnRGeN3x9hNG8MzaD/cpgxVRL3VtIhORLi3uMyOzTANXVxpmqZpmvbN8FUprn7dHwLfufb3/wN4GV1caV8RdmATr8WYjqmKk/enNO5rIFxBciFhdnhG/Y46xpLB9OAUaUh6z/Sw2hbCVMOGZSopQrWLs/aLNey2TZVWBDsDZCWJTkdq92pWggm1HTUm70+o31Gniis1dwo1F8vf6dN/qY8ZmOTDnOa+5nyt+SD/jeOGWS9TA4Q3mMyOzGjub5L1M8bvjZFI2gfa1JfqjA+OyWc5xayg1qyp8A5H9ZMVkwIE+Dt8ADqPdBh/OEZGksnBiUo6DCxaB66HaESXI7KrGfkwx1l2qG+v03++j2He9A10TdM0TdO034qvQnElgWeFEBL436SU/zuwIqW8DCClvCyEWL6pK9S0z6kSVQSZgUl4NGThyYX5jk7vWI/2w+35YN72Y216z/YwbIP2Y20MQ31cMSsYvDjAvcUlH+cqdGLJIbmYEOwJqO+pM/7VGMu2WPz+IunlFH+bj7NBhWCsI0E4AmEI3FtcRu+M8G/3KYYFycUEaUsGrw5o3N0gG2TMPplRZiXGqkH3O10GLw4wGybuoks+zMmuZCRxMj8aKEqBLKUaepyVmDUTLHCXr6cBppdTVSTV1ZHJ+p4600NTxu+N8W/zSa+kzI7MWPrDJUxTFYZSSqymRTFcH9ahaZqmaZr2dfVVKK4ek1J+eq2Aek4IcfRGL3DixIkvYFma9pvCKyGVpY77pVdTzMCcF1YAdtvGrF8/5iaEmB8H/KywAhWFbtbN+dG//vN9TNfE8AziczHxuRjDMTBb6lrFpMDZ4GB6JlVakY9z7JZNlVVEpyK6j6sI9+HrQ7KROtJn+ia4IGeS2q4a2SDDqlssfG9BHQWMKkZvjGg91MJu2YDq9UouJDTvaTL85RCn6+Dt87Db194/zuk/26f5UBMhBbPDs3nPV/shFXgh5fWduqqs6L/ax93gggnhJyGNvQ0AZh/PqPIK4azv59K+efT3aE3TNO2bYufOnX/j+296cSWl/PTan6tCiL8EHgSuCiFuubZrdQuw+jdd4297kpr22xJdjbDqFtHJiGJS4G/3SVfT+S6O2TSJTkcEtwUAVGlFGZdYdYsyKefhDcmFBKthER4LCXYH+Nt9rJa6buOeBjKVeNs9oqMRVVbh3uoSnYiw77Vp3d9i+smU8eUxwha0H27PAyeC3QHmFRMZS4J7AvzbfdaeXqO2pbbueRiGQVVVVFU1L6xAFYfRiUiFdfgmZVLOCytQgRneVo9yot6eXk1xlhy8Td78Y4QQuCsutR01Zh/P6DzeIToaEewKqNKKwUsDEGr3zr/NJz2ffjE3S/vK0N+jNU3TtN8VN7XZQQgRCCEan/0d+AHwMfAfgD+/9mF/Dvz7m7NCTVvPDmyEp4b82h0bd7NLeill/O6Y8ftjolMR6eWU/st9Rm+N6D3fo3lPE1lI+i/0Gb8/ZvzumGJU0Ly/ST5SM56KqZoJ1djfIDwRUsYlTsuh/Uib8btjpr+akg9yBq8M1N/XcoqkuL5DdU0+yPFu8dQg4ryiDEtMx1zXdyUrNZur9UiLcrY+Sr0qrn9clVcIxLq3yVIihKB+V53JwQnOooOz6JAP18+qKpOSvJfTOtBi8s6EYFdA/Y66mvf1XbXL1tzXpHFnA7tpo2mapmma9k1ws3euVoC/vBYBbQH/l5TyaSHEu8C/FUL8D8B54J/cxDVq2lxzW5MLr14ACfU76kzenxDsDhCmYHJwgn+7T3IuoaoqvM0e7iYX71aP6ESEGZjU765jWMZ8p0lWktmRGcIWGK5BmZSqT6qQlLFK36uSCkwwGgb1O+pkaxn5KMfuqFlanz1utppRjAqCXQHx2ZjkSqKO4e1rMHx9qB7bNph8NAETKMHf6dN7rjcPnpgemhLsCRi+oY4XNu5sMHp9RHBXgBCC8Oj1Y31Ww0JYAmfFYfz2GGEI7AWb6FSEYV97jgKcZQdnyZl/DYUQVLH6+gDrkgw1TdM0TdO+zuP17V4AACAASURBVG5qcSWlPA3c89e8vQ9878tfkab9zQzLwGk5VFbF+MMxTtdhdngGoMIgBpna3UGoCPa0ooor/Dt8Ju9NCA+HNPar4iQ+H5NcVEEWwR0BsyMz4rMxZVwikQxeG8wLD1lIqkFFdiUDwbzwaj3YYvT2iPhMTOtAi+aBJvkkJ72cUkwLhCWYvD+hzEtGb47AUAmDVDB4bUD9zjq122r0nu+p9wlB/npO65EWXukxOzojH6rEQLtp49zqEB4Nyac57gZXpREmFa2HWiQXEgavDmgdaBEdjcCG/gt9rIZFejWdpwTODs+o7aohDEHWyzAtHcWuaZqmado3w83eudK0r5XoakQ6SVXYhGvSur8FJsSnY4q4oIoqrLaFYRt0n1BDgqPTEeO3x+r9ZyqisxECgbfDY+GHC4xeGxGdimjub1LfU6fKKnrP93BvcWnuV0cKx++omHR3g4u/wye5kDB6Z0T/lb4qehYckksJ8aWYbDVD2AIzMClmBWbDxN/oQwnJ5YSFby2odZ2LGL8/RrgCd9Gl/Ugb0zdJeynDV4cYgTH/fCSkgxRn2aF5oDkvztKrKfk4xwxMsl6G4RgMXx8iS4nhGyz+cBEpJcNXh2T9DEqw6zZVXpGcSggWAxb2LNzs26ppmqZpmvZboQfMaNoNGBwfYAgDUQo6j6nBvUII/Nt8DNOgfaBN8+4mhmVQxiWgZkGZdZPm3ibOgkN9T53O4x1kIpkdmtH9dhen6+CuqFAMwzFoPdiiSlWanxCCxn7Vm5T1MkZvjajyiu4TXYItAaZv0n64TfOeJlVY0by7SXNvU/VbBSbFuKAclziLDt6tHpMPJ0gp8bf62A0bf6tP7bYapm+S9TOi4xHtR9sEtwdYrkXzHjU3y6yZ6gikEAhTPX9nxcH0TZxFh4VvLeB0HYLbAuq762rwcFYxfn0MAhp3NFRsfcvA2+rh3uoS92PQpwI1TdM0TfuG0DtXmnYDyrSk+UCT8Hio+pY+x2pa81Q+d4OaNyVMgUCAhGw1w9/hU9uqPsZZcui/0FcvcfzayxyGbWA1LfJhzuCXA6hUf1YZlbQOtPBu8YjPxWqHSprqsSxB+8H2fMCwu+KqOVPbfbzNHnbHxllyiM6oYb7uBheraeG0nXmBE52IaD/S5lofJHbXZvDyQPWEGesXKQzVD1bbXKOYqF07YQjSXsrCtxeIz8ZM3p/gbfeowopgt0pQ7C52Gb01orG3QWzHRFcjgg3Bb/EuaZqmaZqm3Ry6uNK0G2D7Nu6KS5VVTD6c0HqghRCCdC2lnJaM3x3jblQhFsWkoPutrhq6C/Re6GG4BuN3xwDUdtQwGybTX00RCPJpjt2wVcjF4RnCFDT2NbAbNmVcMnp7pPqtopJ8kpMPcjqPdACV7Nd/sY8ZmEgpVVT8qCDrq9lW8bmY5v1NvI0e7rKrCjNLYHiGGjz8xgh3g6uKQXF9K8lu2/PnUmXVPHZeSsnk44lKBeznahfPFOoI4GtDyrDEWXaITkVUiZoL9nmGbxCdifBu8UiOJLq40jRN0zTtG0EXV5p2AxqbGkSnI/JBrnaVXhtAoQImFn5vAcMxiE5GzI7MMGxjXlgBuBtd4gsxrftUMt/k0IT4Qqx2pQxJfDHGbtlYdYtgd0B0IqKcllRhxez4jPZDbQzPILmYMHlvMh/aC2qnywxM0tWU5GKCd6tHsDOgDEvGH4zpfrfL6I2R2kHrZxTDgvhCzMJ3FxCmoLa9xtozayBUHLthqV2q9FPVX1a/u87onRHZWkZ8KqYIC8q0xN/iYzjX0w+FEAR3BEyPTDFslX5o2AbJhQS7oyLXpZQU0wLDMRi/P6Z7W/fLun2apmmapmlfKF1cadoNqG2o0Xuhh7vRVamApgATFh9bxHBVQRLsDFh7Zm3dDhBAMSzWHblr7m+S93OCOwLCoyFmw1RDfE9GyOOSYlTgbnQppyVCClXECEFtsxrOm0/y+RFAUImCw3eGuAvuvH/LDEz823zyQU7jngajt0Z4mzy63+5SzAp6L/QQpsC71cPf7lPOSsZvj7EXbKq0IlvLaD3UIr2U0tzXZHpwit2xCfYE5L2cKq0osmL98xwXKtWwgoXvL6gwjkpSvF5gtS2y1Yz6njruBpe1c2vUuusHHGuapmmapn1d6UALTbsB4cWQYE9Auppit226j3UxXRNhrS+khCnIJzmTgxOqoqKYFBTjYl3BJYRQfVqbaix8bwEqqO+us/jUItlaxuIPFqltrhHsDqjvras+r2vsRZvwSEjWV9Hv4bEQd4NLbUMN4axfi+EayEzOi7+0lzL45YDZ4RllVNK4u0Hjrgb1PSqEwt3s4t7iUqUVMpdMP5oSnYhwlh0M16D7rS61W2s072lid2xkLglPhshKklxJyNYyln68BAaM3h5h2Orxs2FGciHBDEziszHFWBVlUko0TdM0TdO+CfTOlabdgHSSkkQJQgjsljrmZrUs+i/1cRYd/Nt9qqzC7toIS5BdzZgWU8yaSZmVxOfieaBFfD7G6apeJCHE/CieYRpqQO/nhus6XdW/BKrnqoxKZCUJT4UYpoG3ycNdcYnPx4THQqq0UkWVVIVX8/4m43fG1HbUiE/H0IT0aophqSN7zpKDYRu0DrRY/atVtX5TsPSjJQCqrGLw+gCrtf5bhrfJI74QE54IKUYFdsem/XCbvJ9T21KjuV8lDRazguFrQxZ/sIgwBLJUc7yKsEBWcn6sUNM0TdM07etMF1eadiMkkIK9bJNcTlSPUlmx8N0FdSzvjSFlXNLc38RwDLJ+po7OjVWPUZVUjN4eUWUVwhZ0HlaBFFJKqqJSfy8l5bS8fuwQSNdS0ispg1cHZL1MDf/dVmN6aKpmbV2TXc1oP9xm9NYIiZwPEh68PMBesNVO2dYaspLU7q3hbnRJzif0nuux9NQSspA4i848yOIzhmNg2AbFuEBKOd+BSy6qQclIqN1eU8mDQHQmWrcuq25hNa8XjMIUeBs90tWUdJRSW9BHAzVN0zRN+/rTxZWm3YB8llPfVyc+E6vi4ErKwpNqCK4wBZ3HO0wPTUkuJCpkwlODhsfvjzE8A3+XjxCC6HxEeDhk8sEEs2ESnYywOhaz4zOikxHYMHx9iLfRU8XZrMBZcug83KH/cp+8l+MsOxSTguHrQ9xbVJEkXDW0WCIJ7giIjkZ4WzzKWYksJNmVjOa9TaYfT3EWHMZvjNVg4u0+vWd7GDUDWUjKsMTqWOt3qiSUWamSBTe6FBN1rM+wDLwtHsNXhtS21TA9k+TThMZdjd/oCfu8YlpgdSymF6a6uNI0TdM07RtB91xp2g2QUpJcSmg90KJ+Zx2rvv71CWEJqNQxumJWYHgGs6Mz3BWX2rYa43fGlFlJejFl6aklgt0BdsfGvdWltqWGs+AQ7A6wahbtx9tYHQtvi6eSAq/NmbJ8i/ajbSbvT6jvqdM60MJqWDQfblJO1dHDzhMd4lMxnW918Lf7NPY2MJsmZaKKLMM2mH08o/VgC/92fz7Y2PRNhBAsPLmg4tyv7VRFZyKqtGLh2wtgqD6u2o4aMpPgAAK63+5SpRVlWtJ6oMXkw4k6vliqaPkyK0lXUwC161eCIQwqqi/7Nmqapmmapn0h9M6Vpt2AxuYGk08n84h14QryYT6PGY9ORRg1g+hChOEY5OOc9sNt3CWXKq+YvD+h90wPf5sPqDQ/MzARhiAf5HgbPayGRXw+JjoeUb+jDkA+yhGuoJioY36f9S25G12EEDhL13q3HIEhDGQiMT1zXYBGbVON8HhImZbqOrZKIPyMVbcoxqpvSpiC9sNtohMR+eGcYlbQuKuB3bJp7G0QnYzIT+RUcYUsJPVv15FSInNJ/b46hmVgL6gBxFVeYS/a2G2b+FzM5L0J/k6f5gNNpoem2NL+Uu6dpmmapmnaF00XV5p2A1rbW4xOjuaBEY29DSYfTsiHuerHEuCuuCx+f5HRL0dUVcXkgwmGq2ZeLTy5gOEZDF4ZrLtucjnB26R6nOILMWVSEp1Sg4CrtKIIC6ymxezjGfW7VSFTZRXpp+m8N0pKSTkrqd9bZ/DaACHEb/RHCUcwfmeMEIIyLqnyCsNWBVYZljiLDsX02nE/26B+Z53pJ1NqW2pkVzNV/NUtmvubDH85xGgamL5JfD6eB1iM3xtThiUylWqdZUXezzHrJlVa0drfwt2oouKz1YylR5e+jFunaZqmaZr2hdPFlabdgKqoQEDvuR7BHQEA6eUUKSV220ZKST7OKQ+XeFs90supKsQcAwRko4zkTEJVVgxeGVC7rUZ2JSO9mmI1LKLTEelFdT1ZSopZQW1LDa5A3s/xd/hEpyM1fNiC6cEp+SjHqlvMjsxUgTVURVK6ltJ/vk+wOyAf5CTnE/w71I5ZdCqiyiv6L/YJbg+o8orkQoKUEsMxGLw6oLZDrS06F1HbXKOMS4ZvDPG2eiRnE7JRhumaGJ5BPsgJj4XYyzbFoMDb6lGGJenVFG+DKsjiczHuRpd0NWV2bIYsJcFygGHq08mapmmapn0z6OLqS3D8Xx2/2UvQfkuMusHSj5aw2haDVweUk1IVTqUanosBdtum/VAbgPqeOv0X+6S9FDMwyT7KsNs2rXtbWE2L1V+s4m/3aT3QQpaS2lZV0JiWiRVY86HDxbhQfVfXZlV52zzGb41ZemqJfJxTRRVmYNK9rzsPkYgvxkTnIiYHJzgdB3eTS9bLqKIKK7Bwlhy8jR7j98cq9TCtWPzeInbbpsor0kspyaWExt4G4fEQ0zXBheScSkk0HIPWg615JH2ZlPSe7rH8k+V5KmB0NlJHHvs5C08uYPpqbWVY0nu+x7A3pPd278u+jZqmaZqmaV8IXVxp2g2w6hZO12F6aIoVWDT2NHBX1BG3yaEJ8fmYbJIxeG2AYRsIS/VGIaDzUAerbiGlZPjaUPVbeSbNe5rrHkO4aoaWWVvfM/VZYQXgtB1M3yS9kjL9eIrMJRLJ6J0Rta01altrWC0LA4Pl319GCMH4wzH+Nh9vozpGODs8Y3JwwtI/WiK9mM6HClstC8M2qG2rka6mhEdCMFREfOvelpqfVUp6z/fWBXqYnonVUnHrZVgSnY7AgHJaIkwxL6xA9Zo5yw7Ia7tokQ610DRN0zTt60+fx9G0G1BGJcWsoExKqJgXVgCNuxvYdRtv0aN1oIW/26cMS7xbPUzLxLANyqgkvZxi1Azqd9WxF+15pDmoqHMhBEVUrHu7rNQxwc+vIxtlzA7PaD/Uxtvk4d3qqcS/wGT05ojZxzOa9zeRmVSpfbmcF1YAwZ4Au2UzeW+CMAQL31ugSiqmB6fqMUuJrCTuskvj3gbuRnde4AlTUL+rTngyvL7GQlLFFcmVhOnHU/zbfGpbavPeriq7XkB9dlRSWGIeBqJpmqZpmvZ1p3euNO0GlJOS/vN9zIbJbySIV+poXPc7XUDt5LQOtBi+McRsmYzfH2PWTZKLCYvfW8RwDZr3NBm9qeZG5f2cKquwF2ySCwl5mTN4fUCwM0A4gv4Lfep31amyiuR8giEMOk90EKYKp2g/qI4iuisuMpcM3x6qddRMhKnSCD8L4pivNy6pbarNwzT8HT7j98dEpyOi0xGmb2LUDeLjMVZn/bcLmUuSiwnp5ZTabTXCwyHOisP0wymLTy3Od906j3cYvjGk/3yf+t11EBCfjWk90GJ6aPqbX0dN0zRN07SvKV1cfQF+9rOf3ewlaF+gqqr4l//rv8S83SQ8HuLv9KGCyYeTdUffAIyaoXZoENT31LE7NvXddaaHprQOtDBsg/bjbdb+0xreZo/uQ6owa9zdYPTmiPq9dUavjGje26S5r8n4wzHppynuBhdClehXZdW6SHUAq21R5RX+bT7ustpdC3YFDF4bsPC9Bahg+OaQbC0juCMgPB6Sj1TioUSSXlWP0bi7Aaids97TPbJtGU7HUWEVF9UA5Ww1o/9an/rOOjKTGK6x/jijbahji6ZkdmxGfXed9qNtknMJxbTg0X2P8gf/4x98kbdM0zRN0zTtS6GLK037e6j8isZtDZJLCaM3R2T9jPaDbZLzCWVczudgxWdiattrTD6akFxSQRB226YIC/Jxjt2ySc4lVFlFfVd9fn1hCDX/SgpqW2uMPxyrHi4hVA+VoXqokssJ3i2eOvZXSDXEGAiPh1i+NS+sgHkc/OTdCVVVkfUyVv5oheErQ4K7Atq72kgpmXw4IbmS0NzfXLcee8Vm8OIAs2Hirri0HmoB6jigYRlYLQt/m6+i6a89N4DkUoKwBJ37OsTnY6YfT0kvpzjLjurfktePO2qapmmapn2d6eJK027QmTNnKErVD+Xdqnqdxh+O1bE/36T/Ql8N4rVUiIN7q4uz4OBvVzHqyacJhm0QHlO7RTKXuCsu6dUUf7s/f5xiVjB+d0zznibuRpfhm0O63+rOk/ia+5v0ftEjDEJkLum/2FdH90rAVgVRGZXz3TRZqeKr9aAqisYfjkGCERjUNtUAEELQ3N+kfE31hnmbvfkcrGJYIG2JzCSNvQ2EIRi9PcLZ4LD0gyXiszGzwzMa+xqM3x1TxiVGzSC7miGRTD6aYLUsWve1CE+E6mu3yePD5z7kJ0/95Mu6fZqmaZqmaV8YXVxp2g165pVnqOKKwWsD6nfWKSYFxbjAalvYXRt3wZ0n+AlLMD04xd3gYgYmjb0N+i/3KWM1i8pu2mSDjOb9TYYvDUGC3bEZvTvCsA3sjs3syIzmPU1qm2vr+pOEENiLNo0HGqQXUtJPU/wdPsWkIL2cYndtxu+P8Xf4CFsQHglp7Gtcv8C1ocefFU+ff3sRFaRXUrLVTAVpGOrtG368gWJaMHhlgLvRxe7Y+FtVQVi/s874/TGyktTvrtN/tY9lWghTIC2JUTMQhiC5mGC4hjoi+LndOk3TNE3TtK87XVxp2g24eOkil6JLLHxvAVmpQIfkohoKbGHRuEMVL8IWdB/pIky1yzT9eEo+zLE7ttrNusWlvlsVFtkgY/DSAMMxGH8wRgpJY0+Dxp3qWlVRMXl3QuPeBsPXhix8dwFhCdKrKcW4YPbBjOCOYF4MWW0Liep9au1vkV5KmX4ypUqq6zOwrsQk51UYRZVVhMdC/F0+SJgcnCAsMZ+xlQ0zwo9DDM8gXU1VceQZTD+esvCdhXVfH8M1GL0xosxLFr+7iFkzyfoZ/Zf71B+rE5+K+f/bu/MYu87zvuPf5yz33HXuMjMkxUUiRVISKYmStVC7ZEdKLC+BU6Bt4gANsjRoEwRokwZpUBRogKRp/qkDtE2Lok3itmns2C2aOJZlxbL2hRIlUSstipRIijtn7r6d/e0fZ3g5IylOaA9FDvN8AAK899xz7nt4QIK/ed/3eTBZtUD/uI9/3OeBmx74uB6fUkoppdR5peFKqXPw9O6nscv2pIBEaUuJ4uYic9+eI3d5LpsxmnVxis4kWAEUNxcZHRjhVB2i+YipW7L9TGmUMtw7ZOZHZ7Bci7Ad0t3VnQQvAMvJSpanforkhM5LHeJWTG5NjukfncYkhs6uDlErK0iR9LMKgP03+zQfaeI2XCzXonJjhf4bfdIoJZqLmLppiqSfUNpeYnx4TOuJFmIJ5e3lrFCGn2IXbHL1HL2gh5W3iOYjqrdmywoHbw0YvDWgcW9WhMMYkzU7vqfG4PUBcT/Ozp/O4VZdBm9mSwadkkMapDQfb5Jv5Nm8afPH9fiUUkoppc4rDVdKnYNWp0XST5a8F3UjTGwYHR5BSha8PlCjIZwPCVsh7efaGDGkwxSrYuEf9ileXZwszcvVsyIPYTvEm/GWfEfvtR5u3cUkhtxsjupNWcgRJwtE/Tf71O+on/3OZkhuVY5cPcfo3RH5VXnyq/L4R3zyG/IExwKqt1YREYobixQ3FrM9VLM5RgdHkwCZxlmPqjRIqd9Vn1QCrFxX4dRfnqL5eBO7aGNiQ2lbCcuyqOyo0Huph7fKI41SklGCd5mHU8r+ybE8i/I1ZcQVnnnlGTZevnFZn5NSSiml1IWgTYSVOgf1Wp3ET+js7hD3YvzjPv09fWYfnKVxb4P6PXWiQYRdtOnt6RH3Y0aHR4zeHVHYWiANUmq31ei/2ic4GZCME5Cl3+FMOQz3DvGPZ6XK28+1Malh6sYpxu+NidrRh85BONu/6sxbZ8qhL+ytOsMYs6RU+mImyQpPhHMhUScimA/oPN+hsqOCST9c1c/KWTQ+2cAkhtqdNXKN3GQ8aZgSzAc0H21SvLKIiT9wvo1WClRKKaXUJUXDlVLn4J5b72Fq1RQmNvjHsrLrxhjEEtJhSn9PH0mFqBsR92IGbw/o7u5iD2yCFwKSfoLt2dTurBEPYsbvjxnuHWZFI4CoF2ESQ/3uOsGpgLlH5gjmA9JhSuvRFnk3DxH4R3zCdghkgaj7QpfwVEj35S7d3V16r/UYvjdk8OYAK2+R9BOSYTbjlluVo/NSh2SYMHhzMAk4g30D/OM+yTBBbKH3eo/+q33EzopyYGCw9+znh/uHxL2YqBmRm8lmuyALTN1XuoyPj+ns6mR7ut4Z4h/xSUbZGNIopf9an+hgxB033PGxPkOllFJKqfNFVupPjrvd7socuFrx9r+3n0eefoS55hz+KOtRhQ35tXnqd9XBguG+IeNDY3IzOUrbSvRf6+M0HIKjAU7VQRDCZkg8jLHsbE+VXbYJWyFWzsKyLNzVLpUbK4zeGhF2QpJBwsz9M9mywbmQ9jNtrKKF2ELlpgq9F3s0PtnAztuE8yGd3R1K15Tov5oFIxObrNhFarA9m8a9DfxjPqN3RyTDhHgQU7mmQvmGMskgobOrQ2FTgeLmIsN3hsSDmLgXkw5SjDGkYUpuVY50mGJiQ/6KPKmfYhJDcDqgenOVwvoC4yNjwtMh5WvL2ZjzFrZnU7yqSHdXl5//3M+zebPuu1JKKaXUylKtVj+0FEhnrpQ6R1s2baGYLyKrhdxsjsanGnhrvKy6ni2ICOVryrh1l+otVZySQ3VnleBEQOXaCrVbazh1B2+1x/R90xSuLCCuMP3JaQrrC+TX5Zm+f5rqJ6r0X+xjl+zselWXsJnNVuVmc+TX5SluLmLnbZJOQmVHBTufVQPMzeTIr8njH/LJr8nTuKdBZUfWm8ou2NTvriO2ULi8wPSnprErNk7ZycLcO9kyxqlPTJEMEgZvDChfXSbuxNiuTe2OGsUri9ieTa6Ro3prNSviUXKo7axRu71Gbjo36Z0VHA+YumkKO2/jVBwadzeyc6outbtr/Mmf/8kFe5ZKKaWUUstJC1oodY72H9jPycpJzLyhfm8dsYTgWDBp7ntGMkpoP9+mfE0Zq2CRdBMGbw/o7+1jQsPsZ2aBLAj16NF8qknaT3EaDtjgv++TvyJPfm0++9xsju6u7uS1EZM16F3YJ1W/q77k+41lMKmhdkdtcr5dtOm/0f/QWImzwhhpmBL3Y6q3VCdj67/ZJ+7HkGT7ukb7RzjTDsUtRdy6y2j/CMuxGL07wq27OHVn6fVl0f6vD3yt2IIf+j/ws1BKKaWUuphouFLqHL1z6J1smd4428c02j8iDVLau9o07srKkgenAnKzOcrbs6VwYTtk9sHZycxS/80+4VxIbjbH+PCYpJcgRqjfV6f1dIv+G31IYerGqcn3igg42Z6mdJySDJNJn6lgLqC3p8fM/TOILSTjhOBYQG46t2TsYgmJn9Db02Pq5qmsj9VcVlVQbGGwb4DbcJeck5vN0d7VxlvtMXXDFMYY2k+1KVxVYHxwTPX2rOKgSQ3tp9vY1WxZYtSNcKsuudkcw3eGlK4qIY4QdkJytVy2N+uFLnbOPp+PSymllFLqY6PhSqlzkCQJ+4/sp3xjmfauNv3X+1k5c1cY7h9y6huncOsuuekc5WvLiAjeai/bU5U/GyLK28qTqnx2yaZ2Vw0TGtrPt3FrLsMDw2yPVMWhdFUJAJMaolZE54UOwYmAxo80SIYJ/nGfwb4BudW5rCx6wc6q/QURlmNNqgOO388qDa75e2vwj/nMPzyPO+1il23K12VjnfvOHJETUbyyOBmrf9Rn6oYphu8MJ72snLpD96Uu9Z1nS7OLJbjTLm7DpXJthflH5snN5ECyohvjg2NwYfzYGKeS9bpKTJIV6VBKKaWUugRouFLqHLz5vTeJNke4JRcTGqbumpr0gypfVWZ8aIxbdylvP9sEOPGTD13nTChyqy6N7dlsl3hC9eYqnec7eNMe3gaP4GRAOB/iNlzGh8fkL8uThin12+uMD4wZHx3jlBymbsgaAqfDheIa6/Okh1IqN1VofqeJt84jOBEw88AMAIUNBZJeQm5djlzt7OyWiGAVLOYfnSe/Lk8ySHAbLt4qj3gQ0366TW5VLmtMfMQi6kR4q8/240r9FLfhEp4Kmbpxivz6s8Gp92qP3JocSS+hdFWJ9rNtTNdQ8krL+5CUUkoppS4QDVdKnYOxP8a4C4UqhUnz3zMs22L4zhC37iKeMHhjgNjZXqbeqz0q11WIhzGd5zo0PtnISpwvPj9ngUDt9hp20YatEA9ieq/0sKds0iClemu2H8q7zCNqRUzfP42IEPdigrkAEgg7YdaseJRS2lZifHCMU176172wtUDruy2qd1Rxyy6DtwekYYoVWqRJin/cp3FfA8vJ7jHuxRQ2FihcnhWq8NZ6zP3lHE7VwXIt+q8vlG3f08eu2EtCV3Zz0N3dxZvxaD/TJupGALi5pcsQlVJKKaVWKg1XSp2DG669gce/8jjmTkNuNkf/jf5kX1TUiXAaDlbByoLO8WzpnohgEkPz8SatZ1qEp0OsokXqp0TtiKgf4VaygNF6tkUaZX2hSltL2KWsip+JDcHJAKfoMP+decrby+TX5XEqTnZ9Y+i/3qdxdwOxs9fzj8wzendE494GJsjKowengknoGR8cU95WZrh3SOJn+8can2xMxtJ+vk3zu01yszmKW4r4urcXVQAAGLtJREFUh33K15QZ7B2QDBPcGRdn1smWMI5NFvKs7F7bz7WJ2hH1mWzZYBqkjN8bU9xSpHJdJfvz6kW0nmhNvk8ppZRSaqXTcKXUOSgUCjx404N8/eGv4zQcwmNhtmxvykVywtSOqUnz4PL28tn9SHZWtn18aAw2uDWX3is9pu+bZrh/SDJMiLoR+bV5pm6YIo1Seq/0qOyoYLkW8TimsK5AdWcVBLovdUnDlKgT4Z/wEUvIrc6KUkC2vK98XTlr5nt4TGFTgbAV0t7VhgSkKJS3lClsLDB8b4g36+EnPuk4xZQM/lEfu2xT21nDxCYLha2Q1lMtarfVcKYc/KM+aTfFnXHxLvcmFQLFFrw1Hr03esw/Mo/lZfu+kiChuLVI1I4wqcFtuDgVh7gbX7DnqZRSSim1nDRcKXWO5nvz1O+p41Qceq/1SIZJFnoWxMOY4GRAbiaHRzZL1H+zT+qnVG6o4B/xiZoR9XvrOFMO1Zuyc+cfnZ/83rZtqjdXaT/TRlzBsq2sj9ZCgKndVmPum3PYlWypYHAiIBknlLae3b+U9BNyMzmC4wGj90akcYpTdCheWSTqRYwPjfGP+9kMWjfCm/FIhgmddzoA1O/OSruLLTTubdD8bpPy1Vm/Lcj2bY0PZ3vM4v7ZgGRMVrwiV8thV2xMZCZj7jzfwSpY5KZzDL83JAkS7LJWC1RKKaXUpUHDlVLnqD/sYzWyYg6WY0GJrNjE5XmiTsT44JjZH5+l+a0mTs1BnKxMee22rN9UcWORuYfncIpL//qdmXWavHYF8QTLtUiDdEnvKBGZNB4+c832c21GB0cUNhYI50NG746QnGTNflfniLsx9Tvrk+v4J3ziXowf+dleqoWmv4UrCrSeaC0diyNYnvWhIORWXfqv98lN5wjnQtwZl/4bfbwNHsRQ2JiVa6/sqEzG2dnVobipSGFDgdZTLfr9pfvOlFJKKaVWKutv/ohSarE7P3EnZp8hPB3irfOy4CDQe6lH//U+lesr2I6NM+0weGZA87HmpAjEGbnVObp7upPXyTghDVPCdjh5b3RgRGlzCbGyIDU+Mp4c80/4iLs0jBU2FvCP+8w9NMdo/wjxhNpttWxZnm+wPXtJQMtflifpJZjEkF93tqqfWEISJISts2MZvzumsLHA6J0RxmQzUWmUEvdinIpD/e46USei/Uyb4HiA5Vp4az3CuRBv7dLCFu50NtNleRZuzcVx9Gc8SimllLo0aLhS6hytWbOG+6+6n/yJPON3x4gIhcsLVG+tYns2TsXJekuNhJ/83E+Sd/PZXqtF0iAlmAs4/dBpmo81aT7WJA1TWk+0aD/fpvNCB7EFd9YlakXgQmd3h/lH55l/dJ7+m32cqaWhJDwVYuUtsCBsheSvyGcFJlKD5LLAZFIz+XxwKsCpO5Q2lwiOB5P3jTGYxNDd1WX+O/O0n29jjKG4qUj+8jzN7zTp7u7Se6VHeUeZNEpJw5TS1hK1nTXEE0ghOJEtjQxOBkvGGbWirHlxMySNUnZs3nEenpJSSiml1MdPzvwUeqXpdrsrc+Bqxet0OvzpQ3/KsDpk1BkRtAJK20uM94+xHIv8pjyjfSMSP+vnFB4NiXoR3jqP3GU5/MM+USdCbEFyQjpOKV9XZrRvhFN1iDsx+cvzWDmL0Xsj8pfn8Y/4mNBgi01hW4HBWwOsipV93xV5wuMhcT8m6SU40w6pn5KbzRr4jg+Oscs2aZxiuzaFLVmPq9GhEZUbKoSnQzgN3kYPStmMmV2wSVoJpm5I5hPK28qIIwz2ZuXaK9dVEEcY7htSWFcgeD8gf3UeBPp7+9iujZW3cKpZs2BxBO8yj9GBEck4IX9Z9tnkaMKv/tyvUq/XL/RjVUoppZQ6J9VqVT74noYrpc7Rl//vl2le05z0f/JP+fhHfCrXVZh/eJ54FGOXbZxCNrMkdlaK/K6r7qLdbnPg9AG8mz1IwT/iEw9ikn5C9Y4q+dV5jMmWHHb3dCldVcLyLKx3LXZcsYN9x/bR6XUwqcF2bZJRglwmkyCVBmnW2+rqUtYni6xh8fx358GCJEwgALuSjc9gKF5VZFuwjZf3vUzxuiKF9QXElkmp9CRMkFQwscFZ7eBNZ82NSaBcLOMZj0KjwMljJ7Evs5n6xBSpnzI+NKb3Wo/cTA67lC1JTOOU8vYyuXrWuDgNUtYeXMsXv/DFC/MwlVJKKaV+QB8VrnSzg1LnaJAOJsEKIL86Wx44fHuIeEJ+Ok9hfYEkTAiOBaRpilN3eOv4W/zEfT/BoXcOkQYpw7eHFK8sUr25StSL8A/75FfnERG81R523qa4qZhV+4tGvHDkBYxjkLowdf0UdtEmTVKajzSJOzFpktK4u8Hw7eEkWAHYJRu7aONMOSTDhNyqHJVrswITwcmAwb4BLzdfxr7MJr8mz3DfEJMYCpsKGDHk6jks1yJ/eZ5wLiQZJhQ3FilfUwZgfGSM7/vUP1On/VSbZJTglBzK28rEg5jarTWibrYfy1vlTYIVgOVZtPylxTOUUkoppVYq3XOl1DmSQJbsXQrbIamfUt5WprazRjJKGB8eE52KqN1So3F3AxMbOn6HZ198luG7Q6L5iOlPTeNMOTSfauKUHRI/mVwzTbIZqM7zHUxsqN5XJbc+h0kMpFklQZMa2k+2qdxUofGpBsWNReYfmydoB0uvFaQ4VYdknGDlLcrbypNj3hoPcYTiLVn/qe7uLvkNeYqbi/T29LBzNoWNhUkZeBMbkm5C6eqzJd8LG7LqhGmQUr6+nM12+Qv7uxaG4VbdSdXEZHh2bCYxjDqj8/GYlFJKKaU+djpzpdQ5uu+m+/jq41+ltK1EMkwYvjNk9tOziCPkvBxCVra8enMVy8t+flG/u07zu00O9A9ge1kPq9GBUVZ4YnWe9rNt4lHM6OAIExtG747w1noko4S4H1NwCrg1l9GBEc6sQ/+1PmmYUtxaJL8mW0oYnApwKy7urEv76TZ2xSZ/WZ7x+2Oqt1Tx3/cJm2FW4GJR1cA0SEn6SRbibqtiuYvG/GiT0uYsSBUuL5CMEoJTARhg4RLGZIFptD+7H6tk0X6yDTZUbznb/8su25Py78UtRcQRRvtH7Ny08+N5cEoppZRS55mGK6XO0fZrtpN8I8kaA49T7LKNOGfDil2yJ8UqzhDJAldxaxH/fZ9kmBD3Ymo7s95Xpe0l5r+d7dfyD/tZWFvoezXcP6T5VBMTGZwph9KWEnbJpvlUE7eWNfQd7htiuRb1uxYKQ1wPzceaxMOY+l1ZmfSwGRK2Qnov9/DWegTHA5JRgp23sTwra1bsnp3M9o/4mMTQebFDbjpHcXMRp+ogrkxKziMweGtA+Zoy+fV5knHC4M0BU/dOMffwHMkoYbhvmJWZb4XU76tjQkN4MsQqWDihwwP3PnC+H5lSSiml1MdCw5VS5+hbj3+L+l11nFkH/6hP/9U+aZBOZqnsgk3cj/GP+hQ2ZP2ton5EMkjIzeQY7hviH/PJX7Got5QI+fV5/KM+udnckobCxSuzJXu1e2ukUUr7uTb5dXnsok33lS7T900TnAgobi4uGWdxS5HB3gHFjUVG74yo3V4jHac0n2kitlDdWUUk65/lH/UpbSkRnAjwLvPwj/skg4TZB2eBrEny8MAQ/7CPt9bDW+fRe6VHcDqgenMVb403ufc0ShnuG4INwwNDGvc0EBGCUwHhkZDKjgr51dm950d5isWl41ZKKaWUWqk0XCl1jg41D+HscOju6uKt97Llc080syISJuvjVNpWYvDWgNGBEQjEnZji1UUGrw/wZj3GR8akYUpu+mxxh7AZUru1xuDtwZKwFpzO+kUBkAIxOFMO3mqP3p4ep755ClKImtGSZsXBiQC7ZtP8bpPpH5lGLMEu2XgNj6mbphDJAlxhQyELZ1uKDN4YMH5/TNSOmPn0zORahSsKzH17LttrZaC7u4vlWThlB6d29p+R4FSAibKmxO6My/B7Q1I/xS7Y5FblGO0fTZYlmthQcs7u3VJKKaWUWuk0XCl1jgQhPBniXeZNZqZmPz1L88kmzpRDOk7xZj3KV5dJ0xSA5nebjA+Oya/NU95epry9TPflLoO9A7zLPIb7hwSnA8ZHx2Cg/3qfeBTjNlyCowH2VFbxL5wLqd1ewy5l1QDr99TpPN9hcHAAhwEHCusLjA+PCeYDCusKxFZM4ieTc4Bsz9QiJjKICJUdFdI0Zf7b8x+6b7fuUtyUzTKZ2BCcCKjsqNB6vEXl+qzvVW9Pj5kHZxARHBycspP1wrqiwGDvAPGEznMdrJJF0kvYuG7jsj8fpZRSSqkLRcOVUudo65qtPH/4eQpXF5a8n5vOUbyyiHWDxfx35pn50Rksy2K4fwg+FNICVtGi+1IXTFaGPGgHDN8dYpezfU8mMpN9UyY1tJ5qMfNgNoPU2dUBwCqe3Rclks0AeVWP6Qem6b7cpf1sm/z6PKs/txqA8rYypx8+TX5N1rjXGEN3d5fqzuqkyXDUjUjTFBGh/2ofp+7Qe6XH1E1TAAzfHuKt9s7e60wO/5hP58UOdi1bnuit9ZCcTGbEIFsmmAQJg70DanfWJsfau7KCF6NQKwUqpZRS6tKh4UpdtH7t137tQg/hr+dCEifU7zwbhOJujFWwEBHcqkv3hS7YEHUjvMs9nLrD8HtDGj/SwHItRgdH2L5N4/PZnqTWU61J7ygAsQS35mIig5Wz8FZ79N/sMz48prgxm0FK/IR4EOOtyfpiNe5q0N3dpXJDZXKd8ftjKtdXKG0uYYyh80IH8YTeSz0MBm+VR3FTkc6zHcSWrOKfa5G7PEfryRZiCXE3Zvbzs5NrDvYN8NZ5mNBQvjYb8+CNAambZkUyFvpsjY+O8Y/7FK8oLgld5WvKjA+Nef2N1/m1py/O5/ylL33pQg9BKaWUUiuMhiulfhARjPaNiDsxTtUhDVOmPnF2H1MSJFRvrWLZFoO9A1I/hRTKO8qTinzRfET1lurknOKmIuF8SKF0dkYsDdJJJcJwPiSNUqL5iO5cF7GFNExxay7xIJ6cYxUskkGCU8n+eketiNptWVVCEaF2a43mE01m7j+7p6r7cpfa7TWC40FWYfCOetZ7a5hQ3Fpk/tvzzH97HrfuZrNccUoyTJh54Ow1yteXmfv2HK2nWtnyyDDFhIZVn12VBc3Ff3ztCG+NR9yLiTsxSimllFKXAm0irNQPKA1T/CM+g70DAOJ+TNyP6b3WmxSYaD3ZonTN2aINi/tLfZC33qP/Vp/x+2PifkznxQ4mMSTjhbLvQYqdtyldU2LqpinK15ep3V5DHMEu23Rf7hIPYiQvNB9v4h/3iboRcf8D4UUg7sYM9w+JB9l4xRb8Yz69PT3y67Plg4O9A6JeRPvJNnEnxn/fp/9aH/+Qj4kMdtn+0D2ICPX76lR3VokHMe60i+3ZYDEZ3/jwmPBUSG51btIrSymllFLqUqDhSqkfVgpxL8YYg3/Ux13lYhJD//U+VsGa7K+SgjB6Z0QaZ0UunBmH3ss9jMmqS4wPjilsLiCW0H+rz+hgVmmw92oPt+Fm3zOO6TzfAQHLtbKmwImhdksNb63H/F/N036qTXgiZP7heU7/xWnCZsj4/TGwsN/qpW4W/J5ocfovTtN9sUv/tT7Nx5o4Mw7E0H2xy/jomOB4QHAi+NAtn5ltGh0YTa47eHNAaVsJp+Aw2j8imosYvTciGSU07m7gVB2ajzYRS6jeloWv4PiHr62UUkoptVLJmf/YrTTdbndlDlxdklqtFg89+RDHmsdIw5QNqzdQLVc52T1Ja75FqVYiGkY4nsOgP2CqMcX6xno2b9jMS997iZSUVZVVNPtNYmK2rt3KbZ+4ja/95dfYf3I/aZRSy9f4pZ/5JU6ePsnXH/k6scSUpETey9P0m0gi/NjtP8bOm3cuGdt4POYPv/qHtP02tth89q7PcuP1N37kfex/bz/P7HmGxCRcveFq7t5595K9UovtemUXz+15jmEwpFqusmnNJub6cxhj2LFlB7feeCu+7/PQYw/R9tuUnBJ33nAnz+x5hnEyZrYyy2c/9Vlc113256GUUkopdb5Vq9UP/SdJw5VSSimllFJKnaOPCle6LFAppZRSSimlloGGK6WUUkoppZRaBhqulFJKKaWUUmoZXNThSkQeFJF9InJARH7zQo9HKaWUUkoppf46F224EhEb+APgM8B24Isisv3CjkoppZRSSimlPtpFG66AncABY8x7xpgQ+CrwhQs8JqWUUkoppZT6SBdzuFoHHFn0+ujCe0oppZRSSil10XEu9AC+j4/qXPqRva32799/noeilFJKKaWU+rtu69at3/f4xRyujgIbFr1eDxz/qA/+TTeplFJKKaWUUufbxbwscDewVUQ2iUgO+CngGxd4TEoppZRSSin1kS7amStjTCwivwI8AtjAHxlj3rrAw1JKKaWUUkqpjyTGfOQ2potet9tdmQNXSimllFJKrXjVavVDNSIu5mWBSimllFJKKbViaLhSSimllFJKqWWg4UoppZRSSimllsGK3XOllFJKKaWUUhcTnblSSimllFJKqWWg4UqpS5CIPCgi+0TkgIj85oUej1JKqZVBRP5IRE6LyJsXeixKrUQarpS6xIiIDfwB8BlgO/BFEdl+YUellFJqhfgy8OCFHoRSK5WGK6UuPTuBA8aY94wxIfBV4AsXeExKKaVWAGPMU0DrQo9DqZVKw5VSl551wJFFr48uvKeUUkoppc4jDVdKXXo+1C0c0LKgSimllFLnmYYrpS49R4ENi16vB45foLEopZRSSv2doeFKqUvPbmCriGwSkRzwU8A3LvCYlFJKKaUueRqulLrEGGNi4FeAR4DvAV8zxrx1YUellFJqJRCRrwDPA1eLyFER+YULPSalVhIxRrdiKKWUUkoppdQPS2eulFJKKaWUUmoZaLhSSimllFJKqWWg4UoppZRSSimlloGGK6WUUkoppZRaBhqulFJKKaWUUmoZaLhSSimlFhGRL4vI71zocSillFp5NFwppZRaViJySETGIjIQkVMi8sciUr7Q41oOIvKzIvLMhR6HUkqpi5OGK6WUUufDjxtjysBNwK3Avz7XC4iIs+yjUkoppc4jDVdKKaXOG2PMMeBh4DoAEamKyB+KyAkROSYivyMi9sKxnxWRZ0Xk90WkBfyWiGwRkSdFpCsi8yLyZ2euLSJ3isjuhWO7ReTORceeEJHfXrheX0T+SkRmFh3/uoicXDj3KRG59oe9VxFZKyLfEJGWiBwQkV9cdGyniDwvIp2Fe/9PIpJbdNyIyD8Vkf0i0haRPxAR+WHHpJRS6uOl4UoppdR5IyIbgM8Cexbe+h9ADGwBPgH8GPCPF51yG/AesAr4t8BvA38F1IH1wH9cuG4DeAj4D8A08CXgIRGZXnStnwZ+buFaOeDXFx17GNi6cOwV4H8vw+1+BTgKrAX+PvC7InL/wrEE+FVgBrgDuB/45Q+c/3myWb4bgH8IfHoZxqSUUupjpOFKKaXU+fDnItIBngGeJAsaq4HPAP/cGDM0xpwGfh/4qUXnHTfG/EdjTGyMGQMRcAWw1hjjG2PO7Hf6HLDfGPO/Fj77FeBt4McXXeuPjTHvLFzna8CNZw4YY/7IGNM3xgTAbwE3iEj1B73ZhRB5N/AvF8b5KvDfgX+08H0vG2N2LYz1EPBfgfs+cJnfM8Z0jDHvA48vHq9SSqmVQcOVUkqp8+EnjDE1Y8wVxphfXgg4VwAucGJheVyHLGSsWnTekQ9c5zcAAV4UkbdE5OcX3l8LHP7AZw8D6xa9Prno9yOgDCAitoj8noi8KyI94NDCZ2b4wa0FWsaY/keNR0SuEpFvLixF7AG/+xHf95HjVUoptXJouFJKKfVxOQIEwMxC8KoZY6aMMYv3O5nFJxhjThpjftEYsxb4J8B/FpEtwHGysLbY5cCxv8U4fhr4AvAAUAU2Lrz/w+xxOg40RKTy14znv5DNrG01xkwB/+qH/D6llFIXIQ1XSimlPhbGmBNk+6f+vYhMiYglIptF5IPL4yZE5B+IyPqFl22y8JUA3wKuEpGfFhFHRH4S2A58828xlApZyGsCRbJZpHMhIpJf/MsYcwR4Dvh3C+/tAH6Bs3u5KkAPGIjINcAvneN3KqWUWgE0XCmllPo4/QxZcYm9ZGHp/wCXfZ/P3wq8ICID4BvAPzPGHDTGNMkKQPwLspD0G8DnjTHzf4sx/E+yJXvHFsax6xzv4U5gvPjXQtn4L5LNgh0H/h/wb4wx31k459fJZsz6wH8D/gyllFKXHDHG/M2fUkoppZRSSin1fenMlVJKKaWUUkotAw1XSimllFJKKbUMNFwppZRSSiml1DLQcKWUUkoppZRSy0DDlVJKKaWUUkotAw1XSimllFJKKbUMNFwppZRSSiml1DLQcKWUUkoppZRSy0DDlVJKKaWUUkotg/8Pip7Op4I1iaUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of Income by Personal Loan\n", "plt.figure(figsize = (12.8 , 6))\n", "ax = sns.boxplot(x = 'Personal Loan', y = 'Income', palette = 'Accent', data = bank)\n", "ax = sns.stripplot(x = 'Personal Loan', y = 'Income', palette = 'Accent', data = bank, \n", " jitter = True, dodge = True, linewidth = 0.5)\n", "ax.set_title('Distribution of Income by Personal Loan')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Average Spending on Credit Card by Personal Loan')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of Average Spending on Credit Card by Personal Loan\n", "plt.figure(figsize = (12.8 , 6))\n", "ax = sns.boxplot(x = 'Personal Loan', y = 'CCAvg', palette = 'afmhot', data = bank)\n", "ax = sns.stripplot(x = 'Personal Loan', y = 'CCAvg', palette = 'afmhot', data = bank, \n", " jitter = True, dodge = True, linewidth = 0.5)\n", "ax.set_title('Distribution of Average Spending on Credit Card by Personal Loan')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of Family Size by Personal Loan and affect of Income\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.catplot(x = 'Income', y = 'Family', row = 'Personal Loan', kind = 'box', orient = 'h', height = 2.8, aspect = 8, \n", " data = bank)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of Education by Personal Loan and affect of Income\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.catplot(x = 'Income', y = 'Education', row = 'Personal Loan', kind = 'box', orient = 'h', \n", " height = 1.8, aspect = 8, palette = 'gist_heat', data = bank)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Countplot of Education by Personal Loan\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.countplot(x = 'Education', hue ='Personal Loan', data = bank)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Countplot of CD Account by Personal Loan\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.countplot(x = 'CD Account', hue ='Personal Loan', palette = 'seismic', data = bank)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 9 - Income, CCAvg, Family (size), Mortgage, CD Account, Education and Personal Loan\n", "* Higher **incomed** people in the dataset have taken loan from the bank in their last campaign.\n", "* Higher the **income** more are the chances of people taking loan from the bank, irrespective of their family size.\n", "* People with **family size** of 2 are most higher incomed people in the dataset, however that doesn't mean they are the ones taking most loans.\n", "* **Average spending on credit cards** by people taking personal loan is higher than those who aren't taking personal loan.\n", "* Customers whose **education level** is 1 (undergrad) is having more income.\n", "* Customers who have taken the **personal loan** have the same **income** levels.\n", "* Number of people taking **personal loan** increases with increase in **education** level.\n", "* Most of the people who don't have **CD Account** don't take **personal loan** as well.\n", "* For people with **CD Account**, the odds of taking **personal loan** are fairly similar to not taking." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ZIP Code 466\n", "Family 4\n", "Education 3\n", "Personal Loan 2\n", "Securities Account 2\n", "CD Account 2\n", "Online 2\n", "CreditCard 2\n", "dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking number of unique values for categorical columns\n", "cat_cols = ['ZIP Code', 'Family', 'Education', 'Personal Loan', 'Securities Account', 'CD Account', 'Online', 'CreditCard']\n", "bank[cat_cols].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 10 - Removing columns from the further analysis\n", "* Removing columns such as ID that does not add any interesting information. There is no association between a person's customer ID and loan, also it does not provide any general conclusion for future potential loan customers. Neglecting this information for our model prediction.\n", "* Removing ZIP Code from the analysis since it's a nominal variable and contains 466 unique values." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Age', 'Experience', 'Income', 'Family', 'CCAvg', 'Education',\n", " 'Mortgage', 'Personal Loan', 'Securities Account', 'CD Account',\n", " 'Online', 'CreditCard'],\n", " dtype='object')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bank.drop(['ID', 'ZIP Code'], axis = 1, inplace = True)\n", "bank.columns" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, 'Correlation Matrix of Data')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Correlation matrix for all variables\n", "corr = bank.drop('Personal Loan', axis = 1).corr()\n", "\n", "mask = np.zeros_like(corr, dtype = np.bool)\n", "mask[np.triu_indices_from(mask)] = True\n", "\n", "f, ax = plt.subplots(figsize = (11, 9))\n", "\n", "cmap = sns.diverging_palette(220, 10, as_cmap = True)\n", "\n", "sns.heatmap(corr, mask = mask, cmap = cmap, vmax = 1, center = 0, square = True, \n", " linewidths = .5, cbar_kws = {\"shrink\": .5}, annot = True)\n", "ax.set_title('Correlation Matrix of Data')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Experience Age 0.993922\n", "Age Experience 0.993922\n", "CCAvg Income 0.645931\n", "Income CCAvg 0.645931\n", "dtype: float64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filter for correlation value greater than 0.5\n", "sort = corr.abs().unstack()\n", "sort = sort.sort_values(kind = \"quicksort\", ascending = False)\n", "sort[(sort > 0.5) & (sort < 1)]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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VariableCorrelation
2Income0.502459
4CCAvg0.366864
8CD Account0.316344
6Mortgage0.142065
5Education0.136834
3Family0.0614708
7Securities Account0.0219321
1Experience0.00844902
0Age0.00769369
9Online0.00633189
10CreditCard0.00290325
\n", "
" ], "text/plain": [ " Variable Correlation\n", "2 Income 0.502459\n", "4 CCAvg 0.366864\n", "8 CD Account 0.316344\n", "6 Mortgage 0.142065\n", "5 Education 0.136834\n", "3 Family 0.0614708\n", "7 Securities Account 0.0219321\n", "1 Experience 0.00844902\n", "0 Age 0.00769369\n", "9 Online 0.00633189\n", "10 CreditCard 0.00290325" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Absolute correlation of independent variables with 'Personal Loan' i.e. the target variable\n", "absCorrwithDep = []\n", "allVars = bank.drop('Personal Loan', axis = 1).columns\n", "\n", "for var in allVars:\n", " absCorrwithDep.append(abs(bank['Personal Loan'].corr(bank[var])))\n", "\n", "display(pd.DataFrame([allVars, absCorrwithDep], index = ['Variable', 'Correlation']).T.\\\n", " sort_values('Correlation', ascending = False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation 11 - Correlation Matrix\n", "* **Age and Experience** are highly correlated with each other, as noted earlier during the EDA as well.\n", "* **CCAvg and Income** are moderately correlated with each other.\n", "* As we know that if a variable has a very low correlation with the target variable it's not going to be useful for the model prediction. While deciding whether which one out of **Age and Experience** to be dropped, we will drop Age column as it's correlation with the target variable is relatively less than Experience column.\n", "* Further dropping **Online and CreditCard** since these columns also have relatively less correlation with the target column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modelling\n", "Use different classification models (Logistic, K-NN and Naïve Bayes) to predict the likelihood of a liability customer buying personal loans" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Experience', 'Income', 'Family', 'CCAvg', 'Education', 'Mortgage',\n", " 'Personal Loan', 'Securities Account', 'CD Account'],\n", " dtype='object')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# dropping age column\n", "bank.drop(['Age', 'Online', 'CreditCard'], axis = 1, inplace = True)\n", "bank.columns" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Experience4999.020.13942811.4065770.010.020.030.043.0
Income4999.073.78475746.0322818.039.064.098.0224.0
Family4999.02.3960791.1475541.01.02.03.04.0
CCAvg4999.01.9382061.7477310.00.71.52.510.0
Education4999.01.8807760.8398041.01.02.03.03.0
Mortgage4999.056.510102101.7208370.00.00.0101.0635.0
Securities Account4999.00.1044210.3058360.00.00.00.01.0
CD Account4999.00.0604120.2382730.00.00.00.01.0
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "Experience 4999.0 20.139428 11.406577 0.0 10.0 20.0 30.0 \n", "Income 4999.0 73.784757 46.032281 8.0 39.0 64.0 98.0 \n", "Family 4999.0 2.396079 1.147554 1.0 1.0 2.0 3.0 \n", "CCAvg 4999.0 1.938206 1.747731 0.0 0.7 1.5 2.5 \n", "Education 4999.0 1.880776 0.839804 1.0 1.0 2.0 3.0 \n", "Mortgage 4999.0 56.510102 101.720837 0.0 0.0 0.0 101.0 \n", "Securities Account 4999.0 0.104421 0.305836 0.0 0.0 0.0 0.0 \n", "CD Account 4999.0 0.060412 0.238273 0.0 0.0 0.0 0.0 \n", "\n", " max \n", "Experience 43.0 \n", "Income 224.0 \n", "Family 4.0 \n", "CCAvg 10.0 \n", "Education 3.0 \n", "Mortgage 635.0 \n", "Securities Account 1.0 \n", "CD Account 1.0 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(4999, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(4999,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Separating dependent and independent variables\n", "X = bank.drop(['Personal Loan'], axis = 1)\n", "y = bank['Personal Loan']\n", "\n", "display(X.describe().T, X.shape, y.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Logistic Regression" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3499, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(3499,)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Splitting the data into training and test set in the ratio of 70:30 respectively\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 42)\n", "display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression Scores without Hyperparameter Tuning\n", "\n", "\n", "LR accuracy for train set: 0.950\n", "LR accuracy for test set: 0.942\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.95 0.99 0.97 1354\n", " 1 0.81 0.53 0.64 146\n", "\n", " accuracy 0.94 1500\n", " macro avg 0.88 0.76 0.80 1500\n", "weighted avg 0.94 0.94 0.94 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1336 18]\n", " [ 69 77]]\n", "\n", "Accuracy Score:\n", " 0.942\n" ] }, { "data": { "image/png": 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IhwMusGUKXCIdjMLWrtFMkYiISA0Ih/HGj6fu5z/faXH60EPx6utJjh2L22efChVXnAKXSAdTDWGrVmaMREREpEqsX0/szjuJ3nUXW6ZNg96984Z4EyZQ9/Of47p3JzlqlN/O/aSTKnZtVqkUuESqTK2fEqgZIxERESlJJkP48ceJNTQQnTULa2oCIDZjBt5VV+UNdwMGsGXqVFKnnw49ewZd7W5T4BKpMu0dttZf1bfd9iUiIiLSVrZ2LbHJk4k2NBBetSpvfXTSpIKBCyB14YVlrq79KXCJVFC5Z7P696ieC0ZFRESkE/M8IvffT6yhgchDD2GZTItDwy++iK1aVRUdBtuDApdIBZU7bOnUPhEREamk0PLlxBIJolOnElq3rujYzMEH49XX440fj+vXL6AKy0+BS6QCSp3ZUvMJERERqVXd4nGis2cXHeO6dCF5ySV+A4yhQyEUCqi64ChwiVRAqWFLM1QiIiJSqzIDB7a4Ln300XjxOMkrr8TtsUeAVQVPgUskQMVmtjSbJSIiIrXG1q3DdesG3brlrfPicbr8+tc7nrtevfBGj8arryczZEiQZVaUApdIgIqFLc1miYiISE1Ip4k88gixRILI3Lls+8UvSMbjecMygwaROu00CIX82axLL4WuXStQcGUpcIm0UVs7DWpmS0RERGqBrVpFrKGB2JQphNas2bE81tBQMHABbJkxA+rqgiqxKilwibRRW8OWZrZERESkajU2Er33Xn8267HHCg6JLFxIaPlyMocemr+yk4ctUOASKdn8NY1cs6iOtU+saX1wCTSzJSIiItUq9Pe/E5s0ieiddxJav77o2PTgwdh770GhwCUKXCKluu6p9axtap9WpZrZEhERkaqzfj2x6dOJJhJEXnyx6FDXrRvJkSP9du6nnAJmARVZexS4REpUymmDmrUSERGRWlV38810+e1vi45JnXCC3wBj1Cjo1SugymqbApdIO9GslYiIiNQyb8KEgoErs+eeJMeMwYvHyRxxRAUqq20KXCJZu9ptcP1VfctckYiIiEg7SiaJPPAArndv0kOH5q3OHH44qRNOIPLcczgzUmefjRePkxo+HLp0qUDBHYMCl0hWW7oNioiIiFSr0MqVxBIJolOmEHrvPVJnnMGWAoELoOmrXyW1bBne+PG4gw8OuNKOSYFLJGtXwlb/HuEyViIiIiLSRlu2EJ0502/n/vTTO62KPPEEoddfJ3PIIXmbpUaMIDViRFBVdgoKXNJp7e4Ni3WtloiIiFQl5wi/8ALRRILY9OnYpk0tDo02NNB0440BFtd5KXBJp9Va2Cp0jdaKFSsYPHhwOcsSERER2SX24YdE77iDWCJB+OWXi451PXviXX45yUsuCag6UeCSDmV3Z62a0ymDIiIiUu1Cy5bR5Wc/IzpnDuZ5RcemTj3Vb+c+YgR07x5QhQIKXNLBtFfY0imDIiIiUvU8j9jdd7e4OrPvvnjjx5OsryczaFCAhUkuBS7pUHY3bOmGxSIiIlJrMsccQ/pTnyL80ks7lrlwmNR55/nt3M8/H6LRClYooMAlohktERERqUqhpUuJJRLYBx+w7Y9/LDjGi8fpesMNpAcOJBmP440dizvggIArlWIUuKSm6ObEIiIi0qFt3Eh0xgxikyYReeEFAJwZjTfeWPC+WN6VV5I+/HDSp58OZkFXKyVQ4JKaopsTi4iISIfjHOGnn/ZvTjxzJrZ1606rzTlikyfT9M1v5m/bpw/pM84IqFDZHQpcUjHt1VGwJeo0KCIiItXM3n2X6JQpxBoaCK9cWXRs9L77CgcuqXoKXFIx5Q5bui5LREREqk4qReTBB4klEkQeeABLF/9dKHnWWSQnTiR50UUBFSjtTYFLyiaIGSx1FhQREZFaYW+/TY9hwwi9807RcZl+/fDGj8ebMAHXv39A1Um5KHBJ2WgGS0RERORjbv/9cXvsAQUCl4tGSV10Ed7EiaTOOgvCujSio1DgkjzlnpkqRLNVIiIi0iE4R+j118kMHJi/zgyvvp6u//mfOxalDz8cr76e5JgxuL33DrBQCUqo0gVI9alE2NJslYiIiNQy++gjYr//PT2GDqXHCSdga9cWHJccO5bMnnviffazbH7oITY/9RTeNdcobHVgmuGSPOUIW5rBEhERkQ4nkyG8YIHfzv3ee7Gmph2rYlOn0vTv/563idtrLzYtXw7RaJCVSgUpcEnZaQZLREREOhJbvZrY5MnEGhoIvflmwTHRhgaavva1wjcjVtjqVBS4pFXrr+pb6RJEREREKsvziMyd67dzf/hhzLkWh7pQiMzgwbBhA/TRH507OwUuASrTKENERESk2oVeecU/ZfCOOwitW1d0bPqQQ0jW1+ONG4c78MCAKpRqp8AlQPCNMkRERESqnnN0q68nvHJly0Pq6kheeilefT3pM86AkHrSyc4UuDqpUme0+vfQPSBERESkk9rexv2mm/JWpT/1KbyJE/GuuEKnDUpRiuCdVKlhS80uREREpCOz998ndsst2PvvF1yfHDcOl70Jsevdm6YvfpFNjz3G5gUL8K6+WmFLWqUZrk6qWNhSC3cRERHp0NJpIg8/7DfAmDsXS6UA8L761byhbr/9aLr+ejKDB5O8+GLo2jXoaqXGKXDJTjSrJSIiIh2VrVpFrKGB2OTJhJrdmDiWSOBde23BNu5N3/52UCVKB6TA1Um0ds2WWr+LiIhIh9TYSHT2bH82a8GCFoeF//lPws8+S/rkkwMsTjoDBa5OQl0IRUREpDMJLVniz2ZNm4Zt2FB0bPqTn8SLx8kMGhRQddKZKHB1AG29h5Y6EYqIiEhHEZ0+nS6/+Q3hJUuKjnPdu5McORJv4kTSJ51U8FRCkfagwNUBtDVs6ZotERER6ShCr75aNGylTjwRLx4nOWoU9OwZYGXSWSlwdQC7GrbUhVBEREQ6Km/8eLr85CdYJrNjWWavvUiOHYtXX0/m8MMrWJ10RoHdh8vMLjSz5Wa20sy+WWD9wWY238wWm9lLZnZRULV1JprREhERkZqVTBKZPZtuo0cT+9OfCg5x/fqROuccnBnJc89ly9/+xqZly2j84Q8VtqQiApnhMrMw8DvgPGA1sMjMZjnnXs4Z9h1gmnPuVjM7ArgPGBBEfbVGHQdFRESkMwn985/0+81v6PnAA4SyNygOrVmD94UvFLz2qvEHP8D98pe4fv2CLlUkT1CnFJ4ErHTOvQZgZlOBEUBu4HJAr+zXvYGdb44gO6jjoIiIiHR4mzcTvftuYg0NRBYupPnVVuGlSwm/+CLpY4/N2zRz2GHB1ChSgqACV1/grZznq4HmNzm4CZhnZl8FugPnBlNabSi1E6E6DoqIiEjNco7wc88RSySIzpiBbd5cdHhk3ryCgUukmgQVuAr12XTNno8DbnPO/Y+ZnQokzOwo51ymwLasWLGivWusatcsqmNtU/FL7g7skuGG/o2d7r0Jmt5fqSQdf1JpOgalHCIffcRe993H3jNn0vX114uOTXXvzocXXsi6ESPYethhoGNSymzw4MFt2j6owLUaOCjneT/yTxn8AnAhgHPuaTOrA/YG3iu0w7Z+47Vm7RNrCi5Xx8FgrVixotMde1I9dPxJpekYlHKITp9O1698BUsmi47bdNxxhL/0JZKXXkqXbt3QFetSK4IKXIuAwWZ2CLAGGAuMbzbmTeAc4DYzOxyoA94PqL6qtf1UwkLUcVBERERqXer441sMW5n998cbP55kfT3L02kFfqlJgQQu51zKzK4FHgDCwF+cc0vN7PvAc865WcD1wB/N7Gv4pxt+zjnX/LTDTqel67bUiVBERERqRmMj9s47uAED8la5AQNInXkmkQUL/OfhMKkLLsCLx0mddx5Esr+u6tRBqVGB3fjYOXcffqv33GXfzfn6ZeD0oOqpJqU2xNhOjTFERESkFoT+/ne/Aca0aWQGDmTLI48UHOdNnIitXYsXj5McOxa3334BVypSPoEFLmnZroYtnUYoIiIiVWvDBmLTpxNNJIgsXrxjceiFFwgtXUrmyCPzNkmOGkXy8ssL3lNLpNYpcFXIrs5qgRpkiIiISJVyjvCTT/qzWbNmYdu2FRwWSyRo/MlP8leEdfaOdFwKXBWyO2FLM1siIiJSTeydd4hNmUK0oYHwq68WHZvZYw9c794BVSZSPRS4AlTKrJZmsURERKSqpVJE5s0jNmkSkQcfxNIt/17jzEgNG0YyHid50UXQpUuAhYpUBwWuAJUStjSLJSIiItUstGoV3cc3v7vPzjL9+uFNmIA3YQLu4IMDqkykOilwlZlmtURERKQjyQwaROrUU4k8/fROy100SvLii0nG46Q+/WldlyWSpcBVZprVEhERkZriHOHFiwkvWIB33XUFh3j19TsCV/qII/Dq60mOGYPba68gKxWpCQpcZdLazJZmtURERKSa2IcfEr3jDmKJBOGXXwYgNXw4mUMPzRubHDmSpsWLSY4bR/q449TOXaQIBa4yaS1saVZLREREKi6TIfLYY0QTCaL33ot53k6rYw0NNP7gB/nbde9O4803B1SkSG1T4CqTQmFLs1oiIiJSDeytt4jdfjux228n9NZbLY6LTp1K4403QiwWYHUiHYsCV0A0qyUiIiIV1dRE9L77iCYSRObPx5xrcagLhUidfz5ePA6hUIBFinQ8ClwB0cyWiIiIVEQqRd2NNxK94w5CH35YdGh64ECS9fV448bhDjggoAJFOjYFrjKYv6ax0iWIiIiI+CIRwosWtRi2XNeuJC+9FC8eJ3366WqAIdLOFLjK4Lqn1le6BBEREelsnGsxLHnxOJHnnttpWWrIEJLxON7ll0MfXfYgUi46KbcdzV/TyDF3vpPXMKN/D934T0RERMrD3n2X2K9/TY+TTyb0+usFxyRHjcJ160amTx+avvQlNj3+OFsefRTvC19Q2BIpM81wtaOWWsGrWYaIiIi0q1SKyEMPEZs0icgDD2Bp//ePaEMDTTfemD++Vy+2zJpF+qijoK4u4GJFOjcFrnZQ7CbH/XuEGdZXP9hERESk7UKvvUa0oYHY5MmE3nknb31s8mSavvUtiOT/ipc+4YQgShSRZhS42kGxsKXZLREREWmTbduIzppFLJEg8sQTRYfaunWE/vEPMkOGBFSciLRGgasd6CbHIiIi0q6cI7RkCbFEgtidd2IbNxYdnj7sMLz6epJjx+L23jugIkWkFApcZaCZLREREWmLrl/+MrFp04qOcT16kBw1Cm/iRP90QbVzF6lKClxtsP3areY0syUiIiJtkT7xRGghcKVOPtmfzRo1Cnr0CLgyEdlVagvfBi1duyUiIiLSGluzBvvgg4LrvCuvxHXpsuN5Zu+9abr2WjYtXMiWBx4gGY8rbInUCM1wtUFL126JiIiIFOR5RObOJdbQQOThh2n6xjdo+sY38sf16UNy5Ejso4/w6utJXXghxGLB1ysibabA1Y507ZaIiIgUElq+nFgiQXTqVELr1u1YHmtooOmGGyCUf9LRtltvLbhcRGqLAtdumr+mMW+Zrt0SERGRHTZvJjpjhj+b9eyzBYeE3nqLyGOPkRo2rMBKhS2RjkCBazcVapYhIiIinZxzhBct8mezZszAtmwpOjx99NGQyQRUnIhUwi4HLjPb1zn3XjmKqRXz1zTmXb+la7dEREQ6L3v/faJTpxJraCC8fHnRsa5XL7zRo/Hq63WDYpFOoKTAZWa9gVuA0UAa6G5mlwAnOOe+V8b6qlKh2S1duyUiItJ5Re+4g6433lh0TGroULx4nOQll0DXrgFVJiKVVurJwbcCTcBgwMsuWwiMK0dR1a7Q7NawvnUVqkZEREQqLTl2LC4azVueOeAAGq+/nk2LF7Nl9mySo0crbIl0MqWeUngu0M8555mZA3DOvWdm+5WvtOqy/SbHhVrBa3ZLRESkg2tsJDp7NoTDJC+7LG+123tvUhddRHTmTFwkQurCC/HicVLnnAMRXTIv0pmV+hNgI7An8M72BWZ2EPBuOYqqRsVucqzZLRERkY4ptGQJsYYGYtOmYRs2kD7kEJKjRoFZ3timr3yF1AknkBwzBrfvvhWoVkSqUamB6y/AnWb2bSBkZicCPwZ+X7bKqkxLYXiZzbIAACAASURBVEvNMkRERDqY9euJ3XUXsUSC8JIlO60Kv/464SeeID10aN5m6VNPJX3qqUFVKSI1otTA9WP8a7f+DNQBk/HD1i/LVFdN0I2ORUREOgjnCD/xhN/OfdYsrDH/fpvbxRIJthUIXCIihZQauPZyzt0M3Jy70Mz2BtYV3qRjW39V30qXICIiIm1ka9cSmzKFaEMD4ddfLzo2s9deJMeMwYvHA6pORDqCUgPXa0CvAsv/iX9tl4iIiEjNCK1YQd13vkPkwQexIjcedmakzj4bb+JEUsOHQywWYJUi0hGUGrjyrgw1sx5Ah741erHOhCIiIlK7XK9eRB56qMWwlTnoILz6erzx43EHHRRwdSLSkRQNXGb2OuCArmb2WrPVewPTy1VYNVDYEhERqXHOFewo6Pbbj9T55xOdO/fjZbEYyYsvxps4kfSZZ0Ko1NuVioi0rLUZrqvxZ7dmAV/MWe6Ad51zS8tVWCW1NrOlzoQiIiJVzDnCzz9PLJEgtHQpWx58sGDo8iZOJDp3Lukjj8SLx0mOHo3bU1dKiEj7Khq4nHMPA5jZ/s65jcGUVHmthS11JhQREak+9sEHRO+4w2/nvmzZjuXhRYtIn3RS3vjUeeexef580kOGFAxkIiLtoaRruJxzG83sKGAo/qmElrPu+2WqrSLmr2ksGLb69wiz5Mr9K1CRiIiItCidJvLoo0QTCaJz5mDJZN6QWCLBtgKBi0iE9LHHBlCkiHRmJQUuM/sCcAvwMHAe8CBwDjC7fKVVxnVPrc9bplktERGR6mJvvkns9tuJ3X47odWri44NP/kkpNMQ1iUBIhK8UrsUfhO4yDn3qJl95Jy7xMwuBi4rY22Baum6Lc1siYiIVImmJqJz5hBNJIg8+ijmXItDXThM6vzz8eJxUuefr7AlIhVTauDazzn3aPbrjJmFgDnAJODz5SgsaC1dt6WZLRERkSqweTM9hwwhtG5d0WHpT3yCZH093rhxuP31B1MRqbxSA9dqM+vvnHsDWAF8BlgH5J8oXaNaum5rWN+6ClQjIiIiO+nRg/SQIYQeeihvlevaleSIEXjxOOnTTlMDDBGpKqUGrv8BjgLeAP4buBOIAv9eproqTtdtiYiIBMw5wosX+40sCrVxj8eJ5gSu1LHHkpw4Ee+yy6B37yArFREpWaldCv+c8/W9ZrYH0MU5t6FslVWYrtsSEREJhr37LtEpU4g1NBBeuZJNjz5KZsiQvHGp4cNJDx5M6uyz8eJxMkcdVYFqRUR2TakzXDtxzjWaWXcz+7Fz7lvtXVTQ5q9prHQJIiIinUsqRWTePGKJBJF587D0x6f2xxIJGgsELmIxNj/7rE4ZFJGaEmptgJl91sx+aWb/amYRM+tlZj8HVgHHlb3CABRqBS8iIiLtL/Tqq3S56SZ6Hnkk3cePJzp37k5hCyB2552wdWvhHShsiUiNKTrDZWY/A+LAU8A44BTgVOB54Azn3JKyV1hmhW503L+HWseKiIi0m61bic6c6c9mPfVU0aEuGiV59tnYhg24bt0CKlBEpHxaO6VwLHCmc26FmR0OLAXGOefuKH9pwSg0u6VmGSIiIm0XXryY6KRJxKZPxzZuLDo2fcQRePX1JMeMwe21V0AVioiUX2uBq49zbgWAc26ZmW3tKGGr2I2O1QpeRESk7eq+9z0iCxa0uN717Il3+eUk43HSxx2n0wVFpENqLXCZmR0EbP8JmGr2HOfcm+Uqrpx0o2MREZHy8uLxgoErdeqp/mzWyJHQvXsFKhMRCU5rgas7fnOM3D85vZHztQNq8oIn3ehYRESkbWz1amK3307y0kvJHH543vrkxRfjevfGNmwgs88+JMePx6uvJzN4cAWqFRGpjNYCV7S9XsjMLgR+jR/Q/uSc+0mBMaOBm/CD3BLn3Pj2ev3W6EbHIiIiJWhqIjJ3rt8A45FHMOewDz+k8ac/zR/btSvbvv993F57kbrgAoi2268VIiI1o2jgcs7lTwPtBjMLA78DzgNWA4vMbJZz7uWcMYOBbwGnO+c+MrN92+O1t2vpmq3tdKNjERGRloWWLaPfLbfQ84EHCH3wwU7rotOm0fj970OXLnnbJT/72aBKFBGpSrt14+PdcBKw0jn3GoCZTQVGAC/njPki8Dvn3EcAzrn32rOAYmFLRERECti0ieiMGf5s1nPP0bOFYaGPPiI6Zw7Jyy4LtDwRkVoQVODqC7yV83w1cHKzMZ8EMLMn8U87vMk5d397FVAsbOm+WyIiIlnOEV64kFgiQfSee7AtW4oOTx9zDF48TvLsswMqUESktgQVuAr1eXXNnkeAwcBZQD/gcTM7yjmXf6MsYMWKFbtYQuGbJx7YJcMN/Rt3Y3/SWelYkUrS8SfltMeDD3LgH/5A11Wrio5L9ezJB8OHs+7SS9l26KH+wvff9x8iZaSfgVIJg9vY6KfkwGVmEeBEoK9z7i4z6wrgnNtWwuargYNynvcD1hYY84xzLgm8bmbL8QPYokI73OVv/Ik1Oz1df1XfXdteBP8HfVv/pxPZXTr+pNyizz5bNGxtPOEEIl/+MsmLL6aua1f6BVeaiH4GSs0KlTLIzI4EXgESwG3ZxecAfynxdRYBg83sEDOLAWOBWc3G3AMMy77e3vinGL5W4v5FRESkVJlMwcXJkSNxPXe+Uitz4IE0fv3rbHzxRf55660kr7wSunYNokoRkQ6hpMAF3Ar8t3NuEJDMLnsUGFrKxs65FHAt8ACwDJjmnFtqZt83s0uzwx4APjCzl4H5wA3OuQ8K73HXzF/T2B67ERERqV3bthGdNo3ul1xC3X/9V+Ex3bvjXX45LhIhecklbJk2jU1//ztN3/kObsCAQMsVEekozLnml1IVGGT2EbCnc86Z2YfOuT2zy3d8HYQNGza0XmwBx9z5Tl7TDJ1SKLtDpzNIJen4k90RevFFYg0NxO68E9uwAYDMPvuw6eWXC94Xy9asgVgMt88+eet0DEol6fiTatC7d+9CvSmKKvUarjeAY4EXti8wsxOAV3f1BSuhedhSV0IREenQ1q8nduedxBIJwi+9lLc69P77RO6/n9Qll+Stc331B0kRkfZUauD6LjDHzP4XiJnZDcA1wL+UrbIy+tVpfSpdgoiISPvKZAg//jixhgais2djjcVPp48sXFgwcImISPsqKXA552aZ2dv4Nyd+EjgUGO2ce7acxZXLsL51lS5BRESkXdjatcQmTyba0EC4lXbumb32Ijl2LF48Tuaww4IpUESkkyspcJnZHs65RbTQor1azV/TyHVPFbyNl4iISM2LzJtHt7FjsRa6DgK4UIjUOefg1deTGj4cYrEAKxQRkVJPKVxjZg8BtwOzSrz3VsVd99T6vOu3REREOorUKadAXR1s3Zq3LtO/P159Pd748bouS0SkgkptC38I8BDwNeBdM0uY2XAzq+ruE4XClhpmiIhITdm8mdCLLxZe16sXyZEjdzx1XbrgXXEFm2fOZNPixTTdcIPClohIhZV6Dde7wG+A35jZQGA8cDOwN7Bf+cprX/17hNUwQ0REqp9zhBctIpZIEL37blyvXmx66SWI5P+z7cXjhP/+d7x4nOSVV+L22KMCBYuISEtKPaUwV+/soyewpX3LKa8lV+5f6RJERERaZO+/T3TqVGINDYSXL/94+ebNRB5+mNQFF+Rtkz7lFDY//niQZYqIyC4otWnGJ4Fx+DNbvYE7gbHOuafKWJuIiEjHl04TeeQRYokEkfvuw1KpgsNiiUTBwIXt8j04RUQkQKXOcC0C7gb+H/CQc06dKERERNrAVq0i1tBAbMoUQmvWFB2b2X9/0kccEVBlIiLSnkoNXPs554rfQVFERESKa2oiOnu2P5v12GNFh7pIhNQFF+DF46TOPbfg9VsiIlL9WvzpbWbjnHNTsk9HWwunLDjnJpWjsN21/d5bagcvIiJVZ9s2ul5zDdbU1OKQ9ODBfgOMsWNx++4bYHEiIlIOxf5c9jlge+D6YgtjHFBVgUthS0REqlafPiQvuYTYXXfttNh160Zy5Ei8eJz0KafouiwRkQ6kxcDlnLsg5+uhwZTTdi2FLd1/S0REys45wk8+SXT2bBp//GMI5d/u0ovHdwSu1PHH402cSHLUKOjVK+hqRUQkAKV2KVzknDuxwPJnnHOntH9Z7Uv33xIRkXKyt98mNmUK0YYGwq+9BkDqwgtJDRuWNzY9dCiN//EfJEeOJKNGGCIiHV6pV+Ae1sLyT7ZXIeWy/qq+lS5BREQ6omSSyLx5fgOMBx/E0jufYRFNJAoGLkIhmr797YCKFBGRSisauMzsL9kvYzlfbzcAWFaOokRERKpVaOVKYokE0SlTCL33XovjovfeS+OHH+L23DPA6kREpNq0NsO1poWvHfA8cEe7VyQiIlJttmwhOnOmP5v19NNFh7pYjORnPkMyHsf17h1QgSIiUq2KBi7n3I2w41qtOcGUJCIiUiWco+4b3yA2ZQq2aVPRoekjjvDbuY8Zo1ktERHZodh9uE53zj2ZfbrJzM4sNM45t6AslYmIiFSaGaF3320xbLmePfEuv5zkxImkjz1W7dxFRCRPsRmuP/Nxs4zbWxjjgIPbtSIREZGgZTJ+WCoQmLx4nOjMmTstS516qj+bNWIEdO8eVJUiIlKDit2H67Ccrw8KphwREZHg2JtvErv9dmK3387W//s/0meckTcmNWwYmX79wPNIjhuHV19PZvDgClQrIiK1qNS28Dsxs6FAyjlX/MrhgM1f01jpEkREpNo1NRG97z6iiQSR+fMx5wCIJRJsKxC4CIfZcvfdZAYMgGg02FpFRKTmhUoZZGaPZkMWZvZ1YAYww8y+Uc7idtV1T62vdAkiIlKlQkuXUvfNb9Lz8MPpdtVVRB95ZEfYAojOmgXrC/87khk8WGFLRER2S6kzXEcD22ezvgycBWwCHgd+2v5l7Z43Nu9808n+PcIVqkRERKrCxo1EZ8wgNmkSkRdeaHV4eMkS0p/+dACFiYhIZ1Fq4AoBGTMbCEScc0sBzKyq+97+6rQ+lS5BRESC5hzhp5/2b048cya2dWvR4aljjyUZj+NdfjnovlkiItLOSg1cTwG/Ag4E7gbIhq8PylRXyeavaeS6p9bnzW4BDOtbV4GKRESkkuquv54uf/lL0TGZPfYgOXo0XjxO5qijAqpMREQ6o5Ku4QI+BzQCy4HvZZcdAdxShpp2SUthS0REOqfUuee2uC551lls/fOf2bRsGY0//anCloiIlF1JM1zOufeB/2i27F7g3nIUVar5axpbDFu6fktEpOMKvfoqLhzGDRiQty51/vlk9tuP0LvvApDp1w9v/Hi8CRNw/fsHXKmIiHR2JQUuM4sA3wLiQF9gDZAAfuKcS5avvOJa6krYv0dY12+JiHQ0W7cSnTWLWCJB5Mkn8eJxtt1S4ESLSATvs58lvHw5XjxOatgwCOuPcCIiUhmlXsP1U+B04DrgDaA/8B2gD3B9eUprXaGuhEuu3L9C1YiISLtzjvCLLxJNJIjddRe2ceOOVdG772bbj38MPXrkbdb07W8HWaWIiEiLSg1co4FjnXPrss+Xmtki4EUqGLia06yWiEjHYB99RHTaNGKTJhFeurTwmM2bid59N8l4PODqRERESldq4AoDmWbLMoC1bzlto66EIiI1LJMhvGCB38793nuxpqaiw1OnnILbb7+AihMREdk9pQauu4BZZvY94E38Uwq/C0wvV2EiItI52NtvE0skiDU0EHrzzaJjM/vsQ3LsWL+d+yc/GVCFIiIiu6/UwHUDfjv4PwMHAGuBqcB/lakuERHpJMILF1L3ox+1uN6FQqTOOw+vvp7UhRdCNBpgdSIiIm1Talv4JuDb2YeIiEi7SQ0fTmavvQh98MFOy9MDBpCsr8cbPx534IEVqk5ERKRtit742MwGm9kCM/vQzB4ys4ODKkxERDqITZuITppE7He/K7y+SxeSY8YA4Orq8EaPZvOsWWx+4QWavv51hS0REalprc1w/Rb/nls3A+OBXwGXlbsoERGpcc4RfvZZvwHG3XdjW7bgevXC+/znoWvXvOHeVVeROeQQvCuvhD7qOCsiIh1Ha4HreOAg59w2M5sPvBJATSIiUqPs/feJTp1KrKGB8PLlO6/buJHorFk7ZrNyZQYPxhs8OKgyRUREAtNa4Io557YBOOc2mVn+nyVFRKRzS6eJPPwwsUSCyNy5WCrV4tBYIlEwcImIiHRUrQWuLmb23ZznXZs9xzn3/fYvS0REqp2tWkWsoYHY5MmE1q4tOjZz4IF448eTnDAhoOpERESqQ2uBaxqQe47HXc2eu3avqETz1zRW6qVFRDo1e/NNul17LZEFC4qOc5EIqeHD8eJxUuecA+FwQBWKiIhUj6KByzkXD6qQXXXdU+srXYKISKfk9tmH8JIlLa5Pf/KTePE4yTFjcPvuG2BlIiIi1afUGx9XnTc2p3d63r+H/nIqItKuksnCNxnu2hVv9Gi6/PGPOxa57t1JjhqFF4+TPukkMAuwUBERkepV9D5cteRXp6mNsIhIm2UyhBcsoOsXv0jPY46BpqaCw7y4fwJE6sQT2fqb37DxlVfY9tvfkj75ZIUtERGRHDU7w9XcsL51lS5BRKRm2dq1xCZPJtrQQHjVqh3Lo3PmkLws//aLmU99ik3PP0/mE58IsEoREZHa02ECl4iI7KJkksj99/vt3B96CMtk8oZEE4mCgQtQ2BIRESlByYHLzIYBY4H9nHMjzew4oKdz7rGyVVciXb8lIlK60D//SSyRIDp1KqH33y8+9vXXYetW6NYtoOpEREQ6lpICl5n9K/B14C/4oQvAA34InFGe0kqn67dERFqxeTPRe+7xZ7MWLiw61MViJC+5BG/iRNJDh0Kow1zuKyIiErhSZ7iuB851zr1mZtdnly0DDi9PWbtG12+JiBSRTtPzxBMJvf128WFHHeW3cx89GrfHHgEVJyIi0rGVGrh6Am9kv95+s+MI/iyXiIhUs3CY1PnnE/vb3/JWuV698K64Am/iRDLHHKMOgyIiIu2s1PNEnsA/pTDXNUDFr98SEREgnSby8MP+vbMK2N7GfbvU6aez9f/+j42vvELjL35BZsgQhS0REZEyKHWG66vAvWb2RaCnmS3Fn926qGyViYhIq+yNN4g1NBCbMoXQ6tVsaWggdfHFeePSxx9Pctgw0kOGkKyvV4dBERGRgJQUuJxza8zseOBU4GDgLeBp51y61BcyswuBXwNh4E/OuZ+0MO4K4E7gROfcc6XuX0Sk02hsJDpnDtFEgshjj2HO7VgVSyQKBi7M2Hr33QEWKSIiIrALbeGdcxngyexjl5hZGPgdcB6wGlhkZrOccy83G9cT+H9A8RZaIiKdUNcVK6j74x+JTptGaP36gmMiDz6IrV2LO/DAgKsTERGRQkptC/86HzfL2IlzbmAJuzgJWOmcey27v6nACODlZuN+APyM/OvFREQ6pw0biE2fTjSR4MjFi4sOdV27khw5ssXruERERCR4pc5wXd3s+QH413VNKXH7vvinIW63Gjg5d4CZHQsc5Jy718wUuESkUws/8wyx224jOnMmtm1b0bGp444jGY/jXXYZ9O4dUIUiIiJSilKv4Xq4+TIzexi4D/hVCbso1Ppqx4yZmYWAXwKfK6We5lasWLE7m4nsFh1vEoQBt9xCjzlzWlyf6t2bD4YPZ92IEWwbNMhf+N57/kOkjPQzUCpJx59UwuDBg9u0fcnXcBWwDSjldELwZ7QOynneD1ib87wncBTwqPltifcHZpnZpaU0zmjrmyBSqhUrVuh4k0CEr7kGmgUuZ0bqrLNITpxI8qKLqOvShX4Vqk86J/0MlErS8Se1qtRruL7bbFE34DPAvBJfZxEw2MwOAdYAY4Hx21c65zYAe+e83qPA19WlUEQ6qtDKlUQbGkidfTbpM8/MW58+9VTSgwYRXrmSTL9+eBMm8M/TT6d/gbEiIiJSvUqd4Wr+54Qt+F0HbytlY+dcysyuBR7Abwv/F+fcUjP7PvCcc25WiXWIiNSuLVuIzpxJLJEg8vTTACRffZWthUKUGY3f/z7U1ZH69KchHMbTqTQiIiI1p9XAlW3p/iAwzTnXuLsv5Jy7D/+ar9xlzWfOti8/a3dfR0SkqjhHePFiookEsbvuwjZt2ml1ZO5c7P33cfvsk7dp6iLdW15ERKTWhVobkL258S1tCVvl1L9HuNIliIjksQ8/JHbrrfQ4/XR6nH02Xf7617ywBWCpFNE77qhAhSIiIhKEUk8pnGNmF2VnqapG/x5hfnVan0qXISLiy2SIPPYY0UmTiM6Zg3le0eGpU0/Fi8dJjhgRUIEiIiIStFIDVwiYYWZP4N9Pa0dLd+fc58tRWCmWXLl/pV5aRGQnkdmz6frtbxN6662i4zL77kty3Di8+noy6rYlIiLS4ZUauFYAPy9nISIitcz16tVi2HLhMKnzzsOLx0mdfz5EowFXJyIiIpVSNHCZ2Tjn3BTn3I1BFSQiUtWamqBLl7zF6aFDyfTvT+iNNz5eNnAgyXgcb+xY3AEHBFmliIiIVInWmmb8PpAqRESq2caNRG+7je7nnEPXf/mXwmNCIbwJE3Bdu+KNGcPme+9l8/PP0/S1rylsiYiIdGKtnVJogVQhIlJtnCP8zDPEEgmi99yDbd3qL/7732n88EPcnnvmbdL0pS/R9KUvQR818xERERFfa4ErbGbDKBK8nHOPtG9JIiKVY++9R3TKFGINDYQL3GjYPI/otGl4X/lK/sYKWiIiItJMa4GrC/BnWg5cDhjYrhWJiAQtlSLy0EPEEgkiDzyApVJFh4dWrgyoMBEREal1rQWuLc45BSoR6ZBCr71GtKGB2JQphN5+u+jYTN++eOPH+9dpDRgQTIEiIiJS80ptCy8i0qGEn32WHuefX3SMi0ZJDR/ut3M/+2wIhwOqTkRERDoKNc0QkU4pffzxZPr2JbRmTf66Qw/Fi8dJjh2L23vvClQnIiIiHUXRtvDOuZ5BFSIi0u7Wrycyf37hdeEw3vjxO5667t3x4nE2z5vH5meewbv2WoUtERERaTOdUigiHUsmQ/jxx/127rNnQyjExldegd6984Z6EyYQWbAAr76e5KhR0KNHBQoWERGRjkyBS0Q6BFuzhtjkycQaGgi98cZO62LTp+N9/vN527gBA9jywANBlSgiIiKdkAKXiNQuzyMydy6xhgYiDz+MZTIFh0UTiYKBS0RERKTcFLhEpOaEli/3TxmcOpXQunVFx2b69yd10UWQTqvLoIiIiAROgUtEaoPnEb3jDv/mxM8+W3So69KF5KWX4tXXkx46FEJF+wOJiIiIlI0Cl4jUBjPqfvADQu+91+KQ9NFH48XjeKNHQ58+ARYnIiIiUpgCl4jUhmiU5LhxdPn1r3da7Hr1whs9Gq++nsyQIRUqTkRERKQwnWcjItUhnSYybx5dr74aNm8uOMSLx3d8nRo6lK1/+AMbly+n8eabFbZERESkKmmGS0QqylatItbQQGzyZEJr1wKQOusskvX1eWMzgwax7Ze/JHXWWWQOOSToUkVERER2mQKXiASvsZHo7Nl+A4wFC/JWxxKJgoELwLvqqnJXJyIiItJuFLhEJDChJUv82axp07ANG1ocF1m4kNDKlWQGDQqwOhEREZH2p8AlIuW1fj2xu+4ilkgQXrKk6FDXrRvJUaPw4nEyn/hEQAWKiIiIlI8Cl4iUTd03vkHsb3/DGhuLjkudeCJePE5y1Cjo2TOg6kRERETKT4FLRMonFGoxbGX22ovkmDH+bNbhhwdcmIiIiEgwFLhEpG2SSf+/0WjeKi8ep8utt+547sxInX023sSJpIYPh1gsqCpFREREKkL34RKR3RJasYK6736XnkceSXTGjIJjMkccQeqEE8gcdBCN3/oWm156ia3Tp5MaMUJhS0RERDoFzXCJSOm2bCF6zz3EGhqIPP30jsWxRILkmDEFN9l6++24ffaBkP6+IyIiIp2PApeIFOcc4eefJ5ZIEJ0xA9u0KW9I5IknCL32GpmBA/M332+/IKoUERERqUoKXCJSkH3wAdE77iDW0ED45ZeLjnW9ehF6+eWCgUtERESkM1PgEpGPpdNEHn2UaCJB9L77MM8rOjx12ml+O/cRI6Bbt4CKFBEREakdClwiskOXH/6Qul/8ouiYzH774Y0bR7K+nsygQQFVJiIiIlKbFLhEZIfkiBEFA5cLh0mdfz5ePE7qvPMKtoAXERERkXwKXCKdTGjpUkgmyQwZkrcuc8wxpD/1KcIvvQRAeuBAkvE43rhxuP33D7pUERERkZpXs4Grf49wpUsQqR0bNhCbMYNoIkHkhRdInn02W1u4d1bT1VcTeeopvHic9GmngVnAxYqIiIh0HDUbuH51Wp9KlyBS3Zwj/NRTfjv3mTOxbdt2rIrMn4+9+Sbu4IPzNktOnEhy4sQgKxURERHpsGo2cA3rW1fpEkSqkr37LtEpU4glEoRffbXwGOeITZ5M0ze/GXB1IiIiIp1LzQYuEcmRShGZN49YIkFk3jwsnW5xqDMjddZZpI87LsACRURERDqn/9/encdHVd3/H399JskQhJAgCIpLcaEqipVFhBBBZFFQFhFZE/iq1K/UpUpF2iri8rMVa23Fal1aak0IEAUErRbQSCy44c+KgpSvgAjILgSIEGbJ+f4xk3xDNgZIZkjyfj4eeTyYe8/c+5nxOJl3zrnnKnCJ1GL23Xd4X3oJ78yZeLZvr7Jt0Rln4Bs9Gt/o0RVOJRQRERGR6qfAJVKLebZuJfGPf6x0v0tIwH/ttfjHjCHQowfEabEZERERkWhS4BKpxYIdOxK88ELiVq8+fHvbtvjS0/EPH45r1ixG1YmIiIiIJ9YFiEjlbPduvM8/T+L991fSwPClpwPgkpLwjR1LwTvvULBsGb6f/Uxh+vf2vQAAIABJREFUS0RERCTGNMIlcqIpKiI+L4+EzEwS3nwT8/lwHg+H7rgDd9pp5Zr7R4zApaTgHzwYGjWKQcEiIiIiUhkFLpEThG3ahDc7G29WFp5Nmw7fV1SEd+ZMDk2YUO55rlkz/KNHR6tMERERETkKClwisXToEPFvvx1azj03F3Ou0qYJM2dy6J57wCyKBYqIiIjI8VDgEokBz+rVeDMzSZg9G8/331fZNnj22fjT0/GNHKmwJSIiIlLLKHCJRJHt2sVJI0YQ/+mnVbZziYn4Bw7El5FBsFs38Gh9GxEREZHaSIFLJIpcs2bYnj2V7g/+5Cf4MjLwDR0KKSlRrExEREREaoL+bC5SE/bvr3i7Gb6MjMM2ueRkDv30p+x//30K8vLwjRunsCUiIiJSRyhwiVSXQID4hQs5KT2dJuefj+3cWWEz/8iRuIQEAt27c+Cll9j3n/9Q+LvfUXTJJVEuWERERERqmqYUihwnzzffkJCVhTc7G8/WrSXbE2bNwnfnneXau5Yt2f/VV7hTTolmmSIiIiISA1Eb4TKza8xsjZmtNbNfVrB/gpl9ZWZfmNm7ZvajaNUmctQOHiQhJ4dGAwaQ1L49ib///WFhC8CbmQmVLPOusCUiIiJSP0RlhMvM4oBngT7AZmC5mS1wzn1Vqtm/gU7OuQNmNh54AhgejfpEItVwzRoSX3wRb04OtnfvEdvbzp24Fi2iUJmIiIiInIiiNaWwM7DWObcewMxmAYOAksDlnHuvVPuPgPQo1SZStfx8vK++ijczk4u++KLKpq5RI/zXXx9azr1zZ903S0RERKSei1bgOh3YVOrxZuDyKtrfArxdoxWJRKjxNdcQ95//VNkm0LkzvvR0/NdfD0lJUapMRERERE500QpcFf2Zv8KLW8wsHegE9KjqgF9//XU1lCVyZKf16MHpFQQuf0oK3/fvz65Bgyg855zQxm3bQj8iNUSffRJr6oMSS+p/Egtt2rQ5rudHK3BtBs4s9fgMYEvZRmbWG7gf6OGcO1TVAY/3hYuU8PmI/+c/CV5xBa5p03K77c47cS+9hBUV4TweAr164UtPJ9CvHw293sM6tkhN+vrrr/XZJzGlPiixpP4ntVW0AtdyoI2ZnQ18B4wARpVuYGbtgReAa5xzO6JUl9RjnjVr8GZmkjBrFp5duzg4dSq+//7vcu3cGWfgGzsW16oVa7p2pXVaWgyqFREREZHaKCqByzkXMLM7gIVAHDDdObfKzB4BPnXOLQB+BzQGXrXQQgMbnXMDo1Gf1CMFBSTMnYs3K4v4Tz45bJf3lVfw3XprhQtdFP7hDwD4NZVBRERERI5C1G587Jx7C3irzLYHS/27d7RqkXrGOeKWLw+NZs2bhxUUVNgsbtUq4j7/nGD79lEuUERERETqqqgFLpFos127SJg1C29W1hFXGXRNmuC78UZcSkqUqhMRERGR+kCBS+qcuKVLafDii8S//Tbm91fZNpCWhi8jA/+AAXDSSVGqUERERETqCwUuqXPilywhYcGCSvcXnXoqvlGj8KenU1S8nLuIiIiISA1Q4JI6x5eeTuKTTx62zcXHE7j6anwZGQR694Z4dX0RERERqXn61im1jufLL/FmZhLs2BH/8OHl9rvWrQl07078++8TPO+80JTBESNwLVvGoFoRERERqc8UuKR2yM/HO2cOCZmZxH/+OQCBDh0qDFwAhQ88AMEgwS5dKlzmXUREREQkGhS45MTlHHHLluF95RUSFizACgsP2x3/2Wd4Vq2i6KKLyj012LlztKoUEREREamUApeccGzrVrwzZ5KQlUXc+vVVtvXOnk3hI49EqTIRERERkaOjwCUnBr+f+EWL8GZmEr94MRYMVtrUmRHo2RN/Rgb+/v2jWKSIiIiIyNFR4JKYi1+8mIa3345nx44q2xWdeSa+0aPxjRqFO+usKFUnIiIiInLsFLgk5opat640bDmvF/+11+IfM4ZAjx7g8US5OhERERGRY6fAJdHhHOzdCykp5XYVtWlDoGtX4j/8sGRbsG3b0HLuw4fjTj45mpWKiIiIiFQbBS6pUbZ7NwmzZ+PNzMQlJfHDwoUVtvOlpxO3ciW+G27AP2YMwfbttZy7iIiIiNR6ClxS/YqKiF+yhITMTBL+8Q/M5yvZ5VmzhqLzzy/3FP8NN+AfPBgaNYpmpSIiIiIiNUqBS6qNbdyId8YMvDNm4Nm8ucI23qwsCh99tPyOxMQark5EREREJPoUuOT4HDpEwltvkZCZSfx772HOVdrUxcVhe/ZEsTgRERERkdhS4JJj4lm1Cm9mJgk5OXh2766ybfCcc/BnZOAbORJ36qlRqlBEREREJPYUuOSoedavJ6lbtyrbuIYN8Q8ahC8jg2BqqhbAEBEREZF6SYFLjlrROecQ6NSJ+E8/Lbcv0L59aDTrhhsgOTkG1YmIiIiInDgUuKRCtn078Xl5+IcNq3C/LyOjJHAVpaTgHzYMX0YGRe3aRbNMEREREZETmgKX/J9AgPjFi/FmZhK/cCEWDLL/sssoOvvsck39Q4bgf+st/MOG4b/2Wq0yKCIiIiJSAQUuwbNuHQlZWXhnzsSzbdth+xKysjg0eXL5JyUlcWD27ChVKCIiIiJSOylw1VcHDpCwYEFoNGvZskqbebOzOfSrX0G8uoqIiIiIyNHSt+j6xDk8K1bgfeUVvK+9hu3bV2Xz4AUX4EtPh0BAgUtERERE5BjoW3R9EAzi/ctf8GZmErdyZZVNXePG+IcMCS3n3qmTlnMXERERETkOClz1QVwc3qysKsNW4PLL8WVk4B88GBo3jmJxIiIiIiJ1lwJXPeEbM4aGEycetq3olFPwjxiBLz2dovPPj1FlIiIiIiJ1lyfWBUg18PmInz+fk268Edu0qeImN96Ia9AA5/Hgv/pqfsjMZP9XX1H46KMKWyIiIiIiNUQjXLWY5z//wZuZScLs2Xh27QIgmJ3NoUmTyjdOSeHAX/9KsEMHXKtWUa5URERERKR+UuCqbfbvJ2HevNBy7suXl9vtzcri0MSJ4Ck/eBm47rpoVCgiIiIiImEKXLWBc8R98kloNGvePOyHHypt6tm0ibiPPybYtWsUCxQRERERkYoocJ3AbOdOEmbNCq0wuGZNlW1dcjK+YcNCC2D85CdRqlBERERERKqiwHWCSnzwQbzPPYcFAlW2C1xxRWg59wEDoGHDKFUnIiIiIiKRUOA6QRW1aFFp2Cpq1QrfqFH4R4+m6Oyzo1yZiIiIiIhESoErlg4ehEAAkpLK7fKPGEHiww9jfj8ALj6eQL9++DIyCPTqBXFx0a5WREREajHnHAUFBRQVFcW6lGOSmJjI3r17Y12G1HEej4fGjRtjZtV2TAWuGPCsWIE3KwtvTg6Hfv5zDk2YUK6Na96cQP/+eFavDk0ZHD4c16JFDKoVERGRuqCgoIAGDRrg9XpjXcoxadCgAYmJibEuQ+o4n89HQUEBSRUMiBwrBa5oyc/H++qreDMzifvii5LNCVlZHLrnHqggRR/405+gceMK94mIiIgcjaKiolobtkSixev1cvDgwWo9pgJXTSoqIm7pUrxZWSQsWIAVFpZrErd+PXHLlhFMSyv//GpM1iIiIiIiEn3l744rx822bKHBk0/SuEMHGg8ciDcnp8KwBVDUrBmebduiXKGIiIhI9J1++unHfYytW7cyZsyYSvfn5+fzl7/8JeL2ZY0fP55LLrmEtLQ0unXrRl5e3nHVW92mT5/OzJkzq+VY27ZtY/jw4dVyrJqSnZ1Nhw4d6NChA9nZ2RW2uemmm0hLSyMtLY127dqRVmogY+XKlfTp04cuXbqQmppKYfg7+aBBg8jPz4/KazDnXFROVB327t174hbr9xP/z3/izcoifvFirIoLUp0ZgV69Qgtg9OsHGt6vNb7++mvatGkT6zKknlL/k1hTH6zd9u7dS3JyckxrOP300/nuu++O6bmFhYURXcP17bffMmLECD788MNjOs/48eO55pprGDRoEO+//z533303n3322TEdq7RAIEB8/Ik1uWzy5Ml06dKFa6+9NqL2wWCQuCgu3LZnzx6uvPJKlixZgpnRo0cP8vLySElJqfQ5999/P02aNGHSpEkEAgG6d+/OCy+8QLt27di9ezfJycnExcWRnZ3Nli1buPfee8sdo6r/V5KTk4/6Wh+NcFUT7wsv0Cgjg4SFCysNW0VnnUXhr3/N/i+/5MBrrxEYNEhhS0REROq1jRs3MnDgQFJTUxk4cCCbNm0C4JtvvqF379707NmTxx57jHPOOQcIBaquXbsCsHr1aq666irS0tJITU1l3bp1PPzww3zzzTekpaUxefLkw9oHg0EeeOABUlNTSU1N5YUXXqiyts6dO7N169aSx59//jn9+/enR48eDBkyhG3hWUqfffYZqamp9OnTh8mTJ5ecb8aMGYwdO5bhw4dz/fXXAzBt2jR69uxJamoqv/nNbwD44YcfGDZsGN26daNr167MnTsXgIceeojLL7+c1NRUHnjgAQB++9vf8swzzwDwxRdf0Lt3b1JTUxk9enTJiM21117LlClTuOqqq+jYsSMffPBBha9vwYIF9O7du+R97devH927d6d79+58/PHHAPzrX//iuuuuY9y4caSmpgIwe/bskvf97rvvJhgMAjBhwgSuvPJKunTpUvLajse7775Lz549adq0KSkpKfTs2ZN33nmn0vbOOV5//XWGDh0KQG5uLhdffDHt2rUD4OSTTy4JjP3792fOnDnHXWMkTqyYXYv5b7yRxClTsHCHK+a8XvwDBuAbM4bgFVeARxlXREREYi/lb8c20lSZ/JuObbrgxIkTGTFiBKNGjSIzM5NJkyaRnZ3NL3/5S2677TaGDh3K9OnTK3zu9OnTue222xg2bBg+n49gMMiUKVNYvXo1S5cuBUJBotjLL7/Mt99+y/vvv098fDx79uypsrZ33nmnZPTH7/dz3333kZ2dTfPmzZk7dy6PPvoozz77LLfffjt//OMfufzyy3nooYcOO8by5ctZtmwZTZs2JTc3l3Xr1pGbm4tzjpEjR7Js2TJ27drFqaeeSk5ODhAaYdmzZw9vvvkmy5cvx8wqnP5222238cQTT5CWlsZjjz3G448/zuOPPw6ERtRyc3NZtGgRU6dOZf78+Yc9d8OGDaSkpNCgQQMATjnlFObNm0diYiLr1q3jlltuYcmSJUAoUH7wwQe0bt2aNWvWMHfuXBYuXEhCQgK/+MUvyMnJYeTIkUyePJmmTZsSDAYZOHAgK1eu5OKLLz7svNOmTSt5naWlpqbyxBNPHLZt69ath01DbdWq1WEBuKwPPviAU045hXPPPReAtWvXAjBkyBB27drFDTfcwM9//nMAUlJSOHToELt37+bkk0+u9JjVQYErUs4R9+mnWEEBgZ49y+9u2ZJA374kvP02AMGLLw4t5z5sGK5p02hXKyIiIlIrLF++nKysLABGjBjBlClTAPjkk0+YMWMGAEOHDi0Z4Smtc+fO/P73v2fLli0MGDCg5It2ZZYsWcLNN99cMrWvaSXf0SZPnsyDDz7Irl27WLx4MRCaUrt69WoGDx4MhFZ9bNmyJfn5+ezfv5/LL7+8pNaFCxeWHOvKK68sOU9ubi65ublcccUVQGhka926daSmpjJ58mSmTJnC1VdfTWpqKoFAgAYNGnDnnXfSt29frrnmmsNq3Lt3L/v27Su5XmnUqFGMHTu2ZP+AAQMAuPTSS9m4cWO517h9+3aaN29e8tjv9zNx4kRWrlyJx+Nh3bp1Jfs6dOhA69atAcjLy2PFihX0DH8fLiwsLDnOvHnzePnllwkEAmzfvp01a9aUC1x33XUXd911V4Xve1lHe+nTnDlzuOGGG0oeB4NBPvroI9577z0aNmzIoEGDuPTSS+nRowcQCplbt25V4Io1+/57EmbNwpuVRdzq1QTPP5+Cjz6qcKl237hxFJ12Gr4xYyj6yU+0nLuIiIjIUTqaG87eeOONdOrUiYULFzJkyBCmTZtWEgwq4pyL6PiPPvooAwYM4Pnnn2f8+PHk5eXhnOOCCy4oCWDFjrTwQqNGjQ47/4QJE7jpppvKtcvLy2PRokU88sgj9OzZk0mTJpGbm0teXh5z5szhpZde4o033jhi7cWKR67i4uIIBALl9icmJpYsIAHw3HPP0aJFC5YuXVoSJit7DSNHjiwJxsU2bNjAM888w3vvvUdKSgrjx48/7PjFjmaEq1WrViUjlQBbtmw5bEGM0gKBAG+88UbJqFzx87t160azZs0A6NOnDytWrCgJXIWFhTRs2LDC41UnzW+rSDBI/DvvcNLYsSRdcAEN77+fuNWrAYhbs4a45csrfFqgVy8Kn3qKoksvVdgSERERiUDnzp1LrqXJycmhS5cuAFx22WUsWLAAoOSaprI2bNhA69atue222+jXrx+rVq0iKSmJ/fv3V9j+qquuYvr06SUBpKophR6Ph/Hjx1NUVMS7775LmzZt2LVrF5988gkQGhFavXo1KSkpJCUlsTz8/bCyWgF69epFVlYWBQUFQChA7Ny5k61bt9KwYUOGDx/OHXfcwYoVKygoKGDfvn307duXxx9/nC+//PKwYyUnJ5OcnFxyfdasWbPo1q1bpecu67zzzjts5Gvfvn20bNkSj8fDrFmzSq7LKqtHjx7Mnz+fnTt3AqH3cOPGjezfv5+TTjqJJk2asGPHjkqvtbrrrrtYunRpuZ+yYav4/crNzSU/P5/8/Hxyc3Pp1atXhcddsmQJbdq0OWwKYq9evVi1ahUHDhwgEAiwbNkyzj//fCAUHHfs2MFZZ50V2Rt2HDTCVYp9+y3eGTPwZmfj2by50nbezEwOdu4cxcpEREREqtexXnN1PA4cOEDbtm1LHv/sZz9j6tSp3HHHHUybNo3mzZvz7LPPAqHFIW699Vb+9Kc/0bdvX5o0aVLueHPnziUnJ4f4+HhatmzJpEmTaNq0KV26dKFr16707t2bcePGlbQfM2YMa9eupVu3bsTHxzN27FhuvfXWSus1M+69916efvppevXqxd///ncmTZrEvn37CAaDjB8/ngsvvJBnnnmGu+66i0aNGpGWllZhrRAKfGvWrKFv375AaOToxRdfZP369UyePBmPx0NCQgJPPfUUBQUFjBo1qmSUqKJFKP785z8zYcIEDhw4QOvWrXnuueci+K9AybnPPvts1q9fzznnnMO4cePIyMhg/vz5XHHFFYeNapV2wQUX8MADD3D99ddTVFREQkICTz75JJdddhmXXHIJXbp0oXXr1iVTLI9H06ZNmThxYsn0xfvuu69keuadd97JzTffTPv27YHQdMLixTKKpaSkcPvtt3PVVVdhZvTp04err74aCC2A0qlTp6isHKll4QsLSfjHP0jIzCQ+Lw+r4v1wcXEE+vbFd8stBMIrukj9oiWRJZbU/yTW1AdrtxNhWfijceDAARo2bIiZMWfOHHJycpg9e3asy6pQQUEBjRs3BuAPf/gD27ZtY+rUqTGu6sjeeOMNVqxYUeH1cXXdpEmTSlacLKu6l4WvtyNctmULDZ5+moScHDxHWKEmeO65oQUwRozAnXpqlCoUERERqb8+//xzJk6ciHOO5ORknnrqqViXVKlFixbx1FNPEQwGOfPMM49qpCmWBgwYcMSVGuuqtm3bVhi2akK9HeGyzZtJateu0hEt17Ah/sGD8WVkEOzaVddkCaC/7kpsqf9JrKkP1m61bYSrrEhvfCxyvDTCVU3cGWcQ6NWLhDIX9AU6dMCfkYFvyBCoxR9KIiIiIiISe3U2cNm2bXhnziTus8848MorFS/jnpFBwjvvUNS0Kf7hw/FlZFB00UUxqFZEREREROqiuhW4AgHiFy3C+8orxC9ejIWXs/SsWBFaqr1s8379OPC3v+Hv3x/C9yoQERERqYs8Hg8+nw+v1xvrUkROWD6fD4+neu+cVScCl2fdOhIyM/HOnIln+/Zy+72ZmRRWELjwevFff30UKhQRERGJrcaNG1NQUMDBgwdjXcox2bdvX6XLrYtUF4/HU7LiZHWJWuAys2uAp4E44C/OucfL7G8AvAJ0BL4HhjvnNlR6wAMHSJg/H29mJvHhG75VJmH+fAqnToUorLMvIiIiciIyM5KSkmJdxjHbsWMHZ555ZqzLEDlqUUkgZhYHPAv0ATYDy81sgXPuq1LNbgH2OOfOM7MRwFRgeGXHbHLBBdi+fVWeN9i2Lb70dPzDhytsiYiIiIhI1EUrhXQG1jrn1gOY2SxgEFA6cA0CHgr/+zXgT2ZmrpJ16ysLWy4pCf+QIaHl3Dt21HLuIiIiIiISM9EKXKcDm0o93gxcXlkb51zAzPYCzYBdFR1wb35+DZQpUjXdf0ZiSf1PYk19UGJJ/U9qq+pdgqNyFQ0zlR25iqSNiIiIiIhIrRGtwLUZKH2V4xnAlsramFk8kAzsjkp1IiIiIiIiNSBaUwqXA23M7GzgO2AEMKpMmwXAWOBDYCiQW/b6reTkZF2QJSIiIiIitUZUAlf4mqw7gIWEloWf7pxbZWaPAJ865xYAfwUyzWwtoZGtEdGoTUREREREpKZEa0ohzrm3nHM/ds6d65x7LLztwXDYwjlX6Jy70Tl3HvAg8LaZrTWzX5Y9lpk1MLPZ4f0fm1nraL0OqR/M7BozW1NFH5xgZl+Z2Rdm9q6Z/SgWdUrddKT+V6rdUDNzZtYpmvVJ3RZJ/zOzYeHPwFVmlh3tGqVui+B38Flm9p6Z/Tv8e7h/LOqUusnMppvZDjNbWcl+M7Np4f75hZl1ONIxoxa4IlXqnl39gLbASDNrW6ZZyT27gD8QumeXSLWIsA/+G+jknLuE0G0MnohulVJXRdj/MLMk4C7g4+hWKHVZJP3PzNoAvwK6OecuAu6OeqFSZ0X4GfgAkOOca09oRtRz0a1S6riXgWuq2N8PaBP+uRX485EOeMIFLkrds8s55wOK79lV2iDg7+F/vwb0MtMNt6TaHLEPOufec84dCD/8iNBCMCLVIZLPQIBHCQX9wmgWJ3VeJP3vp8Czzrk9AM65HVGuUeq2SPqgA5qE/51M+YXYRI6Zc+59ql64bxDwigv5CEgxs9OqOuaJGLgqumfX6ZW1cc4FgOJ7dolUh0j6YGm3AG/XaEVSnxyx/5lZe+BM59yb0SxM6oVIPv9+DPzYzJaZ2UdmVtVfgkWOViR98CEg3cw2A28Bd0anNBHg6L8nRm2VwqOhe3ZJrEXcv8wsHegE9KjRiqQ+qbL/mZmH0FTq/4pWQVKvRPL5F09oKs2VhEb3/2VmFzvn8mu4NqkfIumDI4GXnXO/N7OuhBZdu9g5V1Tz5YkcfQ45EUe4dM8uibVI+iBm1hu4HxjonDsUpdqk7jtS/0sCLgaWmNkGoAuwQAtnSDWJ9HfwfOec3zn3DbCGUAATqQ6R9MFbgBwA59yHQCLQPCrViUT4PbG0EzFwldyzy8y8hC6GXFCmTfE9u6CSe3aJHIcj9sHwlK4XCIUtXb8g1anK/uec2+uca+6ca+2ca03oGsKBzrlPY1Ou1DGR/A5+HegJYGbNCU0xXB/VKqUui6QPbgR6AZjZhYQC186oVin12QJgTHi1wi7AXufc1qqecMJNKdQ9uyTWIuyDvwMaA6+G12vZ6JwbGLOipc6IsP+J1IgI+99CoK+ZfQUEgYnOue9jV7XUJRH2wV8AL5nZPYSmcv2X/vAu1cXMZhKaMt08fJ3gFCABwDn3PKHrBvsDa4EDwE1HPKb6p4iIiIiISM04EacUioiIiIiI1AkKXCIiIiIiIjVEgUtERERERKSGKHCJiIiIiIjUEAUuERERERGRGqLAJSIix83MsszsoVjXcSRmtsbMrqhi/yIzGx3NmkREpG5T4BIRkRJmtsHMDppZQamfVjGqJcvMfOEadofD0I+P55jOufOdc/8KH///mdnLZfb3dc7NOJ5zlGVm8WbmzOyH8GvZbGa/M7OIfgebWW8z21CdNYmISPQocImISFkDnHONS/1siWEtv3HONQbOJHSj++kxrOV4XRR+LVcBGcDYGNcjIiJRoMAlIiJHZGYeM3vNzLaZWb6ZLTGzCytp28LM3gq3221m75fad4aZzTOznWb2jZndHsn5nXM/ADOBi8PHSTSzaWa21cy+M7OnzMwbwfk3m9mVZnYdcB8wOjzq9P/D+5ea2X+ZWUMz22dmF5R67qnh0b9m4ccDzWxF+DxLzeziCF/L/wAfAJeWOvY4M1ttZvvNbJ2ZjQtvTwbeAM4qNeLYIvzf49fhtrvMbJaZNY3k/CIiEl0KXCIiEqk3gTbAqcBKILOSdhOB9cAp4baTAcwsLnyM5cDpQB9gopn1OtKJzSwJGAX8O7zpQaATcAnQHugG/Kqq85fmnHsTeAKYER7F61hm/0HgdWBkqc3DgXedc9+b2WXAS8A4oBmhkbf5xaHvCK/lwnC9a0tt3g5cCzQBfgo8Y2aXOOf2AgOAjaVGHHcAE8LtuwNnAD8A0450bhERiT4FLhERKev18KhNvpm9DuCcK3LOveyc2++cKwQeAjqaWaMKnu8HWgFnOed8zrm88PYuQBPn3G/C29cCfwVGVFHLL80sH/gfoAFwc3j7aOAh59zOcAB5hNA0varOf7SyOTxwjQpvA7gVeM45t9w5F3TOFU91vKyK431hZj8AXwGLgReKdzjn3nDOrXchucC7QKWLewD/DfzaOfddqf8ewyK9LkxERKJHH8wiIlLWYOdcSvhnMIRGp8zsCTNbb2b7+L/RmeYVPP9x4Fvg3fCUt4nh7T8iNDWuOMzlE5rWd2oVtTweruM059xg59w34e2nhc9R7FtCo2ZVnf9ovQOkmFlHMzsXuAiYX+q1TCrzWk4rVUNFLgGKR+q6AicV7zCz68zs4/AUyHygLxW/t8XOAt4ode4vAQe0OKZXKiIiNUaBS0REIjEG6E+VXHFsAAACD0lEQVRowYdk4Lzwdivb0Dm3zzl3j3OuNTCYUDDpAWwCvi4V5lKcc0nOuQHHUM9WQqGn2FnAd0c4f7lSqzqBcy4AvEpolGsUMD98LRnh1/JwmddyknMu5wjHLHLOzQQ+BR4AMLOGwGvAb4GWzrkUYBH/995WVOdmoE+Z8yc657ZVdX4REYk+BS4REYlEEnAI+J7QyMxjlTU0swFmdq6ZGbAXCIZ/PgR8ZvaL8KIXcWbWzsw6VnasKswEHjSz5mZ2CqHrtLKOcP6ytgOtw+0qk03o2q3S0wkBXgRuN7PLLKRx+LwVTbGsyG+B28K1NwC8wE4gGF7Qo/R1bduB5uHr2Io9D/zGzM4Kv+YWZjYwwnOLiEgUKXCJiEgk/gZsCf+sIrTKXmXOB3KBAmAZ8LRzbml4xKg/0BnYAOwidB1Tk2Oo52FgBaGpdF8AHxMKMZWev4JjzCYUdHab2SeVnOcDIEBoAY5FxRudcx8D44E/A3sIXWOWHmnxzrnPCQXQe51z+cA9wDxCS98PJbS4SHHblcAcYEN4CmEL4Cngn4SmTe4P11nV9WMiIhIj5lyVMypERERERETkGGmES0REREREpIYocImIiIiIiNQQBS4REREREZEaosAlIiIiIiJSQxS4REREREREaogCl4iIiIiISA1R4BIREREREakhClwiIiIiIiI1RIFLRERERESkhvwvTAYyFh1neeUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# LR model without hyperparameter tuning\n", "LR = LogisticRegression()\n", "LR.fit(X_train, y_train)\n", "\n", "print('Logistic Regression Scores without Hyperparameter Tuning\\n\\n')\n", "print('LR accuracy for train set: {0:.3f}'.format(LR.score(X_train, y_train)))\n", "print('LR accuracy for test set: {0:.3f}'.format(LR.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, LR.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "LR_roc_auc = roc_auc_score(y_true, LR.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, LR.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'Logistic Regression (area = {})'.\\\n", " format(LR_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression Scores with Hyperparameter Tuning\n", "\n", "\n", "Best Hyper Parameters are: {'C': 10, 'max_iter': 100, 'penalty': 'l1'}\n", "Best Score is: 0.951\n", "LR accuracy for train set: 0.951\n", "LR accuracy for test set: 0.940\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.95 0.98 0.97 1354\n", " 1 0.77 0.55 0.64 146\n", "\n", " accuracy 0.94 1500\n", " macro avg 0.86 0.77 0.80 1500\n", "weighted avg 0.93 0.94 0.94 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1330 24]\n", " [ 66 80]]\n", "\n", "Accuracy Score:\n", " 0.94\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# LR with hyperparameter tuning\n", "LR = LogisticRegression(random_state = 42)\n", "\n", "params = {'penalty': ['l1', 'l2'], 'C': [0.001, 0.01, 0.1, 1, 10, 100], 'max_iter': [100, 110, 120, 130, 140]}\n", "\n", "skf = StratifiedKFold(n_splits = 10)\n", "LR_hyper = GridSearchCV(LR, param_grid = params, n_jobs = -1, cv = skf)\n", "\n", "LR_hyper.fit(X_train, y_train)\n", "\n", "print('Logistic Regression Scores with Hyperparameter Tuning\\n\\n')\n", "print('Best Hyper Parameters are: ', LR_hyper.best_params_)\n", "print('Best Score is: ', LR_hyper.best_score_.round(3))\n", "\n", "print('LR accuracy for train set: {0:.3f}'.format(LR_hyper.score(X_train, y_train)))\n", "print('LR accuracy for test set: {0:.3f}'.format(LR_hyper.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, LR_hyper.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "LR_hyper_roc_auc = roc_auc_score(y_true, LR_hyper.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, LR_hyper.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'Logistic Regression with Hyperparameter Tuning (area = {})'.\\\n", " format(LR_hyper_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### k-Nearest Neighbor Classifier" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3499, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(3499,)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Splitting the data into training and test set in the ratio of 70:30 respectively\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 42)\n", "display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k-Nearest Neighbor Classifier Scores without feature scaling\n", "\n", "\n", "k-NN accuracy for train set: 0.941\n", "k-NN accuracy for test set: 0.907\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.93 0.97 0.95 1354\n", " 1 0.54 0.30 0.39 146\n", "\n", " accuracy 0.91 1500\n", " macro avg 0.74 0.64 0.67 1500\n", "weighted avg 0.89 0.91 0.90 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1317 37]\n", " [ 102 44]]\n", "\n", "Accuracy Score:\n", " 0.907\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# KNN Model without scaling the features\n", "KNN = KNeighborsClassifier()\n", "KNN.fit(X_train, y_train)\n", "\n", "print('k-Nearest Neighbor Classifier Scores without feature scaling\\n\\n')\n", "print('k-NN accuracy for train set: {0:.3f}'.format(KNN.score(X_train, y_train)))\n", "print('k-NN accuracy for test set: {0:.3f}'.format(KNN.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, KNN.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "KNN_roc_auc = roc_auc_score(y_true, KNN.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, KNN.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'k-NN without feature scaling (area = {})'.\\\n", " format(KNN_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Experience4999.0-1.763387e-161.0001-1.765774-0.889000-0.0122250.8645502.004358
Income4999.04.835433e-171.0001-1.429243-0.755736-0.2125840.5261023.263585
Family4999.0-1.765608e-161.0001-1.216692-1.216692-0.3451850.5263211.397827
CCAvg4999.0-4.415130e-171.0001-1.109095-0.708535-0.2507530.3214744.613181
Education4999.07.271639e-161.0001-1.048893-1.0488930.1419801.3328541.332854
Mortgage4999.0-3.350435e-161.0001-0.555597-0.555597-0.5555970.4374165.687603
Securities Account4999.0-4.289205e-161.0001-0.341461-0.341461-0.341461-0.3414612.928588
CD Account4999.03.573190e-161.0001-0.253567-0.253567-0.253567-0.2535673.943727
\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Experience 4999.0 -1.763387e-16 1.0001 -1.765774 -0.889000 \n", "Income 4999.0 4.835433e-17 1.0001 -1.429243 -0.755736 \n", "Family 4999.0 -1.765608e-16 1.0001 -1.216692 -1.216692 \n", "CCAvg 4999.0 -4.415130e-17 1.0001 -1.109095 -0.708535 \n", "Education 4999.0 7.271639e-16 1.0001 -1.048893 -1.048893 \n", "Mortgage 4999.0 -3.350435e-16 1.0001 -0.555597 -0.555597 \n", "Securities Account 4999.0 -4.289205e-16 1.0001 -0.341461 -0.341461 \n", "CD Account 4999.0 3.573190e-16 1.0001 -0.253567 -0.253567 \n", "\n", " 50% 75% max \n", "Experience -0.012225 0.864550 2.004358 \n", "Income -0.212584 0.526102 3.263585 \n", "Family -0.345185 0.526321 1.397827 \n", "CCAvg -0.250753 0.321474 4.613181 \n", "Education 0.141980 1.332854 1.332854 \n", "Mortgage -0.555597 0.437416 5.687603 \n", "Securities Account -0.341461 -0.341461 2.928588 \n", "CD Account -0.253567 -0.253567 3.943727 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(4999, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(4999,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scaling the independent variables\n", "Xs = X.apply(zscore)\n", "display(Xs.describe().T, Xs.shape, y.shape)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3499, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(3499,)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Splitting the data into training and test set in the ratio of 70:30 respectively\n", "X_train, X_test, y_train, y_test = train_test_split(Xs, y, test_size = 0.3, random_state = 42)\n", "display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k-Nearest Neighbor Classifier Scores after Scaling without Hyperparameter Tuning\n", "\n", "\n", "k-NN accuracy for train set: 0.976\n", "k-NN accuracy for test set: 0.961\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.96 1.00 0.98 1354\n", " 1 0.95 0.63 0.76 146\n", "\n", " accuracy 0.96 1500\n", " macro avg 0.95 0.81 0.87 1500\n", "weighted avg 0.96 0.96 0.96 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1349 5]\n", " [ 54 92]]\n", "\n", "Accuracy Score:\n", " 0.961\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# KNN Model after scaling the features without hyperparameter tuning\n", "KNN = KNeighborsClassifier()\n", "KNN.fit(X_train, y_train)\n", "\n", "print('k-Nearest Neighbor Classifier Scores after Scaling without Hyperparameter Tuning\\n\\n')\n", "print('k-NN accuracy for train set: {0:.3f}'.format(KNN.score(X_train, y_train)))\n", "print('k-NN accuracy for test set: {0:.3f}'.format(KNN.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, KNN.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "KNN_roc_auc = roc_auc_score(y_true, KNN.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, KNN.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'k-NN feature scaled (area = {})'.\\\n", " format(KNN_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k-Nearest Neighbor Classifier Scores after Hyperparameter Tuning\n", "\n", "\n", "Best Hyper Parameters are: {'algorithm': 'auto', 'n_neighbors': 5, 'weights': 'distance'}\n", "\n", "Best Score is: 0.97\n", "k-NN accuracy for train set: 1.000\n", "k-NN accuracy for test set: 0.965\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.96 1.00 0.98 1354\n", " 1 0.97 0.66 0.79 146\n", "\n", " accuracy 0.97 1500\n", " macro avg 0.97 0.83 0.88 1500\n", "weighted avg 0.97 0.97 0.96 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1351 3]\n", " [ 49 97]]\n", "\n", "Accuracy Score:\n", " 0.965\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# KNN with hyperparameter tuning\n", "KNN = KNeighborsClassifier(n_jobs = -1)\n", "\n", "params = {'n_neighbors': list(range(1, 40, 2)), 'weights': ['uniform', 'distance'],\n", " 'algorithm': ['auto', 'ball_tree', 'kd_tree', 'brute']}\n", "\n", "skf = StratifiedKFold(n_splits = 10, random_state = 42)\n", "KNN_hyper = GridSearchCV(KNN, param_grid = params, n_jobs = -1, cv = skf)\n", "\n", "KNN_hyper.fit(X_train, y_train)\n", "\n", "print('k-Nearest Neighbor Classifier Scores after Hyperparameter Tuning\\n\\n')\n", "print('Best Hyper Parameters are: ', KNN_hyper.best_params_)\n", "print('\\nBest Score is: ', KNN_hyper.best_score_.round(3))\n", "\n", "print('k-NN accuracy for train set: {0:.3f}'.format(KNN_hyper.score(X_train, y_train)))\n", "print('k-NN accuracy for test set: {0:.3f}'.format(KNN_hyper.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, KNN_hyper.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "KNN_hyper_roc_auc = roc_auc_score(y_true, KNN_hyper.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, KNN_hyper.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'k-NN feature scaled and hyperparameter tuned (area = {})'.\\\n", " format(KNN_hyper_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Naive Bayes classifier" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Naive Bayes Classifier Scores\n", "\n", "\n", "NB accuracy for train set: 0.883\n", "NB accuracy for test set: 0.893\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.95 0.93 0.94 1354\n", " 1 0.46 0.59 0.52 146\n", "\n", " accuracy 0.89 1500\n", " macro avg 0.71 0.76 0.73 1500\n", "weighted avg 0.91 0.89 0.90 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1253 101]\n", " [ 60 86]]\n", "\n", "Accuracy Score:\n", " 0.893\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Naive Bayes Model\n", "NB = GaussianNB()\n", "NB.fit(X_train, y_train)\n", "\n", "print('Naive Bayes Classifier Scores\\n\\n')\n", "print('NB accuracy for train set: {0:.3f}'.format(NB.score(X_train, y_train)))\n", "print('NB accuracy for test set: {0:.3f}'.format(NB.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, NB.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "NB_roc_auc = roc_auc_score(y_true, NB.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, NB.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'Naive Bayes (area = {})'.\\\n", " format(NB_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Oversampling and k-NN" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3499, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500, 8)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(3499,)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1500,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Splitting the data into training and test set in the ratio of 70:30 respectively\n", "X_train, X_test, y_train, y_test = train_test_split(Xs, y, test_size = 0.3, random_state = 42)\n", "display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 3165]\n", " [ 1 334]]\n", "[[ 0 3165]\n", " [ 1 3165]]\n" ] } ], "source": [ "sm = SMOTE(random_state = 42, sampling_strategy='minority')\n", "X_train_res, y_train_res = sm.fit_sample(X_train, y_train)\n", "\n", "# Before oversampling\n", "unique, counts = np.unique(y_train, return_counts = True)\n", "print(np.asarray((unique, counts)).T)\n", "\n", "# After oversampling\n", "unique, counts = np.unique(y_train_res, return_counts = True)\n", "print(np.asarray((unique, counts)).T)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k-Nearest Neighbor Classifier Scores With Oversampling (SMOTE) and Hyperparameter Tuning\n", "\n", "\n", "Best Hyper Parameters are: {'algorithm': 'auto', 'n_neighbors': 1, 'weights': 'uniform'}\n", "\n", "Best Score is: 0.993\n", "k-NN accuracy for train set: 1.000\n", "k-NN accuracy for test set: 0.970\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.97 0.99 0.98 1354\n", " 1 0.93 0.75 0.83 146\n", "\n", " accuracy 0.97 1500\n", " macro avg 0.95 0.87 0.91 1500\n", "weighted avg 0.97 0.97 0.97 1500\n", "\n", "\n", "Confusion Matrix:\n", " [[1346 8]\n", " [ 37 109]]\n", "\n", "Accuracy Score:\n", " 0.97\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# KNN with hyperparameter tuning and Oversampling\n", "KNN = KNeighborsClassifier(n_jobs = -1)\n", "\n", "params = {'n_neighbors': list(range(1, 40, 2)), 'weights': ['uniform', 'distance'],\n", " 'algorithm': ['auto', 'ball_tree', 'kd_tree', 'brute']}\n", "\n", "skf = StratifiedKFold(n_splits = 10, random_state = 42)\n", "KNN_hyper = GridSearchCV(KNN, param_grid = params, n_jobs = -1, cv = skf)\n", "\n", "KNN_hyper.fit(X_train_res, y_train_res)\n", "\n", "print('k-Nearest Neighbor Classifier Scores With Oversampling (SMOTE) and Hyperparameter Tuning\\n\\n')\n", "print('Best Hyper Parameters are: ', KNN_hyper.best_params_)\n", "print('\\nBest Score is: ', KNN_hyper.best_score_.round(3))\n", "\n", "print('k-NN accuracy for train set: {0:.3f}'.format(KNN_hyper.score(X_train_res, y_train_res)))\n", "print('k-NN accuracy for test set: {0:.3f}'.format(KNN_hyper.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, KNN_hyper.predict(X_test)\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# ROC Curve\n", "KNN_hyper_roc_auc = roc_auc_score(y_true, KNN_hyper.predict(X_test))\n", "fpr, tpr, thresholds = roc_curve(y_true, KNN_hyper.predict_proba(X_test)[:,1])\n", "plt.figure(figsize = (12.8 , 6))\n", "plt.plot(fpr, tpr, label = 'Oversampled, k-NN feature scaled and hyperparameter tuned (area = {})'.\\\n", " format(KNN_hyper_roc_auc.round(2)))\n", "plt.plot([0, 1], [0, 1],'r--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion and understanding of models results\n", "\n", "A campaign that the bank ran last year for liability customers showed a healthy conversion rate of over 9% success. \n", "\n", "Most of the ML models works best when the number of classes are in equal proportion since they are designed to maximize accuracy and reduce error. Thus, they do not take into account the class distribution / proportion or balance of classes. In our dataset, the percentage of customer accepting the bank loan offered in campaign (class 1) is 9.6% whereas 90.4% of customers didn't accept the loan offered (class 0).\n", "\n", "The confusion matrix is another metric that is often used to measure the performance of a classification algorithm, which contains information about the actual and the predicted class.\n", "\n", "Metrics that can be calculated from confusion matrix:\n", "* **Precision**: When it predicts the positive result, how often is it correct? i.e. limit the number of false positives.\n", "* **Recall**: When it is actually the positive result, how often does it predict correctly? i.e. limit the number of false negatives.\n", "* **f1-score**: Harmonic mean of precision and recall.\n", "\n", "The confusion matrix for class 1 (Accepted) would look like:\n", "\n", "| | Predicted: 0 (Not Accepted) | Predicted: 1 (Accepted)|\n", "|------------------------|-----------------------------|------------------------|\n", "|**Actual: 0 (Not Accepted)**| True Negatives | False Positives |\n", "|**Actual: 1 (Accepted)** | False Negatives | True Positives |\n", "\n", "* **Precision would tell us cases where actually the personal loan wasn't accepted by the customer but we predicted it as accepted.**\n", "* **Recall would tell us cases where actually the personal was accepted by the customer but we predicted it as not accepted.**\n", "\n", "In our case, it would be recall that would hold more importance then precision. So choosing recall and f1-score which is the harmonic mean of both precision and recall as evaluation metric, particularly for class 1.\n", "\n", "Further, AUC-ROC curve is a performance measurement for classification problem at various thresholds settings. ROC is a probability curve and AUC represents degree or measure of separability. It tells how much model is capable of distinguishing between classes. Higher the AUC, better the model is at predicting 0s as 0s and 1s as 1s. By analogy, higher the AUC, better the model is at distinguishing between people accepting the loan and people not accepting the loan offered by the bank [source](https://towardsdatascience.com/understanding-auc-roc-curve-68b2303cc9c5).\n", "\n", "Thus based on our evaluation metric, the scores of the models we tried are as below:\n", "\n", "| Models | Recall Score for Class 1 (%) | f1-score for Class 1 (%) | ROC AUC (%) | Accuracy (%) |\n", "|-------------|--------------------------|----------------------|-----|----|\n", "| **Logistic Regression** | 53 | 64 | 76 | 94.2 |\n", "| **Logistic Regression with Hyperparameter Tuning** | 55 | 64 | 77 | 94 |\n", "| **k-Nearest Neighbor without Feature Scaling** | 30 | 39 | 64 | 90.7 |\n", "| **k-Nearest Neighbor with Feature Scaling** | 63 | 76 | 81 | 96.1 |\n", "| ***k-Nearest Neighbor with Feature Scaling and Hyperparameter Tuning*** | ***66*** | ***79***| ***83*** | ***96.5*** |\n", "| **Naive Bayes** | 59 | 52 | 76 | 89.3 |\n", "\n", "It can be seen that **k-Nearest Neighbor with Feature Scaling and Hyperparameter Tuning** gives a better recall (66%), f1-score (79%), ROC AUC (83%) and Accuracy (96.5%) against others. Some of the advantages or the reason why k-NN performed better:\n", "\n", "* Non-parametric algorithm which means there are no assumptions to be met to implement k-NN. Parametric models like logistic regression has lots of assumptions to be met by data before it can be implemented which is not the case with k-NN.\n", "* k-NN is a memory-based approach that is the classifier immediately adapts as we collect new training data. It allows the algorithm to respond quickly to changes in the input during real-time use.\n", "* k-NN works well with small number of input variables which in our case after dropping irrelevant were 8.\n", "\n", "Additionally, we also tried **oversampling**, which is one of common ways to tackle the issue of imbalanced data. Over-sampling refers to various methods that aim to increase the number of instances from the underrepresented class in the data set. Out of the various methods, we chose Synthetic Minority Over-Sampling Technique (SMOTE). SMOTE’s main advantage compared to traditional random naive over-sampling is that by creating synthetic observations instead of reusing existing observations, classifier is less likely to overfit.\n", "\n", "Results of oversampling (SMOTE) along with the best performing model from the above lot i.e. k-NN feature scaled and hyperparameter tuning:\n", "* **Recall (class 1): 75% (an improvement of 9%)**\n", "* **f1-score (class 1): 83% (an improvement of 4%)**\n", "* **ROC AUC score: 87% (an improvement of 4%)**\n", "* **Accuracy Score: 97% (an improvement of 0.5%)**\n", "\n", "Based on the train and test scores, there were no cases of overfitting or underfitting in both:\n", "* k-NN feature scaled and hyper parameter tuned\n", "* Oversampled, k-NN feature scaled and hyper parameter tuned" ] } ], "metadata": { "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }