From a87c7bb507d96db95f448e64431adf993ff284b0 Mon Sep 17 00:00:00 2001 From: Pavitraa G <100479594+pavitraag@users.noreply.github.com> Date: Fri, 19 Jul 2024 17:43:05 +0530 Subject: [PATCH 1/5] Create Readme.md --- .../Readme.md | 41 +++++++++++++++++++ 1 file changed, 41 insertions(+) create mode 100644 Medical Charges for Smokers and Non-smoker/Readme.md diff --git a/Medical Charges for Smokers and Non-smoker/Readme.md b/Medical Charges for Smokers and Non-smoker/Readme.md new file mode 100644 index 00000000..c6df9858 --- /dev/null +++ b/Medical Charges for Smokers and Non-smoker/Readme.md @@ -0,0 +1,41 @@ +## Medical Charges Analysis for Smokers and Non-smokers +This Data analysis and data visualization project consists of the fact that the average medicine charges can be changed for the smokers and non-smokers. + +### Algorithms Used for predicting the average medical charges for the smokers : +1. Linear Regression +2. Polynomial Regression of 2nd degree +3. Lasso Regression +4. Ridge Regression +5. SVM or, Support Vector Machine +6. Random Forest Regression +7. Decision tree regression + +Finally, based on these several algorithms and machine learning methods I have done a comparative analysis of all those algorithms and evaluated them based on the Cross validation Score. + +### Exploratory Data Analysis : +1. Distribution of charges for the smokers and non-smokers +2. Charges for Men and Women +3. BMI Distribution +4. Age Distribution of the smokers and non-smokers +5. 18+years smokers and nonsmokers +6. Joint plot and Scatter Plot showing the distribution +7. Distribution of charges of the patients +8. Health effects on children due to the parents, who are smoking +9. Region based smoker analysis + +These features are being evaluated and determined based on the datasets, which provides the exploratory data analysis of this project. + +### Result Analysis : +1. Error management of various algorithms +2. Checking the scores of the algorithms, such as, R2 score, cross validation score, RMSE, mean squared error. +3. Evaluation of the best model based on the CV score. +4. Evaluation of the best model based on the R2 score. +5. Evaluation of the best model based on the RMSE + + +### Conclusion : +1.The impact of smoking on medical care use was examined in a 30-month prospective population-based cohort study in Japan (N = 43 408). + +2.Male smokers incurred 11% more medical costs than ‘never smokers’ but for female smokers and never smokers the costs were almost thesame. + +3.This difference was mainly attributable to the increased use of inpatient medical care among smokers, especially in males, where per monthcost of inpatient care was 33% higher in smokers. 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00000000..71bfdc2b --- /dev/null +++ b/Medical Charges for Smokers and Non-smoker/Medicine Charges.ipynb @@ -0,0 +1,2897 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Medical Costs Analysis for Smokers and Non-smokers " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analysis and Regression Models " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Abstract : " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The cumulative impact of excess medical care required by smokers at all ages while alive outweighs shorter life expectancy, and smokers incur higher expenditures for medical care over their lifetimes than never-smokers. This accords with the findings by Manning et al. (1989) of positive lifetime medical care costs per pack of cigarettes, but disagrees with the results found by Leu and Schaub (1983, 1985) for Swiss males. The contradictory conclusions of the analyses are undoubtedly due to a large difference in the amount of medical care used by smokers relative to neversmokers in the United States and Swiss data. Excess expenditures increase with the amount smoked among males and females so that lifetime medical costs of male heavy smokers are 47 percent higher than for neversmokers when discounted at 3 percent. Each year more than one million young people start to smoke and add an extra 9 to 10 billion (in 1990 dollars discounted at 3 percent) to the nation's health care bill over their lifetimes. Given the smoking behavior, medical care utilization and costs of care, and population size embedded in the data used in this analysis, I have concluded that in the first five years from baseline the population of smokers aged 25 and over incurs excess medical expenditures totaling 187 billion dollar, which is 2,324 dollar per smoker. The excess cost of medical care associated with cigarette smoking is 18 percent of expenditures for hospital care, physicians' services, and nursing-home care required by all persons (smokers and neversmokers) aged 25 and over. In the absence of large and rapid changes in the values of the underlying parameters, 187 billion dollar, 18 percent of medical expenditures, can be taken as the premium currently being paid every five years to provide medical care for the excess disease suffered by smokers. Even without the addition of any new smokers, the present value of the bill that will be incurred for excess medical care required by the current population of smokers over their remaining lifetimes is high. The civilian noninstitutionalized population of cigarette smokers in 1985 who are age 25 and older is expected to incur over its remaining lifetime excess medical expenditures of $501 billion, or 6,239 dollar per smoker. It is possible that future changes beyond recent historical trends in the habits of those who currently smoke, such as reductions in the amount smoked, higher rates of quitting, whether occurring fortuitously or brought about by design, may result in lower costs of smoking than estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "Image(\"https://cdn2.poz.com/90226_iStock-174692627.jpg_90b75fde-8eed-49b9-9b56-f917a8952787_x2.jpeg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PART 1 :: Analysis :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Columns:**\n", + "\n", + "**age:** age of primary beneficiary\n", + "\n", + "**sex:** insurance contractor gender, female, male\n", + "\n", + "**bmi:** body mass index, providing an understanding of body, weights that are relatively high or low relative to height, objective index of body weight (kg / m ^ 2) using the ratio of height to weight, ideally 18.5 to 24.9\n", + "\n", + "**children:** number of children covered by health insurance / number of dependents\n", + "\n", + "**smoker:** smoking\n", + "\n", + "**region:** the beneficiary's residential area in the US, northeast, southeast, southwest, northwest.\n", + "\n", + "**charges:** individual medical costs billed by health insurance" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import pandas as pd \n", + "import os\n", + "import matplotlib.pyplot as pl\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "data = pd.read_csv('insurance.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
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333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
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" + ], + "text/plain": [ + " age sex bmi children smoker region charges\n", + "0 19 female 27.900 0 yes southwest 16884.92400\n", + "1 18 male 33.770 1 no southeast 1725.55230\n", + "2 28 male 33.000 3 no southeast 4449.46200\n", + "3 33 male 22.705 0 no northwest 21984.47061\n", + "4 32 male 28.880 0 no northwest 3866.85520" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "age 0\n", + "sex 0\n", + "bmi 0\n", + "children 0\n", + "smoker 0\n", + "region 0\n", + "charges 0\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "#sex\n", + "le = LabelEncoder()\n", + "le.fit(data.sex.drop_duplicates()) \n", + "data.sex = le.transform(data.sex)\n", + "# smoker or not\n", + "le.fit(data.smoker.drop_duplicates()) \n", + "data.smoker = le.transform(data.smoker)\n", + "#region\n", + "le.fit(data.region.drop_duplicates()) \n", + "data.region = le.transform(data.region)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "region -0.006208\n", + "sex 0.057292\n", + "children 0.067998\n", + "bmi 0.198341\n", + "age 0.299008\n", + "smoker 0.787251\n", + "charges 1.000000\n", + "Name: charges, dtype: float64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.corr()['charges'].sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Creating the Heat-Map to understand which co-relation model will be best for the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "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": [ + "f, ax = pl.subplots(figsize=(10, 8))\n", + "corr = data.corr()\n", + "sns.heatmap(corr, mask=np.zeros_like(corr, dtype=np.bool), cmap=sns.diverging_palette(240,10,as_cmap=True),\n", + " square=True, ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distribution of Charges for Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of charges for non-smokers')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f= pl.figure(figsize=(12,5))\n", + "\n", + "ax=f.add_subplot(121)\n", + "sns.distplot(data[(data.smoker == 1)][\"charges\"],color='c',ax=ax)\n", + "ax.set_title('Distribution of charges for smokers')\n", + "\n", + "ax=f.add_subplot(122)\n", + "sns.distplot(data[(data.smoker == 0)]['charges'],color='b',ax=ax)\n", + "ax.set_title('Distribution of charges for non-smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Here we can see that the distribution charges for the smokers ranges from 30000 dollar to 40000 dollar where as for non smokers it shows that it is 10000 dollars. Which provides the great difference to be noteable.**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Gender wise analysis for Smokers and Non-smokers" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "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": [ + "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"pink\", data=data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here it shows the smoker and non smoker analysis with respect to the gender. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1st column shows the number of Non-smokers where Dark brown shows the women community and light brown shows the Men community" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2nd Column shows the smokers where the Dark brown shows the Women community and the light brown shows the men community." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "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": [ + "sns.catplot(x=\"sex\", y=\"charges\", hue=\"smoker\",\n", + " kind=\"violin\", data=data, palette = 'magma')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cost Analysis for Women Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "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": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Box plot for charges of women\")\n", + "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.sex == 1)] , orient=\"h\", palette = 'magma')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cost Analysis of Men Smokers and Non-smokers : " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Box plot for charges of men\")\n", + "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.sex == 0)] , orient=\"h\", palette = 'rainbow')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Age Distribution for the Smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of age\")\n", + "ax = sns.distplot(data[\"age\"], color = 'g')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ratio of 18-years old Smokers and Non-smokers : " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'The number of smokers and non-smokers (18 years old)')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"rainbow\", data=data[(data.age == 18)])\n", + "pl.title(\"The number of smokers and non-smokers (18 years old)\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Charges for 18-years old Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Box plot for charges 18 years old smokers\")\n", + "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.age == 18)] , orient=\"h\", palette = 'pink')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Jointplot : Charges and Age of the Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'Distribution of charges and age for non-smokers')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 0)],kind=\"kde\", color=\"m\")\n", + "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", + "g.ax_joint.collections[0].set_alpha(0)\n", + "g.set_axis_labels(\"$X$\", \"$Y$\")\n", + "ax.set_title('Distribution of charges and age for non-smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Jointplot : Charges and Age of the Smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'Distribution of charges and age for smokers')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 1)],kind=\"kde\", color=\"c\")\n", + "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", + "g.ax_joint.collections[0].set_alpha(0)\n", + "g.set_axis_labels(\"$X$\", \"$Y$\")\n", + "ax.set_title('Distribution of charges and age for smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scatter Plot : Charges for Smokers and Non-smokers : " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'Smokers and non-smokers')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x=\"age\", y=\"charges\", hue=\"smoker\", data=data, palette = 'inferno_r', size = 7)\n", + "ax.set_title('Smokers and non-smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### In non-smokers, the cost of treatment increases with age. That makes sense. So take care of your health, friends! In smoking people, we do not see such dependence. I think that it is not only in smoking but also in the peculiarities of the dataset. Such a strong effect of Smoking on the cost of treatment would be more logical to judge having a set of data with a large number of records and signs. But we work with what we have! Let's pay attention to bmi. I am surprised that this figure but affects the cost of treatment in patients. Or are we on a diet for nothing?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### BMI Distribution : " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of bmi\")\n", + "ax = sns.distplot(data[\"bmi\"], color = 'm')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There's something insanely beautiful about this distribution, isn't there?\n", + "The average BMI in patients is 30. I think I should go to the great Google with a question about this indicator." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With a value equal to 30 starts obesity. I also calculated my BMI and now I can safely eat a sandwich. Let's start to explore! First, let's look at the distribution of costs in patients with BMI greater than 30 and less than 30." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distribution of Charges for Patients with BMI greater than 30 :" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of charges for patients with BMI greater than 30\")\n", + "ax = sns.distplot(data[(data.bmi >= 30)]['charges'], color = 'm')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distribution of Charges for patients with BMI less than 30 : " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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c7e6dgCOB+8xso/jNbKiZlZlZ2eLFi9M0JyIiIiJSN7JJthcCnVOed2LjIRz/V8fMGhOGeSyp5NhM5Z8DbWIbFc81BBgL4O6vAM2A9hWDdfdR7l7q7qUdOnTI4vJERERERHIjm2R7GtAjzhJSTLg5cUKFOhOAM+PjQcCz7u6xfHCcraQb0AOYmqnNeMzk2AaxzfHx8XygH4CZ7UxIttV1LSIiIiJ5q8obJN19rZkNA54AioA73X2WmV0DlLn7BOAOwrCOuYQe7cHx2FlmNpZwM+Va4EJ3XweQrs14ysuB0WZ2LfB6bBvgZ8BtZvZTwtCSs2JyLiIiIiKSl6yQ89XS0lIvKytLOgypIc1GIiIiIvWFmU1399KK5VpBUkREREQkR5Rsi4iIiIjkiJJtEREREZEcUbItIiIiIpIjSrZFRERERHJEybaIiIiISI4o2RYRERERyREl2yIiIiIiOaJkW0REREQkR5Rsi4iIiIjkiJJtEREREZEcUbItIiIiIpIjSrZFRERERHJEybaIiIiISI4o2RYRERERyREl2yIiIiIiOaJkW0REREQkR5Rsi4iIiIjkiJJtEREREZEcUbItIiIiIpIjSrZFRERERHJEybaIiIiISI4o2RYRERERyZGskm0zG2Bmc8xsrpldkWZ/UzMbE/dPMbOuKfuujOVzzKx/VW2aWbfYxnuxzeJYPsLM3ojbu2a2bFMuXEREREQk16pMts2sCBgJHAGUAKeYWUmFakOApe6+AzACGB6PLQEGA72AAcDNZlZURZvDgRHu3gNYGtvG3X/q7nu4+x7A34BHan7ZIiIiIiK5l03Pdm9grrvPc/fVwGhgYIU6A4F74uNxQD8zs1g+2t1XufsHwNzYXto24zF9YxvENo9LE9MpwD+zvUgRERERkSRkk2x3BBakPF8Yy9LWcfe1wHKgXSXHZipvByyLbaQ9l5l1AboBz2YRu4iIiIhIYrJJti1NmWdZp7bKUw0Gxrn7ujR1MbOhZlZmZmWLFy9OV0VEREREpE5kk2wvBDqnPO8ELMpUx8waA62BJZUcm6n8c6BNbCPTuQZTyRASdx/l7qXuXtqhQ4cqL05EREREJFeySbanAT3iLCHFhGR3QoU6E4Az4+NBwLPu7rF8cJytpBvQA5iaqc14zOTYBrHN8eUnMbOdgC2AV6p/qSIiIiIidatxVRXcfa2ZDQOeAIqAO919lpldA5S5+wTgDuA+M5tL6NEeHI+dZWZjgdnAWuDC8uEf6dqMp7wcGG1m1wKvx7bLnUK44bLi0BIRERERkbxjhZy3lpaWellZWdJhSA2NGlW35xs6tG7PJyIiIoXDzKa7e2nFcq0gKSIiIiKSI0q2RURERERyRMm2iIiIiEiOKNkWEREREckRJdsiIiIiIjmiZFtEREREJEeUbIuIiIiI5IiSbRERERGRHFGyLSIiIiKSI0q2RURERERyRMm2iIiIiEiONE46AJF8MWpU3Z5v6NC6PZ+IiIjUPfVsi4iIiIjkiJJtEREREZEcUbItIiIiIpIjSrZFRERERHJEybaIiIiISI4o2RYRERERyREl2yKbwB1WrIBly8JjERERkVSaZ1ukGj74AKZOhcWL4fPP4YsvYPXqsG+zzaBjR+jUKWw77wxt2yYbr4iIiCRLybZIFj78ECZOhLfeguJi2HJL2GorKCmB9u3BDBYuDNuLL8KaNaFs992hXz/o0SM8FxERkYZFybZIJebPhwkTYObM0HN9/PFw8MHQrFnmY9avh08/hVdfDYn3G2+Enu5DDoF994UmTeosfBEREUmYkm2RDJ59FsaMgRYtYOBA6Nu38iS7XKNGsM02ITE/6qgw7OTZZ+G+++DJJ+GUU8IQExERESl8Wd0gaWYDzGyOmc01syvS7G9qZmPi/ilm1jVl35WxfI6Z9a+qTTPrFtt4L7ZZnLLvJDObbWazzOzBml60SGXcYdKkkGjvsQdcfz0ceWR2iXZFxcWw//7w61/DsGGh1/umm+COO0Lvt4iIiBS2KpNtMysCRgJHACXAKWZWUqHaEGCpu+8AjACGx2NLgMFAL2AAcLOZFVXR5nBghLv3AJbGtjGzHsCVQB937wX8pMZXLZLB+vUwdmwYn/2978HQodC8+aa3awa77gq/+U3o7Z4+HXr2hFtuCecUERGRwpRNz3ZvYK67z3P31cBoYGCFOgOBe+LjcUA/M7NYPtrdV7n7B8Dc2F7aNuMxfWMbxDaPi4/PBUa6+1IAd/+s+pcrktm6dXDvvWHIR9++cMYZUFRUu+coLoZjjw1J9557wvnnh+dffFG75xEREZH8kE2y3RFYkPJ8YSxLW8fd1wLLgXaVHJupvB2wLLZR8Vw7Ajua2ctm9qqZDcgidpGsrF8Pt98Or7wCxxwDJ50Uxl7nytZbwzPPwMiR8NRTYbjKf/+bu/OJiIhIMrJJJ9JNWFZx+Y5MdWqrHMLNnD2Ag4FTgNvNrM1GwZoNNbMyMytbvHhxmuZENvbUU/Daa3DiiXD00XUzTZ8ZXHBBSLKLi+HAA+HGGzWsREREpJBkk2wvBDqnPO8ELMpUx8waA62BJZUcm6n8c6BNbKPiuRYC4919TRySMoeQfH+Hu49y91J3L+3QoUMWlycN3fz5MH58GNZx2GF1f/699w6J/nHHwS9+EWY+Wb687uMQERGR2pdNsj0N6BFnCSkm3PA4oUKdCcCZ8fEg4Fl391g+OM5W0o2QHE/N1GY8ZnJsg9jm+Pj438AhAGbWnjCsZF51L1gk1apVYfjI5pvD6acnt/BM69bw0EPw17/C44/D978fVqsUERGR+q3KZDuOnx4GPAG8DYx191lmdo2ZHRur3QG0M7O5wKXAFfHYWcBYYDbwOHChu6/L1GZs63Lg0thWu9g2se4XZjabkJD/3N11W5lskrFj4bPP4Oyzw6I1STKDiy6CJ56ARYugd294+eVkYxIREZFNY6EzuTCVlpZ6WVlZ0mFIDY0aldv2X389TL3Xvz+ccEJuz5XO0KGZ9737bhg7/tFHYU7uH/6w7uISERGR6jOz6e5eWrE8h/MtiOSvpUvDio7bbRem3ss3O+4Ylnvv0ycMb/n1r8NiOyIiIlK/KNmWBum++2DNGjjnHGjcuOr6SWjbNozfHjIErr02/Lt2bdXHiYiISP7I0zRDJHfefhtmzYJBg2CrrZKOpnLFxXDbbdCpE/zud2F8+dix0KJF0pGJiIhINtSzLQ2KO/zrX6HX+OCDk44mO2Zw9dXwj3/AY49Bv35acVJERKS+ULItDcprr4WbDo85Bpo0STqa6vnxj2HcuHBjZ58+4TpEREQkvynZlgZj3bqweM0228B++yUdTc0cfzw8/TR8+insvz+8807SEYmIiEhlNGZbGoz//jckqeefD43y4GPmpkxteNFF8Je/hLm4L744zKpSmcqmGRQREZHcyYOUQyT3Vq+GSZNg++1h992TjmbTdeoEl10WhsL8+c/w/vtJRyQiIiLpKNmWBmHyZFi2LAzDSGpJ9tq21Vbw85+HpeZvuglmz046IhEREalIybYUvK+/DvNV77JLWCymkLRtGxLuLbeEkSPhjTeSjkhERERSKdmWgvf00/DNN3DccUlHkhutWsGll0LnznDrrWHlSREREckPSraloK1eDc8/H8Zpd+6cdDS5s9lm8JOfQI8ecNdd8NxzSUckIiIioGRbCty0aWEYSb9+SUeSe82ahVlKdt8d/vnPMHRGREREkqVkWwqWe7gxctttC2+sdiZNmsB554UpAf/1L3jkkfA6iIiISDI0z7YUrPffhwUL4LTTCmcGkmwUFcGPfhR6up94AlatgnPPzY+5xUVERBoa/fcrBevZZ6FFC9h336QjqXuNGsGpp8Jhh4Xx2+eeG1bQFBERkbqlnm0pSEuXwuuvh7HaTZsmHU0yzODEE6G4GO68M8zIcu+9YaiJiIiI1A0l21KQnn8+jFU++OCkI0mWGRx7LBx4IFx+OXz7LYwZ03A/gIiIiNQ1DSORgrNmDbz4Iuy2G7Rvn3Q0+eEXv4C//Q3Gj4eBA0Mvt4iIiOSekm0pOGVl8NVX0Ldv0pHkl2HD4I474Mkn4cgj4csvk45IRESk8CnZloLiDs88E6b722mnpKPJP2efDQ88AC+9BIcfHsa2i4iISO4o2ZaCMm9emO7vkEMa1nR/1XHKKTBuHLz2Wuj9X7w46YhEREQKl5JtKSgvvxxu/muI0/1Vx3HHwYQJ8M474SbSTz5JOiIREZHClFWybWYDzGyOmc01syvS7G9qZmPi/ilm1jVl35WxfI6Z9a+qTTPrFtt4L7ZZHMvPMrPFZvZG3M7ZlAuXwrN6NUyfDnvtpdk2stG/Pzz2GHz0UZitZP78pCMSEREpPFUm22ZWBIwEjgBKgFPMrKRCtSHAUnffARgBDI/HlgCDgV7AAOBmMyuqos3hwAh37wEsjW2XG+Pue8Tt9hpdsRSsGTNg5Ur1alfHwQfD00+HoSQHHABz5yYdkYiISGHJpme7NzDX3ee5+2pgNDCwQp2BwD3x8Tign5lZLB/t7qvc/QNgbmwvbZvxmL6xDWKbx9X88qQhefVVaNNGN0ZW1377weTJYTrAAw+E2bOTjkhERKRwZJNsdwQWpDxfGMvS1nH3tcByoF0lx2Yqbwcsi22kO9eJZjbDzMaZWecsYpcGYsUKmDULevcOS5VL9ey554aFgA46KKy+KSIiIpsum7Qk3ZwOnmWd2ioHmAh0dffdgKfZ0JP+3UDMhppZmZmVLdY0Cw1GWRmsXx96aaVmSkrghRegefMwS8mUKUlHJCIiUv9lk2wvBFJ7kTsBizLVMbPGQGtgSSXHZir/HGgT2/jOudz9C3dfFctvA/ZOF6y7j3L3Uncv7dChQxaXJ4Xg1Vehc2foWPE7F6mWHj3C6pvt2sGhh4bebhEREam5bJLtaUCPOEtIMeGGxwkV6kwAzoyPBwHPurvH8sFxtpJuQA9gaqY24zGTYxvENscDmNk2Kec7Fni7epcqheqTT8KMGurVrh1duoQe7s6d4Ygj4Iknko5IRESk/qoy2Y7jp4cBTxAS3LHuPsvMrjGzY2O1O4B2ZjYXuBS4Ih47CxgLzAYeBy5093WZ2oxtXQ5cGttqF9sGuNjMZpnZm8DFwFmbdulSKF59NSxgs88+SUdSOLbdNvRq77QTHHssjB+fdEQiIiL1k4XO5MJUWlrqZWVlSYchNTRqVNV11q+Hq64KyeFFF+U+pvpq6NCaHbd0aejdLiuD+++HwYNrNy4REZFCYWbT3b20YnnjdJVF6ov33oMlS+D445OOJL9l88Elk1NPDa/xqaeGRXD69Kn6mJom9yIiIoVGk6RJvTZlCjRrBnvskXQkhatZM7j4Yth5Z7j33jAnt4iIiGRHybbUW+XLs++5JxQXJx1NYSsuhgsugN13h9GjddOkiIhItpRsS7311ltanr0uNWkC550XbkR95BGYODEsgiMiIiKZacy21Fuvvw6bbQY77ph0JA1HURGcfXZIvCdNglWr4MQTw2wwIiIisjEl21IvrVkDM2bA3nuHBFDqTqNGcPrpYWjJU0+F4TyDB4dyERER+S4l21Ivvf12GEKy115JR9IwNWoUEuziYnjyyZBwn3GGEm4REZGKlGxLvfTaa9C8OfTsmXQkDZcZnHBCSLgnTQrfNpx9tr5pEBERSaVkW+qddevgzTfDzBiN9Q5OlBkccww0bQoPPxwS7nPPTToqERGR/KEvfaXemTMHvvlGQ0jyyeGHwymnhA9BN98M336bdEQiIiL5Qcm21DvTp4ee1JKSpCORVAcfHMZtv/02DByohFtERAQ0jETqmfXrQ+/prruG6eckv/TpE4aW3HsvlJaGhXDq4uek5eFFRCRfqWdb6pX33oMvv9QQknz2/e+HqQFnz4Z//COM4xYREWmolGxLvfLaa6GndJddko5EKtOnT0i4Z82CW25Rwi0iIg2Xkm2pN9avD6tG9uoVxmxLftt/f/jhD+Gtt+DWW2Ht2qQjEhERqXtKtqXe+OADWL48rBop9cMBB8Cpp8LMmXDnneEDk4iISEOiGySl3pg+PcyrveuuSUci1XHQQWGFyXHjwgI4WmlSREQaEiXbUi+4w0DFDMUAACAASURBVBtvwM47h5UjpX457DBYtQomTgxDgAYPDrOWiIiIFDol21IvLFwIX3wBRx6ZdCRSU0cdFRLuJ58MPdwnnKCEW0RECp+SbakXZs4M/2oISf1lFhLs8oS7eXN9eBIRkcKnZFvqhRkzoGtXaN066UhkU5iFISQrV8L48dCqVZi1REREpFDpNiXJeytWwIcfwm67JR2J1IZGjeDMM8MUjvffH1YEFRERKVRKtiXvzZwZbpDUEJLCUVQUlljv0gVuuw3mzk06IhERkdxQsi15b+ZMaNMGOndOOhKpTc2awUUXQdu2MHIkfPxx0hGJiIjUvqySbTMbYGZzzGyumV2RZn9TMxsT908xs64p+66M5XPMrH9VbZpZt9jGe7HN4grnGmRmbmalNblgqV/WrIHZs8MQEs1cUXhatoSLL4YmTeCvf4UlS5KOSEREpHZVmWybWREwEjgCKAFOMbOSCtWGAEvdfQdgBDA8HlsCDAZ6AQOAm82sqIo2hwMj3L0HsDS2XR7L5sDFwJSaXa7UN++9F2av0HjtwtW+fUi4V66Ev/8dvv026YhERERqTzY9272Bue4+z91XA6OBgRXqDATuiY/HAf3MzGL5aHdf5e4fAHNje2nbjMf0jW0Q2zwu5Tz/D/gDsLKa1yn11Jtvhl7PnXZKOhLJpU6d4Lzz4JNPwhjudeuSjkhERKR2ZJNsdwQWpDxfGMvS1nH3tcByoF0lx2Yqbwcsi21851xmtifQ2d0nVRasmQ01szIzK1u8eHEWlyf5yj2M195557AIihS2khI49VSYNQtGjw4/fxERkfoum2Q73UjZiv8NZqpTK+Vm1ogwPOVnlcQZKruPcvdSdy/t0KFDVdUljy1aFFaN1CwkDccBB8Dhh8MLL8DTTycdjYiIyKbLJtleCKTOA9EJWJSpjpk1BloDSyo5NlP550Cb2EZq+ebALsBzZvYhsB8wQTdJFjatGtkwHX887LUXPPwwvPFG0tGIiIhsmmyS7WlAjzhLSDHhhscJFepMAM6MjwcBz7q7x/LBcbaSbkAPYGqmNuMxk2MbxDbHu/tyd2/v7l3dvSvwKnCsu5fV8LqlHpgxA7bbDrbYIulIpC41agQ/+lGYg/v222H+/KQjEhERqbkqk+04fnoY8ATwNjDW3WeZ2TVmdmysdgfQzszmApcCV8RjZwFjgdnA48CF7r4uU5uxrcuBS2Nb7WLb0sB8/jnMm6dZSBqq4mK48MIwNeDNN4dVREVEROoj8wK+C6m0tNTLytT5XR/de29Y0vvKK6Fr16SjkaTMnw9/+EP4huPSS6Fx4/T1hg6t27hEREQqMrPp7r7REGetICl5adIkaN06JFnScG23XfjQ9f778M9/aoYSERGpfzL0E4kkZ/VqePxx2H33MH5XGrZ99oGFC8N7olMnOOSQpCMSERHJnlIZyTsvvghffqnx2rLBwIFhVpqxY2HOnKSjERERyZ6Sbck7EydC06bQs2fSkUi+aNQIhgyBrbaCW2+FJUuSjkhERCQ7SrYlr7iHZLtfv5Bwi5Rr3hzOPz8s5X7rrbBmTdIRiYiIVE3JtuSVd94JU/4dfXTSkUg+2morOOss+PDDMKREREQk3ynZlrwyaVL4V8m2ZLLnnhuWdH/llaSjERERqZxmI5G8MnFimIWkc+ekI5F8dtxxoXf7gQfCDCUiIiL5Sj3bkjeWLIGXX4Zjjkk6Esl3RUVw7rmw2WZh/PayZUlHJCIikp6Sbckbjz0G69drCIlkp1WrkHB/8UVY+Gb9+qQjEhER2ZiSbckbkybBlluGRUxEsrHDDjBoEEyYEJZ1FxERyTcasy15Yc2a0LN9wglaNVKqp29fMIOrrgof1Pr1SzoiERGRDZTWSF54+WVYvlzjtaX6zOD228MiSKecEpZ2FxERyRdKtiUvTJwIxcVw2GFJRyL1UcuW8PDD8O238IMfwOrVSUckIiISKNmWvDBpEhxySEiaRGqiZ0+46y549VX42c+SjkZERCRQsi2Je/fdsGkWEtlUgwbBpZfC3/8e5uAWERFJmpJtSZxWjZTadMMNcMABMHQozJyZdDQiItLQKdmWxE2cCLvsAl27Jh2JFIImTWDMmDAP9wknhBtvRUREkqJkWxK1bBm8+KJmIZHatc028NBDYUn3s84C96QjEhGRhkrJtiTq8cdh3ToNIZHat//+cOON8O9/a8EbERFJjpJtSdSkSdC+Pey7b9KRSCG65BI4+WT45S/hmWeSjkZERBoiJduSmLVrw6qRRx4JRUVJRyOFqHzBm512CgveLFiQdEQiItLQKNmWxLzyCixZovHaklstW8Ijj2xY8GbVqqQjEhGRhiSrZNvMBpjZHDOba2ZXpNnf1MzGxP1TzKxryr4rY/kcM+tfVZtm1i228V5ssziW/9jMZprZG2b2kpmVbMqFS/ImTQozRxx+eNKRSKHr2RPuvhumTAnzcIuIiNSVKpNtMysCRgJHACXAKWkS3SHAUnffARgBDI/HlgCDgV7AAOBmMyuqos3hwAh37wEsjW0DPOjuu7r7HsAfgD/X8JolT0ycCAcdFKZoE8m1E0+Eyy6Dm2+G++5LOhoREWkosunZ7g3Mdfd57r4aGA0MrFBnIHBPfDwO6GdmFstHu/sqd/8AmBvbS9tmPKZvbIPY5nEA7r4i5XybAZrMqx57/314+23NQiJ16/e/h4MPhvPOgxkzko5GREQagmyS7Y5A6m1FC2NZ2jruvhZYDrSr5NhM5e2AZbGNjc5lZhea2fuEnu2L0wVrZkPNrMzMyhYvXpzF5UkStGqkJKFxYxg9GrbYIix4s2xZ0hGJiEihyybZtjRlFXuVM9WprfLwwH2ku3cHLgd+lS5Ydx/l7qXuXtqhQ4d0VSQPTJoEO+8M3bsnHYk0NFttFRa8+egjOOMMWL8+6YhERKSQZZNsLwQ6pzzvBCzKVMfMGgOtgSWVHJup/HOgTWwj07kgDDs5LovYJQ+tWAHPP69ZSCQ53/8+/PnP4b6B3/wm6WhERKSQZZNsTwN6xFlCigk3PE6oUGcCcGZ8PAh41t09lg+Os5V0A3oAUzO1GY+ZHNsgtjkewMx6pJzvKOC96l2q5Isnn4Q1azSERJI1bBiccw5cdx088EDS0YiISKFqXFUFd19rZsOAJ4Ai4E53n2Vm1wBl7j4BuAO4z8zmEnq0B8djZ5nZWGA2sBa40N3XAaRrM57ycmC0mV0LvB7bBhhmZocCawizlJQn91LPTJwIbdvC976XdCTSkJnByJEwdy4MGQLbb6/3pIiI1D4LncmFqbS01MvKypIOQ1KsWwdbbw39+8P991ded9SouolJGravvoIbboCVK+HKK6Fdu6qPGTo093GJiEj9YmbT3b20YrlWkJQ6NWUKfP65xmtL/mjZMgwpWbs29HSvXJl0RCIiUkiUbEudGj8+TL/Wv3/VdUXqytZbh97qTz6B228P38CIiIjUBiXbUqfGj4dDDoE2bZKOROS7Skpg8GCYOTMMcSrgEXYiIlKHqrxBUqS2vPMOzJkDF6ddjkgkeQcdFKamnDQpDC858cSkIxIRkfpOybbUmX//O/x77LHJxiFSmaOPDjdNPvlkSLg15ElERDaFkm2pM+PHQ2kpdOqUdCQimZnBySfD11/DI4+EhLtPn6SjEhGR+kpjtqVOfPIJvPoqHKd1P6UeaNQIzjorjOO+7z547bWkIxIRkfpKybbUiQlxzdGBA5ONQyRbjRvDj38M3brBbbfBtGlJRyQiIvWRkm2pE+PHQ/fu0KtX0pGIZK9pU7jkkvDeveMOePnlpCMSEZH6Rsm25NyKFfDMM2EIiVnS0YhUT7NmYQadkhK491549tmkIxIRkfpEybbk3OOPw+rVGkIi9VdxMZx/PuyxB4wZA9dfn3REIiJSXyjZlpwbPx7at4fvfz/pSERqrkmTsMrkvvvCVVeF3u41a5KOSkRE8p2Sbcmp1avh0UfD3NpFRUlHI7JpiorCLCWXXgp/+xsceih8+mnSUYmISD5Tsi059fzzsHy5hpBI4WjUCP70J3jggTBDyd57w9SpSUclIiL5Ssm25NT48dCiBRx2WNKRiNSuU0+F//43DC854AC4/fakIxIRkXykZFtyxj0k2/37Q/PmSUcjUvv22APKyuDgg+Hcc+GEE+Djj5OOSkRE8omSbcmZadNg4UINIZHC1q4d/Oc/8Pvfw2OPwc47w8iRsG5d0pGJiEg+ULItOTN2bPiKXcm2FLqiIrjiCnjrLdhvPxg2DPr0gRkzko5MRESS1jjpAKQwuYdku39/aNMm6WhE6kb37vDEE/Dgg/DTn8Kee8KgQXD55bDXXjVvd9So2osxG0OH1u35REQKmXq2JSemTIEFC+Ckk5KORKRumcFpp8Hbb8Nll4VFnfbeO3zwnDw5fBAVEZGGQ8m25MSYMdC0qYaQSMPVrh0MHw7z58MNN8Cbb0LfvqG3+7rrQjIuIiKFz7yAu1lKS0u9rKws6TAanPXrYbvtoLQU/v3vmrdT11+di2SrJsMsVq6Ee+4J2yuvhLKePeH448PUmHvumXnIVaH/LmjYiogUAjOb7u6lFcs1Zltq3SuvhOnP/vCHpCMRyR/NmsF554Xt44/DtJiPPBJ+T37/+1Cne/cwtnvPPWH77WHbbcO2ejUUFycbv4iI1ExWybaZDQD+AhQBt7v7DRX2NwXuBfYGvgBOdvcP474rgSHAOuBid3+isjbNrBswGmgLvAac7u6rzexS4BxgLbAYONvdP6r5pUuujB0bEotjjkk6EpH81LEjXHBB2JYsCdNkvvZa2KZPh4ce2viYZs3C0Kzi4jDLT/m/jRptvJmFGVLKHzdqFJ6XP27UKMx936LFhq1lS9hii9C73qRJ3b8mIiKFqspk28yKgJHAYcBCYJqZTXD32SnVhgBL3X0HMxsMDAdONrMSYDDQC9gWeNrMdozHZGpzODDC3Ueb2S2x7X8ArwOl7v6NmZ0P/AE4eVNfAKld69aFROHII2HzzZOORiT/tW0bbp7s339D2fLl4QbjTz6BRYtCL/jy5aGHu3xbsyZs69aFf9ev/+7mHvZlerxyZXhekRm0ahXiat8ettkmfDjo2DGMQ2+kO31ERKolm57t3sBcd58HYGajgYFAarI9ELg6Ph4H/N3MLJaPdvdVwAdmNje2R7o2zextoC9waqxzT2z3H+4+OeV8rwI/rMZ1Sh15+eWQIGgWEpGaa906bLvsEp6vWlX753AP7X7zDXz9NXz1FSxdGnray7d580Kve7mmTaFTpzDcpXv3MNSlVavaj01EpJBkk2x3BBakPF8I7JupjruvNbPlQLtY/mqFYzvGx+nabAcsc/e1aeqnGgI8lkXsUsfGjg1fTx91VNKRiEhlzMLQlGbNQi92JitXhg/QH38cto8+gmefhSefDPu33BJ23BF69QqrZzZvXjfxi4jUF9kk25amrOIUJpnqZCpP90VkZfU3nMjsh0ApcFCaupjZUGAowHbbbZeuiuTIunUwbhwcfXQY/yki9V+zZtCtW9jKrVkTpjScOxfefx/KyuCll8IQk+23D4n37ruHmzst3V91EZEGJJtkeyHQOeV5J2BRhjoLzawx0BpYUsWx6co/B9qYWePYu/2dc5nZocBVwEFxaMpG3H0UMArC1H9ZXJ/UkhdegE8/1RASkULXpMmGoSQQPmjPmwezZoVt/PiwbbVVmFllzz2hSxcl3iLSMGWTbE8DesRZQj4m3PB4aoU6E4AzgVeAQcCz7u5mNgF40Mz+TLhBsgcwldCDvVGb8ZjJsY3Rsc3xAGa2J3ArMMDdP9uEa5YcGTs2zGpw5JFJRyIidamoCHr0CNtxx4WbOd94A15/PQw3efzxcHPlPvvAvvuGHm8RkYaiymQ7jsEeBjxBmKbvTnefZWbXAGXuPgG4A7gv3gC5hJA8E+uNJdxMuRa40N3XAaRrM57ycmC0mV1LmIHkjlh+I9ASeCjce8l8dz92k18BqRVr1sDDD4fp/lq0SDoaEUlS69Zw0EFh+/rrsHrm9OkbEu9OnULSvc8+YbpBEZFCltU82+7+H+A/Fcp+k/J4JfCDDMdeB1yXTZuxfB4bZixJLT80m1glGf/5DyxeDKefnnQkIpJPNtsMvv/9sK1YEcZ3T5kSPpw/8kiYcWXrrcM3Yo21zJqIFCD9aZNacddd4T/M1LmCRURStWoFffuG7dNPw2qzL78MAweGoSU/+hEMGfLdmzFFROo7LU8gm+yzz+DRR0OvtnqmRCQbW20VxnffcAP861+wxx5h2fru3eHww8PiWKtXJx2liMimU7Itm+yBB2DtWjjrrKQjEZH6pqgoJN2PPgoffgi//S28806Y1ahTJ/j5z8MUgyIi9ZWSbdkk7mEISe/eUFKSdDQiUp917hyS7Q8+CPeB7L8/jBgRFs056qhwc2W6JeZFRPKZkm3ZJK+/DjNnhrGWIiK1oagIjjgi3EC5YAH85jfw2muhrGdP+Otfw82WIiL1gZJt2SR33QVNm8LgwUlHIiKFaJtt4OqrwzLxDzwQ5uu+5BLo2BGGDYO33046QhGRyinZlhpbtQoefBCOPx7atEk6GhEpZMXFcOqpYQaTadPghBPgttvC8LXDDoOJEzXERETyk5JtqbGJE2HJEg0hEZG6VVoK99wThphce23o3T722DDE5B//gG++STpCEZENlGxLjd11V5gtoF+/pCMRkYZoyy3hqqvCDZWjR4dv2C64INxo+atfwf/+l3SEIiJKtqWGFi0KMwOccUa4mUlEJClNmsDJJ4eVKV98EQ48EK6/Hrp0gbPPDjdxi4gkRcm21Mj994fxkZpbW0TyhVmYLvBf/4I5c+Dcc2HMGNhtt7C67ZNPhulKRUTqknkB/+UpLS31srKypMMoOOvWwU47hVkCXnwxd+cZNSp3bYtI/hg6NHdtL1kCt9wCf/tbGFayyy5w6aXhZsumTXN3XhFpeMxsuruXVixXz7ZU26OPwvvvw8UXJx2JiEjl2raFX/4yrE55992h9/vss6FrV7juOvjii4QDFJGCp55tqba+fcPyyfPmQePGuTuPerZFGoZc9mxX5A4//Sk8/TTMmhXGe/fpA4ceCh065OacdXl9IpKcTD3bOUyVpBC9+SZMngx/+ENuE20RkVwwC3Nzl5SEG72feioMh3v+edh77zC2e7vtko5SRAqJ0iWplr/8BVq0gHPOSToSESkUSX2Lte22cOaZMHAgPPMMvPAClJXBzjvD4YeHf82SiU1ECoeSbcnaZ5+F5ZLPOQe22CLpaEREakebNnDiiXDkkSHhfuaZ0LHQuXPo6d5rL01xKiI1p2RbsnbLLbB6tW6MFJHC1Lx5SK779oWpU8NUgbffDu3ahSXh+/QJy8aLiFSHkm3JyqpVcPPNoednp52SjkZEJHfKb5r83vdgxgx44omwQuXEiXDIIWFr2TLpKEWkvlCyLVkZMwY+/RR+8pOkIxERqRuNGsEee4Rt7tyQdE+aFP7t0yf0drdvn3SUIpLvlGxLldzhppvC3fuHHpp0NCIidW+HHcJWcQaT0tJwM6VmMBGRTJRsS5VefBFefz3MGKA780WkISufweTYY8ONlC++CNOmhZlL+veHnj31d1JEvkvJtlTp2mvDV6WnnZZ0JCIi+WGLLWDQoO/OYHLTTaGH+/DDNYOJiGyQ1XLtZjbAzOaY2VwzuyLN/qZmNibun2JmXVP2XRnL55hZ/6raNLNusY33YpvFsfxAM3vNzNaa2aBNuWjJ3uTJ4SvTK68M82uLiMgGLVrAgAFw/fVw+unhZvLbb4ff/Aaeey7M4CQiDVuVybaZFQEjgSOAEuAUMyupUG0IsNTddwBGAMPjsSXAYKAXMAC42cyKqmhzODDC3XsAS2PbAPOBs4AHa3apUl3u8MtfQqdOcMEFSUcjIpK/mjSB/feHq6+G88+HzTeHf/4zdFRccw188UXSEYpIUrLp2e4NzHX3ee6+GhgNDKxQZyBwT3w8DuhnZhbLR7v7Knf/AJgb20vbZjymb2yD2OZxAO7+obvPANbX8FqlmiZNgldfDT00zZolHY2ISP4rn8Hk8svhssugWzf47W/D8JJLLoEPP0w6QhGpa9kk2x2BBSnPF8aytHXcfS2wHGhXybGZytsBy2Ibmc4ldWD9erjqqnD3/VlnJR2NiEj9YgY9esCwYfDWW/CDH4S1CnbYIdz/Mm1a0hGKSF3JJtlOd1+1Z1mntsqzZmZDzazMzMoWL15cnUMlxZgxMHNm+PqzSZOkoxERqb969YK774YPPghrFUyYAL17h0VzHnxQ47pFCl02yfZCoHPK807Aokx1zKwx0BpYUsmxmco/B9rENjKdq1LuPsrdS929tEOHDtU5VKI1a8LQkd12g5NPTjoaEZHC0KkT/PGP8PHH8Je/hHHcp50GXbrA734H//tf0hGKSC5kk2xPA3rEWUKKCTc8TqhQZwJwZnw8CHjW3T2WD46zlXQDegBTM7UZj5kc2yC2Ob7mlyc1cdddYbW0664L4w9FRKT2tGoFF18M77wDjz0Wpgm8+uowrvu002DKlKQjFJHaVGUqFcdPDwOeAN4Gxrr7LDO7xsyOjdXuANqZ2VzgUuCKeOwsYCwwG3gcuNDd12VqM7Z1OXBpbKtdbBsz28fMFgI/AG41s/L6Uou+/TYMHfne9+Coo5KORkSkcDVqFKYNfPRRePfdMOvTpEmw335hmMm994a/ySJSv1noTC5MpaWlXlZWlnQY9crVV4evMydPhoMPTjaWUaOSPb+ISG0YOjT7ul9+GZLsv/899Hy3bg0//CGcey7svnvuYhSRTWdm0929dKNyJdtSbuZM2HtvOOkkuP/+pKNRsi0iDZd76O1+6SV47TVYuxa6dg1zee+zT+bpWKuT2ItI7cqUbGu5dgFg3ToYMiT0otx0U9LRiIg0bGaw005hGzw4rHnw0kuhI+Shh0LCvf/+IQG3dPN4iUjeULItQLgzftq0sOJZ+/ZJRyMiIuU22wz69YO+fWHevJB0T50a/u3UKdxj07t3uPFSRPKPkm3h/ffhV7+CY47RVH8iIvnKDLp3D9tJJ21IuB96CB5+GEpKQsI9cCA0b550tCJSTsl2A+cebrxp0iSsbqavI0VE8l/z5nDQQWFbtChMFzhlCpxyCmy+eVix8vTT4cADNYWrSNL0K9jA3XFHmHnkxhvD15EiIlK/bLstHH88XH89PPMMnHgijB0LhxwC3brBVVeFmU1EJBlKthuw99+Hyy4LU/ydc07S0YiIyKZo1CiM677rLvj0U3jggTC05IYbYOedw9SB118fFi0TkbqjZLuBWrEijNEuKgq92/qaUUSkcLRoAaeeGlaoXLgwzDLVsmXo5e7RI0zzOnw4fPBB0pGKFD6lWA3QunVhXN9778G4cbD99klHJCIiubLNNnDJJfDyy/DRR/CnP0HjxnDFFeHvf+/e8Mc/wvz5SUcqUpi0qE0DdNll4Y/tLbfAeeclHU1mWtRGRCR3Pv8cpk+HsrINiXbXrmG4ye67h7HgVd00r0V0RDbQojYChLF8f/oTDBuW34m2iIjkVvv20L9/2BYvDkn3G2/A+PFha99+Q+K9ww5h2KGIVJ+S7Qbk5ZdDgn3ooTBiRNLRiIhIvujQAY44ImzLl8Obb8KMGfD882GGkxYtYNddQ+Ldq1fm5eJFZGNKthuIV14JN0R27RqmhGqsn7yIiKTRunWYn/vAA2HlSnj77Q3J95QpoYe7e/cNM5yUlqrXW6QySrkagMceg0GDwk0yjz8OW2yRdEQiIlIfNGsGe+4ZtnXrwnLxM2aEBLx8uEmbNmHKwUMPhcMOC4m4FkgT2UDJdoF74AE46yzYZZeQaG+1VdIRiYhIfVRUFKYN7NEjPP/yy7AY2lNPhe2RR0J5ly4h6e7bF/bfHzp3Ti5mkXygZLuA/eUv8JOfhEVr/v3v8NWgiIhIbdh8czj55LC5h8VynnoKnn4aHnoIbr891OvcGfr0Cdt++8Fuu0FxcbKxi9QlJdsF6Ntv4corQ7J9/PHw4IO6mUVERHLHbEOv9wUXwNq1MHMmvPRSuDn/xRdh9OhQt7g4jPXeZ5+w7bFHGP/dtGmy1yCSK0q2C8yUKXDmmTBnDlx0UZh1RDeuiIhIXWrceMNY74suCj3f8+fD1KkwbVrY7rsPbr55Q/2ePUOv9667wk47hcS9e3do3jzZaxHZVEq2C8TKlXD11XDjjdCxIzz5ZBgzJyIikjSzMJa7Sxf4wQ9C2fr18O67G2Y6mTEj9IA/+OB3j+3ceUOveerWrZu+tZX6Qcl2Pece5kC95BKYPRvOOScsu6vx2SIiks8aNQq92T17hnHf5ZYvh/fe23h76CFYsuS7bbRtG27S7Njxu1tq2RZbhHOJJEXJdj21fn2Ycun3vw9fx3XuHKb4GzAg6chERKShGDUqt+1vvXXYDjggPP/6a/jsM/j005B4L1sGS5fCrFlhbPiKFRu30agRbLYZtGwZbups2TJsm2323eep+8tv4NRy9FIblGzXM99+C+PGwQ03hJ7s7t3DH7szztDNJSIiUtg22ywMH+nWLf3+tWtDz/iyZRsS8a++2rB9+SV88smG5+7p22nSJCTdI0eGnvG2bav+t21baNVKveiyMSXb9cBXX4Ve63Hj4NFHwyf7XXYJ49p+8AOtBikiIgLh/8N27cJWlfXrQwfWl19+NyFP3b75Bj7+OAxj+eab8P/vmjWZ2zQLS9u3aBE+GKT+m64s9d8mTeC882rvtZD8kVWaZmYDgL8ARcDt7n5Dhf1NgXuBvYEvgJPd/cO470pgCLAOuNjdn6isTbP/3969xVhV3XEc//5AFMtFLgKRi0oFU+HFYoNajFZqq7WNNCmtpAZJQ2JqJa3pQ8W+lFprpA+2Md7SViIa7UjxNtoSS8VLKh0uchGBigPaMtWICxOGzwAACiJJREFUOAgoLdd/H9Y6zmF6zjCjnjlzjr9PsrP3/u+199nn/JM9a69Ze22NBRqAIcAaYGZEHOjoM+rNvn3w0kvQ1JSGTVq6NF0Qhg+HmTPT2yAvvth3z2ZmZh9VoXtJv35d2+/gwbaKd2fmO3e2rZdrSYd0ozBvXlsreWdb1AcNcqNbT3fM9EjqDdwJfAVoAVZJaoyITUXFZgO7ImKcpBnAfOBKSROAGcBEYCTwV0ln5n3KHXM+8OuIaJB0Tz723eU+4+P+ANX0wQewdWt6EUBzc7pzXrMmPZl9+HAqc8YZMHt2qmBfcIGH8TMzM6umPn3SIARdHYjgyBHYv7/jyvmpp6auL62tsH17qg/s2pVa3zsycGDpbi3FscGDU7kBA9r6phfm7oZaWZ25F5oMNEfENgBJDcA0oLiyPQ2Yl5cXA3dIUo43RMR+4HVJzfl4lDqmpM3AVOC7uczCfNy7y31GREf3id3v3Xdh+fL0kMbevWnasyf1HSs81PH222m5/VPVw4en7iFz56a3bJ17LgwbVp3vYWZmZp+cXr3SmOEdjRte7oHMgwdTPaK1ta0y3n5evLxxY9v6gQPHPrdCH/X2lfDCvF+/VCHvaOrbt3S8d+809epVerncNkg3KBFpXpjar7ePRaRx2nuSzlS2RwHbi9ZbgHPLlYmIQ5J2A0NzvKndvqPycqljDgXei4hDJcqX+4ydnfgO3WbTJrjiiqNjUroDHj4cRoyAiRNh6lQYOTKNFTpuXGrB9nB9ZmZm1l6fPqnxrasNcBGp1bxQCS80AhYeFj3W/J130nzfvtQqv39/eq9Hz2rmPFqvXm29A3qKzlS2VSLW/mcuV6ZcvFRv447Kd/Y8kHQNULg3fF/SqyX261YRbU9Gb9lS7bOpipPpYTdF9olyfuufc1zfnN8eokIPSH6q8nvkSGrkrJLTSgU7U9luAcYUrY8G3ixTpkXSccBJQOsx9i0V3wkMknRcbt0uLl/uM44SEb8FKjzyp3WFpNUR8YVqn4dVhvNb/5zj+ub81jfnt/o6M57FKmC8pLGSjic98NjYrkwjMCsvTweW5b7UjcAMSSfkUUbGAyvLHTPv82w+BvmYTxzjM8zMzMzMeqRjtmzn/tFzgKdJw/QtiIiNkm4CVkdEI3Av8EB+ALKVVHkml1tEepjyEHBdRBwGKHXM/JE3AA2SbgbW5mNT7jPMzMzMzHoquXHYKk3SNbl7j9Uh57f+Ocf1zfmtb85v9bmybWZmZmZWIX4HoZmZmZlZhbiybRUl6TJJr0pqljS32udj5UlaIGmHpFeKYkMkLZX0Wp4PznFJuj3n9WVJk4r2mZXLvyZpVlH8HEkb8j635xdfWTeRNEbSs5I2S9oo6Uc57hzXAUl9Ja2UtD7n9+c5PlbSipyrh/OgBOSBCx7OuVoh6fSiY92Y469KurQo7ut5lUnqLWmtpKfyuvNbCyLCk6eKTKSHX7cCnwWOB9YDE6p9Xp7K5utCYBLwSlHsV8DcvDwXmJ+XLweWkMa/Pw9YkeNDgG15PjgvD87bVgLn532WAF+r9nf+NE3AKcCkvDwA2AJMcI7rY8q/ef+83AdYkfO2CJiR4/cA1+blHwD35OUZwMN5eUK+Vp8AjM3X8N6+nveMCfgx8BDwVF53fmtgcsu2VdJkoDkitkXEAaABmFblc7IyIuIF/n/s+mnAwry8EPhmUfz+SJpI4+OfAlwKLI2I1ojYBSwFLsvbBkbE3yNd8e8vOpZ1g4h4KyLW5OW9wGbSm3md4zqQ8/R+Xu2TpwCmAotzvH1+C3lfDHw5/ydiGtAQEfsj4nWgmXQt9/W8yiSNBr4O/D6vC+e3JriybZU0CthetN6SY1Y7RkTEW5Aqa8DwHC+X247iLSXiVgX5X8qfJ7V+Osd1IncxWAfsIN0EbQXei/SSODg6Jx/mMW/fDQyl63m37vMb4CfAkbw+FOe3JriybZVUqr+mh7+pD+Vy29W4dTNJ/YFHgOsjYk9HRUvEnOMeLCIOR8TZpLcvTwbOKlUsz53fGiLpG8COiHipOFyiqPPbA7mybZXUAowpWh8NvFmlc7GP5u3cPYA835Hj5XLbUXx0ibh1I0l9SBXtByPi0Rx2jutMRLwHPEfqsz1IUuEFdsU5+TCPeftJpG5kXc27dY8pwBWS3iB18ZhKaul2fmuAK9tWSauA8flp6eNJD2k0VvmcrGsagcJoE7OAJ4riV+cRK84DducuCE8DX5U0OI9q8VXg6bxtr6Tzcr/Bq4uOZd0g/+73Apsj4raiTc5xHZA0TNKgvHwicAmpX/6zwPRcrH1+C3mfDizLfe0bgRl5NIuxwHjSg6++nldRRNwYEaMj4nTSb78sIq7C+a0Jx3xdu9lHFRGHJM0h/XHuDSyIiI1VPi0rQ9IfgC8BJ0tqAX4G3AoskjQb+Bfw7Vz8z6TRKpqBfcD3ACKiVdIvSBdugJsiovDQ5bXAfcCJpJEqllT4K9nRpgAzgQ25Xy/AT3GO68UpwEJJvUkNaYsi4ilJm4AGSTcDa0k3XOT5A5KaSS2eMwAiYqOkRcAm4BBwXUQcBvD1vEe6Aee3x/MbJM3MzMzMKsTdSMzMzMzMKsSVbTMzMzOzCnFl28zMzMysQlzZNjMzMzOrEFe2zczMzMwqxJVtM7M6JOk+SdOPXdLMzCrJlW0zMztKfpGN/z6YmX0CfDE1M6sDkq6W9LKk9ZIeyOELJS2XtK3Qyi2pv6RnJK2RtEHStBw/XdJmSXcBa4AxkmZL2iLpOUm/k3RHLjtM0iOSVuVpSo5fJGldntZKGlCFn8LMrEfxS23MzGqcpInAo8CUiNgpaQhwG9APuBL4HNAYEeMkHQd8JiL2SDoZaCK9svk0YBvwxYhokjQSWA5MAvYCy4D1ETFH0kPAXRHxN0mnkl7XfpakJ4FbI+JFSf2B/0bEoe78LczMehq/rt3MrPZNBRZHxE748JXqAI9HxBFgk6QRuayAWyRdCBwBRgGFbf+MiKa8PBl4vvAqdkl/BM7M2y4BJuTPABiYW7FfBG6T9CDwaES0VObrmpnVDle2zcxqn4BS/6bc364MwFXAMOCciDgo6Q2gb972QYnypfQCzo+I/7SL3yrpT8DlQJOkSyLiH538DmZmdcl9ts3Mat8zwHckDQXI3UjKOQnYkSvaF5O6j5SyErhI0uDc9eRbRdv+AswprEg6O8/PiIgNETEfWE3qvmJm9qnmlm0zsxoXERsl/RJ4XtJhYG0HxR8EnpS0GlgHlGx5joh/S7oFWAG8CWwCdufNPwTulPQy6e/IC8D3getzBf5wLr/kY385M7Ma5wckzcysJEn9I+L93LL9GLAgIh6r9nmZmdUSdyMxM7Ny5klaB7wCvA48XuXzMTOrOW7ZNjMzMzOrELdsm5mZmZlViCvbZmZmZmYV4sq2mZmZmVmFuLJtZmZmZlYhrmybmZmZmVWIK9tmZmZmZhXyP2QeVvRuFwWSAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of charges for patients with BMI less than 30\")\n", + "ax = sns.distplot(data[(data.bmi < 30)]['charges'], color = 'b')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Patients with BMI above 30 spend more on treatment!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Jointplot : Distribution of BMI and Charges :" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'Distribution of bmi and charges')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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D1vgVUfTl6QC2R67NRwCcLSJDoyCUswE8Er22U0ROj6Itr7CuRQghpM7pW403EZFDAZwF4BPW8DcB3CciVwJ4FcDF0fhDAD4AYDV0hOZHAUAptUVEbgDwVHTc15RSW6L9qwDcCWAAgF9FD0IIIT7qzKKr21qXTU1Nqr29PelpEEJIuSg6f7jpiCNU+8aNhQ+sLYKfn5VRCCGk3qgzA4dCRwghJNVQ6AghhKQaCh0hhNQbdF0SQggh6YFCRwgh9QYtOkIIISQ9UOgIIYSkGgodIYTUG3RdEkIIIemBQkcIIfUGLTpCCCEkPVDoCCGk3qBFRwghhKQHCh0hhNQbtOgIIYSQ9EChI4QQkmoodIQQUm/QdUkIIYSkBwodIYTUG7ToCCGEkPRAoSOEkHqDFh0hhBCSHih0hBBCUg2FjhBC6g26LgkhhJD0QKEjhBCSaih0hBBCUg2FjhBCSKqh0BFCCEk1FDpCCCGphkJHCCEk1VRF6ERkiIg8ICIvi8hLIjJFRIaJyGIRWRVth0bHiojcIiKrReR5EZlsXWdWdPwqEZlljZ8iIsujc24REanG5yKEkJqkzm6R1bLovgfgYaXUsQD+FsBLAK4H8KhSaiKAR6PnAHAugInRYw6A2wBARIYBaAFwGoBTAbQYcYyOmWOdN70Kn4kQQkgNUHGhE5FBAN4L4HYAUErtU0ptA3ABgLuiw+4CcGG0fwGAu5XmCQBDRGQkgHMALFZKbVFKbQWwGMD06LVBSqmlSikF4G7rWoQQQuqcalh0RwHYBOC/ReQZEfkvETkMwJFKqQ0AEG2PiI4fDWCddf76aCxufL1nnBBCCKmK0PUFMBnAbUqpkwG8gayb0ofPeay6MZ5/YZE5ItIuIu2bNm2KnzUhhKQI+/731ltvJT2dqlINoVsPYL1S6o/R8weghe/1yO2IaLvROn6sdf4YAB0Fxsd4xvNQSs1VSjUppZpGjBjRow9FCCG1hH3/69evX9LTqSoVFzql1F8BrBORSdHQmQBeBLAAgImcnAXgwWh/AYAroujL0wFsj1ybjwA4W0SGRkEoZwN4JHptp4icHkVbXmFdixBCSJ3Tt0rv808A7hWR/gBeAfBRaJG9T0SuBPAqgIujYx8C8AEAqwHsjo6FUmqLiNwA4KnouK8ppbZE+1cBuBPAAAC/ih6EEEIIRNVZXyJDU1OTam9vT3oahBBSLopOjmtqaFDtu3ZVci5JEPz8rIxCCCH1BhPGCSGEkPRAoSOEEJJqKHSEEEJSDYWOEEJIqqHQEUIISTUUOkIIIamGQkcIISTVUOgIIaTeqLNCIRQ6QgghqYZCRwghJNVQ6AghhKQaCh0hhJBUQ6EjhBCSaih0hBBCUg2FjhBCSKqh0BFCSL3BPDpCCCGp5u23k55BVaHQEUJIvUGLjhBCSKqhRUcIISTVUOgIIYSkGrouCSGEpBpadIQQQlLPnj1Jz6BqUOgIIaQe6exMegZVg0JHCCH1CIWOEEJIqtm8OekZVA0KHSGE1CMUOkIIIammoyPpGVQNCh0hhNQbBx0EvPJK0rOoGhQ6QgipN/r1o9ARQghJMRQ6QgghqaZfP2DNmrqpkFIVoRORtSKyXESeFZH2aGyYiCwWkVXRdmg0LiJyi4isFpHnRWSydZ1Z0fGrRGSWNX5KdP3V0blSjc9FCCE1Sf/+ujLK2rVJz6QqVNOim6aUOkkp1RQ9vx7Ao0qpiQAejZ4DwLkAJkaPOQBuA7QwAmgBcBqAUwG0GHGMjpljnTe98h+HEEJqlIMP1tvnnkt2HlUiSdflBQDuivbvAnChNX630jwBYIiIjARwDoDFSqktSqmtABYDmB69NkgptVQppQDcbV2LEEKIy8EH68jLZ59NeiZVoVpCpwD8WkSeFpE50diRSqkNABBtj4jGRwNYZ527PhqLG1/vGc9DROaISLuItG/atKmHH4kQQmqHnPvfjh3AuHEUujLzf5RSk6HdkleLyHtjjvWtr6lujOcPKjVXKdWklGoaMWJEoTkTQkhqyLn/DR4MHHUUha6cKKU6ou1GAL+AXmN7PXI7ItpujA5fD2CsdfoYAB0Fxsd4xgkhhIQ45hjg1VeBLVuSnknFqbjQichhIjLQ7AM4G8CfACwAYCInZwF4MNpfAOCKKPrydADbI9fmIwDOFpGhURDK2QAeiV7bKSKnR9GWV1jXIoQQ4uOYY/S2DgJS+lbhPY4E8Iso4r8vgHlKqYdF5CkA94nIlQBeBXBxdPxDAD4AYDWA3QA+CgBKqS0icgOAp6LjvqaUMj9FrgJwJ4ABAH4VPQghhIQ4+mi9fe45YNq0ZOdSYSoudEqpVwD8rWe8E8CZnnEF4OrAte4AcIdnvB3ACT2eLCGE1AvDhgFDhwLLlyc9k4rDyiiEEFKvjB9PoSOEEJJiJkwAXnwx9aXAKHSEEFKvHHUU8MYbqS8FRqEjpLewaFHSMyD1xvjxevvii4lOo9JUI+qSEBLCJ24rVwKNjdWfC6k/Ro7U25RbdBQ6QpLAFrgpU4Dhw7PPXZFbtAiYMaM68yL1xZAhupPBX/6S9EwqCl2XhCTBjBlZQRs+XIuZET+zv3Klfk7rjlSKgw4CjjhCV0hJMRQ6QqpBnJCFsIWO63ekUhx5JF2XhJAeEBKoxsZcS824Jjs781+zXyek3IwYkfoyYBQ6QipBSOCMlbZyZXZ/xgz/8XRZkmoweDCwdWvSs6godF0SUk5Wrox3MxZyV4auQ9clqRSDBgF79gBvvpn0TCoGLTpCekpPRShO/OxUA0ZfkkowcKDebtkCjPb2rK55KHSEdIdyWliFhI6QSjJokN5S6AghPRa3xsZc4XKfh6DYkUpiW3QphWt0hBSiXNabcUG62yTmQojBtuhSCoWOkBCdnXpr1sVmzMhN9I4j7hhGU5LehLHozN97CqHrkhAfruUUSgEwhNySoXw5d2unGxQzNwalkHJhLLoUCx0tOkJcFi0q3eoKHW/SBEIiVuj1Ut6LkO4wYABwyCHAxo1Jz6RiUOgIsTFWmysmxQhRY2PWvQnkujrN+XYZsGKv61IoV4+QUhk6NNVCR9clIYZSE71dt6TZ7+zMFmqOuwajKUlvYehQYNOmpGdRMSh0hBhC62mh9bNQGa/Q+pld/svehuZSSAi5VkfKxaBBtOgIqQuMyJkgkp64B+MW9gsJmBFcWnykWgwZAixfnvQsKgaFjtQ3thVmC1upAR+dnbnW1fDh+nkp0ZTdeW92IyflwKzRKQWIJD2bskOhI8RHqeK0dGl23wheqRah22m8mNQDihwpB0OGAG+9BezYobsZpAxGXRICxAeKFCsmJurSUCjB3B53Rc6eRzFrdYT0hCFD9Dal63QUOlKfFIqItClW6NycOLureKHrGpFzW/OEoj3dNAZCegKFjpAU0p2yXsXiilOhcmCuFQgUDmaxRZQWHekpQ4fqbUpTDLhGR4iPUlMNXOLW1Hy5dzadnblrfnFztOdGSHdJuUVHoSP1RyjSstBxpbbZ8VlqdlUTE5Xpit3w4cWlF9j5eBQ70hNMAEpKhY6uS1J/dLf7gDsWd52Qe9EX9OKuy5VS+5K5dqQc9O8PNDSk1nVJoSP1hV2wOWkxsa/b0/eg4JGeMmRIai06ui5J/eILGvGty5nX3DH7eWjtzj3PPd64KClUJGkodD1HRPoAaAfwmlJqhohMAPBTAMMALAPwEaXUPhE5GMDdAE4B0Angw0qptdE1vgTgSgAHAHxaKfVIND4dwPcA9AHwX0qpb1brc5EaI64PXKh2pX2uvVYXWuObMiUbTOK7pr3+Zu/3ROyYOE56ypAhwOuvJz2LilBN1+VnALxkPf8WgO8qpSYC2AotYIi2W5VSxwD4bnQcRORdAC4FcDyA6QB+ICJ9IgG9FcC5AN4FYGZ0LCG5uGtm3Q3LLyQqvsTvQpGWce9DESPVYPBgYPPmpGdREaoidCIyBsAHAfxX9FwAvA/AA9EhdwG4MNq/IHqO6PUzo+MvAPBTpdRepdQaAKsBnBo9ViulXlFK7YO2Ei+o/KciNU9cqH+oW0Hccx/t7frR2Ai0tel9INy3zp2fOy/3dfs6hPSEhgZg27akZ1ERquW6vBnAFwEMjJ4PB7BNKbU/er4ewOhofzSAdQCglNovItuj40cDeMK6pn3OOmf8NN8kRGQOgDkAMG7cuB58HJIKfMISciMaUfSt1a1cGa5TecIJwJ136v3mZv1w6Y5l6a7tUexIAXLuf0cemX/AwIHA3r3Am2/qruMpouJCJyIzAGxUSj0tIs1m2HOoKvBaaNxnlSrPGJRScwHMBYCmpibvMSTF+PLa3P0QhdbvzJpcezuQyWjrDdDClsnkX8+Mua+FAmJCQSyEFEnO/W/SpPz738DIDtm6lULXDf4PgPNF5AMADgEwCNrCGyIifSOrbgyAjuj49QDGAlgvIn0BDAawxRo32OeExgnJpVBbm1IroBiMS9JgBM4IXibjFzefO9QV1EKJ7eY8ruWRntDQoLdbtwKjRiU7lzJT8TU6pdSXlFJjlFLjoYNJHlNKXQ5gCYCLosNmAXgw2l8QPUf0+mNKKRWNXyoiB0cRmxMBPAngKQATRWSCiPSP3mNBpT8XqVHsgssGX5BKT0Ru7Vq99bkp7dcBYN683NeKqYvpW9ujdUd6ymGH6e3OncnOowIkmUd3HYCfisjXATwD4PZo/HYA94jIamhL7lIAUEq9ICL3AXgRwH4AVyulDgCAiFwD4BHo9II7lFIvVPWTkNrBiESpSeMhl2JbmxY0s7XFzTxva8tadgAwfnzuMbt25b6PmZMp7Fxs+gMhPaFvJAdvvZXsPCpAVYVOKdUGoC3afwU6YtI9Zg+AiwPn3wjgRs/4QwAeKuNUSdoIuQCLrU7iExljyRkXpS1ooTU4l+bmsGCZ4JZixJjBKKSn9OmjtxQ6QlJEd9IFCuFadUbo1q7NteRsAYyryBKCrkpSbvr109t9+5KdRwWg0JH6oVRxCK19rVypF+5tsTL7bW16P+S2tI+138dc112jCwXHUOhIuaHrkpAaJtQ5oBAhoTMBJHFuSnvNzhU69xzbddnYWLg9ECGVQEUZB+LL5Kpt2L2A1C+VDsf3CVzceEjQCrUH4vocKQd79+ptynLoAFp0pJ7xCUtcZ3EgNx2g1PU4143pph/Y1pz9nsXMm5CeQqEjpEYpNQQ/LoTftZyMcMVFWJpEcbdaii1yPossVHLMFThac6RcmCAUCh0hNU6cxVaKleSrW2mnGbjHuph0Bxd7PvZanQlUCfXFI6SnGIvu0EOTnUcFoNCR+qLYpGvjHnSF0Y2uDLklAWD2bL01QmdbfK5Qmfdy5zNlSnjeFDtSTkxFlMGDk51HBWAwCkkvPakcYncHsEuEZTJ6Dc4VNV+AyfjxueLmlhoDstcPWZPDh3M9jlSHzk6dND5iRNIzKTu06Ej90l0BcQUMyHdbhqy4uCT10Hx859CaI+WmsxM44ohshZQUQaEj6aQUay7kpnTX74oRxssu86ctdHZmW/nYYzbm+qHeduYa7FJAKkFnJzByZNKzqAgUOlK/2ALnipm7fmfExxdZ6aYE+NbSbJEzr9tiZmMfWyjyk5BysWULcNxxSc+iIlDoCCmGkPhUsy4lRY5UirffBl57DTj33KRnUhEodCR9xLkti+ngbW8LUajjgdna71lKeoNxb1LkSCXZuBF4803gxBOTnklFYNQlqS/cKEpf2564yiONjVnxsY/zrZvZ1zAC63v/uKjLpUspcqTyrFmjt8cfn+w8KgSFjpBSaGzMujFDVlq5sLuJE1JJUi50dF2SdFFKtGVnZ76Q+FyZ3V1jc92kpVyXAkeqyZo1wJgxqUwWByh0pJ5woyyNZWaLiomSdNfXQo1Rfft2BKcdgWmuHwcFjiTBmjXACSckPYuKQaEj9YMtdOa5ixEa+7VQ2kFov1QobiRJDhwA1q0D/v7vk55JxeAaHakPXFEzwuU2ZfUFp5QD11Vp1t8ociRpXntNdy6gRUdIjVIoncC8Ziy90JqdrzpKMeW77NdnzGBVE9L7MIEoFDpCahQjTrZg+aIl7eootjjGWXiFhI7WGqkF1q4FRIBjj016JhWDQkfSiy/q0Raw0LqaK4alQCsRsNsAACAASURBVHEjtca6dcC4cansQ2eg0JH04gaRFEoGd88tBQocqVU6OlLvUi8odCLyD0qpn1RjMoSUHVvYXKErpnxXHBQ3kgY6OrJtpVJKMRbdR0Tk3QA+p5Q6UOkJEVJWiqlrWSoUOJIWduwAtm8Hjjkm6ZlUlGKEbjqAbwB4TEQuVkptrPCcCCkvce13SoECR9JGR4feHn10svOoMAWFTimlAFwvIn8P4Hci8h0AzwL4k1Jqd6UnSEjJxDVQ7Q4UOJJWtm7V21Gjkp1HhSkqGEVEZgD4OIB9ACYD+AcAx4vIVqVUum1eUnvQgiOkOHbu1NuhQ5OdR4UpJhjlFQAvAfiuUmqx89qYSk2MkLJRbACKgQJH6oXdkVNu4MBk51FhirHoPqCUetn3glJqfZnnQ0jPcC24YlMKKG6kHlFKb/v0SXYeFaaYNTqvyBFSE8Qlf1PcSL1jhC7lMGGcpA87OdweI4TkcvDBertnT7LzqDAV714gIoeIyJMi8pyIvCAirdH4BBH5o4isEpH/EZH+0fjB0fPV0evjrWt9KRpfISLnWOPTo7HVInJ9pT8TqQFSXumBkLJgyn7t2JHsPCpMNdr07AXwPqXU3wI4CcB0ETkdwLegA1wmAtgK4Mro+CsBmGjO70bHQUTeBeBSAMdD5/b9QET6iEgfALcCOBfAuwDMjI4lhBASR0OD3nZ2JjuPClNxoVOaXdHTftFDAXgfgAei8bsAXBjtXxA9R/T6mSIi0fhPlVJ7lVJrAKwGcGr0WK2UekUptQ/AT6NjSZpYtEi7Ixctyu77KFf/OELqgcMP11uTOJ5SqrJGF1ldTwM4Btr6+jOAbUqp/dEh6wGMjvZHA1gHAEqp/SKyHcDwaPwJ67L2Oeuc8dMC85gDYA4AjBs3rmcfilQOt++bwU0T8OXK0WVJiJec+9+RR+rBESP0dn26A+ir0mFcKXVAKXUSgDHQFthxvsOirQReK3XcN4+5SqkmpVTTCPMPTJLHWGnm4Wuv48N3TGNj9xPECUkxOfe/wYP1YEODThZ/6aVkJ1dhqhp1qZTaJiJtAE4HMERE+kZW3RgAxnZeD2AsgPUi0hfAYABbrHGDfU5onPRm4gTJWG9x5bzsZqmEkO4xYQKwfHnSs6goFRc6ERkB4K1I5AYAeD90gMkSABdBr6nNAvBgdMqC6PnS6PXHlFJKRBYAmBfV2hwFYCKAJ6EtuokiMgHAa9ABK5dV+nORbmALmxvu77PiTJqAOc9NBg+lDzCVgJDimTABePhh4O23gYOq4uSrOtWw6EYCuCtapzsIwH1KqUUi8iKAn4rI1wE8A+D26PjbAdwjIquhLblLAUAp9YKI3AfgRQD7AVxt2gaJyDUAHgHQB8AdSqkXqvC5SDG4whSyzoxVFuoIXuw1bDGk4BFSmAkTgDfeANasSW0Xg4oLnVLqeQAne8ZfgV6vc8f3ALg4cK0bAdzoGX8IwEM9niwpHz63ZKFiy67YuRagOb8cBZsJIZqjjtLb5ctTK3TptFNJcpiAklKwLbS4upTFrMXZx1AECSnM+PGASKrX6VgCjJSHUkXFFiRX3GzLLs5N6RM+BqYQUhoDBgCjR1PoCAnSXavJFSRfMElcIIrvGj5rcNEirtURUojx4yl0hORhJ2jHWVGh1+Ny5bornsW04yGE5DNhArB0qS7ufMghSc+m7FDoSOm4kZTdEbpQUEnI+ipVwIpNOieE6ICUAwd04vjJebGDNQ+FjpRGpQM8Sg1EiVvHc92edGES4seOvKTQkbrHJxZmrLNTuz+KyZez8QWiFAvTDQjpOaNHA/37p3adjkJHisNYRK6QhNyOcUEkLnY5L9vVWa41N3MNWnWE+OnTB3jnO1MrdMyjI4XpSV5cqee4OXWlUIzbkxYfIX4mTACefz7pWVQECh2JxxYGn5Ds3q2tJGMpma0RKV8KQCmUcjwjLgnpPkcdBWzYAGzZkvRMyg6FjhSPT0gOPdTfCLWxMV/0fPs+kbTHzDE9iaB0z6VVR0g+EybobQrdlxQ6EiYkCD7RsdfBzDaTAebN08e3t+sHkN2fN08fk8nkn2u/d1xH8WLwzZdiR0guduRlymAwCimMGxQSiqrs7MyOG1EzGDGz99va9MPQ3q6v1dAANDfnX9/tckBXJSHlY/hwYNAgCh2pIwolhfuiKtvbtYi1tWmhssXKxhY9gxE8I372NRYtAt73vvj6mC7FpDgwCpOQLCKpbcJKoSPFERIOg23B2aIFZN2TPoELnWP2jVgeemhJ083pT2c/J4SEOeooYPHi1DVhpdCRfBYtyhc2O4qysTG31uUJJ+QKX8g1acYALWDuayGMS7PURHQbn/vVVE+hVUeI5uijgV/8AnjlFeCYY5KeTdmg0BE/cRVHbLExVlMmk3U12vvGIjPiZ48VErrPfjb3XPO+u3dnoz19hOpcViIZnZA0MXGi3j77bKqELj22KaketkDYLkt7Tc52W7rbOBemuU4mAwwZkjve1qbH168vPL+4lAcWeybEz/jxQN++wDPPJD2TskKLjuTis5JcwTDuSztXzojX2rXx1y8m+tJ+bq/vmbFirTHbzTpjRu68gVzXJ8WPEF3vcvx4bdGlCAodKYxbg9KMzZuXH105frxfzJqbtQiOH9+9OWzblruuN2+e3jY1FZ67vV+MO5aQeuaoo1Jn0dF1SYojJASui9Lsu8/b2oA77wxbdCHMa88+m3Vp2u/R0BA/byNscW1+ACaQE2I45hhdCuz115OeSdmgRUeydPdmX0z0pC+vzl2/i4vSNKkGoVSFUiw7+zmDUgjJxQ5IOeecZOdSJih0JExcOL9xHRp8lpr73AiZsfDMvn28m3Ywe3auu9N2hbpVVUJi5xMzihshfo4+Wm8pdKQuCK1puW5MOzcOiHdjuue4uAJmr/n5AlNsQmLndlKIE3Cu1ZF6Z+BAYOTIVAWkcI2OaOLclu7N3ycGvnJf7pgvf67YpPFicWtsGtzcP7twtNmnlUeI5uijUxWQQouOFCZuHct1LQK59S5NuoFZo/OlErjrdyHXp70ft67X3g5cdlm+IJsUAwoaIfEccwzwhz8Ab7wBHHZY0rPpMRQ6Ujy+Ml8+7KLMRgRDBZ7t4+3rxiWYF5N0Pm+eX+xcN6avWDVLgpF655hjAKV0x/EpU5KeTY+h0BG/27JQrUvfuhlQ2EKLs8TixLA7dHQULuxM646QfOzIyxQIHdfoiB/fOpYtFLa42VVRillzC4mcK46ZTG6lldCaX4jmZu3GtINQioE5daTeGTFC96ZLyTodLbp6p5Sbulmrs9MLjCDFdSPwiaJLoTy5UJFo+/wQpQodIfWOiA5Iee65pGdSFih09U4xCdPFuvtCIhbXrSDk5nSF0yeEJujFTjcoFNhSbGsfrtWRemfsWOB3v9NrdSJJz6ZHiFIq6TkkQlNTk2oPhaLXC6415xO9UMsbu9alK2C29WZed7c+fNZhXKdyG5871I7+NMJVqluSYkdqh6LVqGnSJNX+ox/FH/TAA8Ctt+pSYEcc0dO5VYPg56/4Gp2IjBWRJSLykoi8ICKficaHichiEVkVbYdG4yIit4jIahF5XkQmW9eaFR2/SkRmWeOniMjy6JxbRGr850dShATNl3NmKLQmZ5fwAsKi5Wvx4zs/hN0Hz3fdev9RQ0ipjBuntykI2KpGMMp+ANcqpY4DcDqAq0XkXQCuB/CoUmoigEej5wBwLoCJ0WMOgNsALYwAWgCcBuBUAC1GHKNj5ljnTa/C56pv4ta7fNZVIQp1HI+zGs3Wft9QXc1S1+kYmELqlTFj9HbFimTnUQYqvkanlNoAYEO0v1NEXgIwGsAFAJqjw+4C0Abgumj8bqV9qk+IyBARGRkdu1gptQUARGQxgOki0gZgkFJqaTR+N4ALAfyq0p+tprHLefnKYXV2AkuX5p5T7C874y40hNbNfMnjhc5xn7vv40tvsK+/a1fczP1wvY7UI0ceqfvTUehKQ0TGAzgZwB8BHBmJIJRSG0TEOIFHA1hnnbY+GosbX+8Z973/HGjLD+OMWV6P2FZKqJ5l6MbuSxp3BcuuguK+bkdUzp4dn2PnawHkUu4SYiEodqTGybn/HXlk4RP69AFGjaLQlYKINAD4GYDPKqV2xCyj+V5Q3RjPH1RqLoC5gA5GKTRn4uATRd/aVzHrcIC/YHMx1wGA+fOBmTPDaQd2dwR7vFA7nzgodqSGybn/TZpU3P1v7FgKXbGISD9okbtXKfXzaPh1ERkZWXMjAWyMxtcDGGudPgZARzTe7Iy3ReNjPMcTH3Hux87O3Bt5MaH4cRGSrujERWiGjj//fN0EcubM3PPMczt1wW7MGsLUwSx1gd1EpFLsSD0xdizwxBPA/v1A39rNRqv4zKMIyNsBvKSU+o710gIAswB8M9o+aI1fIyI/hQ482R6J4SMA/s0KQDkbwJeUUltEZKeInA7tEr0CwPcr/blqlrgbvL0mF9eWx75OMeticeJWzLix3gznn6+3Cxbk97Kz90Oi251mq/Y5hdy7hKSFsWOBt94C1qzJlgWrQaoh0f8HwEcALBcR0+Doy9ACd5+IXAngVQAXR689BOADAFYD2A3gowAQCdoNAJ6KjvuaCUwBcBWAOwEMgA5CYSCKj+5GEBbTuDRUmNm1skIWmB1cYgvUggX587HHZs8G7rwz95q+Nb6QIPYEWnck7ZjIy5UrKXRxKKX+F+FEvjM9xysAVweudQeAOzzj7QBO6ME064NSLJm449xITV9QSqFAFMCfO+ceP3++3nddl4BOZLVbBLlVUuz3cAW0GLdsXINWu/sBS4uRtDI2WkVasQL44AeTnUsPqF2nKyme7lpycet1dlBKqIN4KDcu1JfOx8yZ2lVptgsW5Lou3Wvaz11Xpj2vQt+JXdfTfHbfOe53QUiaGDxYP15+OemZ9AgKHfETSjsI4TZgtcXPVx2lmKRyOx/PWHYA8OMf6xwf9718kZe+ItDFuC67s47HtTuSRo4+Gnj66aRn0SPYpiftlLN8T5yLzqQK2CJjb939ONxyXgsWaItu5kxg+fJckbNx39sNRokrLu1jxox8q7YYNyWrqZA0cdxxugHrm28mPZNuQ4suzZTrhmu3uSkknPaaGJDbq85n8YUsOzsPzrbGVqwATjwx3Hnc3XdLg5lrA/k5daEC1kDxrk73eFp3pNY54QTg3nuB3/4WmF6b1RUpdKQwhToa+BqwGlHzrd/5RMrGZ3mF0gW2bQNuvjm/dY9N3DqhLXalVomxCf0IoOCRWmfyZOCww4D7769ZoaPrkmTxWTONjbkuPOO+M8nTQL7L0LXcyhHOb1c5sRkyxF/guVAzWLurQSF3ZDncv6brA92apNbo3x+YOhX4xS+AN95IejbdghZdmim2yaghlC8XCkppb8+1VEK5dC5uUIrZD3UcsC3FEGvX6ny6OGsxJHyNjbq3nmvd+fbd8wqlH/hwxa4Ua68UoaQVScrF+ecDixcDt90GfP7zSc+mZCh0acRuMjpjRmkWSbHRhqbGpS/opBA+oQuJpN081bYUDYVKftkU6ohg1+1saNDP42pjlhqZGqISVl5jY88ElRCbE07Q/xf+/d+BT35S//+oISh0aaPUm6ZrlZjnIavELeJsC5UbiAIUDjophlCB5lLz9+LODdXl9BWt7klh6Grh+8Fi/21Q9EipfPSjwDXXANdeCxTqTt7LoNClESNc9roa4BcvX8Jzdy0MkxYQqoRijikkhIVqY/oiKQ1udZQ4Ky6uc0Ic7e25YtrUVHtdmFm+jJTKu94FfPjDwNy5wLnnAhdemPSMioZCl0ZKdanFrTWZ1w3dtdCKqUHpHl9skeg4Qu/nu3axDWLNsWasvT1r+SVp7ZW6ZsiIUFIqH/sYsGyZ3k6apHPsagAKXdooNQDFPtbcKEN95rproZnjihUoc+6yZfklv77zndxjJ08ubR72e7j7xYqwD5+rsxqiZ7soC/3AiUuBoNiRYujXD2hpAT79aeCss4A//AF45zuTnlVBKHRpw725leJSM2LnE7kQ3RGHuBJgy5aFz7PLgLnHL1umRXDy5PA8fEEw9ngh4sTUJ+Tu91gJ4SsUPGS/HncsrTtSLKNGAd/6FvDP/wy8//06kXzUqKRnFQuFLu0Um1bgc0+akH1DqcEkcetjttAVK24+oXOxhc9Ye/Z7mnkVeu/58/NfixPTYnIFqyF8hlKq2RjYhYEUy9FHA//2b8B11wGnnQY88ohew+uliO6KU380NTWp9lIsl97OokWl/bp3aWjIL7nls4zs/m8uhaIdTRK36RxuM3NmtsFqMYLmYp9X6Bq2O7Q71zfXcBvCGgqtI5bixg2d7xNW110dV9KskGubll0tEmqHlkfTpEmqvRyRk6tWAV/6EnDggP4/8Z739Pya3Sf4+VkZJU0U+uUeuumZKMJi8OWyGQpVIXELNdvFmo1g+ISjGOzzfCI3c2b2Pd33L+ba9nFmf/58LZhGNM1+IRELBcIUixtZCujn8+bpf8uGhnABalOdpdaiREnvZOJE4D//U7fyef/7dUJ5LzSeKHT1jmvVrl3rt+q6W8Zr2TJ9rhEFgxGFkFXkMnMmcOON3ZsDEBYlVxTNXMx7uSJsi2NILJctyz6KxZeDGLLc3HNc3HJpmUzpKSN2iTdC4njHO4BbbtEu/U99Crj8cmDnzqRnlQNdl2khdFMKua9WrgQ6OuJD+I3Iub3mDO4ansG9wdsNUm2WL9edCELMn58VInMNWyxvvNF/vn2ej5Drsr1dfyejRuntTTfp5Ng4zHVC7lLbJRtycwLZHET3R4a9tQmJoNslwn4fX8PZYtbw6MasFarvurR5+239t37HHdrSe+ABXVGlegQ/P4NR0k4o5LyxMeyGPOmkXLeYLWahiEZX3EI3diB3Lc1HofUz8wPlxBNzUw9C57kidNNN+Zbstdf6xwpxxhn6eiHMe7uibbqm29+BneMX5wbujnVtznHTT+KEzi7eTbEjhTjoIG3NHX888PWvA6eeql2Zs2YlPTMKXSrojoupsbFwlZBiAibiohbdG7vZN+M+a23BgqzgXHttvtiYYx9/XG/b27PHhCz0BQuyFpp93LXXZq02+706OvzX8Vl45rybbspe30RTFnLJmu/ItXgL5QS66RyhHx/uuP28mIhPWwQpdqRYTjpJV0/5+te1N+j3vwe+/31gwIDEpsQ1unrC/eVuu8sMZn/2bL/QmQ4CZg3KDSKJu7mbDuE2RnSMlWVbRzfdpN2Ido6OeX3qVL3t6NBCY4TPxQiTzzozY+aa5n3crXu8jZnflCnZY844I34tz7gy7eAYG3st0X6+YYP/MwL5a3txxzU357deKrZ7OiHFMGwY8B//AXzkI8DttwOnn55oABTX6NJAsRZdXLh5CDdU3rf+ZiwxexvnuvQJiLGWQm5AY2WZ9TP7WmZdzb2mT5hsyytkuXUXdy72nOMsKNeidS29kHt25kzdcd2IV6H11LVrs8cZ3ECVuDXdlStp1fVukl2jC/Hkkzrn7u23tehdfHGl3onpBQTZ9Za4PDlfixygtChCI3BulKONLUJGeFzr69prtVjYguSKk3lujrOtNJ9o+q4ZsTOTwd62NmwQ/f/FbA32+M7oe9ogkj3Odn26cz7jDG2xnnFGdtxYdQazb1t+hZg0KbcsmllPdf8d77wz3hVtxM38jRjxc9MRGIlJSuXUU7Urc9w44JJLdPmwt96q6hRo0aWBUm8+7e3hUl0mOs9+vZRAE5vly4Ff/zoc1OGKkR3xOGpUl4W3d948HFwgAMMWpYaWFgz0fL6dmQx2tbZipFLYINK1BYCRJfw/2NvWVnA+Xfg+4+OPAxddlLXyjMDZlpxtxfkoNi3DjuoMvbZrl782ZlxBcFp2vZHeadEZ3npLC94DD+gffPffD4wYUc53oEVXt7huKLthqi9fzrgqzY3RFrm4RGl7azjxxOyN3nYtmn3jrrQtoGi7c84c4NprsWHDhi5RybGenOfDlixBQ0tLwa8jxE5LGM01d2YyXQ/7/cx8bOvPZoNI7mcEcsXerC/aXQ+AXAsvtH4H5Of/2d+/awUat6adW+f+W4d+8JXSJZ2QQvTrB1x9NfDlLwNPPKF/6D3zTFXemkJX6xTTgidEKDHcCJ0rciFLzg66cDEC9sAD+WPG1XjTTdjruNWMRWbEa2fIAkXWwjLn7GptzRHBDSLY29aGgZlMl+VmtsOWLMFIpXIsQPPawEwGHQDaWlsBADtaWnIsv4Obm72W4EilsHPOnOxnMuuFrjvT50I1QuULSDG4Imi7PM35bmSmz23pBiO5QSmFggcodqQ7nHUW8L3vAXv26JJhv/51xd+Srstap9DNxnU/xbXfcYXPvbka3HETfOLezF2MBWe5JzdEkYRGMHZmMl63Y7G4FlbIPblQBOcphYXW8edFr5vXDJvb2nB4CblrrovUfe8c1q0Dxo4t+tpezPdv5yeaHx++tko+0ctkSmvtZEM3Zm+hd7suXbZs0UWh//IX4J57dFPXnkHXZV3R2Nj98HFb7Izl4FpqvrJXoXW4UaPy3XeWRTdSqRwRcEXOdiP63IQu5no7WlpgJN3eNxghO08pnKcUGi2353mOKBmRWyiSI4whXMvRK3ImLeG++7LP7a1x9/osPNfac3GtOptiAlIK4R5Hy450h2HDgO9+V3c9mDkT+PGPK/ZWFLo0UihyDsivreizouKi/tz1JMsNCSA3hD8ggq670oftRiwlYGRSJtMlWPa+y4pMBgtFsLK1FZsLzMeIYnfZIJIfCRr6gRCX/2fjWnH2DxPjmgzl2Nn79md3hazQc0K6S0OD7m132mnAJz6R/eFXZih0tUypbibbbWlucnZdSyDXZekGndicf36uFWJXGAFyw/wDTRkPbm7OCzABct2PC0Ww2ySpF4kRr4XOdWzM85XR+hsALJ02reC139q2Lef8FZlM7PzyAmg+/3m941uzM+MG+zs0/3Zuwr3br8+1/Nz1OV/RaFsMjeVv59MVI2zshkC6y8EH67/BE04A/uEfgMWLy/4WFLpappibSzHH2Dc/U+2kUA6XseIMbhUTN+owgM+1t8NxIx4a1xrIYXNbG1a2tqKxpSXH+gpZYo0tLV3HFmOt9RsyJOd6kzKZ2PkNW7IEgLZecz5rIUvO7Hd0ZKuuADqS1dduyN73BQzNnu1/Pzf61ngBTB1MQyF3OLsdkJ5w8ME6qXzcOJ16s3p1WS9PoUs7rrsyrrGq+eXvEzpjLZhxtzRX3I27xAokk0oIRlnhHLt02jQ0trRgZWsrFopgSfR6S7RvnhvbdlImg3mtrVjT1tb1mo8lmQxaHAvRfW8bk1RuUhG2TJuWY90Fo0jdHwajRuWmIwDh9Tr738j+92tu1tVSfP/udocKIFfI7K0bicm+dqTcNDTo+piATizfs6dsl6640InIHSKyUUT+ZI0NE5HFIrIq2g6NxkVEbhGR1SLyvIhMts6ZFR2/SkRmWeOniMjy6JxbRIqIFkgD3UkSd3+92xj3VaGOA6bthpv7FiqMHD23c9F8z21cl2NcAEh/JxryPKUwKZNBQxSA0ma5Jm1aLeutVSlMaG4OHgsA0zKZnHPM+4TY0dKCXTHXKzqy1K38AuQHCPnqjNpCZ6camG2ockpIuIzFxpQDUkne8Q4difnMM8AXv1i2y1bDorsTwHRn7HoAjyqlJgJ4NHoOAOcCmBg95gC4DdDCCKAFwGkATgXQYsQxOmaOdZ77XiSEfcMz60yFmoqaJPBQAviUKTnWnrFi7Ju+L4UgZB0VcilOiITOttyAfIFrbmnBtEwG02IEprmlJc+qM9eLs/ZcNre1YZIn8tLOCcxbm7S/wwLu3jyrLeRqvvHGcH+7UP7kvHl63A5kAnIFzuwzKIVUgqlTgb/7O925/Mkny3LJigudUup3ALY4wxcAuCvavwvAhdb43UrzBIAhIjISwDkAFiultiiltgJYDGB69NogpdRSpRMC77aulV7K8avZjTAcPz7cgdsVO/dGbFsdU6d2VTRxMVacLXojrbUugxE2E1QS5yI0GAEzVlerUmhVCs2RuBjhM8LV4rESbSFcE30/5npxAuliglrMvI0b03zuPEvPLREW6pJgH2c3dDXPgdwfKH/6U/51gGwXeSC/JVNTU77VFnpOoSOV4sorgeHDgU9+Eti/v8eXS2qN7kil1AYAiLZHROOjAayzjlsfjcWNr/eME5tQYrzrxnQtOPsmarvLAkWRu6y4KLLQlz4QyivzuSdNWoAtgi3OupstWPY6mjnGJ4D2NsQExyVq2BpZvvZ7u2kJ53nEO+Sq3NvWFl7HdC1ntx2Rz+J21+ncNdhMJtxw12CErLMz9zkh1eKww4BPfUq7MO+6q/DxBehtwSi+xRjVjXH/xUXmiEi7iLRv2rSpm1PsBRSbAO6+7uZN+fLG7J5x9k3UTSew983NN7pZGzGzCx8XW4fSXpPziV+rUl3i1dzSkiNY9jqaseDW+D5jD3jW7rYe0VngPeI+uwlS6cIN8gFyxW3q1HAPOyDXnblgQa7Q2Q1d3fxJ86PH/psZPjz/fYopRsB1ul5Jzv1v+/akp1OY5mbg2GOBG24A9u3r0aWSErrXI7cjou3GaHw9ALse0hgAHQXGx3jGvSil5iqlmpRSTSPKWzW7uhQbGBAndEC+0BlL4Ctfya9f6aYT2Fx0Uc7aki83bqDlujPYbkm3Uok9ZmOstiWZDNpaW3MsPPu1SZG4hCyzeQVckXFrcmva2rpco0DWcgslnBtrzl2ri8XOS5w61f/duzmOvpw6dw3WFTq3Jmahv6liihGQXknO/W/w4KSnUxgR4KMf1SXC/vu/e3SppIRuAQATOTkLwIPW+BVR9OXpALZHrs1HAJwtIkOjIJSzATwSvbZTRE6Poi2vsK6VXnw3lZB1Z9yWcbUa7RukI44xMQAAHCxJREFUsQR863K29QZk950kcds9ae+bnDKDcUvaa3ALRWKtMGOp2cEmZjVwWiRw0zIZXFZAyAq9Pj7m+7pz2rQc12VLZIX66mHaFqobmNMQFYnOceW6a3RxgSlu3zpfQIqZk+uuNBa9+133pHwcIeXm3e/WVt23v60bt3aTaqQXzAewFMAkEVkvIlcC+CaAs0RkFYCzoucA8BCAVwCsBvBjAJ8CAKXUFgA3AHgqenwtGgOAqwD8V3TOnwH8qtKfKTHifjmbG9GUKbk3Kjuqzn5ur8+5AQ2+aijmhnvRRdkxk99lpRXsX7vWa9EBKKqHWzuyQmLT4hHASZHr0hatyzIZLI8RyvNEMC+TwXnR9e19G180Z4tIjsCaQJfmlhZMcUTcEBoH8rss7Mxk9I8HX5qGjamBWSipf/JkLWSh4BPXqgNKs9hoxZFKI6I7kq9e3SOXeN8yTsmLUirUHfJMz7EKwNWB69wB4A7PeDuAE3oyx5qi0M1l+PDsH8SMGf7QcptMJhu9F2q3Y9xotnURqMXYd/x43abGyZOLq1NpB220KtXllnQx4jOppQXzW1uxLDrGtc5OjBHUhdE8zDGFLDs3mGVNWxvujKIqzWu+iMwVmQwmZTJdEZhxbYaMK7MrYMV0dwC08JkfFIaOjnwrPE70fNZc3PNiCXkWaP2RcnLGGbph6803xxczj6G3BaOQEL5fMz43kxk3uJGVtnVniKtpCeQmg5sIwZiiwyaUfmcm09XvzYdx69lBJ0uiEH83KrJrPaylBZdlMpjZ0oKFjjUHhC00d03uy1Zdy/mRYNrHhNbw1gZEwa59CWTF26w5xtWGyYvItK04V+Qefzy3q0EpGCvO7iDvWvw23bHYXIuQkJ7Sp4++Ny1ZArz0UrcuQaGrZUJBKUYAjcvKdldlMrm/4EM3TFv4iqxbabA7DYTclaYQ8pQlS3KCTox1FAoGMcIWstouy2S6rDbfeQb7mGKOt92mdiCKwXyG4SX0rWtwGrnmYa+Hmn8D4zp2Uz7cBP+ZM/MTw233tRuE0tamc+gMjY10TZLew7nn6g7lP/xht06n0NUChX4d2/UHzbatTZd1svFZI244usHNmzPbQm1jkK38YUdZ2ikDKzLZQsiHNzfnrL/51sJ8GKGLW48rlTg3pnGbtrW2xkZkdra1dSW6A/4uCYAWuWAZMPODwrbmOjpyhc/XqcCuRWpy6Gyhs4NPCgky3Y+kNzF0qHZh3nkn8MYbJZ9OoUsL9q/v9vbcnCnAL3KmUwHgv3G6LWE87MxkvHUr3WhC22pzb/rNLS3eNIAlMYElr0cWoWvZ7dq2zeu6dMds16R57TyRnCAVH3Yen02LJWiTMpmcRq4uw5Ys6QpE8fbkC/2YWLo0u1/Iops8Of/8QuklhPRmLrgA2LEDuPfekk8V1YNGkrVMU1OTag9VDOltlLLeMWUK8P3vh4NPbJYt0zdHd23OjC1YkBsYYdxn5vlNN3VVQRmpFDaIoCEqZhxrsRTB1rVrMTSmgsd5IlioVN62JxiR6871zNriQpHY2pymzqev3iegK6UcfNlluZGXNiZf0bgZjdC5/4a20Lm5cy7G0rvsMr8lt3Jl992YZt2YVIOiC9o3TZqk2n/0o0rOpfwoBcyZAwwYADz3nI7IzCX4+WnR9XaKETm7Qebw4YWDTwyhTgXF8Pjj2SaiyJb7MiK3K2qTE0coX25JJoMrJkwomNQNAGdEltMZRVZecVne1obzRLC8rQ0LleoSN7Mt5Bo1n8FYea7ImeAUE3Rj17sMpmC4Peh6grHsfX8D9vocUHxqAd2aJAlEtFW3fHmud6OYU2nR9XKKEboZM3JTCny46zMlBE3kYNaPrr02z1VppxKY8HofcVbPkkwG37Fcm/+2ZElsukA5mJfJdEVezoyiOkMYy63YccNb27Z1NW0tiPUde/GlHAC5uXWu69KXZuLO11iJJkUg9Ldn/70VghZdNUm3RQcAb76p8+ouvBD4yU/cV2nR1SzF/nq20wxs3F/tgN63XV12IIMZLzLC0sXkhK2MsejiXHtuz4OQyI0ssu3gt035LSPCIl37j1vfycxo3kbwQpacK2YmMMUEz7if2QTf9BsyBAut5PBQUj2ArHvSrXtpnl90Ufjfz8ZttAvktuSxj7MpJeKS1h2pJgMGAOecA9x/P7BxY+HjIyqeME56QNyv5rjEXHMz84mEb3zBgvx2PCZJ3KzRjRqVt27khsaHgk+AeCsOyCZiL4MWnfmtrV3i42NDiZ4Ic7x93lRP0rgtdD6RdS03N6E8LggF0JVfzis02Y4Of186N2k/xMyZwIoVuVa8G3Vp4wof4HdX2n9v9o8qpiGQanLBBcDPfw7ccQdw/fWFjwctut5LMSkF7nqK/cu9rQ3Yti3/PGPN2dXubWtg5szszbRIqy6uW7jBFrklmUxeiP6E5ma0KtXlOvQlg3eHzzvXWBdFa37bc+35lst0fmurN/k85J40a3Wuu9ZuM2SSx/ebAsvQ3539vAtfMIqdsO+mgvjaK7nEWXHNzfE1Lt2/N/PcxvfDi4njpNyMGwecdBJw++06QKUIKHRpwaw32utwvjWhZcvyx+wwdSB7Q7UFLxAFaJe2ci08NxDDCNw0q8SXETwT2m/Exg71LwdG2P4nyi10BRBAXjBKKPncxsx/QnNzwS7k5nvYNGFC19iu1lb0HT8+3KrHrXVZRB6jF9dic92aRvjsnEwjUj4BM0UJABZ+JtXnrLN0/cunnirqcApdGrBdR8UmBAPZ4AVfdRS75Je1ZmTfkE1SuCn3ZV7b7Fg3dusdI3Czo2LHxkIyImMLjS0y63xWD4DtPqvVw4dnzwbgFziDLa5m3xSBNrhi5nNjBq+vVJ5r06xp5nUweOCBeFEzOY62dW7/YHFLe/lclm5CeSZT2GUJ+AsU0HIj1eS97wX69y+6FB6FrjdSjEvIxr45zZ6dH3yQyehx15qzq2i4eVijRmUtOQ87M5mum7RJJ9gRPTeFjONqWPoSxG1RcUVmbJRTZ7scR4rg2KFD88Zsvm2dbweihIJZfOuCtkvTtURLZVL0vZnyX24u3d62Nv3dL13qb8IK6H+rE090Jukk/PuCkFwrzhd5CYTX3ExnDPP36Fp09j6tO1JJGhr0/4FHHy3qcApdLeDeNOznjY25Ped8SdZr1+aXA/NRYE1u55w5epvRRZvNTdrUtrQtOCA/MMNukhrCXpfziY5tkW1Qqiu4xBY7e989/tromj/ztM8x7sp5njmYKEwj1CHrzW0vZGNKg7kNaG32GWGKs+aM1eZWrrHX5nwuahOM4gqdLYbmb8mN4p0xQ+do2mtzJsfOzrVjI1ZSLf7mb4A//QnYurXgoRS63kYpCeLuvrmJuRadET9fkIJdBNi+uXZ05Na47OjoEjbfjdqXSmAHZhhrLs695xZavizjb6Bq0gK+ncl0WWY3tbZ2jZt9n7vTCN/UGNeubcGVGhDjFnu2mZTJ4DylckqAGTaI6Gopc+f6T77pJmDdutyxE0/MBqLYbZZChDoXuPg6ENhBKD5owZFq09iog1FefrngoRS63ko5Oj3bN3q7rqWNXevSl7MV7ZubstsV22x9qQNuCx5TsLm7bj+DETQjWp/PZHBtSws+FLlMn1yzBlObm7vcnb5z4/LwzPqgbVHabX0AHWUZZ70BfvFfKBLfgNbzAwOA/hEydqze9xVydnsJLliQXxXHTjUwW9eiC+H+HXZ26uf236NPBJkwTirFgAF6u3t3wUNZGaW34bPoZszQN5FCImfnSc2e7XdjusEnvhw6Q8waXRwmZy6uOkol+HYmg5taW0vOsesuJqXgzmnTuiy5FhE0QQv/QhE0trTkfAdx+YQ5Fp2vszig3ZVf+Uq2HmnIkps/X+fSAeGcSl9eXXMzsGtX9rmdXuBWRAnlctq1MSl01ST9lVFsXngBuOYa/Tf5wQ8CMZ+fQtebsMO57V/H7g3GLfkVEhPza73UElp2snKULL5hw4acMl9AtuzXyOimHrqBr2lrw4SoHY/BCEOh0llJEioYbT5POekqnzZypB4wSeOhHxrLl+v1iZC78vzzs2XA7IRwOxozFIlZqPRXMQJnn0OqRX0J3QMPALfeCqxZY37UswRYTREK5+4O5mZmu7uKCcl1XGh2+HuDJ0jEJ3Im+OJOy+03e8mSnHWs3ipyAPIKPBtckbOLU9vuWnvfpFwYQdvpfO4ud7ARNrsMmI35d/zKV/yd4d1/3zhrrlTM36GvWIH9OpCbZ0dIJWhvByZO9HuuHCh0tYArdL68OYMvhBwAbrwxe4zvBmljcueim6ypy2huziYoZWcmg2Ge6MU4QpZQXJeAYroYlMK6tWuLqpVZbFNX+zPZOYP2/uGez53Xy8+kdADhws5mDS7krpw5U28/9zk9VkwPOvdvJrQebP7uQtYcIdXimWeAP/4R+NCHijqcrsveTqFeYKHPEBIHO3cOyN44TU1LY0kYsevo6EonMIxUSvdNC4iWWZuyG6yep1S33JTL29rw5WnTcqwqk9T9pSVLYqMnu4upc2lcli0iOVao+9x8rs1tbV5Bs3F/LBjXrzdfztDRoV2Vbu4ckF1zNQJn9xL0YdbluuO6NC5123UeKgBNay4J6sN1+cYbwJVXAgMHAs8+Cxx2mHmFrsuawFdLsKe/lG1hsW+K9piNXRElcl2aPDk72tIVOTfCcGVrKxpbWnKsmlBnbvMAkNPh21hyruvQREWGRO7xtrauXLrHu2Ep2sWct65dm5cy4D43n8sVuc2e9x6YyaC/c5zrxgSQ/f6N+9iInPn3cjsW2P+OcbUuS6mc41KsJUeRI5Vi1y6gpQXYtAm45x5b5GKh0PVW7GaqcZgeYkC4LYth5sxc15ddDNgX5WdZGa770sWI2YpMBo0tLV0WnW+dyqZVKbQq1VUSzHRRW9HaissymS7Lyq57aYoth1yLU5ubi8qXMzlytuDZhZwnAxg6fnxeSoQtzN3B/pHQVR2luzUsTdSlXf7LJ3TFrskVypMrlO5CkSOVYsMGHWX53HO6oPPppxd9Kl2XvZHOTl2FYtGi4ppc+j6Hb53ORyi1oJvY0Zc9SS+w3ZwtIpjkNESdF0gmB5ATJRnaL3UuQM8DZ4wLuKGlJbf0V5zbsqkp6440GDclkP+ayZ+zH2vXxi/Y25ae/cMJYIRlbZFe1+WTTwLf/Kbe//nPQx4Jui5rAnPjGD5cb82NoydVJ0IWjdue5/zz82+4N92ku1kDwKhRQWvOxo6+NBad3cVgc1tbsCEr4BeVVk/LHp81ZnArrPj2AXi7I/gS2qdFomuiK1cEvgd7fKHH+jUuYLe+JQB/Sx5XdIz1FoqadbuKA1rAbJGzfwCZSjohkQOKi7AEKHKkMvz1r8BXvwpcdx1wxBHAE090y+1OoetNhATNhGqHXvfdoNauza+MAfjXdIxV52sJM3Wq3rdKgBnsG7lPBM36nLHqGltacHhzc2wD1mkZ3crHdg3GuQl9Vp0RquVtbbGtfnzWna9MmREwU4dyZWur1w27srW161j7X6Rgv76Ojvw2SGbfFja71JftqjT7doCJCThx//1tobNf9/0NGQqlu1DkSLnZtw+46y5d+OLpp4FvfEO7LLv5o5+uy96GnQhuXJc+N5Eb7Rb3WeLcV7bw2XUvH388K3I9YGcm0yWQxVRMMUKxsrU1VhCLpTuRnoW6oZdCXHRqHibi1XZX2q5JI2zm+eTJ2X9bt2h3KH/OHGt/J4Vc43aiOEWuN1P7rsvdu4GFC3Uy+ObNwMUX6/8TpvxdPKyM4tJrhQ7IXZszNxL3ZuRbuysl1cBd1zE31VLW7ExKQg1T7sosJl3A3VYEu+qN7zPY63SFiEtjCa0TU+R6G7UrdNu367W3X/4S2LEDeN/7gH/911LdlFyjqynsG0gp6QVuBKbB17TUuLtsK87euvgCJmyRiwuoiNhbQjUOe70rtCbWU1ZUoPyY20i1ZJELNcK1MeLlq1VpiBNA3zkm6MSO9o0rKk6RI+Vg3Trg+98HLr0UuPtuLXBPPKH7zJUxR5YWXRpwf423t3e/zqUhlKCcALb7Mwk2iGDYkiXFuyCB7rl+jZVdqOVOJhMu2r1tGzBkSGnvazCFwwt5DyhyvZXasOgOHNCNhR98UN+r+vXTQnfddcDxx/fkyrToahY72s1+2GOu1WcsOxNV58N1a9m1MIFsLUVf8IqLaenjq89ol7Wy2v4A2SCNnZlMXqCGydmzq7LYdSLd4BdjLQYDPiKKiRy18wXNdbdE9ToLXb/rM150kf81E8Xq4jZRDWGsMbPOZqeQZDLAzTf7U0vsiidu5GQpzVIpcqS7bN0K/OQnwOWXa7fkhg3ADTcAr76qrbmeiVwsFLreTik3FtfdFLc+40Zk2qHptrgVUwDaYHc9sLuV+zqXP/54V0uagXPn6qr91nEjR47EwIEDu0LygXg3oLG2GlpacgTUJS5y1H6+q7UVOzMZHHzZZRg5cmTX/Lq6C4Swe8m5PPKI38ozrXcMK1aE/+1MUYBirUvzoyeUOgAUdlOy5Q7pLkrpaMkbbgAuuUQnep9wgl6PW7sW+Jd/Ad7xjopPo2/F34GUB9d95Pv17fYBsyM47dJP7g3UDkmfPDnbx8zgCt7MmbluNt9N9Le/zbXsjIgZi8ZYPHGC6GkXhGuvzfZsmzs3G5ZvvbZhwwYA+Z3QB0aW40il9DwuuggDAf19RO8zcO5cDDRi5nb7tkXcnVdHR9c10dGRW2/SLZ5tuybtCMoQrtXmsnZtvJDZfyvumPmb8f3dGEJJ44SE2LULWLxYR1CuWQMMHgx86lPAJz8JHHdc1aeTmjU6EZkO4HsA+gD4L6XUN+OOr+k1ukLh4EC+0BXTvy6OZcuy+241jnLj+3cxguIj7jXfce7xpoB1KRhhCaUBxAmdOcZujhrC10suLuetp3A9rpZJfo1u9Wq99vboo8Cbb+q/1auu0mtwhx5a/vfLJfj5U2HRiUgfALcCOAvAegBPicgCpdSLyc6sQhRTFsz3K97sNzXF5935sC0OY/kBuQJYLnw38vnzwzf4YkXK51Y1z7srHr41TLPe5nP7mu+tra2wyJnjAD0/829XSeimJKWybx+wZIm23l54ARgwQAvbVVcB73530rMDkBKLTkSmAMgopc6Jnn8JAJRS3widU9MWnU0x1l0hqvE9VEIQeztx7shiqLSo+aDA1TLVtehee017Jh5+WOe+TZqkXZOzZgFDh/bs2t0j3RYdgNEA1lnP1wM4zT1IROYAmAMA48aNq87MKo19Y+qu6PluqOUWv57e9A1JCGa55l6IJIQNoLjVCTn3vyOP7P6F/vxnYN487W046CDgwgu19TZtGtCDrh6VJC1C5/t280xVpdRcAHMBbdFVelJVJ1RFpTuEbrpJW8HVEp1qQGEjVSTn/jdpUun3vxdeAO69V+fADRwIfOELwKc/Xdz6eMKkRejWA7CLoY0BUNu1qXpCOay8EKXcnJMWxd5EtUWNYkbKxapVwA9/qL0pw4frVIGrr07KPdkt0iJ0TwGYKCITALwG4FIAlyU7pV5CJUWvEJW6uSchoElZXz4oYqQabN+u894WLQIOPxz4zneAOXOK7urdm0iF0Cml9ovINQAegU4vuEMp9ULC0+p9+G6Q1Ra/ctCbRKfSUNRItTlwQKcI3Hmn7ibwmc8ALS3dLy3XC0iF0AGAUuohAA8lPY+aI3QjrUUBTAMUNpIk27YBX/+67gF35pnALbcA73pX0rPqMakROlJmSr3hUhhLg4JGehsvvgh87Wta7H78Y+DKK3ttFGWpUOhIeUjixp2UuFKkSNp47DHdxXv0aOAPfwBOOSXpGZUVCh2pXSg4hPScp57SIjdlim58OmxY0jMqOxQ6QgipV1as0IEmxx2nS3gNHpz0jCoC2/QQQkg9sm+fzok74ghdxiulIgfQoiOEkPrk/vt1vcpf/7omqpv0BFp0hBBSbxw4oLt9/93fAWedlfRsKg6FjhBC6o0dO4A9e7Trsg6g0BFCSL2xcydw8snA8ccnPZOqQKEjhJB6Y88e4JJLkp5F1aDQEUJIPTJ1atIzqBoUOkIIqUdOPjnpGVQNCh0hhNQb/frp5ql1AoWOEELqjX79kp5BVaHQEUJIvUGhI4QQkmr69El6BlWFQkcIIfXGQfV16xelVNJzSAQR2QTgL0nPo8IcDmBz0pPoJfC7yMLvIkuavovNSqnpxRwoIg8Xe2waqFuhqwdEpF0p1ZT0PHoD/C6y8LvIwu+iPqgv+5UQQkjdQaEjhBCSaih06WZu0hPoRfC7yMLvIgu/izqAa3SEEEJSDS06QgghqYZCRwghJNVQ6FKCiIwVkSUi8pKIvCAin4nGh4nIYhFZFW2HJj3XSiIih4jIkyLyXPQ9tEbjE0Tkj9H38D8i0j/puVYLEekjIs+IyKLoeV1+FyKyVkSWi8izItIejdXV/496hUKXHvYD/7+9OwixqorjOP790QiVKZKkiINIEGRQTRuxdKFDhZZoC4ugQCIIpIWCItWiReqiFlabVraQKES0IZeJFrRqoQkF1sJNxAxNUNIEIlS/FvcMzsJ28+6Fc34fGOaeO2fxfwfO/O655713OWh7A7AJeF3SQ8AbwAXbDwAXSrtmN4FJ248CE8B2SZuAd4H3yzj8Abw6YI192w9cXdBueSy22Z5Y8Nm51uZHkxJ0lbA9Y/tyOZ6j+8e2FtgNnCzdTgLPDVNhP9z5qzSXlB8Dk8CZcr76cZgnaRx4FjhR2qLRsfgfTc2PViXoKiRpPfAY8C2w2vYMdGEIrBqusn6UW3VXgFngPHANuG7779LlF7qLgBZ8ABwG/i3tlbQ7Fga+lHRJ0mvlXHPzo0VjQxcQi0vSPcBZ4IDtP7sL+LbY/geYkLQCmAI23K5bv1X1T9JOYNb2JUlb50/fpmv1Y1Fstj0taRVwXtKPQxcU/UjQVUTSErqQ+9T25+X0r5LW2J6RtIZuldME29clfU23Z7lC0lhZyYwD04MW14/NwC5JzwB3AsvpVngtjgW2p8vvWUlTwEYanh8tya3LSpS9l4+Bq7aPL/jTOWBvOd4LfNF3bX2SdF9ZySHpLuBJuv3Kr4A9pVv14wBg+03b47bXAy8CF22/RINjIWmppGXzx8DTwA80Nj9alW9GqYSkLcA3wPfc2o95i26f7jSwDvgZeN7274MU2QNJj9C9qeAOugu507bfkXQ/cAq4F/gOeNn2zeEq7Ve5dXnI9s4Wx6K85qnSHAM+s31M0koamh+tStBFRETVcusyIiKqlqCLiIiqJegiIqJqCbqIiKhagi4iIqqWoIuIiKol6CIiomoJuogRkLRP0kcL2kclfTJkTRGtygfGI0ZA0t3AT8DDwBbgCPCE7RuDFhbRoARdxIhIeg9YCuwAnrJ9beCSIpqUoIsYEUkP0n2h9G7b54auJ6JV2aOLGJ23gd/I47AiBpWgixgBSQfpngH3ArB/4HIimpYrzYhFJmkSeAV43PacpOWSJmxfGbq2iBZlRRexiCStA07QPddsrpz+EDgwXFURbcubUSIiompZ0UVERNUSdBERUbUEXUREVC1BFxERVUvQRURE1RJ0ERFRtQRdRERU7T+rYjj2K8RZ4AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.jointplot(x=\"bmi\", y=\"charges\", data = data,kind=\"kde\", color=\"r\")\n", + "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", + "g.ax_joint.collections[0].set_alpha(0)\n", + "g.set_axis_labels(\"$X$\", \"$Y$\")\n", + "ax.set_title('Distribution of bmi and charges')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Analysis on Charges of Smokers and Non-smokers using the Scatter Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(10,6))\n", + "ax = sns.scatterplot(x='bmi',y='charges',data=data,palette='magma',hue='smoker')\n", + "ax.set_title('Scatter plot of charges and bmi')\n", + "\n", + "sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", data=data, palette = 'magma', size = 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Smoker Parents who have children at their home :" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"children\", kind=\"count\", palette=\"ch:.25\", data=data, size = 6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distribution of Smoker and Non-smokers who have children" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'Smokers and non-smokers who have childrens')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"smoker\", kind=\"count\", palette=\"rainbow\",hue = \"sex\",\n", + " data=data[(data.children > 0)], size = 6)\n", + "ax.set_title('Smokers and non-smokers who have childrens')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Health Effects of Smoking and Secondhand Smoke on Children :\n", + "\n", + "1. Because their bodies are developing, infants and young children are especially vulnerable to the poisons in secondhand smoke.\n", + "\n", + "2. Both babies whose mothers smoke while pregnant and babies who are exposed to secondhand smoke after birth are more likely to die from sudden infant death syndrome (SIDS) than babies who are not exposed to cigarette smoke.\n", + "\n", + "3. Mothers who are exposed to secondhand smoke while pregnant are more likely to have lower birth weight babies, which makes babies weaker and increases the risk for many health problems.\n", + "\n", + "4. Babies whose mothers smoke while pregnant or who are exposed to secondhand smoke after birth have weaker lungs than other babies, which increases the risk for many health problems.\n", + "\n", + "5. Secondhand smoke exposure causes acute lower respiratory infections such as bronchitis and pneumonia in infants and young children.\n", + "\n", + "6. Secondhand smoke exposure causes children who already have asthma to experience more frequent and severe attacks.\n", + "\n", + "7. Secondhand smoke exposure causes respiratory symptoms, including cough, phlegm, wheezing, and breathlessness, among school-aged children.\n", + "\n", + "8. Children exposed to secondhand smoke are at increased risk for ear infections and are more likely to need an operation to insert ear tubes for drainage." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PART 2 :: Regression Models based on the dataset :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linear regression model :" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.metrics import r2_score,mean_squared_error\n", + "from sklearn.ensemble import RandomForestRegressor" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training the Dataset to predict :" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7962732059725786\n" + ] + } + ], + "source": [ + "x = data.drop(['charges'], axis = 1)\n", + "y = data.charges\n", + "\n", + "x_train,x_test,y_train,y_test = train_test_split(x,y, random_state = 0)\n", + "lr = LinearRegression().fit(x_train,y_train)\n", + "\n", + "y_train_pred = lr.predict(x_train)\n", + "y_test_pred = lr.predict(x_test)\n", + "\n", + "print(lr.score(x_test,y_test))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Not bad for such a lazy implementation, even without data normalization:D After all, the data will not always be so \"good\". So don't forget to pre-process the data. I'll show you all this later when I try to implement my own linear regression. So don't be mad at me please :) Now let's add polynomial signs. And look at the result.**" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.884919734414723\n" + ] + } + ], + "source": [ + "X = data.drop(['charges','region'], axis = 1)\n", + "Y = data.charges\n", + "\n", + "\n", + "\n", + "quad = PolynomialFeatures (degree = 2)\n", + "x_quad = quad.fit_transform(X)\n", + "\n", + "X_train,X_test,Y_train,Y_test = train_test_split(x_quad,Y, random_state = 0)\n", + "\n", + "plr = LinearRegression().fit(X_train,Y_train)\n", + "\n", + "Y_train_pred = plr.predict(X_train)\n", + "Y_test_pred = plr.predict(X_test)\n", + "\n", + "print(plr.score(X_test,Y_test))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Already good. Our model predicts well the cost of treatment of patients. I think we could limit ourselves to creating two or three polynomial features, but the data set is so small, so we went the easy way. And finally try RandomForestRegressor. I've never used this algorithm in regression analysis.**" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE train data: 3729086.094, MSE test data: 19933823.142\n", + "R2 train data: 0.974, R2 test data: 0.873\n" + ] + } + ], + "source": [ + "forest = RandomForestRegressor(n_estimators = 100,\n", + " criterion = 'mse',\n", + " random_state = 1,\n", + " n_jobs = -1)\n", + "forest.fit(x_train,y_train)\n", + "forest_train_pred = forest.predict(x_train)\n", + "forest_test_pred = forest.predict(x_test)\n", + "\n", + "print('MSE train data: %.3f, MSE test data: %.3f' % (\n", + "mean_squared_error(y_train,forest_train_pred),\n", + "mean_squared_error(y_test,forest_test_pred)))\n", + "print('R2 train data: %.3f, R2 test data: %.3f' % (\n", + "r2_score(y_train,forest_train_pred),\n", + "r2_score(y_test,forest_test_pred)))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure(figsize=(10,6))\n", + "\n", + "pl.scatter(forest_train_pred,forest_train_pred - y_train,\n", + " c = 'black', marker = 'o', s = 35, alpha = 0.5,\n", + " label = 'Train data')\n", + "pl.scatter(forest_test_pred,forest_test_pred - y_test,\n", + " c = 'c', marker = 'o', s = 35, alpha = 0.7,\n", + " label = 'Test data')\n", + "pl.xlabel('Predicted values')\n", + "pl.ylabel('Tailings')\n", + "pl.legend(loc = 'upper left')\n", + "pl.hlines(y = 0, xmin = 0, xmax = 60000, lw = 2, color = 'red')\n", + "pl.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Good result. But we see a noticeable retraining of the algorithm on the training data.**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Visualization and Preprocessing :" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "# regression models\n", + "from sklearn.preprocessing import StandardScaler # for feature scaling\n", + "from sklearn.pipeline import Pipeline # for using pipeline\n", + "from sklearn.linear_model import LinearRegression # for linear regression\n", + "from sklearn.preprocessing import PolynomialFeatures # for adding polynomial features\n", + "from sklearn.linear_model import Ridge # for ridge regression\n", + "from sklearn.linear_model import Lasso # for lasso regression\n", + "from sklearn.svm import SVR # for support vector regression\n", + "from sklearn.tree import DecisionTreeRegressor # for decisiton tree regression\n", + "from sklearn.ensemble import RandomForestRegressor # for random forest regression\n", + "# hyptertuning\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import RandomizedSearchCV\n", + "from scipy.stats import randint as sp_randint\n", + "# extra\n", + "from sklearn.metrics import r2_score\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.model_selection import cross_val_score\n", + "from collections import Counter\n", + "from IPython.core.display import display, HTML\n", + "sns.set_style('darkgrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "dataset = pd.read_csv('insurance.csv')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Heatmap shows the better corelation among the attributes :" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr = dataset.corr()\n", + "#Plot figsize\n", + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "#Generate Heat Map, allow annotations and place floats in map\n", + "sns.heatmap(corr, cmap='coolwarm', annot=True, fmt=\".2f\")\n", + "#Apply xticks\n", + "plt.xticks(range(len(corr.columns)), corr.columns);\n", + "#Apply yticks\n", + "plt.yticks(range(len(corr.columns)), corr.columns)\n", + "#show plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Age v/s Count and Age v/s Charges :" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.distplot(dataset['age'], ax = axes[0])\n", + "axes[0].set_xlabel('Age', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.scatterplot(x = 'charges', y = 'age', data = dataset, hue = 'smoker', ax = axes[1])\n", + "axes[1].set_xlabel('Charges', fontsize=14)\n", + "axes[1].set_ylabel('Age', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Age v/s charges [by boxenplot representation]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axe = plt.subplots(1,1,figsize=(20,4))\n", + "sns.boxenplot(x = 'age', y = 'charges', data = dataset, ax = axe)\n", + "axe.set_xlabel('Age', fontsize=14)\n", + "axe.set_ylabel('Charges', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### BMI v/s Count and Charge v/s BMI :" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.distplot(dataset['bmi'], ax = axes[0])\n", + "axes[0].set_xlabel('Body Mass Index (BMI)', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.scatterplot(x = 'charges', y = 'bmi', data = dataset, hue = 'sex',ax = axes[1])\n", + "axes[1].set_xlabel('Charges', fontsize=14)\n", + "axes[1].set_ylabel('Body Mass Index (BMI)', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Gender Distribution and Gender v/s Charges :" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sex_list = Counter(dataset['sex'])\n", + "labels = sex_list.keys()\n", + "sizes = sex_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['sex'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Sex', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.boxenplot(x = 'sex', y = 'charges', data = dataset, hue = 'sex', ax = axes[1])\n", + "axes[1].set_xlabel('Charges', fontsize=14)\n", + "axes[1].set_ylabel('Sex', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "axes[1].legend(bbox_to_anchor=(0.6,1), loc=1, borderaxespad=0.)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Smokers having Children :" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "children_list = Counter(dataset['children'])\n", + "labels = children_list.keys()\n", + "sizes = children_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['children'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Children', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.boxplot(x = 'children', y = 'charges', data = dataset, ax = axes[1])\n", + "axes[1].set_xlabel('Children', fontsize=14)\n", + "axes[1].set_ylabel('Charges', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Smokers v/s Charges" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "smoker_list = Counter(dataset['smoker'])\n", + "labels = smoker_list.keys()\n", + "sizes = smoker_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['smoker'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Smoker', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.violinplot(x = 'smoker', y = 'charges', data = dataset, hue = 'smoker', ax = axes[1])\n", + "axes[1].set_xlabel('Smoker', fontsize=14)\n", + "axes[1].set_ylabel('Charges', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Region based Smokers analysis :" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "region_list = Counter(dataset['region'])\n", + "labels = region_list.keys()\n", + "sizes = region_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['region'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Region', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.swarmplot(x = 'region', y = 'charges', data = dataset, hue = 'region', ax = axes[1])\n", + "axes[1].set_xlabel('Region', fontsize=14)\n", + "axes[1].set_ylabel('Charges', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "axes[1].legend(bbox_to_anchor=(1.15, 1), loc=2, borderaxespad=0.)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Creating dummy datasets and train and test the model according to the dataset and then predict the issues." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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agebmichildrenchargessex_femalesex_malesmoker_nosmoker_yesregion_northeastregion_northwestregion_southeastregion_southwest
01927.900016884.9240010010001
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" + ], + "text/plain": [ + " age bmi children charges sex_female sex_male smoker_no \\\n", + "0 19 27.900 0 16884.92400 1 0 0 \n", + "1 18 33.770 1 1725.55230 0 1 1 \n", + "2 28 33.000 3 4449.46200 0 1 1 \n", + "3 33 22.705 0 21984.47061 0 1 1 \n", + "4 32 28.880 0 3866.85520 0 1 1 \n", + "\n", + " smoker_yes region_northeast region_northwest region_southeast \\\n", + "0 1 0 0 0 \n", + "1 0 0 0 1 \n", + "2 0 0 0 1 \n", + "3 0 0 1 0 \n", + "4 0 0 1 0 \n", + "\n", + " region_southwest \n", + "0 1 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = pd.get_dummies(dataset)\n", + "dataset.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "X = dataset.drop('charges', axis = 1).values\n", + "y = dataset['charges'].values.reshape(-1,1)\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 42)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of X_train: (1003, 11)\n", + "Shape of X_test: (335, 11)\n", + "Shape of y_train: (1003, 1)\n", + "Shape of y_test (335, 1)\n" + ] + } + ], + "source": [ + "print(\"Shape of X_train: \",X_train.shape)\n", + "print(\"Shape of X_test: \", X_test.shape)\n", + "print(\"Shape of y_train: \",y_train.shape)\n", + "print(\"Shape of y_test\",y_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Basic Linear Regression Model :" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Creating the linear regressor\n", + "regressor_linear = LinearRegression()\n", + "regressor_linear.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.7445006998667603\n", + "R2_score (train): 0.7449555328228536\n", + "R2_score (test): 0.7672642952734356\n", + "RMSE: 5926.023602394469\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score the Test set results\n", + "cv_linear = cross_val_score(estimator = regressor_linear, X = X, y = y, cv = 10)\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_linear_train = regressor_linear.predict(X_train)\n", + "r2_score_linear_train = r2_score(y_train, y_pred_linear_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_linear_test = regressor_linear.predict(X_test)\n", + "r2_score_linear_test = r2_score(y_test, y_pred_linear_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_linear = (np.sqrt(mean_squared_error(y_test, y_pred_linear_test)))\n", + "print(\"CV: \", cv_linear.mean())\n", + "print('R2_score (train): ', r2_score_linear_train)\n", + "print('R2_score (test): ', r2_score_linear_test)\n", + "print(\"RMSE: \", rmse_linear)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Polynomial Regression - 2nd degree :" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Creating the polynomial features and regressor\n", + "poly_reg = PolynomialFeatures(degree = 2)\n", + "X_poly = poly_reg.fit_transform(X)\n", + "X_train_poly = poly_reg.fit_transform(X_train)\n", + "poly_reg.fit(X_train_poly, y_train)\n", + "\n", + "regressor_poly2 = LinearRegression()\n", + "regressor_poly2.fit(X_train_poly, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.7626012887082249\n", + "R2_score (train): 0.8395580612771243\n", + "R2_score (test): 0.8526214897539302\n", + "RMSE: 4715.730206340301\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score the Test set results\n", + "cv_poly2 = cross_val_score(estimator = regressor_poly2, X = X_poly, y = y, cv = 10)\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_poly2_train = regressor_poly2.predict(poly_reg.fit_transform(X_train))\n", + "r2_score_poly2_train = r2_score(y_train, y_pred_poly2_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_poly2_test = regressor_poly2.predict(poly_reg.fit_transform(X_test))\n", + "r2_score_poly2_test = r2_score(y_test, y_pred_poly2_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_poly2 = (np.sqrt(mean_squared_error(y_test, y_pred_poly2_test)))\n", + "print('CV: ', cv_poly2.mean())\n", + "print('R2_score (train): ', r2_score_poly2_train)\n", + "print('R2_score (test): ', r2_score_poly2_test)\n", + "print(\"RMSE: \", rmse_poly2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ridge Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "steps = [\n", + " ('scalar', StandardScaler()),\n", + " ('poly', PolynomialFeatures(degree=2)),\n", + " ('model', Ridge())\n", + "]\n", + "\n", + "ridge_pipe = Pipeline(steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# step 1: alpha:[200, 230, 250,265, 270, 275, 290, 300, 500] -> 200\n", + "# step 2: alpha:[10,50,100,150,200] -> 50\n", + "# step 3: alpha: np.arange(30, 75, 1) -> 43\n", + "\n", + "parameters = { 'model__alpha' : [43],\n", + " 'model__fit_intercept' : [True],\n", + " 'model__tol' : [0.0001],\n", + " 'model__solver' : ['auto'],\n", + " 'model__random_state': [42] \n", + "}\n", + "regressor_ridge = GridSearchCV(ridge_pipe, parameters, iid=False, cv=10)\n", + "regressor_ridge = regressor_ridge.fit(X, y.ravel())" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8364285533590552\n", + "{'model__alpha': 43, 'model__fit_intercept': True, 'model__random_state': 42, 'model__solver': 'auto', 'model__tol': 0.0001}\n" + ] + } + ], + "source": [ + "print(regressor_ridge.best_score_)\n", + "print(regressor_ridge.best_params_)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.8364285533590552\n", + "R2_score (train): 0.8427507255457396\n", + "R2_score (test): 0.8615641628327121\n", + "RMSE: 4570.420248306232\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score the Test set results\n", + "cv_ridge = regressor_ridge.best_score_\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_ridge_train = regressor_ridge.predict(X_train)\n", + "r2_score_ridge_train = r2_score(y_train, y_pred_ridge_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_ridge_test = regressor_ridge.predict(X_test)\n", + "r2_score_ridge_test = r2_score(y_test, y_pred_ridge_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_ridge = (np.sqrt(mean_squared_error(y_test, y_pred_ridge_test)))\n", + "print('CV: ', cv_ridge.mean())\n", + "print('R2_score (train): ', r2_score_ridge_train)\n", + "print('R2_score (test): ', r2_score_ridge_test)\n", + "print(\"RMSE: \", rmse_ridge)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lasso Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "steps = [\n", + " ('scalar', StandardScaler()),\n", + " ('poly', PolynomialFeatures(degree=2)),\n", + " ('model', Lasso())\n", + "]\n", + "\n", + "lasso_pipe = Pipeline(steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 1 candidates, totalling 10 fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n", + "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 1.5s remaining: 0.0s\n", + "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 1.5s finished\n" + ] + } + ], + "source": [ + "# Applying Grid Search to find the best model and the best parameters\n", + "# step 1: alpha:np.arange(0.01, 1, 0.005) -> 0.9949\n", + "\n", + "parameters = { 'model__alpha' : [0.9949],\n", + " 'model__fit_intercept' : [True],\n", + " 'model__tol' : [0.0001],\n", + " 'model__max_iter' : [5000],\n", + " 'model__random_state': [42] \n", + "}\n", + "regressor_lasso = GridSearchCV(lasso_pipe, parameters, iid=False, cv=10, n_jobs = -1, verbose = 4)\n", + "regressor_lasso = regressor_lasso.fit(X, y.ravel())" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.8362960067859149\n", + "R2_score (train): 0.8429615732935353\n", + "R2_score (test): 0.8615998023225331\n", + "RMSE: 4569.83189656797\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score\n", + "cv_lasso = regressor_lasso.best_score_\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_lasso_train = regressor_lasso.predict(X_train)\n", + "r2_score_lasso_train = r2_score(y_train, y_pred_lasso_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_lasso_test = regressor_lasso.predict(X_test)\n", + "r2_score_lasso_test = r2_score(y_test, y_pred_lasso_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_lasso = (np.sqrt(mean_squared_error(y_test, y_pred_lasso_test)))\n", + "print('CV: ', cv_lasso.mean())\n", + "print('R2_score (train): ', r2_score_lasso_train)\n", + "print('R2_score (test): ', r2_score_lasso_test)\n", + "print(\"RMSE: \", rmse_lasso)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Support Vector Regression Model :" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "sc_X = StandardScaler()\n", + "sc_y = StandardScaler()\n", + "X_scaled = sc_X.fit_transform(X)\n", + "y_scaled = sc_y.fit_transform(y.reshape(-1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# Creating the SVR regressor\n", + "regressor_svr = SVR()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 60 candidates, totalling 600 fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n", + "[Parallel(n_jobs=-1)]: Done 38 tasks | elapsed: 2.3s\n", + "[Parallel(n_jobs=-1)]: Done 184 tasks | elapsed: 12.1s\n", + "[Parallel(n_jobs=-1)]: Done 430 tasks | elapsed: 26.9s\n", + "[Parallel(n_jobs=-1)]: Done 600 out of 600 | elapsed: 1.4min finished\n" + ] + } + ], + "source": [ + "# Applying Grid Search to find the best model and the best parameters\n", + "parameters = { 'kernel' : ['rbf', 'sigmoid'],\n", + " 'gamma' : [0.001, 0.01, 0.1, 1, 'scale'],\n", + " 'tol' : [0.0001],\n", + " 'C': [0.001, 0.01, 0.1, 1, 10, 100] }\n", + "regressor_svr = GridSearchCV(estimator = regressor_svr,\n", + " param_grid = parameters,\n", + " cv = 10,\n", + " verbose = 4,\n", + " iid = True,\n", + " n_jobs = -1)\n", + "regressor_svr = regressor_svr.fit(X_scaled, y_scaled.ravel())" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'C': 10, 'gamma': 0.01, 'kernel': 'rbf', 'tol': 0.0001}\n", + "0.8415317412948141\n" + ] + } + ], + "source": [ + "print(regressor_svr.best_params_)\n", + "print(regressor_svr.best_score_)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.8415317412948141\n", + "R2_score (train): 0.84341845998986\n", + "R2_score (test): 0.8610473902627702\n", + "RMSE: 4578.942852687091\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score\n", + "cv_svr = regressor_svr.best_score_\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_svr_train = sc_y.inverse_transform(regressor_svr.predict(sc_X.transform(X_train)))\n", + "r2_score_svr_train = r2_score(y_train, y_pred_svr_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_svr_test = sc_y.inverse_transform(regressor_svr.predict(sc_X.transform(X_test)))\n", + "r2_score_svr_test = r2_score(y_test, y_pred_svr_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_svr = (np.sqrt(mean_squared_error(y_test, y_pred_svr_test)))\n", + "print('CV: ', cv_svr.mean())\n", + "print('R2_score (train): ', r2_score_svr_train)\n", + "print('R2_score (test): ', r2_score_svr_test)\n", + "print(\"RMSE: \", rmse_svr)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Desicion Tree Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# Creating the Decision Tree regressor\n", + "regressor_dt = DecisionTreeRegressor(random_state = 42)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 1080 candidates, totalling 10800 fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n", + "[Parallel(n_jobs=-1)]: Done 156 tasks | elapsed: 0.3s\n", + "[Parallel(n_jobs=-1)]: Done 4732 tasks | elapsed: 10.6s\n", + "[Parallel(n_jobs=-1)]: Done 10800 out of 10800 | elapsed: 27.9s finished\n" + ] + } + ], + "source": [ + "# Applying Grid Search to find the best model and the best parameters\n", + "parameters = [ { \"max_depth\": np.arange(1,21),\n", + " \"min_samples_leaf\": [1, 5, 10, 20, 50, 100],\n", + " \"min_samples_split\": np.arange(2, 11),\n", + " \"criterion\": [\"mse\"],\n", + " \"random_state\" : [42]}\n", + " ]\n", + "regressor_dt = GridSearchCV(estimator = regressor_dt,\n", + " param_grid = parameters,\n", + " cv = 10,\n", + " verbose = 4,\n", + " iid = False,\n", + " n_jobs = -1)\n", + "regressor_dt = regressor_dt.fit(X_scaled, y_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'criterion': 'mse', 'max_depth': 5, 'min_samples_leaf': 10, 'min_samples_split': 2, 'random_state': 42}\n", + "0.8524782784394495\n" + ] + } + ], + "source": [ + "print(regressor_dt.best_params_)\n", + "print(regressor_dt.best_score_)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.8524782784394495\n", + "R2_score (train): 0.8776418101991081\n", + "R2_score (test): 0.8776557282375658\n", + "RMSE: 4296.587785971407\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score\n", + "cv_dt = regressor_dt.best_score_\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_dt_train = sc_y.inverse_transform(regressor_dt.predict(sc_X.transform(X_train)))\n", + "r2_score_dt_train = r2_score(y_train, y_pred_dt_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_dt_test = sc_y.inverse_transform(regressor_dt.predict(sc_X.transform(X_test)))\n", + "r2_score_dt_test = r2_score(y_test, y_pred_dt_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_dt = (np.sqrt(mean_squared_error(y_test, y_pred_dt_test)))\n", + "print('CV: ', cv_dt.mean())\n", + "print('R2_score (train): ', r2_score_dt_train)\n", + "print('R2_score (test): ', r2_score_dt_test)\n", + "print(\"RMSE: \", rmse_dt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Random Forest Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# Creating the Random Forest regressor\n", + "regressor_rf = RandomForestRegressor()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because of RandomSearch and GridSeach have took about 20 minutes, I didn't include these steps in the kernel's final form. But you can expand the following 2 cells and view how changed the parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "# Applying RandomSearch and GridSearch to find the best model and the best parameters\n", + "parameters = { \"n_estimators\": [1200],\n", + " \"max_features\": [\"auto\"],\n", + " \"max_depth\": [50],\n", + " \"min_samples_split\": [7],\n", + " \"min_samples_leaf\": [10],\n", + " \"bootstrap\": [True],\n", + " \"criterion\": [\"mse\"],\n", + " \"random_state\" : [42] }\n", + " \n", + "regressor_rf = GridSearchCV(estimator = regressor_rf,\n", + " param_grid = parameters,\n", + " cv = 10,\n", + " # verbose = 4,\n", + " n_jobs = -1)\n", + "regressor_rf = regressor_rf.fit(X_scaled, y.ravel())" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'bootstrap': True, 'criterion': 'mse', 'max_depth': 50, 'max_features': 'auto', 'min_samples_leaf': 10, 'min_samples_split': 7, 'n_estimators': 1200, 'random_state': 42}\n", + "0.8587777432753294\n" + ] + } + ], + "source": [ + "print(regressor_rf.best_params_)\n", + "print(regressor_rf.best_score_)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV: 0.8587777432753294\n", + "R2_score (train): 0.8909741294177032\n", + "R2_score (test): 0.8966862253629037\n", + "RMSE: 3948.3076377318935\n" + ] + } + ], + "source": [ + "from sklearn.metrics import r2_score\n", + "\n", + "# Predicting Cross Validation Score\n", + "cv_rf = regressor_rf.best_score_\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_rf_train = regressor_rf.predict(sc_X.transform(X_train))\n", + "r2_score_rf_train = r2_score(y_train, y_pred_rf_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_rf_test = regressor_rf.predict(sc_X.transform(X_test))\n", + "r2_score_rf_test = r2_score(y_test, y_pred_rf_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_rf = (np.sqrt(mean_squared_error(y_test, y_pred_rf_test)))\n", + "print('CV: ', cv_rf.mean())\n", + "print('R2_score (train): ', r2_score_rf_train)\n", + "print('R2_score (test): ', r2_score_rf_test)\n", + "print(\"RMSE: \", rmse_rf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Error Measurement :" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "models = [('Linear Regression', rmse_linear, r2_score_linear_train, r2_score_linear_test, cv_linear.mean()),\n", + " ('Polynomial Regression (2nd)', rmse_poly2, r2_score_poly2_train, r2_score_poly2_test, cv_poly2.mean()),\n", + " ('Ridge Regression', rmse_ridge, r2_score_ridge_train, r2_score_ridge_test, cv_ridge.mean()),\n", + " ('Lasso Regression', rmse_lasso, r2_score_lasso_train, r2_score_lasso_test, cv_lasso.mean()),\n", + " ('Support Vector Regression', rmse_svr, r2_score_svr_train, r2_score_svr_test, cv_svr.mean()),\n", + " ('Decision Tree Regression', rmse_dt, r2_score_dt_train, r2_score_dt_test, cv_dt.mean()),\n", + " ('Random Forest Regression', rmse_rf, r2_score_rf_train, r2_score_rf_test, cv_rf.mean()) \n", + " ]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Checking the scores of RMSE, R2_score (training), R2_score (test) and Cross Validation" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ModelRMSER2_Score(training)R2_Score(test)Cross-Validation
0Linear Regression5926.0236020.7449560.7672640.744501
1Polynomial Regression (2nd)4715.7302060.8395580.8526210.762601
2Ridge Regression4570.4202480.8427510.8615640.836429
3Lasso Regression4569.8318970.8429620.8616000.836296
4Support Vector Regression4578.9428530.8434180.8610470.841532
5Decision Tree Regression4296.5877860.8776420.8776560.852478
6Random Forest Regression3948.3076380.8909740.8966860.858778
\n", + "
" + ], + "text/plain": [ + " Model RMSE R2_Score(training) \\\n", + "0 Linear Regression 5926.023602 0.744956 \n", + "1 Polynomial Regression (2nd) 4715.730206 0.839558 \n", + "2 Ridge Regression 4570.420248 0.842751 \n", + "3 Lasso Regression 4569.831897 0.842962 \n", + "4 Support Vector Regression 4578.942853 0.843418 \n", + "5 Decision Tree Regression 4296.587786 0.877642 \n", + "6 Random Forest Regression 3948.307638 0.890974 \n", + "\n", + " R2_Score(test) Cross-Validation \n", + "0 0.767264 0.744501 \n", + "1 0.852621 0.762601 \n", + "2 0.861564 0.836429 \n", + "3 0.861600 0.836296 \n", + "4 0.861047 0.841532 \n", + "5 0.877656 0.852478 \n", + "6 0.896686 0.858778 " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predict = pd.DataFrame(data = models, columns=['Model', 'RMSE', 'R2_Score(training)', 'R2_Score(test)', 'Cross-Validation'])\n", + "predict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Which model is better in terms of Cross Validation Score ?" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axe = plt.subplots(1,1, figsize=(18,6))\n", + "\n", + "predict.sort_values(by=['Cross-Validation'], ascending=False, inplace=True)\n", + "\n", + "sns.barplot(x='Cross-Validation', y='Model', data = predict, ax = axe, palette='viridis')\n", + "#axes[0].set(xlabel='Region', ylabel='Charges')\n", + "axe.set_xlabel('Cross-Validaton Score', size=16)\n", + "axe.set_ylabel('Model')\n", + "axe.set_xlim(0,1.0)\n", + "axe.set_xticks(np.arange(0, 1.1, 0.1))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Result :: In terms of Cross Validation scores the \"RANDOM FOREST REGRESSION\" provides higher accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Which model is better than in terms of R2_score (Training and Test) ?" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axes = plt.subplots(2,1, figsize=(14,10))\n", + "\n", + "predict.sort_values(by=['R2_Score(training)'], ascending=False, inplace=True)\n", + "\n", + "sns.barplot(x='R2_Score(training)', y='Model', data = predict, palette='Blues_d', ax = axes[0])\n", + "#axes[0].set(xlabel='Region', ylabel='Charges')\n", + "axes[0].set_xlabel('R2 Score (Training)', size=16)\n", + "axes[0].set_ylabel('Model')\n", + "axes[0].set_xlim(0,1.0)\n", + "axes[0].set_xticks(np.arange(0, 1.1, 0.1))\n", + "\n", + "predict.sort_values(by=['R2_Score(test)'], ascending=False, inplace=True)\n", + "\n", + "sns.barplot(x='R2_Score(test)', y='Model', data = predict, palette='Reds_d', ax = axes[1])\n", + "#axes[0].set(xlabel='Region', ylabel='Charges')\n", + "axes[1].set_xlabel('R2 Score (Test)', size=16)\n", + "axes[1].set_ylabel('Model')\n", + "axes[1].set_xlim(0,1.0)\n", + "axes[1].set_xticks(np.arange(0, 1.1, 0.1))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Result :: In terms of R2_score (for both the training and test) the \"RANDOM FOREST REGRESSION\" provides higher accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Which model is better in terms of RMSE ?" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict.sort_values(by=['RMSE'], ascending=False, inplace=True)\n", + "\n", + "f, axe = plt.subplots(1,1, figsize=(18,6))\n", + "sns.barplot(x='Model', y='RMSE', data=predict, ax = axe)\n", + "axe.set_xlabel('Model', size=16)\n", + "axe.set_ylabel('RMSE', size=16)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Result :: In terms of Cross Validation scores the \"LINEAR REGRESSION\" provides higher accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Results :** Male smokers incurred 11% more medical costs (after adjustment for age, physical functioning status, alcohol consumption, body mass index and average time spent walking) than ‘never smokers’ but for female smokers and never smokers the costs were almost the same. This difference was mainly attributable to increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers. Age-group specific analysis in men showed that excess mortality and excess medical cost ratio for smokers peaked in those aged 60–69 years." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Conclusions :** \n", + "Smokers consume excess medical care. Among the population aged 45 years and over, about 4% of total medical costs were attributable to smoking. To pursue both better health and lower medical costs for the nation, a comprehensive programme to reduce tobacco use is needed.\n", + "\n", + "\n", + "**KEY MESSAGES :**\n", + "\n", + "1. The impact of smoking on medical care use was examined in a 30-month prospective population-based cohort study in Japan (N = 43 408).\n", + "\n", + "\n", + "2. Male smokers incurred 11% more medical costs than ‘never smokers’ but for female smokers and never smokers the costs were almost the same.\n", + "\n", + "\n", + "3. This difference was mainly attributable to the increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Thank You! Stay Safe! :)" + ] + } + ], + "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": 4 +} From ac64008f2ee238000e3e8e990354662f949bfe0c Mon Sep 17 00:00:00 2001 From: Pavitraa G <100479594+pavitraag@users.noreply.github.com> Date: Fri, 19 Jul 2024 18:35:47 +0530 Subject: [PATCH 4/5] Delete Medical Charges for Smokers and Non-smoker/Medicine Charges.ipynb --- .../Medicine Charges.ipynb | 2897 ----------------- 1 file changed, 2897 deletions(-) delete mode 100644 Medical Charges for Smokers and Non-smoker/Medicine Charges.ipynb diff --git a/Medical Charges for Smokers and Non-smoker/Medicine Charges.ipynb b/Medical Charges for Smokers and Non-smoker/Medicine Charges.ipynb deleted file mode 100644 index 71bfdc2b..00000000 --- a/Medical Charges for Smokers and Non-smoker/Medicine Charges.ipynb +++ /dev/null @@ -1,2897 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Medical Costs Analysis for Smokers and Non-smokers " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Analysis and Regression Models " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Abstract : " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The cumulative impact of excess medical care required by smokers at all ages while alive outweighs shorter life expectancy, and smokers incur higher expenditures for medical care over their lifetimes than never-smokers. This accords with the findings by Manning et al. (1989) of positive lifetime medical care costs per pack of cigarettes, but disagrees with the results found by Leu and Schaub (1983, 1985) for Swiss males. The contradictory conclusions of the analyses are undoubtedly due to a large difference in the amount of medical care used by smokers relative to neversmokers in the United States and Swiss data. Excess expenditures increase with the amount smoked among males and females so that lifetime medical costs of male heavy smokers are 47 percent higher than for neversmokers when discounted at 3 percent. Each year more than one million young people start to smoke and add an extra 9 to 10 billion (in 1990 dollars discounted at 3 percent) to the nation's health care bill over their lifetimes. Given the smoking behavior, medical care utilization and costs of care, and population size embedded in the data used in this analysis, I have concluded that in the first five years from baseline the population of smokers aged 25 and over incurs excess medical expenditures totaling 187 billion dollar, which is 2,324 dollar per smoker. The excess cost of medical care associated with cigarette smoking is 18 percent of expenditures for hospital care, physicians' services, and nursing-home care required by all persons (smokers and neversmokers) aged 25 and over. In the absence of large and rapid changes in the values of the underlying parameters, 187 billion dollar, 18 percent of medical expenditures, can be taken as the premium currently being paid every five years to provide medical care for the excess disease suffered by smokers. Even without the addition of any new smokers, the present value of the bill that will be incurred for excess medical care required by the current population of smokers over their remaining lifetimes is high. The civilian noninstitutionalized population of cigarette smokers in 1985 who are age 25 and older is expected to incur over its remaining lifetime excess medical expenditures of $501 billion, or 6,239 dollar per smoker. It is possible that future changes beyond recent historical trends in the habits of those who currently smoke, such as reductions in the amount smoked, higher rates of quitting, whether occurring fortuitously or brought about by design, may result in lower costs of smoking than estimated." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/jpeg": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import Image\n", - "Image(\"https://cdn2.poz.com/90226_iStock-174692627.jpg_90b75fde-8eed-49b9-9b56-f917a8952787_x2.jpeg\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PART 1 :: Analysis :" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### **Columns:**\n", - "\n", - "**age:** age of primary beneficiary\n", - "\n", - "**sex:** insurance contractor gender, female, male\n", - "\n", - "**bmi:** body mass index, providing an understanding of body, weights that are relatively high or low relative to height, objective index of body weight (kg / m ^ 2) using the ratio of height to weight, ideally 18.5 to 24.9\n", - "\n", - "**children:** number of children covered by health insurance / number of dependents\n", - "\n", - "**smoker:** smoking\n", - "\n", - "**region:** the beneficiary's residential area in the US, northeast, southeast, southwest, northwest.\n", - "\n", - "**charges:** individual medical costs billed by health insurance" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np \n", - "import pandas as pd \n", - "import os\n", - "import matplotlib.pyplot as pl\n", - "import seaborn as sns\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "data = pd.read_csv('insurance.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", - "
" - ], - "text/plain": [ - " age sex bmi children smoker region charges\n", - "0 19 female 27.900 0 yes southwest 16884.92400\n", - "1 18 male 33.770 1 no southeast 1725.55230\n", - "2 28 male 33.000 3 no southeast 4449.46200\n", - "3 33 male 22.705 0 no northwest 21984.47061\n", - "4 32 male 28.880 0 no northwest 3866.85520" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "age 0\n", - "sex 0\n", - "bmi 0\n", - "children 0\n", - "smoker 0\n", - "region 0\n", - "charges 0\n", - "dtype: int64" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.isnull().sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.preprocessing import LabelEncoder\n", - "#sex\n", - "le = LabelEncoder()\n", - "le.fit(data.sex.drop_duplicates()) \n", - "data.sex = le.transform(data.sex)\n", - "# smoker or not\n", - "le.fit(data.smoker.drop_duplicates()) \n", - "data.smoker = le.transform(data.smoker)\n", - "#region\n", - "le.fit(data.region.drop_duplicates()) \n", - "data.region = le.transform(data.region)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "region -0.006208\n", - "sex 0.057292\n", - "children 0.067998\n", - "bmi 0.198341\n", - "age 0.299008\n", - "smoker 0.787251\n", - "charges 1.000000\n", - "Name: charges, dtype: float64" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.corr()['charges'].sort_values()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Creating the Heat-Map to understand which co-relation model will be best for the dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "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": [ - "f, ax = pl.subplots(figsize=(10, 8))\n", - "corr = data.corr()\n", - "sns.heatmap(corr, mask=np.zeros_like(corr, dtype=np.bool), cmap=sns.diverging_palette(240,10,as_cmap=True),\n", - " square=True, ax=ax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Distribution of Charges for Smokers and Non-smokers :" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Distribution of charges for non-smokers')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f= pl.figure(figsize=(12,5))\n", - "\n", - "ax=f.add_subplot(121)\n", - "sns.distplot(data[(data.smoker == 1)][\"charges\"],color='c',ax=ax)\n", - "ax.set_title('Distribution of charges for smokers')\n", - "\n", - "ax=f.add_subplot(122)\n", - "sns.distplot(data[(data.smoker == 0)]['charges'],color='b',ax=ax)\n", - "ax.set_title('Distribution of charges for non-smokers')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Here we can see that the distribution charges for the smokers ranges from 30000 dollar to 40000 dollar where as for non smokers it shows that it is 10000 dollars. Which provides the great difference to be noteable.**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender wise analysis for Smokers and Non-smokers" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "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": [ - "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"pink\", data=data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here it shows the smoker and non smoker analysis with respect to the gender. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1st column shows the number of Non-smokers where Dark brown shows the women community and light brown shows the Men community" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "2nd Column shows the smokers where the Dark brown shows the Women community and the light brown shows the men community." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Box plot for charges of women\")\n", - "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.sex == 1)] , orient=\"h\", palette = 'magma')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cost Analysis of Men Smokers and Non-smokers : " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": false - }, - "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": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Box plot for charges of men\")\n", - "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.sex == 0)] , orient=\"h\", palette = 'rainbow')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age Distribution for the Smokers :" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Distribution of age\")\n", - "ax = sns.distplot(data[\"age\"], color = 'g')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ratio of 18-years old Smokers and Non-smokers : " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'The number of smokers and non-smokers (18 years old)')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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jSerOsJEkdWfYSJK66xY2SbZP8k9JrkhyeZLXtf5HJvmvJBe3x4G9apAkLQ4bdZz3PcDvV9W/JtkCuCjJGW3Yu6vqmI7LliQtIt3CpqpuBG5sz+9KcgWwba/lSZIWrwU5Z5NkB+BJwPmt12uSXJLkuCSPmGGaw5OsTLJy1apVC1GmJKmT7mGTZHPg08ARVXUn8CFgR2B3hiOfd003XVUdW1UrqmrFsmXLepcpSeqoa9gk2ZghaD5RVZ8BqKqbq+reqvox8NfAXj1rkCRNXs+r0QJ8BLiiqv5ipP82I6P9CnBZrxokSYtDz6vRngq8FLg0ycWt35uAFyfZHSjgGuCVHWuQJC0CPa9G+yqQaQZ9odcyJUmLk3cQkCR1Z9hIkrozbCRJ3Rk2kqTuDBtJUneGjSSpO8NGktSdYSNJ6s6wkSR1Z9hIkrozbCRJ3Rk2kqTuDBtJUneGjSSpO8NGktSdYSNJ6s6wkSR1Z9hIkrozbCRJ3Rk2kqTuDBtJUneGjSSpO8NGktSdYSNJ6s6wkSR1Z9hIkrozbCRJ3Rk2kqTuDBtJUneGjSSpO8NGktSdYSNJ6s6wkSR1Z9hIkrozbCRJ3Rk2kqTuDBtJUneGjSSpO8NGktSdYSNJ6s6wkSR1Z9hIkrrrFjZJtk/yT0muSHJ5kte1/lsmOSPJVe3vI3rVIElaHHoe2dwD/H5VPR7YB3h1kl2ANwJnVtVOwJmtW5K0hHULm6q6sar+tT2/C7gC2BY4GDihjXYC8PxeNUiSFocFOWeTZAfgScD5wNZVdSMMgQQ8coZpDk+yMsnKVatWLUSZkqROuodNks2BTwNHVNWd405XVcdW1YqqWrFs2bJ+BUqSuusaNkk2ZgiaT1TVZ1rvm5Ns04ZvA9zSswZJ0uT1vBotwEeAK6rqL0YGnQYc2p4fCvxDrxokSYvDRh3n/VTgpcClSS5u/d4EHA2ckuQw4FrghR1rkCQtAt3Cpqq+CmSGwfv3Wq4kafHxDgKSpO4MG0lSd4aNJKk7w0aS1J1hI0nqzrCRJHVn2EiSujNsJEndGTaSpO4MG0lSd4aNJKk7w0aS1J1hI0nqzrCRJHVn2EiSujNsJEndGTaSpO4MG0lSd4aNJKk7w0aS1J1hI0nqzrCRJHVn2EiSujNsJEndGTaSpO4MG0lSd4aNJKk7w0aS1J1hI0nqzrCRJHVn2EiSuhsrbJKcOU4/SZKms8awSbJZki2BrZI8IsmW7bEDsHwhCpQkrb0kD0ny+SRfS3JZkhcleXKSs5NclOT0JNsk2SjJhUme0aY7Ksnb5quOjWYZ/krgCIZguQhI638n8MH5KkKS1M0BwA1V9TyAJA8DvggcXFWrkrwIeFtVvTzJy4BPJXltm27v+SpijWFTVe8F3pvk96rq/fO1UEnSgrkUOCbJO4DPAd8GngCckQRgQ+BGgKq6PMnHgM8C+1bVD+eriNmObGgFvD/JU4AdRqepqhPnqxBJ0vyrqv9I8mTgQOAo4Azg8qrad4ZJdgXuALaezzrGCpuWdDsCFwP3tt4FGDaStIglWQ7cXlUfT3I3cDiwLMm+VXVuko2BndtRzQuAnwKeDnwuyV5Vdcd81DFW2AArgF2qquZjoZKkBbMr8OdJfgz8CPhd4B7gfe38zUbAe5LcDBwN7F9V1yX5APBe4ND5KGLcsLkMeBStXU+StG6oqtOB06cZ9PRp+u08Mt375rOOccNmK+DrSS4AfjBSzC/PZzGSpKVp3LA5smcRkqSlbdyr0c6e64yTHAf8EnBLVT2h9TsSeAWwqo32pqr6wlznLUlat4x7u5q7ktzZHt9Pcm+SO2eZ7HiGfwqa6t1VtXt7GDSStB4Y98hmi9HuJM8H9pplmnPabW0kSeu5tbrrc1X9PbDfWi7zNUkuSXJckkfMNFKSw5OsTLJy1apVM40mSVoHjNuM9oKRx68lOZrhnzrn6kMM/xy6O8Nl1O+aacSqOraqVlTVimXLlq3FoiRJPSQ5IMmVSa5O8sZxphn3arSDRp7fA1wDHDzH+qiqm1c/T/LXDPfpkSSthf3OO29e/9H+rH32yWzjJNmQ4UbMzwauBy5MclpVfX1N0417zua3xhlvNkm2qarV/xj6Kwz/LCpJWnfsBVxdVd8ASHIyw8HHGsNm3Ga07ZKcmuSWJDcn+XSS7WaZ5iTgXOBxSa5PchjwziSXJrkEeCbwv8dZviRp0dgWuG6k+/rWb43GbUb7KPBJ4IWt+5DW79kzTVBVL56m90fGXJ4kaXGarqlt1ua8ca9GW1ZVH62qe9rjeMCz9pK0/rke2H6kezvghtkmGjdsbk1ySJIN2+MQ4La1KFKStG67ENgpyWOSbAL8BnDabBONGzYvB34duInhkuVfA+blogFJ0rqjqu4BXsNwJ+krgFOq6vLZphv3nM1bgEOr6tsASbYEjmEIIUnSBIxzqXIP7VZjc7rd2LhHNrutDpq2oNuBJ81lQZKk9de4YbPB6K1l2pHNuEdFkqT13LiB8S7gX5J8iuESt18H3tatKknSkjLuHQROTLKS4eabAV4w260JJElabeymsBYuBowkac7W6icGJEmaC8NGkjS29ltktySZ042UvaJMktZRKy85Zl5/YmDFbq8f5/92jgc+AJw4l3l7ZCNJGltVnQPcPtfpDBtJUneGjSSpO8NGktSdYSNJ6s6wkSSNLclJwLnA45Jcn+Swcabz0mdJWkeNeanyvKqqF6/NdB7ZSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSequW9gkOS7JLUkuG+m3ZZIzklzV/j6i1/IlSYtHzyOb44EDpvR7I3BmVe0EnNm6JUlLXLewqapzgNun9D4YOKE9PwF4fq/lS5IWj4U+Z7N1Vd0I0P4+cqYRkxyeZGWSlatWrVqwAiVJ82/RXiBQVcdW1YqqWrFs2bJJlyNJ+gksdNjcnGQbgPb3lgVeviRpAhY6bE4DDm3PDwX+YYGXL0magJ6XPp8EnAs8Lsn1SQ4DjgaeneQq4NmtW5K0xG3Ua8ZV9eIZBu3fa5mSpMVp0V4gIElaOgwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkddftJwYkabWVlxwz6RImbsVur590CRPlkY0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLU3UaTWGiSa4C7gHuBe6pqxSTqkCQtjImETfPMqrp1gsuXJC0Qm9EkSd1NKmwK+HKSi5IcPt0ISQ5PsjLJylWrVi1weZKk+TSpsHlqVe0BPBd4dZKnTx2hqo6tqhVVtWLZsmULX6Ekad5MJGyq6ob29xbgVGCvSdQhSVoYCx42SR6SZIvVz4HnAJctdB2SpIUziavRtgZOTbJ6+Z+sqi9NoA5J0gJZ8LCpqm8AT1zo5UqSJsdLnyVJ3Rk2kqTuDBtJUneGjSSpu0neG01ab+x33nmTLmGi3vngSVegSfPIRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho0kqTvDRpLUnWEjSerOsJEkdWfYSJK6M2wkSd1NJGySHJDkyiRXJ3njJGqQJC2cBQ+bJBsCHwSeC+wCvDjJLgtdhyRp4UziyGYv4Oqq+kZV/RA4GTh4AnVIkhbIRhNY5rbAdSPd1wN7Tx0pyeHA4a3z7iRXLkBtS9KesBVw66TrmKw/mHQB6zW3QZiHbfBLVXXAfFQyCZMIm0zTrx7Qo+pY4Nj+5Sx9SVZW1YpJ16H1l9ugJtGMdj2w/Uj3dsANE6hDkrRAJhE2FwI7JXlMkk2A3wBOm0AdkqQFsuDNaFV1T5LXAKcDGwLHVdXlC13HesbmSE2a2+B6LlUPOF0iSdK88g4CkqTuDBtJUneGzRLnrYE0SUmOS3JLkssmXYsmy7BZwrw1kBaB44F19h8RNX8Mm6XNWwNpoqrqHOD2SdehyTNslrbpbg207YRqkbQeM2yWtrFuDSRJvRk2S5u3BpK0KBg2S5u3BpK0KBg2S1hV3QOsvjXQFcAp3hpICynJScC5wOOSXJ/ksEnXpMnwdjWSpO48spEkdWfYSJK6M2wkSd0ZNpKk7gwbSVJ3ho00B0mekeRzk65DWtcYNtICSbLgP8MuLRaGjZa0JA9J8vkkX0tyWZIXJbkmyduTnJtkZZI9kpye5D+T/E6bLkn+vE1zaZIXTTPvPZP8W5Kfacs5LsmFrd/BbZyXJfm7JJ8FvrzAqy8tGn7T0lJ3AHBDVT0PIMnDgHcA11XVvknezfCbK08FNgMuBz4MvADYHXgisBVwYZJzVs80yVOA9wMHV9W1Sd4OnFVVL0/ycOCCJP/YRt8X2K2qvNW+1lse2WipuxR4VpJ3JPn5qvpO63/ayPDzq+quqloFfL+FxdOAk6rq3qq6GTgb2LNN83jgWOCgqrq29XsO8MYkFwNfYQiun27DzjBotL7zyEZLWlX9R5InAwcCRyVZ3ZT1g/b3xyPPV3dvxPQ/z7DajQxh8iTuu4t2gF+tqitHR0yyN/Ddn2glpCXAIxstaUmWA/9dVR8HjgH2GHPSc4AXJdkwyTLg6cAFbdgdwPOAtyd5Rut3OvB7SdKW+6R5WgVpSTBstNTtynD+5GLgj4G3jjndqcAlwNeAs4A3VNVNqwe2prWDgA+2o5e3ABsDlyS5rHVLarzrsySpO49sJEndGTaSpO4MG0lSd4aNJKk7w0aS1J1hI0nqzrCRJHX3/wEgbYaFO0GRQgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"rainbow\", data=data[(data.age == 18)])\n", - "pl.title(\"The number of smokers and non-smokers (18 years old)\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Charges for 18-years old Smokers and Non-smokers :" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Box plot for charges 18 years old smokers\")\n", - "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.age == 18)] , orient=\"h\", palette = 'pink')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Jointplot : Charges and Age of the Non-smokers :" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'Distribution of charges and age for non-smokers')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 0)],kind=\"kde\", color=\"m\")\n", - "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", - "g.ax_joint.collections[0].set_alpha(0)\n", - "g.set_axis_labels(\"$X$\", \"$Y$\")\n", - "ax.set_title('Distribution of charges and age for non-smokers')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Jointplot : Charges and Age of the Smokers :" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'Distribution of charges and age for smokers')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 1)],kind=\"kde\", color=\"c\")\n", - "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", - "g.ax_joint.collections[0].set_alpha(0)\n", - "g.set_axis_labels(\"$X$\", \"$Y$\")\n", - "ax.set_title('Distribution of charges and age for smokers')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Scatter Plot : Charges for Smokers and Non-smokers : " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'Smokers and non-smokers')" - ] - }, - "execution_count": 18, - "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": [ - "sns.lmplot(x=\"age\", y=\"charges\", hue=\"smoker\", data=data, palette = 'inferno_r', size = 7)\n", - "ax.set_title('Smokers and non-smokers')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### In non-smokers, the cost of treatment increases with age. That makes sense. So take care of your health, friends! In smoking people, we do not see such dependence. I think that it is not only in smoking but also in the peculiarities of the dataset. Such a strong effect of Smoking on the cost of treatment would be more logical to judge having a set of data with a large number of records and signs. But we work with what we have! Let's pay attention to bmi. I am surprised that this figure but affects the cost of treatment in patients. Or are we on a diet for nothing?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### BMI Distribution : " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Distribution of bmi\")\n", - "ax = sns.distplot(data[\"bmi\"], color = 'm')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There's something insanely beautiful about this distribution, isn't there?\n", - "The average BMI in patients is 30. I think I should go to the great Google with a question about this indicator." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With a value equal to 30 starts obesity. I also calculated my BMI and now I can safely eat a sandwich. Let's start to explore! First, let's look at the distribution of costs in patients with BMI greater than 30 and less than 30." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Distribution of Charges for Patients with BMI greater than 30 :" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Distribution of charges for patients with BMI greater than 30\")\n", - "ax = sns.distplot(data[(data.bmi >= 30)]['charges'], color = 'm')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Distribution of Charges for patients with BMI less than 30 : " - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(12,5))\n", - "pl.title(\"Distribution of charges for patients with BMI less than 30\")\n", - "ax = sns.distplot(data[(data.bmi < 30)]['charges'], color = 'b')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Patients with BMI above 30 spend more on treatment!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Jointplot : Distribution of BMI and Charges :" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'Distribution of bmi and charges')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g = sns.jointplot(x=\"bmi\", y=\"charges\", data = data,kind=\"kde\", color=\"r\")\n", - "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", - "g.ax_joint.collections[0].set_alpha(0)\n", - "g.set_axis_labels(\"$X$\", \"$Y$\")\n", - "ax.set_title('Distribution of bmi and charges')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Analysis on Charges of Smokers and Non-smokers using the Scatter Plot" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(10,6))\n", - "ax = sns.scatterplot(x='bmi',y='charges',data=data,palette='magma',hue='smoker')\n", - "ax.set_title('Scatter plot of charges and bmi')\n", - "\n", - "sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", data=data, palette = 'magma', size = 8)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Smoker Parents who have children at their home :" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.catplot(x=\"children\", kind=\"count\", palette=\"ch:.25\", data=data, size = 6)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Distribution of Smoker and Non-smokers who have children" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'Smokers and non-smokers who have childrens')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.catplot(x=\"smoker\", kind=\"count\", palette=\"rainbow\",hue = \"sex\",\n", - " data=data[(data.children > 0)], size = 6)\n", - "ax.set_title('Smokers and non-smokers who have childrens')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Health Effects of Smoking and Secondhand Smoke on Children :\n", - "\n", - "1. Because their bodies are developing, infants and young children are especially vulnerable to the poisons in secondhand smoke.\n", - "\n", - "2. Both babies whose mothers smoke while pregnant and babies who are exposed to secondhand smoke after birth are more likely to die from sudden infant death syndrome (SIDS) than babies who are not exposed to cigarette smoke.\n", - "\n", - "3. Mothers who are exposed to secondhand smoke while pregnant are more likely to have lower birth weight babies, which makes babies weaker and increases the risk for many health problems.\n", - "\n", - "4. Babies whose mothers smoke while pregnant or who are exposed to secondhand smoke after birth have weaker lungs than other babies, which increases the risk for many health problems.\n", - "\n", - "5. Secondhand smoke exposure causes acute lower respiratory infections such as bronchitis and pneumonia in infants and young children.\n", - "\n", - "6. Secondhand smoke exposure causes children who already have asthma to experience more frequent and severe attacks.\n", - "\n", - "7. Secondhand smoke exposure causes respiratory symptoms, including cough, phlegm, wheezing, and breathlessness, among school-aged children.\n", - "\n", - "8. Children exposed to secondhand smoke are at increased risk for ear infections and are more likely to need an operation to insert ear tubes for drainage." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PART 2 :: Regression Models based on the dataset :" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Linear regression model :" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.preprocessing import PolynomialFeatures\n", - "from sklearn.metrics import r2_score,mean_squared_error\n", - "from sklearn.ensemble import RandomForestRegressor" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Training the Dataset to predict :" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.7962732059725786\n" - ] - } - ], - "source": [ - "x = data.drop(['charges'], axis = 1)\n", - "y = data.charges\n", - "\n", - "x_train,x_test,y_train,y_test = train_test_split(x,y, random_state = 0)\n", - "lr = LinearRegression().fit(x_train,y_train)\n", - "\n", - "y_train_pred = lr.predict(x_train)\n", - "y_test_pred = lr.predict(x_test)\n", - "\n", - "print(lr.score(x_test,y_test))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Not bad for such a lazy implementation, even without data normalization:D After all, the data will not always be so \"good\". So don't forget to pre-process the data. I'll show you all this later when I try to implement my own linear regression. So don't be mad at me please :) Now let's add polynomial signs. And look at the result.**" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.884919734414723\n" - ] - } - ], - "source": [ - "X = data.drop(['charges','region'], axis = 1)\n", - "Y = data.charges\n", - "\n", - "\n", - "\n", - "quad = PolynomialFeatures (degree = 2)\n", - "x_quad = quad.fit_transform(X)\n", - "\n", - "X_train,X_test,Y_train,Y_test = train_test_split(x_quad,Y, random_state = 0)\n", - "\n", - "plr = LinearRegression().fit(X_train,Y_train)\n", - "\n", - "Y_train_pred = plr.predict(X_train)\n", - "Y_test_pred = plr.predict(X_test)\n", - "\n", - "print(plr.score(X_test,Y_test))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Already good. Our model predicts well the cost of treatment of patients. I think we could limit ourselves to creating two or three polynomial features, but the data set is so small, so we went the easy way. And finally try RandomForestRegressor. I've never used this algorithm in regression analysis.**" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MSE train data: 3729086.094, MSE test data: 19933823.142\n", - "R2 train data: 0.974, R2 test data: 0.873\n" - ] - } - ], - "source": [ - "forest = RandomForestRegressor(n_estimators = 100,\n", - " criterion = 'mse',\n", - " random_state = 1,\n", - " n_jobs = -1)\n", - "forest.fit(x_train,y_train)\n", - "forest_train_pred = forest.predict(x_train)\n", - "forest_test_pred = forest.predict(x_test)\n", - "\n", - "print('MSE train data: %.3f, MSE test data: %.3f' % (\n", - "mean_squared_error(y_train,forest_train_pred),\n", - "mean_squared_error(y_test,forest_test_pred)))\n", - "print('R2 train data: %.3f, R2 test data: %.3f' % (\n", - "r2_score(y_train,forest_train_pred),\n", - "r2_score(y_test,forest_test_pred)))" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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fNAI9f1LyFkKIS29aM3lKqeeUUqeUUu8UbCtXSu1QSrVnb8uy25VSaotSqkMptVcptbbgMfdn929XSt1fsP1apdS+7GO2KKXUpX2F4nIybmd3h4Nhyxq1TRqBnh+59qUQQkyP6S7Xfge4bcy2x4GXtdb1wMvZvwPcDtRnfx4AngY7KAS+CKwHPgB8MRcYZvd5oOBxY59LiLzxOrtXOp24lZJGoBdBrn0phBDTY1qDPK31K0D/mM13AVuzf94K3F2w/bva9hugVCk1H/gYsENr3a+1HgB2ALdl7wtqrd/UWmvguwXHEuI043V2dzsc/P1VV0kj0Isg174UQojpMRPn5M3VWvcAaK17lFJV2e01wPGC/bqy2862vWuc7UKMK9fZ/elQiPZ4nPrs3LEPBIP86fz50z28y9ZSr5dD8Xh+riNIyVsIIS6FmRjkncl48+n0BWw//cBKPYBd1qWuru5CxydmAensPvkeqqnh4fZ2BtJpAk4nw5mMlLyFEOISmO45eeM5mS21kr09ld3eBdQW7LcA6D7H9gXjbD+N1vpZrfU6rfW6OXPmTMqLEELY5NqXQggxPWZiJu8F4H5gc/b2Xwu2P6yUeh57kcVQtpz7EvCVgsUWtwJPaK37lVLDSqkPAk3AfcA/XcoXIoSwSYZUCCEuvWkN8pRSPwQ+DFQqpbqwV8luBn6slPoU0An8QXb3F4E7gA4gBnwSIBvM/R2wK7vfl7XWucUcD2Kv4PUCP8v+CCGEEELMespeeCpy1q1bp5ubm6d7GEIIIYQQ56SU2q21XjfefTNxTp4QQgghhLhIEuQJIYQQQsxCEuQJIYQQQsxCEuQJIYQQQsxCM7GFihBiFmqKRHgqFKIjHmdp9moi0lZFCCGmjmTyhBBTrikS4eH2dg7F4wSdTg7F4zzc3k5TJDLdQxNCiFlLgjwhxJR7KhSiSCnKXC6c2dsipXg6FJruoQkhxKwlQZ4QYsp1xOMEnKNnhwScTtrj8WkakRBCzH4yJ0+IWWYmzn1b6vVyKB6nzOXKbxvOZKj3eqdxVEIIMbtJJk+IWWSmzn17qKaGpNYMpNNksrdJrXmopmZaxyWEELOZBHlCnEVTJML9ra1ct2cP97e2TnuwdC4zde7b+mCQJ+vrWer1EslkWOr18s/19XxAVtcKIcSUkXKtuOxdSHlyIo/JZcWKlBqVFXuyvn7UvjOpPNqRzeABDKTTHE0kGLEs3o3FaIpEprVsuz4YnPaysRBCXEkkkycua4XlSUtr/rOvj4+2tHDH3r1nzLpNtKQ5kazYTCuPLvV6Gc5kGEineWdkhJhpgtYomBFlWyGEEJeOBHnispYLxABaYzHSgEspmrPB19ig5ls9Pdzc0sKe4WH2DA/TnUicsaQ5kRWhM608mpv79m4shgJQCg28z+ebEWXb6XS5ld6FEOJiSZAnLmu5QOxYIoGhFK7sTwZOC2q+1dPD59vbiVkWBpDSmndiMTqzxxjbziOXFSs0dkXoTGsNkpv7RjbwLTYMrikuptTluqJblsy0jKsQQlwKEuSJy1ouEBuxLJzZwCajNU7gSCLBtnA4n7X5yrFjOJTCrRRKKRxKobADtfHaeeSyYp2JBHsiEX49OMjBWIwbSktPe/5C090aZH0wyO3l5VxdXExjIEBptm3JdI9rOs20jKsQQlwKEuSJy1ouEHMBacsibVmktCZmWQybJgHDyGdtTqRSFCmF1+FAa40GFJDQetx2HuuDQT5XXU0omWTYsgg4HNQUFfF0d3c+AzRTW4PM1HFNl5mWcRVCiEtBgjxxWcuVJ9cFg6S1xqkUXsPAUAoDWOL15rM2BtgBoVIEnE4cgAX4DOOM7TxeGRxkuc/HjaWlrA0EqPN4RmWAZmprkJk6rukyEzOuQggx1aSFirgkprLNyPpgkP9YtYqmSISnQyG2hcMEDIMlXm++VBlwOpnrctGTThO3LIqUwmUYGFqz5SzBT2FLkpyxGaCZ2hpkpo5rOjxUU8PD7e0MpNMEnE6GM5krOrMphLgySCZPTLlLNel9fTDIdxoa+L3KShYXBHhgZ202lpaypb6eKpeLpNZUuVw8WV/PJ+fPP+MxZ3MG6EpabSqZTSHElUhprad7DDPKunXrdHNz83QPY1a5v7X1tOuWDqTTLPV6+U5Dw6Q/X2ET48KszYWc1CfzWJfSuTKnZ3pdYxs9CyGEmNmUUru11uvGu08yeWLKdcTjGIkEHe3t7Nu7l46ODoxEYsomvU9m1uZ8jzUTsmMTyZzKalMhhJj9ZE6emHJzUinePH4cn2nicrtJxOO0HT/OhxYtmrTnGC9zNZEs4UTmCk50bttEL4M21QoDOIAyl4uBdJqnQ6H8OCYy11AIIcTlTTJ5YspV79qFdrkwfT5QCtPnQ7tc1OzaNSnHv9A5f5M9V3CmZMcm0i5kNs81FEIIYZMgT0w5feAAd3Z0UJ5IkHQ6KU8kuLOjA3P//kk5/oUGV5MdlM2UXmwTCeCkj54QQsx+Uq4VU66uro5QZyd3x2L5beFwmNoLLNd+q6eHrxw7Rm86zRyXC6U19cXFo/aZSHA12SXLpV7vaQtMpiM7NpF2Ibm5hk+HQrTH49RnS9XTuZhkKtvsCCHElUiCPDHl7rnnHjZt2sTAwADd3d309vZSVFTEnXfeed7Hyl1/1qEURUrRm04TM00UsNzvz+83keDqQoKyswUi09mLrSkSYdOBA7x16hSevj5WWhbWypWcgjMGcDOpj95Mmc8ohBCziZRrxZRbtmwZf/RHf8TBgwfp7e1lzpw5LF++nB/96Ee0tbWd17H+5sgRUpZFwrKImCZJy8ICDiWTdMbj51V6PN+S5bnm8E1XL7amSIRP793Lm8eOkUil6Kqu5oW6On777rs86nLxnYaGGd3uBWbOfEYhhJhNJJMnLomWlhY2bNhAZWVlfls4HGb79u089thj+W1ny5Q1RSKcSKVQAFqTzj4md3myg/E4HYkE89xu/q+FC88Z2JxvyXIiq1YBdMHtpehC+VQoxHBfH4bDwUBJCQr7PRmorOQvjx1j4cKFMz4bNhWrfaX8K4S40kmQJy6Jzs5OKioqRm0rLS3l6NGj+ZNxSzRKKJmkxu2m2uM5rWT3VCiEWynSWmOBHewBZvbPRYZBwOFgvtvN093dXF1cfM6T+vmULM8ViEy05HihwceZHtcRj2ONjDBSXm4HeFqjAcvhwBwePi0InYkmez6jlH+FEELKteISqaurY3BwcNS2wcFBjKuvzpdAuxMJhjIZ9sdi7M6WQIuUYnNrK5s2beLfDx5Ep1KY2Jm7wkyZ1zDwKEXcsqas1HeuVasTKTlORbuXpV4vRnExqey1eAEspXBkMgRdrsui991kr/aV8q8QQkiQJybBRK7ycM899xCNRgmHw2QyGcLhMNFolNC6dRQpOyc3YJqAnZUbymR4Z2SEaCzG60ePsjseJ1ZcjKU1jlQqf9xcabLY4SCjNcWG/ZGeitYl5wpEJtJCZbzgw0okePA//5MHH3yQzZs3jztP8UxBy5ePHqU3neZUSQlpwyClFBnA0pri4WH8VVWXRe+7yZ7POFPa2QghxHSSIE9clG/19HDn3r38NBzmaDxOSzQ6bmZq2bJlPPHEE9TW1tLX10dtbS1PPPEEvW43AaeTo4kEDkAphaEUWikMoCMWozwep2PFCnzpNKbTieV0YlhWPsArczhIZBdgLPR4gMlrXVIYwD4VCvG56uozBiIT6U83NviIRqOcOHKEHsOgoqKCrq4uNm3adFqgN17QYmrNrwcHiWQyrA4G8TudmA4HWmvmJhIsWLAAw+O5bHrfrQ8G+U5DA6+vXXvRi0Wk2bMQQsicPHERmiIRHjt0iJTWeAyDuNYcSyRY6PGMOw9s2bJloxZZACxtbeVQPE7MsvA5HERNEwtwKoUGkkqx4dQpXmxoIOp247QsTKWwskGg1+Gg2uOx5/IVFRFwOietse9487oOxGJnnNc1kRYqY+eenejpQRcVMTeTwel05hemjF2QMvZxA+k0b0WjmFpzNJFgkcfDDRUVdMbjjFgWc93uGdH7brpcbDsbWbQhhJgNJJMnLthToZAd4CmFAlzZLFw4lZpwWSxXAs39tuF1ODCUwm0YuJViyfAwxZ2dpJ1OUAqXZeFOp/FlMvgcDqpcLt5+//v5j1WrWOP3X1Spb2zZ+UtHj57XvK6JlBzHlnwHMxlwu3l/wTFH6up4rqpqVPm78HHhVIqWaJS01hQ7HMRMk3dGRhhIp6n2eJjrdk9KNuxydjHl38m+3J0QQkwXyeSJC9YRjxNwOIibJq7sqteYaTKkNR6Hg6ZIZNzsx9gsyeeqq9nW28uvBwcpNgxW+v0YSpHUmv9WX89/vPACKpnEcrmIOxxohwOHw4Fba3wOB3DxjX3Hy9q1RKNcc55X0jjXOMa2bZkPXNXcTI3DQVcgwK8XLuRoSQlFWlMOo1aF5h73Yn8/PsOgOJs9jZsmacuiqa+PylSKDxa0qbmSXehnYqKtcoSYSpJNFpNBgjxxwZZ6vUQzGY6ZJnHLImaaaOx5cn6H44ztQ85UAgXywc/SglLjqiee4DcHDjCEvdBCORwY2Ctra4uKJuW1jHdi9xkGh+NxKt3u/H5j53VdyBdxYfDRVlzMphdf5J26Ot5YupSBoiKUZeHweGgdGWFlcXE+e/idhgbWB4Nct2cPQaeT7kSCd2IxrOwVPzIOB+GiIk7t2MGPfT7+w+k8bVxtbW1s27aNzs5OFi5cyO/93u+xbNmySXkPZ4up6NknxPmY6hZAEkBeOZTWl6Jd6+Vj3bp1urm5ebqHMWOcqznxw+3tpEyT9nicpNY4gBXFxdR6PAyk0yz1evlOQ0P+ePe3ttISjdKfTjNiWRQbBuUuF2v8/lH7jXXH3r28MjiI2zBwKkVGa1KWxYdLS/n3VavOOdazBTdNkQi/s28facvC73Cw0OOhzOUinE6zLxql0e8fNa8rV/Yr/CIuvP98v4jb2tr4k7176daaofJyvC4XTqeTtGVR7HCwMluGfn3t2vx7eCge52giQTgWI5Odo+jUmrJYDM/wMGYwyKLqaoxEgs7eXmKmyc379xPfs4eamhpKS0sZHBwkGo3yxBNPSKBXIPf+FvbsG++zLKbOlR6ETOVncLK+t8TMoZTarbVeN959MidPnNFEL+O1JhDAaRjMc7lYHwxSlsnQ0d5O58GD/Kq9fdRK0ZZolI5YjFPpNMOZDKfSaTpiMd6KRk977sL5cV2JBNcUF1NsGPlWKauKixnIrqA821jb2trYtGkToVCIiooKmmMx7nj1VZa9+io1b7zBjXv2MJBIEI3H6RsZYe/wMAPpNA7gxtLSM87rmqxebMuWLcNz1VU0Ll9Ohc+HzpagnUoxZJrsjkRoj8dPm58XMU3IZHCZJm7TZN7wMMFkknBFBWYshiuZ5MihQ6iREYqUYofPR2trq33s7CIPv9/P9u3bL+jzMVtNds8+cX5kTuTUtgCSHpJXFgnyxBlN5Msg1/bi9yorqXS5aI9GeWNoiOMeDwm/H09//6iWICdiMWKmSSaTQVsWltYktKYvnc4fc7wv+e5Uiphp0hgIcF1JCY2BAIZSE2pEvG3bNvx+P5WVlZwoK+ONdesYqqjgWDLJyVSKpGWhtcZ0OsloTSKRoHV4mKTWfEIplm3fzqp/+ReW/+u/UtLTkx/nW8PDHEkkeH1oiLeygeGFfhHnWn4s9HiwtCatNXHLIm6axCyLpQVXAAF4sr6eOS4X2unEkclQNTKCN5Mh6XRiaU3Q5eJETw9OhwO3243HNImXl+P3+zl48GD+eXNXHbkcTKQf42SYrmsQC5sEIVPbAkh6SF5ZJMgTZ1T4ZRCNRs+YnQO4obSUjkSCwey1ZdNuNwPFxSyLx/PZora2NgbicRT2fDpLazKZDJZl0Tcykj/meF/yNUVFdMbj7Dt8mLf37WPfkSMMxWJnbURsJBL8sr2d733vexw4cIBwOExzTQ1OyyLp8UA20FRao7Ird7VhoIBkKsV/c7v5j69+NZ8BLOxh1xSJ0J1KMWyaOCG/wrU7kch/EecyiGdrcpyTyx4BNPh8uICEZRFwOFjj91Phdo862a0PBtlUXEzZ8DBmKETkxJTDZxsAACAASURBVAkilkXCsqjo7cVfVUU8HseZLfcknU4C2aCo8Mojg4ODLFq06Pw/HJfYxVwp5EICw8ns2SfOjwQhU5tNlh6SVxYJ8kTe2KDE299P65Ej7Nmzhz179hAZHkZ7vadl5wD+7dgxgpEIZiSCqTWuVIryWIxjZWX5bNG2bdtwAE7LwtAarTVYFkYqhWVZ3PHqq6x9/XV+1t+POWauaEk6jerrwzMwgPb58PT3U7d9ez6zNvaLKxqN0nb8ON7+fubMmUNvby+vvfYaJ51OVDxOXGsy6TQ6e5UNSymcloVTa6piMWq6uuj493/PZwAHBwdpbW2lubmZRx99lE0HDlBTVIQBJE2TVDxOLB6nfWiIOzOZ00rEZ2pynFOYPTKU4vaKClYUF7O+pARnMklHezv79u6l99gx9vb309bWxotf/Sob33qLOocD0+Mh1tHBLQcO8LXGRgyPB/x+UpkMcaeTjGGwMXuVEZfLNeqqI3fffffkfpCmwIVkd6Tsd3mSIGRqs8kyHeHKIqtrBfBegJdOpwmFQuzcuZNT27ej/vzP0UDGsuiNxXAA837xC9KmmW/Y29bWxhvHjuG1LEoiEVKpFEopPBUV9Hu9+WzR0aNHqVm6lM6yMkilcJgmOBxYDgfKMIiXlOA8dQrmzGHfyAiNBatdO3t7qYpE+OOC0mI4kciPYWzz2yOnTqFdLq7v6qJo5Upee+01TNMkc+wYg8EgqqgIw+eDdBqzqAilNaZSOCyLpNbcNTJCZ2cnFRUVhMNhXnvtNdxuN6WlpXR1dXHq2DGW19ZylWFwcGgI0+2myLIoSiT4wd/8DV/v7WVwcJB58+axfPnyMzY5LjS25cf9ra2809/PqcOHcTocuNxuhjMZzAMHeKa1Fb/fzyLDYGVnp/1+hMPU1tbyh9dcw8JIhM2ZDK8fPUr54CAbTp2ieGCATEMDS5Ysoa+vj0WLFnH33XdfFosuLmTFq7RCuTxdSCPrcy3UuBwXclxsW6izHbewjdOV3DT9SiBBngBg27ZtpNNp9u/fj9vtJpPJ4Hj3XdSTT5K+/XbSFRU4Tpyg9Ne/Ro2MsC+RwLIsvtXTw18fPsxgZSUOIOj1orq60FrTH4/jGBzkuzU1BJYupWT+fCoOHKBnxQpiLhfK5cLIZDCUoiSVohhIxmK8z+ejJRqlPRZjbTBIdzLJiaIiSioq2O7xsC4UYsHw8Kj5ZGO/uIr6+7mpt5eaWIyuxYuJrFpFt1Kk+vtx+HwUWxYJhwPDMDDTaZRpYhUVMbevj5V79vDIZz7DtuFhQqEQra2tuN1ufD4fsViMefPmkYnH6QyH8WYyVCUSuN1u4k4nvmzGb2BggPr6eiKRCK+99hobN2485/y3sSuA77zzTn42NMTwnDlohwOnZeHNZFizdy9vvPEGN99886jHj30/frp+PW2lpWzfvp2jR49Su2gRjzzyyKQGdZeqJcvYK37AubM70grl8jReEHJDaSn/HArxFx0dZ1zlf6Z2I1PdjuRyNFUBpJh5JMgTAHR2dhIKhfLBTDKZxO/3M5hOE4vHsUwTLItEMonP5yMej7OvtpYX2ttJOxy4TJOUy0V/SQkOvx/icayREQy3GwUkOjsJ+3xYCxZQ9dJLsHAhycpKHD09+FavJpgtn3p9PspcLq7x+zkUi9GdTBJKJinLZHBHo/R7vbxYX88d7e3E9+yhs7OT9evXo5Tiuuuu44kHHmDZ2rVseuklQqEQXYsX88LixcQGBuy5CcuWYXq9jMRi+BIJHA4HKpnEOHSI6wcGWB8McvdnPmOveF2zhh86nQxdfTVF4TDzmpoIDA6yfPlygu3tvLR8OTqZxKs1RS4XGAaBl19G+/0MDw+TSqXw+XwA7N69GwCtNZs3bz4tGMplUv1+f768++rWrSQ+9CGM4mIswLIsYrEY+955h5FQiCNHjlCf7S8I48+vG+9ScpNlvDFv2rRpSlqyXEh250ICQzEzFAYh5wrSzpWxvZIzupdjBlNMLumTN8aV0CdvvOzLtm3b+P73v095eTnR2lraV6wgXlODWVYGvb2ogQHwelFuNzU/+Qmpt9+mb8sWVFkZJJP29WQ9HjAM0BpnNErGMDB6e1G9vWitsSwLIxikPJFg7re/TV9fH4FAgMhDD2HU1OBIJFi6dCl+vz/fE0pjX/XBlUzS0dFBxuslEghgmiaO3bsp+fWvqc4uJIhGozQ0NPB/fPnL/GBkhDeOHSPp85GJRjEzGZLz5tnjy84D9Pb3s/znP6e/v5/Ebbcxb+1a5gUCAByKRDgajeKNRkl2d5N2OlFFRXxk3z7qMxl27tyJc9Uqwh/6EMOBAEXhMB+NRnln/35OfehDpCorcZ06xbymJmht5fDhw3g8HpYtW8bSpUtxuVyjgqHc/L3KgqtVPL9oEScdDkqzLVVOJRIk58xBAYHWVnw7dnBjVRWLFy8+a8+73Bf9W8PDjGR7ATb6/Rf9hT/emHMl46kILJsikfMqMZ2pH5islL28nKtnXK45uFOp/P0ZrTk5PMwfvPIKX1+6lBKnk+p58/D7/fn7C3tPzkbSD+/KcbY+eZLJu8K0tbXx+OOP09PTQyqVoqWlhZdffhm/38/hw4dpdzrRH/kIDtPELC4GhwPmzYNEAjUyglKKnve/n8VHjtAbDKLjcZTWWF4v5H5hUIqM2w1KYQUCOHp7MZSys1HRKIm5c/n93/99wuEwBw4c4MiOHaQffJCq6mo8xcWjJgL/RUeH/QXuclG1ZAkHsllFSyn0smX0fPCDnNQadzTKvJ07aQ+H+ctjx1hUXc3y2lp+G4uRcrnQLpc9Psuyx+XxEM9kaFu/nkwggN/t5ngoRFtVFcow0IkE2jCIlZaiAgEsw0ArxS8rKmj5x38keeIEDWVlrN61i/379zO8YAG/uOsuBq+7DpJJvAMDJMrL6bjzTsxUCuO//lcyS5ZwqK+P/ldf5QPZFce5YCg3/6/QSGkpnkiEjGkyaJok5s8Hy7KvKlJbS/+997LjuedYcugQGzduHLcUW9iw+lgyiQbCqRTARZesxhvzVLZkWR8MUtrTw7aXXqKzs5NfLFxIyVnKwzL3aHY4V9l9vIztqeFhIgcOEAqFqFq4kDDQ0dGR/yXySsjoXskZTPEeCfKuMJs2beK1115DKUVxcTEul4t9+/bhdrupqanh8J13YsVi6EQC5s+HTAYMA11VBYcPQzwO1dX4fD5c0Sgpnw8rmbQzZNmMEwBOp73N70cphS4uhspKKC4mPjxMVyDAAmDFihV8rLaWD99ww7gn48Iv8FNK4Xa5SAIZw4A5cyCbIUz7fHTefTeeUIhgLGZ/sblczAFC8TgoBdlWKRrANNHBIMmqKipjMQJKEfL5sNJpvF4vQ7kStGGgHQ6UZYHWpAMBwp/6FGXPPsuhtjaOHj3KVf/lv3D4wx8mFghgaE3G6WSkpgbSaTBN+OxnKTpxAnc6TXrOHLp///c5+POfEywIhurq6njnnXc4efIkg4ODlJaWoisrSZSU4LMsYoEAWBZKKdyWRaqvD8Pnw7zjDtZ1dhIOh8f998590fdkMjgAl2GQ1pr+dJqFHs9FfeHX1dWdlsm70JYsE5nbdyHl4fOZeySXfJs5cv8We/fu5ciHPkS6ooJKr5d52WxcYZA2Xin/5MAAGzo7qays5AM9PbxYX48JdJ84gb+qipMDA1S9+SabA4Ep+XeeCWXSjngcRyJBx9GjxONxvD4fc+bOpf2SjkJMN2mhcoVoa2vjL//yL3n++eeJxWI4nU5SqRRdgQDxRx9l8KtfpXPTJqzrr4f588l4vahEAsPptIOL7Beq5XZjdXVRW1tL+X/+J9owIDsfbZRs2RaXi0x1NWZ9PZSXg9uNtixeXLqUV/x+ftbYyI82buSpUIgHa2pO60uWW+7fGY9zIpkkksmQNIz3jg+QC8JMk/iCBQQLfqNf6PHYAV6OUvZPMony+XC5XBRn7zedTshk7LKPUqQdDnT2PiN3DNPEKi6m//rr7QbKpsnuBQsoMgyc2UbG5J7T4YCiIvB6SSaTxKJR0gMDqHSaQ1dfPSoYamxspKmpiZMnT+LxeOjs7KT/299Gu1wYwSB4vWitcTiduPv7UYaBI5nEnD//rFeuyPUci1lWvpzlVIoRy7roRQj33HMP0WiUcDh8US1ZJtpuprCpdeEVO7bs2DHhXnhn6pt3vi1vxNTJVRt+9KMf8fOf/5zE888znEoRTiR499AhuiORUfMxx2s38oE332RZ9vthwfAwd7S3U5lO059IMHTgABuamlih1JT8O8+U1j1zUinajh8nkUjgcrtJxOO0HT9OVUHjeTH7nVeQp5QqUUqtmKrBiKmRO4G98cYbGIaBZVmEw2HCc+YQ/8xnsBYtQs+ZQ8rrtQMTvx8WLYJo1A5yXC50MmlvLyrC9/Of09zcjOOllzB+8hP7MYWBVC74ygVi8+e/l9nTGlVWxohSNK1eTWlDA36l+PW77/I7O3fy0JNPjvrCXR8M8rnqajrjcTKmmc/IjQoqtcZ0udDpNBgG/qqq0W+A1vmgS2uNM5UClwvL4SCZTnPM42FYaxyZDNrhIBqL4UoksAoOYeVeUyJhvx/V1fT396O1Jl1VRXJgAJdpYhUEmMrhsN8b08SaM4d0Ok0qlSLe309qzpxRwVBLSwsNDQ3E43Ha2tro6+ujqq+P+hdfpCKZxG0YKNPEHQqhh4cBMN1u5mX7/GUyGbZt23Za4+VczzFf9nJwQP6ycGcrWU2kkfOyZct44oknqK2tpa+vj9ra2gtadHGm4G1s0NrZ2UlpaemobSN1dfx/1dUTOqGe7eQ70TGIqffMM8/Q2tpKOBymqKgI79GjFD3zDKq7257329192rzKsc2r3+/3j2r6vWB4mBveeINrt27ltrff5mqHY8r+nWfKFTuqd+1Cu1yYPh8ohenzoV0uanbtuqTjENPrnEGeUuplpVRQKVUG7AN+oJT6f6d+aGKyfP3nP+c3H/4w73z2s+jHHiO5ZAmmaZK6/XZIpaCkxC4rJpP233NBWzBoL5wwTYhEoLsb91NPwcGDxGIxhqqrsTZutIOowgU8uYBP6/dKuLlAy+XC5fWSLinB4fEQNIxR11f9hd9/2m/WrwwOUjI4iPfo0fGfx7LsYLS4GAXsj0Zp7uzk+NAQLdEoDq1xZjI4TRNlGHYg5nJBby9WZydpw6CnuJiRkydJmiZJ06RkZARXOv3eazNNu1QNdrbvxAkMw6C/vx/V3Y1ZVIRncHBUhjHX7JlUCjweu1SsNVZREe5Tp/jHf/zHfAD19ttvc+zYMbxeL8XFxcRiMXp7exl8803uPniQ/3P/fiqyAZ0yDEyvF19ZGdf39REOh/nVr36FYRinZaFymdAKpxMTiFsWpmVR4XKdcXXq+WS1cqt3n376aR577LELKnuNF7yNN7evrq5u1Ikb4M2qKnxO54ROqGc7+U50DOLiTOSXh9dffx2/349lWbhcLjvbfuwY7n/4Bz7V0sIHfvGLc86rPFOWubS0dNx/55aWlglfneZcZsoVO/SBA9zZ0UF5IkHS6aQ8keDOjg7M/fsv6TjE9JrInLxyrXVEKfUpYKvW+v9WSu0F/nqKxyYuwNh5Reatt/JcfT2mYWAOD6NrauCRR9BbtkB1NYyM2OXFXIf5VMoOVAwDXVqKTqfxbt2K9eKLKKUoLS0lWVREPB4n8dGPQjBoP9ayRs/JKwz0crKBXjIb/HhHRtjf3Y3L5cLt9eI0TWKlpfj9fv7lX/6FiooKOjs7+fXtt5McHMRnmqRjMTIej328XEBlGJCdaxeIRvFoTb/bTe/QEE6lqIrHSSQSJMvKSLtcpLOBlyopsRdkdHfbpeTSUti7F8PhoLe8HJRClZTY74Vp2llQw4DBQVwvvkgq+9pq9+zh1PveRzwex5VIkC4qsh8bjaLDYft9TqexlMIRCIDTifHDH1LxkY/kA6iuri4SiQSRSASHw0FRUREjdXUcvesunlm5krmZDCsPH2Zo4UL0+95H5MAB1rz1FnO1Zmd2Nfi1116bz07Ae42Xc4sPNBCzLIoLVteOd7IszGoBE2rkfDHz2bxeLy+//DLpdJrS0lKWL18OcNrcvnvuuYdNmzYB9ol5cHCQ/oYGlhfMCYQzn1DPNoH/v0zi/EIxvvOdU+nxeEgmk7gKsuODg4P4fD42bdp01s9aLsuc6xGZa/y9bdu20/6djxw5wrvvvktFRcWktAKaKa176urqCHV2cncslt8WDoeplc/0FWUiQZ5TKTUH+APgb6Z4POIijL1qxUudnXSuXAlOp71a1O22V8qeOAG/+7sQCsFVV9lZLZ/PzlaZpl1aTaWgvx/V30/s1ltxvPsu5SdPopSyM1LLl6Pf/34IBOzHWNniZjbgygd3uUxYrryqtZ11M02sgYF8ZiYSieAoKaE8kWDXrl20tbXR0NBAY2MjOholXF6Ocjqx0ml7QUN2lSxer32bDdzibjeueBwzlcL0+TBGRrC0xpVMUhqJEHU4OFVeDqmUXd71eOzXns0SqieeILN8OTz6KPT0YPT2omtr7edJJPB3dJD+1rdI7N2L1toOUA8d4rrdu/lNVRUZgMpKVDhsB3heLyocxt3XhxUMQihEcMcOfMePjwrIhoeHiUQidjnZ6cS4+mrM++7DyGRI9fdzqqyMrkWLeGrZMv7wmmtoq6zMn8AAbrrpplEnrrGNkc9n0nfhqtlwOMzBgwcZGBigubl53CtkXMiCiMKJ9Xv37iUej1NeXs7g4CA7d+6koaGBRx55ZNRjxjtxf2jhQsJu96j9znRCPdvJd7wA8nK55NvlYqK/PFx33XVs376dkZGR/C89TqeTRYsWEcpmaJPJ5Dk/a+P1iLznnnt4/PHHaW5uJpVKUVRUxNDQEGvWrDmvX2rO5kJ6Ok4F+UwLmFiQ9/8AvwZe01r/Vim1BDgytcMSE9XW1sYzzzzD66+/Tnd3N8XFxQAEg0FG7roL7XBgJRIoQAHa4bCzbzU18LOfwY03jlrAgMtlB3haw4kTeCyLuNZYH/844aEhnHV1mJEIVlXVey1JCufkZVehFqXTJF2u9+7PBWW5gOz558l86EOYRUV2GxaXC0Nrwt/8JpHDhykuLsY0TV48coRTH/6wPecuk0HlFl1kF1owOGgvbkgm7cUSRUX0+f35wDLt83HSNDFOnSI6PIy6+ur3spa5MizY2bbf/tYusf7u79rvQTSKBbhGRiirrSXW0cH8rVvp6+sjYxhorQkGg6RSKdpfeAGqqnDccgumUnZAXVGB88gRrG98g/TBg3i9XtLpNIbfT13BCam0tBSPx0MgECCTyZBMJkncdhuGZcHICFGHg9JgkPm1tbzodPKHjD6B5UqrhS4mC5VbNQvkL+eWC+7HO6Geb+avMCg8kS17u91uXC4X6XSasrIylixZMm6AOPbEnZtnN5ET6tlOvsuCwXEzP7Nlde10rvbMBfTf+973mDt3LitWrMh/RsYrid9yyy387//9vwEoLi4mkUiQyWRYs2YNZWVlpFKp0z5rzz77LJWVlRPOJOc+zwDxeJxAtj9mzsWU6mdK654zZTNny2daTIw0Qx7jcmmGnAvufvrTnxKNRqmqqiIUDBL96EehpobSkRESCxaQ9npJ5bJobvd7GbXmZhgagqVL7aCvuNi+z+22A5z2dtTICIbDYU/cXbIEx7FjWMPD6KVL7QxYd7cdHOUyKbl5d5kMjr17MY4cIX3XXe/NzXM47D9///uorVvRt98Of/Indpl0cJCSf/93jJdeIpFIsGLFCgzD4O3bb4f58ynyeBgJBLDcbjtIO3jQXggSi8HixXagZ5p2ZtHpfC94y73eVMrOXFZXo06cQM+ZMzpz6XTCX/2VfdwtW+wydvb/hqEUVdXVFM+Zw+C99xKJRHA6nZSVlVFUVMTJkydJXXUV1iOP2BnCWAzt8dgB85YtuDo6KPx/NnfuXG688UZOnDjB0NAQLpeL5cuX8/bbb5NOpykqKuLtT38aYjE8LhdOpxO/38/c6mp6R0a442c/G3UiKwyaSktLOXLkCK2trSxbtozVq1efd4uI3PHa2trsoNQwSKVSbNy4EeC0ZscPPvggFRUVOAtKoZlMhr6+Pp5++un8MXPl3MOHD1NZWUlZWRk//elPsSwLh8NBbW0tH/vYx0577LmcT5Pk822oPBtMZ1Pcws/mO++8Q19fHw6Hg40bN1JZWTlu8+xNmzbl2wkNDQ1RUlLC3LlzWbVqFU2RCB1XX82gz0d5IsG6UAhnezu//OUvueWWW0ZlrMbL7hU28O4KBGiuqeFQIoGnr4+7sBdohMNhcueAu+++m9WrV9PS0iKtdcSMdVHNkJVSXxtn8xDQrLX+j4sdnDh/bW1t/Nmf/RlNTU1Eo1GUUkRqarA+/WlMgJIS+hcuBJcLZzRqB2G5ZsC5jNv8+VBba5cq/f73MmyWZQc8Ph963jxMjyefKbMGB+39sq1GCAahowMWLHjvGLt2of7X/0K3taENA+P4caw//mOoqLDLrCMjcPPN6I98xH58by90dYHPR+TDH6YiFMK7fz8nTpxgYGCA9H33oSMRzEgETpywmyorZT9fNmjjxAlYssQOInOBxtiWLtnMGt3d6Ox8O9xu+/Umk7B/vx3gwXvHHRnByB4npjWuI0dwOByUl5cTX7yY7ptuQtXUoLu67NeSSODMZh1UNGr3Bvzd3yXz93+fP05dXR2GYbB79+589/2BbNn6wQcf5Bvf+AbHjx/HdeoUqroaI5GgtKSEVDrNwWPHWDBmcUXuRJb7jb2lpYV3332XhoYGFi9efF7ziwoDsYqKCmKxGA6HIz9PrrKykkwmk89w5LJDv7r9drz9/Wzs62NBduVvYSZxbDn31Vdf5ejRo/lsilIKy7J49913ufbaa4H35uNNJAN1PuXoK/GandPZFLcwy7ty5Upee+01TNPkwIEDrFixYtzyYWdnJ4sXLx51yb5MJkNTJMJvN2zAiscpzmTo93h4sb6e8t/8hvLy8gllknOf7a5AgBfr63FaFmWWRW8wyAsVFVzX3Ezrzp2APQVi3759fPOb32T9+vVn/P800fmo0odRTIeJtFAJAOuB49mf9wPzgIeUUl+dwrGJM9i0aRNNTU2MjIwAoJcvJ/XXf02muhrq6sDjQWuNdjhIl5bawUwuOMuVTr1emDvXzqLlMlm5TJ9h2NmxbOk3d7+urES/7332dr8fysrs4x48aP+8/DL89/9uNxt+/HEyX/sa1sqV8IMfwLFj0NNjB5UlJfbcQJfLvvX5MGIxVCbD4I03EovF6OnpIRaL2QFUeTnm0qVYa9dirVkDy5ZBNAovvPBeFnFw0D52Tq40XCgSsV9zLuuXTtv7RCLw3e++t9/evbBwIVxzDdaSJTBnDtFUip5vfIPe3l5OlpcTuf9+mDfPbmcyfz6sXm23KTDNfBmIWAxqatBa51e++v1+HA4HZWVl+YUsN998MzU1NfT39/ODH/yAxYsXU7tnDw6fj+K5c3G63UQB0+Hg+r6+cVs/5MqYq1atYsOGDdTX1zM4OMjBgwdpbm7m0UcfPeuKwbErapPJJE6nk4aGhnzWxX6b7eCtsB3JwspKBrxeXli8mGM+H+3t7bzxxhu0tLSwefNmnnnmmVHtSebOnZvPtpSVlTE8PGwH9Ok0r732Wv7EP1P6jV3upmq150RWyhauWq6srMx/lk6ePJlvuQOMOo7X6z1tFfXg4CDHGhuZW1aGI5Egk0pRlE5DMsnxNWtobGwctf+Zyq25FdrNNTU4LQtvtkl4dTCIz+nk1fJyPB4PZWVl7Nq1i6amJgzD4OTJk+P+v5voSnTpwyimy0Tm5F0FfFhrnQZQSj0J/CfwMeBt4K+mbnhiPC+//DKZTAa9fDnce68dYBRm6nKLEeC0RQ+Ypv33sb3kcrLl1nymK5OxH+fx2Is04L35dQ6Hva27297vX/8VGhrg85+3F0iMjNgZsQ0b4NQpO9tlWfa+Ho8dPCoFK1ZgmSbEYlhFRe/NmQM74LrpJnvf3PP6/XYQBnag94lP2FfTKJwjWPh6cq87V6I9dMgO9jweu+9dT48d1P6P/2Gvss1lKrPNjC2vF/75n7H27bOPWTBnD7BfZyIB1dXogwcxHA67r15xMYRCGIaBaZq4XC4SiQSJRIKPfvSjo8qbJ0+eZNu2bRw9epR0Ok2kqQnd3U3fbbcxUFsLoRBL9u2j5ppr8o8pPJGNnfc0f/589u/fj2maDA8P8+abb/KRj3yE1atXc8MNN5yWRRhvXt3y5cs5ePAgZWVlp03c/kphdsjlYkVdHUd6e/lVSQnlBw+OyiTu2LGDm266Kf9cDQ0NvPXWW6RSKdLpNC6XK1+yDYVCbNq0iWXLlnF/a+t5ZaAkUzK+My04KXU6ub+19YLm6U10sc3Yq6JUVlZy9dVXc9ttt/HYY4+Ne5zC+aWFnztdXc3cQIDg0qWcOHGCeCxGwOcjc9VVvPnjHxMOh9FaU1dXx5IlS1i1atVp484tRjjpdOJLp0ml02RMk+q5cxkcGuJkSQknT57MTyfo7OxEKcWJEycA6AoE+O373scpl4sDra0U79x5zvmobW1tfP7znycUCjFv3rx8VnzsfkJMhYkEeTWAF8i1yfYCNVrrjFIqOWUjE6MUnsD6+/tJLF4Mn/+8Hazl5ryNzVzlVrbmtudux5YyxzIMOwuVy4zlVszmjplb+JC9ogXBoB04feELdmbOMGB4GE6etG8djvwlzfJlYa3fK62C/eeSEiguJnPLLfaiEIDrr38vK2cYdpCW7TvHvffa2cRcADi2SXLh+xCP28/f12ePKVtWxDDssvUjj9jHzs0ddDrt98A07WD3k5+EO+6wS7lLl9pBXW5uYiJhZxLnz///2bvz8LjL89D732c2zYyk0WpZtiRjO1Ik1XgJS8ziEBKgm1goNAAAIABJREFUYCDgOmkJOenxaVJDoHFI03MaOKc9b3reNHaTNAlZcBOaNs25elqWEAMlwCGBvMEYDNgIbyNZ3q1dI400kmaf3/P+MYtH+y6NpPtzXb4kz4xmnhlp5nf/nue57xtyc9HBIOaSEmKFheBwYHzjG5hNJtpzc1GtrZS+9RY9PT2pD3qPx8Nrr71GQUEBXq+XhoYGQqEQZq8X09GjxGIx7HY7geJiPIkOF3BpVi39QJmTk8Px48d56623cCZ+f8nOHIFAgMOHD1NQUEB9ff2gA/JIfWjXrFmDYRhUVFQM27h9KtEUPiknJ4fa7GxOANdee+2gg15hYSHvv/8+paWlqctWrVrFuXPn0FqTn5+fur3ZbObIkSNs3bp13J6l6aaS4btUDE046ejr42JvL5FIhDylWFVczGngj999l4L//b/pf/ttKioqeOihh9i6deuI9zn0pCC4Zg1vFRVx68mTfNQwUgHjeBmeoyXtZGVlUVJSMujv7huGEQ9Wc3KorKwEoMXno+/ddzl79iw2mw2LxUJ9fT3Nzc189rOfHTTmgz4fjxkGR3fuJOzzEQ4GKbFYcLlctLS0ELPbsbS3EwqFaMnLo/Wuu+j/4z9GNzVhPXAgtcRLKEReYmb5ZFkZdwQCFKeVKRl68pWcwcvPz8fn87F//362bNkyZnKHnLCImTKRIO87QJ1S6jfEEzRvBL6llMoGfjt7QxNJTx49yn99/XW8K1ZgtVgIf+AD8YAjHI7P2iXqsg0z0mVjBXjJ5IBIJH6/Wsfve+h9JgPH5O1drvgsWXIpFOIB4po1cPbspYLLyZ9PBo0j3ZdS8MAD8eCuoiI+E5gcWzKISyZLVFfH9/Mln/9Yzy0ZsGZlxZMzkkGe0xkPFNOTMJKvm90en6WzWOK3OXMmPp7S0vhloVB8xi8rKz67ePo0KwwDb1kZYZcLU0cHRjgM69fH90qePYuppIT2T3+aowcPst7jIT8/n/3799Pe3o7X6+Xw4cOpkhGxWGxQgOb1ennjjTfYvHkzdXV1eL1errvuOj7/+c/T09NDbm4unZ2dqZ/z+XypvYAmk4n+/n4Mw+D111/nIx/5yKBZhNFq1W3atGnEmYbRZofsXV2p5bnkxva2devwnzpFWSDAss5O6urq6O3tRSlFSUkJhYWFBINBwuEw11xzTerAV+lwcKy7G397e6r3prOkhPWFhcPGM5XafktFsmvMN86fp66vD9XbS3Y4TI7ZTDga5Z2uLmJWK5FAANvll1P+u9+xf/9+Xn31VdavX8/Xv/71YcFe+klBMvgxx2Kovr7UsvoPq6rYPE6G50gnF/n5+XR1dQ37vT2YlkltCga50NlJp89Hzi9/yfLly4lGowSDQbKzsykqKkqdLMDg5JPlubnErFZOBYPYHA56Ll5M7T1e9uab9NTW4vsv/wWzYWANhQgsX47nM5/htzk5EAphDgZZWVlJjtWK02zmzZISLksL1tL3oyb/LktLS/H5fKkTr/r6empqakbMgJ+NExYJGpeucYM8rfWPlVIvEN+Xp4C/0VpfTFz9ldkcnIgHeJ97/32CAF1d9Nvt8OCD8Rm0QGD0AC9p6HXj3TYWA48nXmIlfRZwtPtIBmzLlsXHklwqdTjis2vV1YNn4ZLB3dAAL7mkquKdK7j66ktBW/pMZHI/YXJm7gMfiAdjyftKH9vQGn0dHfEA7wMfiC/RFhTEf9Zmiwe2ifY/g55bsvCy1vHZyLKyS6+51vFZvMTPWAIB7m1r4/TmzdR1dNDe20uwvDz+vLSOz7qePg0WC2c3bOCq06c5ffo058+fj/elNZuJxWLEYjEMw0BrndrfF41G6e/vx+1209nZSUVFBVdccQVvvvkmTbm52HbsYMDlgpYWyg8dIvbGG/h8vtQScTLBwWQy0dHRwTvvvIORqG3Y0NDA2bNn8Xq9mM1mWltbOXToECtXruTb3/72iH8qo5Ujuam/n56eHoJr1qQ2tmcFAui1a3kpEoEXX6SwvZ3rrruO+vp6WlpaAMjNzcXhcLB//37Ky8tpaGjgjmiUF1pbsWmNw2ajNxql7eJFqn/zGx5obR10sBotWJhux4rFcHA86PPxDy0trLDZsLS00BeL4SkoIDsUwudyxbcWGAbYbIR/7/c4k5WFORjEbDbT0NDArl27+MEPfjAo0Esvs/NCQQF9Hg/WUIjCgoJBy+r5ra2DXr+hJTzSl3OTNRnPnz+PUop77713UHZ4sjTJHrebNy5epDAQoGLfPrqOH6fXZOKyyy7D6XRiGAYDAwOcO3eOJ48eZY/bjTs3F7PZTHV2NgUuF6sSdRS9wSBenw9bZydrjx7F0t2Nd9s2zIaB4fNhzc5GRyJEwmHO2+2U+/2srqwkJyeH/v5+CAY5F4nwT//0T+Tm5mK1WgmHw2zYsIE9e/bw/vvvU1lZSU1NDfv37wfAZrPR1tZGeXn5iDXrpnvCMjRZ6Y5olF/9/d/LLPcSNZGZPIAo8aQLC1ChlKrQWh+YvWGJ7770Ev/v+fN4V6+Oz5C5XPHALj3ASO5Rm6ihy7cjBXFdXfHZsaKiSwHOSLdNBk/JAGroXp706+BS5m56IJYM2tLLnSTLrIwU4CWXpU2m+MxZIBAP0NKXkNPbqBnG4P2Iubnx5daSkviePp8vHnRVV18KFIdKLgVHIvGZyfQiz1lZ8d9JIkM3Wl3Ndx0OzJ2dFAQC8SDKbr+U4GG3Y7ZYMIfDRFasoKSvj+LiYt544w1CoVBquSkSiaRKrqSXXlFKEYlE6OzsxGQycfLkSYJr1hDYuZNAJIL2+aC4mLN33YWjvR3LkSMYhpHa76aUwnT55cTuuINzZWUMRCI8efQo33/gARobG4lGo/gTy07Jlm17nn2WHxcU0GmzDdq3NVotsLycHHYfOsTvcnMZ8HoxEkkSdrsdZbFg+6M/ovSpp6ivr2fdunXx5ulWKwMDA4MSVHbv3k1hYSFXGgZH1qyh3eXC0d2N9dln2X/uHMuWLaOuro6DBw+yZ8+eYXu/PB4Phw4dQmvNnj17phScLZYl4PTs2qZAgGybjW7DoMfpvFTEPPH3SX8/3HUXxje/iVKKaDSKw+Hg+9///qAgL1lU2O1203fllZiDQSKRCAN+P/39/eRmZ/N2Swuf+cu/JBQKUVJSgs/nG7RNoKGhgc7OTl555RUcDgeBQACtNR6Ph2XLlnH48GFOnDjBP//zP3PnnXdSU1PD008/zTvvvBN/H9hshEIhwuFw6r2RXMa12WxczMnhT957Dx0OE83NJWoYHE0kq610uciLRmltaWHdP/xDPCPeZMLr8xEsKsIaDGLJziYcie9SWp6bS6fVih/w+/2cP3+ejo4OyM7G0tZGKBTC6/USjUaxWCzkJoLKxsbGVKKVw+Hg4sWLRCIRPvjBD46aoXv48GE+9KEPDfodTvSEJX3GMpms9JWWFq5ZtYrVic9CmeVeWiZSQuUbwGcBN6R6tmvg9lkc14xRSt0GPAqYgX/UWu+Z5yGN67svvcR/7ezEqKi4tNduSLHOVOLDRCVnydKDnqFBm2Fc6s/a0hIPhIbux0s+djLgGm22b6j0fXzJYC953+ntydKDs6FBV/rjRCKXgsL0ADJ9RjD9ucGlMiqh0KWkkmQCx9D7T78suVdvaOCYvD4YjM8qao12OIjabHQ6nfEAMBK59DsMBuM/4nCwLBxOfWjn5uYSCoWIRCLk5ubi8XhGfAkjiQNOLBajs7OTUCiEvv9+CIXiWb7J1wUI3nILpS0ttLW1pUqUGNXV6PvvR0Ui4PPRXVDAnx49ihEK4TAM+vr6iEQimM1mcnNz6Vmxgv1XXkl2fT0frKjg/7t4kRfdbj7V0sInPvAB6urqcFy4wCeSM1wuF7hc3HPPPTzd1gZ9fdhtNiKRCIFAAEwmoiUlqSWr9vZ2brzxRl544QXy8vIGbUo/Zhg8l5NDoLAQ1dqK46mnCNTVEQ6HycnJoaSkhIsXL+J2u9m5cyePPPJIKlMxFovx2muvAXDjjTeOW/bC6XSitSYQCAz6/uzZsxQVFRFcs4b/KCuj227H2dPD9195hR9NsnzGfDoVCBDyennrzJnUEr7OybmUrJX+PovFUhnhhmFgsVjIy8vjwoULw55rXl4eBQUFeLq6iJaUsCyxf7KtrQ1nSQnthw5R1NdHOBymo6MDt9vNVVddxb59+9i2bRsPP/wwra2tmM1mzp07RywWo6CggPLycgBOnz6dykD/5S9/SWdnJ0VFRQwMDMQDykSJo1jiJDEajXLy5EkKCwtZu3Yt+4uKIBzGEYsRDYUwLBaUxcKp/n5Wulxc6OwkJ7Ft4OzZszgcDvLz83F0dxMsLCTS24sGnE4nUauV8oEBuk0mjp8/jyUcxnA6CRkG5qeeIpv4+9NiseBwOHC73Zw6dYply5Zx8ODBVK3L0tJS+vv7B3WnGXoyYTKZ+O1vf8vNN988aP9tsp3bO/39nNu4EcrKWF9YOChhZqRyOaf9fk7W1HD5yZOpx5S+zEvHRGbyPgl8UGsdnO3BzDSllBn4EXAL0AS8o5R6Tmt9Yn5HNrb/eegQRm1tPAixWOIfxjMlOWuWHiAmg5dgMD4jl5cHydT+ZKCX/vNtbfHl2eTPWiY4IWyxDA4Uk0Gf2XxpT1zyumh0cIA5NABLzqDBpYAwFouXakkuqSavT3/eOTmX9t4lA7GRxp8cZzR6ae9jeiCZPq7kjGc0CqtXX7re5brUC9gwUE1N6OxszE4n1W43q1evxjAMXC4XkUgEj8dDKBSK98hNH/sQhmHEAzyt48keidmJFL8fVVGBUors7GwCgQAmkylemDocRvf3x/uB9vfjj0Yx3347xre+NSiI7OnpwbR1K+ZolEBPD0c8HqxWK5b8fJ4H/u+uXaPWDqurq6N8xQr85eU4olHaOzqwmEwELRbsnZ1AfGavp6cHi8VCWVkZN998cyrb+Jhh8H+rq+n3esHrxVxcTPRzn8P47nfRJ04QDodpamrCbDbjcDhoaGjgiSee4J577uHIkSM888wzFBQUcOWVVw46mCZnLtLb/zU2NtLY2IjFYuHqq6/mzJkzwKXg8JTVim/NGuwmE1nRKAN5eTzlcvGffT7yW1uHzfQ9/PDDrFmzhkAgkDFBn6O7m0NnzmALhbDb7fj9fqKGgYpG4y0GkycyyZnxxDKsYRg4HA56e3spKiriz/7szzh58mR8f6TDgWEYfOITn2CdUvwqP5+YYWCNROiJROjq7SVot3PuK1/B0tGB67XXME6c4J133iEnJ4f29nbcbjculyu1VBuLxQiFQmRlZVGfqFlpSnSWuXjxItnZ2fT29g7b2pD8HiAYDFJQUMCGDRs4sGwZ9sTljt5e+ktKMAyDgNnMhWCQVpsNlZ2N75OfpOTAAfrefpvW1lZyfvMb9J/8CSEgKxYjYrUSCgS4vrGRE243Zy6/nGBJCcaZM6hnn4XGRryQKp/k9/vRWpOTk0NfXx9+vz+19y4/P5/Vt9/OsbVrU0kq6Rm6yQzhZpeLf16+HGdlJbS0YH39dQra2ii/5RaOfuxj8d7bZ8+igC/6/anC1qcCAczBIKfOnUvtY83Sms4hrf+kL/PSMW7HC6XUS8B2rbV/zBtmIKXUtcDXtNa3Jv7/CIDWevdoPzMnHS8ms8QqhBBCiIVpDrqKTavjBdAHvKeU+jWQKpmitV4ISRdlxPcSJjURTyAZRCl1H3AfxDcCCyGEEEIsdBMJ8l5K/FuIRpoyGxZWa61/AvwE4jN5sz2o8SJ755VXEti1K54gkOxGMdrsX3I/mskU348VjcaXIJNLvOEwXLwYX4J1OlMtyjCMwXXrkkWKOzrg7/4O/vN/jickWCzxZdxEMVBaWuLXb916qbacYQzfMzhUKHQpWWHoHj+t4wkf7e2wd2+82HBZWXzZ6Nln4RvfiC8jZWVdWt6F+P0MDMTr2bW3xy/70pfiX2tr4S//Mr5kmixu7PPFx3733fDRj15KDkkmfyTr4/X2xh9ba5TdjukHPyB27Fj8OX/mM/Gs3FAovvQbDl9qGzfS71lrePttsv/2bykvL+eOO+7g7/9+cKOYob1fX3/9dd59910GBgbIysqKL7VGIqmlrOzsbPx+f2ppN/bBD8af08qVqJYW7C+/jHa7qaiowOfz4XK5uPif/hORyy4jVlw8uIex1pfaubW0wJ60LauJwtZWINbfDw4HFqcT62OPETt2jKKiImpqatiyZUuqB6lhGBw7dozjx49js9mw2+14vV4Mw+C2225LLV0NzbJsaGhg3759/PznP6dr505MZWUEPB76+/vjJWGyszG1taF370ZrjcViISsrK9WVY+3ataxYsQKPx0MkEuHo0aOp7OT169djtVpTy8m7d+/mX//1XyksLKSpqYlQKH7u6vf7sVqtrF69GpfLxZYtW/j5ypV4HQ7yTCYcTiehUAhfVhb+7GzMzc0EvV5wODDZ7TgffxxTQwPV1dX8/u//PjC8h2/yuab3Gh6r1+pMuPXWW2lpaRmUfdzV1UXO1VdT/d/+G8+8/TbB06fJfuUVtNuN3+8nFotRUlLCJz/5Sfbv38+xY8cAUtnedrs9tVy6a9cuBgYGUr/Xzw0MYA4Gef+994hFoxhaE9UanE5u/Y//YMuWLbS3t/OrX/0Kl8uF3W4nGAzi8XgoLy+nt7eXk5/8JJHiYqzBIBoIV1TE2wQmt3IEAtDbizpzBvXNb2K1WlPbHpJZ4U888QSt+fm8v3o1vtxc9MWLlLz1Fl333IM9GiUWjRIJh9GAxWZD5eRwx0sv0dXVRWVl5aCM32Sf6euvv55XXnmFcDhMLBYjGo0Si8VwOByEEsvhyX2dZrOZj3/843iWLWP/FVeQ53DQnZeH1pqoYWBvacEaCqGVIqAU5j//cywWC+Fvf5usaBRtGKlC4RarlZDFgq2ri97sbHISn51KKWyFhVy3ejW/3LyZ7f/jf/DSxo1E7Ha0xYIyDKx+P6X/8i/cf8MNkmixBE2khMpP52Igs6QJqEj7fznQMk9jmbBHtm3j//nWt9Cf/SysW3dpHxkM30uX/NffD15vvDRIsq/rs8/GPxTvuguqquIH9+7ueFcHk+lSsJcs6Hv8eLy9V319/D5Onhy8r81kigdfcKlYcTLo8fkuBXpDkx6i0fh9lZZearGWPv5YLB6ANjeD2w1ud+pgopNByMaN8fEmW7NB/DGPH49/n5MTD1KS3G745jeHB4z19fHHv+aa+H0lEyNMpvhtgsH481m7FlNfHx+9eJHqLVt4qb+f1ldfJfzSS/ExffWr8VIseXnx129oQkZ6AKsUVVVVbN68OZW9mm5oZmhtbS1HjhzBarWSm5vLwMAAOTk5OBwOotEoeXl59Pb20tPTQzgcRjc0YP3ud1FKYbFYCAaDLFu2jFWrVrF8+XKOHz9OpKQEc08PRn9/vDUdpAL7bK0ZCASgrCx1gAqFQljPnMH8059i/oM/oD8vD1tHBzmvvsrAsWNEIhEikQitra14EsHYtm3b+N73vseaNWtSBZeTRZ9LS0uHBbfpkm3ZDMPgUHc3B9auxVFcTH8ggE6UubG/9BK2RL1FXyJrd+3atfT393Pw4EE+8pGPpPY2JR+/ra2N7u5uvve976UCqO3bt/PUU0/h9XopLCxMbUAvKirC5/Ph8/m44oor8Hg81Pb3c2HbNvKcTnItFurq6xnIzsYVChEOBlGGgSkQwABCt91Glts9KCN6pL1Pc13T78tf/jK7du2iq6sr9bcTCAT45h/+IVtra7nn3Dnu/+u/JhQKoez2VLDy8Y9/nPr6emw2G06nk76+PiwWC0qpVEZrYWEhy5YtG1Rqp9Lt5jSkOqYow8Cal0c2cOLuu2murWWV2cxyv5/w++8zMDCAzWZj48aN7EmcZHykrg5zKETEYsHX2xsP8JIneaFQ/D2XnY02m7EnTnxsNhuFhYVs2rSJI0eOpOrzrW1owOl08swzz8QTaXp6GMjLiweKSmFSCldpKdm9vVitVh566CGeeOIJgFTNyPLycgoLCwmHw3zwgx/kTCKJxWazkZ+fT0FBAYZhsHnzZt544w0KCwvZuHEjFouFty6/nNVlZRg+H75IhJjNhllrIoWF2Ds6iNrtuDo7idntBAIBzO3t5NTWEvF6Uyd21vx8jDNn0M89h+lznyOqFKZAgJxly4iazZS98w5s3hxPyPD5cHm9QHyfYMBkom3zZn75y18OO7kSi9+oQZ5S6t+01vcqpd5j5NmvK2Z1ZDPjHaBKKbUGaAY+DXxmfoc0vr/+678G4Pvf+Q69vb1EbrkFdu6MzxaFQvGAyDAG13o7ceJSgAa4XC5KSkrweDwMfOc7WCwWXJs34/vYxwjGYuisLEyhEKYzZ9C//CW2M2fIysrC7/djWCzEWlvRK1ZcKhoMqUBs+fLl8fIK77xD4He/S/XQ5XOfgz/6o3jwFA5DZ+fgILGjIx5gJhM9krRGGQarjxyh4oYb4i2LEpu7V6xYwYX9+zlXVobOzU2VKyErCzweHLm5GFlZhLXG9MILGIngUCmFqbER03e/S1FREf39/QwMDMTTw91u+MlP4P7746+p3x+fvUvMgKqeHhxeL3mlpdRXV1PY18cXvvAFNmzYwO7duzl06BD+8vL47GNnZ7zzRXZ2PDkj8XxSCRoXLlBQUcHdd9+dmu0aamhXAICNGzemWimtXr2alStXpgLEsrIy8vPzOXv2LK+99hpWqxWr1Yrdbqe0tJTz589TUVHBli1bACgoKOB0dzeBggKyQiFCPl8qWcSSCBoNp5PQmTMYhkFBQQE2m42+vj4udzrp/8UvGBgYwOv10tvbi8lkYs2aNfh8Pjo6OsjKymLXrl1UV1cPCliTjz/a8x7J9u3badi9m+uAkzU1eHNz0efOkfPqqxR6vRRXVcVLVwDZ2dmYzWYKCwtZvnw5brebm2++GbjUJzU5k5Z+YKuuruZv//Zv+au/+iuCwSCVlZWEQiH8fj933HEHhYWF+P1+Kioq2LVtGz0rVqRKxawAIn4/rmiUTq1xOp2EgkFMoRDmVasoKSmhr6+PaDQ6rLtD0mzV9BvN1q1b+cEPfsD3v/99Lly4wKpVq/jSl76UKomydetWfvzjH6eud7lcVFdXU1VVRUMiQCotLb3UKzuReZudnc2NN944bNzJGopZBQVs/NCHuODx0Ks1UauV/Lw8SnJz8USj9H72s9xw+eUYx48Pm929zuulrqODrL6+eDkfq5WYUliArEQtPMNiwVJUxIevuYa+vj7y8vKoqalJvZbJEweI98Zdvnw5hmFQ9u67NN5+OxowBQKYXS5CWnN3fz+7ErOpa9euHVbAOXk/a9euZWBggLy8PHw+Hw6HA5vNlioanZyVPnfuHBUVFeTV1rI8NxdLSQlFkQjHBgYIBYOEs7II5OQQyc+PB3IPP4z1F7/A2tBA+xVXoLOz0X4/kWCQXLOZq1tbOXzyJGXPPEPw938fysrIVgodi/H08uX0ud0MrFiBxeMhEothMpvjSSAmE+ayMpRSC7IEkJieURMvlFLlWusmpdQHRrpea316Vkc2Q5RStwPfI15C5Z+01n871u3nJPFiCg76fKkDTb7FggJa+vpQLS0Uvf465sZG8vPz2bRp06TP1tI/lLKzs9Fac9Zu5+1rr8VhMtHT2sqA1lizs/mbggK+fNtto97Hb1paOF5ZSaCgAGsiqy7LbkffdRd65UoGBgZosdmIKRU/c9AaczTKTadO8f2tW0cd95NHj/J39fU0E99o+RGXi9d9vtT//zg3l9D771NXV0dPTw/5+fmUlZXR1dWF2+0G4Prrr+e+++5L1ej6X089xbOAv6AA3dSEys/HmpeHLRLB5XLhdDoZAJw9Pbxwww2Dym985sgRLkSjGD4fQYuF4MqVGFbrpUxfrTFfvIjLaqXcZOKGAwfGXJJL/x2kH1TGu+y9996jsrJyUB/c3/72t3g8Hj71qU+lLnuzp4f9V1yB02plIBAgmOgkktfVRWBggOyCAq58/XXq9+3D5/Oxfv16/vt//++pg9bjjz/Oz372M8xmMxUVFZhMJsLhMOvWrWPDhg2D+nROdyky/bU4e/YsbW1tqdkkgBMnTmCz2VJLxRBfFn3llVe4+uqrB2XUJgPMkWbIRnrNxxtjQ0MDt7/+OoG8PMLd3akZrezlyymJxVj3/PN0d3ezevXqUe8z2eZqouOca+m/w+PHj+PxeDCbzfh8Ppqbm4nFYthsNm666SYuu+yyEced/nlV5XDQGYnQG40O6pDijUSodDj4WW3tsDGk13szBYMcGBggZjZji8UwxWIYSmHLyiJnYIBPvvjiuK/lAw88gNaat956C5vNRriykosf+hD+ggJuW7+eR2pr+fAE+vYm/2bSP2fG+8zd4XYP6g7jjURw9/XRFwgQi0Sw+XzYfD5CZjNRpzO+BSMYRLtc4HRiMgyKfvEL/rioCMMwCIfDFBcXD2qzlmuxsOyyy6j3+8kNheiur08VQTe7XGR1dfGZi/Ht6ZnydyZmzliJF+Nm1y41mRrkzYehH9QPlpVN6INwvu53POPVNLs+0Y81ODCQaoCe5XSSXVLC4euvH/YckgehXIuFllCIM34/wWgUSyRCSThMTnY2vYEAH37zTTa7XLOyVDJSwNDY2Eh9fT3XXnvtoEBr46c/zT92dnIuEiHW24vNaoXcXIpDIW7q66MsMWs7WsBx77330t7ePmzWZKQ9Z5MNnkbT0NCQKrqbk5MDwPnz58nNzeX2228fVPzYbrfj8Xhmfa/bk0eP8pXz5wn19RHyeskqKMDqdHL9u++SffHiuI8313vypiI9mDl58iQrV65MFS82mUysWLGCaDRKbW0te/bsGXfcyfeWJW0rR1RrfNEob1wx8qJQ+ufExYEBBvr7CWmNYbPhstkodThYYxjk7d077muZfJ8AqW0EVqsm0LkzAAAgAElEQVSV6667bsxtBDNh6GdFsjuMMxTiVGsrPp+PUEEBhs2GtlpRkQg5585dKg2Tk0OpYfAn7e1s27Yt9bfzu+uuw2O1Yk7MRufk5HAhGKQ5FOIypTh99ChRmw2T3c6tbjfrzOYR94iKhW9KQZ5SyssIy7TEkxm01np4A8lFQIK8xWkiB9ahZ9ww/mzD0GBVw5wGsKM9r2TNuJGWm9Jv+8orr/Dxj3+c5cuXp+5ztAPBfM1AJWcSk22hamtr6enpSS1bp/8uYfjs52wETsnf/ZHublRLC5fV1U0qkJ/JQHi2NTQ08NBDD9HU1ERuYt9tsrPD9ddfP2rru3STfW8NNVqg9KOqKvJaW8d9Lec7sB7ps+LPT53CANwDA5iAQH8/oawstNa4mpqwJIqnRw0D14oV3Pnyy+zduzf1t/PdtWvJs1hYWVqaOgGKak1LKMSHcnJ4rbERR3c3H+nqGvcETixsUw3yxmynoLWOzcDYMo4EeYvTRAKUsQ4kczHTOFUTDRhGeg1eeukllFLceuutqctGOxDM94Fy6FgWSpC0GAzNAIfRTwZGMhPvremuAGTa38wOt5sXu7qIao3VZGJgYICA2YyhNdb+fnLb24fN5KW/J8cLnDPp/Spm11SDvGyt9YBSasR3kdbaN4NjzBgS5C1OEz1IzddS8lwY6TVoa2vjtdde45ZbbpnQgSDTDpRibszELO5ifm9NxUGfj5vq6rAqFQ/yIhECsVi8C4lh4Dh/HgXYXS6uOXiQ7+zcOei9NpHAWd6vS8NUg7wXtdZblVIXiS/bphdq01rrRVk1WIK8xSnTN7vPhdFeg6ysLEpKSjjo83F+0yb0ypXDemKKpU1mhWbH7UeOcMjnI6A1QcPApjWRaJQogGGwvLWV7X197LrllhFfZwmcBUjixaRIkLc4LdaD1HjJJENvO9pr0LNixYizAsmemEIshVmhybyfZkJyNu58IEAkUbzb0JrVdjutoRAauM5iYeU776BPnMiYfsgis0w7yFNK5QEfAOzJy7TWB2ZshBlEgrzMNPTDd+PGjdTV1U3qw3ixHaSmEriO9hpMd2O8EAvdfJ0IHvT5+MTRo0QMgxyzmSKrlXPBIAowDAN7WxvaauWOU6fIvnBhUZycipk1rSBPKfV54CvEy5EdBa4G3tJa3zjD48wIEuRlnqEfvmfPnuXgwYNs3ryZNWvWLJpZufEMDXQ7OjpSNbOSproEPZUSF0IsJvO5pSP9JKuur48BwwCtifn9FHZ1EXM6KQwG2VZfv+S2mYjxjRXkmUa6cIgvA1cB57TWHwGuBFpncHwiAx30+djhdnP94cPscLs56Ju/PJv0NlAWi4W2tjYcDgft7e1YLBaKi4vJyclh37598zbG2ZYMdJubmykqKqKpqYkXXniBaDQ66HZT7ZxQ6XDQN+S++qJRqpJdPIRY5C5cuJDqOJM0m51I0j1YVkZIa7yRCP2xWLyrCODs7cVitZIVjdKd6FIzV2MSi8O4vWuBoNY6oJRCKWXTWh9XStXM+sjEvEnP2nJZLJwOBPhiY+O87c8a2gaqt7c31YMzabwPvrneazNREx3XSP1OCwsLef/99yktLU3dbqReqRORbEXljUQG7cl7MNmrWIhFbmgPaZj6+2myNrtc/LCqir3NzZwMBEBrPuh00pXoRZ2cyZvLMYnFYdSZPKVUMgBsVUrlA88DLyulfgG0z8XgxPx4rLmZLKUosFqxJL5mKcXeRMX4ubZq1Sp6enpS/08GeHmJZvUw9gffSLNgu3fvpqGhYbaHPqbJjGukWYZNmzbR3d2Nx+MhGo3i8XhG7JU6EcmDTKXDgS8apdLhyPj6gEJMR/L998ADD7Bnzx42bdpEf3//jLyfpmKzy8XPamt5fv16LkvMoC8rLcVvNhM0DD504cKcj0ksfGMt174NoLW+S2vdo7X+a+DrwL8Cd8/F4MT8OBUIkGsZPMmba7HQGAjMy3i2b98+6MO3tLSUQCDA8uXLJ/RhPHS5N1OWdyczrqGBLoDZbOYTn/gEFRUVdHV1UVFRMa19icmDzBtXXMHPJtjLc7HJpG0KYvaMdIL1xBNPcM8998zY+2mq0k+4YnY7161ezR+1tGA/e3bexiQWrrGWa9XQC7TWv5nFsYgMUelwDMu0nO39WWMtW1ZXV/PII4+kskI3bNjAZz/72WFtu0b74Bu63AuZsa9lMuPavn07u3fvTt0mmWyya9cu+cCfIZm2TUHMnpG2PwAcOXIkIxIaNrtcg//mNm+ev8GIBW2sIG+ZUuoro12ptf7OLIxHZIC53p+Vnj2bvmyZfsZaXV097MN369atE7r/+dxrM5bJjGtooJse2GbqfsPZNBvPOX2bAkCB1Yo3EmFvc7MEeYtMpp74CTHTxlquNQM5QO4o/8QiNdf7s2Z7OXXocm+m7GuZ7LiSge7evXv56le/mgrwMnG/4ViG7oWa7Fhn6zln2jYFMXtG2v6QCSd+Qsy0sWbyWrXW/2vORiIyyrDlglk022fVY82CzaeZGNdoy0779u3LiGWnoSYyazuemXjOI80Ezsc2BTE/Rtv+MN8nfkLMtEntyRNiNszFcupIy72zaaLLidMd13wtO011uTQZoAG89dZb9PT0YLVaefzxx/n2t789ocee7nMeLdC84y/+gm8lapVJGZnFLVNP/ISYaWMt1940Z6MQS1qmLqdO1Vwuoc7HstN0nt+FCxeIxWLs378fn8+H0+kkEonw/PPPT/j1me5zHm17wNlf/UrKyCwhI21/EGKxGXUmT2vdPZcDEUvHSLNAI51VQ7zV0FwkFMzkRv7JLidO57HnY9lpOsulq1at4rnnnsNms+F0OvH7/bS1tRGJRHjooYd49NFHx33u033OY80EzuU2BSGEmG3j9q5daqR37eyaaBPw9NvFYjHq6uro7u7mzjvv5L777hs1EJhKwDTTjckfeOABioqKsKRt4o9Go3R1dbF3794pP/Zoz62hoWFOl50m8/yGamho4K677iI3N567lVxiXbVqFeFwmKuuumpCr/t0nvN89igVQoiZNlbvWvPXvva1OR5OZvvJT37ytfvuu2++h7FoPf7444RCIYqLizGZTDidTqLRKK2trWzZsmXY7QAOHDiAyWTCZrPR0tKC2+2mtrZ20EEaLgVMoVCIwsJCOjo6ePXVV0e87UTG9P7773P48GH+z//5Pxw7doxly5aNeT9JR48epbOzE6fTCcQDiP3799PW1obH4xl0PxN9PcZ6btXV1WzZsoU777yTLVu2TGiM0zH0+QF0d3dz2WWXDRrzSIqLizl79iwtLS00NzdjtVpZtWoVJpOJoqIiVq5cOey5j3Y/U33OJSUlvPrqq0SjUWw2G93d3fT397Nz585Zf+2EEGKm/c3f/E3r1772tZ+MdN1Ye/KEmHETbQKevF19fX1qaS+5f2u08ipTLcUy0pii0Sj/8R//MaV9Z+l7DNva2vj1r3+d2jO2b98+7rrrLv7iL/6ChoaGCb8emdS1Y7p7KO+//36qq6spKChI7aMLh8PU1NTMSdJIctP9fHc2EEKI2TZWdq0QM26imbTJ2/X09KRmjILBIPn5+aMGAlPNuhxpTHV1dRQWFk5p31l1dTX33HMPjz76KIcPH8Zut7Nx48ZUwJqbm8uBAwfo6uqisLCQnp6ecV+PkZ5bLBbjmWee4dy5c3NaBHm6mYnJn3/ooYdoamqitLSUmpoaiouL8Xg8c1KrbKayrZdiIWohxMIhM3liTo01C5ReJNfj8aSW8/x+P36/PzXbM1om5VSzLkcak9frZdOmTYNuN9FZpoaGBp544gkqKyspLy+npKSEd999l1gslpqRjEaj5OTkYDKZJjQrNvS5eTweXnvttdQy51wXQZ5uZmJ1dTWPPvooV111VWoGb6FlVS/EQtRCiKVFgjwxp0ZbKgMGHTCT+/Fqamro6+vDbDZzzTXXAIwaCEx1GXGkMd1xxx2YzeZBt5tomY4f//jH1NfX89Zbb9Hb20soFCIWi9Hf3w/EZyTz8vLIz89nYGBgQkuHQ5/boUOHALjyyivnffl2qhb6smkmLaGnm25HESHE4iHZtUNIdu38GCvjcdu2bcOWBntWrOCx5mZOBQJUOhw8WFbGZpdrxjJNp5pxm5496nQ68Xq9NDc3Y7FY0FqzZs0awuEw69at48yZM2it2bZt24SzgJPP7b333mPTpk2Ulpamrp9ohquYuLGWY6eTZTyb453JTHEhROYbK7tWgrwhJMibH5M5YB70+fhiYyNZSg3qTPDDqqoZrXE2lYBx9+7dPPfcc6mlWYCurq7UDFxlZSWrV6/mvffeA+DGG2/EYrFM+kA8H2VAprP/bCHuXRsvYMrEUiyZOCYhxOwaK8iT5VqRESazn+6x5maylKLAasWS+JqlFHubm2d0TFPZd3bhwgU2bdpEOBzG7/djGAZZWVm4XC5+/vOfs23bNo4fP47f78disXDq1CmA1DLfRJfa5rpLyHT2ny3UvWvjLcdmYqeWiWZrCyGWBgnyREaYzAHzVCBArmVwYniuxUJjIDBXwx3VqlWrMJvNbNmyBZfLRSAQwGq18olPfIKtW7eybds2QqEQJSUlFBYW4vP52L9/f6rg80SDobnYz5YecH7pS18iEomkAp7k9Tt27Bh331em7l0bz3gBUybuKZyPNndCzBXZbzp5slw7hCzXzp+JLo/ucLs5HQhQYLWmLvNGIlQ6HPystnZOxnrQ5xt1T+B4S3zPPvsshmGklnP9fj9ms5m8vDwqKyszYqlt6PPYt28fkUiEwsJC+vr66OrqoqioCJvNxnXXXTfmcnMm7l2biIW49Cl78sRiJX/bo5PlWrEgTHR59MGyMkJa441EiCa+hrTmwbKyORlnck/g6UAAl8XC6UCALzY2ctDnG3d2Z6TlXMMw6O7uTtUATDdfS21DZ99yc3Pp6Ojg4sWL9Pf3YxgGbW1tZGVljTszt1BnlzJxOXY8mTi7KMRMWKgrAvNNiiGLMY02YzWfj7vZ5eKHVVXsbW6mMRCgKnH9h+eosXz6nkCAAqsVbyTC3uZmNrtcYxbaTRZe3rJlC/X19fT09GC1WrnzzjspLi6eUKHouTBS8WWtNT09PRiGgdlsHjQzN1Ywun37dnbv3p26XfIMfLLB0lwnb0y36PN8malCz0JkkqkWu1/qJMgTo0rPYk2fsZrpLNapPO5ml2tKY5hO0JoMMl6urCTPYsFaWkpOTg4w8T2ByYAnJyeHa665JhXwJPslJ4Oh5B697u5u7rzzThoaGuY0uFi1ahXHjh2jra2N3t5eLl68SCwWw2QyoZTCMAxMJhN9fX3A2MHoTARL6Us16fsVZ3uWSgImITLDRLslicFkT94Qsifvkvna+zYTjzvSrE/PihVTLr2SHmT87rrr8FitmINBKisrycnJmdT4xtp72NDQwOOPP87zzz9PYWEhl112GefOncPr9XLnnXdy3333zUmw9+KLL7Jr1y4cDgd5eXnU1dURDoeprq7G4XBw4cIFwuEwBQUFbN26ddb3xnzlK1/hzTffJBKJkJ+fT01NDUBG7Y9biGVihJhtM/W+kD15o5M6eZMgQd4l1x8+jMtiwaJU6rKo1viiUd644oqMfdzRPgx6vvAFPDbblILH9E34Tbm5/KqqCkIhci0Wll12GSGt+VFVFR9OJF9M50Mt+VgA+/fvx2azYRgGVqs1NSs2mfp0P/7xj3njjTcA2LJly4QCxd27d3Ps2DHa29vp7e3lwoULhEIhcnJyWLt2LV6vl87OTnJycti5c+esLmMOLTAdDAYJh8Nce+21ABmRvCEHICGGm+n3xUwVu19sJPFCTEmlw0FfNDrosr5olCqHI6Mfd7QNunWdnVMuvZJeTqO8r4/bGxspjkTojUapdDgGBXjTrQmXfCy3243NZhvW73aiG40bGhp4+OGH+dWvfsXAwABNTU389Kc/Zfv27bz44ovjjmHNmjVs2bKFO+64g8svv5zy8nIAAoEAy5cv56abbmLnzp1jJsnMRMmDZ555hoKCAkwmEyaTCafTic1mo66uLmOWamRTuBDDzfT7Yro9s5ciCfLEqOYri3W6jztafbMsj2fKwePQDNHyvj5uOHCAPz9zhp/V1qaSPqb7odbQ0MCZM2dShZENwwAG97udyEbjhoYGvvSlL3HgwAG8Xi9tbW0AOJ1OPB4Pf/VXfzVmwDX0+dbW1hKNRqmoqODWW2+lpqYGq9U6ZvLETBVBHisjOfn481E/K/0x9+3bR3TI35ZsChdLnRTnnn8S5IlRJbNYKx0OfENmrDL5cUcr2XHzwMCUg8eJltOYzodaMmgoLi7GZDIRiUQ4e/YsXV1dhMNhampqhm00Him4SQ+ulFL4/X78fj8AVqsVk8lEKBQaM/Ac+nwhHuhdf/31Ey7NMVNn8atWrcJisaQKTPv9/lRGcnV19bx01Bj6mCaTid/+9rd4PJ7UbWRTuFjqFmr5pMVEsmvFmKaaxTqfjztayY5HbrmFnhUrplR6pbq6mnvuuYdHH32UixcvUlFRwUMPPTQsyJlOBlh6UFRQUMChQ4dwu9309vZyxx134PV6qa+vx+PxsGfPHjZu3MgTTzwxLOO0sLCQnJwcSktLUyVPTCYTfr8fp9OJ2Wxm2bJlYwae6RmxdXV1eL1e8vPzKS4uZufOnRNu8TYTJQ/Gy0hOf92A1Nd9+/bNWlLG0Me88sor+fWvf82hQ4e46aabplwmRojFZKbKJ4mpkyBPzIm5zDwcr2THVILHJ48e5ZHmZvx/+qcsC4fJqa/niSeeYO3atYOex3Q+1NKDouLiYm699VY2btxIXV0dPT09nDx5kpqaGtasWUNTUxNPPvkktbW1w4KbAwcOcPPNN1NTU0NTUxPd3d1orQmFQpjNZoqLi1m5cuW4gWd1dTXbtm3D7XZTWVlJfn7+pEqXzFTJg/F+n/NRP2voYxYXF/Oxj32M9957j66uLtkULgSZW2tyKWXCS3btEJJdO/MWeubhQZ+PT/7udxiBANlKEbJYiJpMXPfuu1ydnT1stig9A8zpdKK1JhAIjPthMlYbLcMwhl339NNPU1JSwg033JC6LBqN8sorr3D11VdTXFyMx+Nh//791NfXY7FYWLduHZWVlVit1gm9/tNp7TVXv/f5aD+2EFueCSEW/vFoJJJdK+bVQs88fKy5mZjfTzbxN4wjGsViGJysqRlxtiiZAfblL385tZ9uInvFtm/fTnNzMy+//DLPP/88L7/8Ms3NzWzbtm3EvX7FxcV0dHQMuqynp4d169bx5ptv8vTTT3PixAnWrVvH1q1buf/++7niiivYsGHDhD/QprPHcK5abI20X/Ks3c6bH/0o1x8+zA63m4M+36w/pixDCZH5FvrxaLJkuVbMuoXejuZUokdtOBjEZrMBkBWN0mmzjbn0OJ29YkNn2Eda+iwrK6Ovrw+Px5M6I03W16upqaGlpYWOjg56e3v5+te/ztatWyf93Mdach1ryWPodV/+8pfnbHnetG4dFzZtIs9mm7VOLbOxDLWUlpCEmC8L/Xg0WRLkiVm30NvRVDocBJcvp+PMGQiHsVitDADZPT1jztxM9sPkmWeeoaysjI0bN6Yu83g87Nu3b8S9flarla9//escOXIkFWjYbDbC4TDFxcVUVVWl7uPIkSNTCvJG22O4YcOGUduMAXPegiy9/dgOt5u8tI4pQ3sLz8ZjTtd8tW0Tc2O2eoDLicHkLfTj0WTJcq2YdQt9aevBsjJMdjsla9diczjo1xqTw8Hua64Z8wN1suUDxloaHW3pc+vWrYOKgwYCgRmtSzX0cXVNDT1f+AJfiER468YbCa5ZM2zJY7zlkNmuaXcqEJhy0eukua67t9SWkJaSZC/u04kVgeTM8nS3EMxH6aDFYKEfjyZLgjwx6+Zqb9ZsSdbtW19YSPFll3Hr+vU8c8MN/OH69WP+3GQ/TMYLCidS7X026lIlH/e//N3f8fa11+Kx2dD9/Qzk5fGrqiqacnOBS8HkWMHqXByYkh1T+vv7OdXYyNEjR3CfO0dJJDKhn5+Pg6cUjV28HmtuJkspCqxWLImvWUqxN7G1YqrkxGBqFvrxaLJkuVbMiZlc2poPU6nbN9l9WzNRU2o261KlH6y67HaCgQDK6eTdsjLK6+tTweRImcDJ6+aipt2DZWX86ZEjdDQ3YzcMDKeTUDRK+KmnaMjPH/fDfD7q7i21JaSlJLmnN91kZ5ZHstT2ls2khX48mgyZyRNiFk2m1+JMnGHO5llq+jJo6YoVRGMxVCBAl90+aJZyrBnMuZix2uxy8ZH33qMgEEA7HBSFQtx99ixrgsEJzXLMx6zaUltCWkpmqwe4dJMQEyEzeUJkkJk4w5yts9RKh4PTiYSGnJwcKisrOdvZiTMRTKbPUo42gzlXM1b6xAk+VVSEJW0GJTrBQG28Mc7GZvdMLRorpu/BsjK+2NiINxIh12KhLxqdkR7g0k1CTIQUQx5CiiELMbLkBvIspQYdrCbTV3ghFEgea4zJ+15MhVTF7Dvo802pneJ40guvy4nB0jVWMWQJ8oaQIG/hm61yBUvJaLNVM3GwmosD03SDydHGuHv3bo4dO0Z7ezs9PT3k5+ezfPlyNmzYsGT2+AghMosEeZOwGIO8pRT0jDbbNJ1CuEutFtViafszG8Hkvffey/Hjx7Hb7djtdoLBIMFgkHXr1vFv//ZvMzRyIYSYOAnyJmGxBXmzEfRksh1ud2rfWJI3EqHS4eBntbWTvr+ZCHgWWpAofVlHd+utt9LS0jIoq7Grq4vy8nJefPHFeRyZEGKpkt61S9hs1WjKVDNRCDfddGtRLcSCpVKzbXQFBQUopfD7/RiGgd/vRyk17PUSQohMIEHeIjfTQU+mm0y5goM+Hzvc7jGb2E834FmIBUulNMPoNm7cyPr163G5XPj9flwuF+vXr2fTpk3zPTQhhBhGgrxFbrZqNGWqB8vKCGmNNxIhmvg6UrmCibYamm7AsxBnxaRm2+i2b9+O1WqlpqaG2267jZqaGqxWq7w2QkzBXLcPXIokyFvkJhr0LBbJFmSVDge+aJRKh2PEEh9/c+4c5wMBTvj9HO3vBxhxGXu6AU8mzIpN9oN0qbX9mQx5bYSYGQtxK8tCJIkXQyy2xAuYvRpNC9VBn4+b6uqwKoVVKaJaYwC12dmYgDeuuGLQ7aeTpTnfmarz/fhCCDESSfCaOWMlXkjHiyVgKn1XF7PHmpvJNpmIACoR6EUMg9N+P7enZU0OKj1z111TKj0z350M5qMPqxBCjEd6784NCfLEknMqEGCtw4Hb7ycCWJRCA37DSC1jp5eeSd+zN5XSM/PZDFs+SIUQmWiuWhwudbInTyw5lQ4HZqW4PDubbJOJqNbYlOLG/PzUMvZiKT2TCXsChRBiKEnwmhsS5IklJ5mMAnB5Tg6/53SyyuHgf6YFPoul9Ix8kAohMpEkMc2NeUm8UEr9IfA1oBb4sNb63bTrHgE+D8SAL2mtX05cfhvwKGAG/lFrvSdx+Rrg34FC4DDwx1rrsFIqC/g5cCXQBdyjtT433tgWY+KFGG68ZJSZ7pwxn6SJuRBCLF4Z19ZMKVULGMCPgf+aDPKUUr8H/BvwYWAl8Gvgg4kfOwncAjQB7wD3aq1PKKWeBJ7RWv+7UuofgPe11nuVUg8CG7TWX1BKfRr4A631PeONTYI8AaO3gxupHIsYbKG1cRNCiIUs49qaaa3dWuuRiuHcDfy71jqktT4LnCIe8H0YOKW1PqO1DhOfubtbKaWAjwNPJ37+X4Btaff1L4nvnwZuStxeiHFNtN6eGExqXwkhRObItOzaMuCttP83JS4DuDjk8s1AEdCjtY6OcPuy5M9oraNKqd7E7T1DH1QpdR9wH8Q3qgsBUnpmKqRkixBCZI5Zm8lTSv1aKXVshH93j/VjI1ymp3D5WPc1/EKtf6K1vkprfdWyZcvGGJ4QYiwLsY2bEEIsVrM2k6e1vnkKP9YEVKT9vxxoSXw/0uUeIF8pZUnM5qXfPnlfTUopC5AHdE9hTEKICZLaV0IIkTkyrYTKc8CnlVJZiazZKuBt4okWVUqpNUopG/Bp4Dkdzxp5DfhU4ud3AM+m3deOxPefAl7V0sNNiFklJVuEECJzzEuQp5T6A6VUE3At8IJS6mUArfVx4EngBPAS8Gda61hilu6LwMuAG3gycVuArwJfUUqdIr7n7qeJy38KFCUu/wrw8Nw8OyGWLql9JYQQmWNeSqhkMimhIoQQQoiFIuNKqAghhBBCiNklQZ4QQgghxCIkQZ4QQgghxCIkQZ4QQgghxCKUaR0vhJg1B30+Hmtu5lQgQKXDwYNlZdLRQgghxKIlM3liSTjo8/HFxkZOBwK4LBZOBwJ8sbGRgz7ffA9NCCGEmBUS5Ikl4bHmZrKUosBqxZL4mqUUe5ub53toQgghxKyQIE8sCacCAXItg3cn5FosNAYC8zQiIYQQYnZJkCeWhEqHg75odNBlfdEoVQ7HPI1ICCGEmF0S5Ikl4cGyMkJa441EiGrNhUCAer+f9/r72eF2y948IYQQi44EeWKYgz4fO9xurj98eNEEQJtdLn5YVUWlw0FzMEhzOEx5VhYrs7IkCUMIIcSiJEGeGGQxZ6Fudrn4WW0tH8rNpcbppMJulyQMIYQQi5YEeWKQpZCFOpEkjMU4mymEEGJpkSBPDLIUslDHS8JYzLOZQgghlg4J8sQgSyELdWgShjcSIaQ1D5aVAUtjNlMIIcTiJ0GeGGS8AGgxSE/C8EWjVDoc/Kiqig8nWpwthdlMIeaabIEQYu5J71oxSDIA2tvcTGMgQFWix+uHF1mP180u16h9aysdDk4HAhRYranLFttsphBzKbkFIkupQVsgflhVJf2jhZhFEuSJYcYKgJaCB8vK+GJjI95IhFyLhb5odNHNZrCGXZgAAA/ZSURBVAoxl9K3QAAUWK14IxH2Njcv6c8aIWabLNcKMcR4y7lCiMmRLRBCzA+ZyRNiBEt9NlOImSRbIISYHzKTJ4QQYlYthYQuITKRBHlCCCFmlWyBEGJ+yHKtEEKIWSdbIISYezKTJ4QQQgixCMlM3iJ10OfjseZmTgUC5CWy2noTyyQPlpXJGbUQQgixyMlM3iKU3nvVAH7X08PvenowtJY+rEIIIcQSIUHeIpReePRiMIhNKWwmE02hkPRhFUIIIZYIWa5dhE4FArgSS7R+w8CiFCjFgGEAUoRUCCGEWApkJm8RqnQ46ItGAXCaTES1Jqo12ab4r1uKkAohhBCLnwR5i1B64dEKu52w1oQNg4qsLClCOkMO+nzscLu5/vBhdrjdssdRCCFExpEgbxFKLzxqAj6an8+N+fkopaQI6QxIT2xxWSySzCKEECIjyZ68RUoKj86e9MQWgAKrFW8kwt7mZnnNhRBCZAyZyRNikk4FAuRaBp8fSTKLEEKITCNBnhCTlJ7YkiTJLEIIITKNBHlCTFJ6Yks08VWSWYQQQmQaCfKEmKT0xBZfolWcJLMIIYTINJJ4IcQUSGKLEEKITCczeUIIIYQQi5AEeUIIIYQQi5As14ppO+jz8VhzM6cCASodDh4sK5OlTCGEEGKeyUyemBbp/iCEEEJkJgnyxLSkd3+wJL5mKcXe5ub5HpoQQgixpEmQJ6ZFuj8IIYQQmUmCPDEt0v1BCCGEyEwS5Ilpke4PQgghRGaSIE9My3x1fzjo87HD7eb6w4fZ4XZLoocQQggxhJRQEdM2190fkhm9WUoNyuj9YVWVlG4RQgghEmQmTyw4ktErhBBCjE+CPLHgSEavEEIIMT4J8sSCIxm9QgghxPgkyBMLjmT0CiGEEOOTIE8sOPOV0SuEEEIsJJJdKxakuc7oFUIIIRYamckTQgghhFiEJMgTQgghhFiEJMgTQgghhFiEJMgTQgghhFiEJMgTQgghhFiEJMgTQgghhFiEpISKmHMHfT4ea27mVCBApcPBg2VlUg5FCCGEmGEykyfm1EGfjy82NnI6EMBlsXA6EOCLjY0c9Pnme2hCCCHEojIvQZ5S6ltKqXql1BGl1C+VUvlp1z2ilDqllGpQSt2advltictOKaUeTrt8jVLqoFKqUSn1hFLKlrg8K/H/U4nrV8/lcxQje6y5mSylKLBasSS+ZinF3ubm+R6aEEIIsajM10zeK8DlWusNwEngEQCl1O8BnwbWAbcBjymlzEopM/AjYCvwe8C9idsC/B3wXa11FeAFPp+4/POAV2tdCXw3cTsxz04FAuRaBu8SyLVYaAwE5mlEQgghxOI0L0Ge1vr/aq2jif++BZQnvr8b+HetdUhrfRY4BXw48e+U1vqM1joM/Dtwt1JKAR8Hnk78/L8A29Lu618S3z8N3JS4vZhHlQ4HfdHooMv6olGqHI55GpEQQgixOGXCnrzPAS8mvi8DLqZd15S4bLTLi4CetIAxefmg+0pc35u4/TBKqfuUUu8qpd7t7Oyc9hMSo3uwrIyQ1ngjEaKJryGtebCsbPwfFkIIIcSEzVqQp5T6tVLq2Aj/7k67zf8AosC/Ji8a4a70FC4f676GX6j1T7TWV2mtr1q2bNloT0nMgM0uFz+sqqLS4cAXjVLpcPCjqio+LNm1QgghxIyatRIqWuubx7peKbUDuBO4SWudDL6agIq0m5UDLYnvR7rcA+QrpSyJ2br02yfvq0kpZQHygO6pPyMxUza7XFIyRQghhJhl85VdexvwVeAurbU/7arngE8nMmPXAFXA28A7QFUik9ZGPDnjuURw+BrwqcTP7wCeTbuvHYnvPwW8mhZMCiGEEEIsavNVDPmHQBbwSiIX4i2t9Re01seVUk8CJ4gv4/6Z1joGoJT6IvAyYAb+SWt9PHFfXwX+XSn1deD/b+/eY+woyziOf38pvQAttOUmUkJbbtIQKO1CikglQEoBuWhILKKAIGgxBkLEQEAjiQkoxihBRKCoRYVCudjUkFq5yCWlUHqBYindQgkN1ZYgFZAI1Mc/3me3p8tu6e6e7tmd/X2SyZl5Zs7Mu08yk2ffmTnvEmBGxmcAd0pqpvTgTeuZP83MzMys8eTOrS01NTXFokWLGt0MMzMzs08k6bmIaGpvnYc1sy14yDEzM7Nq6A0/oWK9hIccMzMzqw4XedbKQ46ZmZlVh4s8a+Uhx8zMzKrDRZ618pBjZmZm1eEiz1p5yDEzM7PqcJFnrTzkmJmZWXX4J1RsCx5yzMzMrBrck2dmZmZWQS7yzMzMzCrIRZ6ZmZlZBbnIMzMzM6sgF3lmZmZmFeQiz8zMzKyCXOSZmZmZVZCLPDMzM7MKcpFnZmZmVkEu8szMzMwqyEWemZmZWQUpIhrdhl5F0gbgte18mN2BN7fzMfob57S+nM/6c07ry/msP+e0/noip/tFxB7trXCR1wCSFkVEU6PbUSXOaX05n/XnnNaX81l/zmn9NTqnvl1rZmZmVkEu8szMzMwqyEVeY9za6AZUkHNaX85n/Tmn9eV81p9zWn8NzamfyTMzMzOrIPfkmZmZmVWQi7weJmmqpJWSmiVd2ej29CaS7pC0XtLymthISfMlrcrPERmXpBszj89LmlDznfNy+1WSzquJT5T0Qn7nRknq2b+wZ0naV9KjklZIelHSpRl3TrtI0hBJz0haljm9NuNjJC3M/MySNCjjg3O5OdePrtnXVRlfKemkmni/u0ZIGiBpiaS5uex8doOkNXleLpW0KGM+77tB0nBJsyW9lNfUo/tETiPCUw9NwABgNTAWGAQsA8Y1ul29ZQImAxOA5TWxnwBX5vyVwI9z/hTgIUDAJGBhxkcCr+TniJwfkeueAY7O7zwEnNzov3k753NvYELODwNeBsY5p93KqYChOT8QWJi5ugeYlvFbgOk5fwlwS85PA2bl/Lg8/wcDY/K6MKC/XiOAy4E/AnNz2fnsXj7XALu3ifm8715Ofwd8I+cHAcP7Qk7dk9ezjgKaI+KViPgAuBs4o8Ft6jUi4nHgrTbhMygnF/l5Zk18ZhRPA8Ml7Q2cBMyPiLci4l/AfGBqrtslIhZEOaNm1uyrkiJiXUQszvl3gBXAPjinXZa5eTcXB+YUwPHA7Iy3zWlLrmcDJ+R/6GcAd0fEfyPiVaCZcn3od9cISaOAU4Hbc1k4n9uDz/sukrQLpRNiBkBEfBARb9MHcuoir2ftA7xes7w2Y9axvSJiHZSiBdgz4x3lcmvxte3E+4W8rXUEpefJOe2GvLW4FFhPuUivBt6OiI9yk9o8tOYu128EdqPzua6ynwPfA/6Xy7vhfHZXAH+R9JykizPm877rxgIbgN/kYwW3S9qZPpBTF3k9q7177H69uWs6ymVn45UnaShwH3BZRPx7a5u2E3NO24iITRExHhhF6Sk6pL3N8tM53QpJXwDWR8RzteF2NnU+O+eYiJgAnAx8W9LkrWzrnH6yHSiPEv0qIo4A3qPcnu1Ir8mpi7yetRbYt2Z5FPBGg9rSV/wzu7LJz/UZ7yiXW4uPaideaZIGUgq8P0TE/Rl2Tusgb9c8RnnmZrikHXJVbR5ac5frd6U8ktDZXFfVMcDpktZQbqUeT+nZcz67ISLeyM/1wAOUf0Z83nfdWmBtRCzM5dmUoq/X59RFXs96Fjgw3xwbRHlweE6D29TbzQFa3kA6D/hTTfzcfItpErAxu8vnAVMkjcg3naYA83LdO5Im5TM859bsq5Ly75wBrIiIn9Wsck67SNIekobn/I7AiZRnHR8FzsrN2ua0JddnAY/kMzdzgGkqb4uOAQ6kPHjdr64REXFVRIyKiNGUv/WRiDgH57PLJO0saVjLPOV8XY7P+y6LiH8Ar0s6OEMnAH+nL+S0Hm9veOrUGzqnUN5yXA1c3ej29KYJuAtYB3xI+c/mQsrzNg8Dq/JzZG4r4JeZxxeAppr9XEB58LoZ+HpNvIlysVsN3ET+GHhVJ+BzlC7/54GlOZ3inHYrp4cBSzKny4EfZHwspahoBu4FBmd8SC435/qxNfu6OvO2kpo36frrNQI4js1v1zqfXc/jWMpbxMuAF1v+Zp/33c7reGBRnvsPUt6O7fU59YgXZmZmZhXk27VmZmZmFeQiz8zMzKyCXOSZmZmZVZCLPDMzM7MKcpFnZmZmVkEu8sysz5O0SdJSScsl3Stpp27s6zhJc3P+dEkd/rK9pOGSLunCMX4o6btdbWO992Nm1eQiz8yq4P2IGB8RhwIfAN+qXZk/Strp611EzImI67eyyXCg00WemVlPcJFnZlXzBHCApNGSVki6GVgM7CtpiqQFkhZnj99QAElTJb0k6UngSy07knS+pJtyfi9JD0haltNngeuB/bMX8Ybc7gpJz0p6XtK1Nfu6WtJKSX8FDqYNSbtKWtNSjEraSdLrkgZKuij3uUzSfe31VEp6TFJTzu+uMlQYkgZIuqGmTd/M+N6SHq/pAT22Hsk3s97DRZ6ZVYbKeKYnU35lHkoxNTM2Dyp+DXBilMHbFwGXSxoC3AacBhwLfKqD3d8I/C0iDqeMW/kiZZDy1dmLeIWkKZQhtY6i/EL+REmTJU2kDKl1BKWIPLLtziNiI2WUgs9n6DTKkEcfAvdHxJF57BWU0WC21YWUYZWOzONelEN/fSX3Px44nDIiiplVyA6fvImZWa+3o6SWIuUJypi9nwZei4inMz4JGAc8VYaHZBCwAPgM8GpErAKQ9Hvg4naOcTxlTEkiYhOwMcefrDUlpyW5PJRS9A0DHoiI/+QxOho/dRbwZcrYrdOAmzN+qKQfUW4PD6WMgbmtpgCHSWoZC3bXbNOzwB2SBgIPRoSLPLOKcZFnZlXwfvZItcpC7r3aEDA/Is5us914yhi/9SDguoj4dZtjXLaNx5gDXCdpJDAReCTjvwXOjIhlks6njPPa1kdsvjszpE2bvhMRHysMJU0GTgXulHRDRMzchjaaWR/h27Vm1l88DRwj6QBofebtIOAlYIyk/XO7szv4/sPA9PzuAEm7AO9QeulazAMuqHnWbx9JewKPA1+UtKOkYZRbsR8TEe8CzwC/AOZmjyF5jHXZ63ZOB+1bQykMAc6qic8Dpud3kXSQpJ0l7Qesj4jbKD2fEzrYr5n1Ue7JM7N+ISI2ZC/YXZIGZ/iaiHhZ0sXAnyW9CTwJHNrOLi4FbpV0IbAJmB4RCyQ9JWk58FA+l3cIsCB7Et8FvhoRiyXNojz39hrllnJHZgH3smVv3feBhfndF9iysGzxU+AeSV9jcw8gwO3AaGCxSqM2AGfm/q+Q9GG289yttMnM+iBF1OsuhZmZmZn1Fr5da2ZmZlZBLvLMzMzMKshFnpmZmVkFucgzMzMzqyAXeWZmZmYV5CLPzMzMrIJc5JmZmZlVkIs8MzMzswr6P2M00u1FqjioAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pl.figure(figsize=(10,6))\n", - "\n", - "pl.scatter(forest_train_pred,forest_train_pred - y_train,\n", - " c = 'black', marker = 'o', s = 35, alpha = 0.5,\n", - " label = 'Train data')\n", - "pl.scatter(forest_test_pred,forest_test_pred - y_test,\n", - " c = 'c', marker = 'o', s = 35, alpha = 0.7,\n", - " label = 'Test data')\n", - "pl.xlabel('Predicted values')\n", - "pl.ylabel('Tailings')\n", - "pl.legend(loc = 'upper left')\n", - "pl.hlines(y = 0, xmin = 0, xmax = 60000, lw = 2, color = 'red')\n", - "pl.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Good result. But we see a noticeable retraining of the algorithm on the training data.**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data Visualization and Preprocessing :" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "# regression models\n", - "from sklearn.preprocessing import StandardScaler # for feature scaling\n", - "from sklearn.pipeline import Pipeline # for using pipeline\n", - "from sklearn.linear_model import LinearRegression # for linear regression\n", - "from sklearn.preprocessing import PolynomialFeatures # for adding polynomial features\n", - "from sklearn.linear_model import Ridge # for ridge regression\n", - "from sklearn.linear_model import Lasso # for lasso regression\n", - "from sklearn.svm import SVR # for support vector regression\n", - "from sklearn.tree import DecisionTreeRegressor # for decisiton tree regression\n", - "from sklearn.ensemble import RandomForestRegressor # for random forest regression\n", - "# hyptertuning\n", - "from sklearn.model_selection import GridSearchCV\n", - "from sklearn.model_selection import RandomizedSearchCV\n", - "from scipy.stats import randint as sp_randint\n", - "# extra\n", - "from sklearn.metrics import r2_score\n", - "from sklearn.metrics import mean_squared_error\n", - "from sklearn.model_selection import cross_val_score\n", - "from collections import Counter\n", - "from IPython.core.display import display, HTML\n", - "sns.set_style('darkgrid')" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "dataset = pd.read_csv('insurance.csv')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Heatmap shows the better corelation among the attributes :" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "corr = dataset.corr()\n", - "#Plot figsize\n", - "fig, ax = plt.subplots(figsize=(10, 8))\n", - "#Generate Heat Map, allow annotations and place floats in map\n", - "sns.heatmap(corr, cmap='coolwarm', annot=True, fmt=\".2f\")\n", - "#Apply xticks\n", - "plt.xticks(range(len(corr.columns)), corr.columns);\n", - "#Apply yticks\n", - "plt.yticks(range(len(corr.columns)), corr.columns)\n", - "#show plot\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age v/s Count and Age v/s Charges :" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axes = plt.subplots(1,2,figsize=(14,4))\n", - "\n", - "sns.distplot(dataset['age'], ax = axes[0])\n", - "axes[0].set_xlabel('Age', fontsize=14)\n", - "axes[0].set_ylabel('Count', fontsize=14)\n", - "axes[0].yaxis.tick_left()\n", - "\n", - "sns.scatterplot(x = 'charges', y = 'age', data = dataset, hue = 'smoker', ax = axes[1])\n", - "axes[1].set_xlabel('Charges', fontsize=14)\n", - "axes[1].set_ylabel('Age', fontsize=14)\n", - "axes[1].yaxis.set_label_position(\"right\")\n", - "axes[1].yaxis.tick_right()\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age v/s charges [by boxenplot representation]" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axe = plt.subplots(1,1,figsize=(20,4))\n", - "sns.boxenplot(x = 'age', y = 'charges', data = dataset, ax = axe)\n", - "axe.set_xlabel('Age', fontsize=14)\n", - "axe.set_ylabel('Charges', fontsize=14)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### BMI v/s Count and Charge v/s BMI :" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axes = plt.subplots(1,2,figsize=(14,4))\n", - "\n", - "sns.distplot(dataset['bmi'], ax = axes[0])\n", - "axes[0].set_xlabel('Body Mass Index (BMI)', fontsize=14)\n", - "axes[0].set_ylabel('Count', fontsize=14)\n", - "axes[0].yaxis.tick_left()\n", - "\n", - "sns.scatterplot(x = 'charges', y = 'bmi', data = dataset, hue = 'sex',ax = axes[1])\n", - "axes[1].set_xlabel('Charges', fontsize=14)\n", - "axes[1].set_ylabel('Body Mass Index (BMI)', fontsize=14)\n", - "axes[1].yaxis.set_label_position(\"right\")\n", - "axes[1].yaxis.tick_right()\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender Distribution and Gender v/s Charges :" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sex_list = Counter(dataset['sex'])\n", - "labels = sex_list.keys()\n", - "sizes = sex_list.values()\n", - "\n", - "f, axes = plt.subplots(1,2,figsize=(14,4))\n", - "\n", - "sns.countplot(dataset['sex'], ax = axes[0], palette=\"Set1\")\n", - "axes[0].set_xlabel('Sex', fontsize=14)\n", - "axes[0].set_ylabel('Count', fontsize=14)\n", - "axes[0].yaxis.tick_left()\n", - "\n", - "sns.boxenplot(x = 'sex', y = 'charges', data = dataset, hue = 'sex', ax = axes[1])\n", - "axes[1].set_xlabel('Charges', fontsize=14)\n", - "axes[1].set_ylabel('Sex', fontsize=14)\n", - "axes[1].yaxis.set_label_position(\"right\")\n", - "axes[1].yaxis.tick_right()\n", - "axes[1].legend(bbox_to_anchor=(0.6,1), loc=1, borderaxespad=0.)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Smokers having Children :" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "children_list = Counter(dataset['children'])\n", - "labels = children_list.keys()\n", - "sizes = children_list.values()\n", - "\n", - "f, axes = plt.subplots(1,2,figsize=(14,4))\n", - "\n", - "sns.countplot(dataset['children'], ax = axes[0], palette=\"Set1\")\n", - "axes[0].set_xlabel('Children', fontsize=14)\n", - "axes[0].set_ylabel('Count', fontsize=14)\n", - "axes[0].yaxis.tick_left()\n", - "\n", - "sns.boxplot(x = 'children', y = 'charges', data = dataset, ax = axes[1])\n", - "axes[1].set_xlabel('Children', fontsize=14)\n", - "axes[1].set_ylabel('Charges', fontsize=14)\n", - "axes[1].yaxis.set_label_position(\"right\")\n", - "axes[1].yaxis.tick_right()\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Smokers v/s Charges" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "smoker_list = Counter(dataset['smoker'])\n", - "labels = smoker_list.keys()\n", - "sizes = smoker_list.values()\n", - "\n", - "f, axes = plt.subplots(1,2,figsize=(14,4))\n", - "\n", - "sns.countplot(dataset['smoker'], ax = axes[0], palette=\"Set1\")\n", - "axes[0].set_xlabel('Smoker', fontsize=14)\n", - "axes[0].set_ylabel('Count', fontsize=14)\n", - "axes[0].yaxis.tick_left()\n", - "\n", - "sns.violinplot(x = 'smoker', y = 'charges', data = dataset, hue = 'smoker', ax = axes[1])\n", - "axes[1].set_xlabel('Smoker', fontsize=14)\n", - "axes[1].set_ylabel('Charges', fontsize=14)\n", - "axes[1].yaxis.set_label_position(\"right\")\n", - "axes[1].yaxis.tick_right()\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Region based Smokers analysis :" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "region_list = Counter(dataset['region'])\n", - "labels = region_list.keys()\n", - "sizes = region_list.values()\n", - "\n", - "f, axes = plt.subplots(1,2,figsize=(14,4))\n", - "\n", - "sns.countplot(dataset['region'], ax = axes[0], palette=\"Set1\")\n", - "axes[0].set_xlabel('Region', fontsize=14)\n", - "axes[0].set_ylabel('Count', fontsize=14)\n", - "axes[0].yaxis.tick_left()\n", - "\n", - "sns.swarmplot(x = 'region', y = 'charges', data = dataset, hue = 'region', ax = axes[1])\n", - "axes[1].set_xlabel('Region', fontsize=14)\n", - "axes[1].set_ylabel('Charges', fontsize=14)\n", - "axes[1].yaxis.set_label_position(\"right\")\n", - "axes[1].yaxis.tick_right()\n", - "axes[1].legend(bbox_to_anchor=(1.15, 1), loc=2, borderaxespad=0.)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Creating dummy datasets and train and test the model according to the dataset and then predict the issues." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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agebmichildrenchargessex_femalesex_malesmoker_nosmoker_yesregion_northeastregion_northwestregion_southeastregion_southwest
01927.900016884.9240010010001
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" - ], - "text/plain": [ - " age bmi children charges sex_female sex_male smoker_no \\\n", - "0 19 27.900 0 16884.92400 1 0 0 \n", - "1 18 33.770 1 1725.55230 0 1 1 \n", - "2 28 33.000 3 4449.46200 0 1 1 \n", - "3 33 22.705 0 21984.47061 0 1 1 \n", - "4 32 28.880 0 3866.85520 0 1 1 \n", - "\n", - " smoker_yes region_northeast region_northwest region_southeast \\\n", - "0 1 0 0 0 \n", - "1 0 0 0 1 \n", - "2 0 0 0 1 \n", - "3 0 0 1 0 \n", - "4 0 0 1 0 \n", - "\n", - " region_southwest \n", - "0 1 \n", - "1 0 \n", - "2 0 \n", - "3 0 \n", - "4 0 " - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dataset = pd.get_dummies(dataset)\n", - "dataset.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "X = dataset.drop('charges', axis = 1).values\n", - "y = dataset['charges'].values.reshape(-1,1)\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 42)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Shape of X_train: (1003, 11)\n", - "Shape of X_test: (335, 11)\n", - "Shape of y_train: (1003, 1)\n", - "Shape of y_test (335, 1)\n" - ] - } - ], - "source": [ - "print(\"Shape of X_train: \",X_train.shape)\n", - "print(\"Shape of X_test: \", X_test.shape)\n", - "print(\"Shape of y_train: \",y_train.shape)\n", - "print(\"Shape of y_test\",y_test.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Basic Linear Regression Model :" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Creating the linear regressor\n", - "regressor_linear = LinearRegression()\n", - "regressor_linear.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.7445006998667603\n", - "R2_score (train): 0.7449555328228536\n", - "R2_score (test): 0.7672642952734356\n", - "RMSE: 5926.023602394469\n" - ] - } - ], - "source": [ - "# Predicting Cross Validation Score the Test set results\n", - "cv_linear = cross_val_score(estimator = regressor_linear, X = X, y = y, cv = 10)\n", - "\n", - "# Predicting R2 Score the Train set results\n", - "y_pred_linear_train = regressor_linear.predict(X_train)\n", - "r2_score_linear_train = r2_score(y_train, y_pred_linear_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_linear_test = regressor_linear.predict(X_test)\n", - "r2_score_linear_test = r2_score(y_test, y_pred_linear_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_linear = (np.sqrt(mean_squared_error(y_test, y_pred_linear_test)))\n", - "print(\"CV: \", cv_linear.mean())\n", - "print('R2_score (train): ', r2_score_linear_train)\n", - "print('R2_score (test): ', r2_score_linear_test)\n", - "print(\"RMSE: \", rmse_linear)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Polynomial Regression - 2nd degree :" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Creating the polynomial features and regressor\n", - "poly_reg = PolynomialFeatures(degree = 2)\n", - "X_poly = poly_reg.fit_transform(X)\n", - "X_train_poly = poly_reg.fit_transform(X_train)\n", - "poly_reg.fit(X_train_poly, y_train)\n", - "\n", - "regressor_poly2 = LinearRegression()\n", - "regressor_poly2.fit(X_train_poly, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.7626012887082249\n", - "R2_score (train): 0.8395580612771243\n", - "R2_score (test): 0.8526214897539302\n", - "RMSE: 4715.730206340301\n" - ] - } - ], - "source": [ - "# Predicting Cross Validation Score the Test set results\n", - "cv_poly2 = cross_val_score(estimator = regressor_poly2, X = X_poly, y = y, cv = 10)\n", - "\n", - "# Predicting R2 Score the Train set results\n", - "y_pred_poly2_train = regressor_poly2.predict(poly_reg.fit_transform(X_train))\n", - "r2_score_poly2_train = r2_score(y_train, y_pred_poly2_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_poly2_test = regressor_poly2.predict(poly_reg.fit_transform(X_test))\n", - "r2_score_poly2_test = r2_score(y_test, y_pred_poly2_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_poly2 = (np.sqrt(mean_squared_error(y_test, y_pred_poly2_test)))\n", - "print('CV: ', cv_poly2.mean())\n", - "print('R2_score (train): ', r2_score_poly2_train)\n", - "print('R2_score (test): ', r2_score_poly2_test)\n", - "print(\"RMSE: \", rmse_poly2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ridge Regression :" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [], - "source": [ - "steps = [\n", - " ('scalar', StandardScaler()),\n", - " ('poly', PolynomialFeatures(degree=2)),\n", - " ('model', Ridge())\n", - "]\n", - "\n", - "ridge_pipe = Pipeline(steps)" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# step 1: alpha:[200, 230, 250,265, 270, 275, 290, 300, 500] -> 200\n", - "# step 2: alpha:[10,50,100,150,200] -> 50\n", - "# step 3: alpha: np.arange(30, 75, 1) -> 43\n", - "\n", - "parameters = { 'model__alpha' : [43],\n", - " 'model__fit_intercept' : [True],\n", - " 'model__tol' : [0.0001],\n", - " 'model__solver' : ['auto'],\n", - " 'model__random_state': [42] \n", - "}\n", - "regressor_ridge = GridSearchCV(ridge_pipe, parameters, iid=False, cv=10)\n", - "regressor_ridge = regressor_ridge.fit(X, y.ravel())" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.8364285533590552\n", - "{'model__alpha': 43, 'model__fit_intercept': True, 'model__random_state': 42, 'model__solver': 'auto', 'model__tol': 0.0001}\n" - ] - } - ], - "source": [ - "print(regressor_ridge.best_score_)\n", - "print(regressor_ridge.best_params_)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.8364285533590552\n", - "R2_score (train): 0.8427507255457396\n", - "R2_score (test): 0.8615641628327121\n", - "RMSE: 4570.420248306232\n" - ] - } - ], - "source": [ - "# Predicting Cross Validation Score the Test set results\n", - "cv_ridge = regressor_ridge.best_score_\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_ridge_train = regressor_ridge.predict(X_train)\n", - "r2_score_ridge_train = r2_score(y_train, y_pred_ridge_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_ridge_test = regressor_ridge.predict(X_test)\n", - "r2_score_ridge_test = r2_score(y_test, y_pred_ridge_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_ridge = (np.sqrt(mean_squared_error(y_test, y_pred_ridge_test)))\n", - "print('CV: ', cv_ridge.mean())\n", - "print('R2_score (train): ', r2_score_ridge_train)\n", - "print('R2_score (test): ', r2_score_ridge_test)\n", - "print(\"RMSE: \", rmse_ridge)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Lasso Regression :" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [], - "source": [ - "steps = [\n", - " ('scalar', StandardScaler()),\n", - " ('poly', PolynomialFeatures(degree=2)),\n", - " ('model', Lasso())\n", - "]\n", - "\n", - "lasso_pipe = Pipeline(steps)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 1 candidates, totalling 10 fits\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n", - "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 1.5s remaining: 0.0s\n", - "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 1.5s finished\n" - ] - } - ], - "source": [ - "# Applying Grid Search to find the best model and the best parameters\n", - "# step 1: alpha:np.arange(0.01, 1, 0.005) -> 0.9949\n", - "\n", - "parameters = { 'model__alpha' : [0.9949],\n", - " 'model__fit_intercept' : [True],\n", - " 'model__tol' : [0.0001],\n", - " 'model__max_iter' : [5000],\n", - " 'model__random_state': [42] \n", - "}\n", - "regressor_lasso = GridSearchCV(lasso_pipe, parameters, iid=False, cv=10, n_jobs = -1, verbose = 4)\n", - "regressor_lasso = regressor_lasso.fit(X, y.ravel())" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.8362960067859149\n", - "R2_score (train): 0.8429615732935353\n", - "R2_score (test): 0.8615998023225331\n", - "RMSE: 4569.83189656797\n" - ] - } - ], - "source": [ - "# Predicting Cross Validation Score\n", - "cv_lasso = regressor_lasso.best_score_\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_lasso_train = regressor_lasso.predict(X_train)\n", - "r2_score_lasso_train = r2_score(y_train, y_pred_lasso_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_lasso_test = regressor_lasso.predict(X_test)\n", - "r2_score_lasso_test = r2_score(y_test, y_pred_lasso_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_lasso = (np.sqrt(mean_squared_error(y_test, y_pred_lasso_test)))\n", - "print('CV: ', cv_lasso.mean())\n", - "print('R2_score (train): ', r2_score_lasso_train)\n", - "print('R2_score (test): ', r2_score_lasso_test)\n", - "print(\"RMSE: \", rmse_lasso)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Support Vector Regression Model :" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "# Feature Scaling\n", - "sc_X = StandardScaler()\n", - "sc_y = StandardScaler()\n", - "X_scaled = sc_X.fit_transform(X)\n", - "y_scaled = sc_y.fit_transform(y.reshape(-1,1))" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [], - "source": [ - "# Creating the SVR regressor\n", - "regressor_svr = SVR()" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 60 candidates, totalling 600 fits\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n", - "[Parallel(n_jobs=-1)]: Done 38 tasks | elapsed: 2.3s\n", - "[Parallel(n_jobs=-1)]: Done 184 tasks | elapsed: 12.1s\n", - "[Parallel(n_jobs=-1)]: Done 430 tasks | elapsed: 26.9s\n", - "[Parallel(n_jobs=-1)]: Done 600 out of 600 | elapsed: 1.4min finished\n" - ] - } - ], - "source": [ - "# Applying Grid Search to find the best model and the best parameters\n", - "parameters = { 'kernel' : ['rbf', 'sigmoid'],\n", - " 'gamma' : [0.001, 0.01, 0.1, 1, 'scale'],\n", - " 'tol' : [0.0001],\n", - " 'C': [0.001, 0.01, 0.1, 1, 10, 100] }\n", - "regressor_svr = GridSearchCV(estimator = regressor_svr,\n", - " param_grid = parameters,\n", - " cv = 10,\n", - " verbose = 4,\n", - " iid = True,\n", - " n_jobs = -1)\n", - "regressor_svr = regressor_svr.fit(X_scaled, y_scaled.ravel())" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'C': 10, 'gamma': 0.01, 'kernel': 'rbf', 'tol': 0.0001}\n", - "0.8415317412948141\n" - ] - } - ], - "source": [ - "print(regressor_svr.best_params_)\n", - "print(regressor_svr.best_score_)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.8415317412948141\n", - "R2_score (train): 0.84341845998986\n", - "R2_score (test): 0.8610473902627702\n", - "RMSE: 4578.942852687091\n" - ] - } - ], - "source": [ - "# Predicting Cross Validation Score\n", - "cv_svr = regressor_svr.best_score_\n", - "\n", - "# Predicting R2 Score the Train set results\n", - "y_pred_svr_train = sc_y.inverse_transform(regressor_svr.predict(sc_X.transform(X_train)))\n", - "r2_score_svr_train = r2_score(y_train, y_pred_svr_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_svr_test = sc_y.inverse_transform(regressor_svr.predict(sc_X.transform(X_test)))\n", - "r2_score_svr_test = r2_score(y_test, y_pred_svr_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_svr = (np.sqrt(mean_squared_error(y_test, y_pred_svr_test)))\n", - "print('CV: ', cv_svr.mean())\n", - "print('R2_score (train): ', r2_score_svr_train)\n", - "print('R2_score (test): ', r2_score_svr_test)\n", - "print(\"RMSE: \", rmse_svr)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Desicion Tree Regression :" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "# Creating the Decision Tree regressor\n", - "regressor_dt = DecisionTreeRegressor(random_state = 42)" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 1080 candidates, totalling 10800 fits\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n", - "[Parallel(n_jobs=-1)]: Done 156 tasks | elapsed: 0.3s\n", - "[Parallel(n_jobs=-1)]: Done 4732 tasks | elapsed: 10.6s\n", - "[Parallel(n_jobs=-1)]: Done 10800 out of 10800 | elapsed: 27.9s finished\n" - ] - } - ], - "source": [ - "# Applying Grid Search to find the best model and the best parameters\n", - "parameters = [ { \"max_depth\": np.arange(1,21),\n", - " \"min_samples_leaf\": [1, 5, 10, 20, 50, 100],\n", - " \"min_samples_split\": np.arange(2, 11),\n", - " \"criterion\": [\"mse\"],\n", - " \"random_state\" : [42]}\n", - " ]\n", - "regressor_dt = GridSearchCV(estimator = regressor_dt,\n", - " param_grid = parameters,\n", - " cv = 10,\n", - " verbose = 4,\n", - " iid = False,\n", - " n_jobs = -1)\n", - "regressor_dt = regressor_dt.fit(X_scaled, y_scaled)" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'criterion': 'mse', 'max_depth': 5, 'min_samples_leaf': 10, 'min_samples_split': 2, 'random_state': 42}\n", - "0.8524782784394495\n" - ] - } - ], - "source": [ - "print(regressor_dt.best_params_)\n", - "print(regressor_dt.best_score_)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.8524782784394495\n", - "R2_score (train): 0.8776418101991081\n", - "R2_score (test): 0.8776557282375658\n", - "RMSE: 4296.587785971407\n" - ] - } - ], - "source": [ - "# Predicting Cross Validation Score\n", - "cv_dt = regressor_dt.best_score_\n", - "\n", - "# Predicting R2 Score the Train set results\n", - "y_pred_dt_train = sc_y.inverse_transform(regressor_dt.predict(sc_X.transform(X_train)))\n", - "r2_score_dt_train = r2_score(y_train, y_pred_dt_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_dt_test = sc_y.inverse_transform(regressor_dt.predict(sc_X.transform(X_test)))\n", - "r2_score_dt_test = r2_score(y_test, y_pred_dt_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_dt = (np.sqrt(mean_squared_error(y_test, y_pred_dt_test)))\n", - "print('CV: ', cv_dt.mean())\n", - "print('R2_score (train): ', r2_score_dt_train)\n", - "print('R2_score (test): ', r2_score_dt_test)\n", - "print(\"RMSE: \", rmse_dt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Random Forest Regression :" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [], - "source": [ - "# Creating the Random Forest regressor\n", - "regressor_rf = RandomForestRegressor()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Because of RandomSearch and GridSeach have took about 20 minutes, I didn't include these steps in the kernel's final form. But you can expand the following 2 cells and view how changed the parameters." - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "# Applying RandomSearch and GridSearch to find the best model and the best parameters\n", - "parameters = { \"n_estimators\": [1200],\n", - " \"max_features\": [\"auto\"],\n", - " \"max_depth\": [50],\n", - " \"min_samples_split\": [7],\n", - " \"min_samples_leaf\": [10],\n", - " \"bootstrap\": [True],\n", - " \"criterion\": [\"mse\"],\n", - " \"random_state\" : [42] }\n", - " \n", - "regressor_rf = GridSearchCV(estimator = regressor_rf,\n", - " param_grid = parameters,\n", - " cv = 10,\n", - " # verbose = 4,\n", - " n_jobs = -1)\n", - "regressor_rf = regressor_rf.fit(X_scaled, y.ravel())" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'bootstrap': True, 'criterion': 'mse', 'max_depth': 50, 'max_features': 'auto', 'min_samples_leaf': 10, 'min_samples_split': 7, 'n_estimators': 1200, 'random_state': 42}\n", - "0.8587777432753294\n" - ] - } - ], - "source": [ - "print(regressor_rf.best_params_)\n", - "print(regressor_rf.best_score_)" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV: 0.8587777432753294\n", - "R2_score (train): 0.8909741294177032\n", - "R2_score (test): 0.8966862253629037\n", - "RMSE: 3948.3076377318935\n" - ] - } - ], - "source": [ - "from sklearn.metrics import r2_score\n", - "\n", - "# Predicting Cross Validation Score\n", - "cv_rf = regressor_rf.best_score_\n", - "\n", - "# Predicting R2 Score the Train set results\n", - "y_pred_rf_train = regressor_rf.predict(sc_X.transform(X_train))\n", - "r2_score_rf_train = r2_score(y_train, y_pred_rf_train)\n", - "\n", - "# Predicting R2 Score the Test set results\n", - "y_pred_rf_test = regressor_rf.predict(sc_X.transform(X_test))\n", - "r2_score_rf_test = r2_score(y_test, y_pred_rf_test)\n", - "\n", - "# Predicting RMSE the Test set results\n", - "rmse_rf = (np.sqrt(mean_squared_error(y_test, y_pred_rf_test)))\n", - "print('CV: ', cv_rf.mean())\n", - "print('R2_score (train): ', r2_score_rf_train)\n", - "print('R2_score (test): ', r2_score_rf_test)\n", - "print(\"RMSE: \", rmse_rf)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Error Measurement :" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [], - "source": [ - "models = [('Linear Regression', rmse_linear, r2_score_linear_train, r2_score_linear_test, cv_linear.mean()),\n", - " ('Polynomial Regression (2nd)', rmse_poly2, r2_score_poly2_train, r2_score_poly2_test, cv_poly2.mean()),\n", - " ('Ridge Regression', rmse_ridge, r2_score_ridge_train, r2_score_ridge_test, cv_ridge.mean()),\n", - " ('Lasso Regression', rmse_lasso, r2_score_lasso_train, r2_score_lasso_test, cv_lasso.mean()),\n", - " ('Support Vector Regression', rmse_svr, r2_score_svr_train, r2_score_svr_test, cv_svr.mean()),\n", - " ('Decision Tree Regression', rmse_dt, r2_score_dt_train, r2_score_dt_test, cv_dt.mean()),\n", - " ('Random Forest Regression', rmse_rf, r2_score_rf_train, r2_score_rf_test, cv_rf.mean()) \n", - " ]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Checking the scores of RMSE, R2_score (training), R2_score (test) and Cross Validation" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ModelRMSER2_Score(training)R2_Score(test)Cross-Validation
0Linear Regression5926.0236020.7449560.7672640.744501
1Polynomial Regression (2nd)4715.7302060.8395580.8526210.762601
2Ridge Regression4570.4202480.8427510.8615640.836429
3Lasso Regression4569.8318970.8429620.8616000.836296
4Support Vector Regression4578.9428530.8434180.8610470.841532
5Decision Tree Regression4296.5877860.8776420.8776560.852478
6Random Forest Regression3948.3076380.8909740.8966860.858778
\n", - "
" - ], - "text/plain": [ - " Model RMSE R2_Score(training) \\\n", - "0 Linear Regression 5926.023602 0.744956 \n", - "1 Polynomial Regression (2nd) 4715.730206 0.839558 \n", - "2 Ridge Regression 4570.420248 0.842751 \n", - "3 Lasso Regression 4569.831897 0.842962 \n", - "4 Support Vector Regression 4578.942853 0.843418 \n", - "5 Decision Tree Regression 4296.587786 0.877642 \n", - "6 Random Forest Regression 3948.307638 0.890974 \n", - "\n", - " R2_Score(test) Cross-Validation \n", - "0 0.767264 0.744501 \n", - "1 0.852621 0.762601 \n", - "2 0.861564 0.836429 \n", - "3 0.861600 0.836296 \n", - "4 0.861047 0.841532 \n", - "5 0.877656 0.852478 \n", - "6 0.896686 0.858778 " - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predict = pd.DataFrame(data = models, columns=['Model', 'RMSE', 'R2_Score(training)', 'R2_Score(test)', 'Cross-Validation'])\n", - "predict" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which model is better in terms of Cross Validation Score ?" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axe = plt.subplots(1,1, figsize=(18,6))\n", - "\n", - "predict.sort_values(by=['Cross-Validation'], ascending=False, inplace=True)\n", - "\n", - "sns.barplot(x='Cross-Validation', y='Model', data = predict, ax = axe, palette='viridis')\n", - "#axes[0].set(xlabel='Region', ylabel='Charges')\n", - "axe.set_xlabel('Cross-Validaton Score', size=16)\n", - "axe.set_ylabel('Model')\n", - "axe.set_xlim(0,1.0)\n", - "axe.set_xticks(np.arange(0, 1.1, 0.1))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Result :: In terms of Cross Validation scores the \"RANDOM FOREST REGRESSION\" provides higher accuracy" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which model is better than in terms of R2_score (Training and Test) ?" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axes = plt.subplots(2,1, figsize=(14,10))\n", - "\n", - "predict.sort_values(by=['R2_Score(training)'], ascending=False, inplace=True)\n", - "\n", - "sns.barplot(x='R2_Score(training)', y='Model', data = predict, palette='Blues_d', ax = axes[0])\n", - "#axes[0].set(xlabel='Region', ylabel='Charges')\n", - "axes[0].set_xlabel('R2 Score (Training)', size=16)\n", - "axes[0].set_ylabel('Model')\n", - "axes[0].set_xlim(0,1.0)\n", - "axes[0].set_xticks(np.arange(0, 1.1, 0.1))\n", - "\n", - "predict.sort_values(by=['R2_Score(test)'], ascending=False, inplace=True)\n", - "\n", - "sns.barplot(x='R2_Score(test)', y='Model', data = predict, palette='Reds_d', ax = axes[1])\n", - "#axes[0].set(xlabel='Region', ylabel='Charges')\n", - "axes[1].set_xlabel('R2 Score (Test)', size=16)\n", - "axes[1].set_ylabel('Model')\n", - "axes[1].set_xlim(0,1.0)\n", - "axes[1].set_xticks(np.arange(0, 1.1, 0.1))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Result :: In terms of R2_score (for both the training and test) the \"RANDOM FOREST REGRESSION\" provides higher accuracy" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which model is better in terms of RMSE ?" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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d+D2cTqemT5+u/fv3y9vbWzNnzlTTpk0ru1sAAAAAAKCMXFNnVHzyySfKycnR6tWr9eyzz2rOnDmV3SUAAAAAAFCGrqmgYteuXercubMk6c4779TevXsruUcAAAAAAKAs2YwxprI7cbUmT56s7t27q0uXLpKkrl276pNPPpGn5zV1BQsAAAAAACjCNXVGhY+PjzIzM12PnU4nIQUAAAAAAFXINRVUBAUFafPmzZKkb7/9Vq1atarkHgEAAAAAgLJ0TV36kf+rHz/99JOMMZo9e7aaN29e2d0CAAAAAABl5JoKKgAAAAAAQNV2TV36AQAAAAAAqjaCCgAAAAAAYBn8ZEY52bFjh/7973/rxRdfLDB97Nixmjt3rry9vctt2RMnTlRiYqL8/f1ljFFaWpoeffRRPfzww+W2zCvZvHmzTpw4odDQ0ErrQ1nasWOHIiIi1KJFC0lSdna2+vTpo6FDh7ptf+zYMY0bN05vv/12ufdt37592rhxo55++mm3z69bt04HDx7U+PHjXdMufz+ZmZlq1KiRFixYUK61eiVPP/20Fi9eXKp5vPfee6pZs6a6du2qqKgoHT9+XDk5ORo1apTuv//+q5rHI488ori4OGVmZmrDhg1FrtvSePXVV7Vt2zZ5eHjIZrNp7NixuvXWW8t8OUVZvXq1+vXrJy8vL0kX7wn0wAMPaPny5WrSpImr3ahRozR06FDdfffdVzXf7Oxsvf/++xowYMDv7hNjWeUobjxISkpyO76MHTtWAwcOVIcOHUq0zHXr1ik+Pl6NGzeWJJ07d05BQUGaNm1a6d5MKZw+fVovvfSSpk+fXml9uNYUte9T3hYtWqQPP/xQ119/vSQpLS1NvXv31qhRoyq0H5e60ra4Krl0zDDGKC8vT8OGDVPv3r1/13xmzZqlRx99VA0bNiz0XGnH3nfffVdr165Vdna2Dhw4oD/96U+SpAULFuiGG24o0TwvNXToUF24cEE1atSQ0+nUuXPnNH78eHXp0qXU8y6pdevWqXbt2le9r1MRymt/s7TboEtdvj2SpOHDh5f5evzqq6/k6+urNm3auKYdO3ZMDz30kKs+s7OzVbNmTS1cuFC1a9cu0+X/HhXx/fdsda8AACAASURBVNUtg3Kxfft2ExERUSnLjoyMNJ9//rnrcWpqqrnnnnuM0+mslP5URZd/vtnZ2ebee+81v/32m9v2R48eNQMGDKio7hVr7dq1Zv78+QWmuavXcePGmfXr11dk18pcZmamGTFihDHGmHfeecfMnDnTGGNMSkqK6dKly1XPZ8CAAebo0aPGGGPGjx9vDh8+XKb9/Pnnn01oaKjrf/SHH34wffr0KdNlXMm9995rsrKyCkx76aWXTHx8vOvx6dOnTY8ePX7XWFKa2mcsqxwlGQ8iIiLM9u3bS7zMy8clh8NhQkNDzZ49e0o8T1S8ytr3iY+PN6tWrXI9zs7ONvfff785c+ZMhfflj+jyzz0jI8P07dvX/PDDD5XYK/fKa38sLCzMHDhwwPU4KSnJ/OUvfynz5Vzrymt/s7TboEu5208uD5fv4xjjvj4XLFhg/vWvf5V7f6yIMyoq2H333af169dr2rRp8vb21vHjx3Xq1CnNmTNHf/rTn7R+/Xq9/vrr8vDwUNu2bTV+/HidPHlS06dPV3Z2ttLS0jR69Gh169ZNDz74oG666SZ5e3srLi6uyGWeOXNG3t7estlsOnHihKKjo5Wdna1q1arp+eefV4MGDfTSSy/pk08+UUBAgC5cuKAxY8Zo586d2r17t86fP69Zs2Zp27Zt+vDDD2Wz2dS7d28NGzZMH3/8sZYtWyZPT0/deOONmjdvnnbv3q25c+fK09NTfn5+WrBggT7++GPXUfzXXntN//d//ydPT08FBwdrwoQJWrRokY4dO6azZ88qOTlZkyZNUufOnSvwkymdjIwMeXh4yG6364cfftDzzz8vu93uWsf5Dh06pAkTJuidd96RJEVERGjEiBGaPHmy2rdvr/3798tms2nJkiXy9fXVnDlztGvXLknSgw8+qL///e+aOHGiPD09lZycrJycHPXu3VufffaZTpw4oSVLlujEiROuI1orVqzQxx9/rLy8PPn6+mrRokVX9X5ycnJ06tQpV3r7wgsv6KuvvpIxRsOHD1evXr20Z88excTEqFatWqpbt66qVaump59+WqNGjZK/v79CQkIUEhKimTNnSpL8/f01e/Zs5ebmKiIiQsYY5ebmKiYmRjfddJPGjBmjjIwMZWVlacKECerQoYPuuecebd261e06dTqdevbZZ1W/fn0dPXpUt912m2JiYgq8jw8++ED33HOPJKlnz57q0aOH6zm73S7p4lGQNm3a6Oeff1ZGRoYWLlyoG2+8US+++KK++OIL1a9fX6mpqa7X9erVSytXrtSkSZN+V40UJyAgQMnJyXrnnXcUEhKim2++2VUjQ4cO1fTp09W8eXO99dZbOnPmjPr27asxY8aoXr16+vXXXxUSEqKxY8dq4sSJMsboxIkTOn/+vObOnavmzZsX+T+X///dp08fnT59WmPHjtWSJUtc/Xr44Yc1bNgwhYeHS7p4RKpfv36y2WzauXOnXnzxRdntdjVu3FgzZsyQw+HQpEmTlJycrNzcXEVHR2vt2rU6cOCAFi9erGHDhmnChAnKyMiQw+HQmDFj1LFjR8Yyi7t0PLj0iPnKlSu1Zs0a1atXT2fPnpUkZWVl6bnnntOpU6fUoEEDffXVV9qyZYv2799faCzw9fUtcpmZmZlKT0+Xr6+vcnNzNW3aNB0+fFhOp1MRERHq0KGDPvvsM8XHx8vHx0e1a9dW69at1b59ey1YsEBeXl565JFH1LBhw0J1euzYMU2aNEmenp6y2+2aN2+evLy8Co1LtWrVcp0Jt3XrVv3zn/9UtWrVXP3ft2+fli1bJi8vLx07dqzSj+Bb2UcffaSVK1e6Hi9cuFCSrnpb8P777+uNN96Qt7e3brrpJs2YMcN19pc7qampysvLU7Vq1ZSenq7Jkye7xvEpU6aodevWWrNmjVauXKnatWvLy8vLdfR/7dq1cjqdeuaZZ5SWllZon2zXrl2FxoXTp08XqqlffvnF9b/irv8ffPCBPv/8c2VlZenIkSN6/PHH1a9fv3L8FCpOrVq1FBoaqo8++kg333yz232I7777TrNmzZIxRjfccIMWLFigxx9/XNOnT1daWlqFjr333nuvAgMDFRgYqBEjRrjdtiQkJBTabhQnOTlZfn5+kuR2/PPx8VFMTIz27t2r6667TsePH9fLL7+sxYsXKy0tTWlpaVq6dKn+9a9/FVp3K1eu1LvvvisPDw8FBQUpMjLS7TbspZde0nXXXadBgwYVuT/p7rtIRbp0++JwODR16lSdPHlSqampCgkJUURERJH9dLcNys3NVVRUlI4ePSqHw6FHH31UvXv31tChQ9W6dWv9/PPPqlmzpoKDg7VlyxadO3dOr7322lWdrXDu3Lkr7sPExMS4HW8mTpyoI0eOKDs7W4899piaNGmiL774QomJiWrRooXbs4gkufbp8s9sdVeHhw8fdn03uPHGG3X8+HElJCRcsa4DAgLcjreX97V3796u76+nT5/W5MmTlZeXJ5vNpilTpqhNmzbq3r27goKCdOjQIdWtW1eLFi1y7WeXSqVFJFVcUUcV8o9aRkZGmpdfftkYY8zq1atNdHS0SU1NNb169TLnz583xlw8crtlyxazdetWV0q4a9cuM3z4cNe8EhMTCy0jMjLSPPjgg2bQoEGmS5cuZsSIEa6jUmPGjDGbNm0yxhizbds2M27cOLNv3z4TGhpq8vLyzIULF0y3bt3M9u3bTXx8vHn++eeNMReP+A4cONDk5eUZh8Nhhg4dapKSkkx4eLj58MMPjTHG/Oc//zG//fabmTNnjnn11VeNw+EwGzZsMMePH3elkz/++KPp37+/ycnJMU6n04wePdp8+umnJj4+3kyZMsUYY8yWLVtcR8Gtavv27eauu+4yYWFhZujQoWbEiBGu9XrpUYQNGzaY8PDwAgnpkCFDzM8//2xSU1PNww8/bIy5+Fnu2rXLGHMxWf7www/Np59+akaPHm2cTqfJyckx/fv3Nz/++KOJjIw0S5YsMcYYEx0dbebOnWuMMWbhwoVm+fLlrtpzOBxm0aJFxuFwGGOMGTFihPn666+LPKMi//306tXL/OUvfzFvvPGGMcaYTZs2uWo5KyvLPPTQQ+a3334zf/vb38xPP/1kjDEmLi7OREZGmqNHj5oOHTqY7OxsY8zFMxF+/vlnY4wxb7/9tomLizOfffaZeeqpp8yFCxfM999/b77++mvz008/mYcfftikp6ebX375xbUu77777mLXafv27U16errJy8szXbt2NadOnSrwvsaNG2e2bNlSYFp6eroJCwsz77//vjHGFPg7Li7OLF261Ozfv98MGjTIOBwOk56ebjp27Og6o+LYsWPmb3/729WWylXbu3evmThxounSpYvp0aOH+eijj1z9yz9Ks2rVKhMfH+9az6mpqSYvL8888sgjZu/evSYyMtIsWrTIGHPxc3vyySeL/Z/L//82xv0ZFcYY8+STT5qvv/7aGGPMQw89ZE6fPm2cTqfp3r2762jliy++aFavXm2WL1/uqq39+/eb5cuXF6j9OXPmmNdff90YY8zJkyfNvffeaxwOB2OZxRQ3HuSPL+fOnTPdu3c32dnZJicnxzz44INm+/bt5vXXX3eNSQcOHDBt2rQxxrgfCy61du1a06VLFzNkyBDTvXt307dvX9f/5cqVK828efOMMRfPhurdu7fJy8sz9913nzl9+rQx5uL/enx8vNm+fbvrbKSi6nTFihVmxowZJicnx2zbts3s37/f7biUX7tOp9Pce++95uTJk8YYY15//XUzZ84cs337dtOrVy+Tm5trMjMzTVBQULl9JteKovZ9Xn75Zde+TXR0tHnvvfeueluQkpJiunXrZtLT040xxsyaNcskJCQUmH98fLzp3r27GTJkiLnvvvvMoEGDzBdffGGMMWbevHlm5cqVxhhjDh06ZAYOHGjOnj1runfvbs6fP2/y8vLM4MGDzdq1a83atWvNyJEjjTGmyH0yd+OCu5rKXxdF9X/t2rWu8eHQoUOmR48eZf1xVBh3n/uGDRtMdHR0kfsQffr0cW3bVqxYYfbu3eva3pXn2OvuiHXr1q1NSkqKMcb9tqWo7calwsLCzMMPP2xCQ0NN586dTXh4uPnll1+MMe7Hvw0bNpgxY8YYY4w5e/asadu2rTl69KiJjIw0y5cvN8YUvf/Vr18/s3v3bmPMxfExNzfX7TYs/0yj4vYnL/8uUt6K274cPXrUvP3226732759e2OMcdvPorZBCQkJZtasWcaYi/t7DzzwgDl79qwJCwsz7733njHm4v7wihUrjDHGPPfcc2bDhg0F+pi/PQoLCzNhYWEmPDzcGHN1+zDuxpv09HTTtWtXc/bsWXP27FnXtq2oMyr+/Oc/m7CwMPPggw+aBx54wMTHx5vc3Nwi6/Cpp55y1ezq1atNWFiYMebKde1uvC2qr/n7iOHh4a719cMPP5i+ffsaY4xp06aNSU5ONsYYExoa6qrP0uKMikp08803S5Lq16+vb775RkeOHFFKSoqeeOIJSRePKB09elRt27bVyy+/rHfeeUc2m015eXmueTRr1sztvCdMmKCQkBB9/vnnWrBggSuJ++mnn1wJrTFGXl5eSkpK0m233Sa73S673V7guvj8+f/0009KTk7W8OHDJUm//fabjhw5okmTJmnp0qV66623FBgYqG7dumnkyJF65ZVX9Pe//1033HCDbr/9dtf8Dh48qDvuuMN1JCQ4OFg///xzofWRk5NT6vVb3u666y631+GeOnXK9V7atWunF154ocDzAwYM0Lp169SwYUM99NBDrum33HKLJKlBgwbKzs7WiRMnFBwcLJvNJi8vL91xxx1KSkoq0NbPz0+BgYGuvy9dbx4eHvLy8tK4ceNUs2ZNnTx5skDtFPV+UlNTNWLECDVq1EjSxc8+MTHRdf+NvLw8JScn69SpU2rZsqUkqW3btvp//+//SZIaNWrkuoYtKSnJdZZDbm6umjVrppCQEP3yyy966qmn5OnpqVGjRqlly5YaMmSIxo0bp7y8vEL3+ihqnTZp0kQ+Pj6SpHr16ik7O7vA61JTU1W3bl3X4xMnTmj06NEaPHiw+vTpU2jd169fX2fOnNGBAwd06623ysPDQz4+PmrVqpWrbb169ZSWllbkeiyJw4cPy8fHR7GxsZKk77//Xk888UShay3NJb8m3aZNG/n7+0uSbr/9dh06dEjSxc9Rkv785z9r9uzZxf7PFTV+XOqRRx7Re++9J7vdrqZNm+q6667T2bNnderUKUVEREi6eBT9nnvuUUpKikJCQiRJrVq1UqtWrXTs2DHXvJKSklzr/YYbbpCPj49SUlKK7QtjWeUoajzId/DgQbVo0cL1v56/bpKSklw10Lx5cwUEBLimXz4WXO7BBx/U+PHjdfToUf3jH//QTTfdJOniZ7Zr1y7t2bNH0sUx6MyZM/Lx8dF1110n6eL6P3PmjKT/fdYpKSlu63TUqFFatmyZ/vGPf8jX11djx451Oy7lS01NlY+Pj+s69nbt2ikuLk5du3ZVq1at5OnpKU9PT1WvXr00q7xKq1u3riIjI1WrVi0dPHhQd95551VvC44ePaoWLVq4xvp27dppy5YthZYxfPhwDRo0SHv37tW4ceMK1M/27du1fv16SRePih45ckTNmzdXjRo1JF0cL/Pl109R+2TuxoX+/fsXqql8RfX/jjvucF2b3qBBg2t2rChKcnKy6tevX+Q+xNmzZ9W8eXNJ0pAhQwq8tqLH3jp16qhOnTqS3G9bitpu5O9/5cs/i/Hf//63PvzwQzVo0ECS+/Ev//9AunhW5aXzunR75W7dxcbG6rXXXtOCBQt05513yhjjdhuWLykpqcj9ycu/i1SEorYv/v7++v7777V9+3b5+PgU+Awv72dx26D8e2j5+PioefPmOnr0qCS5zhbx8/Nz3SPDz8+v0L6j9L/t0aWuZh/G3Xjj4+Oj6OhoRUdHKyMjo8C+vzstWrRQQkKCsrKyNHLkSNWtW1eenp5F1mFSUpJrDGvbtq0++OADSVeua3fj7ZX6mpSUpHbt2rk+k5MnT7qWlV/v+d9jygK/+lGJbDZbgceNGjVSgwYN9NprrykhIUFhYWG64447tHDhQv31r3/V/Pnz1aFDhwJfVjw8iv8Iu3Tpovvvv1/R0dGSpMDAQI0fP14JCQmKiYlRjx491KJFC33//fdyOp3KycnRDz/8UGj+gYGBatGihd58800lJCSoX79+atWqlVavXq3w8HCtWLFCkrRhwwZ98MEH6tu3rxISEtSyZcsCN5AMDAzUnj17lJeXJ2OMvvrqK9c/9+Xr41p1/fXX68cff5R08UY5+TtL+Xr27KmtW7dqw4YNBQaAy99/8+bNXafp5ebmavfu3WratKnbtu78+OOP+uSTT/TPf/5T0dHRcjqdBWqnKHXq1NH8+fM1ZcoUnTp1SoGBgerQoYMSEhL0xhtvqFevXmrUqJHq16+vAwcOSJK+++471+svrclmzZpp7ty5SkhI0IQJE9SlSxft2LFD119/vV577TWNGjVKcXFx2r9/vzIzM/Xqq69qzpw5BS6XkYpep1daDwEBAUpPT5d08bKBESNGaMKECerfv3+xr2vWrJn27Nkjp9Op8+fPu96ndHGjk//lq6zs37/fdXlX/vJ9fX1lt9vl7e2t06dPS1KB/82kpCRduHBBDodDe/bscW10ExMTJUnffPONWrZsWez/3KWflc1mk9PpLNS3Ll26aPfu3frPf/7juolZnTp1VL9+fS1ZskQJCQkaOXKkOnTooObNm+v777+XdHHn/Nlnn5WHh4drvs2bN9fXX38tSfr111917tw5V9jCWGZNl48H+Ro3bqwDBw4oKytLDodD+/btk3QxoNq9e7eki1/08k9/dTcWFKVx48aaNm2axowZowsXLigwMFB/+ctflJCQoGXLlqlnz56qV6+eMjMzXTuJ7sagoup048aNatu2rd544w317NlT//rXv9yOS5eug4yMDNf737lz51WPQZDS09MVHx+vF198UTNnzlS1atVkjLnqbUGjRo2UlJSk8+fPS7q4/osLWW+99VY9/vjjGjdunJxOpwIDAzV8+HAlJCTon//8p/r06aMmTZro4MGDysrKktPpdIVg0v/qp6h9Mnfjgruayldc/6tq/WRkZGjNmjXq2bNnkfsQ119/vX755RdJF28mvWHDBtfrK3rsvXT7427bUtR2oygDBw5UgwYNXAez3I1/LVu21Lfffivp4hfO/HVx6fsoat29/fbbiomJ0YoVK7Rv3z7t3r3b7TYsX2n3J8vL5duXdevWydfXVy+88IJGjBihrKws137r5f0saht06X5GRkaGfvrpp0JBe0ldzT6Mu/Hm1KlTSkxM1EsvvaRXX31V8+fPd106Udx+efXq1bVgwQItWbJEP/74Y5F1eOl2t6j9cXd17W68Laqv7tbBvn37XAcLyquOOKOiHG3durXA9YaXH1m/XEBAgIYPH66hQ4fK4XDoxhtvVK9evdSzZ0/NmjVLS5cuVYMGDQpcL381nnrqKfXr10+bNm1SZGSk6wtRVlaWJk+erNatW6tLly565JFHVKdOHXl5ecnTs2BptGnTRh07dtSgQYOUk5Oj22+/3ZVyP/roo/L391etWrXUtWtXHTlyRBMnTlTNmjXl5eWlGTNm6KuvvpIktW7dWr169dKgQYPkdDrVtm1bdevWzfUltCqYOXOmnn/+eRljZLfbNXv27ALPV6tWTe3atVNKSoprgHPn3nvv1c6dOxUaGqrc3Fz17Nnzd1072LRpU9WoUUP9+vWTt7e36tWrV+CLRnFatGihoUOHaubMmVq4cKF27typwYMH6/z58+rWrZt8fHw0bdo0RUVFuT5nd3fNnj59uiIjI+VwOCRdvKO3v7+/xo4dqzfeeEMeHh4aPXq0brrpJr300kt699135eXlpWeeeabAfK60TovSoUMHfffdd2rXrp1eeeUVnTt3TkuWLHHdh2HZsmVuX3fzzTerZ8+e6t+/v66//voCZ2V899136tix41Ut/2p1795dSUlJGjBggGrWrCljjJ577jn5+vpq2LBhmjFjhho0aOC6o70keXl5acyYMTpz5ox69uzpOjK3efNmbdy4UU6nU7GxsWrcuPFV/c8FBwfriSee0Jtvvllgg2O323X//ffro48+cv36gYeHhyZPnqwnnnhCxhjVqlVL8+bNU1BQkKKiohQWFiaHw6GoqCjVrVtXubm5mj9/vp588klFRUXpv//9r7KysjRjxoxCY01xGMsqx6XjQf6Rz/xrWwcOHKiAgADXken+/ftr4sSJGjJkiBo2bKhq1apJcj8WFOfuu+/W3Xffrfj4eI0dO1ZTpkxRWFiYMjIyNHjwYHl4eCg6OlqPP/64fH195XQ6XTve+Yqq08zMTNc17R4eHpo0aZIaNmxYaFzKZ7PZNHPmTIWHh8tms6l27dqKjY11HcVFQZfv+yxYsEBBQUHq27evatasKT8/P506dUr33XffVW0LAgICFB4ermHDhsnDw0NNmjQpdKTzcgMGDND69ev11ltvaeTIkZo8ebLefvttZWRk6Omnn9b/b+/eQqLq+jiO/xwsp1JSU8sO9ljQUKRT0k0HOllmGWVYUtHR6qIwssnEjLIIOoCVlEEUGVqY2kV0UY11FxQRBZ0IoyJIi6CUkomYnGG/F+HmndfxfSqdZqrvBwRn7zV7ra3D2ov/rPVfsbGx2rBhg5YvX67o6Gi53W6Fh4f7DMi7GpN9/fq1U79gGEanz5TL5TKv46/9V65cCcw/IEju3LmjlStXymKxyOv1avPmzRoxYoSSk5P9jiH27t2rkpISWSwWxcf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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "predict.sort_values(by=['RMSE'], ascending=False, inplace=True)\n", - "\n", - "f, axe = plt.subplots(1,1, figsize=(18,6))\n", - "sns.barplot(x='Model', y='RMSE', data=predict, ax = axe)\n", - "axe.set_xlabel('Model', size=16)\n", - "axe.set_ylabel('RMSE', size=16)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Result :: In terms of Cross Validation scores the \"LINEAR REGRESSION\" provides higher accuracy" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Results :** Male smokers incurred 11% more medical costs (after adjustment for age, physical functioning status, alcohol consumption, body mass index and average time spent walking) than ‘never smokers’ but for female smokers and never smokers the costs were almost the same. This difference was mainly attributable to increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers. Age-group specific analysis in men showed that excess mortality and excess medical cost ratio for smokers peaked in those aged 60–69 years." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Conclusions :** \n", - "Smokers consume excess medical care. Among the population aged 45 years and over, about 4% of total medical costs were attributable to smoking. To pursue both better health and lower medical costs for the nation, a comprehensive programme to reduce tobacco use is needed.\n", - "\n", - "\n", - "**KEY MESSAGES :**\n", - "\n", - "1. The impact of smoking on medical care use was examined in a 30-month prospective population-based cohort study in Japan (N = 43 408).\n", - "\n", - "\n", - "2. Male smokers incurred 11% more medical costs than ‘never smokers’ but for female smokers and never smokers the costs were almost the same.\n", - "\n", - "\n", - "3. This difference was mainly attributable to the increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Thank You! Stay Safe! :)" - ] - } - ], - "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": 4 -} From 8c8794fd618e3f3251fa2e366f627cc779d42c5b Mon Sep 17 00:00:00 2001 From: Pavitraa G <100479594+pavitraag@users.noreply.github.com> Date: Fri, 19 Jul 2024 18:36:12 +0530 Subject: [PATCH 5/5] Add files via upload --- .../Medicine_Charges.ipynb | 4285 +++++++++++++++++ 1 file changed, 4285 insertions(+) create mode 100644 Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb diff --git a/Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb b/Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb new file mode 100644 index 00000000..19b9b136 --- /dev/null +++ b/Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb @@ -0,0 +1,4285 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "4m-G5z0K7Gqq" + }, + "source": [ + "# Medical Costs Analysis for Smokers and Non-smokers" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eTuxzixj7Gqs" + }, + "source": [ + "## Analysis and Regression Models" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OxwZyJgY7Gqw" + }, + "source": [ + "## PART 1 :: Analysis :" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zqKLNfha7Gqw" + }, + "source": [ + "### **Columns:**\n", + "\n", + "**age:** age of primary beneficiary\n", + "\n", + "**sex:** insurance contractor gender, female, male\n", + "\n", + "**bmi:** body mass index, providing an understanding of body, weights that are relatively high or low relative to height, objective index of body weight (kg / m ^ 2) using the ratio of height to weight, ideally 18.5 to 24.9\n", + "\n", + "**children:** number of children covered by health insurance / number of dependents\n", + "\n", + "**smoker:** smoking\n", + "\n", + "**region:** the beneficiary's residential area in the US, northeast, southeast, southwest, northwest.\n", + "\n", + "**charges:** individual medical costs billed by health insurance" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "id": "d4KvI3GE7Gqx" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import os\n", + "import matplotlib.pyplot as pl\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n" + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import files\n", + "uploaded = files.upload()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 73 + }, + "id": "CQIFp7Fi7rau", + "outputId": "25a961e2-220c-449e-b675-0045c48aac99" + }, + "execution_count": 95, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Saving insurance.csv to insurance (1).csv\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "data = pd.read_csv('insurance.csv')" + ], + "metadata": { + "id": "fizynGEW7ujJ" + }, + "execution_count": 96, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "GaTX4hbG7Gqx", + "outputId": "bb4d7bb4-c33a-4313-a113-fd3a7e639837" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " age sex bmi children smoker region charges\n", + "0 19 female 27.900 0 yes southwest 16884.92400\n", + "1 18 male 33.770 1 no southeast 1725.55230\n", + "2 28 male 33.000 3 no southeast 4449.46200\n", + "3 33 male 22.705 0 no northwest 21984.47061\n", + "4 32 male 28.880 0 no northwest 3866.85520" + ], + "text/html": [ + "\n", + "
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data", + "summary": "{\n \"name\": \"data\",\n \"rows\": 1338,\n \"fields\": [\n {\n \"column\": \"age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14,\n \"min\": 18,\n \"max\": 64,\n \"num_unique_values\": 47,\n \"samples\": [\n 21,\n 45,\n 36\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sex\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"male\",\n \"female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"bmi\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6.098186911679014,\n \"min\": 15.96,\n \"max\": 53.13,\n \"num_unique_values\": 548,\n \"samples\": [\n 23.18,\n 26.885\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"children\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 5,\n \"num_unique_values\": 6,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"smoker\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"no\",\n \"yes\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"southeast\",\n \"northeast\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"charges\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12110.011236694001,\n \"min\": 1121.8739,\n \"max\": 63770.42801,\n \"num_unique_values\": 1337,\n \"samples\": [\n 8688.85885,\n 5708.867\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 97 + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_YxafIQh7Gqy", + "outputId": "38dbd36e-a16e-440d-a5dc-6768c66d39bc" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "age 0\n", + "sex 0\n", + "bmi 0\n", + "children 0\n", + "smoker 0\n", + "region 0\n", + "charges 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 98 + } + ], + "source": [ + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "id": "p63od3Ku7Gqy" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "#sex\n", + "le = LabelEncoder()\n", + "le.fit(data.sex.drop_duplicates())\n", + "data.sex = le.transform(data.sex)\n", + "# smoker or not\n", + "le.fit(data.smoker.drop_duplicates())\n", + "data.smoker = le.transform(data.smoker)\n", + "#region\n", + "le.fit(data.region.drop_duplicates())\n", + "data.region = le.transform(data.region)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uZDHe_nL7Gqz", + "outputId": "5ef71b4e-42a1-45d1-da2f-778476d775d5" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "region -0.006208\n", + "sex 0.057292\n", + "children 0.067998\n", + "bmi 0.198341\n", + "age 0.299008\n", + "smoker 0.787251\n", + "charges 1.000000\n", + "Name: charges, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 100 + } + ], + "source": [ + "data.corr()['charges'].sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MqKyHWpe7Gqz" + }, + "source": [ + "#### Creating the Heat-Map to understand which co-relation model will be best for the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 700 + }, + "id": "7B1Zx8ce7Gqz", + "outputId": "e144667e-5abc-4cbd-cae7-090e06431664" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 101 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "f, ax = pl.subplots(figsize=(10, 8))\n", + "corr = data.corr()\n", + "sns.heatmap(corr, mask=np.zeros_like(corr, dtype=bool), cmap=sns.diverging_palette(240, 10, as_cmap=True),\n", + " square=True, ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Y00ghMHm7Gq0" + }, + "source": [ + "### Distribution of Charges for Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 505 + }, + "id": "gXG5qFpL7Gq0", + "outputId": "ad3bd49d-12ea-42f0-de59-f53b9cfd0fa0" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of charges for non-smokers')" + ] + }, + "metadata": {}, + "execution_count": 102 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "f= pl.figure(figsize=(12,5))\n", + "\n", + "ax=f.add_subplot(121)\n", + "sns.distplot(data[(data.smoker == 1)][\"charges\"],color='c',ax=ax)\n", + "ax.set_title('Distribution of charges for smokers')\n", + "\n", + "ax=f.add_subplot(122)\n", + "sns.distplot(data[(data.smoker == 0)]['charges'],color='b',ax=ax)\n", + "ax.set_title('Distribution of charges for non-smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FIWgS7S-7Gq0" + }, + "source": [ + "**Here we can see that the distribution charges for the smokers ranges from 30000 dollar to 40000 dollar where as for non smokers it shows that it is 10000 dollars. Which provides the great difference to be noteable.**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-pOuujGE7Gq0" + }, + "source": [ + "### Gender wise analysis for Smokers and Non-smokers" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 524 + }, + "id": "gFrsw3Fk7Gq0", + "outputId": "07829ab8-c209-478c-ea7d-95a08dca8782" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 103 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"pink\", data=data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LOYTdHpK7Gq1" + }, + "source": [ + "Here it shows the smoker and non smoker analysis with respect to the gender." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "saafykRZ7Gq1" + }, + "source": [ + "1st column shows the number of Non-smokers where Dark brown shows the women community and light brown shows the Men community" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z9PQjAlA7Gq1" + }, + "source": [ + "2nd Column shows the smokers where the Dark brown shows the Women community and the light brown shows the men community." + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 525 + }, + "id": "T2g09sS87Gq1", + "outputId": "395eaa54-377c-412c-f489-1db28c7543b4" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 104 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "sns.catplot(x=\"sex\", y=\"charges\", hue=\"smoker\",\n", + " kind=\"violin\", data=data, palette = 'magma')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rQteiBoj7Gq2" + }, + "source": [ + "### Cost Analysis for Women Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 505 + }, + "id": "AO7Kqv7N7Gq2", + "outputId": "ba19df71-0329-483d-f63a-24ae07dbdc11" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 105 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Box plot for charges of women\")\n", + "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.sex == 1)] , orient=\"h\", palette = 'magma')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4_zFD1g07Gq2" + }, + "source": [ + "### Cost Analysis of Men Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 505 + }, + "id": "_BX6bJTp7Gq2", + "outputId": "4500c7ab-50fa-4dfd-c140-44340121c498" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 106 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Box plot for charges of men\")\n", + "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.sex == 0)] , orient=\"h\", palette = 'rainbow')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lOJWytk97Gq2" + }, + "source": [ + "### Age Distribution for the Smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "HiFCTXmT7Gq2", + "outputId": "9d143098-3b2f-4669-954d-458c5afaa6ce" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of age\")\n", + "ax = sns.distplot(data[\"age\"], color = 'g')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rmoWE7li7Gq3" + }, + "source": [ + "### Ratio of 18-years old Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 547 + }, + "id": "eXPfXxrP7Gq3", + "outputId": "75a520cc-7935-4deb-cb80-92c6c6862a1e" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'The number of smokers and non-smokers (18 years old)')" + ] + }, + "metadata": {}, + "execution_count": 108 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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8IemvI/Tz58+re/fubn1lOnbsKF9fX3355Zc5lvXxxx/riSeeUOfOnTV+/HjXdMnJydqyZYtatGihM2fOuNbtyZMnFR0drUOHDrmWm61Tp07y8vJyaytVqpR27dqVY9zL+fvndP78eZ08eVKVK1dWqVKl9MMPP+QYP/uMWbY6deooKytLR48edVs3Xbt2dRvvwjMKl3P//ferdOnSbsuR/ret/Pnnn9q3b5/atWunMmXKuMYLCQlRVFRUrp/Bv//9b7fXderUUXJy8iUvL0p/rdv09HRt3rz5snU/+OCDbu87e3t88MEHXW1eXl4KDQ112+7zui1YlqXx48frnXfe0UsvvaR27dq5hn399ddKSUlRy5Yt3bZXu92umjVr5nrps0uXLm6vfX19Jf11qfFKL3FlS05Odvvs8sPHx0d33HGHmjdvrldeeUUvvfSSQkNDNWzYMH333XeXnNbPz09NmzbVJ5984rr0lZWVpTVr1qhp06au/jJr166Vn5+fGjZs6LaeqlevrhIlSritp79vJ9nbaZ06dZSenq6DBw/mqL19+/Y5apKubL/0d/nZ12TbtGmTihQp4vbZenl5qWvXrhedplSpUjp58uQV12eiG+LyzYW3l2Z3qMy+Znfo0CFJuuhpL0k6ffr0ZTfEyy0nPy6cZ/aX/9Zbb83R7nQ6dfr0afn7+7vaL+wdL0l33HGH0tPTXTuylJQULVmyREuWLMm1hgv7FFzpdeOjR4+qXLlyrh1gtuxLM9l/6PKiXr16at68uWbMmKG3335b9erVU7NmzdS6dWu3QCjlvo4u1X7q1ClVqlRJx44dkyTdddddbuP5+PioUqVKOeo+cuSIhg0bpvvuu0+jRo1yG5aQkCDLsvTqq6/q1VdfzfU9JSUlqXz58q7Xua3fp556SrGxsfrnP/+p6tWrKyYmRg888MBlO6ydPXtWc+bM0fLly/XHH3+49V/I7drz5b7D2evmjjvucBsvICAgT3+oLvwMsqe9cDl33nlnjmmrVKmir776KkeHzYvVfurUKfn6+io5OdntD0axYsXk5+enhx56SGvWrFHfvn1Vvnx5NWzYUC1atFDjxo1zLDsv2+Pf+y3kdVtYuXKl0tLSNHbs2BzPwcneX10sCF64jCJFiuiWW25xa6tUqZJ69uypefPmadWqVapTp46aNGmiNm3aXPLSTTbrCvrBXMr48eO1a9curVixwvXHuEWLFmrVqpWef/75y17yfuCBB7R69Wp98803qlu3rr7++msdP37c7YaHw4cP6/Tp0xftcJuUlOT694EDBzRt2jRt2bIlR4i9cDspX758jn1NXvZLf5fXfc3fHT16VEFBQSpZsqRbe27bTDbLstxCdWF0Q4SSi90Zkr1hZf//6aefVrVq1XId90p6q19uOZeSlZWV4+j4UvO8mmX9XfYZoDZt2rgdjf3dhc+GuZKzJNeKzWbT9OnT9d133+mLL77Qf//7X40YMULz5s3TkiVL3DbQ3NanVHDrLltQUJCCgoL05Zdfavfu3apRo4ZrWPb67dWrlxo1apTr9JUrV3Z7XbRo0Rzj3H///apTp47Wr1+vzZs3Ky4uTm+++aZee+01V2fY3Dz33HOuvlHh4eHy8/OTzWbTE088kev7Leh1czEX+2yuZjmXq33w4MHatm2bq71du3aaNGmSAgMDtXLlSn311VfatGmTNm3apOXLl+uBBx7Qiy++eEXLuNq7zy5Uq1Yt/fjjj1q0aJFatGjhdrYo+/1MnjxZQUFBOaa9cN36+PjkWl9sbKzatWunzz77TJs3b9aECRM0Z84cLV26NEeI+bsyZcpc1YFWRkaGli1bpj59+rjV5e3trUaNGmnRokXKyMi45B/z6OholS1bVh999JHq1q2rjz76SEFBQW6db51OpwIDAzVlypRc5xEQECDpryDctWtX+fr6asiQIapcubKKFi2qvXv3asqUKTnOkue2/8vLfsmTUlJS3A5aC6MbIpRcTvbRpq+vb649ygtS6dKlc92gjx07dk1u08rtLqNDhw6pePHiro2yZMmScjqdBf7eK1asqPj4eJ05c8bt6C37dOjVdJQLDw9XeHi4nnjiCa1atUpPPfWUVq9eXSBPLcw+Gj548KDbZ5KRkaEjR47kWE9FixbVnDlz1KNHD/Xp00cLFy7U3XffLel/3y1vb++rXr/lypXTww8/rIcfflhJSUlq166dXn/99UuGknXr1umBBx5wu+Pr3Llzl73D4mKy182hQ4fc1s2JEydy3NFwNbKX88svv+QYdvDgQfn7++f5ttbhw4e7bXvlypVz/dvHx0dNmjRRkyZN5HQ6NXbsWC1ZskQDBgzI9WxjXuV1W7j99ts1bNgwde/eXX369NHbb7/tmi57vQcGBl71dyr7brcBAwZox44d6tKlixYvXqwnnnjiotPcdddd+vTTT/O9zOTkZGVmZua4s0X6q1Ou0+m87OVyLy8vtWrVSitWrNBTTz2lDRs25LjsWblyZcXHx6tWrVqXPJDatm2bkpOTNWPGDNWtW9fVfuEdalcir/ulvO5r/q5ixYrasmWLUlNT3UJPbttMtiNHjigkJCSvb8soN0SfkssJDQ1V5cqV9dZbbyk1NTXH8AsvX1yNSpUqadeuXW63737xxRf67bffCmwZf7dz5063PiG//fabPvvsMzVs2FBeXl7y8vJS8+bNtW7dOv300085pr+a9964cWNlZWVp0aJFbu1vv/22bDZbrqfHL+fUqVM5jqazz25d7JbovIqKipK3t7cWLFjgtqwPPvhAp0+fzjUE+Pn5ae7cuQoMDFTPnj2VkJAg6a8/HPXq1dOSJUv0559/5pjuStZvVlZWjhARGBiocuXKXfY953ZGYsGCBbn+QbgS2etm4cKFbuvm77fPFoRy5cqpWrVqWrlypVuQ+Omnn7R58+ZLBrGLCQ0NVVRUlOu/qlWrSlKOa+x2u911drCgvlP52RZCQkL0xhtv6Oeff1b//v119uxZSVKjRo3k6+urOXPm5Np/4Uq+U2fOnMnR/8zhcMhut1/2PYeHh+vUqVP57isXGBioUqVKaf369W7LSk1N1RdffKG77rrris7Gtm3bVqdOndLo0aOVlpaW4zbhFi1aKCsrS7NmzcoxbWZmput7lX225u/f54yMDL377rtX/J7yu1/Kz74mW+PGjZWZmanFixe72rKysrRw4cJcxz99+rQSEhIUERFxRe/JVDfFmRK73a4JEyaob9++atWqldq3b6/y5cvrjz/+0NatW+Xr66vXX3+9QJbVsWNHrVu3Tn369FGLFi2UkJCgVatW5TiFX1AcDod69+7tdkuwJLdHPz/55JPaunWrOnXqpI4dO6pq1ao6deqU9u7dq/j4eLdT3nnRpEkT1a9fX1OnTtXRo0cVHByszZs367PPPlOPHj3y9Z5XrFihxYsXq1mzZqpcubJSU1O1dOlS+fr65ivk5CYgIECPPvqoZsyYoT59+qhJkyb65Zdf9O6776pGjRoXfUZCQECA5s2bpy5duuiRRx7R4sWLVb58eY0ZM0YPPfSQWrdurU6dOqlSpUo6fvy4vvvuO/3+++/66KOPLllPamqqYmJi1Lx5c4WEhKhEiRL6+uuvtXv37sv+1sw///lPffjhh/L19VXVqlX13Xff6euvv3a7HJDXddOrVy/NmTNHjz76qGJiYvTDDz9o06ZNBX5a+Omnn1bfvn3VuXNnPfjgg65bgv38/HLc+n41Ro4cqVOnTqlBgwYqX768jh07poULF6patWoXvTU9r/K7LYSHh2vWrFnq16+fhgwZopkzZ8rX11djx47V008/rfbt2+v+++9XQECAjh07pi+//FK1atXS6NGjL1nPli1bNH78eN1333264447lJWVpQ8//NB1kHIp//znP1WkSBF9/fXX6ty5s9uwlStX6tixY64AtX37dlcoaNu2rSpWrCgvLy/16tVL06ZNU+fOndW2bVs5nU598MEH+v333/XSSy9d0Tr9xz/+IYfDobVr16pKlSo5bo2vV6+eOnfurDlz5mjfvn1q2LChvL29dejQIa1du1bPPvus7rvvPkVERKh06dKKjY1Vt27dZLPZ9OGHH+bpUmJ+90v53ddIf32natWqpZdffllHjx5V1apV9emnn170LOjXX38ty7J4omthUb9+fS1ZskSzZs3SwoULlZaWpqCgIIWFheXY8K5Go0aNFBsbq3nz5umFF15QaGioXn/99RzXrgtK3bp1FR4erpkzZ+rYsWOqWrWqJk6c6HYKr2zZsnr//fc1c+ZMrV+/XosXL1aZMmVUtWpV13Mb8sNut2v27NmaPn26Vq9e7XqWytNPP61evXrla5716tXT7t27tXr1ah0/flx+fn4KCwvTlClTCvTy1+DBgxUQEKCFCxdq4sSJKl26tDp16qShQ4de9LkB0l+d4N5++2099NBD6tmzpxYuXKiqVatq2bJlmjFjhlasWKHk5GQFBAToH//4hwYOHHjZWooVK6YuXbpo8+bN+vTTT2VZlipXruwKO5fy7LPPym63a9WqVTp37pxq1aqlefPmqU+fPnleJ9kef/xx+fj46L333tPWrVsVFhamt956S48++mi+55mbqKgozZ07V9OnT9f06dNVpEgR1a1bV8OGDSvQz7pNmzZaunSp3n33XaWkpCgoKEgtWrTQ4MGDC6yvyNVsC5GRkZo2bZqGDBmip59+Wi+//LJat26tcuXK6Y033lBcXJwyMjJUvnx51alTJ8edIbkJDg5WdHS0vvjiC/3xxx8qXry4goOD9eabbyo8PPyS05YtW1aNGzfWmjVrcuwbly1b5nYQs3XrVtddLrVr13Zdpurfv79uu+02vfPOO5o5c6YyMjIUHBys6dOnXzYU/V3btm310ksv5fpEb+mvDrWhoaF67733NHXqVHl5ealixYpq06aNatWqJUny9/d37YOnTZumUqVKqU2bNoqMjHR7ENulXM1+Kb/7muzv1AsvvKCPPvpINpvN9XDO3H4/aO3atapdu/Y1OwC+XmxWQfdwAwAUat988426deumNWvW5LgT63qaP3++Jk6cqM8//5wf8byExMRENW3aVK+88oqaNWvm6XKuyk3RpwQAcOXq1Kmjhg0bau7cuR6rwbIsffDBB6pbty6B5DLmz58vh8NR6AOJxJkSAIBB0tLS9Pnnn2vr1q1aunSpZs2aVej7SeDKEUoAAMY4cuSImjZtqlKlSumhhx665O3LuPEQSgAAgBHoUwIAAIxAKAEAAEYglAAAACPcNA9PO378tOg9AwAwTVDQ5X+5+WbBmRIAAGAEj4aSd999V61bt1atWrVUq1Ytde7cWV9++aVr+Llz5zRu3DjVr19fERERGjx4sI4fP+7BigEAwLXi0VuCP//8c3l5een222+XZVlauXKl4uLitGLFCt19990aM2aMvvzyS02cOFF+fn567rnnZLPZ9N577+V5WVy+AQCYiMs3/2Pcc0rq1aunYcOG6b777lNkZKSmTJmi++67T5L0888/6/7779eSJUsu+6NSFyKUAABMRCj5H2M6umZlZWnt2rVKS0tTRESE9uzZo/PnzysqKso1TpUqVVShQgV99913eQ4lNlsBFwwAAAqUx0PJ/v379e9//1vnzp1TiRIlNHPmTFWtWlX79u2Tt7e3SpUq5TZ+YGCgEhMT87ycwECSKAAAJvN4KLnzzju1cuVKnT59WuvWrdPw4cO1cOHCAl9OUhKXbwAA5ilbloPmbB4PJT4+Prr99tslSaGhodq9e7feeecdtWjRQufPn1dKSorb2ZKkpCQFBQXleTmWJUIJAAAGM+45JU6nUxkZGQoNDZW3t7fi4+Ndww4ePKhjx47luT8JAAAwn0fPlLz88stq3Lixbr31VqWmpurjjz/Wtm3bFBcXJz8/P3Xo0EGTJk1S6dKl5evrqwkTJigiIoJQAgDADcijoSQpKUnDhw/Xn3/+KT8/PwUHBysuLk4NGzaUJI0YMUJ2u11DhgxRRkaGoqOjNWbMGE+WDAAArhHjnlNyrfCcEgCAiXhOyf8Y16cEAADcnAglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACM4PHHzBdWdrtNdjs/PVyQnE5LTif3bQPAzYpQkg92u01l/EvIy86JpoKU5XQq+WQawQQAblKEknyw223ystv1/IEDSkhP93Q5N4TKxYvr2bvvlt1uI5QAwE2KUHIVEtLTdSAtzdNlAABwQ+D6AwAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgcfMwyheXuTkgsQvLwMoTAglMIK/t7csy6lSpYp7upQbitPp1El+eRlAIUEogRF8ixSRzWbXwYRPdPZckqfLuSEUKxqouyq35JeXARQahBIY5ey5JKWl/+npMgAAHsAFfAAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYoYgnFz5nzhx9+umnOnjwoIoVK6aIiAg99dRTuuuuu1zjdOvWTdu2bXObrnPnzho/fvz1LhcAAFxDHg0l27Zt08MPP6waNWooKytLr7zyinr37q1PPvlEJUqUcI3XqVMnDRkyxPW6ePHinigXAABcQx4NJXFxcW6vJ02apMjISO3du1d169Z1tRcrVkxBQUHXuzwAAHAdeTSUXOj06dOSpNKlS7u1r1q1Sh999JGCgoJ0zz33aMCAAXk+W2KzFViZQKHD9x9AYWBMKHE6nXrhhRdUq1YtORwOV3urVq1UoUIFlStXTvv379eUKVP0yy+/aMaMGXmaf2CgX0GXDBQK/v4lPV0CAFwRY0LJuHHjdODAAb377rtu7Z07d3b9Ozg4WEFBQXrkkUeUkJCgypUrX/H8k5JOy7IKplYvLzs7ehQaJ0+mKivL6ekyAFxE2bIcNGczIpSMHz9eGzdu1MKFC3XLLbdcctyaNWtKkg4fPpynUGJZKrBQAhQ2fPcBFAYeDSWWZem5557T+vXrtWDBAlWqVOmy0+zbt0+S6PgKAMANxqOhZNy4cfr44481a9YslSxZUomJiZIkPz8/FStWTAkJCVq1apViYmJUpkwZ7d+/XxMnTlTdunUVEhLiydIBAEAB82goWbx4saS/HpD2dxMnTlT79u3l7e2t+Ph4vfPOO0pLS9Ott96qe++9VwMGDPBEuQAA4BryaCjZv3//JYffeuutWrhw4XWqBgAAeBK/fQMAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAI3g0lMyZM0cdOnRQRESEIiMjNWDAAB08eNBtnHPnzmncuHGqX7++IiIiNHjwYB0/ftxDFQMAgGvFo6Fk27Ztevjhh7V06VLNmzdPmZmZ6t27t9LS0lzjvPDCC/riiy80bdo0LViwQH/++acGDRrkwaoBAMC1UMSTC4+Li3N7PWnSJEVGRmrv3r2qW7euTp8+rWXLlmnKlCmKjIyU9FdIuf/++/Xdd98pPDzcA1UDAIBrwaOh5EKnT5+WJJUuXVqStGfPHp0/f15RUVGucapUqaIKFSrkOZTYbAVaKlCo8P0HUBgYE0qcTqdeeOEF1apVSw6HQ5J0/PhxeXt7q1SpUm7jBgYGKjExMU/zDwz0K7BagcLE37+kp0sAgCtiTCgZN26cDhw4oHffffeazD8p6bQsq2Dm5eVlZ0ePQuPkyVRlZTk9XQaAiyhbloPmbEaEkvHjx2vjxo1auHChbrnlFld72bJldf78eaWkpLidLUlKSlJQUFCelmFZKrBQAhQ2fPcBFAYevfvGsiyNHz9e69ev1/z581WpUiW34aGhofL29lZ8fLyr7eDBgzp27BidXAEAuMF49EzJuHHj9PHHH2vWrFkqWbKkq5+In5+fihUrJj8/P3Xo0EGTJk1S6dKl5evrqwkTJigiIoJQAgDADcajoWTx4sWSpG7durm1T5w4Ue3bt5ckjRgxQna7XUOGDFFGRoaio6M1ZsyY614rAAC4tjwaSvbv33/ZcYoWLaoxY8YQRAAAuMHx2zcAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwQr5CSffu3ZWSkpKj/cyZM+revftVFwUAAG4++Qol27Zt0/nz53O0nzt3Tt9+++1VFwUAAG4+RfIy8o8//uj69//93/8pMTHR9drpdOq///2vypcvX3DVAQCAm0aeQskDDzwgm80mm82mHj165BherFgxjRw5ssCKAwAAebd27VrNnDlThw8fVvHixVWtWjXNmjVLJUqU0Pvvv6+33npLR44cUcWKFdWtWzc9/PDDkqRnnnlGe/bs0bJly+Tj46OMjAx16tRJDodDkydPvuZ15ymUfPbZZ7IsS82aNdP777+vgIAA1zBvb28FBgbKy8urwIsEAABX5s8//9STTz6pYcOGqVmzZkpNTdU333wjy7L00Ucf6dVXX9Xo0aNVrVo17du3T6NGjVKJEiXUrl07jRw5Um3bttWUKVM0YsQITZ06VSkpKRo9evR1qT1PoaRixYqS3C/jAAAAcyQmJiozM1P/+te/XH+3g4ODJUmvvfaaYmNjde+990qSKlWqpP/7v//TkiVL1K5dO5UsWVIvvfSSunXrppIlS+qdd97R/Pnz5evre11qz1Mo+btDhw5p69atSkpKktPpdBs2aNCgqy4MAADkXUhIiCIjI9W6dWtFR0crOjpazZs3l7e3txISEvTss89q1KhRrvEzMzPl5+fneh0REaFevXpp1qxZ6tu3r+rUqXPdas9XKFm6dKnGjh0rf39/lS1bVjabzTXMZrMRSgAA8BAvLy/NmzdPO3bs0ObNm7VgwQJNnTpVr7/+uiTpueeeU82aNd2msdv/dzOu0+nUjh075OXlpYSEhOtae75CyezZs/X444+rX79+BV0PAAC4SjabTbVr11bt2rU1cOBA3XPPPdqxY4fKlSunX3/9VW3atLnotHPnztXBgwe1YMEC9enTR8uWLVOHDh2uS935CiWnTp1SixYtCroWAABwlXbt2qX4+Hg1bNhQgYGB2rVrl06cOKG77rpLQ4YM0YQJE+Tn56dGjRopIyNDe/bsUUpKinr27KkffvhB06dP1/Tp01W7dm3Fxsbq+eefV7169VSpUqVrXnu+Qsl9992nr776Sl26dCnoegAAwFXw9fXV9u3bNX/+fJ05c0YVKlRQbGysYmJiJP31+I64uDhNnjxZJUqUkMPhUI8ePXTu3DkNGzZM7du3V5MmTSRJnTt31saNGzVs2DAtWrTomt9hm69Qcvvtt+vVV1/Vrl275HA4VKSI+2x41DwAAJ5RpUoVxcXFXXR469at1bp161yHffLJJznaZs+eXWC1XU6+QsmSJUtUokQJbdu2Tdu2bXMbZrPZCCUAACDP8hVKPv/884KuAwAA3OTy9YN8AAAABS1fZ0qeeeaZSw6fOHFivooBAAA3r3yFkpSUFLfXmZmZOnDggFJSUtSgQYMrns/27dsVFxenPXv2KDExUTNnzlSzZs1cw2NjY7VixQq3aaKjoy/ZgQcAABRO+QolM2fOzNHmdDo1duzYPN3HnJaWpuDgYHXo0OGiT4Ft1KiR25kXHx+fvBcMAACMl+/fvrmQ3W7XI488ou7du6tv375XNE1MTIzrvumL8fHxUVBQUEGUCAAADFZgoUSSfv31V2VmZhbkLLVt2zZFRkaqVKlSatCggR5//HH5+/sX6DIAAIDn5SuUXNiR1bIsJSYmauPGjWrXrl2BFCb9denmX//6l2677Tb9+uuveuWVV9S3b18tWbIkz0+V+9tvBgI3Hb7/AAqDfIWSH374we213W5XQECAYmNjC/RHe1q2bOn6d3BwsIKDg9WsWTPX2ZO8CAz0u/xIwA3I37+kp0sAgCuSr1CyYMGCgq7jilSqVEn+/v46fPhwnkNJUtJpWVbB1OHlZWdHj0Lj5MlUZWU5PV0GgIsoW/biB81ZliWv63iqM7/LW7RokeLi4pSYmKiQkBCNGjVKYWFheZ7PVfUpOXHihA4ePChJuuuuuxQQEHA1s7us33//XcnJyfnq+GpZKrBQAhQ2fPeBwsnLZtPzBw4oIT39mi+rcvHievbuu/M83erVqzVx4kSNGzdONWvW1Pz589W7d2+tXbtWgYGBeZpXvkJJWlqannvuOX344YdyOv86AvPy8lLbtm01atQoFS9e/Irmk5qaqoSEBNfrI0eOaN++fSpdurRKly6tGTNmqHnz5ipbtqx+/fVXvfTSS7r99tvVqFGj/JQNAEChk5CergNpaZ4u46LmzZunTp06ubpvjBs3Ths3btSyZcvUr1+/PM0rX6Fk0qRJ2r59u2bPnq3atWtLkr799ltNmDBBkyZN0rhx465oPnv27HH78b7sDrTt2rXT2LFj9dNPP2nlypU6ffq0ypUrp4YNG+qxxx7jWSUAABggIyNDe/fu1aOPPupqs9vtioqK0s6dO/M8v3yFknXr1mn69OmqX7++qy0mJkZFixbV448/fsWhpH79+tq/f/9Fh/PkVgAAzHXy5EllZWXluEwTGBjo6t6RF/n6Qb6zZ8+qbNmyOdoDAwN19uzZ/MwSAADc5PIVSsLDwzV9+nSdO3fO1Xb27FnNmDFD4eHhBVUbAAAwmL+/v7y8vJSUlOTWnpSUlOvJi8vJ1+WbESNGqE+fPmrcuLFCQkIkST/++KN8fHz01ltv5WeWAACgkPHx8VH16tUVHx/v+kFdp9Op+Ph4de3aNc/zy1coCQ4O1qeffqpVq1a5rhm1atVKrVu3VrFixfIzSwAAUAj17NlTw4cPV2hoqMLCwjR//nylp6erffv2eZ5XvkLJnDlzFBgYqE6dOrm1f/DBBzpx4kSebwECAAC5q3yFj9nw1HLuv/9+nThxQtOnT1diYqKqVaumuXPnXr/LN0uWLNGUKVNytN9999164oknCCUAABSALMvK1wPNrmZ5+Xmia9euXfN1ueZC+erompiYmOtTVQMCApSYmHjVRQEAAF3XR8x7YnkXylcoufXWW7Vjx44c7d9++63KlSt31UUBAICbT74u33Ts2FEvvPCCMjMz1aBBA0lSfHy8XnrpJfXq1atACwQAADeHfIWSPn36KDk5WePGjdP58+clSUWLFlWfPn3cHjULAABwpfIVSmw2m4YNG6YBAwbo559/VrFixXTHHXfwmzQAACDf8hVKspUsWVJhYWEFVQsAALiJ5aujKwAAQEEjlAAAACMQSgAAgBEIJQAAwAiEEgAADGVZTuOXt337dv3nP/9RdHS0goODtWHDhnwv/6ruvgEAANeOzWbXwYRPdPZc0jVfVrGigbqrcss8T5eWlqbg4GB16NBBgwYNuqoaCCUAABjs7LkkpaX/6ekyLiomJkYxMTEFMi8u3wAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAJ33wAAgHxLTU1VQkKC6/WRI0e0b98+lS5dWhUqVMjTvAglAAAYrFjRQKOXs2fPHnXv3t31euLEiZKkdu3aadKkSXmaF6EEAABDWZYzXw80u5rl2Wx569lRv3597d+/v0CWT58SAAAMldeAUNiWdyFCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACB4NJdu3b9d//vMfRUdHKzg4WBs2bHAbblmWXn31VUVHRyssLEyPPPKIDh065JliAQDANeXRUJKWlqbg4GCNGTMm1+FvvvmmFixYoLFjx2rp0qUqXry4evfurXPnzl3nSgEAwLVWxJMLj4mJUUxMTK7DLMvSO++8o/79+6tZs2aSpMmTJysqKkobNmxQy5Ytr2epAADgGjO2T8mRI0eUmJioqKgoV5ufn59q1qypnTt3erAyAABwLXj0TMmlJCYmSpICAwPd2gMDA3X8+PE8z89mK5CygEKJ7z+AwsDYUFLQAgP9PF0C4BH+/iU9XQIAXBFjQ0lQUJAkKSkpSeXKlXO1JyUlKSQkJM/zS0o6LcsqmNq8vOzs6FFonDyZqqwsp6fLAHARZcty0JzN2FBy2223KSgoSPHx8apWrZok6cyZM9q1a5e6dOmS5/lZlgoslACFDd99AIWBR0NJamqqEhISXK+PHDmiffv2qXTp0qpQoYK6d++u2bNn6/bbb9dtt92mV199VeXKlXPdjQMAAG4cHg0le/bsUffu3V2vJ06cKElq166dJk2apL59+yo9PV2jR49WSkqKateurblz56po0aKeKhkAAFwjHg0l9evX1/79+y863Gaz6bHHHtNjjz12HasCAACeYOxzSgAAwM2FUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARini6AADAtWG322S32zxdxg3F6bTkdFqeLuOGRSgBgBuQ3W6Tv38J2e2cEC9ITqdTJ0+mEUyuEUIJANyA/jpLYtfBhE909lySp8u5IRQrGqi7KreU3W4jlFwjhBIAuIGdPZektPQ/PV0GcEU4rwcAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiji6QIu5bXXXtOMGTPc2u68806tXbvWQxUBAIBrxehQIkl333235s2b53rt5eXlwWoAAMC1Ynwo8fLyUlBQkKfLAAAA15jxoeTw4cOKjo5W0aJFFR4erieffFIVKlTwdFkAAKCAGR1KwsLCNHHiRN15551KTEzUzJkz9fDDD2vVqlXy9fXN07xstmtUJFAI8P0HChbb1LVhdCiJiYlx/TskJEQ1a9bUPffcozVr1qhjx455mldgoF9BlwcUCv7+JT1dAnBDYZu6dowOJRcqVaqU7rjjDiUkJOR52qSk07KsgqnDy8vOlxKFxsmTqcrKcnq6DFxn7KeunYLepsqW5aA5W6EKJampqfr111/z1fHVslRgoQQobPjuAwWLberaMDqUvPjii7rnnntUoUIF/fnnn3rttddkt9vVqlUrT5cGAAAKmNGh5Pfff9fQoUOVnJysgIAA1a5dW0uXLlVAQICnSwMAAAXM6FAydepUT5cAAACuE377BgAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBKOfUwLg5mG322S389OrBcXLi2NOFD6EEgAeZ7fbVMa/hLzs/CEFbmaEEgAeZ7fb5GW36/kDB5SQnu7pcm4I9cqUUe/KlT1dBpAnhBIAxkhIT9eBtDRPl3FDqFS8uKdLAPKMc6UAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhSKULFq0SE2aNFGNGjXUsWNHff/9954uCQAAFDDjQ8nq1as1ceJEDRw4UCtWrFBISIh69+6tpKQkT5cGAAAKkPGhZN68eerUqZM6dOigqlWraty4cSpWrJiWLVvm6dIAAEABKuLpAi4lIyNDe/fu1aOPPupqs9vtioqK0s6dO/M0L7tdsqyCra9qyZIqZjc+1xUKlYsVkyQVL1Zedru3h6u5MRT1CXD9u7B8TdmmCg7bVMErjNtUYWN0KDl58qSysrIUGBjo1h4YGKiDBw/maV4BAX4FWZokaViVKgU+z5vdnZWae7qEG46/f0lPl3DF2KYKHttUwStM21RhQ9YDAABGMDqU+Pv7y8vLK0en1qSkJJUtW9ZDVQEAgGvB6FDi4+Oj6tWrKz4+3tXmdDoVHx+viIgID1YGAAAKmtF9SiSpZ8+eGj58uEJDQxUWFqb58+crPT1d7du393RpAACgABkfSu6//36dOHFC06dPV2JioqpVq6a5c+dy+QYAgBuMzbIK+kZZAACAvDO6TwkAALh5EEoAAIARCCUAAMAIhBIAAGAEQgmMsGjRIjVp0kQ1atRQx44d9f3333u6JKBQ2r59u/7zn/8oOjpawcHB2rBhg6dLAq4YoQQet3r1ak2cOFEDBw7UihUrFBISot69e+d4ki+Ay0tLS1NwcLDGjBnj6VKAPOOWYHhcx44dVaNGDY0ePVrSX0/tjYmJUbdu3dSvXz8PVwcUXsHBwZo5c6aaNWvm6VKAK8KZEnhURkaG9u7dq6ioKFeb3W5XVFSUdu7c6cHKAADXG6EEHnXy5EllZWUpMDDQrT0wMFDHjx/3UFUAAE8glAAAACMQSuBR/v7+8vLyytGpNSkpid83AoCbDKEEHuXj46Pq1asrPj7e1eZ0OhUfH6+IiAgPVgYAuN6M/5Vg3Ph69uyp4cOHKzQ0VGFhYZo/f77S09PVvn17T5cGFDqpqalKSEhwvT5y5Ij27dun0qVLq0KFCh6sDLg8bgmGERYuXKi4uDglJiaqWrVqGjlypGrWrOnpsoBCZ+vWrerevXuO9nbt2mnSpEkeqAi4coQSAABgBPqUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBcNViY2M1YMAAT5cBoJAjlAAAACMQSgAYJyMjw9MlAPAAQglwA1q7dq1at26tsLAw1a9fX4888ojS0tJcl1lef/11RUVFqU6dOpoxY4YyMzP14osvql69emrcuLGWLVvmNr/9+/ere/furvmNGjVKqampF13+999/rwYNGuiNN96QJKWkpOjZZ59VgwYNVKtWLXXv3l0//vija/zXXntNbdu21fvvv68mTZooLCzs2qwYAEbjV4KBG8yff/6pJ598UsOGDVOzZs2Umpqqb775Rtk/c7VlyxbdcsstWrhwoXbs2KFnn31WO3fuVN26dbV06VKtXr1aY8aMUcOGDXXLLbcoLS1NvXv3VkREhD744AMlJSVp5MiReu6553L9gbf4+HgNHjxYw4YNU+fOnSVJjz32mIoWLao333xTfn5+WrJkiXr06KF169apTJkykqSEhAStW7dOM2bMkN3O8RJwU7IA3FD27NljORwO68iRIzmGDR8+3LrnnnusrKwsV1vz5s2thx56yPU6MzPTCg8Ptz7++GPLsixryZIlVt26da3U1FTXOBs3brRCQkKsxMRE13z79+9vffrpp1Z4eLj1ySefuMbdvn27VatWLevcuXNutTRr1sx67733LMuyrOnTp1vVq1e3kpKSCmANACisOFMC3GBCQkIUGRmp1q1bKzo6WtHR0WrevLlKly4tSapatarbmYiyZcvq7rvvdr328vJSmTJllJSUJEn6+eefFRwcrBIlSrjGqVWrlpxOp3755ReVLVtW0l+XbDZu3Kjp06erWbNmrnH379+vtLQ01a9f363Os2fPKiEhwfW6QoUKCggIKMA1AaCwIZQANxgvLy/NmzdPO3bs0ObNm7VgwQJNnTpVS5culSQVKeK+2dtstlzbnE5nnpZbqVIllSlTRh988IFiYmLk7e0tSUpNTVVQUJAWLFiQYxo/Pz/Xv4sXL56n5QG48XDhFrgB2Ww21a5dW0OGDNHKlSvl7e2tDRs25GteVapUcZ3tyLZjxw7Z7XbdeeedrjZ/f3/Nnz9fCQkJevzxx3X+/HlJUvXq1XX8+HF5eXnp9ttvd/uPMyMA/o5QAtxgdu3apddff127d+/WsWPH9Omnn+rEiRO666678jW/1q1by8fHR7Gxsfrpp5+0ZcsWPffcc2rbtq3r0k22wMBAzZ8/XwcPHtSTTz6pzMxMRUVFKTw8XAMHDtRXX32lI0eOaMeOHZo6dap2795dEG8ZwA2CUALcYHx9fbV9+3b169dPzZs317Rp0xQbG6uYmJh8za948eKKi4tTcnKyHnzwQT322GOKjIzUqFGjch0/KChI8+fP1/79+/XUU0/J6XTqjTfeUN26dfXMM8/ovvvu09ChQ3X06NEcoQbAzc1mWf//PkEAAAAP4kwJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEb4f3bg453jYMbpAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ], + "source": [ + "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"rainbow\", data=data[(data.age == 18)])\n", + "pl.title(\"The number of smokers and non-smokers (18 years old)\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HnOM3KFY7Gq4" + }, + "source": [ + "### Charges for 18-years old Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 505 + }, + "id": "HNVDm_Py7Gq4", + "outputId": "6e7fa4db-e9df-49b2-ea8b-a236593d9ce8" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 109 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Box plot for charges 18 years old smokers\")\n", + "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.age == 18)] , orient=\"h\", palette = 'pink')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YYJ5gXxJ7Gq5" + }, + "source": [ + "### Jointplot : Charges and Age of the Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 625 + }, + "id": "3gWMHTtR7Gq5", + "outputId": "f5dddaec-df28-459f-ab33-b54252bd5999" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of charges and age for non-smokers')" + ] + }, + "metadata": {}, + "execution_count": 110 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 0)],kind=\"kde\", color=\"m\")\n", + "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", + "g.ax_joint.collections[0].set_alpha(0)\n", + "g.set_axis_labels(\"$X$\", \"$Y$\")\n", + "ax.set_title('Distribution of charges and age for non-smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1IY0aMWF7Gq5" + }, + "source": [ + "### Jointplot : Charges and Age of the Smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 625 + }, + "id": "QFmvt_1T7Gq6", + "outputId": "39f4af70-b459-466c-9e17-4be294c9f1af" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of charges and age for smokers')" + ] + }, + "metadata": {}, + "execution_count": 111 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 1)],kind=\"kde\", color=\"c\")\n", + "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", + "g.ax_joint.collections[0].set_alpha(0)\n", + "g.set_axis_labels(\"$X$\", \"$Y$\")\n", + "ax.set_title('Distribution of charges and age for smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yBvALei07Gq6" + }, + "source": [ + "### Scatter Plot : Charges for Smokers and Non-smokers :" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 725 + }, + "id": "ZQzhwZVX7Gq6", + "outputId": "c4660d39-0338-4d0c-9a26-61b8a1ee43b7" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 112 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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CCCEOQgE8IYQQQgghDkIBPCGEEEIIIQ5CATwhhBBCCCEOQgE8IYQQQgghDkIBPCGEEEIIIQ5CATwhhBBCCCEOQgE8IYQQQgghDkIBPCGEEEIIIQ5CATwhhBBCCCEOQgE8IYQQQgghDkIBPCGEEEIIIQ5CATwhhBBCCCEOQgE8IYQQQgghDkIBPCGEEEIIIQ5CATwhhBBCCCEOIpd6AISQ+cUQAgN7+hAZDcNb60NjRwsYp7UEQgghJFMUwBNCiuZQVze6tm7DyMEAdFWHpEioW+LH2i0bsHhte6mHRwghhDgCLXsRQoriUFc3nr75MQzu64PidaGyoRKK14XBfUfw9M2P4VBXd6mHSAghhDgCBfCEkIIzhEDX1m2Ih6Oo9FdD8ShgnEPxKKj0VyEejqFr6zYYQpR6qIQQQojtUQBPCCm4gT19GDkYgKfaB8ZY2m2MMXiqvRg5GMDAnr4SjZAQQghxDgrgCSEFFxkNQ1d1yC5pxttllwRd1REZDRd5ZIQQQojzUABPCCk4b60PkiJBi+sz3q7FzQ2t3lpfkUdGCCGEOA8F8ISQgmvsaEHdEj+iwQgMw0i7zTAMRIMR1C3xo7GjpUQjJIQQQpyDAnhCSMExzrF2ywa4fG6EAuNQoyoMIaBGVYQC43D53Fi7ZQPVgyeEEEIyQN+WhJCiWLy2HZuu+SgaljdDjcQRGgxBjcTRsLwZm675KNWBJ4QQQjJEjZwIIUWzeG07Fp28lDqxEkIIIXNAATwhpKgY52ha1VbqYRBCCCGORctehBBCCCGEOAgF8IQQQgghhDgIBfCEEEIIIYQ4CAXwhBBCCCGEOAgF8IQQQgghhDgIBfCEEEIIIYQ4CAXwhBBCCCGEOAgF8IQQQgghhDgIBfCEEEIIIYQ4CAXwhBBCCCGEOAgF8IQQQgghhDiIXOoBEEIIIYSUM0MIDOztw7AwoHIG/8oWME5rqCR3FMATQgghhBTIoa5udG3dhpGDARi6AJM46pb4sXbLBixe217q4RGHoukfIYQQQkgBHOrqxtM3P4bBfX1QvC5UNVZD8bowuO8Inr75MRzq6i71EIlDUQBPCCGEEJJnhhDo2roN8XAUlf5qKB4FnHMoHgWV/irEwzF0bd0GQ4hSD5U4EAXwhBBCCCF5NrCnDyMHA/BU+8AYS7uNMQZPtRcjBwMY2NNXohESJ6MAnhBCCCEkzyKjYeiqDtklzXi77JKgqzoio+Eij4yUAwrgCSGEEELyzFvrg6RI0OL6jLdrcR2SIsFb6yvyyEg5oACeEEIIISTPGjtaULfEj2gwAsMw0m4zDAPRYAR1S/xo7Ggp0QiJk1EATwghhBCSZ4xzrN2yAS6fG6HAONSoCiEE1KiKUGAcLp8ba7dsoHrwJCf0riGEEEIIKYDFa9ux6ZqPomF5M9RIHOMD41AjcTQsb8amaz5KdeBJzqiREyGEEEJIgSxe245FJy9FYG8fFOrESvKEAnhCCCGEkAJinKNpVRsaGqowODiOKSnxhGSNpn+EEEIIIYQ4CK3AE2IDhhAY2NOHyGgY3lofGjvo8iohhBBCZkYBPCEldqirG11bt2HkYAC6atYFrlvix9otG2iDEyGEEEKmoSU+QkroUFc3nr75MQzu64PidaGyoRKK14XBfUfw9M2P4VBXd6mHSAghhBCboQCekBIxhEDX1m2Ih6Oo9FdD8ShgnEPxKKj0VyEejqFr6zYYQpR6qIQQQgixEQrgCSmRgT19GDkYgKfaB8ZY2m2MMXiqvRg5GMDAnr4SjZAQQgghdkQBPCElEhkNQ1d1yC5pxttllwRd1REZDRd5ZIQQQgixMwrgCSkRb60PkiJBi+sz3q7FzQ2t3lpfkUdGCCGEEDujAJ6QEmnsaEHdEj+iwQiMKV09DMNANBhB3RI/GjtaSjRCQgghhNgRBfCElAjjHGu3bIDL50YoMA41qsIQAmpURSgwDpfPjbVbNlA9eEIIIYSkociAkBJavLYdm675KBqWN0ONxBEaDEGNxNGwvBmbrvko1YEnhBBCyDTUyImQElu8th2LTl5KnVgJIYQQkpGSRgj/+Z//iZUrV6b996EPfci6PRaL4YYbbsCpp56Kk046Cf/6r/+KwcHBtMfo7e3FBRdcgHe+85047bTT8I1vfAOapqXd58UXX8RZZ52F1atX4wMf+AB+9atfTRvLgw8+iPe///044YQT8A//8A/YuXNnYZ40ITNgnKNpVRuWrFuOplVtFLwTQggh5KhKHiUsX74czz33nPXfz372M+u2W265Bf/3f/+HO+64Aw888AAGBgZwySWXWLfruo4LL7wQqqrioYcewm233YZHH30Ud955p3Wfw4cP48ILL8Spp56Kxx57DJ/73Odw7bXX4tlnn7Xu8/jjj+PWW2/FxRdfjEcffRQdHR04//zzMTQ0VJwXgRBCCCGEkAyVPICXJAl+v9/6b8GCBQCA8fFxPPLII7jqqqtw2mmnYfXq1bjlllvw6quvYseOHQCA5557Dvv378e3vvUtdHZ2YuPGjbj00kvx4IMPIh6PAwAeeughLFy4EFdddRXa29txzjnn4IwzzsDWrVutMdx777345Cc/ic2bN2PZsmW44YYb4PF48MgjjxT75SCEEEIIIeSYSh7Av/XWW1i/fj3+9m//Fpdddhl6e3sBAK+//jpUVcW6deus+7a3t6O1tdUK4Hfs2IEVK1agoaHBus/69esRCoWwf/9+6z6nnXZa2t9cv3699RjxeBx//etf0/4O5xzr1q3Dq6++WoinTAghhBBCSM5Kuol1zZo1uPXWW7F06VIEAgHcfffdOPvss/Gb3/wGg4ODUBQF1dXVab9TX1+PQCAAABgcHEwL3gFY/57tPqFQCNFoFGNjY9B1HfX19dP+zoEDB7J+Toxl/Su2k3wO5fBcyCQ6ruWJjmv5oWNanpx6XA0hqMiCDZU0gN+4caP1vzs6OvDOd74Tf/M3f4MnnngCHo+nhCPLXX19VamHkDfl9FzIJDqu5YmOa/mhY1qenHRcu//0Bv549+8Q6B6ArmqQFBn+9ka87+IPoP29K0o9vHnNVmUkq6ursWTJEhw6dAjr1q2DqqoIBoNpq/BDQ0Pw+/0AzJX0qdViklVqUu8ztXLN4OAgKisr4fF4wDmHJEnTNqwODQ1NW7nPxNDQOKY01XQcxswPmHJ4LmQSHdfyRMe1/NAxLU9OO66Hurrxu5seQzwchafaB3eVG1pcR++uHjx8xc/xgWsL26ukocE5E51SsFUAPzExgcOHD8Pv92P16tVQFAXbt2/HGWecAQA4cOAAent7ceKJJwIATjzxRNxzzz0YGhqyUmCef/55VFZWYtmyZdZ9tm3blvZ3nn/+eesxXC4X3vGOd2D79u3YtGkTAEAIge3bt+Occ87J+jkYBhxxYmainJ4LmUTHtTzRcS0/dEzLkxOOqyEEXrx3G+LhKCr91WCJvB/FwyG7ZYQC43jx3m1Y+O6llE5TIiV91b/xjW+gq6sLb7/9Nl555RVccskl4Jzj//2//4eqqips3rwZt912G1544QW8/vrruPrqq3HSSSdZwff69euxbNkyfPnLX8aePXvw7LPP4o477sDZZ58Nl8sFAPj0pz+Nw4cP45vf/Ca6u7vx4IMP4oknnsCWLVuscZx33nn45S9/iUcffRTd3d24/vrrEYlE8PGPf7wErwohhBBCSOkM7OnDyMEAPNU+K3hPYozBU+3FyMEABvb0lWiEpKQr8EeOHMGXvvQljI6OYsGCBXj3u9+NX/7yl1Ypyauvvhqcc3zxi19EPB7H+vXrcd1111m/L0kS7rnnHlx//fX41Kc+Ba/Xi7POOgtf/OIXrfssWrQI3//+93Hrrbfi/vvvR3NzM2666Sacfvrp1n0+/OEPY3h4GHfeeScCgQA6Ozvxox/9KKcUGkIIIYSUv3Le3BkZDUNXdXhrpBlvl10SokEdkdFwkUdGkphh2P1CjrMMDjojt+1YGDNzz8rhuZBJdFzLk1OPazkHP3Pl1GM6nxzq6kbX1m0YORiAruqQFAl1S/xYu2XDUfPC7XRcZzv/+nf14L8vfxCK1wXFo0z7fTWqQo3E8fe3n42mVW0FGaPfTznwx2KrHHhCCCHlL5fghxC7ONTVjadvntzc6a2RoMV1DO47gqdvfgybrins5s65yuT8a+xoQd0SPwb3HYHsltPSaAzDQDQYQcPyZjR2tJTqacx7tNxBCCGkaJLBz+C+PiheFyobKqF4XVbwc6iru9RDJGXCEAL9u3pw8Pl96N/VA0OIvDxm19bJzZ2KRwHjHIpHQaW/CvFwDF1bt037W8mxvPHH3XkbSy4yPf8Y51i7ZQNcPjdCgXGoURWGEFCjKkKBcbh8bqzdsoGumpUQrcATQggpiqnBz0yVLbq2bsOik6myhVPZJTWqUFd5stncmUwtSR2LoQswic86lkK8jtmef4vXtmPTNR+1xh4Nmq9jw/JmulpmAxTAE0IIKYpcgh/iHHZJjSpkiku2mzunjsXtcyEWjh9zLHaafCxe245FJy+1xaSMpKMjQAghpCiSwY/sOnrwo6tU2cKJ7JIalWuKS6a8tT5IijkhmIkWNwNub61vxrHwWcZSyNcx1/OPcY6mVW1Ysm45mla1UfBuE3QUCCGEFEU2wQ9xjkIHzdkodP3y5ObOaDCCqUX8kps765b40djRkjYWMAY1qiIaikKNqsAMY7HT5IPYHwXwhBBCiiKb4Ic4h52a/hT6Kk82mzuTYxGqjtFDQxg9PIyRw+b/Hz00BKHqaWOx0+SD2B8F8IQQQoqCKluUJzulRhVjlTm5ubNheTPUSByhwRDUSBwNy5vTctrNNBoDwSOj0KIqGGeQZAmMM2hRFcEjozCEYY3FTpMPYn+0iZUQQkjRUGWL8pMaNCue6cFfMVMzilW/fPHadix813HY89RrGO8bQ1VLDTrOOAFcngyr/CuaIISA0AUkV2IsDGCcAYxDj2sQQsC/oglAcV7HXM4/u1QWIukogCeEEFJUVNmivNip6U9ylfnpmx9DKDAOT7UXsssMiqPBSN5WmWeqFLPrtzvSguDAG/3gnINLHEIT4BIHOGAIQOjmvznnCLzRj6ZVbUWdfGR6/tmlshCZjj4tCSGEFB1VtigfdkvNyDTFJVeZVoqJjIbBOEN1cw0UtwxDGBCagCEMKG4Z1c01YJxZKTHFfB0zOf/sUlmIzIxW4AkhhBAyJ3ZLjcrlKk8mqSLZNENKpsRwRUbt4nozDx6AAUD2KNBiGiRNpKXE2OV1pKZr9kcBPCGEEOJQdspPtltqVHKVOROZpopkUykmNSWm0l8FxeuCLEvQNP2YKTGZ5NcXGjVdsz8K4AkhhBAHsmN+cjZBs11k07k1m06sM+Xjc1+iHvwx8vEzya+fq9kmfqnP0wCgRVUzj1/mkD3KtI6zpPgogCeEEEIcJpugM5WdVuztINtUkWwrxUxNiYmHYmASO2pKTK7HNRuZTPySzzM6FkF0PAotpgGGATAG2S3DXeWhpk8lRgE8IYQQ4iC55ifbccW+1LJNFcmlUkwytSiwtw+KMKByBv/KueXX5zrpsiYIE1HIXhcUSYIBY9oEobGjBd66CgT2mk2juCyBMQbDANRIHGokDv/KFmr6VELzd9pNCCGEOFAuHTuposjMsm2elGulmGRq0Yr3dR616kuhO7EmJwiR0QlzvP1BjB8ZRag/CDUSR2RsAl1bt8EQIv0XE2MxpvyblBYF8IQQQoiDZBt0Tl3ZVTwKGOdQPAoq/VWIh2MzB27zQC6dWwtVprLQnVgH9vQhsLcPaiQOPaaBcQYuczDOoMc0qOE4Anv7MLDH/C8yMoHKxmrILglCFxCqDqELyC4JlY3ViIxM5DyZIHNHKTSEEEKIg2Sbh00VRY4u1+ZJhai4U+hOrOGREGKhKAxhQHJNhn+MAYxL0OMaYqEowiMhMMahqzpcXgVgzCp/yRK/IMkc8YhKm1hLiFbgCSGEEAdJBp3RYASGYaTdlgw665b4raBzLiu7hhDo39WDg8/vQ/+unrJbpZ9L86R8NyPL9rim3Z7BcYqMhmHo4qjjZJzD0IU1ITGEgeCRMWgxDUzi4IoEJnFoMQ3BI2MwhEGbWEuIVuAJIYQQB5mpPKHsMlduZypPmOvK7nzZ9GqX5klTj6vsUcDAYMCAFlWzKjs503Hy1lSASRyGMGAYxrSrDYZhgEkc3poK+Fc0QQgBoQtIrpQrEwzgjEOPaxBCwL+iqSivDZmOAnhCCCHEYbIJOnNJEylGOUM7sUsTqsVr27Fm8yl48d5nEOmbSFZuhKvKgzWbT5lT2Unfggq4Kz2IjUfMmu4SRzI3RugCjAHuSg98CyoQeKMfnHNwicPQBCBxMGZWkjR083c55wi80T/v0q7sggJ4QgghxIEyDTqzXbEvRjlDO7JDE6pDXd3Y+chL4BJDVXMNGGcwhAE1qmLnIy+hsaPVCsizPU6NHS3wr2xB/663ITQBPa6n1XbnMrdKQ771QjcYZ6hurkV4ZAJaTDPTehiD7FHgq6tAPBKnHPgSKp8zjxBCiGOUe2613WRTOaXQ5QzJzFID8qrGGnhrfPBUeeGt8aGqsXpataBsj1NyIuetqYDsUVDZWIWqlhpUNlZB9ijw1lRYE7lk2hVXJNQurkftogWobq1D7aIFqF1cD65I1MipxGgFnhBCMkRdLPOj0LnV8+U4Zfs6Zrpin9z06q05+qbXaDD3cobzkSEEBvb2YfgYjZyyrRaUy3GamnqlxTRIigT/ipa0901q2lWlW4biUSafyzGq85DioQCeEEIyMF829BVaoXOr58txyvV1zCRNpNDlDOeb1PekoQswic/4nsw2IM/1OGUykcs27YoUH73yhBAyC+piObtMUmIK3VBovhynQr+OcylnSNJNfU9WNVYf9T2ZbVOpuRynTEpgFqphFckPWoEnhJBjmK8b+rKR6ap3IRsKzafjVOjGTLT6mh8zvSd5YqJ1tE2m2VQLKsZxskt1HjIdHQFCCDkG2tB3bNmseheyVXwxj1OpN+AW8nVMotXXuct1k2k2TaWs47SsCdFgBGN9Y2agv6wpb8cp3w2rSH7QCjwhhBwDbeg7umxXvQuZW12s42SHHPti5ajT6uvc5GOTaaZNpawEmkQqjTHjvUg5oQCeEEKOgTb0HV22qRy5NBTKVDGOk12aGxXydZzKDrXRnaqQm0yTpr4nkyk0Q/v7y7LhFplE02hCCDkG2tB3dNmmcuSSIpCpQh+nQm8czUYhX0eSP4XeZGqn9yQpPjq7CSHkGChYOrpsq2YAhcutLvRxstteCMpRt7+Z3pOijN+TpLgohYYQQmaRa15qucs1laNQudWFPE523AtBOer2N/U9GQ/FwCRWtu9JUjwUwBNCSAYoWJpuLmXsCpVbXajjZNe9EJSjbn+L17Zj4buOw97/fQ36WARSjRcrP3gCuDy3EMyu70lSHBTAE0JIhihYms6OVycKcZyKuXGUlJeZOrH+9X92zPn8oPfk/EYBPCGEkDmZD1cnqLkRycXUKjFunwuxcDwvlYvoPTm/UQBPCCFkzubD1Qk7Xm0whCjriZOTZduJNRd2fE+S4qAAnhAHoi9tQkrDTlcb7NBUihxdtn0ScmWn9yQpHgrgSdFQ0Jkf9KVNSGnZ4WqDXZpKzUW5fycUs0qMHd6TpLgogCdFQUFnfpTDlzYhZG5SUzMq/NXQYxriYRVc5qjwV2EiD6kZhTYfvhOoSgwpJHue2aSsJIPOwX19ULwuVDZUQvG6rKDzUFd3qYfoCNR1j5DCMIRA/64eHHx+H/p39dj+HEqmZsiKjLHDwxg9PIxg7whGDw9j7PAwJEUqWQOfTF7L+fKdQF2cSSHRCjwpqJk28QCA4uF528QzXxQrn5KQ+cSJK8GR0TDi4TjUcAwwACZxMMZgGIAWVaHFVLh87qI38MnktZxP3wkzVYnhPgY1qlKVGDJn9K4hBUWtnvMnmU8pu46eT6mr1HWPkEw5dSXYU+OBFlVhCANckcA4AxgD4wxckWAIA2pUhafGU7QxZfpazrfvhGSVmIblzVAjcYwPjEONxNGwvJlSHsmc0Ao8KShq9Zw/8zWfstw3utlVub/ujl4JNhjMpXczFWNqAx8wmLcb7GiPkN/hZPFazuU7wanvyWSVmMDePijCgMoZ/CudMXZiXxTAk4Kar0FnIczHrntOTG8oB/PhdXdySlo0GIHsUaBFVAhNgEvcDNoNQOgCnHPIHgXRYKQo48nmtcz1O+FQVzdevPcZDO3vhx7XILlk1C9rwqnnbXTEezJZJaahoQqDg+OYkhJPSNZo+kcKijbx5E8yn9LlcyMUGIcaVWEIATWqIhQYL7t8ymKkNzht82IxODWtJFtOTknz1vrg8rnhq6+E4pZhCAOGJmAIA4pbhq++Ei6fu2gLI9m8lrl8Jxzq6sYTX30YPa+8iehoGGo4juhoGD2vHMQTX324bN6ThGSjPL7piW3Nt6Cz0KbmU4YGQ2WZT1mMijuHurrxyCX34b8vfxBPXvcw/vvyB/HIJffN62BgPlU6Sl0Jnomdrw4mg2Bd1VGzaAFqF9ahurUWtQvrULNoAXRVL+rCSDavZbbfCYYQ2PbdJxEeGochEht2ZQ4mcRjCQHhoHNu+++SM70maoJNyRik0pOCo1XN+zYeue4VOb6B6+jNzclpJtpyckpZa3WRiMARPtRcunwtaXMfEYKjoCyPZvpbZfCf07+rFUHc/AIDLfPKxGcAZh9B0DHX3o39XL5pXL7R+bz6kgZH5jQJ4UhTzIegspnLvulfIzc+O3rxYYPNp0/lMJf5klzmRc0KJPzstjOTyWmb6ndD3+mErz3+mSSXnHEIT6Hv9sBXA0wSdzAcUwJOiKfegk+RPITc/z6dV5mzNt03ndgqCc1GMhZFMK7/k8lpm851gIFFcZ4afTx0vTdDJfEABPCHEdgqZ3jCfVpmz5eS0klw5/epgIRdGsk1DKcRr2XLCQnBZgtB0QJr+OIYuwGUJLSeYq+80QSfzhTM+oQgh80ohNz87efNioc3XTefJIHjJuuVoWtVWds8vF7lWI8r3a9nU2Yb69kYAgB7XYAgDMAwYwoAe1wAA9e2NaOo0g3EnVxciJBv0KUUIsaVCVdyh0qbHVqxKR3aqEGKnsdiBnaoRMc6x4dIPwVdfBcY5hC6gqzqELsA4R0VDFTZc+iFrokATdDJfUAoNIcS2CnFJ3umbF4uh0GkldqoQYqexAImc8719GC5hx067paEsXtuOv7vxE+i69xkM7u+3jlPDsiasndLIaT6mgZH5iQJ4QoitFSLH1+mbF4uhULnVuVYIyXQzZTHGUiipkwlDF2ASL8lkwo77RDKdVNIEncwXFMATQuYlp29etJtMAuxcK4QUYpXcbtVKpk4m3D4XYuF4SSYTdq1GlOmkkiboZD6gAJ4QMm9RadP8yDTAziU1o1Cr5HZKE5lpMsETOeelmEyUQxoKTdBJuaN3MiGEkJxlU60k2wohhdxMaadqJdlMJoqhXKoRUXUhUs7o3UwIISQn2QbY2VYIKWRga6dqJXaaTCQVoxoRVf8hJHeUQkPmrUJsiiNkPkkNsMEY1Khqtr2XOWSPMi0NJdvUjFw3U2ZybqeORXJJ0GMahC7AJQ7JLRc1TcSuOeeFTEOxW/UfQpyGAngyL9GXByFzlwywJVnH6EAQWkwDDANgDLJbhq+uIm3lONsKIbkEtpme28mxPPHVhzF0IACIlJ4AnMFbW1G0NBE755xnu08kk8mT3ar/EOJEFMCTeYe+PEixlPtVHm+tD4YwEDwyChgAkzgYYzAMQIuqCB4ZhbvKmxZgZ1MhJNvANudz2wAM80EBxsCM6XcppNSJzfhA0Ny8qkjQVB1qVIW7wuOInPNMJk92q/5DiFNRAE/mFfryIMUyH67y+Fc0QQgBoQtIrskAmzEAjEOPaxBCwL+iKe33ClHTO9tzO3l/Q+ioX9ZoptAk0n8kt4yJIn8WLF7bjjWbT8GL9z6D8SNj5oyCAa4qD9ZsPsX275lMJ092qv5DiJNRhELmFbtVeyDlKZvKLE4WeKMfnHNwiUNoAoYwYBgGDGGYwbDEwTlH4I3+ab+baYWQTDdTZntup90fMFffYQCGAQYU/bPgUFc3dj7yEiSJo6qlFnWL61HVUgtJlrDzkZds/Z7JZjOzHTfskmNjjAGGARFTp51bpHRoBZ7MK3bsMEjKy3y6yhMZDYNxhurmGoSHJ8yKLok0FMUtw7egAvGIOufzKZMV+9Rz2zAMaFHV2pQqe5Rp5/Zk/r6G0f6xtLHLLgm+BRVFCyTT3jON5ntGliVomg6jymP790w2kye7btglkxgzj5se16DFNKjROLSYBsY5qltcpR4eSaAAnswr9OVBCm0+pQgkzyeuyKhdXD8taNZiGiRN5OV8mm0zZXIskbEIYsHItIDcXe1NO7cn8/fHYBgAl7gZuRiAGtMQPDI2LX+/UJz+nslmYeS497TbdsPufMYYgyEE9JgGNaZCi8Shp1xVAwDZRavvdmK/qTwhBZTcFBcNRqwPpaTkl0fdEj99eZCczacUgdTzCQAUrwvuSg8Ur7lKV8zzqbGjBd66CoQGglBjGhhnYDIH4wxqTENoIAhvXYU1ltT8fZ64H2MMjDNwmUPoYsb8/UJw+nsmm5r65dIkyukYAzhnEJoONRTFxGAQwd5RhAJBREbDUBNlVad+TxL7oDOEzCv05UEKzU4NggrNtudTIuhgU/6dKjV/30isNCKRv2/Mkr+fb05/z2S7MFKMJlFkOjOXXUCPmmltwd4RjB8Zw8TwBGKhGHRNhxAUsDsFpdCQeSebMnaEZMvONb0LwS7n08CePkRGJlDVWI3oeBRaTDODScbMKwNVHkRGJqw0lMn8/VqERybS7i97FPjqKhCPxIuy6u3090y29f2BwjaJIqbk20hXdehRFWpUhRYzK0MZFKg7HgXwZF6iLw9SKLkEM063eG07Fr7rOOx56jWM942hqqUGHWecAC4X7ysmmYZS2VAJT12FmY+f0hUWQiA0GLIC8sn8fWkyfz/l/lpUhaQVZ9V76ntG9ijWJlYtqjriPZPLRC7bJlFkdlNz2dVw3EyFEWKmC1HEwSiAJ7ZV6CY48+nLwxACA3v7MCwMqJzBv5ImK4Vkl1XpYjnU1Y0X730GQ/v7occ1SC4Zf/2fV3HqeRuL9lynblBXPEra7eqUNJTUVe9Kt5x2/9lWvQvx2ZRaBz7SN2H93Cl14AFaGCkFa5U9UTFGi8ahxXRaZZ8HKIAntjQfmuAUS+praegCTOL0WhbBfAlmDnV144mvPozIaAgQ5s/UcBw9rxzEEwcC+LsbP1GU91m2aSi5Xikp1GdTsg48lxiqmmvSOrHufOQlNHa0OuJ8nU8LI6VCq+wEoE2sxIbmSxOcYpj6WlY1VtNrWUSZNityKkMIbPvukwgPjcMQAJO4WflF4jCEgfDQOLZ990kYQhR8LFM31EaCEUSDUUSCkaNuqM12M2WhPptS68BXNdbAW+ODt9oHb40PVY3VaY2QyPzEGIOhC6jhmFUxZjxRMUaLJyvGlHqUpJhoBZ7YynxqglNoM72WPNEdkV5Lkg/9u3ox1G1WaeEyn1z1ZgBnHELTMdTdj/5dvWhevbDg45mahpLYk3rMNJRMr5QU8rPJ6XXgSf6lpcZEVajROPS4DqEbVNqRAKAVeGIz2bZDJ0dHryUptL7XD5sbPyU+43uMcw6hCfS9frgo45mahlLTVouq5hpwiWPnIy8ddYU8kyslhTyfnF4HnuQHYwCDARFXER0LY7xvFOP9QUyMTCAeVs3GShS8kwRagSe2kk1HP3Js9FrmX6E3VjuVgZSa61N+XrQxTElDSQ2yPdXGnK84FfJ8og7R81cyn12LJco8Rsx8dqFToE6OjQJ4Yiv0RZY/9Frml9M3Vhdi8tFywkJwWYLQdECa/liGLsBlCS0nFD59ptBpKIU8n5xeB55khzGzA2oyNUaLUm12kj0K4Imt0BdZ/tBrmT/JzYvxiShkrwuKJMGAYW1etHv3yEJNPpo621Df3ojA3j7ocQ1clsCY2fhUaGZX0fr2RjR1Fj5vu9BXnAp5Ps1UEYf7GNSoWra9A+YTxsygXY+rmBgJITQwZjZUonx2Mgf0aUBsxbat2R1optdS0GuZtWRqRmR0wnzt+oMYPzKKUH8QaiSOyNhE3iqEGEKgf1cPDj6/D/27evLymIWs6sQ4x4ZLPwRffRUY5xC6gK7qELoA4xwVDVXYcOmHivIeS10hn8lcrzgV+rNpakWc8YHxY1bEIfZmBu2AnshnD/aOINgfRHgkjFg4TvnsZM6YYZN30A9+8AN8+9vfxrnnnotrrrkGABCLxXDbbbfh8ccfRzwex/r163HdddehoaHB+r3e3l5cf/31ePHFF+Hz+fCxj30Ml112GeSUDoAvvvgibrvtNuzbtw8tLS246KKL8PGPfzzt7z/44IP48Y9/jEAggI6ODnz1q1/FmjVrsn4eg4Pjji/lxBjQ0FBV0ufi9HQFO0mvA2+ASaysX8t8p4r07+rBr/71PsTGI4CRKJWYWGU2dAEwwF3lxcf/83NzqhCSy3veEAKBvX1QjtKgyxACj1xyHwb39aVVTgHMVeNQYBwNy5ux+a7Pzek1OtTVja57n8Hg/n5r7A3LmrC2iI2cJp/rEVT6qwr7XAv42TTbMSX2xRhgCCNRnz2eqM9uQOiJiTgD6uoqMDIyUdwNInkiu2RUt9YVbeLh91cV5e84lS1SaHbu3ImHHnoIK1euTPv5LbfcgmeeeQZ33HEHqqqqcOONN+KSSy7BQw89BADQdR0XXnghGhoa8NBDD2FgYABXXnklFEXBl770JQDA4cOHceGFF+LTn/40br/9dmzfvh3XXnst/H4/Tj/9dADA448/jltvvRU33HAD3vnOd+K+++7D+eefjyeffBL19fXFfTEIgPnTBKcYkq/lfAgKChFchUdCiIWiMIQBrkgwkpe9GQOTOYSqIxaKIjwSmtO4n775McTDUXiqffDWmCvJx0rRyaRBV7HKE9rhfM21MVO2Cv1ckxVxSr2IQjKTtgk1Yua0G5qAoHx2UmAl/wafmJjAFVdcgZtuugk1NTXWz8fHx/HII4/gqquuwmmnnYbVq1fjlltuwauvvoodO3YAAJ577jns378f3/rWt9DZ2YmNGzfi0ksvxYMPPoh4PA4AeOihh7Bw4UJcddVVaG9vxznnnIMzzjgDW7dutf7Wvffei09+8pPYvHkzli1bhhtuuAEejwePPPJIMV+KgijEJfliKfcmOMWUfC1XvK+zbF9LK1XkjT4wiUPxuMAkPudUkchoGIYuYADQYxqEZqaICE2HHtNgwFyJzzW3emp9ccWjgCXq9Vf6q2Zs4pNpg65ilics9PmayWdZto2ZcpXtc3Xy5zCZLq2pUiCIYO8IQoFxRIMRs1Y7Be+kCEq+Av/1r38dGzduxLp16/C9733P+vnrr78OVVWxbt0662ft7e1obW3Fjh07cOKJJ2LHjh1YsWJFWkrN+vXrcf3112P//v1YtWoVduzYgdNOOy3tb65fvx633HILACAej+Ovf/0rLrzwQut2zjnWrVuHV199tVBPuygoDaV0qNxgcaXmqQtdIBqMItnFR3JJ0FUt5xKC3poK82r30b6UhQFwBm9NRU5jz3aVPJsGXal54bKbQYuqELpZt132KI6pRJTNZ5kdrgbkOnZiT8lNqFqyqVIkDj1Om1BJaZU0gP/tb3+LXbt24eGHH5522+DgIBRFQXV1ddrP6+vrEQgErPukBu8ArH/Pdp9QKIRoNIqxsTHouj4tVaa+vh4HDhzI+jmxmYohl8Bsl+Q/cO3RV6OsZoo2eS5OY+YDb8Nwyhf2giV+rD2vtF/Y5XxcB/b2IfBGH9RIPCVPncEwzFVzPQ4E3uhDYG/2qSLeWs/Rg/cEQxjw1npyem2jY7NXT4mN64iOhcGY+VzTAv7k32QAw2TAH9jbh6bOFixY4seRXW9DaAJ6XE+b2HCZo3nVQjR1thT9fZHpJDeXzzImcTS/o/QdS3P9HC7nc9Upkq+9FlOhRcygXdMEDCHS05qyOEapx9VJYb8hDIy+PYR4MALvggooHqXUQyIoYQDf19eHm2++GT/5yU/gdrtLNYy8q68v/aYLIQQe++mfoEXiqG2pm2z57VLgqXAj2D+GV3/6J5z4oTXgx1iVssNzcZruP72BP9z6G8RCUfjqfJBcMvS4hqHufvzh1t/grNs+hfb3rijpGMvxuA7pOuLjURiGAVmRrS9VBgBcgqZqiI9HIes6Ghqye/6HhiYyup86NJH1YwNAbEkDFLcCCGPGVBc1okN2KWhZ0oCGhioMCwOGLuD2udLOX1kyf5f7GOKhGBRhwN9Yg3dsWo3DLx+A0AUkWQKTOAxhQI3EwSWOd2xaDX9jzbS/W0jdf3oDf7z7dwh0D0BXNUiKDH97I9538QfSzo98fZaVQj7GXo7nqt0JXUCNxKFGVMQjMUjCAGcMLl/+4pTa2tyu1hWLFtcw8EYfenYeNv97/TBi41EAwLKnXsP5P7u4xCMkQAkD+L/+9a8YGhpKqwaj6zpeeuklqyKMqqoIBoNpq/BDQ0Pw+/0AzJX0nTt3pj3u4OAgAKTdJ/mz1PtUVlbC4/GAcw5JkjA0NJR2n6GhoWkr95kYGir9pqP+XT3o33cErioPdH16rqWr0oP+fUew+7k3ZlyNZMz84rDDc3ESQwj87o4nERkPW6kNQhhgsgRffSVCgXH87o4nUb28qSSX88v5uPYfGrJKFxrAtOUtxswSh/2HhlA/OJ7VY/fu7zdnAlNX3ab8u3d/PxZn+dgA4GquQe3iegT2HUGln0+vnjIyAf/yZriaazA4OA6VMzCJIxaOmythzAzeNV0HDECNqmASg8oZAgNj+OvTr0PxuawVeEMXABgUrwtc5vjr06+j46x3F+09eairG7+7aXJV2l3lhhbX0burBw9f8fO0Vem5fpaV0lzGXs7nqt0wxszypzEV8UTgXqimSoyZwfvo6IStjmssFEVgbx/6d/eif1cPBvcdga7OXI61b3cvAoHgtHS/QshlQWQ+KVkA/573vAe/+c1v0n72la98Bccffzw+//nPo6WlBYqiYPv27TjjjDMAAAcOHEBvby9OPPFEAMCJJ56Ie+65B0NDQ1YKzPPPP4/KykosW7bMus+2bdvS/s7zzz9vPYbL5cI73vEObN++HZs2bQJgrpxs374d55xzTtbPyzBQ8hMzPJJZQ5PwSPiYY7XDc3GS/t19GJ4ll3n4YAD9u+dW8SMXydJ0Q2VahcZTXWGtLBuGMS0INgwDTOLwVFdk/Z6uaq4xH4+btSMNYVjBO+OJYs+GgarmmtzOF8ZxyizVU07ZsgFgHIYB+FdOaSiUvNxgpDcU8q9ssd6TFfVVZs57VIXQBLjMrX8X8z1pCIEX703P3wcAxcOt/P0X792Ghe829yrk67OsFPIxdvoMzr/JpkoatJhmpsbEVAhhFLwTavLRDQMlzaGZGAqZE8zd5n8jbw3OPh4G1B/fiI3//mEAjN6XNlCyAL6yshIrVqSnEvh8PtTW1lo/37x5M2677TbU1NSgsrISN910E0466SQr+F6/fj2WLVuGL3/5y7jiiisQCARwxx134Oyzz4bL5QIAfPrTn8aDDz6Ib37zm9i8eTNeeOEFPPHEE/j+979v/d3zzjsPV155JVavXo01a9bgvvvuQyQSmVYr3ikK2fKbHF2hO0HmKpNyg07nW1ABd6UHsfGIGaBK3FolF7oAY4C70gPfguwvXXeccQL+7/bfIhaMQFKkxJdvoowkA3RVh7vai44zTsh5/MnqKcnjFA0maqkvb552nKaWS5Q9CmRZgpZozZ5aLjH1PcmAabmrxX5PZrth18mfZU4ee7kxSz3q0GM61JgKLZJopCTKfxOqIQyM9QybwfquHvTv7kVoIDjr70kuCf7lLWjsbEXzqjb4V7TAV1dR1Drw5NhKXoXmWK6++mpwzvHFL34xrZFTkiRJuOeee3D99dfjU5/6FLxeL8466yx88YtftO6zaNEifP/738ett96K+++/H83NzbjpppusGvAA8OEPfxjDw8O48847EQgE0NnZiR/96Ec5pdDYQSFbfpOjs+MX9tRNdG6fC7Fw/Jj1xZ2osaPFXHGeYbOm7JbBZQ7/ypac3vNclnHqeRvx7J1PmY87BeMMp563EVye28dpNtVTFq9tx5rNp+DFe59BpG8yR99V5cGazadYx9Ru78nUCYVhGNOq4kydUDj5s8zJY3e65EutxzWzqVJUhRbTCpYaYye6qmOou99Mh9ndg4E9vVb++rG4Kz1o7GxFU2cbmjpbUd/eBEmZeTGK2IOtAvgHHngg7d9utxvXXXddWtA+VVtbG374wx8e83FPPfVU/PrXvz7mfc4555ycUmbsqFgNTUg6u31hZ1Nu0OnvhdT3fGwiCm+tD4wzc7NmVIW7wjOn93xjRyvcVV5Ex6avVLurvGjsaJ3rUwAwWV98Noe6urHzkZfAJYaq5hrIigRN1aFGVex85CU0drRi8dp2270nkxOKyFgEsWAEWupEyyXBXe1Nm1A4+bPMyWN3omRtdj2e7IJqTg6nVY0pM/FwDAN7+sxgfXcvAvv6ZlxomKqyqRpNnW1o7DBX2GvaFpgpgcQxbBXAk9llWnotm0vyJD/s9oWdaxdOoWnY89RrGO8bQ1VLDTrOOGHOq8vFMPU9r8U0SIoE/4qWo77nMzmfkhMhLjM0rGxGfDwKPa5DcklwVXkQHgwVdSKUOjGrajTz85MpNJ5qY9rEzE7vycaOFnjrKhDY2wcwlkh1MmvqqTEN6kBw2pUSJ3+WOXnsdpe6yq7FNKjRuNlorQi57KU0MRSygvVk/vqsz5cBC5b40djRiqZVbWjqbENFfWVxBkwKxv7fysSSbUMQuzU0mQ/s9IWdS07+y/c/ixfvfSZRktH8kvy/23+LU8/biJPPPX3Gx7GTbN7zmZ5PqRMhiXN4a9LTTY42ESqUbCdmdnpPpkksi1oFfY6xTOrkzzInj91uzFx2AS2mmmkxkTiEbkAI4azC6hkyDANjbyfy1xMBe6g/u/z1ps42NK5sgauifMp1ExMF8A4xW0OQo+UyZ3pJ3o6c2s3ULl/Y2eY/v3z/s3jurv9N5CRL4BwwBBALRvDcXf8LAI4I4jN5z2dzPtltc3Iu47HLe3JgTx8iIxOoaqxGdDwKLaaZG+KYWdbSXeVBZGRixsmQkz/LnDz2UrJW2VUdelSFGo0nctnLc5VdV3UMHRiwKsRkmr/uqnRbuetNnW2ob2+EpFB4V+7oCDvATLnMQHrptXLJZU5yevtxO3xhZ5P/LDQNL977jNnsxzV5X8YBJpkl11689xm86zOnOSKd5lhSz6eKhiroMQ3xsNnUqKKhEhNTUmLsthE01/HY4T2ZnHxUNlTCU1cxrawlhEBoMFT0Sk3EHsyPHQZD16HFE5tPI+Wbyx4Px9Lqr2ecv+6vRtOqVjR2tqGpoxW1i+opf30ecvY38TyRay5zLgwhMLC3D8MlrBee69UGkm6m/GfuY1Cj6rT8591P/AXx8Si4JM34HuOShPh4FHueeg2rPnLSnMZV6isryfNJUmSMHR6ecSNl6vlkt42gdhtPNqZOPqaWtVSptOK8w5hZ6lDENaiJ1Bih6mW5yh4eDmHg1bdw4OUD6N+Vef563XENaOpoMz+POltRSQ2OCCiAd4RiXcK3Q73w+Xi1oZCm5j/HQzEwiU3Lfx7vG4NhAEd7SRkHhG7eby7scGUlMhpGPBwzV/aEMW0jpT4UguxVrPPJbhtBs5mYzUUhJlpOnnyQ/Eg2UtKsEo9mWoyhC4gyCtgNw8BYzwgGdvfgyC5z0+l4/+yfn8n9Kcl0GH9HC9wVniKMmDgNBfAOUIxL+HapFz6Xqw2lXtm1q2T+c2BvH5SjXFmpaqlJrISZwfpUhjC/eKtaanIeh12urHiqvZP1x5WUKw4M4IxDJBoieaq91u/YbSNophOzXBVqomW3yRApjuQqux7TyraRkq7qGH5zwEqH6d/Ti1gwMuvvuSrdaEpUh2nsbEMD5a+TDNG7xAEKvWplp3rhuV5tsMPKrp0l858bGqowODg+LZc0tdsok9i095jQ59Zt1FZXVpgBs/YJZpwkmtUsWOJ+k+yyEXTqeI41MctFoSdadpsMkfxL23xapqvsaiSOgb19VnfTwBt90OParL9X3VyDhpUt1qbT2oWUv05yQwG8AxR61aqYOfazyeVqg11Wdp0s2W30ubv+F3pcM3PhE1VohK6DS3xO3Ubt9B6LjkUhexSoYQGh6mASN1cIDZipY5xB8SiIjk2v/mCHjaCpZpuYZWsuE61sroDZbTJE5iaZFqPHNWiJuuxa1CzxWC6r7OHhkFXKsX93r5lqmlX+urnpdNGKZoyMTJRl2UtSXBTAO0QhV63sVCYv26sNtlrZdbhkichkHXihm1/M7mrvnOvA2+k95q31weVzwe1zITIehR5VIQwDjDFIHgWeKo91v/km14lWLlfA7DYZItlJ73yaSIvRE2kxDl9lT81fT6bEZJK/zmUJ/uVNZnWYVWb9dXdlSv46LbSTPKIA3kEKtWplpzJ52V5tsNPKbjk4+dzT8a7PnJZVJ9ZMVl7n8h7L996G5CSxf9fb05sHGQbi4RiaVi2clxspc5lo0RWw+SGt82lUhRpTy6bzqdB0DB0IJFbXzaA9o/z1CrfZ3bTTzGGvb2+C7KKwihQHvdMcphCrVnarDJHN1QY7reyWCy7LGZeKzHTlNdf3WCH2NjDOseQ9y/D2ywcmm1ZJDIYw81q5ZN4+H6/YZDvRoitg5WuyJruAFi+vzqfJ/HWzQkzm+esV/iord72xsw11VH+dlBAF8GTaqrfsUSDLErRENY5SlKXL9GqDna4ezDfZrLzmso+jUCu7hhA4+MJ+KD4XhCagx3UY+mQ3UC5zHHxhP959znvnXdCZ7USLroCVF8YYDCESNdk1aLE49Ljza7KHRyYm02F292D4zQzz1xc3WMF6U2crKv3VxRkwIRmgAJ4AMAPmNZtPwYv3PoNI34T1c1eVB2s2n1KSsnSZXG2w29WD+SKXlddsrqwUcmU3GXRW1FdBdsuTJSUlsxuoFtPmbanSbCdadAXM2ViidqwW16DHzQUbLaaZQbxDA3bDMBDsHU1LhxnvG53196z89WRJx47W9Px1QmyGAngCwAywdz7yErjEUNVcA1mRoKk61KiKnY+8hMaO1pyDeGsldSIK2euCIkkwYOQlR5bqSpdGriuvmV5ZKeTKbmrQyRKr7qnme6nSbCZadAXMWRgDYBjQVT1RKUaFFtfMTqgOTYsRmo6hNwNWOceB3T2IZpK/7nOjsbPVaphUv4zy14mz0LuVpK12VjXWgDFmpdB4qo05rXYmHzsyOgGhC0SDUattveSSoKvanHNk7VhXutxXagu98lrIx6dSpbPLdKJFV8DsbWo9di1mbj41dAOGEHMuO1oKaiSOwBvp9de12Oz56776SjQnmiU1raL8deJ8FMCTgq52DuzpQ2BvH9RIHDCQqLnNYBiAHtOgx4HA3r4558jaqa60HVdqDSEwsLcPw3lq+JPrymumr00hV3apVGlmMklhoytg9pPMY9di6RtPnVqPPTI6MdndNNP8dQC1i+rRtCq54bQ17dwlpBxQAF/mMlkJLuRqZ3gkhFgoCkMYkFIuTzIGMC5Bj2uIhaIIj4Syfuyp7FBX2o4rtYe6utF17zMY3N8PQ9PBZAkNy5qw9ryNOY8ll5XXbF6bQq7sUqnS/LLjFbD5JK2JUjQRtMdUR248NQwDwb5R9O/qwcDuXhzZ3ZNh/jpHw7Ima7NpU0cb3FVFyF8XAhh8E4iMAd4aoGEpQJNVUiQUwJcxO6x2RkbDie6WM3+oMc5h6KIsNrnZcaX2UFc3nvjqw4iMTCRW3wwADG//+SCGDgTwdzd+IqcAK9sgONvXptAru1SqNL/sdAVsPrBy2WNmEyU1HIeuCcetsgtdYPjNAas6zMDu3ozOI8XnQuNKc7Np06pWNLQ3Q3YXOZw5vBPs5V8Bo72ArgKSAtS2wjj548CiNcUdC5mXKIAvU3ZZ7fTWVIBJ3PpimfrYhmGASRzemoq5P+kSs9tKrSEEtn33SYSHxgGYVRY4ZxDCgNB0hIfGse27T+LsBy7KKdDKJgjO5bUp9MoulSrNLztcAStXyZrsQtPNzqdRFWo0DkMXELpzAnY1Ekdg3xErWB/Y2wctqs76e776Sqv+etOqNtQuqgeXSjg5PLwT7A/3APEI4K0E3JWAUIHBt8D+cA+M93+BgnhScBTAl6F8rHZyH4MaVee82ulbUAF3pQex8QiEZpbqAwNgmKsvjAHuSg98C5wfwNttpbZ/dw+GugcAYDJ9iQGMM0guGXpcw1D3APp396D5HYty+huZBsG5vjaFXtmlUqXE1gwDIrnKHlEhNGfVZE/mrw8kVtiHDgxknr+eqA7TtKoNFf4q++SvC2GuvMcjQOWCyZ3C3A1UuoDQMNjLv4LRtnpu6TQlTM9hjIHx5P9nkBQJkkuGpFDIaCd0NMpQ6monYK56pNa5zmS1Mx6KgUlszqudjR0t8K9sQf+ut62mOckqNLJbBpc5/CtbyiL4sdtKbd9rb0NoOthRVqqYxCE0HX2vvZ1zAA9kFgTP5bUp9coubdQkxWBVjIlr0OMaxlQdYwNBc5XdAQF7Mn89Gaz37+5FsHdk1t/jMkd9e5O14bRo+eu5GnzTTJvxVk4etCTGzJ+P9pr3a8zxKmGR0nMYM/8P4ymBuiJDkiVICjev2sqSlZZlGHBUila5owDeYbLZlCrJGkb7x6ClBs0uCb4FFdDVo692Bvb2QclTtZLU4Cc2EYW31gfGGQxhQI2qcFd4yib4setK7dHWrRIXQorCrq9NpmijJsm3tBKPcS1Rlz1RMcYQUGoroGu6bWuzzzV/vbGzFc2dbWhYXoL89bmIjJlBtbty5tu5Augh8365KER6TmKj8+SKOgdXZMiJAJ0rErjMkfxWSI3RnTB5nK8cdNaQbDalGsJA8MhYIm5nVhSnxjQEj4zBXeU95mpnQ0MVBgfH81IneGrwo8U0SIoE/4qWYwY/TqulXsyV2kxem5bVi8Blbl594Wxa0CyEAJc5WlbnvvqeqXJYxaaNmmQu0lbYYxq0uFmXfcYSjzbJFkmlRlWz/nq2+esLKszOpokc9rrFDaXNX58rb425Ii5UM21mKpFYMffWZP/YeUjPYYnPesYYuMwguRRzZV02g3Quc4BxTA3Uzf9NwbqTUADvENl0M/WvaIIQAkITAEN6EJ74txAC/hVNRRt/tsFPMWqpZztByOT+xVipzfS1aVrVivr2JgT29k3uP+CAIczVMxhIXLpunfOYMlEOq9ilTuchzjHTxlNrhd0B1WIio2EM7Emkw+zKJn99wWQ5x842VDaWWf31hqVAbSsw+JYZVKc+N8MAIiGg4TjzftnKIj2HNS9LBOrm55KZkipBckngkpn+Yn4/TQnUk+MkjkcBvANk28008EY/kPygTZ6nyXyJ5L+FgcAb/UUNRjINfpKTldhEBIrHBcWrwBAGAm/05a2WerYThGzuX8iV2myqCzHOseHSD5llJEcnYOgChoDZUIszeGsrseHSDxV1BZlWsUk5SzZRSpZ31KIp5R1tnIpgGAbGj4xZuesDu3sw1pNF/noiWG/saIWn2luEEZcQ5zBO/riZ5hIaNoNqnliRj4QAl9fMVc/lM21qeg5jYJIMJivm/5ckyPoEWAUgNVRZK+pckhJV3dIfzu6TRDI3FMA7QLbdTMMjIahR1cp7M4RhBe6MMxiGmX+ej+ZJ+WZNVsYmIDSBWDCWNlkRmj7nWurZNlvKpTlTIVZqc6kzv3htO/7uxk/gxXufwdD+fnMlXuaoX9aEU+fQyGkuaBWblItkwC5UDWrUTInR45rtK8UIXWD4YMBqmNS/pweRkQzy170uNHa0oLGzLZG/3gTZrRRhxDazaA2M938hZaNpyEybaTgu542mjAGsagFYdT24txKS12umvnCASwa4UMG1EBAZh1hQC8Prsn6X8tTnJwrgHSDbbqbJ5klcMnPezADesHabC03YtnmSNVkJx2EYSJSdZIABaDENbMpkJVvZBsF2as6Ua535QmxOJmQ+mprHrkZVaHHNDOJTFkrsRoupCLxxxEqHyTR/3VtXMVkdZlWb8/PX82nRGjMXPYdSj4wzMExuKJVcCiSJQ2pcA6n7OPDAfkDWAF2HEVcBXQMMA0YwADQtg9G4vAhPkNgdBfAOkG0302nNkzhDcleU3ZsnhYcnzMmKYV6etQJVBnDGzVX5UBTh4YmcHj/bINhOzZnmUme+EJuTCSl3aZViYhq0uAotmtx4Kmx7HkXHwujf02tWiEnmr+ti1t+rWbjACtbLMn893zg/eqnIGSq/SC4ZFQsqIFwymDxz5RfjXR+B8ZtbgPEA4KsGJBegx4FwEHD7IE7fUrR68MTeKIB3gGy7mdq1eZLQNOx56jWM942hqqUGHWecAC6nvwUjYxPWZGWmgJkxZk5WxnIL4LMNgu3UnMludeYJKTcsEXQlSzuqMRVaRIXQhW03nqbmrydrsGeSv84kjob2RjN3PbHptOzz1wtksvKLedXYbHpk1lRPrfzCmAFfbQXCmkjUVAemXbY5fi3EmVeDP7sVGHoL0INmek7TMjN4P35t8Z8gsSUK4B0g24Dcjs2TXr7/Wbx47zOIj0eTQ8H/3f5bnHreRpx87unW/by1PnOyogsA04NUQwhzspJjkJptEGynoNnptdRz5bRyosQ5kpViDF1PlHXUoEXi0HX7bjwVusDIW4Po39VjbTqNjMy+oCF7FDR2tFobTv0rmudn/vocpHco5ZBcicZHymSJRsYlzLnyy/FrIZacDBzZC4RHAF8d0LySVt5JGgrgHSDbgNxuzZNevv9ZPHfX/ya6wUrgiVKGsWAEz931vwBgBfG+usrJyYqqJzbsJjrA6QKMM3OyUneUJhqzyDYItlPQXA611LNVjHKiZP6YDNjF5Ap7VIXQdNtuPNViKgL7jljpMFZBg1l463xo6mgz02FWtaHuOMpfz1TySkxqh1KeCNQlmYPL5vduQSu/cA60dubnsUhZogDeAXIJyHNtnpRvQtPw4r3PQOgCkmsyAGYcYBKDHjdvf9dnTgOX5RknK0ayCk0erh5kGwTbLWguh1rqmcql+g8hU5mVYnToMd1qnmTnSjHRYAT9e3qx880BHHrlIAa7M8xfb6tLpMO0onlVGyqbaih/fTbT8tQlM/1FTgTqigQmUYdSYk/MsGNSn4MVcoNgLquRuaQfMIa8bXbc9dtX8dR1j4DxRB7gFEITMITAGTdsxqqPnGQ9TzNwi0H2KGBgMGBAi6pw+dxHDdyyea6FrANfDKU+roVmCIFHLrkPg/v60qr/AOYKVygwjoblzdh81+fK6opDLpx0XIuBMcAQBkRcg5rYeKrH9MlKMTZiGAZC/WPm6noiHWbs7eFZfy+Zv241TOpohafGgXtfhMipiksu0juUckjuZKAugSszbyjN+xjoXM2K319V6iHYGq3AO0guTXBKXXN7vG/MrChzlCEyDgjdvF/StKsH6uyrzNkG2Nm+lnZrQFTq41podqr+Q+zhaJNWa+NpIoddjarQYqotSzta+espDZMyqaglexQ0rmxB0yqzWZJ/RQsUj8Pz1w/vTKmjrpobNWtbc66jnmSlvszUoVQ2u5TO2KF0pg2lhNgYBfAO47TAraqlJrEiZgbrUxnCXJWoaqlJ+3k2AXOuqRbZvpZOe+2dzE7Vf0jppU7QwRi81R7UL2vGmo+djIblTVDDiY2nur0qxaTmrw/s7sHAngzz12t9WPjO41DX3oimVW1YsMRfXvnrh3eanUzjEbOTqbvS7GQ6+BbYH+6B8f4vzBrEp28oZeZm0kSQbm0qpQ6lpIxRAF/mMindWEgdZ5yA/7v9t4gFI2ASm5YKIXQd7movOs44YdrvZhIw26nRUqpSv+5OZ6fqP6S0Dr90ANvueBIwBBqOb4TskhCPagjs7cPTt/0GJ39uPVpPWFzqYQIw89cH9vQmKsT0YuiA2f14NtWtdWn116taarBgQSVGRibKb1FYCHPlPR4BKhdMFtvnbqDSBYSGwV7+ldkkKVFO2FxNT89TtwL1ZMPCRFBOeepkvshLRBEKhfDCCy9g6dKlaG+nTWV2kWnpxkLisoxTz9uI5+76X+hxDVySwBJVaISug0scp563Mefg1o6pFrm87lQqMZ2dqv+Q4ktWi9HjKnb99hXIHgmKxws1Ekd4ONH9FAbCwxPY+chLaHnHwqKfL+ZejKAVrPfv6sksf50z1B/faAXrjR2t0yei5bz3dPBNM23GWzkZvANgkgzIMpinFcyIgcf6IbW0p20o5bJkpbpQoE7mu5yipksvvRSnnHIKzjnnHESjUWzevBk9PT0wDAPf+c53cMYZZ+R7nCQh00Avm9KNhZb8O8mgVujm57a72jvnyYTdUi1yed3ttkHWDuxW/YcU1oz12KNxBPb1o+eVgzAYg6zE0n8HDO5KN4I9wxg6EEDDsqaCjlHoAqOHhnBkdw8GEjns4aHQrL9n5a8nKsSURf76XESDYLIMVrkATFEguRSznjoDuGRAMuLg4wMQnihQ66NAnZCjyCmAf/nll3HRRRcBAH73u9/BMAy89NJLePTRR/G9732PAvgCyTTQSyvdqEgAzELqjDNIXIKu6mmlG4vh5HNPx7s+c1re00pSUy1kN0u0OTebXckepaipFtmWzASoVOKxzKeSmfPN0RooCV2klXcMBcYRDcXgq5v5/JUUCbFQDNFgJO9j1GIaBvcfsVbYB/b2Qg1nlr/emGiW1NTZigVLG8srfz1TqSUaUyu/LFoEubnezFeXDECEAV2FoWuArgHxMIx4BIarsvzShwjJo5yip/HxcdTUmJsOn332WXzwgx+E1+vF+973PnzrW9/K6wCJyQr0JqKQvS4okgQDxoyB3p6nXkN8PArGeaJM4+SnoJlHyBEfj2LPU69ZpRuLgcty3v9eMtVipiZX5oYmjqZVC4uSapF83bkkzZjOwyUp7XW3a/6+ndit+g/JnVmPXSTKO6pQoyqEeuwGSp5qLySZQ1d1yK7px1xXdUgyh6faO+fxRYMRDOxNyV/vzjF/vXn+1V9PK9EoMUhuBZLMISkymMwhyTxRxcCAUb0C3MWBI3tgVPvT0mhgGEA4CDQtMzuPEkKOKqcAvqWlBa+++ipqamrw7LPP4jvf+Q4AIBgMwuVy5XWAZHKjZmR0AkIXiAajaUGqrmppgZ5ZutEAkl+KqZ+PwgBgACy9dKNTMc6x5D3L8PbLByA0kdK51YAajoPL5u3FCPiyLZlpx/x9O6LqP87EGADDgK7qVkqMlmU99vrj/ahuW4CRtwYhLZDBUj7MDBiIhWKoO64B9cf7sxpbMn99YFey/noPRg9nkb/e2WaVdJxPG6knA3WAS3xyM6nLLM/IZWnmEo3A5O5SziHWfw78N7cAwQDgqwYkF6DHzeDd7YM4fUvB6sETUi5yCuDPPfdcXHHFFfD5fGhpacGpp54KAHjppZewYsWKvA6QmIGe1T7bQCJIZTAMQI9p0ONAYG+fFehVNdVMXnpk1v9J/DtRF9mAeT8byyTf3xACB1/YD0mRYAgDhi4mnzo3JzgHX9iPd5/z3oIH8dmWzLRb/j4hc5Gcg+qqDj1mdjxVYyoM3YAQIqd0CMY51nz8FDz/vd8jPDwBd6UbkmKmAcZCMSgeF9Z8/JRZz+1k/noyWM84f90tw5+ov97U2TZv8ten1lKXXJJZpjFZnlHmYFzCTE2PMirRePxaiDOvBn92KzD0FqAHzTrwTcvM4P34tQV4VoSUl5wC+LPPPhtr1qzBkSNHsG7dOvDEh+eiRYvwb//2b/kcHwEQHgkhForCEAYk1+QhMz9cJehxDbFQFOER8wupbkl9sqGc+V/q4m5KYF+3pL5IzyB7meb7Jyc3umrujDW76ZlP2jAM6HE9bXJTSNmWzKRSicTJ0hoopWw8FbqZEpOvWtutaxZj3UV/i52/egnBnmHEQjFIMkfdcQ1Y8/FT0LpmeglJLZ7MXzdX2AN7+hAPx2Z49HSeGp+ZDpPYcFq/1A8uzzzBLgfTa6kfvURj3mupH78WYsnJwJG9QHgE8NWZaTO08k5IRnLeQXjCCSdg5cqVePvtt7F48WLIsoz3ve99eRwaSYqMhmHo4qirTIxzGLqwVmpj4zEoXtfkhqsZPmgVrwux8dm/0PIp0wo62WzsDA9PmJMbA+aq0NSgWRPm5GaGbof5Lt2YbclMKpVInMTKYdcSK+yqbm4aF+Y+m6PlsedD65rFaFm9EEMHAogGI/BUe1F/vN86X2PjUbP+emJ1fXB/P4Smz/q41S21VrDe1NmG6tbass1ft9JfElcmJUU2SzQqZupLSUo0cg60dhbu8QkpYzkF8JFIBDfeeCN+/etfAwCeeuopLFq0CDfeeCOamppwwQUX5HOM8563pgJM4taq1tRAzzAMMInDW1Nh3r/WB0+1F4pbQWQsPG0Tq6fGB9ktF3VlN9MV9Ww3dkbGJqzJzUx55Iwxc3IzNpHTeLKVTclMKpVI7MqqEiOEGazHNWhxFXpct4L1YnezZJxbpSJDA0EceHavWX99dw9GDw1l8PsMC5b60+qv++oqCj3sopu2qu6SrS6lkmyuqFsbSqlEIyGOlVMA/+1vfxt79uzB/fffj89//vPWz0877TTcddddFMDnmW9BBdyVHsTGI9BV3UxZYgZgMAghwDmDu9ID3wLzyyh1Zbd+WRMiwxPQVA2yIsO7oALhoRDqlviLtrKbzYp6ths7vbU+c3KjCwDTA11DmBtbUycrhS7dmE3JTCqVSOxgsqyjSKTETFaJMYRR0uDOEAZGDg2apRwTK+wTg+Oz/p6Vv54o5+hf0QLFW15FFqxcdc4guyTwRJ66JHNwWZ4x/SVtQykhxLFyCuB///vf4z/+4z9w4oknpv18+fLlOHToUD7GRVI0drTAv7IFfTvfghHV0i4NJy+H+le2WAF5cmX3ia8+jOEDAXOlzDAQZwyR0TB8CyqKtrKb9Yp6lhs7fXWV1uRGqHpKFRokVuYTk5u6ypzGk6tsSmZSqURSbJMr7DpEXIca06DF4tDjxy7rWAzJ/PWB3b2JoL03s/z1au/k6no55q8n9hxwzswKMB4FsisRsCsSraoTMs/kFMAPDw+jvn76BshIJFK2+YOllFoq0TAMMJlP7lHVzdrnRy2VyAwwA5MlItixF18MITCwtw/DwoDKGfwr5xZI5rKins3GzuTkJrUOvJEssek2V6BSJzd2Ld1IpRJJISU3nApNhx7XocVVaDEVelxkVdaxEGKhaCJYzy5/vaql1tpwWpb564lSjYyZq+uSKxGwu2QwKT1Yz2pVXQjaOEpIGcgpgF+9ejX++Mc/4rOf/Wzaz/+//+//m7YqT+YuWSpR8bog9MlmRYwxyF4XuMzTSiUmV5kNoaP++EboMc3qTiq5ZUwMhmZcZU7NCzd0M/Vkrnnh2a6oZ7uxMzWPPB6OwVungIHBgAEtqk7LI6fSjaTcpeavWwG7qkFPdCku9Qp7KBA0c9d39WSXv77Ej8bOVjQn6q/7FlQWYbRFkLKyblaCkSG7JFTVV8HwKOZVBMbT9hzkvP/gQFdK6UbVLN1YfxyVbiTEgXIK4P/93/8dn//857F//37ouo77778f3d3dePXVV/HAAw/ke4zzXnLVuKKhCrJHMSs/aAJc5ta/U1eNc1llnpoX7va5EAvH55wXnu2Kei4bO6fmkWvq0fPIqXQjKTfJU9zQxWQ5x5gKoQoz/7kEG06TDGFg9PCQtbrev7sHE4HZ89cllwz/ihY0r2pFY2cbGleWT/56shoMl8wNpnLKJlNzZZ2BMQOeai9Ccc1cWM/H8TvQZTZPioUTzZNqzOZJ/fvBf3MLxJlXUxBPiIPkFMCffPLJeOyxx/CDH/wAK1aswJ/+9CesWrUKDz30EFaupPbH+Za6asyAaY1Epq4aJ+8vyRpG+8egJVbskbgU61tQAV2dvP9MeeGccygeZc554bmUSsxlY2emeeRUupE4WXJ1HYaArgkI1UyH4eE4xoZCBS/nOBtd1TC4vz+xut6LgT29iE/Mnr/urvampcPUH18e+eupm0wll2SlwEiyBK6Yzy9tg2mijGPeCWGuvMfCQLV/ctbHPUC1GwgGwJ/datZlp3QaQhwh5zrwixcvxk033ZTPsZCjyHbV2FvrgyEMBI+MmfXRJW5+YBuAGtMQPDIGd5XXun8h88JzLZWYy8bOTPLIqXQjcZLk6ShU3exwqpolHa1yjokysp46DqHn1u10LmITUQzs6TOrw+zqweD+frOp2iyqmmus6jCNnW2oaatzfP662VgvsbouS5A9irXBdKZNpkW9KHJkr5k246uefFOlDtxXbd5+ZC/VZSfEIXIK4EOho7egdrlccLnK41KnXWS7auxf0QQhBIQuzA1PKRtYOePQ4xqEEPCvMGsqFzovPNdSiYXa2EmlG4kdTctdT9Zfj6lmd1PjKKvrRYx7Q4PjiWDdTIcZOTQ466QhNX89GbQ7Pn+dATyxum7uLVIgKxIkl7myzriEnDeZFkJ4JJHzXjPz7ZIL0IPm/QghjpBzCs2xVkuam5tx1lln4ZJLLjFrlpM5yXbVOPBGPzjn4BKHoQlgSmlFLnFwzhF4oz+nyi+5sFupRLuNh8w/jCVSYVQdQhOJlXUNuppsliRKGvMJTcfBF/ajf3cvxvtGMXp4KKP662b+erMZrK9yfv66lQaTqAojuc2VdVkx665PrQgDzGGTaaH46swNq3rcTJuZSo+bt/vqij82QkhOcgrgb7vtNvzHf/wHzjrrLKxZswYAsHPnTvz617/GRRddhOHhYfzkJz+By+XCF77whbwOeL7KZtU4MhoG4wzVzbUIj0xAi2lWaUXZo8BXV4F4JJ5z5Zdc2a1Uot3G41SGEDQRmsX0RklTOpsebXW9iKz89d29OPTifgx2DyQapB2bu8pjBetNna1YsLTRTBlxGjYZrHPOwBXJ3FyaSIHhMp+2sg7YMFifSfNKoP44oH+/mfOeugBnGEA4CDQtM+9HCHGEnAL4Rx99FFdeeSU+/OEPWz97//vfjxUrVuAXv/gF7rvvPrS0tOCee+6hAD6PMl01Tq6oc0VC7aJ6RIMR6KoGSZHhqfZCi6mQtGNXfuE+BjWqUl44OabU0qN6ovrPXEuPloNk3XUrbz2mJapHlb5RUlJ8IoaBPb1WdZjBfUcyyl/31lWg9Z2LrXSYmoULHJe/frRV9eTmUi6b1WAcGazPhHOI07eYVWiCgUQVGpe58h4OAm6fWUqSPuMJychVV12FYDCI//qv/yrZGHIK4F999VXccMMN036+atUq7NixAwDw7ne/G319fXMaHJkuk1Xj5Ip6anOjZBWayOgEuMzRtGrhMSu/xEMxMIlRXjg5qqmlR701ZhrWXEuPOpG12VRLWWGPxG1Rdz1pYnDcCtYHdvdi+K1ARpteJZcMxaNA8sjQoipqF9fj9H/9oHMm9AxmjXXGIbkzXVUHir4juNCOXwtx5tUpdeCDZtpM0zKqA0+IA+UUwLe0tODhhx/G5Zdfnvbzhx9+GM3NzQCA0dFRVFdXz32EJGupnVvNBk4SmMRgCECNxMElPmPn1uQKf2BvH5Q8dWIl5Wmm0qMAoHj4nEuP2l3aZlNVS3Q2TWw2TQTrpQ7YDWFgrGcYR3b1mJtOd/ciNBCc9ffM0o0GFK8Lrgo3ZI+Sto9Jc8kI9gxj6EAADcuaCvgMcmetrksMskuG7FYguxL56twB+eqFdPxas1QkdWIlxFbi8XjWBWByCuC//OUv49JLL8W2bdtwwgknAABef/11HDhwAHfeeScA4LXXXktLsSHFY3Vu9bmsFXhDN1fglRk6t6ZKrvA3NFRhcHC8pJvoiH0VsvSo3UxNh9ETwboeFzAMkchhL+0YtbhmpsMk66/v7kUsFJ3199yVHrM6zCqz/no0GMGf/ut38NX5wNj0oE5SJMRCMUSDkUI8jeyldTHlkL1KojFSsnQjm7/B+tFwTqUiSdl58skncffdd+Ott96C1+tFZ2cn/uu//gtf//rXEQwGsWbNGtx///2Ix+PYsmULvvCFL+Db3/42HnnkEXg8Hlx66aXYvHmz9Xh79+7FzTffjB07dsDr9eKDH/wgrrrqKlRUVMz493fu3IkLLrgA//RP/4QLLrgAwWAQ3/jGN/D73/8e8Xgcq1evxtVXX42Ojg4AwH/+53/i6aefxjnnnIPvfe976O3txZ49e7J6zjkF8H/7t3+LJ598Er/4xS/w5ptvAgA2bNiAu+++GwsXLgQAfOYzn8nloUkeWJ1b66sgu83L3iJRfUb2KNBiWtkEV6Q0Cl16tFRSN5sKVYOm6omA3Sy9aofVdSCRv763zwzY9/RgcF8/9Lg26+9VNlVbzZKaOltR07YAjE9OwAb390OSOXRVh+yaHsCbDeI4PNXeuT8JIYDBN4HIGOCtARqWHnMlmKVsMjUbI012MeWJgN2si2/evxyzYAgh0w0MDOCyyy7DFVdcgU2bNmFiYgIvv/yyNWF/4YUX0NzcjJ/+9Kd45ZVXcM011+DVV1/FKaecgl/+8pd4/PHHcd111+G9730vmpubEQ6Hcf755+Okk07Cww8/jKGhIVx77bW48cYbcdttt037+9u3b8e//uu/4oorrsCnPvUpAMCll14Kt9uNH/7wh6iqqsIvfvELfO5zn8NTTz2F2tpaAMChQ4fw1FNP4a677sqpYmPWAbyqqvjnf/5n3HDDDbjsssuy/oOk8NI6tyZW3VM5Nbgi9lGM0qOFlhasaxp0VUBTNeiJCa8hDAjDsEUQODEUQn+iWVLG+esMWLDEj6bONqsGe0X9seuv1x/vR3XbAoy8NQhpgQyWUmTegIFYKIa64xpQf7x/bk/o8E6wl38FjPYm6pMrQG0rjJM/DixaYzVEMpsicUhuGbIsWZvzuZwerAOAsMHEihBSfIFAAJqm4QMf+ADa2sxFyZUrJysq1dbW4tprrwXnHMcffzx+9KMfIRqNWkVWLrzwQvzwhz/En//8Z3zkIx/B//zP/yAej+Mb3/gGfD7zO+xrX/savvCFL+Dyyy9HQ0OD9di/+93v8OUvfxk333yzlXXy8ssvY+fOndi+fbuVFnPllVfi6aefxlNPPWUF+aqq4pvf/CYWLFiQ0/POOoBXFAV79+7N6Y+R4iiH4IrYW7FKj+bLjHnrqg49lgjWDQOGsEeKhWEYGHt72AzYd5tpMZnkryfLyqbWX3dVuLP624xzrPn4KXj+e79HeHgC7ko3JEWCruqIhWJQPC6s+fgpc9vXcHgn2B/uAeIRoLIW3OUDOMD1CUivPwpeXwNpyQngMgeXpRnz1ilYJ4QkdXR04LTTTsOZZ56J9evXY/369TjjjDNQU2M2Llu2bFnaCndDQwOWL19u/VuSJNTW1mJoaAgA0N3djZUrV1rBOwC8613vghACb775phXA79y5E3/84x9x5513YtOmTdZ99+7di3A4jFNPPTVtnNFoFIcOHbL+3dramnPwDuSYQvP3f//3M25iJfbgtOCKOE+2zcWKPr4ZyjjqcXvlrSfpqo6hAwOTK+x7ehEbzzB/vaMFTavasOzUZXA1VkGSc/pIT9O6ZjHWXfS32PmrlxDsGUYsFIMkc9Qd14A1Hz8FrWsW5/zYDAb4X58Cr6iAvHAJJIVDkgxI0MBFHBg9AuPVByFW3m6l09hhUkUIsS9JknDvvffilVdewZ/+9Cc88MAD+I//+A/88pe/BADIUz4XGWMz/kyI2ftepFq0aBFqa2vx8MMPY+PGjVAUBQAwMTEBv9+PBx54YNrvVFVVWf/b651bKmJOn/a6ruPnP/85nn/+eaxevXraIL7yla/MaVBkbuweXJHykE1zsUJLBuxCS1aEMcs46rp98taT4uEYAnv7rNX1wL4+s9TrLCobq9HU2YrGzjY0r2qbzF9nQF1dBUZGJvKW7tO6ZjFaVi/E0IEAosEIPNVe1B/vz/ozw2qKJHHIXhfkscOQ5VFIDW6AjcNQ40BEBQyRGLphVkg5spc2WhJCMsYYw7vf/W68+93vxsUXX4y/+Zu/wdNPP53TY7W3t+PRRx9FOBy2VuFfeeUVcM6xdOlS6351dXW466678NnPfhb/9m//hjvuuAOKouAd73gHBgcHIUmStS+0EHIK4N944w2sWrUKAKxNrElOa+hRruwUXJHylWlzsXxKrbkuVB26NrnR1BD2qbueFB4OpaXDjLw1OPv4GLDgOL+Vu97U2YqKhqpj/06eMc6zKhVp5a1zBsklQXYlKsK4JDApUWt9cBh8+E0YlQ0zb1iVXGZ98vBI/p4IIfOBEPO2POhf/vIXbN++He9973tRX1+Pv/zlLxgeHsbxxx+fU8r3mWeeiTvvvBNXXXUVLrnkEgwPD+PGG2/ERz/60bT8dwCor6/Hfffdh3PPPReXXXYZvvOd72DdunU48cQTcfHFF+OKK67AkiVLMDAwgGeeeQabNm2yqjfOVU4B/EyXBYj9lCK4IvNPJs3Fcn7slJV1PZ5Ih4mbpRytmus22WgKpOav9yaC9h6E+rPMX+9sRWNHa9b568WUFqwrklURhss8Ub4xPW/dSoPx1pobVvU4wD3TH1iPm7f76or1VAhxvgNdKQ26EpvC64+bNw26Kisr8dJLL+G+++5DKBRCa2srrrrqKmzcuBFPPPFE1o/n9Xrx4x//GDfffDM+8YlPpJWRnInf78d9992Hz372s7j88svx7W9/Gz/4wQ9wxx134Ctf+QpGRkbQ0NCAk08+edoEYC6YQQmGeVUOtdMZA9WBL0NOOK7J1XU9Wb4xPlkVRtgsWAfS89cHEkF7Jvnrrko3mjom66/XtzdCUnLMXy9ACk3awyfKNvJE6UZJMVfVuSxBkvm0YP2YhAB/4BKgfz9Q7Z884IDZ/jQYMDuDfvauebN6OBMnnKskewU5rge6wH9zCxALA77qxFWsOBAOAm4fxJlXOzaI9/uLe9XRaXLe8fTaa6/hiSeeQF9fH1RVTbvtrrvumvPACCHlbbIyjG6mwqR2NNVTVtdtJC1/fXcPAm8cyaj+eoW/yqoO09TZitqF9Wn11+3CqrPOGCQXh+xWJoN2ZXrpRrPWehbHiHOI07eYAUcwMHPAcfqWeR28E5IxIcyV91g4fULMPUC1GwgGwJ/danbfpXOq7OQUwP/2t7/FlVdeifXr1+O5557D+vXr8eabb2JoaAgf+MAH8j1GQkgZYIwBhkisrutmzfWYBqHptirjmCotf313L0YOBjLKX687rgFNHW1oWmVuOq0scv56Jhgz05+SwbrkUiDJkrW6PrV8Y95KNx6/FuLMq1Mu+QfNS/5Ny+bNJX9C8uLIXvMc8lWnX80CzH/7qs3baVN4WcopgL/nnnvwla98BWeffTZOOukkXHPNNVi4cCG+9rWvwe+fY4MPQojjTetomlhZ1+K6VRXGbsG6YRgY6xnBwO4eHEk0TBrvH5v19ybz183c9caOVrgrZ8jvtgHOGRjnkN0SZI8Lsls+aq31gh6f49eaq4LzdNMdIXkRHknkvNfMfDttCi9rOQXwhw8fxsaNGwEALpcL4XAYjDFs2bIFn/vc5/DFL34xr4MkhNjXrE2SbNTRNJXQdAwdCFibTft39yIWjMz6e64KtxWsN61qQ8Oyptzz1wvIXGFPdDNVJCgeBbJLgeSWwLiUFqCXZDLFOa0KEnIUhhCzF6Dw1dGm8Hksp2+d6upqTExMAAAaGxuxb98+rFy5EsFgEJHI7F+AhBDnSQvUNR1CM9NhhKZbJRzNVBj7NElKpUbiGNjbh/5dZrAeeKMvu/z1REnH2kU2zV9PBuucWbnrsksCV8yAfcaqMIQQ2znU1W2VgNZVswR03RL/9BLQzSuB+uMSm8Ld0zeFh4NA0zLzfqTs5BTAn3LKKXj++eexcuVKfOhDH8LNN9+MF154Ac8//zxOO+20fI+REFICVr31RK319G6mhhWs21V4OISBPb1WOsxwpvnrixsSG07NVfZKf3VxBpypRGlNKx3GI8NX64NwyWCyBC4nO5hO/goF7IQ4w6Gubjx982OIh6PwVPvgrTGbMA7uO4Knb34Mm6756GQQT5vC57WcAvivfvWriMViAICLLroIiqLglVdewQc/+EFcdNFFeR0gIaTwpjVHUjXoqm5WhEnmrNs4WDcMA8HeEatZUv/uHowfmT1/ncsS/Mub0JioENO4ssV2+evJEo5m7rpsVoVJ2WwKGKhYUImIMEvTUaxOiDMZQqBr6zbEw1FU+qutxpiKxzz3Q4FxdG3dhkUnL51Mp6FN4fNWTgF8bW2t9b8557jgggvyNR5CSIExlijdqIlEGoxm1V23Y3OkmaTnr/diYHcPopnkr/vcie6mZjpM/bImyC4b5a+zxEZTxs1upm7ZzFtPBOtTyzgKYUwrPkEIcaaBPX0YORiAp9o3ras9Ywyeai9GDgYwsKcvvXkebQqfl3L+5hJC4K233sLQ0NC0y7OnnHLKnAdGCMldWo31RKAuNB1BXWA8EISuicRqrb1X1pOS+esDuyfz17XY7PnrvvpKNK9KrK53tqHOZvnrqU2SrLx1RQJ3Tc9bz1sZR0KILUVGw9BVHd4aacbbZZeEaFBHZDQ8/UbaFD7v5BTA79ixA5dddhl6e3unBe+MMezevTsvgyOEZMbqYBpPpL6kdDC1AnXDgAtAPKbZenUdACKjE1azpP5dPRh+M4P8dQC1i+snN5yuarNV/rq1yVRikBQJkkuB7JLBFcpbJymEAPr3Ij4QAzQ30EQrqWUhg+PqrfVBUsycd8Uz/ZhrcXNDq7fWV6xRExvLKYC/7rrrsHr1avzgBz+A3++fdqmHEFI4LLGJUVd1K19di5v/GcfqYGrT09TMXx9F/25zs2n/7h4E+0Zn/T0uS2hY1mQF640rW+Guskn+Okupue5KCdZlDq5IANiUMo6lGyqxkQNdVi7zhKGBMRms/jjKZbapjEo9Ahkf18aOFtQt8WNw3xHIbjkttjIMA9FgBA3Lm9HY0VL4J5dKCErPyYMHH3wQP/7xjxEIBNDR0YGvfvWrWLNmTc6Px4wclnlOPPFEPPbYYzjuuONy/sPlanBw3PFfxowBDQ1VZfFcnG7a5lLNzFXXYhqEENnlqzOgrq4CIyMTJV2BF7rA0IEBK1jv392L6NgMl4SnSM1fb+xsRcOyZvvkr6cF7DJkj5Io4SiDcV7Q1XQ6X8vEgS6zmkgsDPiqIbm90GORyWoiZ15dfkG8gwPDjEs9ZnlcJ6vQxOCp9kJ2mSvy0WAELp87vQpNMaRMPsymUQpQpEml31+YDtaGENDf3gURGgGvrIO0cNXME688evzxx/HlL38ZN9xwA975znfivvvuw5NPPoknn3wS9fX1OT1mTgH8ueeei3/+53/Ghg0bcvqjST/72c/w85//HD09PQCA5cuX41/+5V+sJlGxWAy33XYbHn/8ccTjcaxfvx7XXXcdGhoarMfo7e3F9ddfjxdffBE+nw8f+9jHcNlll0GWJ7/YX3zxRdx2223Yt28fWlpacNFFF+HjH/942ljyNTMqhy9RCgiKL5mzDiOxsVTToccT1WDytbm0RAG8Gokj8EaflRITeOMItKg66+/56isT5RzNlJi6xQ32yV9nAGdmwC65JShuxexqWoSAfdpQ6Hx1PiHAH7gkUc/bDzAGWZagabp5eSYYMKuKfPYuxwS4syphYDhXU0s9HjXIzvG4Zjw5KLQpk49pJSoLPKksRACv7t2OyFM/gOg/AENXwSQFvOl4eM+4AMrKwpVB/4d/+AeccMIJ+NrXvgbA3Ee6ceNGfPazn825EEzGy1d79uyx/vdnP/tZfOMb38Dg4CBWrFiRFiwDQEdHR0aP2dzcjMsvvxzHHXccDMPAr3/9a1x88cV49NFHsXz5ctxyyy145plncMcdd6Cqqgo33ngjLrnkEjz00EMAAF3XceGFF6KhoQEPPfQQBgYGcOWVV0JRFHzpS18CYHaNvfDCC/HpT38at99+O7Zv345rr70Wfr8fp59+OgBzZnTrrbemzYzOP//8Oc2MCDmamTaYanEtEazrVqDuhM2lM0nNXx/Y3YuhAwOZ5a8vWpDIXzeD9gp/lW3S88yuphyMMyslRnHL1mbTknc1Jc52ZK8ZyPqqMa2sEGPmz4feMu9XDhsVpwWGNWZg2L8f/De32PpqQ1alHnM8rovXtmPRyUszS88pFCHMCVYsbE0+AJgdX6vdQDAA/uxWs/qNQyaV6t7tmPjZ12BEQ2AVdWCyC9Di0Hv3YuJnX0PFZ75ekCA+Ho/jr3/9Ky688ELrZ5xzrFu3Dq+++mrOj5txAP+xj33MLD+X8uV09dVXW/87eVs2m1jf//73p/373//93/Hzn/8cO3bsQHNzMx555BHcfvvtVnOoW265BR/+8IexY8cOnHjiiXjuueewf/9+3HvvvWhoaEBnZycuvfRS3H777bjkkkvgcrnw0EMPYeHChbjqqqsAAO3t7fjzn/+MrVu3WgH8vffei09+8pPYvHkzAOCGG27AH//4RzzyyCNUIpPMSTJfXSRX1DXdLNkYS9lgerScdQcwDAPBvlH078o2f52jYVmi/npnKxpXtsJT7S38gDPEWKI6jGRWh5FdMiS3DC5L01bYnXrsiI2ERxKr0DUz3y65zPre4ZHijqsQHB4YZlXq0ZX7cWWcp5eKLLYym1QaQiDy1A/M4L22efLYuTyA0gRjrB+Rp34AefmpeZ8ojYyMQNf1aQvC9fX1OHDgQM6Pm3EA//vf/z7nP5IJXdfx5JNPIhwO46STTsLrr78OVVWxbt066z7t7e1obW21AvgdO3ZgxYoVaSk169evx/XXX4/9+/dj1apV2LFjx7TusOvXr8ctt9wCoHAzIzL/WCvruoBQNWjqZL66IYSZBmPz+uqzEbrA8MGA1SxpYHfvzCXNplB8LjR2mLXXmzpa0bC8GbLbJvnrmCFgd5u116VEjj1VhyEF5aszU0j0uBnITqXHzdt9dcUfW745PDDMqtTjEgcf1zKbVOpv74LoP2CuvM8w8YKvFqL/APS3d0FevLpEo8xOxt+gbW2TM8Hvf//7qK+vxyc+8Ym0+zz88MMYHh7OatV67969+PSnP41YLAafz4e7774by5Ytw+7du6EoCqqr08vA1dfXIxAIAAAGBwfTgncA1r9nu08oFEI0GsXY2FheZ0Y2ueI/J8nnUA7PpVAmg3UdQhfQ4zo01SzdqOvm5lJxtGC9RK9r6nHNNARVoyoCb/SZq+u7ejCwty/z/PVVbWjsaEXzqjbULq4Hl+yzmpYM2CXOIHtdZodTRYbkMr+Up8bodj4X6HwtAy0rgYbjgCP7zVXo1INpGGbOcfMysJaVtq0mlbEMA0MWHrHlc/XVZVbq0VfnA2tpse1xnbWCTkVmkw9WUWfL4zSVCI2YOe+ya+Y7yC4Y4TGIUP4nJHV1dZAkCUNDQ2k/HxoamhafZiOnJbBf/OIXuP3226f9fPny5fj3f//3rAL4pUuX4te//jXGx8fx1FNP4corr8RPf/rTXIZlC/X1hdk1XQrl9FzmyjAMaHENIlFjXWg6tJgGXQhwA2CGAZlzwOcu9VBnVVtbcdTbwiMT6HntMHpfO4y3dx7GwL4+GPrs4f6C4xrQtmYR2tYsRtsJi1DdXGOb/HUAQCKViXMOxWNuODUrxcj2Gucc0PnqbOr/+xczP3diEMxXC0MwSEKFER4F81Wi4v/9C5TGowS9DqKF2xBSXAB0MFmZdrsRVwHFhcq2NsgN9ntPL1i/Ai8sb8aRPb3wVLinlXqcCEXR3NGKzvUrwDm35XHt/tMb+OPdv0OgewC6qkFSZPjbG/G+iz+A9veuMJ/LgpMx3tIOvXcvmMc37XkaoXFIrStRtfrk4ubm54hX1oFJCqDFzbSZqbQ4mCSDV+b/aojL5cI73vEObN++HZs2bQJgbmLdvn07zjnnnJwfN6cAPhAIwO/3T/v5ggULrJXvTLlcLqsc5erVq/Haa6/h/vvvx9/93d9BVVUEg8G0VfihoSHrbzc0NGDnzp1pjzc4OAgAafdJ/iz1PpWVlfB4POCc53VmNDTk/EoQjJnBQDk8l2ylVoPR1USQrurQkivrDt5cypgZvI+OTljNncaPjJnpMLvMco7B3tlXH7jMUd+eUn+9Iz1/XQAYzSCtppCsFXaJQ/YqUNwKJEUCXDLihoGYqgOqXtIx5st8Pl/LSv1q4CNXgT27FRh8C9zQIZgE+NthnL4FY/WrgcHxUo9y7jyLwBYsTqxK+6evSo+PAM3LMOpZZNvne9I578XvbnoMo32j00s9Vrhx0jnvxfDwhHlnmx3XQ13d+N1NkxV03FVuaHEdvbt68PAVP8cHrk0pU/mec8D++xYYQ0fQH/EjEvfA64qiyRsA8/igv+ccDCWfZwE05HECJy1cBd50PPTevYDSNH1CEh6F1LoS0sJVefubqc477zxceeWVWL16NdasWYP77rsPkUhkWkXEbOQUwLe0tOCVV17BokWL0n7+5z//GY2NjTkPBjBnJfF4HKtXr4aiKNi+fTvOOOMMAMCBAwfQ29uLE088EYBZj/6ee+7B0NCQlQLz/PPPo7KyEsuWLbPus23btrS/8fzzz1uPke+ZkRkY5fLM7aecnsvRWHXWU2usx1OqwTh4g+lUui7Qv7cP+17cj4Fdvejf04PISAb5695k/rqZwz5j/nqJXyLG0wN22aVAcsmQFCnRhda8n57B1QSnmg/na9lbuhbGcSeD9e9FhRxDUHPDSHbsLNWxzXetdsZhrN9iVqEJBmYuT7h+C8BK+JxnseiUdmy65qNWqcdo0EybaVjejLVbNmDRKe3p52IOxzXjJlFZMITAi/ceu4LOi/duw8J3LzX/1tK1eGvJ5/HSvc9geNCAEOaQFzS04ZTzNmLx0rW2PUZTMc7hPeMC82rIWD/gqwUSVWiM8CiYuwLeMy4o2NWED3/4wxgeHsadd96JQCCAzs5O/OhHPyp+Cs0//MM/4JZbboGmaXjPe94DANi+fTu+9a1v4Z/+6Z8yfpxvf/vb2LBhA1paWjAxMYH/+Z//QVdXF3784x+jqqoKmzdvxm233YaamhpUVlbipptuwkknnWQF3+vXr8eyZcvw5S9/GVdccQUCgQDuuOMOnH322XC5zDynT3/603jwwQfxzW9+E5s3b8YLL7yAJ554At///vetcRRiZkTsxVpZhwGh6lNKN2oQurNLN84kLX99d+b56966Cqv2etOqNtQtbrBV/jowGbBzzqH4jh6wizI6nmSe4Bxo7YSrocpcmS3lW7hQtdqPXwtx5tUpjx00H7tpmSPqwAM5lHrM4rgWqg58VhV0VrWZ9e5/shfxiVp46iXIEqDpQGBC4Omf7MWmlo7i1qWfI2Xlaaj4zNcn68CHx8AkGVLryoLXgQeAc845Z04pM1Pl1MjJMAzcfvvteOCBB6CqZkDgdrvxz//8z7jkkksyfpyrr74aL7zwAgYGBlBVVYWVK1fi85//PN773vcCmGzk9Nvf/jatkVNq+k5PTw+uv/56dHV1wev14qyzzpqxkdOtt96K/fv3o7m5Gf/yL/8yLTj/6U9/ajVy6uzsxLXXXot3vvOd2b40ZdFMxemNYdLSYJIdTBOBuqbqMMowWAeA6FjYqr/en6y/rotZf69m4QI0dZjBetOqNlQ2VtsuL3yySkx6SozkktMC9vnI6ecrmc4Wx7QYTXwc3Ik1a0KA9e9F9dQV+CkybhKVg4PP78OT1z2MyoZKgDFoUbOcMZc4ZI8CGAZCgyF86IZP4Lj3tOORS+7D4L6+tNV6wIwBQ4FxNCxvxua7PlewVety6sRaCDkF8EkTExPo7u6Gx+PBkiVLrFXv+awcvkRt8eWRocmmSMKsta4m/yuPpkhHY+WvJ4L1gd09GOvJMn+9c3r+ul2klXX0mFViZJcMrsxcJWY+c9L5SjJT8mM6QwdRS7l2hi2klCsZ3NAgmDzjlQxDCCtorvBXQ49pEJoAlzkkt4yJOQbN/bt68N+XPwgAiAUj0OKJjrDMbFDnTnwX/P3tZwMA/vvyB6F4XVA80zcbq1EVaiSOv7/97ILVqy9UAF8u5lSIuaKiAmvWrMnXWAg5pqMF61pMhVAnN5iWS856qmT99YGUFfbIyOybh8z89RY0draheVUblp1yPEKRuP3yFpnZf4FJDEqyDrvbTIkBJgP2Mjy0hNiPw2u128qUKxnM7QVikRm7ziZTXGRFxtjhYWgxbTLAdstwV3nSUlyy1djRAm9dBQJ7+wBmXtFM1hVWYxrUgSD8K1vQ2NGCt17ozrzePSkJ+3RSISTFUYP1qAqhlXewDgBaTEXgjSNWsB7Y2wc1Ep/199Ly1zvbUHdcSv46g7mSksHjFAPnDIxzyG7JWmWXFAlgjAJ2QkqpzJr4lMwMXWcZ54Ayc9fZyGgY8XAcajgGGACTeKLLPaBFVWgxFS6fOz9Bc+LD1dwZhmkftt7azOrde2t9cx8LyQkF8KTkUjeY6qpu1VrX42YJx3KrBjOTaDCSlg4z2J1h/nrbAjStarUaJlU22az+egpz0ykDlyUoyUoxbgmMS9axNaz/QzIiBNC/F/GBGKC5gaPk1RKSlfnUGbaQsryS4anxQIuqMIRhdYFO3pVxCXpcgxpV4amZ4ZhkYGBPHyIjE6hqrEZ0PGp2CU+s8CteF9xVHkRGJjCwpw+NHS2oW+LH4L4jkN3ytBz4aDCChuXNaOxoyWksZO4ogCdFN1PpRrN8Y/nmrKcyDAOh/jFzw2mi/vpYz/Csv8ckjob2RjR2tqGpsw1NHS3w1Nh39cP80uHpeexuBVyWABgpq+zle6wLKiWvdsLQwJgMlo8KIWR25b75snklUH9cIgf+KB1Em5aZ9yNHl+2VDCOxHs7Mz8WpQbPZ8dRI3C97kdEwdFVHZUMlPHUV1hVtLic2sQqB0GAIkdEwGOdYu2UDnr75MYQC49Pr3fvcWLtlgyM3f5YLCuBJQbFEB0yh6dDj5ubS5Op6OZZunInQBUbeGjRX2Hdlnr8uexQ0rmxJpMS0wb+iGbJ7+mYiu0huPGUSg+wyg/WZ02LK+3gXRRZ5tWXDLkFzoUor2gnnEKfPUqv99C3lNWnJxWzvySyvZESDEcgeBVokEVhL3MpxEboA52agHQ1Gchru1LSYqZtT1SlpMYvXHrvevZNKSJYjCuBJXqTVWU8t3ZjoZmoIAZFMgynz+E2LaRjcdwRHdvdgYHcPBvZkmr/uQ1OHWcqxsbMVC5b4bVd/PVVapZjkxlOXND1gt/4PyYss82rLgl2C5mmlFWvMIKwcJ05lUKu9oDJ5T2Z5JcNb64PL54bL555WJUZxy1aVmFzzznNJi8m63j0pGgrgSdambjAVmrDqrOuqbgbq8yRYB8xVk4E9ieowu3oxdKAfQsskf70ukQ5jbjitarZv/jowmRJjVYpxyWalmESuJgXsRTLfKoTYJWieYeIEwFxZLdeJ0/FrzedjhysfdpLpe3KGKxkG9wJqdMYrGakBds2iBWYZyUSddsktY2IwdNS880w6t+aaFsM4L1ipSJI7CuDJUU1tiGQkA3VNQI+pkykw8yANJskwDIQGgtaG0/5dPRh7O7P89frjG63upk0drbbOXweQKO2YrBRzrJSY0g5z3plPFULsFDTPt4lTUqKDKEnI9j055UqGEQsBTJrxSkZqgD0xGILHx+FKdD+dGIweNcDOpnMrpcWUDwrgCYDpq+qRsTAio2FoMRW6KiY3l86TVfUkoQuMHhqy0mH6d/ciPBSa9fes/PVOMyWmYXnzjM0w7CYZsEtuyex2mmigBMapUoxdzKcKIXYKmufTxIkcXS7vycSVDNa/FxWzdGJdvLYdm/5pJV669xkMDxqICfNu/gaGU87bOC3Antq51VtjrqgP7juCp29+bMbOrZQWU3wvvfQSfvzjH+P1119HIBDA3XffjU2bNs3pMSmAn2dmzFVP1lmPaxCqBmPwIDQWRViVgfql8+pyaTJ/3SrpuLcXajiD/PVan9nZNLHCbvf89aRkaUcpselUccvgLhmMTw3YKWK3jflUIcROQfN8mjiRo8v1PZm4kuFqqAIGx4++CHKgC0sO/hDHnRZGf8SPSNwDryuKJm8A7OAbEAf81qq9IQS6tm5DPBy1OrfGwyq4zFHhr8JEYBxdW7dh0clLKS0mhRACfa+/jYnhCVQsqEDL6oXgBY5zwuEwVq5cic2bN+OSSy7Jy2NSAF/Gss5VP7wT7OVfAaO9iCTK0qG2FcbJHwcWlWfH3bT89d29GOrOLH+9urVuMh3GAfnrFsYgyRxcSq3Fnh6wA1QpxtayzKt1NDsFzfNp4kSOrpDvyZT0HFbjR3MtAxCDmcrqn5aeU+jOreWo+09v4I93/w6B7gHoqgZJkeFvb8T7Lv4A2t+7omB/d+PGjdi4cWNeH5MC+DKQtqquJgL15Kp6prnqh3eC/eEeIB4BvJVgrhogHgUG3wL7wz0w3v8FxwfxhmEgFAhiYFevlRIzejiD/HXOEvnriRX2zjbHdJ9j3KwUI0kcis+FqoZKoMIFxqkWu6NlkVfraHYKmqm0ouNksrEza4V8T2aZnlPUzq1loPtPb+DRq36BWCgKX50PkssHPa7hyJ5ePHrVL3DWbZ8qaBCfbxTAOxSDkVhJTwbrGvTURkjZ5KoLYa68xyNA5YLJsnSyG6h0AaFhsJd/BaNttaO+nJL569aG0909Geev+1c0p9Rfb3FE/jowGbBzziF7FTOP3ZXYeAoDniovQsnue05hl/rfdpNFXq1j2S1optKKjpHNxs6sFPI9mWV6TqE7t5YTIQT+ePfvEAtFUZ1yxZx7XKhuUhDsH8Mf7/4dlp62rODpNPlCAbxD6ZrZMU1oYu7B2OCbwGgv4K2cedbvrTRvH3wTaLTvDnUtpmFw/xErWA/s6UM8HJv19zw1vpR0mET9dVkqwojnLpnDziUO2etKVIkxA3ZzImfeTwhj2qF1BLvU/7arTPNqncxuQfN8K62Y7QTaBhPuXDZ2ZqVQ78ls03MK3Lm1nPS9/jYC3QPw1fmmpbsyxuCr8SHQPYC+199G25rFJRpldiiAdzArf32uImNmcOSunPl2rgB6yLyfjcTGo+jfk9hsursHg/szzF9vqbWqwzR2tqK6pdYZ+etIbZ6UvsJuTjjSA3bHs0v9b1J6dgua50tpxWwn0DaYcKdt7GyoSmzsjINLHBUNlZgYDB11Y2dWCvGezDI9p9CdW8vJxPCEmfPumjn9VXLL0McimBievUu6XVAATwBvjflBK1SAu6ffLhIfxN6jXNYrAsMwMBEYTzRLMoP20cNDs/5eMn89mbve1NkKb21FEUacH8nmSWndTpO12IHyzWG3U/1vYg/zJWgutExXyLOdQNtkwp3c2CklN3amdDOVXRLc1d78bezM93syy/ScQnduLScVCyogKTL0uAbucU27XY9pkBQJFQucEx9QAE+AhqVAbSsw+JaZ8z511h8JAQ3HmfcrEqELjB4eslbXj+zKMH/dLcO/osVKifGvaIHinX6y2taU5knJWuzTup2WWbw+jZ3qfxNSLjJdIc92Am2jCbe5sTNmrkoLI7EqzQADUGMa9KEQZK9i342dWaTnTOvcOhGG0DRwWYZU4Ttm59ZsFGQzcJG1rF4If3sjjuzpRXWTMi3dKDwWRnNHK1pWLyzI35+YmMChQ4esf7/99tvYvXs3ampq0NramtNjUgBPAM5hnPxxswpNaBjwVsLgHkCLmcG7y2uWkizgCavFzfz1gd29OLIri/z1ai8aO9vQnEiHqV/qnPz1pMla7BJkt2vmWuzlHrBPZaf634SUg2xWyLOdQNtowu2p9kKLqmYKiSJNBmoM4IxDaDq0qApPYnXaljJMz7E6t17/C0wc7oVHjsElCWhhjolhN1zVVTN2bs3Goa5uvHjvMxja3w89rkFyyahf1oRTZ2gqZWecc7zv4g/g0at+gWD/GHw1PjNtJqYhPBaGu9KD9138gYJtYH399ddx7rnnWv++9dZbAQBnnXUWbrvttpwekwJ4Ylq0Bsb7v2DVgTfiYbMsXcNxBakDHwtFMbA7WX+9B4P7ByA0fdbfS+avJ1Niqludk7+eZG08lTlkj8vKY2cS1WK32Kn+NyFOl+0KebYTaDtNuJmBxO7NGTcrmhu9WeJ+NpZhes7ihiF8cM1f8eLOOgyP+xBTGTg34K8ex6lrDmFhwxCA3ALtQ13deOKrDyMyGgIS28vUcBw9rxzEEwcC+LsbP+GoIL79vStw1m2fmqwDPxaBpEho7mgteB34U089FXv37s3rY1IATyYtWmOWihx6E14pjpDuylsn1tBAMK2c4+ihzPLXFyz1W+UcGzta4atzTn5aUurGU8VnVoqRXTKYRLXYj8pO9b8JcbpsV8iznUDbaMIdHYtC9ihQw2ancbM2uvmxYegCjDMoHgXRsWjBx1JwiYnZ4gUBLDoT6B8KIxLl8HoEmupjYOMBIMfUJUMIbPvukwgPjQOMTdsgGx4ax7bvPomzH7jIUek07e9dgaWnLSt6J9ZCoACepOMcaGyHUlcBjEzkVJbOEAZGDg+hf5fZLKl/dy8mBsdn/T3H56+n4JyBSYk8do8LUiJoTy3tSAH7Mdit/jchTpbtCnm2E2gbTbjNjZ0uuH0uRMej0JJ9LxiD7FHgrvJY93O8lIkZ4wzN/njKjXNLXerfZXYmBwAu8xlTkYa6+9G/qxfNBcobLxTOuWNKRR4LBfBkzrS4hqH9/dYK+8CeXsQnMs1fb7VKOjoxfz0pWS1Gks167C6PkshjZ+VV2rGY7Fb/m5AkG9Q6z0rqCjnzAGoUEBrAZUDxTF8hz3YCbaMJ97SNnTHNLLEoc0huGROB8bxs7LSFAqYu9b1+2CpNOVMqEuccQhPoe/2w4wL4ckEBPMlabCKKgT191gp7YF9/RvnrVU01ZjpMomFSdWud4/LXU1mbTxOr7LJHmWGVvbRjdDy71f8mxAa1zrOWXCHv3Q3oGiDiVrlBcBcgyeYKbeoKebYTaJtMuK2NnTc/honAODzVXrh8CrS4jonAOFw+95w3dtpGEVKXJncUTP85KS0K4MmsQoPjZipMov76yKHBWc9exhkWLPGjsbPVrBDT0QrfgqM0inKIyZrsZi77TJtPaZW9AKj+Nym0QtVGtwvOIZa9B/zgnwGhA5JkFimAANQIoEsQy94z/TlnO4G2yYR78dp2bLrmo+jaug0jBwOIBnVIioSG5c1Yu2WDozZeHlMBU5daTlgILkvm4pw0/fgZugCXJbScQKvvpUIBPEkjNB1vvbAfrx4YQOBgAKOHhzPKX5dc6fnrjSudm7+eKq0mu0eB5FHKv4kSIfNJoWqjpyp1yo0Q4PtfAFw+M3VGjwOGbj4HlxfgMvj+FyBOO2f6uLKdQBdwwp1NPfLFa9ux6OSljq9ffkwFTF1q6mxDfXsjAnv7zOZHsmRtBk5eca9vb0RT5xybYZGcUQA/z+mqhsH9/ejf3YtDL+7HYHc/DH32gNRd7UVTZysaV7aguZWh3g/wyjqz2ZODPyAZNyvGSJKZy55spDSva7ITUq4KWRs99W+UOuUmOfaqekByA9EgoMUB2QV4qgE9ZvvGaIe6uq0VdV01V9TrlviPuaLOOJ97t1W7K1DqEuMcGy79kFlGcmQCQhdW2hXjHL4FFdhw6YfKa0LkMBTAzzPJ/PVkdZjBfUegq7Pnr3vrKtB24nFm0N7Zhpq2OrC3XzPrxu/qnfxiqm0tSN34gmHmjnQuMcieRIlHt7nKThVjCCljha6NDtgn5SY5dl0GxgbMgD2ZAx8eAyrrzNtt2hjtUFc3nr75McTDUXiqffDWSNDiOgb3HcHTNz+GTdd8tHzSYnJRoNSlxWvb8Xc3fgJd9z6Dwf391sSpYVkT1jqskVM5ogC+zE0Mjpu113f1oH9PD0bemj1/HYAVyMoeBWo0jtrF9Vh/yQcmZ9uHd5qdW+MRwFsJuCsBoQKDb4H94R4Y7/+CbYP4aZtP3TIkl3kqUMUYQuaJQtdGn0vKTb756gBDAKNHABgAlxLjMQAtav7cW2XLxmiGEOjaug3xcBSV/mqr8IHiMVMbQ4FxdG3dhkUnL53fq8EFSl2aF6lIDkUBfBkxhIHRt4esgH1gdy9CgeCsv8cTOd2KR4Grwo3/n70/j5PjKu894O85Vb3NPppdq61dlmxsY8vgBRswNuAAiSGXhIDB4QI3CTfkfUNyk5AQA7nATbi5wAvZCAiMIUDALAEcjAMYG2HJK7YsWautdfZ9pveq8/5xunqZ6Zmp7lHPdI/O9/OxWz39THV1TXf1c576Pb/HDgcIBG2ctB69ZgUtJs6OMHxikPbNXeC6uvKejEHDqrwvphA0BGFqBPHYvXooVBV8yL1BSp7Fo5HFGAyGinujlyu5cV3oP0xyIAHpEHSdB7181xbdvOo6WjaT3R8BUmg5jevouCpj4LleRl8YJNxUV9TOMNwUYfSFQQae611yuUwpmvxa5oKQItUgJoGvYZxUmoEjfTmHmOfOkZxa2H891BjWk00zDjGx8Ri/+IcfU9dahxCzTz5WwCIxlSA+EdM/GHoexs7pynuxL6ZIg3586HnoXJ5LbNLKbz7NVdmNLMZgMAClV9RLbRgsV3KT0TJPqzRC2IjzoZfvP6qr7tLK+L9b5I3VzD3Wf3TxVdzz3LAbG4vipBwizcVnhNhBi/iEQ2wsWvZzlEM5mnyD4XxiEvga5OD3n+SZex+l79kzvvTrDZ1NGe917b/evHZVQSVj6Fg/li1xUg52cPaJ1kk5WLYk3BTRP4iN6y+m0By2kDIAzpSOWyI8WYwMWATCQQIh2wxSMhgMc1OOBV8pDYOlLhBm6OVFKAKJ2PnRy0dHQUho7obpkYwLTUYDb4egfpW2k1ysBr4CDbuRljqsgNa8B8Kzv5/SSZ08L+VkVaPJN1QDJoGvMYaO9/OfH/zm3AECVl3Uka2wd+1YQ33b/P7rbRs7aFqzitGTQ1irbETe2AaFIjGVoHVDO20bO/QPI836xOymtGxmJm7mxB2Zo/J0PpjRfBoIa092PcnVDFIyGAwLkFdRV+OD9Mc6iCXDRIJxuiKDiPAcFnx+GwZLWSDk6+Ub2yGdgMQ0KKHvTw4tTi/vLSbsALStz0xizVTeA2H9fG56cRr4zAJExaOFxzK1uAVI/mRVO2QXFJ+UUsQnYks6WdVo8g3Vgknga4xgJIgVsLKVdyto0bGlJ5usd27rIVhfJKmeByEll91+NXv/8b+IjkwTagghZYB0MkViKkEgHOSy26/OnYzaL4aW1TB0UmveZ34xxaagfYOOO49km0+DVnby6czmUyOLMRgMvtm4mxcueheP7nmQkSGF6+r8eFX7Gq6+80bWz5Vw+mkYLEVyc+6QrlrbARg5DU4S1xuBaQUhMode3i8Fi4kO7f3usciBP0B2AXLqlMW+I7sYGQ9k1wermru4ZutJ1pe5AMmfrDqVmaxqB3XFOz4RW/LJqtWsyTdcWJgEvsZoWt3Kb+15D33PniHSWs+qizqyg4UWw+rL1nPt772Sp+99lImzI6SmkwhL0Lqhnctuv5rVl63PBUuJuup27UIzNaI17zJTkY9NQTCirSQXe0ItUmW3QzbCsoo3ny73sBSDwVBTnNp/nAe+cJjkdAvhNgvbgrQDg9MuD3zhMDf3bF+cFMKv5CY6qqvvqZh2i5GWbi5VSlfHp4YhEClf4lLBgT8A9B3m1LPD3P/4RpIpSTjkYocUaUcwOBLg/sc3cot1irVlLkCqabJqtWryDRceJoGvQbouWUPH1m4m+8b1cIXzxOrL1tOzay0jzw9iu4q0FKy6uKN4ZWPdZahX/A/tRjN2TmverQC0b1iUD7yuskvskJX1ZfdVZa+GYSkGg6FmKJBCdOZJIQC7Xp0/KYQfyU2kOSdrsQL6qqaArEuMk9aPL0aWWKGBPwBqaoR9BzpIpiQNdU72omzAVtiWw1TUYt+BDtZMjSDm39ScVIudYTVq8g0XJiaBNxQgpKRtcxetrfWMjk7P7xm/7jJtFTn0vG5YjTSXPok1v8oeCRIMB7FCFkLOUWUvRrUMSzFUB+ZKjMEH+VIIhCAVT+GmXaQtscOB8yuFWEhyk3+OK+bs5QUsViG4cTfO+isZ2PsIsYFhIp1tdF77EoQ9dyrgxypxoE8xMhEhHHSK7n446DAyEWGgT9G1tfzdrwY7w2rT5BsuXEwCb1gcUpZsFSmEQFgCy7YIRIIEIovQslfTsBTD8mOuxBh84kkhLNthbGCCdCKddWaxQzZ1rfU4qSWSQsTHIRjW5zEnlbF5lFpO4zraQSYY1nGLoLj14dE5ZSh+rRJjVgcuNraIUSytsEWaBBFiVsei9r8aqDZNvuHCxbzDDEuCN0gpWB+kflU9TV3NNHa3EG6OIAM2SpXpGFPKsJTF4rq62ezYXn3rnj/5kuE84F2J6T+mm/Qa2vVt5koMJ/Yv9x4aqohISx3KVUz0jZGOp7R8z5YIKUjHU0z0jaFctTRSiLpWCNZpxxk7rBN3J61v7bD+ebBuUS4xnvXh4JFzCCkIRAIIKRg80ssD//u7nNp/vGj80NFeApEgDe0NBCLBrFVifnyktQFZV09aWZn9zrMBc9KklYWsqyfSOr8jWq3gafLbt3STiiWZGpoiFUvSvqXbWEgalgxTgTdUDCkFwpIEwgECkSB2KICw8qefngfHmHKGpZSDqexWN+ZKjCEfHzKqjq1duK6L67jZadSuq7QkwhK4KQfXdenY2lX5/c1ziVGt6+gfgERcEgq7dLWDmBpclEuMp/ePjU/jpl0SE4ns1QYraOGmnQK9f6lWiZ3be2jdvIahQy62PY3wfOYRKDtEPFlP++Y1K0pWUi2afMOFi0ngDeePrJ5dEqgLEggFsEKFw5TOu81jqcNSysFo7KufcsfWG1YePhfbg0f6kVIihMBNzh6I5zXUDx7pr7zuOuMSc+ZfPsW+n7UyMlmH6wqkVKxqjHLNZbD2Te8oe/E58Fwvg4d7SUWTKAXSkvpzoSCdSCOSMHi4N6v3L9UqsUBWErUJh11skSatbOIJSbApvCJlJRXV5JteHsMCmATesCj86dkruAPlTFMsBVPZrQ2W6kqMobopYbEdG4viOg5CCFSR7lAhBK6zdHaAp4baeODpnSQnJgnbCeygS9qRDE40cv/Tq7l5qI31G8vbdnRkmsRUXCfvttTNsK6uwEtb6qr8VJzoyDRQnlXi+t2buPl3t2U99RMZT/2OdqE99Y2sxD/miq/BByaBN5RMdqBSyCaYGaikdew+XWPOJ0vgb2wquzXAUlyJMVQ3JS62w00R0vEUSimskK2T2oysBAFu2iEdTxFuisz3rOeFrGQlBQ3r1yDSCSyhEEpg26FFW1rGxqdRjgtCS4OUmztJCylACJTjEhvXCXxZVokn9nPRC59jw0ujs6favnAE90RH9Sef1VD1Nld8DT4xCbzBF0uiZy+XCvobm8pujVDpKzGG6qfUxbbwRp3qanvWd91DZe6L2ec2P9aKpcTPkqwEwojMVCkBi7a0jLTUZa4oZBrv81+mqwCFtGQ2IS/ZKjFv8SSaO+huEUBCP5HqqI0rldVQ9TZXfA0lYBL4lY7rlufTLsCyJdKyCEQC2MEl0LMvBj/DUsrBVHZrg0pfiTFUPyUutuPjcexwgFTUxU05CEtqWbgC5bjaqSUcID4eL9iMX2vFUuIXM93Tz2Ii0lI3e1EzEyGyCXzJVom1fqWyWqretX4cDUuKSeBXMqefzpuUmqkotKwuOilVCH3SlpYkWBegsb0RUR/K+BGrpdGzL5aFhqWUg6ns1g6VvBJjqH5KXGxHWuoI1gUJ1QWJT8ZJJ9K6KCEEdjhAqDGcjfPwrBWT0TjhpjoizTqp9awVZ1oI+o0vd7qn78WEEgiJnurqqtkDoWTmcZU7v3lWid724xN6++1bumdvv5avVFZT1buWj6NhyTEJ/Erl9NOIn/wTJGMQaYBQA7gpGDqJ+Mk/oV7xPxAbXpTVsgfCQeyQjRW09eS8xghT3hfahYyp7NYWlboSY6h+Slxs58tEmtetwkmks5NYrZDN9OBkgUykVGvF/Pj6jiacRJpkNIW0JfUdjUznxZcz3bOUxUR8IoYdDqCmk7hFGnZlZtESn4gV/Ny3VWItX6mspqp3LR9Hw5JjvtVWIq6rK+/JGDSsAjukE5hABNm2BruujrpTD9Owqp6mnlYaOpoJNoQXN1BpJZOp7NK1WR/TqSF927XZNBRVI96VmM3X6luTvF8YZBbbhOr0YjsV1xLCVFzfn7HY9mQiwboQ04OTAATrAgBMD07OkomUYq2YH28HbMZPjzB2eoSJc6OMnR5h/PQIVsDKxufvy9TgJKl4Ctd1ScVTTBXZl5mLiUA4gJC6R6mho5FkNMH+L/4clRk2F2mpQ1pWkdRdowBpza7we8ep65I1XHTtlqxl5Cy8xVN0YvYXiLd4attQnVcqs1XvYPHHraB+fCmq3rV8HA1LjqnAr0SGnteymUgDWDYyFEaGQgQjQWxbYacEYvwgzsQLUL/dVNn9YCq7hqWgGlwwapkSZVSlyETydeoKSMdT2Yq9HQ7M0qnHxqIko0lS0QQoMhp73UOUjqdIJ1IE60LZ+Jn7kpxKICxRdF9K9Wn3hlYp18UKWujm0ozjDgpnsUOravlKZTVVvWv5OBqWHJPAr0BEYhIZrsNe1UUgHMC2XWwVh9QUaioOTho1NQLTI8u9q7VFJTT2BoNHNbhgrARKXGz7lYl4OvX4eCyrmfeSYDtkE2oMF+jUw81hbVPpquxsDPD6jSycZJpUPEW4OTxrXwYP9xJwFSkp6Ng2e19KbXr1hlZJS6IchbBE1pBAOdqBZtFDq2q1B6Xa+pxq9TgalhyTwK8QvKmBdsgmsG4dwY46pDWBSiuIJQoHlRgdncFQXVSLC8ZKoQKL7c7tPURa6xk8rCUy0rayFfVULEkqlqRjW09Op650dVsXu9Usn3lt5agKGkchJ1lpb29kaGiyqKSx1KbX2FgUIQVN3S1ER6dnNezWtdaTjCUXP7SqFq9UVmPVuxaPo2HJMQl8DSMtgWXb2JEggVAAK2QhpIVaVY+wbVT/scKuejDOKflUk1yhmvbFsLRUkwvGBUiptpBA9m+k8u/PyLS9xtHUdBInkZ61CWnJoo2jfii16dVL+GXAomV92yz5TzqewkoX18CX6nlfk1cqq7HqXYvH0bCkmAS+RpG2pKGjCSuoJ6AWeLNXY0Wh2qgmuUI17Yth6akmF4wLjFKcXAae6yU2Ok1DZxOJiRjppJOtqAdCNqGmCLHR6azuPNs4OkePkVJqzsbRhSjVpz0/4W8I2QTCgYL9KOZy4x2fkhc3tYqpehtqDPPOrFkEwrZwXVXcNSbfOSU2AWO9+tY4p+TkCv3HIBiBhnZ9m5ErcGL/hbkvhuWhmlwwLiBm2jwCJKMpAOqLOLnkdOcRWta30bK2labVLbSsbaVlfRuR5ghOKqc7zzaOKoUMWlhBGxnI3AZ1Yr+YxlGv6bV9SzepWJKpoSlSsSTtW7pn+dHPcrmZmkLFpkhNTRV1uYHc4mboaC+BSJCG9gYCkWB2cXNq//Gy9ruqMQ5WhhrCVOBXOtnsvhYmMS0B1SRXqKZ9MSwf1eSCcQEx0+axWFNqvpNLoe48QCBSuOBKJdIFuvP8xlEcBZZAepOsz1PjqG+f9kzszb+7jUf3PMjIkCLh6tNKR7vg6jtvLEj4S/W8NxgMS49J4Fcqs5riMhKageMXdlNcNckVqmlfDMtHtblgXCCUavNYqu58qRpHvabXBTmxn4te+BwbXhqlP9ZBLBkmEozTFRlEvHAE90RH9juhVJtKg8Gw9Jil80pkZmU3EM4Mcgrr+4mofjxzafiCoprkCtW0L4blo8QBRIbzQ77NowxYCClAaHtFGbBQriqweSw2bEnNM2xpZuNoy7pVNK1upWXdKlrWt2k5TaA8DXzJ5H0niOYOunsEF29I0N0jEM2zvxM8uZAdnNumMl8uZDAYlh7zjbASKaWye6GRL1coxlLKFappXwzLi5n2u/TMtHnMf0ipojaPpejOvYp9fCIGShEIBwg1hHQDaaZi33pRx6zG0YpQ4ndCvlyoGDNtKg0Gw9JjJDQrkWxlt1lfgk/FwXVAWroKbwW1TdaFWNmtJrlCNe2LYfnZuBtn/ZUM7H2E2MAwkc42Oq99CcKujdN0yXaDy4xn85iOZSwVLamTdgWu4+q5GkVsHv3qzkt1iqko+d8JxZjxnVCqXMhgMCw9tfHNYCgNr7IbG9fOM04yN0DECkKkqTYqu5XwRq8mi81q2hfDslPcsu/ovJZ9ynUZONzLyDxTO5eCWrQbjLTUEawLEawLzWkL6cXNxK/u3KvYe8cmPqGPTfuW7qU9NiU2SlfV4iOPWlskGgyVRKi5TGoNZTHX5LwlxXWR//I26Duik3ZpkVda0l9S3Vtx3/3losmhEMw7BXBJqLQ3ejV5ry/RvlTF39VQlJl+5DOTpZnyDO93vMRQOS7CksuSNJez79WAcl2+9d4vMXS0j/r2BpxEWlfeLYkVspkemqJ9Szdv/MzbF50klpp4lvJZ9bVt10V++b2Zq31FhvtNDGq51ts+U/CdUE0Ls2ral3Ix5+DS6OhoXO5dqGpMAn+eqYoPpusi/+WOnMbdsskm8E5mImD3Ntx3312dCfxcDjpeVfp8aYKrafrpEuzLsv9dDUXJJZK9BZZ9oOUKU4OTsxLJmUlzqC5IIpo8r0mzn8SwnH2vJnLHMVG0yrxciw+/n9WSktoyz6vVUPUue5FYTed4zDm4VEwCPz9GQrMS8U5YTZ0QmwQnkZPQBCIQadSPV6M94VJ6o1fTqOpq2hfDklKqZV8xj24pJYFw4Lx5dPtNDGvdbrBqJC5lUMoUWSDbKJ272jehr/Z1bZ73ap9vm8oKUbYnfTVdZTUYKoBJ4FciXsNSQ7uuOqTi4KZB2rqJVbna5aIam1iNN/rKp8qqYstNbsLn3JZ98YmcZV+lk+ZSEsP8fVdo/3Q37SJt3QA6c9+rkfW7N7H2yg0896NnmOwdp7Gnme23Xoqs4ubhspPajbt18aOGPn9lvd9nXW1o1lcbMhOujbOTYSVQvWcoQ/nkNywFwhCc0bSUrmJ7whLdEgw1hqmKzaJwwufsRGqmZV+pCX8plJoYevseH48Rm4hpX3WlEJlhReGmSNXbDRa72nDwB09VdQV+UYu4GrvaV/L7fSmv4ppihGEZMe+0lYhnTxidYJbQzrMnbNtQnfaExht95eJVxfqPQTCirxAFI9mqGCf2L/ceLgv5fuGu0sODElMJUvEUbhG/8Ep6dJeSGHr7HmmtZ6JvnFQ0iXKVtk53Faloksm+cSKt9UtuN6hcl/6DZ3lh71H6D55FzTG0zrvaMHS0l0AkSEN7A4FIMHu14dT+40u63365kAYtlfx+X6o5KCf2I7/8XuTX3o/89l369svvvWDPY4alx1TgVyK1bE+Y743eGIJ0Iif/sUPGG71WWcqqWI3hWfbd91ffZPjYgB4ilOlZEUJQt6q+wLKvkh7d5VT3p4en5t3mQo+fb/zq98uWoVQBpV61qWVKfr8vxVVcI9ExVAHVdVYynD9qdbKjN1ZeShg8BiOnYPSsvh08Vvi4oSrwVe0004H9IRQCXe0WkJkSOiMkk/AH60JMDU7qSr3rkoqnmBqcXJRHd6nVzr5nzzA9ODHvNqcHJ+h79kzJ+1IOpVTUS73aUE3kX7UpNkV2Sae8Vphi73c13/u90ldxZxYjAmH9fRQI6/uJqH58jqs+BsP5wlTga41SNHc12LBUQHbUuci7b6gmfNvYmd6GOfEqwcp1aNvYWdSPfGYleKZ7SnIqgbDEot1T8qudVsjW+5JpSrVC9qxq59H/eha8/LHYx1Pp/47+17P0XLq+rH3yS6kV9Ur2ElSaah20VClKcguq9IRrY7RgqBJMAl9LlNMAWGMNS9nqhutC58aMhMbRw6jsEEwOXbBSi2qjJBu7EidBXkjkV4KllMhIsODxuRoS1+/exLqrLmbwcC+B8zSJNV/OM3S0f5acp76toSAxTMbyq5xzZfAz4ypDqY2di5GhqHSagb2PEBsYJtLZRue1L0EssWtNLVtgloP3fl/Qk77SElJTjDBUCSaBrxUuFM1dfnVDSt3kmI+pblQFJeuHK10Vq2EWUwn2PLrP93AYJ5nWUihve0qhhCKdSBfErd61nqf/3WvaUxQm8aogrtKUehzL7SU49d0f8OieBxkZUriuPk2tav8eV995I+vfcFvlXmARfCe1i6AaBjl5+PakL9Pz3hemGGGoEkwCXwtcSA2AprpRE5RsY1fLjdUVJr8SbIeE9lLPSGjscGBJGxKV6/LzT/0nickYQsrM31Yn5kopEpMxfv6p/+R3vvx7CCnZ/ppL+a//8z1S0WQmLG8FkflnoC7I9tdcel72bb5EstSKejkylFPf/QEP/P1PSSYF4bDCtiGdhsF+eODvf8rNsORJfCUHLZU06bXaqJSE1BQjDFWCSeBrgQtJc2eqGzVBWVXjSlbF8qimiqEfvEpw/8EzuGkXJ+lkZStW0ELakq5L1i5JQ2L/wXMMH+8HQNpyVlXaTTsMH++n/+A5unetRdo2L333K3jo0z/KWkjmI6Tgpe9+xaKHIvlJJMupqJciQ1HpNI/ueZBkUtDQoLKn4kAAbFsxNSV4dM+DrLvt1iWX01SCkie9ViOVkJCaYoShSqj9s8yFwIVUlTbVjZqgbP1whRura7FiKKTkopds5sxjJzKVdwthCZQLqVgSaenHl2IR0nvgtG5atWTRKytSSty0S++B03TvWgvAVXfcAMC+LzxIciqeHeQUbAhzze/emH28XPwmkuU2dq7fvYl1V25YUNM+sPcRRoYU4bAqWkcJhxUjQzqu62XXL+o1LzdLZrFZq4OQlqgYYTDMh0nga4ELqSptqhsVQbkuA4d7GTlPzY6L8iKvUGN1ORXDaqjWK9flhUeOEYgEcR1dgVeOrsAHIkGkLXnhkWO8+K3XLdm+zVSz5/+8GFfdcQNXvuWlPPejZ5jsHaexp5ntt1666Mp7qYlkWY2dJ/ZjPfRFejxzgFMBeH62OUBsYBjXhblekm1DIqHjap1FTXr1y1JMZa7kAqHWXd4MNY9J4GuBC60qbaob55X8qrRyXIQlF12VrjYbu3IqhtVSrfeSpfr2Rq15j6ey1o3e/UUnSz7puXQt0rZw0w5Ys/92ynGRtkXPpWtnPSZtm0tuu+K87k85iWRJjZ0lmANEOtuQUmveA4HZm0qnde4W6Ww7r8dgOai4xWb2uE9DIAIBS68Oz6cpw1IsEGrN5c2wojBLxVrAG14UqtNV6VRcVxZScX1/JValN+7GfdtncH/rE7i/cZe+fdtnTPJeIjMH2zR2Np23UfFetbN9SzepWJKpoSlSsSTtW7qXXB9b6lCeUgb+VBovWbKDFgIIhAOEGkIEwgEEOllyUkvjR961Yw1tmzoBz4lG20gqV+EktQNN26ZOunZUdiHhkX9sijHXsfEaOy+6dgtdl6wpnryXOJCn89qXsKpdEI+LWW4/SkE8LljVLui89iXn4ZUvL7MGeqXiOtlOxYFFTnr1jnt0DJJxmOyH8T59m4xBdHzxg5C8BUL/Me1k1tCubzMLBE7sX3gbBkOVYyrwtcKFWJU21Y1FUawqLaUkEA6cNx3rUtjY+aGUiuGi9L0VuCS/GD/y842Qkpe979Xc91ffJDY6jeu4OR94KalbVc/L3vfqJfv7VvTYlGgOIGybq++8kQf+/qdMTRW60MTjgmBQcfWdN62IBtasRO7QaezgNMJJknUjsoLEk/W071hXXmN132HoP6KTdZSe8eG5HTmJzBWQI+WbMlxIrm2GC5raP9NcSBjNncHDRyK5JDpWKmtj55dSrBjLPi4n9iN+/kX6jw4Qi0EkAl1bOlEve8eiFtCL6ieoAOt3b+I1H3kT+/c8yNCx/qy8qH1zF7vvvHFJr6xU9NiUYQ6w/g23cTNkfOC15l1K6OgSXH3nTUtuIVkphJTsvrWTB559lqkJQThs5RYr0y7B4AS7b+0sbyE3NQLxKVAu2PlDy4SWbaWT+vGpkfJ2/kJybTNc0JgEvtaocFX6fDc7GnxSSmXXp7azlkfFl0opVownHzle+nE5sZ8z//Ip9j3dysjkRlxXIKVi1ZNRrnnuU6x99/vKTuLz+wkmBya0dEYKlKtIxVOE6sNL2k8A1XNlpaK9FmWaA6x/w22su+3WZZ/EWlFcl4vGfsAtV/Wz78gGRsYDJJK6WN7RnuKarSdZPxbFdV9TegEpNp6Zrj3H70mpH4+Nl7fvF5Jrm+GCZgWdcQyLpRLNjgYflNJsVUrTXRVJMxaDH6eYUqwYSz4ursuZr97D/Xu7STo24ZCLbbmkHcHgeD337w1xS8M9rP2L8i/Jr9+9icveeDX79jzIZN+4t/Yg2BjmsjdevSyfv2q4sgKlebWXxCLMAYRt17xV5LxkqtjrL46wbssA/UNBYnFJJOzS1Z5EpEX5Vey6Jr0SUDl5Vhaley6Qlo4rhwvJtc1wQbOsCfw///M/c//993PixAnC4TBXXHEF73//+9m4cWM2JpFI8PGPf5wf/vCHJJNJrr/+ev76r/+a9vb2bMy5c+e466672LdvH3V1dfz6r/86f/zHf4ydVxHZt28fH//4xzl69Cg9PT383u/9HrfffnvB/nzlK1/h85//PIODg2zfvp2/+qu/4rLLLqv8gagCZlrwheqCJKLJ2hraUSLVYCFYSkJeqraz2qQZ5eDXKaYUK8ZSj4s69xz79iqSaZuGeic3wMdW2JbD1LTNvr1J1px7DrH2krJf59PfehTLkjT2tCAQKBTpeIqnv/UondtXL/nnryo+HxkqckXAWNbOTV4VWwjo7kgWPr6YKnZ9G4QbIDYJblon62Q08K6j/x1u0HHlcKG5thkuWJb1zLR//35+53d+h2984xvs2bOHdDrNO9/5TqLR3KXrj370o/z0pz/lk5/8JF/+8pcZGBjgve99b/Zxx3F4z3veQyqV4mtf+xof//jH+fa3v82nP/3pbMzp06d5z3vewzXXXMN3v/td3v72t/OXf/mXPPTQQ9mYH/7wh3zsYx/jD/7gD/j2t7/N9u3beec738nwcO17+i7EzKa+QDiQbXZs6GgkGU2w/4s/Ry3GFaDKOLX/ON9675f43vu/wn/+9Tf53vu/wrfe+6UldR8p1QWjJG0nOflBsC7E1OAkqXgK13VJxVNMDU4uudVjqZTiFJNvxdi6oZ2WdatoWt1Ky7pVtG5op76tMatrL3Zc1DzHZeDgSUYmQoTD7hwDfFxGJkIMHDxZ1uss+Px1NhFpihBuChNpiizb56+cz4dyXfoPnuWFvUfpP3j2vO+vL2eZUsmYA9C1WTdVTg3p267N58fKsFbJr2IXYzFV7O5t0LUVgnVgh3Ql3k1nNPEh/fOureUn2Beia5vhgmRZK/Cf//znC+5//OMf56UvfSnPPvssV199NZOTk3zrW9/iE5/4BC996UsBndC/9rWv5amnnuLyyy/n4Ycf5tixY+zZs4f29nZ27NjB+973Pj7xiU/w3ve+l2AwyNe+9jXWrl3Ln/3ZnwGwadMmHn/8cb74xS9yww16SuCePXv4b//tv/HGN74RgA996EP87Gc/41vf+hbvfve7l/CoLD1L1exYLVTNiPBSm63KabqbIT9ITiUQlli8/CCPSlRqS3WKydf7e1aM+czUtZciy4glgriuxJaZ6uAMbOmScC1iieCsx/xQbZ+/cj4f1eKpXxbVZg7gutB/mORAAtIh6FqGfalkFTv/ykd8GupaQEidwCfjEK5ffIJ9Ibq2GS44qkoDPzk5CUBzs05QDhw4QCqV4tprr83GbNq0idWrV2cT+KeeeoqtW7cWSGquv/567rrrLo4dO8Yll1zCU089lV0A5Md89KMfBSCZTPLss8/ynve8J/u4lJJrr72WJ598smKvt1q4kJodl2xEuB/yE3KlMpUiR19SDoRnJ+TlNt1l5AeDh3sJnOfm5EolbqUmteXo/f3KMiIbtyLtH5NOpwgU8SNPp1ykHSCycWtZr7WaPn/lDsQqZ0FcTRKdqrGszeuHmVZphLAR53v4kB8qLS+amWCnE/rc1b3l/L3WaluYGQznmapJ4F3X5aMf/ShXXnklW7fqL8KhoSECgQBNTYXNLG1tbQwODmZj8pN3IHt/oZipqSni8Tjj4+M4jkNbW6Hmrq2tjRMnTpT0OmYWUmuButYZyY/3GjKyRC/5qWutq8nXl8/AYX+J4eDhJah21mcS8tg4xCb0l6PX1GUFIdIEVgBR36r/Fj3boH0D9M1TFevejOjZNrtQLCj4uwqx+PfqQonbq/6y/CsZ8fGFk9rEpEN8PIoQ0LWjh1UXdTDo6drTiexiSNkh4hMxOrZ007Wjp+B1C0vSvXP+v3PXJWtYtambwcPnsGWStLJxlUQKF1ukiaeCdGzr1rKOMo7prM/fDBb6/Hk/Ox+fzfzPB+gG4Hw7zpmfD+W6PLpAwv/oF3/O+qsLF8Sn9h9n/56fM5K38Ft1UQe776yBin2lOLEfkdcPI0IRSMSy/TDq9Uss6dm0G/X6v0A89EUYyqtid29G3fAOxGL3ZdNu1MWZBHt6VJ8Pu7ed30WcJWFNFSzMMpzPz6rBUDUJ/Ic+9CGOHj3KV7/61eXelUXR1ta43LtQMquu38ojW7rpe+4c4fpQ9kvYtiyUUkxPxenevpod129F1nj1YsRVKMclVBcs+lpknSA5lSDgKtrbK/u3VKuuYrypDffMIX1GlxZIoZPxdAImBpBrd9C866rsl1rq136f6a9+EHdqEBGMZC89q2QMWddA/a/9PoHOQonN8V8c4Wef/TGDxwdwUmmsgE3Hpk5u+oNXsem62VVj13XpPXCG6ZFp6lfV07Nr7axj5bou373nF6RjSVp6WnOJWzBAuD7ERP84T97zCy5/9WVlvWcSF7UTCAXAVUWncKZiDnYwQM9F7dm/06v+6NXc+8dfZPrUWWyZyrSBCtJugHBrE6/6o1fT0TmH/GgBXvXnb+br7/08QyNRlFKZmTYWQgSpX1XHq/78zWVve67PH7Dg58/7Wx155sycf6tS8D4fuIrxMyOkE2mUUgghsEM29W2NKEdlPx9nnz7F2KlhGlY1EAjM/jppaK1n7NQwyb5x1ly2HtDvx5987D9ITMX14iVo4yTTDB/v5ycf+w9+4+NvLvq+XMko12Xyq/fgpKKIVd25c3CkHhWuQ433Yz1yD41XvXxpr1K0vxJ11ctxzhzEnRpFNrRirb3k/O5D54UnZ6nFPMFQfVRFAv/hD3+Yn/3sZ9xzzz10d3dnf97e3k4qlWJiYqKgCj88PExHR0c25umnny7Y3tDQEEBBjPez/JiGhgbC4TBSSizLmtWwOjw8PKtyvxDDw5OzxmzXAle89Tp+/DffZax3jHBzhFAkSCKWJD4eI1gf4oq3XsfIyPRy7+aiSUmBsCSJaHKWThogFU8hLEFKCoaGJiu7M66LcDKNft6bxnvvZO47jsvw0GTusm/bLrjy1xE/34OaGsWbjki4gfSVv8542y7I2+9T+4/z47/JVMmb66hrrSMRS3Lu4Fm++Sf/NqtK7rcy2n/wLP1H+wg2hnGc2c2KwYYw/Uf7OPTwkbKuZAS7m2lZ38bg0T4aOuSspHZqdJqOLd0Eu5uzf6fmwGku7T7GvsE2oqlg9tCEAmku7T5Gc+A0Q0PlOe6Mj0dxRQAsC+HmfcClxBUBxseji3q/FHz+Znqdz/H5y/9bebavi61ip6TASbuMnR3JuPlJhBSgIBlLkTo7Qqgxkv189L4wRCqRItQYIp12Zm/QEqSTKXpfGCK0uhXluvz4k/9JbDKardi7rkLYFnVtDUwNTvLjT/4nTVu6qra5uiKcO4ToPQ7hJsh8nmzbyh3TUCNu73GGDzy2PFKfug36P4AV8D2wXAihk/dazROWmkoX0WqdZT1DKqX48Ic/zI9//GO+9KUvsW7duoLHd+3aRSAQ4Je//GX2ZydOnODcuXNcfvnlAFx++eUcOXKkIPneu3cvDQ0NbN68ORvzyCOPFGx779692W0Eg0F27txZ8Dyu6/LLX/6SK664osTXVJv/rbtaN/W1b+kmFU0yOTBJKpqkfUs3N//FG1h39aZl38fz8V/HNm0hGJ+I6UrqjPdjfCJG60UddGzrqfz+9GYuHTd1QiBCgRtDIKJ/Pj2K6j2c+53j+xGP3gvShuYeaFmtb2UA8ei9qOP7s7Gu47JvT567UCjjLhTKuQvt2/NzXMdFKTi5Tyf7g0d6EZYkEA4iLMng0T5+/Dff5eS+49ltR0e1xKVYdRy0xMVJOURHo2UdG4Tk6gWcYq5+x8tASP07jsvpr9zDrw63IKSgsT5NU2OKxvo0Qgp+dbiF01+5B5V5raX85x1H5Tq0beykpaeRpo4ILT2NtG3sQLluwXFc9OcvlmRqaIpUbO7PX/ZvlXHoaexsIhAJFv1blfJf+5YuXNfVshlbJ+9CCIQUSFviOi6u69K+pQulINyck/8Auo8jMa1v0fIfaVuEm+tQCvoP9TKygIRt5IVB+g/1Lvu5Ykn/mx7N9MPM0QhtBcFJoaZHl39fzX+L+q+W84TlOFaGuVnWCvyHPvQhvv/97/MP//AP1NfXZzXrjY2NhMNhGhsbeeMb38jHP/5xmpubaWho4G/+5m+44oorssn39ddfz+bNm/nTP/1T/uRP/oTBwUE++clP8ju/8zsEg/pk+Fu/9Vt85Stf4W//9m954xvfyCOPPMJ9993HP//zP2f35c477+R//a//xa5du7jsssv40pe+RCwWm+UVv5KpZLNjtVDRyY6l4jWxNrTrBqtUPOOLbOsmVuVqWzuviTXPdlI1dtI/HMoNV2lLICYLfeBLaQTt3N7D/i/+nNjYNK7jEp+I6zNoZpKpk0oXNC8uZkiU3+bFUpxi8r3aG/O82kERVizKqz17HCMCOXoGmU4CCpICkkHC4Zbz4hKzfvcm1l65ged+9AyTveM09jSz/dZLkTMmfBZrNPVsXxfbiD14pB8pJdKSqLQLlkRkVF0qo4WXUjJ4pJ+uS9bkPPUPncYOTiOczLFBoKwg8WQ97TvWZT31q6lht6oww4cMBkOJLGsC/2//9m8AvO1tbyv4+cc+9rFs4vwXf/EXSCn5wz/8w4JBTh6WZfFP//RP3HXXXbz5zW8mEonwG7/xG/zhH/5hNmbdunX88z//Mx/72Me4++676e7u5m/+5m+yFpIAr33taxkZGeHTn/40g4OD7Nixg3/9138tWUJT63hey+3tjQwN1dhlPtf15ThQscmOpZL/pR0IQ3DGF3d6xpd2xnby1Fg3+x5qZ2Q8kDWtWdWc4ppLLdbbOdvJWclSKo5KK1ACAuGCZGnguV4GD/eSiiVB6eZOIQRKgZNI4yRh8HBvNkktd0hUqa41fpPaUrzau0pM4GNjUZx4nIgc04sqaZHNalMJ7PQgcbdl0UlnsWNz8AdPzTo2lbSdjI1FEVLQ1N1CdHQ6q4FHCOxwgLrWepKxZPa1CinZfWsnDzz7LFMTgnDYwrYhnYb4tEswOMHuWzuzC4mVMh34vGOGDxkMhhJZ1gT+8OHDC8aEQiH++q//uiBpn8maNWv43Oc+N+92rrnmGr7zne/MG/PWt76Vt771rQvuU03hM6mtefLs1/Sl6ADMY79WkcmO+ThpOHA/jPdqicuuW8Ca8XEr9Us7Osqps2Huf7ybZEoQDrnYIUXaEQyOBLh/bze3vHiatZmKfTZZmp4ikByDdBLHE4bbQdKBlmyyFB2dIjEVR7kKK5jbTyFASAsnmSYxFSc6OqV/XsaVjPPlL14sqa2kV3ukOYyVjpKWikDesdFuQTbphIOlokSai1ROfVLKsalkFdt7z8iARcv6NtLxFG5ay2nscIB0PIWVzkuwXZeLxn7ALVf1s+/IekbGAiSS+hTT0Z7imq2nWD8WxXVfs2KmA1eEIraNSkb0VbkLfSqswWAoSlU0sRoqRIlJbc1yYr/+4svYr2E166p2xn5tromK3tWG884v7kY+tAfiU3hyAu77O9wb7oTr7sjFlei1rMIt7Du0mmRS0JAnEwnYCttymJq22HdoNWvCLQjQyVJnkKEj57BCSRxsFAKBwnISxCdGad+6ms7tPRy671e6EXKOBEFIiXLcgqSwJIlLhf3FK+nV3tk8yaqGaQbH6rADzqx1VjwVpKNlms7m8ppYSz02laxi5yfYDSG7oNG7aIKduSq0fg2sbXmMQ6damYiGaaqLs2P9KLK+cBhZVUnYqo0Z3ugqMQXCMsOHDAZDUUwCv1IpM6mtOQp04R15uvAwXW2hWbrwivOLu5EPfFZ7kFsWuk/chdgk8oHP4kJhEl/CxMCB8UZGpuoJBxMIUZikCgHhQJKRqXoGxhvpWqvr0C/ZfIIfHAkxPBnR0pnsLwSIBNO8ZPMJBBBprkdYEuUqPNtAD6UyP7Mkkeb6guf1eyWjVNlHqUlt5441tG7sZuiI9moXVk7mohyHeCpI+9ZuOncULtj86PFFfIxrdpzj/sc3MRW19JUPS1/5iCckwaDimh3nEPGx4u+JBSj12FSyil1ygh0dhUSUU+fC7Duyk5GpelxXIKXi4Klprtl6kvWr4/NOB142CVs1khk+JPoPU28nmEiHUMsxidVgMFQ9JoFfieQltTR15KQZMqylGhNLnNRWkhJ14RXFSevKu+uAHcyTxEhdSUsnkQ/twX3JWwrlND4nBsbG4zh2HRGZ1BKdfC2262AHJHG3jth4PHdsJvoRcgMgyG9nEGhnESb6oe8wdauaCDWESUzGtGTCktlBXq6jdeWhhjB1qwoTePB3JaNU2UepSa2Qkt2//zoeuOvrTE1MErYT2JZD2pHE0xGCLY3s/v3XzR4m5EePX9fK+jVxbgn1se8Z/R5LJPTh71iV4ppLh1jfHscts8Gw1GNTLMmWdYJUPHVeqtglJdiRZk6di3D/U1tJpm3CwTS2dEm7ksGJBu5/ahu3cIS1keZZz1FRCVstk5kKG2xv1JawtdSHZDAYlgyTwK9EMkktdU2zR74JoX8+vERJbaUpURdeUQ7cr2UzXvU3HyH0z+NTOu5Fry183Mco90hLHVY4TNruyGradZexgEBIa9qdnHRCTY2w70AHrhK0tyZJOwKlBEIobEsxFbXYd6CDNVMjdG7fRse2HvoPnsFNuzhJJ+tCY4dspC3p2NZTtja5VNlHOTrv9bs3cfNdb2b/ngcZPdFLPOVghSzad/Sw+84bZ/nd+9bjZ3oV1qePse61TlH3H9rKbzAsRxIzM8lOTiUQljhvVWy/CbZyFPuOrCeZtmkIJ3OyLsvFDieZigfZd2Q9axw1ezhwpSRsBoPBcAFgEviViGdPaDUXf9wKaqnGUiS1i8CPvKFUXXhFGe9Fl8skrguHznTm9MBrB5BIwMnElU6BdKJjHSKdwLvcoOwQ8cFJ2rd0ZJPsgT7FyESEcNApup4IBx1GJiIM9Cm6tuaquonpOJGWOoQUKFeRiqcI1YcXVdUtVfZRrs7bT+JZsh4/r1dBTA7S3ZLXqzC5+AbDciUxlbZ99ZNgDzx3mpHpBsKB1IxrPPoCTjiQYmS6gYHnTtO1ftd52S+DwWAwmAS+5vDlob0CPIX9yhtK1YUXcL4depp7AMGjR9ey78hFJNK21p0LxU9/tZlrtr7A1ZteyMSVzizpRJ3EtiCdShMfTc6STsSsDlxsXCfBaDRE2sklhralqAslcAkRs/TE4plV3XQijRWw6Njas+iqbqna6sXovBdKPMuyYSyhV6HSx6bYa10u29es+09IZq4GqWzfNkJgBySJmCzL/cdgMBgMc2MS+BrCt2a3xj2Fs/KG6Th2JEjAslCo4pZ6perCPSrh0LPrFh79f/fw0MENuEoghYuQKuNUEuChg5vBCvDiXbeUfWzW797Ezb+7jUf3PMjIkCLhepZ9gqtnyEQirQ24dpiJjDmKkCp7aNJpmEiHCDWGibQ2FGy/UtrkUrTVlXQrKduG0WevQjnUamNn1v3HgUAwmEviESAE6YSDtGVZ7j8Gg8FgmBuTwNcIJWl2S7QnXAx+p2qWsr2SJ4KWoAsHKubQ4yp45NgmXOVgCUc3iZLxUncdHGXxyLFNXKG0N01ZnNjPRS98jg0vjdIf6yCWDBMJxumKDCJeOIJ7oiO77x1bu3CFhYvEkgqBq4c0AUiJ4wpcYdGxtavgKSqpTS5lgVCppHZRNow+ehXKpRYbO4u7/+hqvEqn53T/KYsLZaaFwWAw+MAk8DVAOR7albzk71HqVE0/LGoiqA9deIFDT2MHpBOQjIK09f1F2E4+96NnSMYV0hIIz8Ilg5ACiSAZVzz3o2e45LYrSj84efsumjvobhFAAhCgOma5Cw0e6UdKibQkrgIprdzFicxAUZmJq9ZmwkoktdU8TKjWGjvLcf8piwtlpoXBYDD4xCTwNUDZo9M37sZZfyUDex8hNjBMpLONzmtfgrAX/2cvZ6qmH87PRNCgllqMTs6WWngOPXYARk6Dk8hW+LFCEGks26FnsnccpUDaFsiAXkh425YWwnVxUy6TveMlH5eCfffpLhQbiyKkoKm7mejINOmkg8pcnQiELOpW1ZOMpcqa2Fku5Sz6zndSa4YJnV9Kcf8piwtlpoXBYDCUgEnga4ByNbvFk6Wji9bUlnVFwCexsWhFJ4ISHdUV90QUUDnNPArScZhMQKiuLIeexp5mXeF2tYoAWfj3Uq5+qsae2e5AvqRIJboLeVIRGbBpWd9GOp7KXhewwwHdpJp2y5rYWYBPaUOlFn3lUKua82qlYvKfC2mmhcFgMJSASeBrgHI0u+UmS8p1GTjcy8g8tnRlXxHw81orPBGUcDMk4zqbtvOdMQRYUmvok3EdVyLbb72Un37iByQmYghLzNp313EINUXYfuulBb9XykChUtyF8qUiDR2NBCJBbNsinXbOn1TkxH7Ez79I/9EBYjGIRKBrSyfqZe8oqIpWctFXLrWoOa9mKiL/uZBmWhgMBkMJmAS+BihVs5ufLNV3NOEk0iSjKaQtqe9oZHqOZCk/kVSOi7Bk0USybBcPH9Stqq/oRNCcGbzIyVs8vObXgjj/SNvmmjtv5OHP3I+TTCMtS/fzueA6DtKSXHPnjcg8CVM5A4X8ugtVemInJ/Zz5l8+xb6nWxmZ3IjrCqRUrHoyyjXPfYq1735fNomv5KJvMdSa5vyCY4XMtDAYDIbzjSk11QBeIhasCzE1OEkqnkK5Lql4iqnB2TpvL1myAzbjp0cYOzXM+NnM7ekRrICVTZY8vERy6GgvgUiQxs4mApFgNpE8tf94Njb/ikAx5nXxWIDO7T10bOshUBfEDtm6Ep92Ua7CDtkE6oKLmghKbBwCYX253U3r7FqpTJad1j8PhHVcGVx1xw1c/95bCDVFUK6Lk3JRrkuoKcL1772Fq+64IRs7syodCAcQUhIIB2joaCQZTbD/iz9Hua7+hYy7EKE67S6Uimv5Siqu7xdxF/KkIm2bu4hPxBg9M0p8Ikbb5q7FSVZclzNfvYf793YzOF5PIKCor3MIBBSD4/Xcv7ebM1+9R+8fuUWfHZx70eekylv0GVYw+VedilEDMy0MBoOhEpgKfI2Q1ezueZChY/1ZqUX75q5ZjWKxsSjJaJLkdBzl5JxQFIrkdIJUPEmoPpxNlorJG2QmkSwmb6iki0d+1bgSE0Gpa9UJcKgOYhM6AfAq8XYIIk25uDK56o4buPItL+W5Hz3DZO84jT3NbL/10oLKOyztQCGRvVUF98tFnXuOfXsVybQ9xwRcm317k6w59xxi7SWLs240zIkfyVtNU+MzLQwGg6FSmAS+xsim45mRi8UGL4abw6SiyVzynp+tKVCOIhlNEm7WOur8RBIgFUuSJtfsODORrLSLR9kTQf00U+YnBKvWaRvJjO0kdggmh+ZMCErxvJe2vaBV5FIMFJop0QnVBUlEkwwd619U4+jAwZOMTIQIh92i0uRw2GVkIsTAwZN0rb2kqq0baxW/kreaZglnWhgMBkMtYRL4GmFmIuYlzMNFEjHl6obJLEWyfNdxUK5+wEskLTvNWP94Rhqj9eB2UNsNzpQ3VNrFo+QGQ78+0fkJweSQTgiCdTohmByaMyGohOd9pQcKlXplpRRiiSCuK7GlQ7F6vi1dEq5FLKEbhY114/llzoXZMjj6VJwlmGlhMBgMtYZJ4GuAUh08+p49W7w0X7BR6Hv2LD2XrifSUodyFRN9GR9zS2ZkK5BKpJnoGyfUGJmVSFbaxcN3g2GpPtElJgSVsj+sdFW6om5BG7ci7R+TTqcIFNG1p1Mu0g4Q2bg1+zNj3Xh+qOTCrGop4aqTwWAwXAiYBL4GKDURU2qh7F3jxXVs7cJ1XVzHxQrqRFIIQIIUEieZxnVdOrZ2zdrGsrt4lOsT7TMhKNv+0Iecp9JV6Uq6BXXuWEPrxm6GjpzDlkmElfHTVwrlOMRTQdq3dtO5o/C9sX73JtZeuWHB/gDD3FSro0/F8XHVyWAwGC4UzLdmDVBqIhZqKOIRXgQvbvBIP1JKpCVRaReyFXiFcrSVo5SSwSP91ZcQLMYn2kdCUFayVMLY93Kr0n70+JVsHBVSsvv3X8cDd32dqYlJwnYC23JIO5J4OkKwpZHdv/+6WftUTIp08AdPmQp8CVRyYWYwGAyG2sAk8DVAqYmY34TMi4uNRRFS0NTdQnR0mnQijeO6gMAOB6hrrScZSxZPCHxO4awYFfaJLjlZysh5VDxKf6yDWDJMJBinKzX32PdSpUh+9fiVluis372Jm+96M/v3PMjoiV7iKQcrZNG+o2eWM5K339UyibWWMY4+BoPBYDAJfA1QaiIWn4hlhx/NicjEkUsIZMCiZX0b6Xgq++t2OEA6nsJKF0kISqg0V4wSp5OWSknJUkbOc+qUxSOHdzE0GsBxBJalaG/t4iXbTrJ+jrHvfqVIpSTBFR/khP/FRzVOYq1VjKOPwWBYUpa7UGcoivkL1AClDnKKNNcjbWtus28B0raINOtppl5CEJ+IgVIEwgHCDWEC4QBkEoLWizoKEwKvcbT/GAQj0NCubzONo5zYX+GjksGzhYxOZK01s3g+0W0byvaJzj82M3sL1Mxj03eYU88O84N9mzjTFyIet0ilJPG4xZm+ED/Yt4lTzw7rE2EZlDz4iZxEp31LN6lYksmBSVKxJO1bus9bxdtbfFx07ZaszehMSpEiGean2PnAned8YDAYDGVzYj/yy+9Ffu39yG/fpW+//N6l+443zImpwNcIpWil61bVY4cCJFPFJ6WiwA4FqFulE/j8Su3kwIR2swhYpFNO8eFJ5TaOVoIK+0SX0miqpkb42ePdRGN2ZtdyCb/rCqIxm5893s3vTI2UNUip3OZFr0o+eLiXwDIN/DG67fPLzPNBciqBsIRx9DEYDOePUh3eDEuKSeBrCL9yhY6tXQVV2GKoGa4y63dv4rI3Xs2+PQ8y2Tfu2cATbAxz2RuvLkwIFtM4Wgkq7BPtd/HUf85leFzLjKRUBYdGSoXrCobH6+g/59K9tdgzzU9+Euy6LomJOE4qjRWwCTWF502CvSp5e3sjQ0OTsy5WVBqj2z7/VMPCzGAwrFDyC3UNbZCYhNgk2AF9f2p46Qp1hqKYBL7G8KOVHjjci5PMq77PmMQK4CQdBg730r1zHaC11U9/61EsS9LY04JtW6TTDul4iqe/9Sid21fnkvgKN46WRYV9ov0snnp7LVwlkMItUiEHKVxcJentteguYx+8JHhyYJL4eDQ7iAtA9AvCzXXYIbsqk2Cj264My70wMxgMKxSvUIcLA8dA5RUFRT/UNS9toc4wC5PAr0B6nzmDcvVodZQqTPSkACFQrkvvM2fo3rmuUFvdqRsMvQReNYZnNxhWuHG0bCrsE73g4kkIQKAQCJW5hJFtJlYoROZn5QhodBJsBW19hWQGylXERqdpWd9WlUmwmcRaIVwX+g+THEhAOgRdprnMYDCcB6KjWoaaKiJrVC5Mj0KgbmkLdYYCTAK/gpFSICxLJ/BKgRDa391xcZ1cUl+yttprHO0/pjXv+b/jNY52bS67cXSp8OOlXgo9l65FBmzcdBqE0ic57zALiVICGbDpuXRt2fs7PTSZ+0GRKyvTQ5N68VaFSdyFOIn1fL/HCshzgZpWaYSwEUvtAmUwGFYm4UZIxXL3Z37Pg3483Li0+2XIYhL4FUjPrnVIW+I6rk7iZabyi5YruK6LtCU9u7R8puQGwwo3ji4Ffr3US6FrxxraNnUyeLgXxxVIy/KGk2YXTG2bOunaUd4wrOd+9Iy2+Jznyko6nuK5Hz3DJbddUdZzVJpSPe9rmUq8x7LMaC4ToQgkYqa5zGC4UDnfVo+DJ8lWhor1uimlHx88CWsvLf95DGVjEvgaw09Fr+uS1bRt6mLwcC9uWk9S9aQcrqOrwm2buui6ZDVQZoNhhRtHK0mlBgoJKXnZ+17NfX/1TWKj07gFVz4kdavqedn7Xl12sjrZO45SYNkCIYtcWXFdnJRisne2xKaa8Ot5X8tUdGhVERcoISUElsEFymAwLD/lzGRZKOGf7CebOHiS0CzZS8uZOMNyYBL4GsJvRa8gkRybRjlu3mOCSEtDQSJZdoNhhRtHK0GlBwqt372J13zkTezf8yBDx/qzf6f2zV1Fp5OWQmNPsy58uCAkBVdW9GvThZHGnjmaiw1LQsWHVlWbC5TBYFg+yrF69JPwN/fo84nQV3wLm1hlrgrfXH09VxcK1ZtpGQrwKnpDR3sJRII0tDcQiASzFb1T+48XxHuJ5JorLyLcUkegLki4pY41V17Eaz7yplkJf7mDYRTQP9bECwMd9I81zTv8tRpYioFC63dv4o2ffQe/8ak7uO2jb+Y3PnUHb/zsOxYtm9h+66UEG8O4jlN0qJTrOAQbw2y/1VzOXE4q/h7LukAFiz9uBfXjprnMYFjZzLwaFwjrAlogrO8novrxfFtpv0MYd90C4Qb9uzIAdlAn+nZQ33dd/fiuW5bjlRswFfiaoNyKXil643IGw1RU41shlmqgUCVkItK2uebOG3n4M/fjJNNaYy91YcR1HKQluebOG5G2+VgvJxV/j1WrC5TBYFha8q/GASRj4DogLZ3Ez7wal5/wN7ZDOgHJqI5vbIfJoZz8zrJxb7gT+cBnM+cUC8h84Tj6Odwb7gTLfN8sF+bI1wDlTuCE0hLJUgbDVFTjW0FqfaDQVXfcAMC+PQ+SnIzjOvpKZqgpwjV33ph93LB8VPw9tkJcoAwGwyLxrsalbRjv14l2pi8KKwj1qwqvxnkJvx2A4VOz42d6u193B64QyH1fQzgphB1AxaMo0Mn7dXcs68u/0DEJfA2wlGPo/QyGqbjGt4Is1UChStoHXnXHDVz5lpfy3I+eYbJ3nMaeZrbfeqmpvFcJFX+PFXGBUjICqXjNuEAZDIbzQF2rroiP9+lbKdHKaKXPB+N9EGnMXY2Ljurqe3JaV+o9FODGYDIJ9asQiUndY+WkELvfCC96DeqJ76KmhlAta1FX/6aW0hiWFfONXwNUW9V4MVcElpulGCi0FNIiadtVaxV5obMkQ6tmuECpxBQIqyZcoAwGw3mia4tOxN00IMBJ5z0oQKX1411b9I8izVoy4yXv0kYEQ2CHEMGwTsqFhZIWavQcynVwTz+D3P9NGH4BWd+Ksp5EHfmFOc9UASaBrwGqbQz9Ul4RqASVHChUq9Iiw/llSYZWZVygRP9h6u0EE+kQykxiNRguHPqP5rnDzLxcnrmvXB23egcoEOEGRCAEgaDWvgOkU6h0AqITqHQCd3IE6tvh9NPIH38KYhNaahMMQ1LB4PPIwRO4t3/YJPHLiEnga4ClHEOvXJeBw72MzKOBr7YrAuVQiYFCtSwtMpx/lmRolZSwegfB9kYYmpz9HW4wGFYu08OQSuSsHvNPAFZQV9dD9cjkJMJJwMBhRH0TpBKo2CQqldC/n28RCTrh79qM/MXdMJ3RzwuBik3q5ljHgalh5P2fxn333aZosEyYBL5GWIqKXr70QzkuwpJFpR/VdkUg+9wl6s7Pt1NMLUuLDJXhQhhaZTBcsJzv6aelEp3QchjLglADwrIRVkBXyqUNyoFkAnfwJKqpBzU+hBw8XThJNYv3naUQp59GnNgPgydyk0aUgsS0drrxfn/gOJw7BGt3Lt1rNmQxCXwNUcmK3kzpR6guSCKaLCr9WLIrAiWcHJdCd77QAqHWpUUGw6JY7mTGYFhKypl+eh4RAmjqQLat1VIYK6AT9vzqenwKhEQJW38+OzbqxN5N654Z5ZBL4lU2WRfPPzr/E3saeicFZw+YBH6ZMAl8jVGJil4x6YeUkkA4MKf0o+JXBEo4OS6F7tzPAmElSIuqEpMYVj/LnMwYDEWp1LnDG4YUn9bV7kBEy1D6js49/XSRCCEQKHCSiHQKnBQKhRISJod1wp4vhXEdQECoDkL1MHAcMXhc7298ElQaMeezFeKl+CJcD3YIpkZyj8yU3xiWDJPA1xiVsCcsV/pRsSsCJYyGXgrdud8FQrVKi2oakxhWP+WMcjcYKk2lzh3eMKTouK5kJyYKvdSj6dwwpDK/c4QAlEL0H0VERyBYh2rqBjeNclxc5ernbOhAhppgfBDtOuPqRYsQusKOgnQK+e0PIpyUr+dW0oI1O1FWAPHC44X7FW5A5dtPAoQby3qNhsVjEvga4tT+4+zf8yCjJ3pzVeCNPey+88ZFVZgXI/0471cEZo6G9pJgGdZDayYGC06Oldadl7pAWKpm4wsCkxhWPyV+Xg2GJaGS546+w9B/RNsxorR8RWfcerIpSf24NwzJB0IIhHJ1ku2k4NSvEI9/GzX0PCo2pRPzltW4V70R1l2W/5u4O25CDp/MyGIk4CKUm6uMu+liTwnM0fPuOriv+wCcfHJWAl8Uk8AvGyaBrxFO7T/OA3d9neTEJGE7QcRySSckQ89M8cBdfdx815vLTuKrSvqRPxp6RkKOELNGQ1dad17qAmFJ7AMvBExiWBuU+Hk1GCpOpc8d08NaW47SVW7XzVXgPV15fErHzYEQAuGmtTNMOoVKJyGdxHVd1OlnkD/6e1R0EsiTp0yPI4f/H+5lr0E4acTAMRg4hohP+dptJW091MlzlZmPx+7Vr8sPZw/B9hv9xRrOKyaBrwGU67L/H/6D5NgYDeEkwrJA2ASkwpYxpsYc9v/Df7Duqj8sq7pbVdIPbzS01Vz8cSsIzkR2NHSlFx/lLBCWxD5wpWMSw9qgxM+rwVBxKn3u8JxflAJmTDPVTwJCQWwy8/RedT0JA0dInI0h4g5uyxpcJQo15MpFPrQHpsf0fZmxh1QKSCNi41j7vrbgLioAO4RavQM27kZ1bob2DfD9/4P0k8D3HdWf60AIYQdzt3Yws3jJ49STC2/PUBFMAl8DDBw6y+iJPsLBFMK2SaUFriuQUhGwBeFAitETfQwcOkvXznUFv+tHM19M+iHrBKl4aumlH3WtWqvoJHXFZCZOUj+eGQ1d6cVHuQsEYx+4SExiWBuU+Hk1GCpOpc8dEW+7MwQogRDCDunbQBhR3wqxcVQqCaeegie+ixo6yXQqhhIWomU16qrbtSQmGdOWjccfgcHnyTrCzNSbz4EScnYzqZNCDJ/EvfLXoWuz/llijivRQhYk6bKuUS86Uj168ZBO6ibZ6AQqGSv83diEr300nH9MAl8DxE4cwU27uAGb0XGbtCP0uUOAbSnqwgI37RI7cQTyEvhSrBVnSj+SUwmEJZZe+tG9Ddo2QP8xfbkzv4KilK5+dG3WcVTe0rKqrk5cSJjE8PxTCUeOEj+vBkPFqfS5I9KoE95gBBEI6ammdjDnjZ5OoBJTOMlpmBrT00x/+k+oZBzCDVDfArEp6D+K/MHHtYZ8ckg7zPhAAbRtQG29HtW5Cfnwl/QVhVmBLkyPIn9xN+6b/1bv86o1MHgMAkGEHdQLDjuofeS930kncVvXoBJRvaBIL9D82mlkocuFSeBrgEgoiVIwMWUDAiGVPlcA6bRgYsomHHSIhJLZ3ynHWtGTfgwe7iUwzyTWiiIl7g3v0A1IE4OZBqSgPulGJyBUp10E8vapkrpz05i6TJjE8PxSKUeOMj6vBkNFWcy5Y55FrhCZUUdnDyDb1+p4J41KxSE+pW/zk90Tj8OqDci9X9GONZYNkwOQThbaN6bic76U2Sm9/k1356vgRa/VUpeRM3MfCysAk4OIkdOI7s3Q3JXbd9eBVBIVn9Ia/FQi2/CqYlG46vWIJ74z97Y9rvnNhWMMFcEk8DVAx/b1uErgKoGVSd4h81EWCsfVj3VsXw8szlrRk360tzcyNDSppXdLzcbduK/7i7yEY0KfiLo2z5lwVFJ3bhpTlwGTGJ4/Ku3mU8bn1WAoCz9Xkco9d3iL3LGz+jszVI/ouBj14t+A7q0oRye5qvcw7li/Tnjn8UCXz9wHj9+bs29coJCtgnXQ0gMDJ5jDH4Zs42zXFn23/0hmGBNgB7ISmNxVAf0a3egotK5BjZ7V+55Ozi/PGT0NPT77A/zGGc47JoGvAQYnmxBSIIXCVQKZl1W7Sv9cSMHgZBNdlO/rXlVs3K1dAkq45F9J3blpTF0GTGK4eJbKzaeMz6vBUBKlXEUq8dwhTj6B9bN/1klt+zqQAUhOo3qPwPf/D851b4e1u3RwqAExUwfubSf/zjzacIWAQBCsELhp3OvfDpe8EpRC/tNb9OubC8uCrk36u8eJI1t7chIeyLnaJMa1bj2dxB18HlwF471z7nsBiUl49oHMK5qviid03Iteu/A2Decdk8DXALHxOCJcR1NggmjMIu1KULrTPWA51EUcklYTsXF9Ka7S1opLhpRV5TBiGlOXAZMYLo6ldPOpss+rYQVRzlWkjbtxN1wJB+6H8V5o7oFdtyDsjBTVdRCurqqLx74JiSgqGEFNj2kpjHJ17jo1gnzk33CvfANi4ASi/whAaVNMrYCeYOqktNZdBqGxXUtWUnHo2Kir5f1HwcnzbReyoKKerbAnJqFnG6p9I8r5EcSnUWmdrBe9bN7YqW87NkLfkYV3umOjPmYCEHZxL3lp6+r/eK/PI2E435gEvgaItNRhhcNIO0BLeIx0IpF1obFDAdLBNiwn54RSVb7ui6FSY7ANtYVJDMvHuPkYap1yryKd2I985N8QE30IBITr4cQjqMteg+q4GOWkUUqh+o8hTzwOgbBOVF1HD2RKJfRtMoHoHcP6waEFd9VLnVVLD1x2G6pzI/KXX4Vzz0Ei334xCcNTOjlecwl0XKx/PHgcUd+cSdZDs5pLVTIG0XGcswdh7WXgOsiJoYWPYSCkb6/5b/DMfy4cf81/g5GzaEtM9OIDlfO7R+jkXQm9MDIsCyaBrwHynVAaOtYRSCf0SUZaKDtEfHCS9i0dWSeUFeGcUqmmO4PhQsK4+RiqGT9FGr9XkfqPIFZvBwTi1BPIX3xR2zPWt4DjohLTqBOPwQtP4N70Hm3fmIrDmWd0cp2KQTqBcOaeXDqTYk2m7s6b4RW/l3uJqQRSzdimtLO2jSpcp20brQCkphGRRp2se82l6eRsSc3ZZ/XtE9/3t6NPfB+ueqP/pv/ubbB6J9z3dxCbBNvSVwO8w68UOI525Nl1i79tGs47JoGvAWY5odRJbAvSqTTx0eQsJ5Sad06pdNOdwXChYNx8DNWK3yJN/lUkpXTSrZS2cYw0IupaIDmNiI1CdBSViCN+/kXU0BlUqC43eEgpkJa2Vrz/U9q+cfQMYp5G1HxUuEnLVro268FInZt1hfz7H9fuMo2d8Gt/BsG8K9vpBHLoed0QawcRGftGJTOVdcdBDD6PE2rEtUOQTCGHTi+8M4HMc0wN+tr3bNwvvuwv/hdfhpvehXvDncgHPqsXEZYFSMDVybu0cG+4U7vrGJYFc+RrhPW7N3Hz727j0S88yOAgOK52pOnogKt/98YFfd1rxjllqZruDIYLgWp28zESuQuXUoo0da06AVaOtmAU6KRRpXTCLm1IJXCSCZiegIHjyLOHdEx0VCefGTlMdvmais0rG9OV9bwGzlXrcd/y91lXFwB+8o/Ig/+Vc6KZGIDPvxO16xa46b8jpAVP3JtnOelonXp0AterrGecYNQPPwGv/4D/hbTn/NLY4U+D3tihb0fnsZzMx4u77g5c0NNh41PoybMCIo06eb/uDn/bM1QEk8DXCif2I3/5VVSyFajDO7moZFRr7C7tmFWVrknnlKVsujMYLgSq0c3HSOQuXBYq0kyPYu37Ou7GqxFKITovQnReDEMnte+6k0QlEzlpiXKhdR1i6BQc+hni1FMwPey/yTSQkZZ5fuwykxYJkWsonVll/sk/Ig8/iAjVzbBtFHDuGdwnvgOv+p+o3qO+LCfpPaxv/TaEenGvfDd86b0Lx7/y3fq2dW3uZ94wmex9cg2w+XHX3YH7krfMagY2lfflx/wFagHX5cxX7+H+vd0kHZtw2MW20qQdwdBEPffvDXFLwz2s/YvZVemac05ZTNOdqegZDMWpJjcfI5FbXpb7PJlfpJFWpmEzoDXgdgAaWyExgXj+UVTLapTrIEb7YPCFOTcpRk8jfvypBZ9agU7QLRt1xRtQW66FZBx5399BqAES0/q9qDKjzgNhPT01nUCMnoGOjQihkIPHYNVqvdF0SlfW49M5zfrgl3BvfDek4v5sG71k+PlHF47Nxv0enHzaX/zJp2HjS+H6t8ODn9OV/2xDqndwMsm7tHTczP0zVpFVh0ngawB17jn27VUk0zYN9U72MxewFbblMDVts29vkjXnnkOsvWR5d3axlNt0Zyp6BsP8VIObj5HILS9LcZ5MJ+HhL2kZRutanQzawezDIjGJqGtCNHXpv3Em6VWZCrhKJWGiH3f0HNgROPIQYuiF3O/73I053cvdNLStR+3+TS2JOfWk/lldq254TSURUkCwDlHfoo9RbAwVDKNae1B7v4qaGMwl63Px0Bdhx8vh9K8W3tkdL9e38/m/5+PFnVvYGacgzg7iXvEG5OP36vtFLCfdK95Q8PcyVC8mga8BBg6eZGQiRDjsFlWVhMMuIxMhBg6epKvWE/hymu5MRa+2WO4KoGH5MBK55WMpzpPf+9/IJ7+bdUkjEEY8/k3Ui16HePm79fNlqu1qrBc1PQLx6VxCKq1MASeNfOAziGn/9qaqvg21dhd0bkQ88V2YHpk7OJmZgSIkoqEd2dKtrRZTCRBK7398HBWbhEAQlU7hBhsACc8/hvIaY+fj3EG4/m3+dt773l5/hf69hVh/hb6NNPrbfn7c6z+gde3e38lDWjp5f/0H/G3TsOyYBL4GiCWCuK7ElpkGkhnY0iXhWsQSK2DVXGrTnano1RbmSsmFjfGlXx6W4jz5g/+DdfABaFiFCIRzHuZOGn71fdypYdQNd0K4BRmfhryqOmS+2Rw3l8xPz13dLlZdd699K2y/EfqPImL3UNCEKm0IaG91YQchVIdITED3FlRLF+z/Oqr3OT25NJUCN5X7fSF0kcErGoUb/B2PcAM89UN/sU/9EDa8GHa+Ah75ysLxO1+hb69+E/zKx3Nc/abC+6//AO5r/2TeKyWG6sck8DVAZONWpP1j0ukUgeDs6arplIu0A0Q2bl2GvasApTTdmYpe7WCulBiML/3yUIHzpN6MQCgHkYwhTj4GDa2QTqASU5lkOJGt8oon/wPiU4jBEzD0gn8pTKhea9Pn3RkJkUxiPXAcEQxBsAURDOv3U3b4kIJkDBUdw+k7CmtfpK8ITo3o/wqfOXOjKFgybLwanr5v4R3feDU87NO28VRGZjPi0yVm5AysvxzWXKodZibnsZNs7NBxM7GDcNO7/D2foSoxCXwN0LljDa0buxk6cg5bJhGWlekgVyjHIZ4K0r61m84dNdSsuhB+m+5MRa82MFdKDGB86ZeL83CeFMKrkqcQTgqcJCqVRKVTqMfuRQyfmVMTrv/KCnHoJ/PuZjZNljbuS98CW66H6RHkN/+iuIuLrX3VCUaQrT2IukZo6UQ0dYByUY4DiQm9mHBS+j2mXL2ocDLykb7DMHB83v1i4HhucROe4xjOxG9cPhP9pcVJiXv7h5H/9n5IFlnkBOtxb/+wOaeuUEwCXwMIKdn9+6/jgbu+ztTEJGE7ji1d0q4kno4QbGlk9++/rrrtIcvBT9OdqejVBuZKiQGq25d+JVPieTJbXXfTCCepnVacTLOp6+K6rq5cT/Qj+o/Bwf/KJu+LbjIF3VTauhYa2zNadpWdXJq9zZd7pJO4kVZU/SpU5zbkyLnM/hR7FqFf65pd+u5438LNo05Kx63eAUce9vcCjzwMm18CQ88vHLv5Jfq2uSc38dSdUflHgMxYPzbnTVHfuBv3tz+B/Nnnoe85/brtIHRvx73pneaq5grGJPA1wvrdm7j5PS/i0S/8jJFhi4RrI6Wioy3N1b/7ouodzFRpTEWvNjBXSgwe1ehLv9KZ6zwpJFgBRDqJ2HA5omsjJKfASaFScZTjoJRCeTKTgWOI/mPIgWNaqhKf9PX0XhqqOjZBYxvixP65g4XQlfXxc2DZiOkhZMeGzAZUxrFGD0TKOcEI1KlfQc92/V+kWU9HnWtv6lpyhQI/GnIvbsfLF67Wewwch1vfB4/828KxO2/Wt7tugfv+DmKTGekPObtHhT6HRhp1XD7VZBNrWDJMAl8rnNjPRS98jg3XRumPdRBLhokE43RFBhEvHMU9MXuQ0wWBqejVBou5UmJca1YeJuFYWrzz5H1/p33Jm9oRwTpQjp6wWdeMu/0m1PgAyit8DBxDDBxD9B1F9B5CLKRDzzBfZV1ddCVImUvghQB7ZmU9oGMb27Rtox1GTQxpr/X0XJVypc8ToCUysfH5dzI2npHkyMyEUR94caXEl6ppt2zcG+5EPvDZTMHD0vuoXC35kZaegFpsiFI12MQalhSTwNcCefph0dxBd4sAEuimnA6jHzYVveqn3CslxrVm5XIhJRzLuAgVQiCUi9hwOdz2J4gnvgfDp1BTw7qyHm7GXX8Z4uxBeOJ7yIHjCL9abEA19+hhS3NWvDNIG+ITiOYuRHOnTta9RFQp3fyajEF0DJVO4k6PA/oKgS/bRs8q8Zn/hHRi/th0Qsdd/mvQ0jN/rIcX17YBhk4sHN+2oXRNO+jJp4B8aE9msZBxn4s06uT9ujv8bdOw4jEJfC2Qrx9GQDKuNYLS1pPijH7YVPSqnXKulBjXGsNKoNKLUCetx9xPDiBa18Alr0BARruum0xJJ3BdFxVZBZtvQMTv1wWh+BQMn8Y6+4yvp8pV1wXuzlfCtXdou8T930Ds+1ou0A5kdeoiENKabCER63ahRs4hhEAlpjNymGRxDfpwpnpd1+TvOHhxp57yF3/qKZ3AO86CoUAubseNcPinC8fvuFH72mc17Xj/yyBBMlvTDjqJf8lb9N91vFc/vuuW4pV3wwWLeTfUAp5+2LFhfACcRE4XZ4W0dZeTMvrhC6miV4t4V0p+vgcGj+earTo34b7szsJkxrjWGFYCFV6Eike/gfXoN7Wrimd7/uC/4uy8GbXzVajBFxADx6A/I4cZOoko5uZShGyyLmTmP5F1P8NJIY/9Evem94AQiKvfhHjuJwjLzrNtRDe/ppOQGEe5Du6L3wRf/xMY81GZTmaq7pPzDGTKx4sb8FEdz487+pC/eC/u0lvhOx9ifrGQ0HFCzta0o/Tj82naQSfrL3qtv30zXJCYBL4WqGvVGrixPn0rJdmleyoGYwl9EjBOK4ZaoJgLzUyMa42h1il3Eeq60H+Y5EAC0iHo0lcSZznDPPFdxL5voFIxSGUq2ekYKKWdYX72OaTrr7qsANovQq2/HNW5GaaGkQ/v0RVkT4MNWq8eDCPsAEgbMXAYtt0I0kb17ICzByA2mWsuVbkk112zSy/YV+/05+Syeqe+Pfhfvl4DB/8LXvzrEIj4i/fiUnMPjCrAixs4DuH6+bXw4Xodt3rHbE27sHTvwUKadoNhAcy7phbo2qIrLG4aEPqSaRYBKq0f79qyXHtoMCzMrGpkcO5qpHGtMdQ65SxCT+xHPnw3TPQRtS0sOwLtG1Avei10b9XOMOk0aqwX8ePPopJRvNL7rGXwHMn7nHXjVBx17Vt11fjxe/W0UjvPstGbrOo6urKemMadGEQF6sBJI08+iYpNzHk45MgpXCcNN7wDfvYv8+2Jfk03vEP/Mzo2T1weXtwcXvSz8OKaOmHk5MLxTZ2Z5xkFOwQN4czwpxmymIZVgMqdm2Zp2jPxRtNuWCQmga8F+o/mDbGYedLzpsW5Os5UIw3VSKnVSOPvb6hmPN35fPpkP4tQdxLi41qdcuop5ENf0NNLG9sAFxWPwYnHUcf2oVZfgohPailMQaI8dyKshNQLgMaOua0bpa0dYNIJ5PhZ6NmOWLMDcaxTJ+upJCo+pV1gUslMISmz/fp2/Y8D92uZyHzEJnXcpa/WNo+xsbljI816vwCauuDcwfm37cXBwp7uHl7cNb8J931i4fhrflPfeuemYAQa2iA+od1x7ACEm/S5KRkrPDdlNO3i2fuJJEeIBlehdhpNu2FxmHdPLTA9rE/qQs4e60xGl5hK6DiDoRoptRpp/P0N1cov7s6rpmb0zPf93exqav4iVIQhFdd68WAEIo1ai17XgAjVw9QQYu9XUMNnUYkJSMYQruNtXf93+MF5d6tAsw6gXNyr3wTX/BY8/EVdobcCiEAwN8E0EMrFOw7q7CHUlutxt70M+a0PzlnFz7LjJn07do75K+qZPRw7B72HIBmdPzQZ1XFrdsLlt8FzPppGL79N3/q0u8zGPf+Yv/jnH4OX/PaMc1OH9pT3mO/clNG017U3Eh2aXPhwGQwLYLq/aoHohD6RSqlPuHZQfzF4J2Ap9ePRuS9f1iSuC+cOwbG9+tb113xlqEKy1chg8cetYGEjdsa1hlCddq1JxfXfPxXX942/v2E5+MXdWs8cm9TvPRnQt7FJ/fNf3J2L7d4G3dsQroNMxZCWQEoQThwx3o8aOYuKx3APPYj7tT/DPfQzGD+HiE8hMonzfFNNdSlHoKSFkhlttRXQiaLnr962AWFZSOUgOzYg29YgmjoQoXo9oGl6HHesH3fwFO7wadzeo7pG9NDdCyfvAA9nXq/ymY0qBWeeAXeBKrmb0nGQk64shBfXvsFfvBc3ds5fvBdnzk2GKsFU4GuBSLNuJnIdveTybKk8XFc/HpnjUm0tYvy/VxblSGKMv7+hmnDSuvLuOjOmZEqwbZAS6/F7US99C6AQTgo270YMP49KTEEqoZs7nVxzpxg9i/QhD8lEo7a/DLX1ZdBxMfKe/6mryErlVdSDCDuk5RyhOtSLX48KhFHBBtTUaF5z6RzFEDukb0upSgP0+LwS1rMNRs4unPArBW4mZiFPdw8vbvuN/ir222/Ut61roe/IwvGta3P/NucmQxVgEvhaoGGV9tqNTepkVlpkPcNcR3+BhBsyzTMrAOP/vfIoVxJj/P0N1cKB+7VsRkqQIjc9NBDOWSc6adQT39HDjXoPIx75Gio6CsrNSmEWwkttBTNkMUqh1l0BF12JkBIuew3yxCMzhiElM8OQxnEuey0E6vRjrWvnbTDN4vVQScvfMfHiogtMPvWIjucGLi2EF/fzL/qL//kX4W1Xws5XwnfuWjh+5yv17e0fgv/9k4Xjb/9Q4X1zbjIsMyaBrwW6t0HXVi0jcdLgJgt94C1bP74S9MDG/3tlUs4gp7zfNc3ZhuVGxMaQLZ26Sp3xQ1epBCo2iUrGM64mCn7wt6XZN3ZsRDV2Ik7so0AYLbRkMn+hILougqZ2lLSR8SlUOoWaGtXPnd+8aYWQQydx3Yzt8Nqd/l6kF9e6Fl7wUYX3qtJ9R/1tv+8oXHy5v9hwZvEx3usv3ovb+xV/8Xu/Aje9C4J1uGt2Ic8emDPUXbMLgnWzHzDnJsMyYjKgWsDT3NU16873xi5o7ta3wQjUNa8czV0pzY6G2iJz2ZmuzdqlYWpI33ZtNldVDMtLfr9N73MI5SKlQKo0VjqKFR9HBOtQqSRqfAB36DTu4EnUWB9ExxHpBCJj5SjmsW9U0tKSloZ2VMsaiDTjXvs7qBf/BgQjiLpmRHMnsm0dsmM9sqULUd+sJ5fGp3Dr23ECdbj9x3FP7ENNDuvPkHJ1wu9N/lQO9B/JnSdHTvs7Dl5cS5e/eC9uos9f/EQfHN7rL9aLmzmldC68uNEz/uLz4979JZ2kF8Fdswve/SV/2zQYlhBTga8VZmru0qmVqbkz/t8rG3PZ2VBliJOPI/f/O2KiXxcJpA2N7bgbX6IbPfuOIvqP6vdsXFslLiSFUUJqW8PpkYxLWFw/4Dr6t1MxRCiCaO2BVWsRUiJaOnUinkqgElN6sZBKFNo2ev+eHs654ORPPoWMfjytH/ecySb6mSHKKXYkMnHoApEfvLgWn0l2Sw+cesZfrDcp9brfgWO/WDj+ut/Rt/la9exfSs3498w4dBKfjMK9f62T+9a1WjZTrPJuMFQBJoGvJS6E5Mf4f698zGVnwzIiRCaVc5KIU08hfr4HNT2qZTCJKa0hTycQT//Il2Yd8tJiaeNe+1bYdSvYAeRX3gfRMUR9a9a+Masbdx0IhFEbXox67FuIoTMFyXrR5z5zANZeWuhMVuxKpRCFzmTNPZk4UbyB1bOS9KrYpbjKAFzyCth7z8Lxl7wCjvhIxkH7qwMceMBf/IEHYOM1cP3b4cHPZRZLKve68/dXWjpuJsE6+K2/8/d8BsMyYxL4WmOlJz/G/9tgMCwW14X+I4j4BKJ+FbRvQLhpPUE0Pgm9h1HnnoPHv51pMs1NMl2wuj5XJTvSBHUtiIuuQNQ1gLSQoTAEOsBxdINpbFJX1dNJnWCO9qFcB0bP6v1biImBzHPNcCYr9vrzncl23QLf/9jc/uvK1cnrrlv0/TPPLrwvXtyVb5gxHXwenDS0XwRDzy8c236Rvi1VEmMHca94A/Lxe/X9IosR94o36MWUwVDDLGsC/+ijj/L5z3+eAwcOMDg4yGc/+1luvvnm7ONKKT796U/z7//+70xMTHDllVdy1113cdFFF2VjxsbG+MhHPsJPf/pTpJTccsstfOADH6C+vj4b89xzz/HhD3+YZ555hlWrVvHWt76Vd73rXQX7ct999/GpT32Ks2fPctFFF/H+97+fG2+8seLHwDCDxTQ7GgyGCxa91heIk08gn/gOjPXq6aHxaRAWqq4FpoZh5BTCdXw6wgjo2Y5adxmqcxPyl1/REkY7oJtL7VCusi6ktrrddA3YQdTT/4k7ci6XrBfDScHT90GjT69zLy7fmSyV0OdDTyXiJe/5zmRCQqhh/gFKoYZcJT4d97c/XtxDX/QX/9AXYefN/mwet92gb1etg7mmyOazal3u36//AC4gn/xu4bGXlk7eX/8Bf/trMFQxy5oFRaNRtm3bxl//9V8Xffxzn/scX/7yl7nrrrv4xje+QSQS4Z3vfCeJRM4X9v3vfz/Hjh1jz549/NM//ROPPfYYH/zgB7OPT01N8c53vpPVq1dz77338qd/+qd85jOf4etf/3o25oknnuCP//iPedOb3sR3vvMdXvnKV/IHf/AHHDniwxvWcP4xzY4Gg2Em2UbTXyL6DiOUQqKwnCRWcho5PYLY92+Ie/8KdfCnuKcPoE4/C4PPw8AxxAuPIYaen7/JVAiUkChp6xq7kLi7fxNe+tuITbuRDav0QKRVmYFIwQjKcfRApNE+3IGTuFi4rkId+C993lrIkebwQ7C2eAPlLLw4z5lMWGTthJWTJxuxCp3Jzh2C6Nj8246O6TiAnu3+9seLG+/3Fz/eDx0X+Yv14l79//UXPzPu9R/A/cDDuC//H7iX/5q+/cDDJnk3rBiWtQJ/4403zlnlVkpx991383u/93vZqvzf/u3fcu211/LAAw9w2223cfz4cR566CG++c1vcumllwLwl3/5l7z73e/mT//0T+nq6uJ73/seqVSKj370owSDQbZs2cKhQ4fYs2cPb37zmwG4++67ueGGG/jv//2/A/BHf/RH7N27l3vuuYcPf/jDS3AkDLO4EPT+BoPBF+LkE8j930CM94JyUULLQ1TbelQiCv1HYeAEIhXL/c4821N2EBraYKw3oxnP6NLtICIY1pV1ywbLRoQi0NyFGnweNd4HiWmUk9KNqZ48I+PTztg5nQSv3ZnTcC9EfGLuwUqzdjwTJyVu6xrkiX3F45wEbuua3Pny7AF/00/PHtD7vsanTNOLa+6GweMLxzd3ZxYJPhpqzx2CdS+CQBh3y/XIow/PvetbGBiAmQAAU2dJREFUrodAkZ4pO6itIg2GFUjVauDPnDnD4OAg1157bfZnjY2NvOhFL+LJJ5/ktttu48knn6SpqSmbvANce+21SCl5+umnedWrXsVTTz3FVVddRTCY07tdf/31fO5zn2N8fJzm5maeeuop3vGOdxQ8//XXX88DD/hsnsljZj9RLeK9hmV/LZb0/0ViWJCq+bsazisr7e+alcK4aZ1UnnoK7v8MjPWjklGdPGckML4HI9kh7S4jBOrl74bNL4UzTyN//BmdpNuBnCbaG4iUikM8jRtq0I+dekpXkD2rRmnn5nEIqZNrN404dwDW7YSerfD8owu/3p6t/iQlgHjup7DhRZBOIx7/9ryx8vFvo277X3pKrHJ9TT8VytUH9fjC+w0gjj8KG66Al93pyylGvOxObW/po6FWZLuNgbd9CnXP+xBHZifxauv1iLd+ytf+Ljcr7bNqWF6qNoEfHBwEoK2treDnbW1tDA0NATA0NMSqVYXTR23bprm5Ofv7Q0NDrF1baBfV3t6efay5uZmhoaHsz4o9Tym0tfmcMlcDrKTXYshh/q4rk1r+uyrX1UlzOok7MUT65NM4pw/inD1M+uijC7uz5JMZfIS0QOoKugg3IqSNSk4TWbOB4No1pMMu0Ue7ITauG0ujE6h0MjOQKUO4kZY1a7DbG4nVh9D1faW160qRFZ4Lka1219WHiLQ3knjp65n2MVSo4aWvJ/FfeyjWBjrztQamB2lqb2TqZ18jOW8FW+9n6Lkf0XDTbxHv7GAe9XuW+s4Owu2NTET7iu7PTALRPpraG3FbrmVM2gV/p1lIm9bLr8U508Lkj2zd2BsI52Q/CP03S6fAsmjauZtAe957+o++QDoeJ37vR3EGT2F1rCd8+19gh4tU3qucWv6sGqqHqk3ga5Xh4UnfDlzVihD6BLMSXoshh/m7rkxq6e+aq66nco3pZw7CuYOovqPQfxThV0+NJ8IQqMtfC6vWI/b/u55a6ugkXNhBXSl3XVTAhmA905EuplMhVN1FiMGT8zd2ug5jwTUwNAmtWxBCFnFcUTqZd1yQNtOtW5gemoSJmK8rBJMTMajrmBVbTGSSrOtgaGgSfvhpX9uO//DTxHfdBknbV/xU0mZqaBImJ33FJycn9f6cO4SINML0PPM5Io2MHHwCurchOjdB72G9WLJsdDueyi2eOjcxXrdBH/eZ3PInAKSA+FQKphaQBlURtfRZrQba281CZz6qNoHv6OgAYHh4mM7OXIf+8PAw27frxpn29nZGRkYKfi+dTjM+Pp79/fb29lmVdO++V3UvFjM8PDyrKu8Hpfxb6FY7K+m1GHKYv+vKpNr+rtlkXTkIJ6WHIPUeRp09iOo9onXrI2cQ2TR8fpS3USHJVmutgNaqd26Cy16N7D2YcYmxdUU/GYPouHajSaegZztu2yZwgb7DiPxqe8EeZA5kOonqOwxrdkLXNr0gSM5TZbaDqK5t+tdPH/An8Tl9AHbchNj75YVjd9ykt52M+9t2Mq7jjzzsL/7Iw7D9JujcjDj0k4XjOzfr7U+P6sXNqrUwOZwZXJWpqgfC0NgGyRhqehSERL3qD5H3flD3N7lOTookJdS14r7qDzOyJB87XYNU22fVUJtUbQK/du1aOjo6+OUvf8mOHVoHPTU1xa9+9St++7d/G4ArrriCiYkJDhw4wK5dujv/kUcewXVdLrvsMgAuv/xyPvnJT5JKpQgEAgDs3buXiy++mObm5mzMI488UqCD37t3L5dffvkSvVqDwWCoMK5bsabwXLLugptCpOLQdxR15lmdtPcfgaFTCDftL5EMN0LnZp0CnnoSZADCdRmtekgn0lZAO684aVT9KlRDJ6rvGGpiQEtcijHel/v3mWe0Blt6GvE8PbaQOV37mWd0At9/dOFmU+XquNU7oPegj1eKjgv7nPY5fBLWX67tIUemFo73bCS9qaYL4cW1+pys6sV5A/isgPZvT8W1nEbaOoFPx8FK5wbwbdyNe/uH9WTxgWN6cWUHoHOFTRY3GCrIsibw09PTnDp1Knv/zJkzHDp0iObmZlavXs0dd9zBP/7jP7JhwwbWrl3Lpz71KTo7O7OuNJs2beKGG27gr/7qr/jQhz5EKpXiIx/5CLfddhtdXV0AvO51r+Ozn/0sH/jAB3jXu97F0aNHufvuu/nzP//z7PPecccdvO1tb+MLX/gCN954Iz/84Q85cOCAcaAxGAwrgxP7dbI0fFInt1ZAe5aXmSwJkZesp5Mw+HwmWX9OJ+6DJxDppL9kPRCBzk2ors26otu1GZo6EdJCDL2AvH9MF8e9wUWpOCoxhUqltE2jUrjtG+HMM6jRs/M/WXRMO62su4xcxX2uUqj380zc1GCmsjwPqbiOYwcEIgu/eNBxfqeTHvkFXPEGuPEd8G0f3083vkPf+h1alI3z22WZiZs5gC+Yp0ufawCfcRozGBbFsibwBw4c4I477sje/9jHPgbAb/zGb/Dxj3+cd73rXcRiMT74wQ8yMTHBi1/8Yv71X/+VUCiU/Z1PfOITfOQjH+Htb397dpDTX/7lX2Yfb2xs5POf/zwf/vCHuf3222ltbeX3f//3sxaSAFdeeSWf+MQn+OQnP8nf//3fc9FFF/HZz36WrVu3LsFRMBgMhgyVqJKf2K8HoyWimcFozVp/3n8M+R8fXXC2ghAZRxAnhUgnYOQM6sxBbfPXdxQ1cAyRjPpL1q0gdFyUTdRV52ZYtUYn61IirCAiEAAriLIC0Loa9chXUWcO6IFFxZoke3boive9xeeJzGLfv+sEfs0uXWUvtk3l6vxd2joO4Oxz/rZ/9jnY+jL/E7NX74Bjj/iL9Y7yoZ/7Cz/0c7j8DXDZa3w54nDZa/Tt5IC/7Xtx5Q7gW+mTxQ2GCrKsCfw111zD4cOH53xcCMH73vc+3ve+980Z09LSwv/9v/933ufZvn07X/3qV+eNec1rXsNrXvOa+XfYYDAYKsV5rpID4Lp6m4koNHXk/OtkWFdKJwaRD31RV0KlnK1bH++Hs8/q6nrfEVT/MURs3F+yLi1oW6+T9M7NqK5N0LZBy2CEQEgLOdEPE71Q14rq3IKybBSqUB/csgZ5fA6/c8BdvUMngmPn/B0TL65nm644L6BppydTNZ7y6UrmxZ0+4C/+9AHYch0c9GFbvOU6fTt00t+2vbhLb4Xv+qjYX3qrvm3uyU1lncfqkeY8qU1mAF/uPTyh38NdRhZjMFSCqtXAGwwGwwXDIqvkc9J3WCdTdU2F5tPSBjuAaF+HSEURA0egrkW7wZx+FvoOo/qOIjLJ6MINpgJa16C68pL1josRgbBO1i0LGQhnnjeIOnsQse/rMHAClZjWG2nbgJqZ6DlpZDaxnenLou/Lgw/g3va/IFTv75h4cf1HF766IWVO0x7yqVP34gaO+osfOAq3/Ql890MLx156i79tzuTgT/A1POngT+BFr4Vdt8B9fwexSV1J95x2PP92JwWRRh2Xj5HFGAxLhkngDQaDYTnJr5I3tEFiUidOdkDfnxouqJKXRHRUV1AjzYhAEGEFwA6gXEc/x/QYamoI9eU/REwNAz6HIzV1oTo35WQwnZv0xNKR04h0DFnfBs1dEAjpqrrIq6xnFivKW6xE5lmsHLgf4lM5q0EnTdbdxLIBVz9+4H7YdLWvYUJsulrfTg9rWY7XrDoTIfXj0/q4sO0G+MXCTjFsu0HfhlsWjvXiDvgcGnjgAbji12DTS2Do+YXjN71E3473Zv6wlm78nYmwAFfHAVg27g13Ih/4bOZqUGZ4Fa7+G0gL94Y7M3+DGRhZjMGwJJgE3mAwGJYTr0qOqx05CtxQ+qGuWT/ed9h3YiSE0PaMDW2ItjU66Zoc1jZ+iSnUjAZTwdyOJqquJZuo6wr7FkR9c04GEwhB/xHEvq/C0AvZirpqWYN77Vt1Mu5pYkqU9OiEUhX3Xs94vSOEjqtvwxehjLd0dEI3xc5VmBbox6MT+v6Jx/xt/8RjsOHFsOsVcNzHgmLXK+D00/62ffppncDvehXs+zcf236Vvm3uQVtvCn2sC6wbLd0H4IpCScx1d+AC8qE9epGEo7cRadTJ+3V3zH4+g8GwZJgE3mAwGJaT6KhOElNFBgopVw/HCdTpuCJkc2CV1q4s/cdRZ70m0yOo/uNZr/Xs78yxKyrUMMsRRmQSbSGtTBU/qKv4MqArtc8/jvjuR1HjA4XV3aEzyL4juLd/OFdRn0vS472QuqbCxUpzz8KG2UrpuKN754/zeP4xePGv68q/EJlJoEVwXZ3cRrTdMGd92kJ6cfWr5o/zqF8FEz6HV3lxwueVGC8uXxIjLP26PJTSU1GLSWKuuwP3JW/RVzjGe/Vx3nVL8cq7wWBYUsyn0GAwGJaTcCOkYrn7+Ymtl7ymE1oG4znCuGlt3zjwAhx5kImBo6jB0zB6FpHyOeTHu119CVz6al1db+5GWBlHGDsvWbeCYNkopXDz8+m0g7zv/8LoOWaXsV2YHELe/yncd39ZV9SjoxlJRrMOn+kXbgV186O3WNn+Mn/HcPvL4LFv+Yv1ZCL1LXMn79mX4Og4WNgD3sOLO+fTtebcc9DUuXAc5OLOHdTvk/kWN0LouHWXFkpi0kkticGTxDjzS2IsW+viDQZDVWESeIPBYFhOBk+STX69SaN2EBEI6Vs7iJIW1plnUIMndIW37wiq9zAik/inmV+7np1i6uV7UkKoARGqQzR1oC69WUthPPtGK4CCwmTdLZIs9h7S3t/zean3H9Nxa3bmBv7ExiE2oTXmWqgBgRBEmvTj3sCf//x/Pg5gJq5lNZx6auHYltX6Njntb9teXPvFcMxHlb/9Yn2b6SlYkKlhWP8iePzehWPXvyjzj0wfgLTmH0KV/3cxkhiDYUVhEniDwWBYTqLDiLoW7QoTCOlKt+tAMg6JKGpqVGvAf/h3/ivrTZ2otZfqqv2hn0BdKyLSCEIhpK2TZTukdeRTw7jRCVT3llxB1++Y99NPF/dRz8dN67g1O7UjSV2rHvhU8CQOJKNaAtSzPTfwp5QBR7/1t/D0DxeO3f2b+vaHf+9v2z/8e/iDr0GLz+mkXlzI5yCnUAQueQV824eP/SWv0LdrL9VXLVxHL3hmucRkrmqsvbTw940kxmBYMZhPrcFgMCwhBTIYJ6UlGoEQJKOo6LiWmCyk+84jU4vNpcN2ENHcjXrV/0T0H0EOHoP6Vv3E8SlUKgGpBAqpn2tqCDU5CF1bCjfsZ6jUuE/tdn7c1BDzVuzz/dbdlL/tuyno3Ogv1osr1dd99bb54zy8uEteCb+4hwWtGy95Jez9ir9t7/0K3PQuPbyqcyP0HclIkDyXGJVZUCn9eE+RpmcjiTEYVgQmgTcYDIYKkZtimkY4SYhPo3oPwZmD0H8E1XdM69Z9lrxVYzs0dcPZZwEFlo0IhBGBUFZyA0BiCpGIotrWo+LTuoo/Nawr7l6l1grOlqx4+B0q5Xed4cWdexYmB+ePnRzUcWsvhe7tcMLHlNLu7f4nsd771/Db/xca2udsDC6goV3f/uo+f9v/1X2w4UpYvROCdfNLdYJ1Ou7Rb/rb9ugZfSsl7i3vQ977QZgem6Hll9DQgnvL+4z/usGwgjEJvMFgMJwHCpJ1NwWJGKr/iE7W+46g+o/C8CnEQo2TGQrk5x2b4fUfQDS0wrM/xooOaQlMpuFVpJO46STEJlGpOKRTuC88Ade8WWvaB5/3dpCsWj6dgIkB6N6ak6xAbqhUfBqCYQhEtJ667+hsn/bmLn8Hx4t75sf+4p/5sU7gb3qnvwT+pnfCN//S37bPHdK3t/5P+PIfLhx/6//Ut17yvBBenJsubE4uRiqm41rX5v3QE0qpGf+mMG7jbtzbP4z8+R4YPK6bU+0gdGzCfdmdZvKpwbDCMQm8wWAwlIjOmwXCdXSynorD4POoM94U02Mw+LyuuvtgViFb6KZOXV0PIoMBVMd6CIZRApTjQHwUlU5COolQKm8bmX9NDngb01X3oi4qeQk95HzaPSlPdJRsIhkIg5su9Glff1lGiz2PDl7aOg6g/4iv45GNkwF/8TKgn8dXbCbu9LP+4k8/C5uvg1Xr4MT+heNXrdO3D39pYeca5eq4698OD34uU0lXhQstT04lLR2Xj5l8ajBcsJgE3mAwGOYhm6wrB+GkdaVz5DTqzAHoPawr6/3HEamYvyZTOwgdGzNDkTahpkaR+7+BCNdBIKynpUrPSQRUahrG+nCO7YNLbwU7gpxYQIYC2nKw7zBM9GW2VWwCp9SPe77rfYd18hyfpHBZoXS1OBXXj3vxPTt00+bI6bn3o6Unp8UON/o4Qnlx53x6r587CFtfBvt9DDfamrGmHDvrb9te3K1/5M+q8tY/0rf5Fft8ByDINC2oXJwdxL3iDUjPiaZID4R7xRtyEql8zORTg+GCxCTwBoPBkCGXrLu6wdRJwUQf6vSz0Pscqu8o9B9DxCd8OsJkrP6k1Jrz5tW4174FseFyEBJhB5DP3o9Y1Q0ISMVQ8QlUKpnxSM8ME1JOLiFcd1meTeBcL0TquKmRjGWg0pIb5eY08CLTxBqf0nEA08NaUz1fk+n0mI7zCDUw7zjTUEPu7pZr4dBPFj5wW67NPF0J3uuXvcpfAn9ZZjppgWxlHry4gef9xQ88D2t3zt7+XG8YL+71H9A2j09+t1DTLi2dvL/+A/6e32AwXBCYBL7W8OMMYTAYFiQ/WcdJIdy0dmQ5k5es9x1DTA/7T9ZXrdWV9UAEcfwREDaisRVC9QgpIJVCPvNDVNsa1PrLUcJCNXQiRs7pyn4x3LTeWW/Mffc2LWdJFpnc6hEI67gD9+tkUIjM9meUgaXUj8fG9Y8mh5k7ec+9Uh1H7lxU36onxs7cfn2rftyr2A+fW2DbGby4Uir2wmbuhUTePonM116BbCXzWJYispWzB/wtnM4e0Al8/vazFo/e5ueQxbz+A7iv/RPEL75EcLqfRH0X6rq3F6+8GwyGCxqTwNcSfp0hDAZDAUWT9dg46vQBeOZ+GHoeNT2KiI75StYBlJAQbkRtuga19Qbo3IQI1QFgPfD/g1VroaEVEtOQjKGUroKrwVPw03/FfdtnQCrYfpOW5sz/CmDnzfqf/Ue17WQqMYcsxtKP9x+Fuib94os2zir9c2npOIATj/l78ScegyvfoJPzZBRiMyU3me1Pj0KkMef2cshnE+uhH8MtfzDbHacoQsfFRnMLkrmQUsfBbNlKkcS/ULaSedwK6H+qvMRcWDr/9zTsxbbvVxZjB+Gmd9HY3khiaNK/04/BYLigMAl8reA5QySi+svWataWcP3HZjtDGAwXMAXJupvSyXFiCnXuiNZK9x3VuvWRM/7tG8ONmQq2gHCDHpBk2eCkkBP9qPoWaFujJ5kOnUSNndOe673PzaisZ6rSwydzVen+o7M10sVeVP9RPQwpOqorveGGXOU8n3CDfjw6CpHW+RNa0I9HMolyfMLX8cjGhZtzEp2iKP14uFnfTS7gyuLhxYUb5o/zniPcAKNnMwn1HFVyIfXj0bzXWIpspWB4kq2T9uwuqOLDk4wsxmAwVAiTwNcCnjNEIgpNHblLsTIMTSGYGCx0hjAYLhCKJuupmHaBOXcol6wPndRVdx8ogJbVqC3XaTlMxyasBz8HE/2Ipk6QGVcXaYGwUBP98Ni9OBtfoj9/k4PIwZNzSFwUTI9o/2+vKn3mGX9J9plndAJf16otIONTxWNj4zqhrWuF1Dwym3ycuL5t6vQX78U5SX9OK54bT12LvwFKdS369thef/tzbC+svWzG1YYZkhiV6SeINBf+bka2wsNf0n0GrWu1rGVmZbzY8CRPsuNV3osNT/K7fYPBYCgBk8DXAn2HdcXOuxyejxD65/kVPYNhhSKE0FVzJ6WbTNNxLUk5+2wuWR98HpFO+Nqe0htFa6OFrqBKCyElXPdWRCiCGD2HIA31LaiJvpzXupPKDUOKHcp9/kKN8+vTQT8eyui7XZ+Nml5c5ya9mJ+PRFTH/dsf+9v2z78Ib3sxbL4aspKSedh8tb59/Nv+tv/4t2HDFbD6Ehg4tnD86kv07YlH/W3/xKMZd5mFBFAitzjIJyNbmZfFDE/ys32DwWAoAZPA1wLR0Uyy0Fz8cSsIzoS/qYIGw0JUSaO0EJl0LJ1EDByDqWFUIgbRMeg/iuo/ph1hFkqWMygrCB0XoQIRxOlf6WQ9VIewAwgrqIcWWQGtbU4lUX1HUJe8ArfvKLL3OCQmZ1fKnbSuhgfrc5+/IZ9uJUPPw7pL566kz8SLe+Z+f1XvZ+6H8X5/2/bijvgYmuTFXXJLcQlPMbw4y+dXjhe3YG8AuTiBlsl4UpmZDbWe847fJodimOFJBoOhSjAJfC1Q16oTCyepZTMzcZLFx6EbDKWyFI3STlq7o4z3QvNq2PUqhG3nppg6SUinUBMD8Mx/Ig78GDUxBE4CUaQRsBhKSGjbkPFa36xv29brZP2ZHyKjw3rhi6uT8lQSNT2KSiUgnQaVxh18XueAoUZITM0tc3EdXVH3pBlnfA4IOvMsXPF6Lcnxgxd35hmf238Gmrt1orkQzd369oUn/G3bi1u9E448vHD86p36trHD3/a9uPWXwzkfx3P95XqREAhrv3rl5voKPM91IfXjfhcdc2GGJxkMhirAJPC1QPc2aNsA/ce05n2mHVl0Aro2F45DNxhKZSkapR/5Kta+r+lE3Q7oSuv+r+DueDk0r0b1HgbPaz1PKz1fiqsQ0Loa1bkZujLJesfFiEAYhEBYNjKQqa5bAVTnFlQiikqNaieXotr4PNtG1/WnUfckLqU2araswZf9Ycsa/U+/uvZUFG64A479YuHYG+7Qt+m4v217cde9FX72zwvHX/dWfTtTAjgXXtyuV8EjX1k4fter9HspVKf/i01kdPeZDN4OaakTnJ9ChxmeZDAYlhmTwNcCUuLe8A6dXE0MZpKroP6Cik5AqE5XSE0FyFAuFWqUzmrW3TTi8W8jHr8XJQUkk6jYBCqdBNdBnDmk431sU0lb719DG+7L/4devIYaEFIgpKX/O/UkTI+iGjtQ229CSSvn4rf5WqQ3uGjuZ4FLXqH/eeYAvrzRzxzQkpjV2+DpHyz8QlZnFtw7b4bv3LWw/aFnI9mzA371w4W337MDRs4sHAc67qKr9LGc9DHltWuzvj30M3/bP/QzeNFrM6/Zx2LFOzZrdsKq9TByau7wVet1HOQKHavWaWmTZ5Nph2ByyBQ6DAbDisEk8LXCxt24r/uLPHnDhK4odm02PvCGxbOYRmnXhYGjejppXQu0bUCotJbBJKO6ufTcc/DQHp2wk0vUF0rYlSd7CIR0EhYMQyCMyCSBsrUHsWo12AGtcX/iO4iHv4yaGtFVYgUi3IB7w51wXabKfNDHJFAv7kWvhfE+f/Fe3Jpd/uK9uIHjEIzMr4UPRnTc6h2weru/7a/eDj/9F3+xT/8nXPnrcON/h2O/XDj+xv+ub8d78yww55jEKjJxAA0dEK6f/7WG63Uc6OLF6/4c+Y0/Ky59iTTjvu7Ps4vKbKFjcki/Z4N1utAxOWQKHQaDYUVhEvhawmgvDZXCb6N0bCxn3YiCk08gH/8OjPeikjFIxrXHdX0bYnoEhl5AOCmfk0yBVetQG3ejpEQ+/SNo6kQEw9p1RloZiUS9lo5NDOCicD2P8V/cjXzgsyjXAcvSEzeFC7FJ5AOfxQWdxI/5nAbqxZUq+xh+wV/88Auw/kX62NshCLjF5TGBOv241yT7lI/qvhc3PeYv1otbe5k+vonpuWND9ToOMjIjAZYEJYoMN1J6gZc/RXb1Tjj9TGaBldeMKyTYYf14fpV8427c//Zx3TjadxjSKbAD0L1tduOoKXQYDIYLBJPA1xpGe2moBPmN0iIEqThIqXXk4UYELkTqEXVNEBtDpZJw6KeIX9yNG53QjalOKjsYSTK/VWBRAYWQuBsuR1x/B3LkNHLgqE7+4pOQTmrrxlQC5aS064sdRAUzg36cNPKhPVoyYQfzkm6pE8l0EvnQHtyXvKXoRMziO5mJa/DZeOnFHXrIX/yhh+CKN+R83efStqeiOkH2tNunfuVv+6d+pRPngaMLx+Y3l9a3zZ/A17fl/r3rFrjv77TmPF8ao1TOCSbSpOOgUA4Ym9ILLQ/HgUhD8Sp5KcULU+gwGAwXACaBNxgM0L0NsXqHrpi7KbCtzHTJBEzFUYk4hBtxH/suYuC4bjJNaBnEgjIYaevBQtGxwgcCYUQgBIEQwg6BZSHa1qFauqF1Deq//hE1cFwntzOT7lRCa5+9Su2B+7Usw7Iykg43rxIs9c/jUzquZwe5ZFMUvoCsFETkBvIkfE4n9eKGT/qL9+JK8XWHGZNd5yGdhIuvhuM+hiFdnPF1P3coIwWaS6cu9OPnDsHanWDZuJfcjHz83iLx+r57yc2F9pGzquQZt6POTfNXyUspXphCh8FgWOGYBN5guAARgoxtY2YgkpNGXXwFsu8IKjmtK97plE6uyOW4su/wvNvNpXACAiHcm94DW66FY3uxHvpCLlm3A5lfcHVVPT6FSidwG7u09MVJIwef11cC5mJqKCPBkBmNtdI7kErATA9waemfjfdCx8V5OmzlTXMq/J1wPTRmKs19PmwY8+PCDf7ivbgDPn3dD9wPl/+absQcO7vw9rs2w4jPxYQXd/bAHK48ebhpHbd2p25+Hj2rtebJGLOOezCCHD2L67qFFXBTJTcYDIZFYRJ4g2EFk69XF24KNz6FjGfcX9JJVGwKNXAMeo8gnvwebmwiK4PxrVvPDsjJTDSVNlg2IhhGrupGNK6CzosQDavASWkpTDQjw8ksELLUZaz+Dtyv/bznIxXTcS96bZ7lY7HkU7vgIDLWkJ4O+8wzeUmnl3jqpLNAhz3hcxiSF3fxVXDm6YXjL75K35Yiibn812DHy+HwgwvH73i5/0mpg97wKbXAYiJPGgO55ufmLq3Tj03kKuqRJn31ZK7mZ1MlNxgMhrIxCbzBUA2UOv20SLywJCAQygU3hXDS4CRR6TSk4qi+I8TGnscdPAdTI4iB44jRc9mEfSGUkLDmEtS6y1GJaeQT39bSiGAdIhAEO6QbToWVm2YqbNz6VajoFHLQRzV4OiNDGT23sFZdKR0H2mLx3r9aOH7nzYU67ERUH2dPbuO6s91KgnUL73cpcTMZHygt7rLXwPc+soDtpKXj/NhNgk6+wb/FoheX3/wsBNTNaII2U6INBoOhIpgE3mBYbkqdfvr8Y3oY0kS/rpIHw9Dcg7rsNajOTZkqdwp36AVE/zE4sQ9x7iCk4iQAPyIFbd+YsW4MhHUiFp/AvfqNiPVXIM4cQJ56XCeKVkBXbdNJVHxaTzONTYIQuFZIF2v9Tr9MTHp74C/eizt3yF/4uUPa+SVfhz1wLOdsUsytZPV2OPnYwtv27B1feNzfvnhxzV3+4vPjpL1AAp85tV/6anh+/8LbvvTV+vbEo/725cSjsOEKMyXaYDAYlgmTwBsMy8l800+//3Hc1/8F4uKrMnr1NOLUU4iHPq+lH8EwylUQm0L1PwJHHkZ1b0NExxCDLyAdf82OKlgHLath9KyWj4QatORESkQwAuEG/fxNbYjOi6G5C5WK6+bUqWGdsCuXrI7cdfS/ww3QsEo/iSevmamRnnnfc48pdeDP/m/6eq3s/6ZO4D2ctNbCO2lIa+39LHbeDL+8Z+Fte4OWim2jGF7cul3w+LcWjl+X8Y0/cL9e6AlZXO4ipH78wP1w+W3wvb8B5pPFSB0H/rT1+XFmSrTBYDAsCyaBNxiWi/zpp809gKuniYYbYNVaiI0jn/webvsG3WTqpBA//Vfc/mNg2xnrwQSkE4iM3EScWLjaqnXrlq7Stl+E+6aPgJDIH/wtYuwsQgptxUjG1zs2gXJdaL8Ip3unlpZ0bEI2dMDEECBBpXMyFCukpTVdW3OJ29pLdSXWTedpqPN05yKjnV97qf5RQ4e+AjBfE2sglLNuLNXb/cR+5Ff/P4XbTztw8nHkV5/Ffcv/y1XhS50GuuFFcO7ZhfdlQ2Yh0bbe3757cV7D7rxdCio3PMkO6PfKXHgNxQCta/3tixdnpkQbDAbDsmDOqgbDMiAEiKHjyFQU2bkBSRrpJhDxSRg/h+o/hjs9hntsH+4vv4566EuIr/8Z6vlHEdERxMQAIjqOSMWzyftMlJD6PwrTZQBsGxGMIEgho6NYjasQu16BkBKViqGmRnFHe3EHnsftP44aOomz7rJcIpZJ3Khr1hKbSCvUtejbQBjqmgsTt54d0LmxsAEyt6f6550bc9aNXVt0JXnegyh1HOgBT34I1emF0zf+fO7FQSquH3fd3Gt93Z9DZI4hVzOmgbLzFn/74sU956MhNT+uuSfjsz5HVd2z0GzuKazWFyO/Wg9w/dszjj3ZgLz/MkhLx3lk5Eh0bdZXhqaG9G3XZv1zMzzJYDAYzjumAm+4cCm1cbRMsk4wyslYNmZsG4dPoeITMD2BSie0pMKbZJlJzgRgPbxnwedQoBMrIVGXvBK1/eUwPYq872/BCugm00AYGQih7GDmlxQk47iuixtqRD7+H6jhMxSVrSiFfOZ+3Je+NXeMNu7Gvep25M+/kGlSzFSFww24V91emLhJibv6EmTvc3O+Anf1Jblt9x1e2O88ndRxa3bC5pfAMR9+55tfAqd/BbGx+eNiYzpuwxX6finTQDsvXng/8uOSC3jAe3hxl7xi4YZdL+6XXwEUyEBGcjNjUmqm4TlXrQ/iXvGGjK87FHsvuFe8IXOFJg9jC2kwGAxLikngDRcmpTaO+iTnr57WA5EyXuoqnUA5DkoplFK6Qtl3Ajl0uiBZ90vRmruroK4etesWRNcmxPFHkO1rc9XXdArlJFGxSb1gSOkEWY0PwNlD0H80I4EJah27l+hJSx+jgeO5AT6QO4bxybydUBCfRD70Rdye7blj6aSRv/rBvK9J/uoHuLf9Ly2/OfOMPi7z6byVq+PW7IR1l/s7cOsuh5/8o7/YBz8Pd3wmd3/jbtwNV+pq9XivrnDvuqVwSBHAtz/kb/vf/hD81t9p2dCjPjT8nrzo4E/w1R9w8CcZaZYAMsdSWIVhXu+CZ8MJ8PoP4ALyye8WNspKSyfvr/9A8ac0tpAGg8GwZJgE3lCI60L/YZIDCUiHoGsFVtG8xtH4tHZwCUR0ItN3FPkfH/V12T/fXx0nlU3WlZPSbixOGjX4Aio6BnYYhNATTAeOIfuPwehZbffoAxVpgu7tqM6NiMe+VeidbgcQgXBuQFK4EXHxlahAGKwAanpcN5mmE6Dy07685C8xVTjAJ18vrch4qMvZA3z+42Nzu8vExpH/8THc//kt/f55+ofz67C95336h3DF69H6+2JyG2+/vKbZzLKnlKp3/1F/sTPjii36nvr+7EXf6Bl/2/fiLn01/OD/zF+JD9blnGLGezMvO2PXORNhAa6Ou+7tcN/fZVyBrNlNpo4DkUa9EMnn9R/Afe2fwMNf0vvZulbLZmZW3g0Gg8GwLJgE3pDDS1AGjjHtphAygOgsYqtXy3iNo9FxnZAmJvKaL4MQTevq8UVXZRcuhRKYtP49J4lKpfStUrhuRvbiOnDwJ8in/gMmB3S8cn1X13MjlJROmu0Q7i3vg/VXQP8xxK9+gIg0IDyLR5FJdNNJVDKGik3iDp6GtZdAMoaMTrBgpVZkntlXwpx5/OyzMHI6bzMzEkPQj599FtZdCkce9ncAjjysE/jVlyyw35l9Xn2J/ud9f+9v+/f9/cJTT7Obz4ubzy1o5qKvdS30HVl4+14jqGXj3vQu5I//f3NebXBveleu0u9V1aXQ1o2uQ1a+JC39/nQzVXXLxr3hTuQDn9WSI8tCtz65OnmXFu4Nd86+igA6Wb/pXf6OlcFgMBiWFJPAr3T86rxP7Efe+0Edp5TOwQTalWPwBO7tH67+JN7Pa+07DP1HMtVOldGNi+x/wrIhOowcPIZo35DRq6dQqQQqnUINZarqwXpo3wATA4j+Y4iBY9pzfeC41rn7QNkhnbBJO7MoSOt9EkI3gtavQthBZFMnhOsRiXFEUxs4jp5mGh/VtwVacQFnn9EJ/NpLcwndXEhLx3nPPf8e55pMD/2kML5oI63Scesu9XM4Cplvn4vFnfYx+dSLa78YpkcWjm3PVPXz3YIaO/SVgmRU/90aO2BysHDRd/uH4H//ZOHt354ntbnuDi1b+fkXtK1lfj/By34XrrsjF7vrlsKqurRya6tiVXVv2w/tyWw7Y/MZadTJe/62DQaDwVATmAS+1iil8dKvztt1kfd/GqaG9X3LzmmMnTRMDSPv/zTuu++uXjmN39c6PQzJOAQj2oXFDuhYywaEbuhLxnEHjqECEa1XVwpO/Qq572swchqRTuGNnPctg/H+EWlCXfd2VNcWaOlGfvdvtLbcDmnPdTuop5kG6rVVZPvFqE3XoKSNm05pzfx8A3xQuaS2e5u/BL57GyygT88y9IL2US+18XLr9XDwvxaO33q9vv35wo272bi3XaEtJf0QCMFlr4aTPoYtXZaRrPQd1u8rO6CvKjiJQsvMSKN+vO+w1oAH63DX7EKePTDnpt01u2ZPbr3uDtyXvGVhjf3/v707D4+qPPsH/j1n1kz2jQQIshMIAQ2gyK7VKraiFd9aqVTlR622tFpRyyvVWrgQ7GtbC2ptFVQqiuVy4VWsWq0WUbG8IAoiRpB9yzIJ2TPbeX5/POfMkswkZwCJJ3w/18U1mTl3Js/MIXCfZ+7nfuLNqhu73yaaVTf73EREZAn819tKkll4mcxH/kd2yiQSiNS4KgCgyvtBf/sFjKdDMp8eJHqt/3gQYtp/A/3GyGQ75IOaXSiTr1AQCPggfM0QQb9ccKr3KRdVBwBfq5xd3/8xULk7YbvGtsJlMFEz+4D+83wtEDl9gNyzZL/1oZOg+hvC3yVLYVqBpjqIUBBaycV6ciaAprpOkndda5O8PWqyk8vR8uRKXEZdmfzCy5ze5p7fiDO6onTGiCubBhz5vPP4smnmk1YjrrlWXoj42nxqAwEEW4EGn2xP2Vwb+d6frIT2+A1xk3itdynwk5WJf+bZ3+l8bO1m1fULyY5m1c0+NxERfeMxgbeKZBLy6I/8M/Ij9cmqW+6WWN/mI39jAaNqi/+zjVlcYwHjifq6Pj3Y8LTs6pLTG4rdKXucq3ZZ4tJUA2xZCy2nSLZu9LVCq6uUPcA7SIZt658w/bKEzQExaBwQ9EP56iOZcNui3ku7U9as2xxQbA4ovuNAZi6EYodSsVsuNPU36wtNoy4SFBvU3R9FWjd21hc9/H163MFtMFUWc3CbngSaYMQNuwB42UT8sAvk7Za15p5/y1qg72ggoydQtafz+Ay9e8pREzXnRlx2z87jAKChSt66M+WnNkJrs4hTAWyqvAjyt8q4aD9ZCc3fDLx0X2Qh6PQF7WfeT5Q+q67s+CdS/DVoduZADOesOhHRmYD/0ltBsgm58ZG/JyN2cSEg73syYj/y7zTJM5iNi+Nr+PRAboa0B2qoFeg1RD5noBXwt0JoQQAKRGsTUPt/0A7uAHoMBIQCxZhJNd6SJF6G3MVUjbyvmiarac7+LnDsSyh7NwNODxSXW3aFsTsjs/D+Vgh/s/wWuwc4shPq5+/K1xb3h4WA/Vsj5ymr0NwgjTgzu4EacQVDgL2d7+KKgiHy9o0/mXvuN/4EXHmP3JXTDCNu8vXAVx90Hj9Zn2k+ftjc8x8/DPQbBVNtGI3WikrUY0bpjCG8WATx/yI5PbJV5NdFn1X35KWjubrhpH5FiYjIOpjAW0GyCXlzrZ4kJ9g50uYEQvWRj/yLRugLKUOxySkgExRNi93mPlkn8+mBzS5nsG2ZULIKgZYGqNvWQfQaAqGFgOq9EC31QHM9REO1LHUI9y+3A65UwN8CZeOzUJpqZQ27ySxHeLIAd7qse1bUqNKJKA43FNUO9fhhYOAYqF+ul+9jKCh7rTfXRXqu62MSPYfK762vSJy8G0J+GddrGJBjcpt7Iy7QSdtGQ8AHlFwAfLSq89iSC+TtgU/MPbcRl9HDXLwRV2MyIa85DPQbA+T0AfaYuADJ6WNyIyQh4wDZKtPhBgItUZ9U6RcAWkheNDvciVtqEhERnWLf0BWJFCOckCfowWxzyuNGQu7JlrPRiZLDkF8e92TL+8Y298YCSGMrdqHpCyBF7Db3yWjbwUNAT7Ih7/ua5XF923qlcheU1jqoBQOgZhdCzciDmpIuS2O0EITQoB3YjtDerdCaG6HBBtHghajaL8s7ROTnIuiD0lQDJdAC9cAnULz7Ey46FW3+hMZeC+3/rYBWeilkPbsqS2CcbigpGVAze0DNOwtqdiGUtGwgNQei77nQoEKrPgDNexCirlJeXAR8MBa9IrMg8j5+/Iq599CI+2K9uXgjLquXufisXoD3gLlYIy7Qai7eiCueZC7eiEumJh8Aps41Fz91rr4RkglGnCdb1rin5crWncbvhdDk/bRcedz4fSIiIvqaMYG3gmQT8sJiILevLEdou/BSCPl4bl8ZB8ht7i+5TSYiUPUZ5JBeI64CabnyeLx6dU2Ti1t3fyhvtTYJckwHjwPyz/EjQEMFlJZaKFkFUIMtsFWWw+ZvgtpQCUVRIDQNoqkGWl0FtJrD0GqPQGuohvC1yB7u1fugfPk+lPL3wov4FAjZq13oXyd4O9sm63Hn412pgKpC6T0canYvqDk9oWb1gJKWA8Xhggi0QtRVyGS95gi0vAGyY41i63ihqSst8nWyGwol2/ml5EJz8SUXAuUmE2YjLtvkxYERl5rbeQ2/oso4oM3urh0w4hxuaIMndhiqDZ4oZ8rrjuplTQnGY3wKZSyQNX6fggE5g59dJC96sovk/WAg9veJiIjoa8YSGiswEoiK3bLmvW2JS3M9UDAoNiGfdKMsW6mv0stWnDLRb64HXB5Zex6dkA84D9r0hVDfewqo+kovFbAD+QOhTZ4Vvwe8mbr25uMANCjBIOBOg+LIiSyyEwJoqYdQFGiVeyAcqUAgALWuSiZaDv0Th1BQLvAM+ORi1aAftrcfaT+eOIyadTFgLNBvFERTLdSPnmsfaHfImnWHC4rDDSW/H5CRB5FVCKzPgKg7Knc0Dfjab7aT3kOWuBwrB2oPtn/uaLUHI6VOiRYNt2XEJdv5pWqfueev2gfUHTMXa8QVFgP7TLRiNP5OKpB/nzoqGVLtkTrywiHA3v8z8fxDIl/PXApt1W1Qd7W/GNEGTwRmLpV3whshqYDikGsNjLIrox2jpkVq4KN/nxqq5e+T0yNfS0N1/N8nIiKirxETeCs40YR82vyoBLteJtgFHeysOuA8aP3GQKkoR7rdh/qgC6IgidaNIgTUHobtX49A2OcCfUqheNKhuNNlf/WgH8LXJG+Nto0AoNggVJdMotJyZd358aPy5wZ9UMy0TkSbmXRFAVQnkJopf17pxXI3030fy0TR4YRid0FxOGVvcGM2Vh+blpoD4fDIi4fKPfICIpGWOpnUN1ZFWjgm0tok4zAMOGt07G6miZw1Wt4Ovxh4+b7O44dfLG+3vdF5rBHnMtkZxYhzus3FG3FGHTn0NRXhXV/1Bb5t68hLvw1sfLbz5y/9duz9mUuhBVqBN/4o39ucPrJsxhE13uiNkOw2+ffBEG8jJODEfp+IiIi+JkzgreIkEnLTrRsBeazXMDjz0oFEXS00DeqHq+RkacEgWVeuQiZCNifQUAXlw1UIXXIrtLpKqFX7O95MSISgbFwFpb4SSn2F6bdEZPWEyCiEcuxLmVi6UuUFhRYAVAfgTpMt/lQ7lLRcKHY7kNsLan7f8KY3IuiTPdeNHU2FkAtNXenyh2x7o+PkHZDHt72hl1yYaNt4pBwYMhkYNgH4ZG3nL3TYBHn72VudxxpxZdPML6psqQP6jwb2be48tnCwvN3/qbnnNuKMOnKbTZZAGX3LIQCo8lzZXbHrMuyujt97uyv+ugyHG5g2P/H3xdsICaocU6KNkIAT+30iIiL6GjCBt5IB50HrOyq53RT1hPxkyaodRdaYV5ZDCbYCmflAU7WcVQ/4IEIBmY853EBdJcSx3cDRLzpM3o2KCeXQ9g5/vpEWix6DIMbPlC0hXalyN9S1C+VGUy36hkh2JxSbDQo0wJMO5A+AGHAuhN0F0doIrcEr6+bjjkuvjTYGFrMRT9vWg1H3D38GpOV1+BraveoWk73XjbjyDebiyzfIBL7HQKDCRH/0HgMBR4q55zbikq1RLywGPFnAMX08NjsgFEDRZ+Sb62Q5jFFyU7FLJvxBP+JfFCnyeMWuE/v73W4jpJB8zo42QgJO2e8TERHRyWACbyVGzXnlbpnY2J3AJ+tO+Uf44TbzQpO17fofEfBBhEIQlXugVO3VF8lqsbXcWkjOgjucUMrXA8d2R57X5M8XDnfCLidK5VcQVXuAPiP1QdogBp8PtbESit2hb7SjACE/hK8ZaK5DaMRlgF0voWj0Qgn4O7iokDPw4dnrmFKRtolk1H2nO/k+7RVfmYs34lpN9lI34s6dDmx/vfP4c6cD7zxu7rkP6hdaPQaYvDgYEHUn6m9AuF2pQGQ2Pup4c62Mye4t68xD/kidus0JpOfJto7Ru58mS98IKakLYiIiom8A/k9lFXs2QX3pNzJhEUL+8TcD+7dArdoDbfrCE0riIzPrQSihoLww0IIIoR7ieD2EJmR3lehuNqoLSnOD3gPbFmk5CYRrm5VAK5RP1nX688Mz68VTIAacC+QNgLr69vjBNgcUhxO2nW9DnPd9KC6PLI+pPQI4UyECLRBNlXJXTAiZ6Kl2qF9+AG3sDDl7mpKpJ++JNvJR5PEUvYd+yUXAB890/kaWXCQvdMwwOrP4W8zFG3HJLuxMppe6ZnLsRtzYa4DtJmrsx14jb42yk4we8pOSkC+SkDtSZM15c21kga/RecnuAPL7RXbOVW3yE56gT56nk23dqG+EREREZCUs3rQCTYP6z2VAo1ffVMkmkxvVJu83euXxti0c25BrBRWoIgRbqBU2XwPUphoodUcgao9Cq6tEqLEWWnO9XMwZCkGEFxxC3tZXAoe26a0SZd94RQvK1o0n2r7R4Ya4+OfAoPHA0Z0yOVMUuUmSJxNqZgHUvD5Qc3tDyciHAgXi8OfQPFkI1RyCtnczNKFBuDNkG8LMQtniL/csID03sslVeBAa4ifveoDQIocLBps4QXrc5rXmYo24dJMlN0ZcyUXm4o24mPKfDhz+DOhv8uLPiOs9Qvbx70h6vowDInsZpGTK85LdR2/F2EfeT8mM3csguhUqADhTZJ28Uy/hadsKlYiI6AzCGXgrOLJT1ngDeomIQZH3g355/MhOoGi4PKLoBQlaEEooAAQDEFoACPghtBCEEBBanC7oQgOq9yLg9QONrUAwAKXyKyiVXwEVu6GYLOMQAJBZCJHXD8qBTyKbGbWjytfg3Q+lYBBQfxRqTq/I6xSarK9vbZRtHP0tgBAQezfLbitNNZFdZwXke2GUF9nd7XedbT7e8YJa/T2T7S8BrH/S1OvF+ieTWzQKAL2Hmos34truApuIEec02VnG6QEmzwLWmyijmTxL3qqqbDu6+k7AH6fzjjNVfipkLPCM3svA4W7fxSbYZi+DE+m8REREdIZgAm8Fhz+L2sI9is0hdyj1ZEBRVKB6D5TC/jJZD+ltG0NBiKp9EM21gCsdyO8ffwOb1gZgx9tQP3sLaKpBsxaA2nYTqAQSRWmX3g74GqEc/QLwZMrEK+gDoABONxR3OpQMObusOJ1AZj5ERg/ZYrK5XnaICSYo7TASQCMxbKiUCyGje7Qrx+TPje5uUl9p6jWF4z7tvAwoHDd4grnYjB6RsZthxO1811z8znflGoFh39LLf4wzFH0BEPXYsG/Juv/0HvJ9TCS9R2zLxQHnQZvxe6j/XgEc+yJy4VQ4FNoFs2NLupLdy8B4frZuJCIiaocJvCVEpch6jbmaWahvdKQv2PS3QjRUQavzRpLYg9ugbn4JqDkAJRiQ9cQ5Z0E753LA6YFSuVvOqlfuhmJ2Ix8AIjVHznx3RgsCbrnpjZKSDuT0kZ8GKIqsPXZ5gNYmiNYGhDx5gM0N9D8P6tuPIfFlAeRrNspECovlzGy88QsNaKoFcs6KJIZbXzX3Ire+Coy5Si7INcPXDBRPAra81Hls8SR5W7G74zhDxW65OVOyO7H2Hi77oNcc0A/EeU9z+si4Y+VyNtudpndlacOdJo8bNeoGs60VT3RGna0biYiI2mECbwVFI/RdLIMAgpCdUgDRWAPRVKu30rZD5JwVm7y/tVQmsAY/gObjUA9tM98RRrUBUIC0XGhTbpK13huehFq+Pv43qHZ9N1MX1H1boHzrFij9yoCqvUB9JYSvSfZcD/jlJwEOl0wIjVrzXsNlzXdDVeJBpefJOEC+3s56x9dX6O+Lar5riRHnyQR8JlomejKTn1Hf/qa5+O1vAqOvSn4nVlWFNu1uqGv+O355T0omtGl3y2TYqFHP6i3/PjV5IzPqqbly8r6xOv77Z7a14onOqLN1IxERUQwm8FbQcxiQWdB+185QMLLAND0XyOsHVO+HUvEllA9XhXtwm07WFVWWm9jsUGwOCLtT1kcH/bILiCdTdgvx6TO0igLYXVCcbih2l/xEwCjzCQUhgj5oabkQhcVQP3kt/g8N+aANOr/NjGpnI446vt3kRkvb3wDOuVyWr4RnpDtglLn0KQNqD3Ue36dMJqVmePcDfUYkXzOf7E6sgEyar3kA6ntPyVlsY5OrwmJok2dFkua2NeoZbRaoBlpja9RPFGfUiYiIThoTeKtwpSG69aEQQu8Eo2uqhfr49VA6S2Z1ApAbHBWNAGw2KJ+9Jdv5tdTpJRT6Nvd2p9yARwvKenZVBfqeA7X+mCzJAeQ4An6Ilga50DTgA4QGbcR3gZAGdf2KDseibnga2riZMok7vKPj2XdAHj+8QybBB0zuCHrgU5nAn3+tuR1Hz79W3tYfNff89Uc7/yQgHKvH5Q+IbGzUkXy9l/rn75h7/s/fiW2NqCfNSkU50u0+1AddEAVtkuYTqVE/UZxRJyIiOimc9rICY7YysyCyIZH3EOBrggKZ1itBX8LkPVH7Rm3wJIiJN0AMHCcTtoYqfTZbyJl0VwoUtweqTYWaWwRbj/5QMwugTJkN4W+BqK+C5j0MrfogtLoKiKbjepcYvYxn0o3AoU87n2luqZNxAPD5v9Bx/bv+ij7/l/wy2UWpabnm4o04kwt5IYTcCCjeAuFoiirjAODc/zL33EZc3VG9vVCCn2FsjlQX56JDT5qdJZNk8pygRh0uj6xRD7TKtqSBVnmfXV+IiIi+Mfi/sRUY9cmqXbZ1BBImlkJRIWyO9r3W4zHq2PP6yXaTKWlQMvKh5hbJvuuZPaC40mQnm+MVCBUOQ8jmhCYUiMZaiNamDjYv0mdwk2nDCADHj5iLN+IyCszFG3G7PjAXb8Ql07qx9BJzCXzpJfJrY9fYjr8h0lIzs6e8r6pyAajNru8JYNc3rVLlceMCIVl6jToKBskLscZqeVswSD7Ori9ERETfCCyhsQJPtpzV1mux9eKW8NcAAIcL2uQfA4MnAqvnQo03C2vQF48qTjcUhxNK7WEomT3kRUHQry809cvFptFlOkd2yrKV91fC1Cz5+yvjd4eJx4jLKDQXb8T1GgpsMRHfS++lvtdE+Ux0XN8ycyU3fctkmZGZHvNaUCbdLXWAO11fq5BgV1h3euQTjNJLgNcflDuZ2m2AEvXrKwQQDMk1CsYFwolgjToREdE3Hv9XtoKCwbHdZAAgq0Amd4aADxh6gezqktsnNtbmgOJOhZKeCzWnN9T8s6BmFUApGg5k95I7mdYehVa1H1rtUYjGWsDXFJu8A5GyFW+bxbSJeA+anw024oydNjtjxB3eYS7eiLM5zMUbcdm9zcVn9wbe+KO5WCPOky1LVsKlUcZlmSLvZxbI48bCUZsd2qRZctY96NcvBjR5G/QDqk0et53kdblRoz5ofPxyGyIiIupS/J/ZCvZ82O4hxeFqX95x8GN5O+oKKKlZUDMLZClMbm8oGflQHC6IQKusXa8+BK3029A0AXFst75Taidq9G4sbXfRTMTpBiZdby7WiKvaay7eiEumlzoAjLzMXHw4zmQNPET7LkGJGHHGwtFgAMjrK//k9Il8HQzI49ELRydcD+3iOXKmXdNkVxlNA1LS5eMTTL7fREREZFlM4K3g+bvjP64ogN0BxZ0GJSMP6sbVsKVlwtZaJzdOAiBaGqAdr5Cz6zVHIBq8snZdCwKHPpPPE/SbG4cRN3CMufiBY4BqEy0bgUic2Z6XRpwn01y8EZdsAt9ZRxxDQ5VMvs0w4qIXjjZUy/Pp9OgLiqsTLxydcD20u96CdtUCaN/6qby96y0m70RERGcIJvBWkCDBVtKyoeb0hpKeC8XuhGhphJaShdB/XojTGSbOTPKW/5W3bXt+J2LElX9kLr78I+DDZ83FGnFDJpmLN+LGzTAXb8RVfiV3Fe2IO03GAZHOMh12ftE7y0yda24s0XEnunDUZpetIifPlrcnWzZDRERElsH/9a3A5YlsnqQTDTWAokIEfeHyF+FKkxUfLY1xniQOf6u8DXay8NJgxO03s2pUj2sxsYspEKnxH3kZsHYhAK2DYDUyQ77jbXPPv+NtYOA4uTDT7gLS3ECjF7ElMorePlJEdhyNXjiqOgBFyIshRQGEIj/JMBaO2uzQBk+Euuv9hMPQBk+UGyVF48JRIiIiSgIzBCv4xd/bPSRaGyFa6mNr1424nCJzz2vEJZOQA0CzyR1Em+uAtBxzsUacFkTHyTvkcaPby7Fd5p7fiDN2HE1JBwqHAFk9gbQ8eVs4RD4eveNo9MJR42cqtshY2y4cnblUJunxRj14IjBzafzxceEoERERmcQZeCsQnSW0beJSTZbEGHGtJmfsjThPJuAzMbPuyQTGfh947X86jx37fXmbTCeXafMjiXanY9HjYnYczZe7zBoS7Tg64XpoANQNT+nvQQiAIheOTprVvvZ85lJogVY5xpqDsuZ96tz2M+9EREREJ4AJvBU8NN183H0fAeXvmos34jILgEoTCXmmvhnSiEuB91Z0Hj/iUqDxuLmxGHHJdnKZdCPQQclK2KQb5a2+cFR9dbHcYdSTITdBCvll8t7RwtHzfwh89k+502lmz3DZTFwOt7zAICIiIjrF+Dm9FWiJdjtNEJds/HfvNBdvxA0411z8gHOBOpM7qxpxyXZy6XM2kJLVcWxKlowLj4sLR4mIiMi6mIEQ0KcMsi9jRz3PFT0OwNZXzT3v1lfNJ+TZej3+1LnA5hc7jzc6uagqtGuWQH32diDY2j7O7oZ2zZL2M+pcOEpEREQWxWzFClwme50bcc4sc/FGXMUuILWT70nNknEA0GJyEWtLHTDxBrkAtCOqTcYBgMOdcBGooV0nlwHnQbvuIaDvGMCRIrvFOFKAvmPk44lm1LlwlIiIiCyIM/BWcNOfgUeuMxcHAE4nYGZvJqdT3jbXyl7m2UVA7TEA0W0l7UB2IRBoibRW7DUc+NJE3Xmv4YDdCa3sSqhbXkoYppVdCdidkQdmLoW26ra47RgTdnLhjDoRERGdIZjAW8HTt5mPu+tNcx1igEic0VrR7gB6DgICrVAVgZBQ5Ex30CdbJhqdXCbdCKx/ouPuOIoaWTh6xa9lF5et/wtooUiMapPJ+xW/bv/9J9LJxZhRJyIiIurGmMBbQUt9cnGpWcDxls7jjbKZtq0VnSlQ7DYgGIrfWtHuhDbqex3Pqo/6Xuys+hW/hvadu4D3VwK1h+Rs/8QbYmPaYicXIiIionZYX2AFKRnJxd38N3PxRpzeWhEuj2ytGGiF0DQg0Crvx2uteMWvoY2e3r6+XbXJx+PNqtudwAU3AVctkLcdJe9EREREFBdn4K3gZ88C/3OpuTgA8ORAc6VB9SXeoElzpQGeqF1S9daK6oanAe9+CF+j3HG0YJBM3uMtBD2RWXUiIiIiOilM4K0gNQ+aww01EKdNok5zuIHUvMgD89dDWzwlbhKvudKA+evbP4m+EFSpKEeq3Yf6oAuioJOFoMasOhERERGdFkzgreKeD6AtmhA3idccbuCeD9p/z/z10JprgL9eDzQdlzXvN/8tdua9LX0hqDMvHahu6Lg1PBERERGddkzgreSeD6A1VQN/vk4uWE3JkGUz0TPvbXlygNvXnb4xEhEREdHXigl8G88++yxWrFiBqqoqDB06FPfeey9GjhzZ1cOKSM2TrSKJiIiI6IzELjRR/vGPf2DJkiWYM2cOXn75ZQwdOhSzZ8+G1+vt6qEREREREQFgAh/jqaeewjXXXIOrr74agwYNwoIFC+B2u/Hiiy929dCIiIiIiACwhCbM7/djx44duPnmm8OPqaqK8ePHY+vWraafR1G+jtGdXsZr6A6vhSJ4Xrsnntfuh+e0e+J5pVOJCbyutrYWoVAIubm5MY/n5uZiz549pp8nNzf9VA+ty3Sn10IRPK/dE89r98Nz2j3xvNKpwAT+FPN6GyAs3npRUeQ/MN3htVAEz2v3xPPa/fCcdk88r8nJy+OFTkeYwOuys7Nhs9naLVj1er3Iy+ugTWMbQqDb/GJ2p9dCETyv3RPPa/fDc9o98bzSqcBFrDqn04nhw4dj48aN4cc0TcPGjRtRVlbWhSMjIiIiIorgDHyUWbNmYd68eSgtLcXIkSOxcuVKtLS0YPr06V09NCIiIiIiAEzgY3znO99BTU0Nli1bhqqqKgwbNgzLly9PqoSGiIiIiOjrxAS+jZkzZ2LmzJldPQwiIiIiorhYA09EREREZCFM4ImIiIiILIQJPBERERGRhTCBJyIiIiKyECbwREREREQWwgSeiIiIiMhCmMATEREREVkIE3giIiIiIgthAk9EREREZCFM4ImIiIiILIQJPBERERGRhdi7egDdjaJ09QhOnvEausNroQie1+6J57X74Tntnnhe6VRShBCiqwdBRERERETmsISGiIiIiMhCmMATEREREVkIE3giIiIiIgthAk9EREREZCFM4ImIiIiILIQJPBERERGRhTCBJyIiIiKyECbwREREREQWwgSeiIiIiMhCmMCfof7617/i6quvRllZGcaNG4ef/exn2LNnT0yMz+fDggULMHbsWJSVleEXv/gFqquru2jEZMZzzz2HadOmYdSoURg1ahR+8IMfYP369eHjPKfdw+OPP47i4mLcf//94cd4bq3n4YcfRnFxccyfqVOnho/znFpTRUUF7rzzTowdOxYjR47EtGnTsH379vBxIQSWLl2KiRMnYuTIkbjxxhuxb9++rhswWRIT+DPUpk2bcN1112HNmjV46qmnEAwGMXv2bDQ3N4djFi9ejHfffRd/+tOf8Mwzz6CyshI///nPu3DU1JnCwkLceeedeOmll/Diiy/i/PPPx5w5c7Br1y4APKfdwbZt2/D888+juLg45nGeW2saPHgw3n///fCf5557LnyM59R66urqMGPGDDgcDjzxxBN47bXXMG/ePGRmZoZjnnjiCTzzzDP47W9/izVr1iAlJQWzZ8+Gz+frwpGT5QgiIYTX6xVDhgwRmzZtEkIIUV9fL4YPHy5ef/31cMzu3bvFkCFDxNatW7tolHQizj33XLFmzRqe026gsbFRXHLJJeKDDz4QM2fOFIsWLRJC8PfVqpYtWyauuOKKuMd4Tq3pwQcfFDNmzEh4XNM0MWHCBLF8+fLwY/X19aK0tFSsW7fudAyRugnOwBMAoKGhAQDCswSfffYZAoEAxo8fH44ZOHAgevXqhU8++aQrhkhJCoVCeO2119Dc3IyysjKe025g4cKFmDJlSsw5BPj7amX79+/HxIkTcdFFF+GOO+7AkSNHAPCcWtU777yD0tJS3HrrrRg3bhy+973vYc2aNeHjhw4dQlVVVcx5TU9Px9lnn42tW7d2xZDJouxdPQDqepqmYfHixRg1ahSGDBkCAKiurobD4UBGRkZMbG5uLqqqqrpimGRSeXk5rr32Wvh8Png8Hjz66KMYNGgQdu7cyXNqYa+99ho+//xzvPDCC+2O8ffVmkaOHIklS5agf//+qKqqwqOPPorrrrsOr776Ks+pRR08eBCrV6/GrFmzcMstt2D79u1YtGgRHA4HrrrqqvC5y83Njfm+3Nxcrm+gpDCBJyxYsAC7du2Kqb0k6+rfvz/Wrl2LhoYGvPnmm5g3bx5WrVrV1cOik3D06FHcf//9ePLJJ+Fyubp6OHSKTJkyJfz10KFDcfbZZ+PCCy/E66+/Drfb3YUjoxMlhEBpaSnmzp0LACgpKcGuXbvw/PPP46qrruri0VF3whKaM9zChQvx73//GytXrkRhYWH48by8PAQCAdTX18fEe71e5Ofnn+5hUhKcTif69u2L0tJS3HHHHRg6dCj+9re/8Zxa2I4dO+D1ejF9+nSUlJSgpKQEmzZtwjPPPIOSkhKe224iIyMD/fr1w4EDB3hOLSo/Px8DBw6MeWzAgAHh0ijj3Hm93pgYr9eLvLy80zNI6haYwJ+hhBBYuHAh3nrrLaxcuRJ9+vSJOV5aWgqHw4GNGzeGH9uzZw+OHDmCc8455zSPlk6Gpmnw+/08pxZ2/vnn49VXX8XatWvDf0pLSzFt2rTw1zy31tfU1ISDBw8iPz+f59SiRo0ahb1798Y8tm/fPvTu3RsAUFRUhPz8/Jjz2tjYiE8//RRlZWWndaxkbSyhOUMtWLAA69atw5///GekpqaG6/LS09PhdruRnp6Oq6++Gg888AAyMzORlpaGRYsWoaysjP95fIP94Q9/wOTJk9GzZ080NTVh3bp12LRpE1asWMFzamFpaWnh9SkGj8eDrKys8OM8t9bzu9/9DhdeeCF69eqFyspKPPzww1BVFZdffjl/Xy3qhhtuwIwZM/CXv/wFl112GbZt24Y1a9Zg4cKFAABFUXD99dfjscceQ9++fVFUVISlS5eiR48euPjii7t49GQlTODPUKtXrwYA/OhHP4p5fMmSJZg+fToAYP78+VBVFbfeeiv8fj8mTpyI++6777SPlczzer2YN28eKisrkZ6ejuLiYqxYsQITJkwAwHPanfHcWs+xY8cwd+5cHD9+HDk5ORg9ejTWrFmDnJwcADynVjRy5Eg88sgj+OMf/4hHH30URUVFmD9/Pq644opwzE033YSWlhb85je/QX19PUaPHo3ly5dzfQslRRFCiK4eBBERERERmcMaeCIiIiIiC2ECT0RERERkIUzgiYiIiIgshAk8EREREZGFMIEnIiIiIrIQJvBERERERBbCBJ6IiIiIyEKYwBMRERERWQgTeCIiIiIiC2ECT0RERERkIUzgiYiIiIgshAk8EZHFvffee5gxYwbGjBmDsWPH4uabb8aBAwfCxz/++GNceeWVGDFiBKZPn463334bxcXF2LlzZzjmyy+/xI9//GOUlZVh/PjxuOuuu1BTU9MVL4eIiDrBBJ6IyOJaWlowa9YsvPjii3j66aehKArmzJkDTdPQ2NiIn/70pxgyZAhefvll3HbbbXjwwQdjvr++vh433HADSkpK8MILL2D58uXwer345S9/2TUviIiIOmTv6gEQEdHJufTSS2PuL168GOPGjcPu3buxZcsWAMCiRYvgcrkwaNAgVFZW4p577gnHr1q1CiUlJZg7d27Mc0yZMgV79+5F//79T88LISIiU5jAExFZ3L59+7Bs2TJ8+umnqK2thRACAHD06FHs3bsXxcXFcLlc4fgRI0bEfP8XX3yB//znPygrK2v33AcOHGACT0T0DcMEnojI4m655Rb07t0bixYtQo8ePaBpGi6//HIEAgFT39/c3IwLL7wQd955Z7tj+fn5p3q4RER0kpjAExFZWG1tLfbu3YtFixZhzJgxAIDNmzeHj/fv3x+vvPIK/H4/nE4nAGD79u0xzzF8+HC8+eab6N27N+x2/rdARPRNx0WsREQWlpmZiaysLPz973/H/v37sXHjRjzwwAPh49OmTYMQAvfeey+++uorbNiwAU8++SQAQFEUAMAPf/hD1NXVYe7cudi2bRsOHDiADRs24O6770YoFOqS10VERIkxgScisjBVVfHQQw9hx44duPzyy7FkyRL86le/Ch9PS0vDY489hp07d+LKK6/EQw89hDlz5gBAeEa+oKAAq1evhqZpmD17NqZNm4bFixcjPT0dqsr/JoiIvmkUYax2IiKiM8Irr7yC+fPnY/PmzXC73V09HCIiShKLHYmIurm1a9eiqKgIBQUFKC8vx+9//3tMnTqVyTsRkUUxgSci6uaqqqqwbNkyVFVVIT8/H1OnTsXtt9/e1cMiIqITxBIaIiIiIiIL4eokIiIiIiILYQJPRERERGQhTOCJiIiIiCyECTwRERERkYUwgSciIiIishAm8EREREREFsIEnoiIiIjIQpjAExERERFZCBN4IiIiIiIL+f+AP20o7piQpgAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ], + "source": [ + "# Create the lmplot\n", + "lm = sns.lmplot(x=\"age\", y=\"charges\", hue=\"smoker\", data=data, palette='inferno_r', height=7)\n", + "\n", + "# Set the title\n", + "lm.set_titles('Smokers and non-smokers')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lqB5EtVw7Gq6" + }, + "source": [ + "#### In non-smokers, the cost of treatment increases with age. That makes sense. So take care of your health, friends! In smoking people, we do not see such dependence. I think that it is not only in smoking but also in the peculiarities of the dataset. Such a strong effect of Smoking on the cost of treatment would be more logical to judge having a set of data with a large number of records and signs. But we work with what we have! Let's pay attention to bmi. I am surprised that this figure but affects the cost of treatment in patients. Or are we on a diet for nothing?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BoX5NDB87Gq7" + }, + "source": [ + "### BMI Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "1CHLljrZ7Gq7", + "outputId": "abf93843-e568-46ac-88d8-b53ffd737ed4" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of bmi\")\n", + "ax = sns.distplot(data[\"bmi\"], color = 'm')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ymPZYNRy7Gq7" + }, + "source": [ + "There's something insanely beautiful about this distribution, isn't there?\n", + "The average BMI in patients is 30. I think I should go to the great Google with a question about this indicator." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nukqnsLY7Gq7" + }, + "source": [ + "With a value equal to 30 starts obesity. I also calculated my BMI and now I can safely eat a sandwich. Let's start to explore! First, let's look at the distribution of costs in patients with BMI greater than 30 and less than 30." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TVyVxiz87Gq7" + }, + "source": [ + "### Distribution of Charges for Patients with BMI greater than 30 :" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "8HFmb2Ir7Gq7", + "outputId": "4d50f691-fa70-4b27-f5cb-8245a7d57e8b" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of charges for patients with BMI greater than 30\")\n", + "ax = sns.distplot(data[(data.bmi >= 30)]['charges'], color = 'm')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "spP5R52n7Gq8" + }, + "source": [ + "### Distribution of Charges for patients with BMI less than 30 :" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "qW0bLPqc7Gq8", + "outputId": "f93cf6bf-f378-4bc1-b641-c450eef8ef2e" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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X83259fPKyHFaiJvftQ0bNng+sxYtWojnn3/eK5bU1FSRmJgoevXq5VlWo0YN8eGHH95z21ndj0II0adPH6/v8+3xtm7d2quM//jjjyIyMlIcPHjQK+bbjR8/XkRFRYkzZ854lg0aNEhERkZ6HYOEEKJjx46iU6dOGY45JibGsy9r164tpkyZ4vX8hx9+KKKjo+/62rp164oBAwZk+L2IyFjYpJyIsl1QUBBSUlLu+by7JmzFihVeTSQzw2q1onPnzhlev2PHjggJCfE8btWqFSIiIvDnn39m6f0zas2aNTCZTHc0c3/++echhLijGWpCQgJKlSrleVyxYkWEhITg1KlTD3yfiIgItG3b1rPMYrGgZ8+esNvt2Lx5c6ZjX758OVRVxSuvvHJH32lJkrwely9fHjVr1vQ8LliwIMqWLesVt9Vq9WxHURRcuXIFQUFBKFu2rKf251YdO3b0an1w/vx5HDp0CB07dvSq8apduzYiIyO9XrtkyRKEhoaiXr16uHz5sudWuXJlBAUFeUbmdteyrV69Gk6nM1Ofz924y5O79YDb888/7/W8W4kSJdCgQYMMb99sNqNr166ex1arFV27dkVSUpKnKa/JZPL0K1dVFVevXoXL5UJMTMxdP+eMWLZsGVRVRevWrb0+z0KFCqF06dJ3jHQeFBTkVVtntVpRpUqVB5ZjAJ7v6V9//YXU1NQMxyjLMuLi4jy12UePHsXVq1fRp08fCCGwY8cOAFqtd4UKFR5qMLSsfk/dunbtikmTJmHSpEkYNWoUevTogV9++cWr6fvt2rVrh2XLlsHhcGDp0qUwmUxo1qxZlv+Hu9m/fz+OHz+Odu3a4cqVK579bLfbER8fj82bN3uO2fny5cPOnTtx/vz5u24rq/sxIzp37uw1doL72HPr53/rscNut+Py5cuIi4uDEOKu34Nu3bp5Pa5Ro8YDu9vcasKECfjuu+8wePBgFCtW7I7/OS0t7Z5jfNhstjuauhNRzpFrmpRv3rwZP/zwA/bs2YOLFy96+sf5y6hRozB69GivZWXLluXcj0QZYLfb79vM8bHHHsOsWbPw7rvv4quvvkJ8fDyaN2+OVq1aZXhQrCJFimRqsKrSpUt7PZYkCaVLl8aZM2cyvI2sOHPmDAoXLuyV7ANa03T387d65JFH7thGWFjYA6cnOnPmDEqXLn3H5+d+n7Nnz2Y69pMnT0KWZc827udecd/aX1pVVUyZMgU///wzTp8+7dU/Mn/+/He8vkSJEl6P3f/DrYmOW+nSpb1Ook+cOIEbN254Nem8VVJSEgAtWW/ZsiVGjx6NyZMno3bt2mjWrBnatWuXpcHQzpw5A1mW74gxIiIC+fLlu2N/3/4/PkjhwoURFBTktaxMmTKe965WrRoAYO7cuZg4cSKOHTvmdSEhs+/ndvz4cQgh7jk91e19j4sWLXrHRZmwsDAcPHjwge9VsmRJ9OrVC5MmTcKCBQtQs2ZNJCYmon379vdshuxWs2ZNjB49GmlpadiyZQsiIiJQuXJlVKxYEVu2bEG9evWwdetWtG7d+oFx3E9Wv6dupUuXRkJCgudxixYtIEkSfvzxRzz++ON3bdr/2GOPYdiwYVizZg1+++03NG7c+I7jysM6fvw4ANwxcNutbty4gbCwMAwcOBCDBw9G48aNUblyZTRq1AgdO3ZEyZIlATzcfnyQYsWKeT12Xzy59fM/e/YsRo4ciZUrV94xbsPt01fabLY7utbcfvx6kLp16wIAGjVqhKZNm6Jt27YICgrC008/DUC7AHCvi3pGGSyRiLIm1yTc7oFpHn/88WybyqZChQqYNGmS5/GtU4YQ0d2dO3cON27cuGtS5BYQEIBp06Zh48aNWL16NdauXYtFixbhl19+wcSJEzP0XcvOkxNFUbLt+3+v9xEGn2osI5/PuHHj8M033+Dxxx/H66+/jrCwMMiyjM8+++yu/9/D7GNVVREeHo4vv/zyrs+7T64lScLIkSOxY8cOrFq1CmvXrsXbb7+NSZMm4Zdffrmj72hG3Z5s3os/yvH8+fMxePBgNGvWDL1790Z4eDhMJhPGjx+f4RrY26mqCkmSMGHChLvu69svAjzs92Xw4MHo1KkTVqxYgXXr1uGTTz7B+PHjMXPmTBQtWvSer6tRowacTie2b9+OLVu2eGo+a9SogS1btuDo0aO4fPmyV2uMrPDH9zQ+Ph4//fQTtmzZcteEu3DhwqhduzYmTZrkmSfc19zxv/XWW/ecqs29rx977DHUrFkTy5Ytw7p16/DDDz9gwoQJGDVqFBo1agQg6/vxQe51YdYdv6Io6NWrl2csgUcffRRBQUE4f/48Bg8efEfLKl8f30uVKoVKlSphwYIFnoQ7IiICiqIgKSnJ64K0w+HA1atXUbhwYZ/GQETZJ9ck3I0aNfIcwO/G4XBgxIgRWLhwIW7cuIEKFSpg4MCBd8wtmhkmkwkRERFZfj1RXjR//nwA8BpQ625kWUZ8fDzi4+MxZMgQjBs3DiNGjMDGjRuRkJCQ4YQlo24fwVYIgRMnTnid2N6rhurs2bOeWhsg48kUoI1Wu379eiQnJ3vVRv3zzz+e532hePHiOHjwIFRV9ToZdb/P7TVCGVGqVCmoqoqjR4/6ZJ7kpUuXok6dOvjss8+8ll+/fj1DA025/4eTJ0/e8dzt+7dUqVJYv349qlevnqGktlq1aqhWrRoGDBiABQsWYODAgVi0aBGeeOKJB772VsWLF4eqqjhx4oRXy4BLly7h+vXrD72/L1y4ALvd7pXgumsl3dteunQpSpYsidGjR3uV1dsHispMOS5VqhSEEChRosQDB3bLqAe9v3uE6n79+mHbtm3o1q0bpk+fjgEDBtzzNbGxsbBYLNi6dSu2bt2K3r17AwBq1aqFWbNmeUZqf1DC7evjT0a4XC4AuG93nLZt2+Ldd99Fvnz5PPN4+5L7OBcSEuJVA38vhQsXRo8ePdCjRw8kJSWhU6dOGDdunNf5Wlb248N+/ocOHcLx48cxbNgwdOzY0bN83bp1D7XdzEhLS/OamcB9DN2zZ4/X57Nnzx6oqoqKFStmW2xE5Ft5pg/3Rx99hO3bt2PEiBH47bff0KpVK7zwwgueE5GsOHHiBOrXr4+mTZvizTffzFKTTKK8ZP369fj2229RokQJtG/f/p7rXb169Y5l7pMR9wlKYGAgAGS4ieaDzJs3z6sZ4ZIlS3Dx4kWvk9aSJUti586dXidJq1atumPao8zE1rBhQyiKgmnTpnktnzx5MiRJ8tlJc8OGDXHx4kUsWrTIs8zlcmHq1KkICgq654jM99OsWTPIsowxY8bcUSOUlZo8k8l0x+sWL158zz6gtytSpAgiIyMxb948r6Rk06ZNOHTokNe6rVu3hqIo+Pbbb+/Yjsvl8uy7a9eu3RHT7WUxM9wn0j/++KPXcndrqftdOM4Il8uFX375xfPY4XDgl19+QcGCBVG5cmUAN2vrbv2/du7c6enD7JaZctyiRQuYTCaMHj36js9LCIErV65k+n+51/snJyd7kk+3yMhIyLL8wH1is9lQpUoVLFy4EGfPnvUk1jVr1kRaWhqmTJmCUqVKPbA20R3b/aav8rVVq1YBwH0Tr1atWqF///54//33fTb/+61iYmJQqlQpTJw48a6Jv3tkdUVR7vhswsPDUbhwYc8+epj9GBgY+FCfvfui461lVQiBKVOmZHmbd+Nyue7a7HzXrl04dOiQ14jkdevWRf78+e+Yxm/69OkIDAxE48aNfRobEWWfXFPDfT9nz57FnDlzsGrVKs/UML1798batWsxZ84cvPHGG5neZmxsLIYOHYqyZct6+oz36NEDCxYs8HmfKaKcaM2aNfjnn3+gKAouXbqEjRs3Yt26dShWrBjGjh0Lm812z9eOGTMGW7ZsQaNGjVC8eHEkJSXh559/RtGiRT3TA5UqVQr58uXDjBkzEBwcjKCgIMTGxnrVNGdGWFgYunfvjs6dO3umBStdurTX1GVPPPEEli5dihdeeAGtW7fGyZMnsWDBgjuax2cmtsTERNSpUwcjRozwzCu7bt06rFixAs8+++x9m95nRteuXfHLL79g8ODB2Lt3L4oXL46lS5di27ZtePvtt7N03CpdujT69u2Lb7/9Ft27d0eLFi1gtVqxe/duFC5cGG+++Wamtte4cWOMGTMGQ4YMQVxcHA4dOoQFCxZkap8OGDAA/fr1Q7du3dC5c2dcv34d06ZNQ2RkpFeCULt2bXTt2hXjx4/H/v37Ua9ePVgsFhw/fhxLlizBO++8g1atWmHu3LmYPn06mjVrhlKlSiElJQUzZ85ESEhIli6GVKxYEZ06dcIvv/yC69evo1atWti9ezfmzp2LZs2aefp5ZlXhwoUxYcIEnDlzBmXKlMGiRYuwf/9+fPzxx54BmRo3bow//vgDr7zyCho3bozTp09jxowZKF++POx2u2dbAQEBKF++PBYvXowyZcogf/78qFChwh0D0AFamf/Pf/6Dr776CmfOnEGzZs0QHByM06dPY/ny5XjyySc9tckZda/v0cGDB/HRRx+hVatWKFOmDBRFwfz582EymdCyZcsHbrdmzZr47rvvEBoa6vlfwsPDUbZsWRw7dixDgy26L16MGDECjz32GCwWC5o0aXJH0/ms2rdvn6c1UEpKCjZs2IClS5ciLi7uvq2DQkND8eqrr/okhruRZRmffPIJXnzxRbRt2xadO3dGkSJFcP78eWzcuBEhISEYN24cUlJS0KhRI7Rs2RIVK1ZEUFAQ/v77b+zevRuDBw8GAGzYsCHL+7Fy5cpYtGgRhg4diipVqiAoKOiOubjv59FHH0WpUqUwbNgwnD9/HiEhIVi6dKnPLuC62e12NG7cGK1bt0aFChUQGBiIQ4cOYc6cOQgNDUW/fv086wYEBOC1117DRx99hNdeew0NGjTAli1b8Ntvv2HAgAF3HceCiHKGPJFwHzp0CIqioFWrVl7LHQ6H5wB29OhRPPbYY/fdzosvvoiBAwcC8K6FqFixIqpWrYomTZpg8eLFmW5iSJQbuZunWiwW5M+fH5GRkXj77bfRuXPnByZ3iYmJOHPmDGbPno0rV66gQIECqF27Nl599VXPYDoWiwWff/45vv76a3zwwQdwuVwYOnRolhPuvn374uDBg/juu++QkpKC+Ph4vP/++56aLABo0KABBg8ejEmTJuGzzz5DTEwMxo0bh2HDhnltKzOxybKMsWPHYuTIkVi0aBHmzJmD4sWL46233vKMXO0LAQEBmDp1Kr788kvMnTsXycnJKFu2LIYOHZqp0dxv9/rrr6NEiRL46aefMGLECAQGBiIqKipL88X27dsXqampWLBgARYtWoRKlSph/Pjx+OqrrzK8jcTERHz99dcYNWoUvvrqK5QpUwZDhw7FvHnzcPjwYa91P/roI8TExGDGjBkYMWIETCYTihcvjvbt23vmzK5duzZ2796NRYsW4dKlSwgNDUVsbCy+/PLLLJe1Tz75BCVKlMDcuXOxfPlyFCpUCC+99JJPxh8JCwvD559/jk8++QQzZ85EoUKF8N5773ldOOrcubNnjvO//voL5cuXxxdffIElS5Zg06ZNd8T68ccfY+jQoXA6nejfv/9dE24A6NOnD8qUKYPJkyd75hkuWrQo6tWrl6lkyO1e36NatWqhfv36WLVqFc6fP+8pcxMmTPAMCnc/7oQ7Li7Oq3tFzZo1cezYMc9FvfuJjY3F66+/jhkzZmDt2rVQVRUrVqzwWcK9cOFCLFy4EIA24NwjjzyC3r1733VGgOxWp04d/PLLL/j222/x008/wW63IyIiArGxsZ4R8gMCAtCtWzesW7cOf/zxB4QQKFWqFN5//33PvNVRUVFZ3o/du3fH/v37MWfOHEyePBnFixfPVBmzWCwYN26cp8+4zWZD8+bN0aNHD5/OdR0QEIAuXbpg48aNWLp0KdLT01G4cGG0adMGL7/88h2DFPbo0QMWiwUTJ07EypUr8cgjj2DIkCF49tlnfRYTEWU/SRh9pJ0siIqK8hqlfNGiRRg4cCAWLlx4x8AXQUFBiIiIgMPheOBgMQUKFLhjlMpbPf7440hISMh0rQ4REflXhw4dULBgQa+BLnObnj174sqVK55EjYiIiPSXJ2q4o6OjoSjKfUcetVqtGZra5l5SUlJw6tQpDqJGRKQjp9MJSZK8pqHauHEjDhw4gP/85z/6BUZERER5Uq5JuFNSUrxGpj19+jT279+PsLAwlC1bFu3atcNbb72FwYMHIzo6GleuXMH69esRFRWVpYEohg0bhiZNmqBYsWK4cOECRo0aBVmW0bZtWx/+V0RElBnnz59Hr1690L59exQuXBj//PMPZsyYgYiICDz11FN6h0dERER5TK5JuPfs2YNnnnnG83jo0KEAgE6dOuHzzz/H0KFDMXbsWHz++ee4cOEC8ufPj2rVqmV51Mdz587hjTfewNWrV1GwYEHUqFEDM2fOvG+TcyIi8q+wsDBUrlwZs2bNwuXLlxEUFIRGjRph4MCBGZpajIiIiMiXcmUfbiIiIiIiIiK95Zl5uImIiIiIiIiyExNuIiIiIiIiIj9gwk1ERERERETkB0y4iYiIiIiIiPwgV4xSnpR0Axz6jQBAkoDw8FCWCTIsllEyMpZPMjqWUTI6ltG8wb2fMyJXJNxCgAWavLBMkNGxjJKRsXyS0bGMktGxjJIbm5QTERERERER+QETbiIiIiIiIiI/YMJNRERERERE5AdMuImIiIiIiIj8gAk3ERERERERkR8w4SYiIiIiIiLyAybcRERERERERH7AhJuIiIiIiIjID5hwExEREREREfkBE24iIiIiIiIiP2DCTUREREREROQHTLiJiIiIiIiI/IAJNxEREREREZEfMOEmIiIiIiIi8gOznm+uKApGjRqF3377DZcuXULhwoXRqVMn9OvXD5Ik6RkakYdRy6IQQu8QiIiIiIjoPnRNuCdMmIDp06dj2LBhKF++PPbs2YMhQ4YgNDQUzzzzjJ6hEQEA0tMtuHHDmAl3aKiAzebUOwwiIiIiIroHXRPu7du3o2nTpmjcuDEAoESJEvj999+xa9cuPcMiAqDVbN+4IeHvv4H0dGPVJttsEhISJAQESKzpJiIiIiIyKF0T7ri4OMycORPHjh1D2bJlceDAAWzduhWDBw/O1HYM2uKXdOAuC74oE+5tpKcLpKU9/PZ8SwCQWPZzIF+WUSJfY/kko2MZJaNjGc0bMrN/dU24+/Tpg+TkZLRu3RomkwmKomDAgAFo3759prYTHh7qpwgpp/JVmUhOBoKDAbOu35Q72WxAUBAQHm7TOxTKIh63yMhYPsnoWEbJ6FhGyU3XNGLx4sVYsGABvvrqK5QvXx779+/H0KFDPYOnZVRS0g2wVS0B2tWm8PBQn5QJSZJgt1uQkmK8Gm6XC7DbJSQlOdmkPIfxZRkl8jWWTzI6llEyOpbRvMG9nzNC14R7+PDh6NOnD9q0aQMAiIqKwtmzZzF+/PhMJdxCgAWavPi6TBi1fLHs51zcd2RkLJ9kdCyjZHQso+Sm6zzcaWlpd0y5ZDKZWGNHREREREREOZ6uNdxNmjTBuHHjUKxYMU+T8kmTJuHxxx/XMywiIiIiIiKih6Zrwv3uu+/im2++wYcffoikpCQULlwYXbt2xSuvvKJnWEREREREREQPTdeEOyQkBO+88w7eeecdPcMgIiIiIiIi8jld+3ATERERERER5VZMuImIiIiIiIj8gAk3ERERERERkR8w4SYiIiIiIiLyAybcRERERERERH7AhJuIiIiIiIjID5hwExEREREREfkBE24iIiIiIiIiP2DCTUREREREROQHTLiJiIiIiIiI/IAJNxEREREREZEfMOEmIiIiIiIi8gMm3ERERERERER+wISbiIiIiIiIyA+YcBMRERERERH5ARNuIiIiIiIiIj9gwk1ERERERETkB0y4iYiIiIiIiPyACTcRERERERGRHzDhJiIiIiIiIvIDJtxEREREREREfsCEm4iIiIiIiMgPmHATERERERER+QETbiIiIiIiIiI/YMJNRERERERE5AdMuImIiIiIiIj8gAk3ERERERERkR8w4SYiIiIiIiLyAybcRERERERERH7AhJuIiIiIiIjID5hwExEREREREfkBE24iIiIiIiIiP2DCTUREREREROQHTLiJiIiIiIiI/MCs55snJibizJkzdyzv3r073n//fR0iIiIiIiIiIvINXRPuX3/9FYqieB4fPnwYvXr1QqtWrXSMioiIiIiIiOjh6ZpwFyxY0Ovxd999h1KlSqF27do6RURERERERETkG7om3LdyOBz47bff0KtXL0iSlKnXZnJ1ysXcZcEXZeLWbRi1jBk1Lro3X5ZRIl9j+SSjYxklo2MZzRsys38Nk3AvX74cN27cQKdOnTL92vDwUD9ERDmZr8pEcjIQHAyYDfNN0dhsQFAQEB5u0zsUyiIet8jIWD7J6FhGyehYRsnNMGnE7Nmz0bBhQxQpUiTTr01KugEh/BAU5TiSpB3gfFEmJEmC3W5BSopAWppv4vMVlwuw2yUkJTkhWPhzFF+WUSJfY/kko2MZJaNjGc0b3Ps5IwyRcJ85cwZ///03Ro0alaXXCwEWaPLi6zJh1PLFsp9zcd+RkbF8ktGxjJLRsYySmyHm4Z4zZw7Cw8PRuHFjvUMhIiIiIiIi8gndE25VVTFnzhx07NgRZqN1lCUiIiIiIiLKIt0T7r///htnz57F448/rncoRERERERERD6je5Vy/fr1cfDgQb3DICIiIiIiIvIp3Wu4iYiIiIiIiHIjJtxEREREREREfsCEm4iIiIiIiMgPmHATERERERER+QETbiIiIiIiIiI/YMJNRERERERE5AdMuImIiIiIiIj8gAk3ERERERERkR8w4SYiIiIiIiLyAybcRERERERERH7AhJuIiIiIiIjID5hwExEREREREfkBE24iIiIiIiIiP2DCTUREREREROQHTLiJiIiIiIiI/IAJNxEREREREZEfmPUOgIiyRpK0GyDpHcodhBB6h0BEREREpDsm3EQ5kNkMSJKMCxcseodyV6GhAjabU+8wiIiIiIh0xYSbKAcym4HkZAk7dwJpacaqTbbZJCQkSAgIkFjTTURERER5GhNuohwsLU0gNVXvKG4nYMRm7kRERERE2Y2DphERERERERH5ARNuIiIiIiIiIj9gwk1ERERERETkB+zDTZQHqSpw8aKE69clmEwCJhNgMgE2GxAeLiDzUhwRERER0UNjwk2UB6gqcOiQjKNHZZw8KeH0aRnp6Xcf2CwgQKBUKRWlSwuUKaPi0UdVWIw5+xgRERERkaEx4SbKxRQF2L5dxqpVZpw/711tbbEIFCwooKqAywWoqgS7HUhLk3DokAmHDmnrBQUJ1KihoE4dBUWLcpovIiIiIqKMYsJNlAspCrBhgwmrVplx9apWkx0QIBAbq6B0aYGSJVUUKaI1Jb/9defOSTh+XMaJEzKOHJFx/bqEtWvNWLvWjDJlVNSv70JsrMpm50RERERED8CEmyiXuXoV+OknK44f1zLi0FCBBg1ciI9XEBh4/9eaTEDx4gLFiyuoV0+BqgIHDsjYuNGE/ftlHD8u4/hxK4oXV9GmjQuRkar//yEiIiIiohyKCTdRLnLokIxp0yxISZEQECDQurULtWsrWe6DLctApUoqKlVScf06sH69GWvWmHDmjIzvvrOiQgUFbdq4UKIEm5oTEREREd2OCTdRLqCqwLJlZixfboIQEooXV9GzpxOFCvkuEc6XD2jZ0oV69VxYscKMv/824fBhE775Rkb9+gpatXLBZvPZ2xERERER5XhMuIlyOFUFpk2zYOdOrUN23boudOjg8tvI4iEhQIcOLjRooGDxYjO2bzdh7Voz9u6V8cQTWv9uIiIiIiICOOwRUQ4mBDB7thk7d5pgMgl06+ZAly7+S7ZvVbCgQI8eTrzwggP58wtcvixj/Hgrpk0zIyXF/+9PRERERGR0TLiJcrD5883YuNEMSRLo3t2JGjWyv3a5YkUVAwemIyHBBQD4+28zunSxYNcuHl6IiIiIKG/jGTFRDjV5soRly7ReIV26uFC1qn5NuQMCgM6dXXj55XQUKCBw4oSM1q0DMXGiBYLjqRERERFRHsWEmygH+vNPE0aP1vpst23rRJ06is4RacqVExgyJB1NmihwOCQMHhyA3r0DcO2a3pEREREREWU/3RPu8+fPY+DAgahTpw5iY2PRrl077N69W++wiAzr1CkJ06ZpNdstW7rQuLExkm234GBg9GgXPv44HRaLwMKFFrRqFYzDh3U/3BARERERZStdz4CvXbuGbt26wWKxYMKECfj9998xaNAghIWF6RkWkWGlp2sjkiuKhKZNVbRr59I7pLuSJKBvXycWLrSjeHEVR4/KaNUqCMuXm/QOjYiIiIgo2+iacE+YMAFFixbF0KFDERsbi5IlS6J+/fooVaqUnmERGdb8+WZcuiSjQAGBt99WIUl6R3R/cXEq/vjDjjp1XLhxQ0KPHoEYOdLKft1ERERElCfoOg/3ypUrUb9+fbz22mvYvHkzihQpgu7du+PJJ5/M1HaMnnRQ9nGXBV+UiVu3YYQytmuXjE2btBHJX3jBibAw7XqZEWK7G3dchQsLzJmTiiFDbJgyxYpPPrHhwAEZ//d/abDZ9I1RD74so0S+xvJJRscySkbHMpo3ZGb/6ppwnzp1CtOnT0evXr3Qt29f7N69G5988gksFgs6deqU4e2Eh4f6MUrKiXxVJpKTtT7JZl2/KcCVK8CsWdrfLVtKqF7dCosFCA426x7b7Ww2ICgICA/3zqZ//BGIjwdefRX49VcLLlywYO5coGBBnQLVGY9bZGQsn2R0LKNkdCyj5KbrqboQAjExMXjjjTcAAJUqVcLhw4cxY8aMTCXcSUk32ESVAGhXm8LDQ31SJiRJgt1uQUqKQFqab+LLClUFvv/eArvdhJIlVTRp4oDdDjidZqSkuHSN7W5cLsBul5CU5IS4bSd06QJERJjQq1cg1qyRUKeOgunTU1GmTN75AvuyjBL5GssnGR3LKBkdy2je4N7PGaFrwh0REYFy5cp5LXv00UexdOnSTG1HCLBAkxdflwk9y9eWLSYcOWKCxSLQvbsTptvGHTNq2b/XPmjYUMHChXZ07x6II0dMaN06CD/9lIrq1fWbR1wPPG6RkbF8ktGxjJLRsYySm66DplWvXh3Hjh3zWnb8+HEUL15cp4iIjCUtDVi0SLsu1qKFCxERuePIHR2tYvFiO6pUUXDpkoxOnTiCORERERHlProm3M8++yx27tyJcePG4cSJE1iwYAFmzpyJ7t276xkWkWGsXGnGjRsSChVS0aCBsebbflhFiwrMn29H06YupKZKeOaZQMyebbAO6URERERED0HXhDs2NhajR4/G77//jrZt2+Lbb7/F22+/jfbt2+sZFpEhJCVJ+PNPrda3XTuX4QZH84WQEGDKlFQ8/rgTLpeEfv0C8MMPFr3DIiIiIiLyCd1P4Zs0aYImTZroHQaR4SxcaIaiSKhQQUGlSrm3f7PFAowZk4YCBQS+/96KIUMCcPmyhIEDHZxSg4iIiIhyNF1ruIno7o4ckbF7twmyLNC+vSvXJ56yDHz6aTreeisdAPDFFza8/bYNau69zkBEREREeQATbiKDUVVg/nyt8UndugoeeSR3DJT2IJIEDBzowNChaZAkgR9+sKJfvwA4nXpHRkRERESUNUy4iQxmyxYT/v1XRmCgQMuWLr3DyXa9ezsxdmwazGaBOXMseOaZQNjtekdFRERERJR5TLiJDERRgJUrtYHSmjZ1IThY54B00rmzC1OnpiIwUGDFCjOefDIQV6/qHRURERERUeYw4SYykJ07ZVy6JCMoSCA+PndNA5ZZTZsqmDkzFWFhAps2mdG5cxAuXcrlndmJiIiIKFdhwk1kEKoKrFih9d1u2NAFm03ngAygTh0F8+bZUaiQij17TOjUKRDnzzPpJiIiIqKcgQk3kUHs3Svj/HkZAQEC9erl7drtW1WurGL+/FQULari4EETOnYMwtmzTLqJiIiIyPiYcBMZgBA3a7fr1VMQGKhzQA9Jktw3ySe3yEiB335LRcmSKo4eldGhQxBOnZKztC0iIiIiouxi1jsAIgIOHZJx+rQMi0WgQYOcPTK52QxIkowLFyw+3W5ICDBpkhPPP2/BiRMy2rQJwsSJTpQpk7lp00JDBWw2zjVGRERERP7HhJvIAJYv176K8fEKQkJ0DuYhmc1AcrKEnTuBtDTfzyH+0ksOjBxpxblzMp56yoLXXnNkeK5ym01CQoKEgAAJQuSN+c2JiIiISD9MuIl0dvSohGPHZJhMAo0a5eza7VulpQmkpvp+uzYb0LevA999Z8W//8oYMcKKPn0cKF48Iwm0AMBm5URERESUPdiHm0hnq1dr171q11YQFqZzMDlEaCjw8ssOlCihIiVFwrhxVpw8yUSaiIiIiIyFCTeRjpKSJBw4oH0NGzbkyOSZERSkNS8vXVpFaqqE8eOtOHaMSTcRERERGQcTbiIdrV9vghASIiMVRESwT3FmBQYCL77owKOPqkhPlzBhghVHjvCwRkRERETGwDNTIp04ncCmTSYA4LzbDyEgAHjhBQciIxU4HBK+/97iaTVARERERKQnnpUS6WTnThl2u4T8+QWio1W9w8nRrFagVy8nKlVS4HJJmDTJgj17eHgjIiIiIn3xjJRIJ+vWuacCc0HmN/GhWSzAM884ERurQFEkTJliwc6d/GCJiIiISD88GyXSwalTEk6d0qYCq12bzcl9xWwGevRwonp1Baoq4aefLNi6lYc5IiIiItIHz0SJdPD331rf7apVVYSG6hxMLmMyAU895UTt2i4IIWHGDIunrzwRERERUXZiwk2UzVJSgO3btQQwIcGlczS5kywDXbq4EB+vJd0zZ1o8FzmIiIiIiLILE26ibLZ5swkul4RixVSULs2pwPxFloHOnV1o0EC7qDFnjgUrVzLpJiIiIqLsw4SbKBsJAWzYcHMqMEnSOaBcTpKA9u1dSEzUku7Zsy2YMIFJNxERERFlDybcRNno+HEJly7JsNkEqlXjYGnZQZKA1q1daNHCCQAYMcKM4cOtEGxcQERERER+xoSbKBtt2aLVrlaposBm0zmYPESSgBYtFHTooCXdX3xhxaefMukmIiIiIv9iwk2UTZxOYOdOLeGuWVPVOZq8qUULBYMHa83LR4604b33bEy6iYiIiMhvmHATZZO9e2WkpUkoUEDg0UeZcOvlmWcUDB+eBgAYP96KQYNsULk7iIiIiMgPmHATZRN3c/IaNRTI/ObpqlcvF0aMSIMkCUyebMUbb9igsEs9EREREfkYT/uJssH168DBg9rXrUYNZnZG0KOHE6NHp0GWBX7+2Yr+/QPg4rToRERERORDTLiJssG2bSYIIaF0aRUREew0bBRPPOHCd9+lwWwWmD3bgpdeCoDTqXdURERERJRbMOEmygZbt95sTk7G0r69Cz/8kAaLRWDBAgt69w5AerreURERERFRbsCEm8jPzpyR8O+/Mkwmzr1tVK1buzBlSipsNoElSyx49tlApKbqHRURERER5XRMuIn8zF27XbmyiqAgnYOhe2raVMG0aakIDBRYudKMp58OREqK3lERERERUU7GhJvIjxRF678NADVrsnbb6Bo2VDBjRiqCgwXWrjXjqacCceOG3lERERERUU7FhJvIj44ckZGcLCE4WCAqipM95wTx8QpmzrQjNFRg40YznngiCFev6h0VEREREeVEuibco0aNQlRUlNetVatWeoZE5FM7d2pfsdhYBSaTzsFQhtWqpWLOHDsKFBDYts2ETp2CcPGipHdYRERERJTDmPUOoEKFCpg0aZLnsYlZCeUSigLs3q2V56pVWbud01StqmLuXDueeCIQe/ea0LFjIH79NRWPPMJp3YiIiIgoY3RvUm4ymRAREeG5FSxYUO+QiHzi8GEZqakSQkIEHn2UCXdOVKmSit9+s6NYMRWHD5vQvn0QTp5kTTcRERERZYzuNdwnTpxA/fr1YbPZUK1aNbz55psoVqxYprYh8fyX/sddFnxRJm7dRla2l13NyY1c/o0aW2biKl9eYMECOx5/PAjHj8to3z4Ic+bYUa5c1mq6fVlGiXyN5ZOMjmWUjI5lNG/IzP6VhBC6tY/8888/YbfbUbZsWVy8eBFjxozB+fPnsWDBAoSEhOgVFpHHiRPA6tVAenrmXudyAf/9L2C3A2++CURG+jaufPmASpWA7dszH5u/GTk2mw1o3BgoXTrzrz1zBmjWDDhwAChSBFi+HIiJ8XmIRERERJSL6FrD3ahRI8/fFStWRNWqVdGkSRMsXrwYTzzxRIa3k5R0A/pdNiAjkSQgPDzUJ2VCkiTY7RakpAikpWXutfv3y7DbrQgNFShaNB3JyQ8Xy+3MZsDpNCMlxZXp2PzNyLG5XIDdLiEpyYnMXmu02YA5cyRPn+6GDQVmzbJnun++L8soka+xfJLRsYyS0bGM5g3u/ZwRujcpv1W+fPlQpkwZnDx5MlOvEwIs0OTF12Uis9vasUNrTl6ligJJ8m/5NHLZN2psWS0fhQoJzJ1rR7duQdi6VRu9/OefU1GnTubnWOdxi4yM5ZOMjmWUjI5llNx0HzTtVikpKTh16hQiIiL0DoUoy1wuYM8e9+jkmU/EyNjy5wdmzbIjPt6FGzckdO0aiDVrOLsCEREREd1J14R72LBh2LRpE06fPo1t27ahf//+kGUZbdu21TMsoody6JCMtDQJ+fIJlC3LS5u5UUgIMH16Kho3dsFul9CjRyCWLWPSTURERETedE24z507hzfeeAOtWrXCf/7zH+TPnx8zZ87k1GCUo+3apSVesbEKZEO1ISFfCgoCpk5NRatWTqSnS3j22UAsWGCoXjpEREREpDNdzw5HjBih59sT+ZzWnPzmdGBkPJLknsrh4efrCAgAJk5MxyuvAHPnWvDiiwEYOTIdXbu67vv+2v2d76/jpBFERERE5AesjiHyoVubk5cpw+TJaMxmQJJkXLhg8el2P/pIhSQpmDPHhP79A3DhghNPPXXv0cuTkwG7/c4YQkMFbDanT2MjIiIiIv0w4SbyIXftdpUqbE5uRGYzkJwsYedOIC3NtxdEmjRxIilJ4M8/zfjoIwv27HGiadO7t3IIDgZSUrzf32aTkJAgISBAYk03ERERUS7BhJvIR1QV2LtX678dE5O5uZkpe6WlCaSm+n67bdu6YDIBK1eaMWeOBSkpQLNmCm5tPS5JWuKflnb7dCECvmjmTkRERETGwTo4Ih85cUJCSoqEwECBRx9lwp0XSRLw2GMutGqlNQtfutSCRYvMnIeTiIiIKI9iwk3kI+65t6OjVZg4Q1Se1qyZgvbttaR71Soz5s0zQ+U1GCIiIqI8J0sJ96lTp3wdB1GOJgSwd6/2dapcmaOTE9CwoYIuXZyQJIF168z49Vcm3URERER5TZYS7ubNm6Nnz56YP38+0tPTfR0TUY5z/ryES5dkmEwCUVHMqkhTt66Cp57Sku5Nm8z4+WcLFF6PISIiIsozspRwz507F1FRUfj8889Rr149vPfee9i1a5evYyPKMdy12xUqqAgI0DkYMpQaNVT07OmEySSwY4cJP/5ogZMzfxERERHlCVlKuKOjo/Huu+9i7dq1+Oyzz3DhwgV0794dbdu2xaRJk3D58mVfx0lkaO7+2xydnO4mNlbFc885YTYL7N1rwrffAg6H3lERERERkb891KBpZrMZLVq0wMiRIzFw4ECcOHECw4YNQ6NGjfDWW2/hwoULvoqTyLCuXQNOndK+SpUqsb0w3V10tIrevZ2wWgX27QMmTLAiLU3vqIiIiIjInx4q4d69ezc++OAD1K9fH5MmTcLzzz+PZcuWYdKkSbhw4QL69evnqziJDMs993bp0iry5dM5GDK0ChVU9OnjQEAA8M8/MsaPt8Ju1zsqIiIiIvIXc1ZeNGnSJMyZMwfHjh1Dw4YNPbXasqzl7yVLlsTnn3+OxMREnwZLZEQcnZwyo2xZgTffBEaMEDh1Ssa4cVa8+KIDgYF6R0ZEREREvpalhHv69Ol4/PHH0alTJxQuXPiu6xQsWBCffvrpQwVHZHRpacCRI1rCzf7blFGlSgH9+jkwfrwVZ8/KGDvWitdfZ6duIiIiotwmS03KJ06ciBdffPGOZFsIgbNnzwIArFYrOnXq9PAREhnYgQMyFEVCRISKwoWF3uFQDvLIIwL9+jmQP7/AhQsyRoyw4swZvaMiIiIiIl/K8jzcV65cuWP51atX0bRp04cOiiincPffrlyZtduUeRERAv36pSM8XMWlSzJ69rTi6FFJ77CIiIiIyEeylHALcfeaPLvdDpvN9lABEeUUiqLVcAPsv01ZV7Cg1ry8aFEV585JaN8+EAcOmCBJkuFuRERERJQ5merDPXToUACAJEn45ptvEHjLKD+KomDXrl2oWLGibyMkMqiTJyWkpkoIDBQoVYrNySnrwsKAgQMd+OEHG/bvl9GuXSAmTXKiYkVjlavQUAGbzal3GEREREQ5RqYS7n379gHQargPHToEi8Xiec5qtaJixYp4/vnnfRshkUHt3681J69YUYXJpHMwlOMVKACMGaPghRdk/POPjGeeseD11x0oVswYSbfNJiEhQUJAgHTPVk5ERERE5C1TCffUqVMBAEOGDME777yDkJAQvwRFlBPs3681J4+OZnNy8o18+bTm5d98Y8WpUzL+7/+sePllB4oWNUKCKwCwWTkRERFRZmSpD/fQoUOZbFOeduUK8O+/MiRJICqKA6aR7wQGAi++6EDx4ipSUiSMH2/FhQtMdImIiIhyogzXcPfv3x+ff/45QkJC0L9///uuO3r06IcOjMjI3M3JS5cWCA7WORjKdYKCgD59bs7TPW6cVtMdEWGEmm4iIiIiyqgM13CHhoZ6/X2/G1Fux+bk5G/BwcBLL2mjl1+/LmHcOCsuXWJNNxEREVFOkuEabvcI5bf/TZTXOJ3AkSPuhJvNycl/3En3uHFWnD+v1XT36+dAwYKs6SYiIiLKCbLUhzstLQ2pqamex2fOnMHkyZPx119/+SwwIqM6ckSG0ykhLEzgkUeY+JB/hYZqSXdEhIqrVyWMHWvBlSt6R0VEREREGZGlhLtfv36YN28eAOD69et44oknMGnSJPTr1w8///yzL+MjMpxbm5NLbOFL2SBfPqBvXwcKFVJx5YpW0331qt5REREREdGDZCnh3rt3L2rWrAkAWLp0KQoVKoRVq1Zh2LBhnqnDiHIjIW4OmMbm5JSdwsK0pDs8XEVSkozx461ITtY7KiIiIiK6nyw3KQ/+39DMf/31F1q0aAFZllGtWjWcPXvWpwESGcn58xKuXJFgNguUL8+Em7JX/vxa0p0/v8DFizImTLDilt49RERERGQwWUq4S5UqheXLl+Pff//FX3/9hXr16gEAkpKSOD835Wru5uTlyqmw2XQOhvKkAgW0Pt3BwQJnzsiYONEKh0PvqIiIiIjobrKUcL/yyisYPnw4EhMTUbVqVcTFxQEA1q1bh+joaJ8GSGQk+/ZpzckrVWLtNuknIkKgTx8HAgIEjh2TMWWKBS6X3lERERER0e0yPC3YrVq1aoUaNWrg4sWLqFixomd5fHw8mjVr5rPgiIwkNRU4cUIbJa1iRSbcpK/ixQV693bgu++sOHDAhF9+Abp1c0LO0mVUIiIiIvKHLJ+aRUREoFKlSpBvObuLjY1FuXLlfBIYkdEcOSJDVSVERKgID+d0YKS/smUFnn3WCVkW2L7dhAULzBAsmkRERESGkaUabrvdju+++w4bNmxAUlISVNW7tm/FihU+CY7ISA4e1C4uRUWxdpuMo2JFFV27OjF9uhVr15oRFibQuLGid1hEREREhCwm3O+++y42bdqEDh06ICIiAhInI6ZcTgjg4EGt/3ZkJBNuMpYaNVTcuOHEwoUWLFxoQb58AtWrs5wSERER6S1LCfeaNWswfvx41KhRw9fxEBnSxYvadGAmk0C5ckxkyHgaNVJw7ZqEtWvNmDHDguBgJ1tjEBEREeksS3248+XLh/z58/s4FCLjcjcnL1uW04GRMUkS0K6dC9WqKVBVCVOmWHDmDFsfEREREekpSwn366+/jm+++Qapqak+C+S7775DVFQUPv30U59tk8hX2H+bcgJZBp56yoly5RSkp0uYONGKq1f1joqIiIgo78pSk/JJkybh5MmTSEhIQIkSJWA2e29m7ty5mdrerl27MGPGDERFRWUlHCK/cjqBo0eZcFPOYDYDzz3nxKhREi5ckDFxohX9+jkQEKB3ZERERER5T5YSbl/OtZ2SkoL//ve/+OSTTzB27FifbZfIV44eleF0SsiXT+CRRzjnEhlfYCDQu7cTo0ZZcfasjJ9+sqBXLydMJr0jIyIiIspbspRw9+/f32cBfPTRR2jUqBESEhKynHBzkHRyc5cFX5QJ9zb27dNqtyMjVchZnrnef4xc/hlb1mLwRWyFCgk8/7wD335rxYEDJsyfL9C5s+uht22Ez438x5fHUCJ/YBklo2MZzRsys3+zlHADwPXr17F06VKcPHkSvXv3Rv78+bF3714UKlQIRYoUydA2fv/9d+zbtw+//vprVsMAAISHhz7U6yn38VWZSE4GDh7U/q5a1YSQEGNUEQYFARYLEBxshjnL32L/YGwZExLi3cbbH7FVrgz07g189x3w999mlCxpRmJi1rZls2kxhodz1MC8gL+rZHQso2R0LKPklqXTugMHDqBXr14IDQ3FmTNn8OSTTyJ//vz4448/8O+//2L48OEP3Ma///6LTz/9FBMnToTtIYd9Tkq6AcGWvgTtalN4eKhPyoQkSTh+3ILTp22QJIFSpdKRnOybOB+W2Qw4nWakpLiQlqZ3NN4Y24OFhAQgOdk7AH/FFhkJtGljwsKFFsycKRAWlrXpwlwuwG6XkJTkhOABN9fy5TGUyB9YRsnoWEbzBvd+zogsJdyff/45OnXqhLfeegtxcXGe5Y0aNcLAgQMztI29e/ciKSkJnTt39ixTFAWbN2/GtGnTsHv3bpgy2OFQCLBAkxdflYl167Q25CVKCAQHG7OcGTEmN8Z2p1ubIN0rBl/H1qiRgnPnZGzZYsLUqRa89poDERFZexMeb/MG7mcyOpZRMjqWUXLLUsK9e/dufPTRR3csL1KkCC5evJihbdStWxcLFizwWjZkyBA8+uijePHFFzOcbBP5kzvh5ujklJNJEtClixMXL0o4cULGxIkWvPqqA0FBekdGRERElLtlaQgoq9WK5Lu0rT1+/DgKFiyYoW2EhIQgMjLS6xYUFIT8+fMjMjIyK2ER+ZSi3JpwKzpHQ/RwtOnCHMifX+DiRW3kcoXFmoiIiMivspRwJyYmYsyYMXA6nZ5lZ8+exZdffokWLVr4LDgiPe3cKePaNQkBAQKlSrFNEOV8oaFAr14OWCwChw6Z8PvvBhvVjoiIiCiXyVLCPXjwYNjtdsTHxyM9PR09e/ZEixYtEBwcjAEDBmQ5mKlTp+Kdd97J8uuJfGnVKq1bQ1SUyvmLKdcoXlygWzftYumaNWZs22bAue6IiIiIcoksVW+EhoZi0qRJ2Lp1Kw4cOAC73Y7KlSsjISHB1/ER6WblSu3rUakS+29T7hIbq6JpUxdWrDBj1iwLihRxoHhxtuIgIiIi8rVMJ9yqqmLOnDlYtmwZzpw5A0mSULx4cUREREAIAYmzvFMucP06sHWrVvMXHc2OrpT7tGzpwunTEg4eNOHHHy14/XUHgoP1joqIiIgod8lUW0IhBF5++WW8++67OH/+PCIjI1G+fHmcPXsWgwcPxiuvvOKvOImy1Zo1ZiiKhLJlVYSH6x0Nke/JMtCjhxPh4SouX5YxbZoFKhtzEBEREflUpmq458yZg82bN2Py5MmoW7eu13Pr16/HK6+8gnnz5qFjx46+jJEo27n7b9erxwyEcq+gIODZZ50YNcqKQ4dMWLJE4LHHXHqHRURERJRrZKqG+/fff0ffvn3vSLYBID4+Hn369Lljbm2inEYIYNUq7VpUvXrs10q5W7FiAl27aoOorVxpxt69HESNiIiIyFcydWZ18OBBNGjQ4J7PN2zYEAcOHHjooIj0dOSIjNOnZVitArVqsYabcr9q1VQ0aKDVbM+YYcHlyxyLg4iIiMgXMpVwX7t2DeH36dAaHh6Oa9euPXRQRHpyNyePj1cQFKRzMETZpE0bF0qWVJGaKmHqVAtcbFlORERE9NAylXArigKz+d7dvk0mExSFIzpTzuZuTt6kCcsy5R1mM9CzpwOBgQKnTslYuDBLs0YSERER0S0ydUYlhMDgwYNhtVrv+rzD4fBJUER6SUsD/v5bq+HWEm6TvgERZaOCBYFu3ZyYONGKv/4yo2xZFVWrslsFERERUVZlKuHu1KnTA9fhCOWUk23YYEJqqoSiRVVER6u4dIkJN+UtlSqpaNLEhVWrzJg504JixRyIiODggURERERZkamEe+jQof6Kg8gQ3M3JGzdWIHHcKMqjWrVy4fhxGceOyZg61YJXX3UgMFDvqIiIiIhyHs7/QnSL1avdzck5YhTlXSYT8PTTDgQHC5w9K2PePPbnJiIiIsoKJtxE//PvvxL27zdBkgQaNWLCTXlbWBjQo4cTkiSwcaMZGzfy54KIiIgos3gGRfQ/7trtuDgVBQvqHAyRAURGqmje/Ob83IcPs58FERERUWYw4Sb6n5v9t1m7TeTWrJmCChUUOBwSBgwwIzlZ74iIiIiIcg4m3EQAFAVYvZrzbxPdTpaB7t2dCAsT+OcfGYMH2/QOiYiIiCjHYMJNBGDHDhlXr0rIl0+gRg0m3ES3Cg0FevVyQJYFfvnFgl9+4SBqRERERBnBhJsIN5uTN2zogpm5BNEdKlQQ6NdPuxg1aFAAjhxhf24iIiKiB2HCTYSbCTebkxPd20svKahf3wW7XcILLwQiLU3viIiIiIiMjQk35XnXrgHbtmlfBc6/TXRvJhMwdmw6ChVSsW+fCe+/z/7cRERERPfDhJvyvDVrzFAUCRUqKChRQugdDpGhFS0qMHq0VrU9aZIVCxawDwYRERHRvTDhpjxv1Spt/m02JyfKmMREBf37pwMABgwIwIkT7M9NREREdDdMuClPE+LW/ttsTk6UUUOGOFCjhoLr1yX07RsIp1PviIiIiIiMhwk35WmHD8s4c0aGzSYQH88abqKMsliA775LRViYwNatJnz2GftzExEREd2OCTflae7m5HXrKggK0jkYohymZEmBESO0/txjxlixYoVJ54iIiIiIjIUJN+VpbE5O9HDatnXh+ecdAID+/QPw77/sz01ERETkxoSb8qzUVGD9eg6YRvSwPvggHTExCpKSZPTrFwCFXyciIiIiAEy4KQ/bsMGE1FQJjzyiomJFVe9wiHKsgABgwoRUBAUJrFtnxtdfW/UOiYiIiMgQmHBTnuVuTt64sQKJrWCJHkq5cgJffKH15/7qKyvWrWN/biIiIiIm3JRnrV6tJQSJiey/TeQLTzzhQrduTqiqhL59A3DpEq9kERERUd7GhJvypLNnJRw4YIIsCzRsyISbyFc++ywNkZEKzp+X8eqrAVDZW4OIiIjyMCbclCe5a7fj4lQUKKBzMES5SHAw8N13aQgIEFixwoyxYy16h0RERESkGybclCfd7L/N2m0iX6tUScXHH6cDAD791IYtW/hTQ0RERHkTz4Ioz1EU4M8/Of82kT8984wTHTo44XJJ6Ns3ENeu6R0RERERUfbTNeH++eef0a5dO1SvXh3Vq1dH165d8eeff+oZEuUB27fLuHpVQliYQPXq7GBK5A+SBHz1VRpKl1Zx8qSMAQMCIITeURERERFlL10T7qJFi2LgwIGYM2cOZs+ejbp16+KVV17B4cOH9QyLcjl3c/KGDV0wm3UOhigXy5cP+O67VFgsAgsXWjB5MvtzExERUd6ia8KdmJiIRo0aoUyZMihbtiwGDBiAoKAg7NixQ8+wKJdzJ9xNmig6R0KU+8XFqXj3Xa0/93vv2bB7N3syERERUd5hmPo9RVGwZMkS2O12xMXFZeq1Eqd6pf9xl4V7lYmrV4Ft27QT/sRE133Lzq3PGbmMMbasMUJs94rBCLHdS1Zie/llJ9atM+OPP8zo0ycQy5enICTE97HRw3vQMZRIbyyjZHQso3lDZvav7gn3wYMH8dRTTyE9PR1BQUEYM2YMypcvn6lthIeH+ik6yqnuVSZWrwZUFYiOBqpWffAZf3KyNs2R0ZqeBwUBFgsQHGxmbJlgpNhCQgK8Hhsptrux2bQYw8NtWXr9tGlAtWrA0aMy3n8/FD/+6Nv4yLf4u0pGxzJKRscySm66n9aVLVsW8+bNw40bN7B06VIMGjQIP/30U6aS7qSkGxyMhwBoV5vCw0PvWSbmzbMBsKJhQwcuXUp/wLYk2O0WpKQIpKX5J96sMpsBp9OMlBQXY8sEo8QWEhKA5GTvAIwS2724XIDdLiEpyQmRxQPu2LEmdOwYiClTJNSqlYqnnuIsAUbzoGMokd5YRsnoWEbzBvd+zgjdE26r1YrSpUsDAGJiYrB7925MmTIFH330UYa3IQRYoMnL3cqEELf233ZlqswYuXwxtqzRK7ZbmyDdKwajf25Zja9uXQVvveXA55/bMGhQAKpXt6NCBc4UYET8XSWjYxklo2MZJTfDjV6jqiocDofeYVAudOiQjLNnZQQECMTHc8A0Ij28/roDDRq4YLdLePHFAKSm6h0RERERkf/omnB/9dVX2Lx5M06fPo2DBw/iq6++wqZNm9CuXTs9w6JcatUqEwCtli0wUOdgiPIokwn49ts0FCqkYt8+E95/P2t9womIiIhyAl2blCclJWHQoEG4cOECQkNDERUVhR9++AH16tXTMyzKpW5tTk5EmSdJ7ibxDzf0atGiwJgx6ejaNRCTJ1tRv76CDh0ertVJVvuVExEREfmTrgn3Z599pufbUx5itwPr12s13Jx/myjzzGZAkmRcuGDxyfaqVAFeeMGF778349VXAxAR4USFCllPmkNDBWw2p09iIyIiIvIV3QdNI8oOf/9tQlqahOLFVURFcZAmoswym4HkZAk7dwJpab6pTY6NdSEyUsKhQya88IIZb73lQFBQ5rdjs0lISJAQECCxppuIiIgMhQk35QkrVmhFvWlTV6Ymqicib2lpwqcDnfXo4cT//Z+Mixdl/PCDBc8/74Sc6dFFBB62mTsRERGRPxhulHIif7iZcLM5OZGRBAcDzz7rgNkscOCACX/8wevARERElHsw4aZc759/JBw/LsNiEWjQgAOmERlNiRICTzyh9b9evtyM3bv500RERES5A89qKNdbvlyrMatbV0FIiM7BENFd1aihei6ITZ9uwZkzbCJOREREOR8Tbsr1bu2/TUTG1batCxUqKHA4JEycaMX163pHRERERPRwmHBTrma3ayOUA+y/TWR0JhPwzDNOFC6s4to1Lel2OPSOioiIiCjrmHBTrvb33yakp0soUUJFZCSnAyMyusBA4PnnnQgKEjh9Wsb06Rao/OoSERFRDsWEm3I1d//txEROB0aUUxQqJPDccw6YTAK7d5uwZAlHLiciIqKciQk35VpC3Oy/3awZ+28T5SSPPnpz5PKVK81Yt86kc0REREREmceEm3Ktf/6RcOKEDKtVoH599t8mymlq1lTRooWWdM+bZ8aOHfzJIiIiopyFZy+Ua7mbk9epw+nAiHKq5s0VJCS4IISE6dMtOHSIP1tERESUc/DMhXItTgdGlPNJEtCxowtVqypQFAmTJ1tw8iQHZCAiIqKcgQk35Up2O7B+vdbns1kzNicnyslkGejWzemZo/uHH6w4d45JNxERERkfE27Kldau1aYDK1lSRYUKnFOIKKczm4Fnn3WiRAkVKSkSxo1j0k1ERETGx4SbcqWlS7Xm5C1acDowotwiIADo08eB4sVVJCdLGDvWin//5ReciIiIjIsJN+U6QgB//KEl3M2bs/82UW4SFAS89JKWdLtrus+cYdJNRERExsSEm3KdbduA8+dlBAUJ1KvH/ttEuY076XY3L//mGyv27WPSTURERMbDhJtynQULtPvGjV2w2fSNhYj8w510lyypJd3PPmvB6tUmvcMiIiIi8sKEm3KdhQu1+5Yt2ZycKDcLDNT6dFeooCAlRUK3bgGYOdOsd1hEREREHky4KVc5d07C1q2AJAk0bcrm5ES5XWAg8MorTrRpo8DlktC/fyD+7/+sEELvyIiIiIiYcFMus2yZVrtVvbqKwoV5xk2UF1gswLBhLrz6qgMA8NlnNgwYYENams6BERERUZ7HhJtylVunAyOivEOWgffec2Do0DRIksDPP1vRpk0Qjh/nYGpERESkHybclGukpgJr1miDJjHhJsqbevd2YsaMVBQsqGL3bhOaNw/GkiUcTI2IiIj0wYSbco2//jIhNVVCyZJA5cqq3uEQkU6aNFGwYoUdNWoouHZNwjPPBOHDD9nEnIiIiLIfE27KNf74Q2tO3rYtILEVKVGeVry4wPz5dvTpo/XrHjPGiqZNg7BpE3/2iIiIKPvwzINyBSFuDpjWrp3OwRCRIVitwCefpGPy5FRERKg4fNiEdu2C8PbbNiQnZ28skiQZ8kZERET+xQlLKVfYs0fG2bMygoIEmjSRsv1kmoiM67HHXIiPd+GDDwIwfboF339vxZIlZrzzTjo6dXJB9vOl5/R0C27cMGZyGxoqYLM59Q6DiIgo12LCTbnCkiVaUW7UyIWAAAsTbiLyUqAA8M03aejUyYmBAwNw8qSMl18OxOjRCt55Jx1Nmyp+6YoiSRJu3JDw999Aerqxpiq02SQkJEgICJAgOHE5ERGRXzDhplxh0SKtKLdu7QJg0TcYIjKsxo0V/PlnCiZMsGLUKCv27jWhe/cg1K3rwuuvO9CkieKXGu/0dIHUVN9v9+GI/zUtBwDtaoP7ooMRmpvzIgAREeUGTLgpxztxQsLevSaYTAItW3I6MCK6v+Bg4D//ceCZZxwYOdKGH36wYMMGMzZsMKNsWRXPPedAt25O5M+vd6T+ZTYDkiTjwgXvi5TJyYDdrv+FSzZ3JyKi3IAJN+V47trt+HgFBQvqHAwR5RgFCwIffJCOPn0cGDvWiunTLTh2TMb77wfg889taN3ahTZtXGjSxIWQEL2j9T2zGUhOlrBzJ5CWdrM2OTgYSEnRt3aZzd2JiCi3YMJNOZ474X7sMdZuE1HmFSsm8PHH6Rg8OB2zZ1swcaIF+/aZMGeOBXPmWGCzCTRurKBpUxdq1VJQsaIKk0nvqH0nLe1mc3dJ0hLxtDRt9gf9CLibuRMREeVkTLgpR7twQcKmTdqZr9Z/m4goa4KDgWeecaJnTye2bJHx++8WLFpkxvHjMpYuNWPpUvP/1hOoXl1BtWoKypdXUbasQNmyKgoXFn4ZeA3Qkl9FAZxOwOXSHrtvqgoIIXkeA4DJJGCxwHPLTRcIiIiIchIm3JSjLVlihhASqlVTULw4mx0S0cOTJKBWLRW1aqXj/ffTceCAjMWLzVi3zoRt20xISZGwdq0Za9d6/4QGBQmEhwsUKKDdChYUCAwEFEXG+fPCkwwripY0u1yAokj/u7+53OGQ4HRqybXDIcHh0P5W1axn81arQFCQFmNwsEBICFCkiMCBAxKuXZMRHCxQqJBAQMDDfHJERER0O10T7vHjx+OPP/7AP//8g4CAAMTFxWHgwIF49NFH9QyLchA2Jycif5IkIDpaRXS0A2+8oSXFBw7I2LrVhN27ZRw/LuPYMRmnT0uw27XbqVPZEZdWm+6+yfLNvwF3Qn8zQXcn7leveiftS5YAwM3q77AwgWLFgIIFzShWTKB4cRVFiwqYeXmeiIgoS3T9Cd20aRN69OiBKlWqQFEUfP311+jduzd+//13BAUF6Rka5QDXrwNr12oniky4iSg7mExA5coqKldWvZY7HMDp0xIuX5Zw5Yp2f/WqhLQ0CVevmnD0qNYvGtD6SJtMAiaT+2/t3mzWllksgNUKWCzif/daDbX7b5MJGWq6rqpa4u10AqmpEux2/O+iAHD9uhabosj45x/g0iUJKSkSrl2TcO0acOvpgckkULSoQKlSKsqWVVGmjFaDb4CZw4iIiAxP14T7hx9+8Hr8+eefIz4+Hnv37kWtWrV0iopyiuXLzXA6JVSooCAyUn3wC4iI/MRqBR59VODRR727tkiShIsXgVWrsn8eblnW4rJatX7nmpvxFSgAVK1qxsaNLqSmAnY7cPGihGvXbDh50oUzZyScOSPDbpc8f69fr702LEzg0UdVVKigIjJSyfVTqBEREWWVoRqJ3bhxAwAQFhaWqdfxKnvedGtzcncZuP3+Ydy6DSOXMcaWNUaI7V4xGCG2+zFqfEaMKycdR4KD4enfXbWq1mpICODKFeD0ae/m89euSdi+3YTt200ALChcWEVUlIroaBXlyqk+a4Ju5M+M9OHL33kif2AZzRsys38Nk3CrqorPPvsM1atXR2RkZKZeGx4e6qeoyKjS0oCVK7W/e/SwoVAhm9fzvioTycnaSajR+i8GBWlNS4ODzYwtE4wUW0iI9+hURortbowcn82mxRcebnvwyjrIiceRW8tnaChQqhSQkKA9djiAY8eAgweBffuA48eBCxdkXLggY+1aICAAqFwZiI3VblnpIWb0fUr647kfGR3LKLkZ5uf/ww8/xOHDh/Hzzz9n+rVJSTd0ni+Ustsff5iQnByEYsVUlCmTgkuXtOWSpB3gfFEmJEmC3W5BSorw9L00CrMZcDrNSElxMbZMMEpsISEBSE72DsAosd2LkeNzubS+yUlJTgiD/RjkxOPI3crn7YoX126JiVpT9CNHZBw4IGPfPhNu3JCwdSuwdavW/7tiRRVxcQoqVVJhy2D+bOR9Svry5e88kT+wjOYN7v2cEYZIuD/66COsXr0aP/30E4oWLZrp19869yjlDQsXWgDcnHv79v3v6zJh5PLF2LJGr9hubYJ0rxiM/LkBxo3P6L8FOSG2jJTP2wUGAlWqqKhSRYWqunD6tIS9e03Ys0fG+fMy9u41Ye9eEywWgcqVVVSrpiAqSoXFkrG4jPy5kX5YNsjoWEbJTdeEWwiBjz/+GMuWLcPUqVNRsmRJPcOhHMLhuNl/u21bjk5ORGQUsgyUKiVQqpQLrVsD//4rYccOE3bskJGUJP/vbxMCAgRiYrSa7woVVMiy3pETERH5h64J94cffoiFCxfi22+/RXBwMC5evAgACA0NRUBAwANeTXnV6tUmXLsmoUgRFXXrKnqHQ0RE9/DIIwKPPOJCq1batGnuhPvaNQlbtpiwZYsJ+fML1KypoFYtBeHhrA4iIqLcRdeEe/r06QCAnj17ei0fOnQoOnfurEdIlAPMm6e1Q2zf3gWTSedgiIjogSQJKFlSoGRJF9q0ceHEiZujnF+9KmH5cjOWLzejfHkFtWsrqFWLUz0SEVHuoGvCffDgQT3fnnKg1FRg8WKt2Hbo4NQ5GiIiyixZBsqWFShb1oV27VzYu1fGpk0mHD4s48gRE44cMWHuXIGNG1X07q0gNlbh9DpERJRjGWLQNKKMWrHCjJQUCSVKqKhZkzUgREQ5mcUCVKumolo1FZcvA1u2mLB5sxlXrkiYMcOEGTOCUKWKgl69nOjUyYngYL0jJiIiyhwOU0I5yvz52jWi9u1dHGSHiCgXKVgQaNFCwZAh6Xj1VQfatFFgswns3m3CG28EoGrVELz9tg2HDvHgT0REOQd/tSjHSEkBli3TEu6OHdmcnIgoN5JloGJFFV984cLOnSl4//00lC6t4vp1Cd9/b0X9+sHo1CkQ8+eb4XDoHS0REdH9MeGmHOOPP8yw2yWUKaOialU2Jyciyu3Cw4FXXnFi48YUzJhhR6tWTsiywLp1Zrz4YiDi4oLx+edWnDvHTt5ERGRMTLgpx5g372btNgfQISLKO2QZSExUMGVKGrZuTcEbb6SjcGEVFy/K+PprG6pXD8ZLLwVg82YZgjOLERGRgTDhphzhxg1g5Ur36OQunaMhIiK9FC8uMHiwA9u3p2DChFTUreuCyyVh7lwL2rQJRqtWQZg1y4z0dL0jJSIiYsJNOcTixWakp0uoUEFBpUpsTk5ElNdZLNoF2N9+S8WKFSno1s0Jm01g+3YTXnklENWrB2P4cCvOn2eTKCIi0g8TbsoR5s+3AAA6dnSxOTkREXmpUkXFN9+kYfv2FAwZko6iRbXm5l9+qTU3f/nlAGzbxlMeIiLKfvz1IcO7eFHCqlUmAFrCTUREdDeFCgkMGODA1q0p+O67VNSqpcDplDB7tgWtWgWjdesgzJ7N0c2JiCj7MOEmw5szxwyXS0L16goqVGBzciIiuj+LRbtA+/vvdvzxRwqefNIJq1Vg61YTXn45EDVrBmPkSCuuXNE7UiIiyu2YcJPh/fKL1pz8ySc59zYREWVOtWoqRo9Ow7ZtKRg0SBvd/Nw5GZ98YkNcXAgGD7bhn3/YV4mIiPyDCTcZ2p49MvbsMcFqFejUiQk3ERFlTeHCAm++qTU3HzUqFZUqKbDbJUycaEV8fDCeeSYA69ebOK0YERH5FBNuMjR37XbLli4UKKBzMERElOPZbEDXri6sWmXH7Nl2NG/ughASliyxoEOHILRoofXzdvIaLxER+QATbjIspxOYPVube7trV575EBGR70gS0KCBgmnTUrFuXQqeecaBgACBnTtv9vMeNcqKq1f1jpSIiHIyJtxkWCtXmnDpkoyICBVNmih6h0NEBiZJ7ptksJvenwxlRIUKKr78Mh3bt6dg8OB0RESo+PdfGR9/bEO1aiF4+20bjh/nziQioswz6x0A0b24m5M//rgLFovOwRCRYZnNgCTJuHDBeAcKkwlwuWQAvGiYE4SHC7zxhgP9+jkwd64Z48ZZsX+/Cd9/b8XEiRZ06ODCK684EBvLGTOIiChjmHCTIV2+DPzxB5uTE9GDmc1AcrKEnTuBtDRjjXiVL5+E6GjWjOY0AQFAt24uPPWUC3/+acK331qxerUZc+daMHeuBQ0butC/vwONGilsxUBERPfFhJsMae5cCxwOCVWqKKhcmTUJRPRgaWkCqal6R+EtIMBYFwAocyQJaNxYQePGqdi9W8aYMVbMn2/GmjXaLSZGwauvOtG+vQtmA51RCQ61TkRkGAb6eSC6aeZMrWkoa7eJiMgIqlRRMW5cGt5+W8K33wZg+nQT9uwx4aWXTPjoI4HnnnOhUycVQUF6RwqEhgrYbPz9JCIyAibcZDj79snYvt0Es1mgc2eX3uEQERF5lC4NDByoIDZWwfLlMlavNuPMGQmffmrB//2fQKNGCho2dCE0VJ/4bDYJCQkSAgIk1nQTERkAE24ynMmTtdrtVq1cKFSIJwtERGQ8FotA48YKEhIUbNliwp9/mpCUJGPRIjOWLTOhVi0FjRsrKFgwu3/HBAB2LCciMgom3GQoycnArFlawv3882wOR0SUV7mnejNa8nj7IGlWK5CQoKBuXQW7dmk13qdPy/j7bzM2bDAhLk5FYqILRYrwAjIRUV7EhJsMZdYsC1JSJFSooKBePU6jQ0SUF+XEqd5kGahWTUXVqg4cOSJj1SoTDh0yYetWE7ZtkxETo6JpUxdKlGDiTUSUlzDhJsMQ4mZz8ueec3KqFSKiPConT/UmSUCFCioqVFBx8qQLK1easWePCbt3a7eoKAWJiS48+qjg7xwRUR7AhJsMY+NGE/bvNyEoSODJJ9mcnIgor8vpU72VKiXw3HNOnDunJd47dsg4eNCEgwdNKFNGq/GuWFFl4k1ElIsx4SbDcNdud+7sRFiYzsEQERH5SNGiAt27O9GypYTVq03YtMmE48dl/PCDFcWKaX28Y2NVyLLekRIRka8x4SZDuHBBwoIFWnF87jnWbhMRUe4THi7w+OMuNGvmwpo1Zqxfb8LZszJ++smKQoVUJCYqqF5dgZlnZ0REuQYP6WQIP/9sgdMpoUYNBbGxqt7hEBER+U1YGNCunQuJiS6sW2fC2rVmXLokY+ZMGUuXmtG4sQt16iiwWvWOlIiIHhYTbtKdogBTprgHS3PoHA0REVH2CA4GWrRQ0LChgg0bTPjzTzOuXZMwf74Fy5eb0bChCwkJCgID9Y6UiIiyigk36e6PP7Q5SwsUEOjQwaV3OERERNkqIABo3FibDnPLFhNWrTLh8mUZixdbsGqVGQkJCho0cCE0VO9IiYgos5hwk+7GjNFqt3v0cCAgQOdgiIiIdGKxAPHxCmrXVrBjh4yVK804f167X7vWhDp1FDRq5EKBAnpHSkREGcWEm3S1caMJmzaZYbUK9OnDwdKIiIhMJqBGDRVxcQ7s2ydjxQozTp2S8ddfZvz9twnVq6to3NiFokWNNUc5ERHdiQk36Wr0aG1EmCeecPLEgYiI6BayDMTEqKhc2YHDh2WsXGnCkSMmbNmi3SpXVpCY6ELp0vz9JCIyKibcpJuDB7XRWCVJ4JVXOFgaERHR3UgSEBmpIjJSxcmTLqxaZcaePTL27jVh714TypVTkJioIDKSs3wQERmNrgn35s2b8cMPP2DPnj24ePEixowZg2bNmukZEmWjMWO02u3WrV0oX55X54mIiB6kVCmBZ5914sIFCatXm7B1qwlHj2q3YsVUtGrlQsOG/E0lIjIKWc83t9vtiIqKwvvvv69nGKSDs2clzJ6tXe959VXWbhMREWVG4cICTz7pwpAh6WjY0AWrVeDsWRkTJ1rx2GNW/PijGWlpekdJRES61nA3atQIjRo10jME0sm4cVY4nRISElyoUYNN4IiIiLIif36gfXsXmjZ1Yd06E9atM+PUKQkDBwZg+HAr+vRx4tlnHQgL0ztSIqK8KVf04ZYkvSOgzLh6FZg6VZsKrH9/h0/3n3tbvtjmrdswchljbFljhNjuFYMRYrsfI8fH2LLmbrEZJV6jxHE3RootJARo2VJBq1YKLl40Y8oUGWfOyPjkExtGjLCiRw8n+vRx5PgB1nz5O0/kDyyjeUNm9m+uSLjDw0P1DoEyYdw4ICUFqFIFeOqpIL8ckHxVJpKTgeBgwGywb0pQkDZfa3CwmbFlgpFiCwnxnnTeSLHdjZHjY2xZc7/Ybi+f2S2nfm5GYLMBnTsDH3wATJ8OfPklsGePhO++s+L77614/HHgjTeAunX1jvTh8NyPjI5llNwM+FOReUlJNyBy9gXbPOPqVeDLL0MASOjXLxVJSS6fbl+StAOcL8qEJEmw2y1ISRGG6wdnNgNOpxkpKS7GlglGiS0kJADJyd4BGCW2ezFyfIwta+4V293KZ3bLiZ+bUbhcgN0u4cYNJ9q0EXjsMWD1ahO+/daK1avNmDULmDULqFVLQb9+DrRu7YLJpHfUGefL33kif2AZzRvc+zkjckXCLQRYoHOIUaOsuHZNQnS0go4dXX7bb74uE0YuX4wta/SK7dYWHfeKwcifG2Ds+Bhb1rhjy0j5zG5GieNujB6bO77GjRU0bpyKfftkjBtnxezZZmzebEKvXoEoXVrFiy868NRTTuTLp2/MmcFzPzI6llFy03WUcspbzp+XMGGCNhXY22+n56gr6kRERDldpUoqRo5Mw7ZtKfjPf9KRP7/AiRMy3n03AFWrhmDwYBsOHeKpIRGRL+l6VE1JScH+/fuxf/9+AMDp06exf/9+nD17Vs+wyE+++sqK1FQJNWsqaNFC0TscIiKiPKlIEYG333Zg+/ZkDBuWhshIBSkpEiZOtKJ+/WB06RKIJUtMUPhTTUT00HRNuPfs2YOOHTuiY8eOAIChQ4eiY8eOGDlypJ5hkR8cOybhp5+0kcn/3/9L58iNREREOgsOBnr1cmLtWjt+/dWOVq2ckGWBNWvMeOaZINSpE4wxYyy4elXvSImIci5d+3DXqVMHBw8e1DMEyibDhtngcklo2tSF+HheMiciIjIKSQIaNlTQsKGCkyclTJpkxbRpFpw8KePDDwMwfLgNHTq48MwzDtSoofKiORFRJrCjDvnd7t0y5szRarfffjtd52iIiIhyN0ly36RM30qXBj74wIGdO1Pw9ddpqFxZQWqqhBkzLHjssWAkJgZh0iQLkpMzv22JmToR5UG5YpRyMi4hgE8/tQEAOnVyokoVVeeIiIiIci+zGZAkGRcuWB56W61aAS1burBjh4KZM01YskTG3r0mDBpkwgcfCLRpo+LJJxXExGR8KObQUAGbzfnQsRER5RRMuMmvFi82Y+VKMywWgUGDWLtNRETkT2YzkJwsYedOIC3NV3MSCbRooaJePWDTJhPWrjXh/HkZv/5qwq+/mlCypIp69RTUqKEgKOjeW7HZJCQkSAgIkCA4XxIR5RFMuMlvkpOBd97RardfecWBRx/ljysREVF2SEsTSE317TZlGahbV0GdOgr++UfChg1m7Nol49QpGTNmyPj1VzOqVFFRu7aCcuVUyHd0XBQA2KyciPIWJtzkN199ZcOZMzJKlVLxn/849A6HiIiIfECSgHLlBMqVc6JjR2DLFhM2bdJqvbdvN2H7dhMKFBCoWVNBrVoKChbkBXciyruYcJNf7N8vY/x4rf/Y0KFp921iRkRERDlTcDDQqJE2wvmpUxI2b9YS7itXJCxbZsayZWaUK6egdm0FtWpxHBciynuYcJPPqSrw1lvaNGCPPeZE8+acBoyIiCg3kySgVCmBUqVcaN/ehd27ZWzebMKRIzKOHjXh6FETZs8WWLVKxdNPq2jQwAUzz0KJKA/goY58bsYMMzZuNCMoSODTTzlQGhERUV5isQDVq6uoXl3F5ctak/OtW01ISpKxYIEJCxYEIiJCRefOLnTp4kRsLOf2JqLciwk3+dSFCxI++kgbKG3gwHQUL85+W0RERHlVwYJAixYKmjdXcP68hLNnzViyRMbFizLGj7di/HgrKlRQ0KWLC48/7kSpUjxvIKLc5Y7xI4mySlWB114LwOXLMipVUvDSS5xnk4iIiLQm52XLCrz7rgu7d6dg6lQ7OnRwIiBA4PBhE4YOtaFmzRC0bx+IKVMsuHpV74iJiHyDCTf5zIQJFqxcaUZAgMDYsWmwWPSOiIiIiIzGagVatlQwYUIa9uxJxjffpKJBAxckSWDDBjMGDgxATEwInnkmAHPmmJGcrHfERERZxybl5BO7d8v4+GOtKfkHH6QjOpojkRIREdH95csHdOvmQrduLpw9K2HOHDN+/dWCfftMWLLEgiVLLAgIEGjWzIUOHVxo3tyFQoX0jpqIKONYw00PLSUF6Ns3AA6HhFatnOjVi03JiYiIKHOKFRPo39+J1avtWLUqBQMGpKNsWRVpaRIWLrTgxRcDER0dgiefBBYsMMNu1ztiIqIHYw03PbT33rPh8GETihRRMWJEOkcaJSIioruSJPzvPOH+JwsxMQIxMU4MGeLE7t0y5s83Y/58M06ckDFrFjBrViCCggRatnShY0cXEhMVBAQ8XGxCcMA2IvI9Jtz0UH791YypU62QJIExY9IQHs4fKyIiIrqT2QxIkowLFzI3yMsjjwB9+wq89JITe/dKWLHCigULBM6elTB3rgVz51oQHCzQpImKFi1U1KunIjAw8/GFhgrYbGylR0S+xYSbsmzDBhP+8x/tcvJrrznQsKGic0RERERkVGYzkJwsYedOIC0tqxfoBeLjgSpV0nH8uIRt20zYts2Eq1clLFxowsKFJlgsApUqqahaVUFMjIrg4Adv1WaTkJAgISBAYk03EfkUE27Kkn/+kfDcc1q/7TZtnBgyxKF3SERERJQDpKUJpKZm7bWSpCXu6elA0aICjz3mQqtWLpw8KWHnThP27DHhyhXt7507TZBlgUcfVREToyImRkH+/PfassCDmrkTEWUFE27KtMuXge7dg3D5soy4OAVjxqRB5vB7REREpANZBsqUEShTxoX27bXRznfvNmHvXhn//ivjyBETjhwxYd48C0qUUBEdrSI6WkGJEoLnL0Tkd0y4KVPS04FevQLxzz8ySpRQMWVKKoKC9I6KiIiISKsBL15coHhxF1q1Ai5dkrBnj4w9e0w4cULC6dMyTp+WsWyZGSEhAhUrasl31aqczpSI/IMJN2WYw6FN/7V+vRmhoQLTpqWiSBH2cyIiIiJjKlRIoHFjBY0bK7h+HThwwIT9+2UcOiQjOVnCli0mbNliwrRpAjNnCjz2GNC4sQvR0SpnXSEin2DCTRmSlgb07h2IZcvMsFoFvv8+FdHRvBpMREREOUO+fEDt2gpq11bgcgHHjsnYv1+7XbwoY9MmCZs22QDYUKiQigYNFDRooKBhQxdKlWIFAxFlDRNueiC7HXj22UD8+acZAQECkyenokkTjkhOREREOZPZDFSooKJCBRXt22ujpzscMjZskLBhgwmXLsmYO1fG3LnaFGalS6to2NCFBg0U1KunICKCCTgRZQwTbrqv5GSgR49ArF9vRlCQ1oy8Xj0m20RERJR7RERo83gPGOBEerrA1q0mrFljwpo1ZmzbJuPECRlTp1oxdaq2frlyKmrVUjw15uXLqxyAjYjuigk33dPp0xJ69QrEzp0mhIYKTJ9uR+3abEZOREREuZfVCsTHK4iPVzBokAPJycD69VryvXatCfv2mXD0qIyjR2XMmKHVgBcoIFCz5s0EPDZWydD830SU+zHhprtas8aEl14KQFKSjIIFVcyYkYpq1ZhsExERUd4SEgI0b66geXOthd+VK8CWLSZs3mzCpk0mbN+uzf29bJkZy5Zpp9aSJFC+vIoqVVRUqaJ47gsU0PM/ISI9MOEmL0IAY8ZY8MknNqiqhNhYBRMnpnKwECIiIiIABQp4J+BOJ7Bnj4xNm7QEfPNmE86dk3H4sAmHD5swZ47F89qSJbXEOyZGRWSkivLlVZQrp8Jm0+u/ISJ/Y8JNHhcvSnjrLRt+/137YXjqKSeGDUtDYKDOgREREREZlMUCxMWpiItT8dJLTgDAhQva/N+7dpmwe7d2f+KEjFOntNuiRTdfL8sCpUsLzyBukZFan/CyZQXCwwWnJyPK4ZhwE4QAfvnFjPffD8CVKxIsFoFPP03Hs886eZAnIiIiyqTChQUSExUkJt4caPbaNWDPHi0B37fPhMOHZRw+LOP6dQnHjkk4dkzGH394bycoSKB0aRWlSgmULKmiVCntb+1eRWgoeK5GZHBMuPO4f/6R8N//BmDtWq0oVK6sYMSINPbXJiIiojxFktzJq38y2Pz5gfr1VdSvrwJwAdAqPS5ckHD4sIxDhyQcOiTjyBEZhw7J+PdfGXa7hP37Tdi//+7bDAoSeOQRgaJF1f/da7dHHlFRtKhA4cIChQoJBAf7LzEXgt0Oie6HCXcedf68hNGjrZg82YL0dAkBAQL//a8Dffs6YLE8+PVEREREuYXZDEiSjAsXsv8kSJaBqCjtBggACgAF6enAv/9KOHMGOHfOhOPHBU6flnDmjITTpyVcvSrBbpdw9KiEo0fvPyeZ1SpQsCBQsOCt997LChTQluXPrw0Ul9EEPTRUwGZzPtyHQJSLMeHOYy5c0BLtH3+0IDVVO5I2bOjCF1+koWxZXqEkIiKivMdsBpKTJezcCaSlGel8SCBfPgmtWwvs3Kl4xZaeDly7JuHaNeDqVS0Bv3bt5v21a8D16xKcTgkOh4Rz54Bz5zKWRcuyQFCQVoPuvg8Ovvk4OFggKEggf34JdesKlCkjIyxMIH9+wYobotsw4c4DhAB27pQxdaoFv/56M9GuUUPBf/+bjiZNFPb/ISIiojwvLU0gNVXvKLwFBGhJ9t1iCw0VCA0FSpS490WC9HQgJUVCcrJ2USE5WUJKyt3/Tk4GXC4Jqnpz/QcZORIArJ7HISECBQoIhIVp9/nzazf33wUKwPP41nUCA9kfnXInJty52NWrwJw5Fvz0kwV79pg8y6tXV/DWW0y0iYiIiHI7mw2w2bRm41qT9ftzOgG7HbDbJaSmavfaDUhN9b5PS5MghITr17XaduBm8n7qVGbjvDUxxy0JurglQdeW37rsfgPHsX85GQET7lzm2DEJS5easXSpGRs2mKAo2hHIZhNo08aFp592ol49JtpEREREdCeLBQgLA8LC3MnqvZPW0FCgUSMTVFWFogA3bmjN27UEHP9r4q41bXcn5e7lt967XBLS0yWcPy/h/PnMxWsyCeTLp8Xrjtt9HxEBFCrkuiNxz59fe97MTIiyAYtZDiYEcPSohE2bTNi0yYSNG813DJpRqZKC7t2d6NLF+b8rm0RERERED+/ufd9vJujBwdqtePF7b0MId7N3rTY9JUWrPU9J0WrYb32sPQ/PvdMpQVEkXLkCXLlyr9qke6c7oaH3avZ+c9ndatsDAjL9UVEeZoiEe9q0afjhhx9w8eJFVKxYEf/v//0/xMbG6h2WYQgBXLqkzdF44IAJBw7I2L9fm8Px9oOL2SwQH6+gZUsXWrRwoUwZNqUhIiIiIv/xRd939+BshQpl/Nz11ubvN5u6a387nRLy55eQlqbiyhUJV65og8lduSLhxg3t/PnGDe3vkyczF2tg4L36qGvJeYkSgNls9jzn7muvjejOvup5je4J96JFizB06FB8+OGHqFq1Kn788Uf07t0bS5YsQXh4uN7h+Y2qalfytCY22u3yZQkXLty8nT0r49QpCSdPavMw3k1AgEC1agpq19ZudeooCAvL5n+GiIiIiCib3a/5e2Ag0KSJhIgI5x19uV2um83dr1zRRnZ337tvdy7XmssrioTUVO127tz9ogu861Kz+WbyHRLinYxrj2+OAh8YeHNk+MBA7XFgoPfj4GDt3mS669uRAeiecE+aNAlPPvkkHn/8cQDAhx9+iNWrV2P27Nno06ePztH5xo4dMj7+2IZLl7TEWruaBgiR8ctbkiTwyCMCUVEqoqNVVKyoIDpa+9tqffDriYiIiIhIawofHi6g1e1lvEZdCCA5+UFJOmC3W3H+vMuz/MYNyTPiu8v1oCbwWf2fBKxW7SKExXLzb6tV/O9e+/vm8jvXM5m0eeHd9+6bySRue3zzXpJuPn/n67TnJUn87/5mvO7H7mXuv2UZqFtXwSOP5J5Wurom3A6HA3v37sVLL73kWSbLMhISErB9+/YMb0eWtS+AUf31lxk7dnh/1CEh2r3FcvPKVoECAhERKiIiBCIiBAoXFihRQkXJkiqKFdOaoND9ub+0vigT7i99aKgEi8VYBSw4WGJsWWCU2IKD72xOZpTY7sXI8TG2rLlXbHcrn9ktJ35uRmHk+HwVmz/KaF743PzByLEFBEiexM+XecLNGvW7b1SSgIIFrbh8OdXrfd2tW7Wp2LTKt1unY7txQ/rf9G3a47S0myPBu+9TU28+1mrZb63Akzzvk54uIT3dd/9zdouJUbBggV3vMO4rM8cgSeg4Xv758+fRsGFDzJgxA3FxcZ7lw4cPx+bNmzFr1iy9QiMiIiIiIiJ6KPKDVyEiIiIiIiKizNI14S5QoABMJhOSkpK8liclJaFQoUI6RUVERERERET08HRNuK1WKypXroz169d7lqmqivXr13s1MSciIiIiIiLKaXQfpbxXr14YNGgQYmJiEBsbix9//BGpqano3Lmz3qERERERERERZZnuCfdjjz2Gy5cvY+TIkbh48SKio6Px/fffs0k5ERERERER5Wi6jlJORERERERElFtxlHIiIiIiIiIiP2DCTUREREREROQHTLiJiIiIiIiI/IAJNxEREREREZEfMOGmXGPatGlITExElSpV8MQTT2DXrl16h0S5wObNm9G3b1/Ur18fUVFRWL58udfzQgh88803qF+/PmJjY/Hcc8/h+PHjXutcvXoVb775JqpXr46aNWvi7bffRkpKitc6Bw4cQPfu3VGlShU0atQIEyZMuCOWxYsXo1WrVqhSpQratWuHP//80+f/L+U848ePx+OPP464uDjEx8ejX79++Oeff7zWSU9Px4cffog6deogLi4Or776Ki5duuS1ztmzZ9GnTx9UrVoV8fHxGDZsGFwul9c6GzduRKdOnRATE4PmzZtjzpw5d8TDYzHd6ueff0a7du1QvXp1VK9eHV27dvU6drFsktF89913iIqKwqeffupZxnJKD0UQ5QK///67qFy5svj111/F4cOHxbvvvitq1qwpLl26pHdolMOtXr1afP311+KPP/4QkZGRYtmyZV7Pjx8/XtSoUUMsW7ZM7N+/X/Tt21ckJiaKtLQ0zzq9e/cW7du3Fzt27BCbN28WzZs3F2+88Ybn+Rs3boiEhATx5ptvikOHDomFCxeK2NhYMWPGDM86W7duFdHR0WLChAniyJEjYsSIEaJy5cri4MGD/v8QyNCef/55MXv2bHHo0CGxf/9+8eKLL4rGjRuLlJQUzzrvvfeeaNSokfj777/F7t27xZNPPim6du3qed7lcom2bduK5557Tuzbt0+sXr1a1KlTR3z11VeedU6ePCmqVq0qhg4dKo4cOSKmTp0qoqOjxZo1azzr8FhMt1uxYoVYvXq1OHbsmPjnn3/E119/LSpXriwOHTokhGDZJGPZuXOnaNKkiWjXrp345JNPPMtZTulhMOGmXKFLly7iww8/9DxWFEXUr19fjB8/XseoKLe5PeFWVVXUq1dPfP/9955l169fFzExMWLhwoVCCCGOHDkiIiMjxa5duzzr/PnnnyIqKkqcO3dOCCHEtGnTRK1atUR6erpnnS+++EK0bNnS8/j1118Xffr08YrniSeeEP/v//0/3/6TlOMlJSWJyMhIsWnTJiGEViYrV64sFi9e7FnHXS63b98uhNAuLFWsWFFcvHjRs87PP/8sqlev7imXw4cPF23atPF6r//85z/i+eef9zzmsZgyolatWmLmzJksm2QoycnJokWLFmLdunXi6aef9iTcLKf0sNiknHI8h8OBvXv3IiEhwbNMlmUkJCRg+/btOkZGud3p06dx8eJFr7IXGhqKqlWresre9u3bkS9fPlSpUsWzTkJCAmRZ9jQT27FjB2rWrAmr1epZp379+jh27BiuXbvmWSc+Pt7r/evXr48dO3b469+jHOrGjRsAgLCwMADAnj174HQ6vcppuXLlUKxYMU/52bFjByIjI1GoUCHPOvXr10dycjKOHDniWed+ZZDHYnoQRVHw+++/w263Iy4ujmWTDOWjjz5Co0aNvMoJwGMoPTyz3gEQPawrV65AURSEh4d7LQ8PD7+jHyORL128eBEA7lr23H27Ll26hIIFC3o9bzabERYW5nn9pUuXUKJECa913D/aly5dQlhYGC5duuT1Q377+xABgKqq+Oyzz1C9enVERkYC0MqQxWJBvnz5vNYNDw/3KoO3ly/34wetk5ycjLS0NFy7do3HYrqrgwcP4qmnnkJ6ejqCgoIwZswYlC9fHvv372fZJEP4/fffsW/fPvz66693PMdjKD0sJtxERES5xIcffojDhw/j559/1jsUIo+yZcti3rx5uHHjBpYuXYpBgwbhp59+0jssIgDAv//+i08//RQTJ06EzWbTOxzKhdiknHK8AgUKwGQyISkpyWt5UlLSHVcSiXwpIiICAO5b9goVKoTLly97Pe9yuXDt2jXP6wsVKnRHTbX78a3buX0dlnG61UcffYTVq1fjxx9/RNGiRT3LCxUqBKfTievXr3utn5SUlKEy+KB1QkJCEBAQwGMx3ZPVakXp0qURExODN998ExUrVsSUKVNYNskQ9u7di6SkJHTu3BmVKlVCpUqVsGnTJkydOhWVKlViOaWHxoSbcjyr1YrKlStj/fr1nmWqqmL9+vWIi4vTMTLK7UqUKIGIiAivspecnIydO3d6yl5cXByuX7+OPXv2eNbZsGEDVFVFbGwsAKBatWrYsmULnE6nZ52///4bZcuW9fTDrVatGjZs2OD1/n///TeqVavmr3+PcgghBP5/e/cfUvX1x3H8FWolOGF/9McCc67NO7o3tTK0CzKH5R8L1/5YP2xcpDWxtlhQbObGXGi5uQybBAZDxmyygW0KlYw00hHNzNQQvCZ3Wv4YTEZik7Zdme/vH7JL95vbau1+1b7PB3zg3nt+3HM/HC73xbmfzykqKlJjY6M+++wzxcTEBJW7XC5FREQEzdP+/n798MMPgfmTlJSkvr6+oB96ly5dUlRUlJ5++ulAnb+ag3wX435NTU3J7/czNzEnpKam6vTp06qvrw8cLpdLWVlZgcfMUzyU2b5rG/BvOHv2rLlcLvv666/N5/PZe++9Z8nJyUF3iwT+iYmJCevp6bGenh6Lj4+3Tz/91Hp6emxkZMTMprcFS05OtqamJuvt7bXdu3fPuC3YSy+9ZNeuXbP29nbLzMwM2hbs9u3b5na77a233rK+vj47e/asJSYm3rMt2IoVK6yqqsp8Pp9VVFSwLRjMzOz999+3NWvW2OXLl210dDRw/PLLL4E6hYWFlp6ebt999511d3fb1q1bZ9zS5tVXXzWv12vffvutpaamzrilTWlpqfl8Pvv8889n3NKG72LcrayszNra2mxoaMh6e3utrKzMHA6HXbx40cyYm5ib7r5LuRnzFA+HwI1HxsmTJy09Pd2cTqe9/PLL1tXVNdtDwiOgtbXV4uPj7zny8/PNbHprsGPHjpnb7TaXy2U5OTnW398f1MfY2Jjt27fPkpKSbPXq1XbgwAGbmJgIquP1ei07O9tcLpelpaXNuAVIQ0ODZWZmmtPptI0bN1pzc3PoPjjmjZnmZ3x8vH311VeBOr/++qsdPHjQ1q5da4mJifbGG2/Y6OhoUD/Dw8P22muvWUJCgqWkpNiHH35ok5OTQXVaW1tt06ZN5nQ6LSMjI+g9/sB3Me5WUFBgzz//vDmdTktNTbWcnJxA2DZjbmJu+u/AzTzFw1hgZjbbq+wAAAAAADxquIYbAAAAAIAQIHADAAAAABACBG4AAAAAAEKAwA0AAAAAQAgQuAEAAAAACAECNwAAAAAAIUDgBgAAAAAgBAjcAAAAAACEAIEbAIB5Ynh4WA6HQ16vd7aHAgAA7gOBGwAAAACAECBwAwDwf87v98/2EAAAeCQRuAEAmGOmpqb0ySefaMOGDXK5XEpPT1dlZWWgfGhoSB6PR4mJiXrxxRfV2dkZKBsbG9O+ffuUlpamxMREZWVl6cyZM0H9ezweFRUV6fDhw0pJSdHOnTslSefPn1dmZqZWrlwpj8ejuro6ORwO3b59O9C2vb1d27dvV0JCgp577jkdOnRId+7cCZTX1NQE+nC73XrzzTdDdZoAAJjzwmd7AAAAINjRo0dVW1urgoICrVmzRqOjoxoYGAiUl5eXKz8/X7GxsSovL9f+/ft17tw5hYeHy+/3y+l0Kjc3V1FRUWpubtbbb7+tZcuWKSEhIdBHXV2dsrOz9cUXX0iaDvF79+6Vx+PR5s2b5fV6VVpaGjSuwcFB5ebmau/evSopKdGtW7dUXFys4uJiffDBB+ru7tbhw4f10UcfadWqVRofH1d7e/v/5qQBADAHLTAzm+1BAACAaRMTE1q3bp0KCwu1efPmoLLh4WFlZGTo0KFDgTKfz6eNGzeqoaFBy5cvn7HPvLw8PfXUU8rPz5c0vcI9MTGhurq6QJ2ysjK1tLTo9OnTgdfKy8t14sQJXblyRdHR0Xr33XcVFhamoqKiQJ329nZ5PB51dXWppaVFBQUFamlpUVRU1L92TgAAmK9Y4QYAYA7p7++X3+9Xamrqn9ZxOByBx0uWLJEk3bp1S8uXL9fvv/+uEydO6JtvvtGPP/6oyclJ+f1+LV68OKgPp9MZ9HxgYEAulyvotbtXxCWpt7dX169fDwrlZqapqSkNDw/L7XZr6dKlWr9+vdLS0pSWlqYNGzYoMjLywU4CAACPCAI3AABzyKJFi/62TkRERODxggULJE1f9y1JVVVVqq6u1jvvvCOHw6HIyEiVlJRocnIyqI9/EoLv3Lmjbdu2yePx3FP2xBNPaOHChaqrq1NbW5suXryoiooKHT9+XKdOnVJ0dPQDvx8AAPMdgRsAgDnkySef1OLFi9Xa2qqYmJgHbt/R0aGMjAxt2rRJ0nQQv3Hjxp/+3fwPcXFxamlpCXqtu7s76PmKFSvk8/kUGxv7p/2Eh4fL7XbL7XZrz549Wrt2rVpbW5WZmfnAnwUAgPmOu5QDADCHLFq0SLm5uTpy5Ijq6+s1ODiorq4u1dbW3lf72NhYXbp0SR0dHfr+++9VWFion3766W/bbd26VQMDAzpy5IgGBgbU0NAQuMb7j1X03NxcdXZ2qqioSF6vVzdu3FBTU1Pgmu4LFy6ourpaXq9XIyMjqq+v19TUlOLi4v7h2QAAYH5jhRsAgDnm9ddfV1hYmCoqKjQ6OqolS5Zo27Zt99V29+7dGhoa0s6dOxUZGaktW7Zo/fr1+vnnn/+yXUxMjD7++GOVlpaqurpaSUlJ2rVrlw4ePKiFCxdKkp599lmdPHlSx44d0/bt2wPtXnjhBUnSY489psbGRh0/fly//fabYmNjdfToUT3zzDMPcTYAAJi/uEs5AACYUWVlpb788st7/moOAADuDyvcAABAklRTU6OVK1fq8ccf19WrV1VVVaVXXnlltocFAMC8ReAGAACSpJs3b6qyslLj4+NaunSpduzYoby8vNkeFgAA8xZ/KQcAAAAAIAS4SzkAAAAAACFA4AYAAAAAIAQI3AAAAAAAhACBGwAAAACAECBwAwAAAAAQAgRuAAAAAABCgMANAAAAAEAIELgBAAAAAAiB/wBIDxf+ghPYnQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(12,5))\n", + "pl.title(\"Distribution of charges for patients with BMI less than 30\")\n", + "ax = sns.distplot(data[(data.bmi < 30)]['charges'], color = 'b')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FLtr0dgN7Gq8" + }, + "source": [ + "#### Patients with BMI above 30 spend more on treatment!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "B5L5tWRP7Gq8" + }, + "source": [ + "### Jointplot : Distribution of BMI and Charges :" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 625 + }, + "id": "3cVsa48a7Gq8", + "outputId": "154876f7-643b-4b28-cf16-3d3aa3202dd4" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of bmi and charges')" + ] + }, + "metadata": {}, + "execution_count": 116 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "g = sns.jointplot(x=\"bmi\", y=\"charges\", data = data,kind=\"kde\", color=\"r\")\n", + "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", + "g.ax_joint.collections[0].set_alpha(0)\n", + "g.set_axis_labels(\"$X$\", \"$Y$\")\n", + "ax.set_title('Distribution of bmi and charges')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3T3pwrmP7Gq8" + }, + "source": [ + "### Analysis on Charges of Smokers and Non-smokers using the Scatter Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "KDbU32yn7Gq8", + "outputId": "205fbe8a-b6f3-4217-aa5a-92956fa2b886" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.03, 'Smokers and non-smokers')" + ] + }, + "metadata": {}, + "execution_count": 117 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" + }, + "metadata": {} + } + ], + "source": [ + "# Scatter plot with seaborn\n", + "pl.figure(figsize=(10, 6))\n", + "ax = sns.scatterplot(x='bmi', y='charges', data=data, hue='smoker', palette='magma')\n", + "ax.set_title('Scatter plot of charges and bmi')\n", + "\n", + "# Linear model plot with seaborn\n", + "lm = sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", data=data, palette='magma', height=8)\n", + "lm.set_axis_labels('bmi', 'charges') # Optionally set axis labels\n", + "lm.fig.suptitle('Smokers and non-smokers', y=1.03) # Set the title with a y-offset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-IXbp9_S7Gq9" + }, + "source": [ + "### Smoker Parents who have children at their home :" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 625 + }, + "id": "ulGQ4tWY7Gq9", + "outputId": "97b783c2-6694-466e-8c49-8b70a3d91db6" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 118 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "# Create the categorical plot\n", + "sns.catplot(x=\"children\", kind=\"count\", palette=\"ch:.25\", data=data, height=6)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "O7lHTics7Gq9" + }, + "source": [ + "### Distribution of Smoker and Non-smokers who have children" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 639 + }, + "id": "1uRuYtrr7Gq9", + "outputId": "2cc8b68d-0021-4974-c7ff-17939c28528f" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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XepKSkpSWlpbja1CxYkU5nU79+uuvqly58nWPPSUlRRcuXHAbc8mSJdW6dWt9+OGHGjdunN544w1FRESoefPmeuSRR4wThi5fR/bXzuXb4+fnJ6fTqZSUFPn7++vnn3+W3W53+wEpSUFBQSpevLgRslu3btWGDRvUv39/9evXz+2+7F8URo0aZTw32VJSUtwi6fKvKR8fH40YMULTp09Xw4YNVaNGDT300EN67LHHFBQUdMXlSn8E1/Lly3XixAnFxcXJZrOpZs2aqlOnjrZv364uXbpo+/btqlWrlvH83YrXPSeXryf7uchej/RH2M2ZM0dr1qwxTnxLSUlx/b9x48by8/PTmjVrFBERIemPj5qrVq3qGmdcXJwsy9KsWbM0a9asHMeUmJhoHN6RLS4uTnfffXeO78lrbVv29l26bdfj559/Vvny5Y0Izem5l6R77rnHOFv6xIkTOnbsmOt5udzlz2tejR24FJEIg4+Pj8LCwhQWFqYHHnhAY8aM0dq1a91+E7/S2X1Xmm79/2O1cjOWxo0b65tvvtF3332nhx9+2HVf9h6dRx99VB06dMjx8cHBwW63L9+LKEl169bVV199pa+//lqbNm3SypUrFR0drUmTJqlz585XHNu8efM0a9YsderUSUOHDlWJEiVkt9s1ZcqUHLf3SmdR5/a5uZK8fg2ka4/91Vdf1erVq13T69WrpyVLlsjX11dLly7Vli1btGHDBn333Xdas2aNYmJi9Pe//91trFdax/U+b5f/QL6SypUrKzk5WZ988om6du3qFuDZy3zhhRdUtWrVHB9/+dnLl+4Rz9a7d281bdpU69ev18aNGzVr1iy99957io6OVrVq1a44ttq1a0uStm3bppMnT6patWoqUqSI6tSpo8WLF+v8+fM6cOBAjiet3IrXPSfXs55hw4Zp165d6tu3r6pWraoiRYrI6XSqX79+bvP5+PioWbNm+uqrrzRhwgQlJiZq586dGj58uGue7Pd5nz591KhRoxzXffkvCLmVX8/h5XL6vuR0OuVwODRmzJgcH3P5L+SeGjvubEQiriokJESSdPr06TxZXvbeoh9//NH4DfnHH3809ibZbDbNmDFDgwYN0tChQzV//nzVr19fklSqVCkVLVpUTqdTkZGRNzWukiVLqlOnTurUqZPOnz+v7t2766233rpqJK5bt07169fXlClT3KYnJyfn6kDx7G0/ceKE23OTkZGhU6dOXXPP5vUqVaqUChcurB9//NG47/jx47Lb7dd9kky2fv366dFHH3XdvvTkI7vdroiICEVERGjMmDGaN2+e3nzzTW3ZsuWmXzfpj5OunE6nTpw4oYoVK7qmJyQkKDk5WWXLlnWb39/fX7Nnz9YTTzyh3r17a9myZa69UNnBWKxYsZseW7ly5dSnTx/16dNHP/30kx577DH9/e9/14wZM674mDJlyqhMmTLasWOHTp486foot06dOpo6darWrl2rrKws1a1b94bHcyte95z8/vvvio2N1bPPPuv2i+WVDudo1aqVVq9erdjYWB07dkyWZalVq1au+7NfE29v71y9JuXKldPGjRt19uzZ69qbmBfKli2rw4cPy7Ist19ecnrur6RcuXI6ePCgIiIirvsXICCvcUwiJP1x3F9Ov3FmH89VoUKFPFlPSEiIAgICtHz5crfLOHz77bc6duyYHnroIeMxPj4+mjNnjkJDQ/XUU0+5Lrfh5eWlli1bat26dW6Xysh2vZdoufSyHJJUtGhRlStX7pqXT/Hy8jKesy+++OK6LuWTk5CQEJUqVcp4blavXp2nHxl5eXmpYcOG+vrrr90u45GQkKDPPvtMtWvXdjuu9HpUqlRJkZGRrn/Zv1ycPXvWmDd7D931XJ7mejRp0kSSFB0d7TZ90aJFbvdfqnTp0lq0aJEuXryoPn36uL4GQkJCVK5cOf397393XWLpUtfzNZWWlqaLFy+6TStXrpyKFi16Xdtcu3Ztbd68WXv37nXtWaxataqKFi3qOgO8evXq11zO5W7F636l9eTk8tcnW2RkpEqWLKk1a9boiy++UFhYmNve3YCAANWrV08xMTE5/rJ6rdekRYsWsixLc+bMMe67VXvZGjdurNOnT2vt2rWuaWlpaVqxYsV1L6NVq1b67bffcnzMhQsXlJqamidjBa6GPYmQ9MclTtLS0tS8eXNVqFBBGRkZ2rlzp7744guVLVvWOKg6t7y9vTVixAiNGTNG3bt3V5s2bVyXwClbtqxxyZpsvr6+evfdd9WzZ0/1799fS5YskcPh0PPPP68tW7aoS5cu6ty5sypVqqTff/9d+/fvV2xsbI7XYLtcmzZtVK9ePVWvXl0lS5bUDz/8oHXr1hmXGLncQw89pLlz52rMmDEKDw/X4cOH9emnn97Q8YOX8vb21rBhwzR+/Hj16tVLrVu31qlTp/TRRx/leplXMmzYMH3//fd64okn9MQTT8jLy0sxMTFKT0/XyJEj82w9c+fO1fbt29WkSROVLVtWiYmJWrZsmUqXLu0KoJtVpUoVdejQQTExMUpOTlbdunX1ww8/aPXq1WrWrJnrQP/LlS9fXgsXLlTPnj3Vt29fLV68WMWKFdMrr7yi/v37q23bturYsaPuuece/fbbb9qyZYuKFSumefPmXXU8P/30k3r37q1HHnlElSpVkpeXl9avX6+EhAS1adPmmttTp04dffrpp7LZbK7nyMvLS+Hh4dq4caPq1auX67/2kR+ve7FixVS3bl0tWLBAGRkZuueee7Rp06YrXlfQ29tbzZs31+eff660tLQcjwedMGGCnnjiCbVr105dunTR/fffr4SEBO3evVv//e9/9c9//vOK42nQoIHat2+vJUuW6MSJE2rUqJGcTqd27Nih+vXrX/N9nhtdunTR0qVLNWrUKO3fv19BQUH65JNPcvxY+Urat2+vL774QhMmTNCWLVtUq1YtZWVl6fjx41q7dq0WLFjgdvke4FYgEiHpj2Ow1q5dq2+//VYxMTHKyMhQmTJl9MQTT+jpp5++4rULc6Njx47y9fXV/PnzNWPGDBUpUkTNmjXTyJEjr7qeYsWKaeHCherevbv69OmjpUuXqnz58vrwww81d+5cffXVV/rggw9cf3N6xIgR1zWeHj166JtvvtGmTZuUnp6uMmXKaNiwYerbt+9VH/fUU08pLS1Nn376qdasWaNq1arp3Xff1RtvvHFDz8elunbtqqysLC1cuFCvvfaaHA6H3nnnnSsesJ9blStX1tKlS/XGG2/o3XfflWVZCgsL0+uvv35d18q7Xk2bNtXPP/+sVatW6cyZM/L391e9evX07LPP3tAZ29fyyiuv6L777tPq1au1fv16BQYGauDAgTme0Xqp4OBgzZ8/X71799ZTTz2lBQsWqH79+oqJidHbb7+t999/X6mpqQoKCnJdNP5aSpcurTZt2ig2Nlb//Oc/5eXlpQoVKmjmzJlq2bLlNR+f/RFzhQoV3A5bqFOnjjZu3Oi6Pzfy63V/4403NHnyZC1btkyWZalhw4aaP3/+FY8pzD7ByWazuX3UnK1SpUpatWqV5syZo9WrV+vs2bMqVaqUqlWrpmeeeeaa45k6daqCg4O1cuVKvfbaa/Lz81NISIjCw8NveltzUrhwYf3jH//Q5MmT9f7778vX11ft2rVT48aNjZOlrsRut2vu3Ln6xz/+oU8++URfffWVChcurPvuu089evS44kkwQF6yWRzVCgAAgMtwTCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMhTw9gIIkISFFluXpUQAAAE8ICvLz9BAKFPYkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwEAkAgAAwFDI0wP4M7HbbbLbbZ4eBq7A6bTkdFqeHgYAAAUCkZhP7HabSvoXkZednbcFVZbTqbNnUglFAABEJOYbu90mL7tdrx45ori0NE8PB5cpV7iwXqxcWXa7jUgEAEBEYr6LS0vTkdRUTw8DAADgqvjsEwAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAaPRuKyZcvUrl071apVS7Vq1VLXrl317bffuu6/ePGiJk2apPr16ys8PFzPPvusEhIS3Jbxyy+/aMCAAapRo4YiIiI0ffp0ZWZm5vemAAAA3FE8GomlS5fWiBEj9NFHH2nVqlVq0KCBnnnmGR05ckSSNGXKFP3rX//SzJkztWTJEp0+fVqDBw92PT4rK0sDBw5URkaGli9frmnTpmn16tWaPXu2pzYJAADgjuDRSGzatKmaNGmiBx54QA8++KCee+45FSlSRLt371ZKSopWrVql0aNHKyIiQiEhIZoyZYp27dql3bt3S5I2btyoo0eP6vXXX1fVqlXVpEkTDR06VEuXLlV6eronNw0AAOC2VsjTA8iWlZWltWvXKjU1VeHh4dq3b58yMjIUGRnpmqdixYoqU6aMdu/erZo1a2r37t1yOBwKDAx0zRMVFaWJEyfq6NGjqlat2g2NwWbLs83BbYyvAwAACkAkHjp0SH/961918eJFFSlSRHPnzlWlSpV04MABeXt7q3jx4m7zBwQEKD4+XpKUkJDgFoiSXLez57kRAQF+udwK3Cn8/Yt6eggAABQIHo/EBx98UB9//LFSUlK0bt06jRo1Su+//75HxpKYmCLLujXL9vKyEyC3gTNnzisry+npYQAAPCAwkJ1Fl/J4JPr4+Kh8+fKSpJCQEP3www9avHixWrVqpYyMDCUnJ7vtTUxMTFRQUJCkP/Ya7t2712152Wc/Z89zIyxLtywScfvgawAAgAJ4nUSn06n09HSFhITI29tbsbGxrvuOHz+uX375RTVr1pQk1axZU4cPH1ZiYqJrnu+//17FihVTpUqV8nvoAAAAdwyP7kl844031LhxY9177706f/68PvvsM23dulULFy6Un5+fOnXqpGnTpqlEiRIqVqyYXnnlFYWHh7siMSoqSpUqVdILL7ygkSNHKj4+XjNnzlS3bt3k4+PjyU0DAAC4rXk0EhMTEzVq1CidPn1afn5+Cg4O1sKFC9WwYUNJ0tixY2W32zVkyBClp6crKipKEyZMcD3ey8tL8+bN08SJE9W1a1cVLlxYHTp00JAhQzy1SQAAAHcEm2VxBFa2hIRbd+JKoUJ/nLgycO9eHUlNvTUrQa5VLlJE74aF6cyZ88rM5MQVAPgzCgrixJVLFbhjEgEAAOB5RCIAAAAMHr8EDlCQeHnxe1NB5HRacjo5MgYA8hORCEjy9/aWZTlVvHhhTw8FOXA6nTpzJpVQBIB8RCQCkooVKiSbza7jcZ/rwsXEaz8A+cb3rgBVKNdGdruNSASAfEQkApe4cDFRqWmnPT0MAAA8jgOwAAAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYCASAQAAYPBoJL777rvq1KmTwsPDFRERoUGDBun48eNu8/To0UPBwcFu/8aPH+82zy+//KIBAwaoRo0aioiI0PTp05WZmZmfmwIAAHBHKeTJlW/dulXdunVTaGiosrKy9Le//U19+/bV559/riJFirjm69Kli4YMGeK6XbhwYdf/s7KyNHDgQAUGBmr58uU6ffq0Ro0aJW9vbw0fPjxftwcAAOBO4dFIXLhwodvtadOmKSIiQvv371fdunVd0319fRUUFJTjMjZu3KijR49q0aJFCgwMVNWqVTV06FDNmDFDgwcPlo+Pz3WPx2bL3XYAyB+8RwEg/3g0Ei+XkpIiSSpRooTb9E8//VT//Oc/FRQUpIcffliDBg1y7U3cvXu3HA6HAgMDXfNHRUVp4sSJOnr0qKpVq3bd6w8I8MuDrQBwK/j7F/X0EADgT6XARKLT6dSUKVNUq1YtORwO1/S2bduqTJkyuvvuu3Xo0CHNmDFDP/74o+bMmSNJSkhIcAtESa7b8fHxNzSGxMQUWdZNbsgVeHnZ+SEH3IQzZ84rK8vp6WEAuIMFBrKz6FIFJhInTZqkI0eOaNmyZW7Tu3bt6vp/cHCwgoKC1Lt3b8XFxalcuXJ5OgbL0i2LRAA3j/cnAOSfAnEJnJdfflkbNmxQdHS0SpcufdV5a9SoIUk6ceKEpD/2GiYkJLjNk337SscxAgAA4Oo8GomWZenll1/WV199pejoaN1///3XfMyBAwck/S8Aa9asqcOHDysxMdE1z/fff69ixYqpUqVKt2bgAAAAdziPftw8adIkffbZZ3r77bdVtGhR1zGEfn5+8vX1VVxcnD799FM1adJEJUuW1KFDhzR16lTVrVtXVapUkfTHSSqVKlXSCy+8oJEjRyo+Pl4zZ85Ut27dbujMZgAAAPyPRyPxgw8+kPTHBbMvNXXqVHXs2FHe3t6KjY3V4sWLlZqaqnvvvVctWrTQoEGDXPN6eXlp3rx5mjhxorp27arChQurQ4cObtdVBAAAwI3xaCQeOnToqvffe++9ev/996+5nLJly2r+/Pl5NSwAAIA/vQJx4goAAAAKFiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABiIRAAAABo9G4rvvvqtOnTopPDxcERERGjRokI4fP+42z8WLFzVp0iTVr19f4eHhevbZZ5WQkOA2zy+//KIBAwaoRo0aioiI0PTp05WZmZmfmwIAAHBH8Wgkbt26Vd26ddOKFSu0aNEiZWZmqm/fvkpNTXXNM2XKFP3rX//SzJkztWTJEp0+fVqDBw923Z+VlaWBAwcqIyNDy5cv17Rp07R69WrNnj3bE5sEAABwRyjkyZUvXLjQ7fa0adMUERGh/fv3q27dukpJSdGqVas0Y8YMRURESPojGlu3bq3du3erZs2a2rhxo44ePapFixYpMDBQVatW1dChQzVjxgwNHjxYPj4+1z0emy1PNw9AHuM9CgD5x6OReLmUlBRJUokSJSRJ+/btU0ZGhiIjI13zVKxYUWXKlHFF4u7du+VwOBQYGOiaJyoqShMnTtTRo0dVrVq1615/QIBfHm0JgLzm71/U00MAgD+VAhOJTqdTU6ZMUa1ateRwOCRJCQkJ8vb2VvHixd3mDQgIUHx8vGueSwNRkut29jzXKzExRZaV2y24Oi8vOz/kgJtw5sx5ZWU5PT0MAHewwEB2Fl2qwETipEmTdOTIES1btsxjY7As3bJIBHDzeH8CQP4pEJfAefnll7VhwwZFR0erdOnSrumBgYHKyMhQcnKy2/yJiYkKCgpyzXP52c7Zt7PnAQAAwI3xaCRalqWXX35ZX331laKjo3X//fe73R8SEiJvb2/Fxsa6ph0/fly//PKLatasKUmqWbOmDh8+rMTERNc833//vYoVK6ZKlSrly3YAAADcaTz6cfOkSZP02Wef6e2331bRokVdxxD6+fnJ19dXfn5+6tSpk6ZNm6YSJUqoWLFieuWVVxQeHu6KxKioKFWqVEkvvPCCRo4cqfj4eM2cOVPdunW7oTObAQAA8D8ejcQPPvhAktSjRw+36VOnTlXHjh0lSWPHjpXdbteQIUOUnp6uqKgoTZgwwTWvl5eX5s2bp4kTJ6pr164qXLiwOnTooCFDhuTfhgAAANxhbJbFoeDZEhJu3dnNhQr9cXbzwL17deSSi4WjYGgaEKBxlSvrP0cWKzXttKeHg0sUKXy3qlXuqTNnziszk7ObAdw6QUGc3XypAnHiCgAAAAoWIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAAAGIhEAAOAWW7t2rdq1a6ewsDDVr19fvXv3VmpqqiTpww8/VKtWrRQaGqpHHnlES5cudT1uzJgxateundLT0yVJ6enpeuyxx/TCCy/c8jETiQAAALfQ6dOn9fzzz6tTp05as2aNFi9erObNm8uyLP3zn//UrFmz9Nxzz2nNmjUaPny4Zs+erdWrV0uSxo0bp7S0NM2YMUOS9Oabbyo5OVnjx4+/5eMulJsH9ezZU3PmzFHx4sXdpp87d06DBg3S4sWL82RwAAAAt7v4+HhlZmaqefPmKlu2rCQpODhYkvTWW29p9OjRatGihSTp/vvv19GjRxUTE6MOHTqoaNGiev3119WjRw8VLVpUixcvVnR0tIoVK3bLx52rSNy6dasyMjKM6RcvXtSOHTtuelAAAAB3iipVqigiIkLt2rVTVFSUoqKi1LJlS3l7eysuLk4vvviiXnrpJdf8mZmZ8vPzc90ODw9Xnz599Pbbb6t///6qU6dOvoz7hiLx4MGDrv8fPXpU8fHxrttOp1Pfffed7rnnnrwbHQAAwG3Oy8tLixYt0s6dO7Vp0yYtWbJEb775pubNmydJmjx5smrUqOH2GLv9f0cEOp1O7dy5U15eXoqLi8u3cd9QJD722GOy2Wyy2Wzq1auXcb+vr6/GjRuXZ4MDAAC4E9hsNtWuXVu1a9fWM888o4cfflg7d+7U3XffrZMnT+rRRx+94mMXLFig48ePa8mSJerXr59WrVqlTp063fIx31Akfv3117IsS82aNdOHH36oUqVKue7z9vZWQECAvLy88nyQAAAAt6s9e/YoNjZWDRs2VEBAgPbs2aOkpCRVqFBBQ4YM0SuvvCI/Pz81atRI6enp2rdvn5KTk/Xkk0/qP//5j2bPnq3Zs2erdu3aGj16tF599VXVq1dP999//y0d9w1FYvbBlpd+7AwAAIArK1asmLZt26bo6GidO3dOZcqU0ejRo9WkSRNJf3wSu3DhQr322msqUqSIHA6HevXqpYsXL2rkyJHq2LGjmjZtKknq2rWrNmzYoJEjR2rp0qW3dOeczbIsKzcP/Omnn7RlyxYlJibK6XS63Td48OA8GVx+S0hIUe6ejWsrVMguf/+iGrh3r478/+sioeBoGhCgcZUr6z9HFis17bSnh4NLFCl8t6pV7qkzZ84rM9N57QcAQC4FBflde6Y/kVyd3bxixQpNnDhR/v7+CgwMlM1mc91ns9lu20gEAADAH3IVie+8846GDRumAQMG5PV4AAAAUADk6i+u/P7772rVqlVejwUAAAAFRK4i8ZFHHtHGjRvzeiwAAAAoIHL1cXP58uU1a9Ys7dmzRw6HQ4UKuS+mZ8+eeTI4AAAAeEauIjEmJkZFihTR1q1btXXrVrf7bDYbkQgAAHCby1UkfvPNN3k9DgAAABQguTomEQAAAHe2XO1JHDNmzFXvnzp1aq4GAwAAgIIhV3sSk5OT3f4lJSVpy5Yt+uqrr5SSkpLXYwQAACgQsm7Vn2bLw/UtXbpUTZs2VWhoqDp37qy9e/fmat252pM4d+5cY5rT6dTEiRNv+R+bBgAA8BQvm02vHjmiuLS0W76ucoUL68XKlW/oMWvWrNHUqVM1adIk1ahRQ9HR0erbt6/Wrl2rgICAG1pWriIxJ3a7Xb1791bPnj3Vv3//vFosAABAgRKXlqYjqameHkaOFi1apC5duqhTp06SpEmTJmnDhg1atWrVDf+lvDw9ceXkyZPKzMzMy0UCAADgOqSnp2v//v2KjIx0TbPb7YqMjNSuXbtueHm52pN4+YkplmUpPj5eGzZsUIcOHXKzSAAAANyEM2fOKCsry/hYOSAgQMePH7/h5eUqEv/zn/+43bbb7SpVqpRGjx7t2r0JAACA21euInHJkiV5PQ4AAADcBH9/f3l5eSkxMdFtemJiogIDA294eTd1TGJSUpK2b9+u7du3Kykp6WYWBQAAgJvg4+Oj6tWrKzY21jXN6XQqNjZW4eHhN7y8XO1JTE1N1eTJk/XJJ5/I6XRKkry8vNS+fXu99NJLKly4cG4WCwAAgJvw5JNPatSoUQoJCVFYWJiio6OVlpamjh073vCychWJ06ZN07Zt2/TOO++odu3akqQdO3bolVde0bRp0zRp0qTcLBYAAKDAK5dPO8Nys57WrVsrKSlJs2fPVnx8vKpWraoFCxbk6uPmXEXiunXrNHv2bNWvX981rUmTJrrrrrs0bNgwIhEAANyRsizrhi9wfbPr87LZbugx3bt3V/fu3W963bk6JvHChQs5FmlAQIAuXLhw04MCAAAoiG402G639V0qV5FYs2ZNzZ49WxcvXnRNu3DhgubMmaOaNWvm1dgAAADgIbn6uHns2LHq16+fGjdurCpVqkiSDh48KB8fH/3973/P0wECAAAg/+UqEoODg/Xll1/q008/dV3Bu23btmrXrp18fX3zdIAAAADIf7mKxHfffVcBAQHq0qWL2/SVK1cqKSnphv+ANAAAAAqWXB2TGBMTowoVKhjTK1eurOXLl9/0oAAAAOBZuYrE+Ph4BQUFGdNLlSql+Pj4mx4UAAAAPCtXkXjvvfdq586dxvQdO3bo7rvvvu7lbNu2TU899ZSioqIUHBys9evXu90/evRoBQcHu/3r27ev2zxnz57V888/r1q1aqlOnToaO3aszp8/n5vNAgAAwP+Xq2MSO3furClTpigzM1MNGjSQJMXGxur1119Xnz59rns5qampCg4OVqdOnTR48OAc52nUqJGmTp3quu3j4+N2/4gRIxQfH69FixYpIyNDY8eO1fjx4/XGG2/kYssAAAAg5TIS+/Xrp7Nnz2rSpEnKyMiQJN11113q16+fBg4ceN3LadKkiZo0aXLVeXx8fHL8aFuSjh07pu+++04rV65UaGioJGncuHEaMGCAXnjhBd1zzz3XPRYAAAD8T64i0WazaeTIkRo0aJCOHTsmX19fPfDAA8ZevrywdetWRUREqHjx4mrQoIGGDRsmf39/SdKuXbtUvHhxVyBKUmRkpOx2u/bu3avmzZvf0Lo8eFFzANeB9ygAT7Msp2y2XB2tly/r27ZtmxYuXKh9+/YpPj5ec+fOVbNmzXK17lxFYraiRYsqLCzsZhZxVY0aNVLz5s1133336eTJk/rb3/6m/v37KyYmRl5eXkpISFCpUqXcHlOoUCGVKFEiVyfQBAT45dXQAeQxf/+inh4CAMhms+t43Oe6cDHxlq/L964AVSjX5oYecz2H8l2vm4rEW61Nm/89MdknrjRr1sy1dzGvJSamyLLyfLGSJC8vOz/kgJtw5sx5ZWU5PT0MAHewwMDr21l04WKiUtNO3+LR5M71HMp3vQp0JF7u/vvvl7+/v06cOKGIiAgFBgYqKSnJbZ7MzEz9/vvvVzyO8WosS7csEgHcPN6fAJB/8u9D9Tzw3//+V2fPnnUFYHh4uJKTk7Vv3z7XPJs3b5bT6bylH4MDAADc6Ty6J/H8+fOKi4tz3T516pQOHDigEiVKqESJEpozZ45atmypwMBAnTx5Uq+//rrKly+vRo0aSZIqVqyoRo0a6aWXXnKdaT158mS1adOGM5sBAABugkcjcd++ferZs6frdvb1EDt06KCJEyfq8OHD+vjjj5WSkqK7775bDRs21NChQ93Oop4xY4YmT56sXr16yW63q0WLFho3bly+bwsAAMCdxKORWL9+fR06dOiK9y9cuPCayyhZsiQXzgYAAMhjt9WJKwAAAJ7me1dAgV3P1Q7lK1OmzA0ti0gEAAC4TpblvOFrF97s+m7kYtpXO5Rv2rRpN7RuIhEAAOA65edfW8nN+q51KN+NuK0ugQMAAID8QSQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADA4NFI3LZtm5566ilFRUUpODhY69evd7vfsizNmjVLUVFRCgsLU+/evfXTTz+5zXP27Fk9//zzqlWrlurUqaOxY8fq/Pnz+bgVAAAAdx6PRmJqaqqCg4M1YcKEHO+fP3++lixZookTJ2rFihUqXLiw+vbtq4sXL7rmGTFihI4ePapFixZp3rx52r59u8aPH59fmwAAAHBHKuTJlTdp0kRNmjTJ8T7LsrR48WI9/fTTatasmSTptddeU2RkpNavX682bdro2LFj+u6777Ry5UqFhoZKksaNG6cBAwbohRde0D333HND47HZbm57ANxavEcBIP94NBKv5tSpU4qPj1dkZKRrmp+fn2rUqKFdu3apTZs22rVrl4oXL+4KREmKjIyU3W7X3r171bx58xtaZ0CAX56NH0De8vcv6ukhAMCfSoGNxPj4eElSQECA2/SAgAAlJCRIkhISElSqVCm3+wsVKqQSJUq4Hn8jEhNTZFm5HPA1eHnZ+SEH3IQzZ84rK8vp6WEAuIMFBrKz6FIFNhI9wbJ0yyIRwM3j/QkA+afAXgInKChIkpSYmOg2PTExUYGBgZKkwMBAJSUlud2fmZmp33//3fV4AAAA3LgCuyfxvvvuU1BQkGJjY1W1alVJ0rlz57Rnzx49/vjjkqTw8HAlJydr3759CgkJkSRt3rxZTqdTYWFhHhs7AOD2ZLfbZLdzhlRB5HRacjr5OCE/eTQSz58/r7i4ONftU6dO6cCBAypRooTKlCmjnj176p133lH58uV13333adasWbr77rtdZztXrFhRjRo10ksvvaRJkyYpIyNDkydPVps2bW74zGYAwJ+b3W6Tv38R2e0F9kO2PzWn06kzZ1IJxXzk0Ujct2+fevbs6bo9depUSVKHDh00bdo09e/fX2lpaRo/frySk5NVu3ZtLViwQHfddZfrMTNmzNDkyZPVq1cv2e12tWjRQuPGjcv3bQEA3N7+2Ito1/G4z3XhYuK1H4B843tXgCqUayO73UYk5iOPRmL9+vV16NChK95vs9k0dOhQDR069IrzlCxZUm+88catGB4A4E/owsVEpaad9vQwAI9jnzoAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMRCIAAAAMhTw9AAD4M7HbbbLbbZ4eBnLg5cV+E+BSRCIA5BO73aaS/kXkZSdGABR8RCIA5BO73SYvu12vHjmiuLQ0Tw8Hl6lXsqT6livn6WEABQaRCAD5LC4tTUdSUz09DFzm/sKFPT0EoEDhMw8AAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYiEQAAAAYCnQkvvXWWwoODnb798gjj7juv3jxoiZNmqT69esrPDxczz77rBISEjw4YgAAgDtDIU8P4FoqV66sRYsWuW57eXm5/j9lyhR9++23mjlzpvz8/DR58mQNHjxYy5cv98RQAQAA7hgFPhK9vLwUFBRkTE9JSdGqVas0Y8YMRURESPojGlu3bq3du3erZs2aN7wum+1mRwvgVuI9CoDvA/mnwEfiiRMnFBUVpbvuuks1a9bU888/rzJlymjfvn3KyMhQZGSka96KFSuqTJkyuY7EgAC/PBw5gLzk71/U00MA4GF8H8hfBToSw8LCNHXqVD344IOKj4/X3Llz1a1bN3366adKSEiQt7e3ihcv7vaYgIAAxcfH52p9iYkpsqy8GLnJy8vOFzdwE86cOa+sLKenh3FT+D4A3Jxb/X0gMJCdRZcq0JHYpEkT1/+rVKmiGjVq6OGHH9YXX3whX1/fPF+fZemWRSKAm8f7EwDfB/JPgT67+XLFixfXAw88oLi4OAUGBiojI0PJyclu8yQmJuZ4DCMAAACu320ViefPn9fJkycVFBSkkJAQeXt7KzY21nX/8ePH9csvv+TqeEQAAAD8T4H+uHn69Ol6+OGHVaZMGZ0+fVpvvfWW7Ha72rZtKz8/P3Xq1EnTpk1TiRIlVKxYMb3yyisKDw8nEgEAAG5SgY7E//73vxo+fLjOnj2rUqVKqXbt2lqxYoVKlSolSRo7dqzsdruGDBmi9PR0RUVFacKECR4eNQAAwO2vQEfim2++edX777rrLk2YMIEwBAAAyGO31TGJAAAAyB9EIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAxEIgAAAAx3TCQuXbpUTZs2VWhoqDp37qy9e/d6ekgAAAC3rTsiEtesWaOpU6fqmWee0erVq1WlShX17dtXiYmJnh4aAADAbemOiMRFixapS5cu6tSpkypVqqRJkybJ19dXq1at8vTQAAAAbkuFPD2Am5Wenq79+/dr4MCBrml2u12RkZHatWvXDS3LbpcsK69H6K5S0aLytd8RbX5HKefrK0kq7HuP7HZvD48Gl7rLp5Tr/3fKW4fvAwUT3wcKrjvx+8Dt4LaPxDNnzigrK0sBAQFu0wMCAnT8+PEbWlapUn55ObQcjaxY8ZavA7n34P0tPT0EXIG/f1FPDyHP8H2gYOP7QMF1J30fuB3Q4wAAADDc9pHo7+8vLy8v4ySVxMREBQYGemhUAAAAt7fbPhJ9fHxUvXp1xcbGuqY5nU7FxsYqPDzcgyMDAAC4fd32xyRK0pNPPqlRo0YpJCREYWFhio6OVlpamjp27OjpoQEAANyW7ohIbN26tZKSkjR79mzFx8eratWqWrBgAR83AwAA5JLNsm71RV8AAABwu7ntj0kEAABA3iMSAQAAYCASAQAAYCASAQAAYCAS8ae3dOlSNW3aVKGhoercubP27t3r6SEByEfbtm3TU089paioKAUHB2v9+vWeHhJQIBCJ+FNbs2aNpk6dqmeeeUarV69WlSpV1LdvX+Mv+AC4c6Wmpio4OFgTJkzw9FCAAoVL4OBPrXPnzgoNDdX48eMl/fHXepo0aaIePXpowIABHh4dgPwWHBysuXPnqlmzZp4eCuBx7EnEn1Z6err279+vyMhI1zS73a7IyEjt2rXLgyMDAMDziET8aZ05c0ZZWVkKCAhwmx4QEKCEhAQPjQoAgIKBSAQAAICBSMSflr+/v7y8vIyTVBITE/m73wCAPz0iEX9aPj4+ql69umJjY13TnE6nYmNjFR4e7sGRAQDgeYU8PQDAk5588kmNGjVKISEhCgsLU3R0tNLS0tSxY0dPDw1APjl//rzi4uJct0+dOqUDBw6oRIkSKlOmjAdHBngWl8DBn97777+vhQsXKj4+XlWrVtW4ceNUo0YNTw8LQD7ZsmWLevbsaUzv0KGDpk2b5oERAQUDkQgAAAADxyQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCAADAQCQCwBWMHj1agwYN8vQwAMAjiEQAAAAYiEQAyCfp6emeHgIAXDciEcBtY+3atWrXrp3CwsJUv3599e7dW6mpqa6PhefNm6fIyEjVqVNHc+bMUWZmpqZPn6569eqpcePGWrVqldvyDh06pJ49e7qW99JLL+n8+fNXXP/evXvVoEEDvffee5Kk5ORkvfjii2rQoIFq1aqlnj176uDBg67533rrLbVv314ffvihmjZtqrCwsFvzxADALVDI0wMAgOtx+vRpPf/88xo5cqSaNWum8+fPa/v27bIsS5K0efNmlS5dWu+//7527typF198Ubt27VLdunW1YsUKrVmzRhMmTFDDhg1VunRppaamqm/fvgoPD9fKlSuVmJiocePGafLkyZo2bZqx/tjYWD377LMaOXKkunbtKkkaOnSo7rrrLs2fP19+fn6KiYlRr169tG7dOpUsWVKSFBcXp3Xr1mnOnDmy2/m9HMDtg+9YAG4L8fHxyszMVPPmzXXfffcpODhY3bp1U9GiRSVJJUuW1Lhx41ShQgX95S9/0YMPPqgLFy7oqaee0gMPPKCBAwfK29tbO3bskCR99tlnSk9P1/Tp0+VwOBQREaHx48frk08+UUJCgtu6v/rqKw0aNEgvv/yyKxC3b9+uvXv3avbs2QoNDdUDDzygUaNGqXjx4lq3bp3rsRkZGXrttddUrVo1ValSJZ+eLQC4eexJBHBbqFKliiIiItSuXTtFRUUpKipKLVu2VIkSJSRJlSpVcttTFxgYqMqVK7tue3l5qWTJkkpMTJQkHTt2TMHBwSpSpIhrnlq1asnpdOrHH39UYGCgpD8+Yt6wYYNmz56tZs2aueY9dOiQUlNTVb9+fbdxXrhwQXFxca7bZcqUUalSpfLwmQCA/EEkArgteHl5adGiRdq5c6c2bdqkJUuW6M0339SKFSskSYUKuX87s9lsOU5zOp03tN77779fJUuW1MqVK9WkSRN5e3tLks6fP6+goCAtWbLEeIyfn5/r/4ULF76h9QFAQcHHzQBuGzabTbVr19aQIUP08ccfy9vbW+vXr8/VsipWrOjaG5ht586dstvtevDBB13T/P39FR0drbi4OA0bNkwZGRmSpOrVqyshIUFeXl4qX7682z/2HAK4ExCJAG4Le/bs0bx58/TDDz/ol19+0ZdffqmkpCRVqFAhV8tr166dfHx8NHr0aB0+fFibN2/W5MmT1b59e9dHzdkCAgIUHR2t48eP6/nnn1dmZqYiIyNVs2ZNPfPMM9q4caNOnTqlnTt36s0339QPP/yQF5sMAB5FJAK4LRQrVkzbtm3TgAED1LJlS82cOVOjR49WkyZNcrW8woULa+HChTp79qz+8pe/aOjQoYqIiNBLL72U4/xBQUGKjo7WoUOHNGLECDmdTr333nuqW7euxowZo0ceeUTDhw/Xzz//bEQmANyObFb29SMAAACA/489iQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADAQiQAAADD8P6G3YRnc+YDsAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ], + "source": [ + "# Create the categorical plot\n", + "cat = sns.catplot(x=\"smoker\", kind=\"count\", palette=\"rainbow\", hue=\"sex\",\n", + " data=data[data.children > 0], height=6)\n", + "\n", + "# Set the title\n", + "cat.set_titles('Smokers and non-smokers who have children')\n", + "cat.fig.suptitle('Smokers and non-smokers who have children', y=1.03) # Adjust y for better spacing\n", + "\n", + "pl.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AW3jwYgc7Gq-" + }, + "source": [ + "### Health Effects of Smoking and Secondhand Smoke on Children :\n", + "\n", + "1. Because their bodies are developing, infants and young children are especially vulnerable to the poisons in secondhand smoke.\n", + "\n", + "2. Both babies whose mothers smoke while pregnant and babies who are exposed to secondhand smoke after birth are more likely to die from sudden infant death syndrome (SIDS) than babies who are not exposed to cigarette smoke.\n", + "\n", + "3. Mothers who are exposed to secondhand smoke while pregnant are more likely to have lower birth weight babies, which makes babies weaker and increases the risk for many health problems.\n", + "\n", + "4. Babies whose mothers smoke while pregnant or who are exposed to secondhand smoke after birth have weaker lungs than other babies, which increases the risk for many health problems.\n", + "\n", + "5. Secondhand smoke exposure causes acute lower respiratory infections such as bronchitis and pneumonia in infants and young children.\n", + "\n", + "6. Secondhand smoke exposure causes children who already have asthma to experience more frequent and severe attacks.\n", + "\n", + "7. Secondhand smoke exposure causes respiratory symptoms, including cough, phlegm, wheezing, and breathlessness, among school-aged children.\n", + "\n", + "8. Children exposed to secondhand smoke are at increased risk for ear infections and are more likely to need an operation to insert ear tubes for drainage." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uR6BXPA37Gq-" + }, + "source": [ + "## PART 2 :: Regression Models based on the dataset :" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mrwEZVLf7Gq-" + }, + "source": [ + "### Linear regression model :" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": { + "id": "aD1eJK6U7Gq-" + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.metrics import r2_score,mean_squared_error\n", + "from sklearn.ensemble import RandomForestRegressor" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1ZSJDdsr7Gq-" + }, + "source": [ + "### Training the Dataset to predict :" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IH_y0U667Gq-", + "outputId": "fc731a1f-a61e-4074-cfad-01d1b5408aec" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0.7962732059725786\n" + ] + } + ], + "source": [ + "x = data.drop(['charges'], axis = 1)\n", + "y = data.charges\n", + "\n", + "x_train,x_test,y_train,y_test = train_test_split(x,y, random_state = 0)\n", + "lr = LinearRegression().fit(x_train,y_train)\n", + "\n", + "y_train_pred = lr.predict(x_train)\n", + "y_test_pred = lr.predict(x_test)\n", + "\n", + "print(lr.score(x_test,y_test))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7ydWY0Wr7Gq_" + }, + "source": [ + "**Not bad for such a lazy implementation, even without data normalization:D After all, the data will not always be so \"good\". So don't forget to pre-process the data. I'll show you all this later when I try to implement my own linear regression. So don't be mad at me please :) Now let's add polynomial signs. And look at the result.**" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gJQFeJ2E7Gq_", + "outputId": "0e8b5219-c080-46ee-c3f8-e0846583a88a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0.8849197344147227\n" + ] + } + ], + "source": [ + "X = data.drop(['charges','region'], axis = 1)\n", + "Y = data.charges\n", + "\n", + "\n", + "\n", + "quad = PolynomialFeatures (degree = 2)\n", + "x_quad = quad.fit_transform(X)\n", + "\n", + "X_train,X_test,Y_train,Y_test = train_test_split(x_quad,Y, random_state = 0)\n", + "\n", + "plr = LinearRegression().fit(X_train,Y_train)\n", + "\n", + "Y_train_pred = plr.predict(X_train)\n", + "Y_test_pred = plr.predict(X_test)\n", + "\n", + "print(plr.score(X_test,Y_test))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PuzqiPlh7Gq_" + }, + "source": [ + "**Already good. Our model predicts well the cost of treatment of patients. I think we could limit ourselves to creating two or three polynomial features, but the data set is so small, so we went the easy way. And finally try RandomForestRegressor. I've never used this algorithm in regression analysis.**" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qaKDbYPy7Gq_", + "outputId": "dc5e0cf0-f354-4aaa-828b-73f5cd04cede" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "MSE train data: 3746684.434, MSE test data: 19965476.411\n", + "R2 train data: 0.974, R2 test data: 0.873\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "\n", + "# Initialize the RandomForestRegressor with corrected criterion\n", + "forest = RandomForestRegressor(n_estimators=100,\n", + " criterion='squared_error', # Use 'squared_error' instead of 'mse'\n", + " random_state=1,\n", + " n_jobs=-1)\n", + "# Fit the model\n", + "forest.fit(x_train, y_train)\n", + "\n", + "# Predict\n", + "forest_train_pred = forest.predict(x_train)\n", + "forest_test_pred = forest.predict(x_test)\n", + "\n", + "# Print the evaluation metrics\n", + "print('MSE train data: %.3f, MSE test data: %.3f' % (\n", + " mean_squared_error(y_train, forest_train_pred),\n", + " mean_squared_error(y_test, forest_test_pred)))\n", + "print('R2 train data: %.3f, R2 test data: %.3f' % (\n", + " r2_score(y_train, forest_train_pred),\n", + " r2_score(y_test, forest_test_pred)))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "BzYchmdT7Gq_", + "outputId": "dd562800-d878-47d6-ccac-f96decbb10e3" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "pl.figure(figsize=(10,6))\n", + "\n", + "pl.scatter(forest_train_pred,forest_train_pred - y_train,\n", + " c = 'black', marker = 'o', s = 35, alpha = 0.5,\n", + " label = 'Train data')\n", + "pl.scatter(forest_test_pred,forest_test_pred - y_test,\n", + " c = 'c', marker = 'o', s = 35, alpha = 0.7,\n", + " label = 'Test data')\n", + "pl.xlabel('Predicted values')\n", + "pl.ylabel('Tailings')\n", + "pl.legend(loc = 'upper left')\n", + "pl.hlines(y = 0, xmin = 0, xmax = 60000, lw = 2, color = 'red')\n", + "pl.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "u-Z6huw57Gq_" + }, + "source": [ + "**Good result. But we see a noticeable retraining of the algorithm on the training data.**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vnJRFlcc7GrA" + }, + "source": [ + "### Data Visualization and Preprocessing :" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": { + "id": "2smNgMzi7GrA" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "# regression models\n", + "from sklearn.preprocessing import StandardScaler # for feature scaling\n", + "from sklearn.pipeline import Pipeline # for using pipeline\n", + "from sklearn.linear_model import LinearRegression # for linear regression\n", + "from sklearn.preprocessing import PolynomialFeatures # for adding polynomial features\n", + "from sklearn.linear_model import Ridge # for ridge regression\n", + "from sklearn.linear_model import Lasso # for lasso regression\n", + "from sklearn.svm import SVR # for support vector regression\n", + "from sklearn.tree import DecisionTreeRegressor # for decisiton tree regression\n", + "from sklearn.ensemble import RandomForestRegressor # for random forest regression\n", + "# hyptertuning\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import RandomizedSearchCV\n", + "from scipy.stats import randint as sp_randint\n", + "# extra\n", + "from sklearn.metrics import r2_score\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.model_selection import cross_val_score\n", + "from collections import Counter\n", + "from IPython.core.display import display, HTML\n", + "sns.set_style('darkgrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": { + "id": "TbUsuVUZ7GrA" + }, + "outputs": [], + "source": [ + "dataset = pd.read_csv('insurance.csv')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6P7ncm2d7GrA" + }, + "source": [ + "### Age v/s Count and Age v/s Charges :" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 393 + }, + "id": "vtYZdp467GrB", + "outputId": "111698ba-f396-4c02-c615-9fe8702db4ab" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.distplot(dataset['age'], ax = axes[0])\n", + "axes[0].set_xlabel('Age', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.scatterplot(x = 'charges', y = 'age', data = dataset, hue = 'smoker', ax = axes[1])\n", + "axes[1].set_xlabel('Charges', fontsize=14)\n", + "axes[1].set_ylabel('Age', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MBVydLDt7GrB" + }, + "source": [ + "### Age v/s charges [by boxenplot representation]" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 313 + }, + "id": "qY2BOS_w7GrB", + "outputId": "febbe1d9-f2d2-4013-eb41-8c45d880c6de" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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m2LGDnDx5lLi4BJydne0cpRBCCCGEEEIIIb5t5ASOEEIIIcTXUFxcQFRUrCV5A6BQKJg3bzFGo5Gystt2jE4IIYQQQgghhBDfVpLAEUIIIYT4GgYHB/D29h417uLigqOjI4ODA3aISgghhBBCCCGEEN92ksARQgghhPgaAgKCqKmpwmQyjRhvbGxAq9USEBBkp8iEEEIIIYQQQgjxbSYJHCGEEEKIr2Hq1Bl0dXVy7NhB+vv7MJvNNDTUceTIPnx9/UaUVhNCCCGEEEIIIYT4ohRms9ls7yAedG1tvcizLIQQQjy4ioryOXHiCAaDAQcHB4aGhvD19WPDhsfw8hpdXk0IIYQQQgghhBDjk0IBfn7uX+xeSeBYnyRwhBBCiAefVqulrOw2g4MDBAQEERUVg0KhsHdYQgghhBBCCCGEGEMkgTPGSAJHCCGEEEIIIYQQQgghhBBfJoEjPXCEEEIIIYQQQgghhBBCCCHGGLW9AxBCCCGEEEIIIYQQQgghxhqz2czdu3dobm7E0dGR+PhEXFxc7R2WGEekhJoNSAk1IYQQQgghhBBCCCGE+Pbo7e1l794PaG5uwsHBEb1eh1KpZMGCpUydOsPe4YlvsS9TQk1O4AghhBBCCCGEEEIIIYQQHzObzezfv4u+vj4effQJIiImoNUOcunSOU6dOoaPjy9RUTH2DlOMA9IDRwghhBBCCCGEEEIIIYT4WGNjA42N9SxfvprIyCgUCgXOzi4sXryC4OAQrl/PtXeIYpyQBI4QQgghhBBCCCGEEEII8bHW1maAUadsFAoFUVGxtLQ02yMsMQ5JAkcIIYQQQgghhBBCCCGE+JiTkwsA3d1do651dXVargthbZLAEUII8a3V3d1FfX0dfX199g5FCCGEEEIIIYQQD4iYmDicnJw4d+4URqPRMt7QUE9Z2W2Sk1PtGJ0YTxRms9ls7yAedG1tvcizLIQQ35yurk4++ugQtbU1wPAR5okTk1i6dCXOzrILRgghhBBCCCGEEF9PWVkJBw/uwd3dg9jYeHp6eqisLCM0NJxNm7ai0WjsHaL4llIowM/P/YvdKwkc65MEjhBCfHO0Wi1vvfUqSqWSrKz5BAQEUVd3h0uXzuHl5cPWrc+gVMoBUyGEEEIIIYQQQnw9zc1NXL+eS3NzI46OTiQlJZOWNhW1Wm3v0MS32JdJ4MhPmhBCiG+VgoJb9PX18sILf42npxcA/v4B+PsH8v77b1NdXUFs7ET7BimEEEIIIYQQQohvvaCgYFatWmfvMMQ4JluUhRBCfKvU1tYQGRltSd7cFx4eibe3D3fuVNsnMCGEEEIIIYQQQgghvkGSwBFCCPGtolQqMRoNo8bNZjMGgwGlUmWHqIQQQgghhBBCCCGE+GaNuQTO7373OyZOnDjif8uXL7dcHxoa4p//+Z+ZOXMmkydP5q//+q9pa2sb8RiNjY288MILpKWlkZGRwb/+679iMIxc7Lty5Qrr1q0jOTmZJUuWsHfv3lGxbN++nYULF5KSksLGjRspKCiwzjcthBDiC4uNjefu3Ts0NzeNGC8rK6G3t4e4OCmfJoQQQgghhBBCCCG+/cZcAgcgLi6OS5cuWf73/vvvW6798pe/5OzZs7zyyiu8++67tLS08NJLL1muG41GXnzxRfR6PTt27ODXv/41+/bt47e//a3lnrq6Ol588UVmzpzJgQMHePLJJ/mHf/gHLl68aLnn6NGj/OpXv+J73/se+/btIyEhgWeffZb29nbbPAlCCCE+U1JSCoGBwezY8ScuXjxLWVkJp059xOHDe4mLm0hYWIS9QxRCCCGEEEIIIYQQDyiz2WyzuRRmW872Bfzud7/j1KlTHDhwYNS13t5eMjIy+M1vfmM5lVNVVcXKlSvZuXMn6enpnD9/nu985ztcvHgRPz8/AD744AN+85vfkJOTg4ODA//7f/9vzp8/z+HDhy2P/bd/+7f09PTwxhtvALBx40ZSUlL4p3/6JwBMJhPz5s1j27ZtvPDCC1/qe2pr62VsPctCCPHtptVquXDhNEVF+ej1epydnUlPn0Zm5lzUarW9wxNCCCGEEEIIIYQQDxCz2UxhYR7Xr+fS2tqCs7MLyclpZGbOxcnJ6Us9lkIBfn7uX+jeMbnKVVtbS1ZWFo6OjqSnp/PDH/6QkJAQioqK0Ov1ZGZmWu6NiYkhJCSEvLw80tPTycvLIz4+3pK8AcjKyuLll1+msrKSpKQk8vLyyMjIGDFnVlYWv/zlLwHQ6XQUFxfz4osvWq4rlUoyMzO5devWl/5+FIov/SVCCCH+AmdnJ5Yte4jFi5czNKTFyckZpXJMHioVQgghhBBCCCGEEN9y58+fJjf3MnFxCUyZMp2Ojnby829QW1vD1q1P4+Dg8IUf68vkC8ZcAic1NZVf/epXREVF0drayn/+53/y+OOPc+jQIdra2tBoNHh4eIz4Gl9fX1pbWwFoa2sbkbwBLP/9eff09fWh1Wrp7u7GaDTi6+s7ap7q6uov/T35+n6xbJoQQgghhBBCCCGEEEKIYb29vTQ0NODk5ERERIRs3hR20d7ezpUr2SxfvpzFixdbxufOnc0rr7xCZWUxc+fOtcrcYy6BM2/ePMv/n5CQQFpaGgsWLODYsWNf+ijSWNHeLiXUhBBCCCGEEMKeent7uXo1m/LyUkwmI5GR0cycmYm/f4C9QxNCCCHEnzEYDJw8eZTCwnxMJhMAnp5eLFv2ENHRsXaOTtjD4OAAhYX5tLTcw9nZmUmTUgkKCrbJ3Fev3kClUpGUNJm2tl7LuEbjRkxMPDdu3CIpafIXfjyF4osf+hhzCZw/5+HhwYQJE7h79y6ZmZno9Xp6enpGnMJpb2/H398fGD5JU1BQMOIx2traAEbcc3/s0/e4ubnh5OSEUqlEpVLR3t4+4p729vZRJ3e+CLMZSeAIIYQQQgghhJ10d3fx3ntvYjAYmDQpBbVaQ0lJEaWlxWzatJXw8Eh7hyiEEGNCR0c7dXW1qFQqYmLicHZ2sXdI41JNTRVXrlymoaEOjcaBhIQkMjPn4uY2fqr8HDt2iLKy28ybt4j4+ET6+nq5fPkCe/Z8wNatzxIcHGKTOCory7l6NZvm5kYcHZ1ISkpm1qwsm/9u9Pf309bWgqOjE4GBQSjGWc+OhoY6du9+H4NBT2BgMD09XVy7lsusWVnMnbvQ6s+HXq9HrVajVmtGrfM7OTnR1dVptfX/MZ/A6e/vp66uDn9/f5KTk9FoNOTk5LBs2TIAqquraWxsJD09HYD09HReffVV2tvbLSXQsrOzcXNzIzY21nLPhQsXRsyTnZ1teQwHBwcmTZpETk6O5UiUyWQiJyeHrVu32uC7FkIIIYQQQgjxTTl//jQKhYJnn/0r3NzcAJg9ex47d77LiRNHeeaZ74y7hRAhhPg0vV7PsWMHKSkpsoypVCqysuYza1aWHSMbf4qLCzh8eB/BwaFkZS1gcLCfgoI8qqoq2Lr1WdzdH/wkTmdnB8XFBSxb9hDp6dMA8PLyZsOGLbz55n9x5cpl1q7daPU4bt26xokTRwkLiyAraz49PT3k5d2kqqqCxx9/BmdnZ6vHoNfrOXXqGEVFn5xE8vX1Z9myh8bNBhSDwcC+fbvw9w9g7dqNuLq6YTKZuHo1m/PnTxMaGkZs7ESrxhAWFsHFi2epqakacQJMp9NRWVlGYmKy1eYec0UD//Vf/5WrV69SX1/PzZs3eemll1AqlaxatQp3d3ceeeQRfv3rX5Obm0tRURE//elPmTx5siX5kpWVRWxsLD/5yU8oLS3l4sWLvPLKKzz++OOWRkKPPvoodXV1/Nu//RtVVVVs376dY8eO8dRTT1niePrpp9m1axf79u2jqqqKl19+mcHBQdavX2+HZ0UIIYQQQgghxFdhMBgoK7vN1KkzLMkbAI1GQ2bmXNraWmhra7FjhEIIYX+nTh2joqKU5ctX88Mf/j0vvfQjpk6dwfnzpykqyrd3eOPG8GL9RyQlpbBt27PMnJnJ/PlLeOqpF9Hr9eTmXrR3iDZRX38XgKSk1BHjKpWKhIRJ1NXdsXoMWq2Ws2dPkpSUQlhYBHfuVNPf38e8eYvo6enm+vVcq8cAcOTIfm7fLmTevEU8//xLbN68DScnJ3bv3k5bW6tNYrC3iooy+vv7WL58Na6uw+/llEols2ZlERwcyq1bN6weQ3h4JGFhERw+vJfCwjz6+nqpq6tl1673MBgMTJ0602pzj7kTOM3NzfzgBz+gq6sLHx8fpk6dyq5du/Dx8QHgpz/9KUqlku9///vodDqysrL42c9+Zvl6lUrFq6++yssvv8zmzZtxdnZm3bp1fP/737fcEx4ezmuvvcavfvUr/vSnPxEUFMQvfvEL5syZY7ln5cqVdHR08Nvf/pbW1lYSExP54x//+JVKqAkhhBBCCCGEsA+DwYDJZMLd3XPUNXf34dLcWq3W1mEJIcSY0d/fR1FRPvPmLSYtbQoAarWaBQuW0t7eztWr2SQnp9k5yvHh7t07aLWDZGTMGXEy1MPDg5SUdIqK8liyZKUdI7QNtXp4yVqr1dLQUEdTUwMODo5MnJjE0JAWtVpj9RiqqsrR6/VUVJSiUCiIjIyis7OD0tJiPD29KCkpYs6cBVaNoa2tlbKy26xc+TApKekA+Pj4Ehoazuuv/wdXr2azcuXDVo1hLOju7sTJyQlf39Hr8qGhYVRXV1k9BoVCwfr1j3Lo0F6OHj1gGffw8GTjxsfx9vax2txjLoHzf//v//2L1x0dHfnZz342Imnz50JDQ3n99df/4uPMnDmT/fv3/8V7tm7dKiXThBBCCCGEEOJbzNHREW9vHyoqSklKGlneoqKiFLVajb9/gJ2iE0II+2tpuYfJZCI+PmHUtfj4BI4dO4jBYLAsqgvr0et1ALi4uI665uLiil6vt3VIdhEVFYtarebtt19jcHAAJydn9HodZ84cR6VSk54+1eoxDA0NARAYGMyGDVtwdHQCoKyshP37d+Ho6Gj1GO7evYNSqSQpKWXEuEajISEhifLyUqvHMBZ4eHii1Wrp7OwYlShpamrE03P0Jh1raG9vpbGxDqVSiZeXNwMD/fT0dHPnTjVhYRFWm1deeYUQQgghhBBCPLAUCgUzZmRy/PhhvL29mT49A7VaQ1FRHtnZF0hLm4KTk/Vr2AshPpvZbKa2toY7d6pRKpXExk4kJCTU3mGNK/cXont7e/Dy8h5xrbe3B7VajUqlskdo405ISBgKhYLS0mKmTJluGTebzZSV3SYkJNxmsQwM9JOff5PGxgYcHBxITJxETEy8TXrGOTo64urqRnd3F8HBoaSmTqa7u4sbN66g1+vx9w+0egxm83C/mdjYeEvyBiAubuLHbTqs/zyoVCpMJhN6vZ6BgQFaW+/h5OREcHAoOp1u3PxexsUl4OzswvHjh1m7dhNOTk6YzWZu3rxGQ0Mda9dusnoMer2efft2EhAQxMMPb8TV1RWj0Uhu7iUuXTpHSEjYiN443yRJ4AghhBBCCCGEeKClpU2hr6+X3NxL5ORcsownJ6exYMFSO0YmxPg2NDTEhx9+QF1dLW5u7phMRnJyLjJxYhKrV6+32eKkTqejuLiA2toalEolcXETiY9PHDeLo8HBoXh5eXP58nk2bHjMctKmp6eHW7eukZiYbJNFezF80iApKYWzZ08AZhISkhkY6Cc7+wJNTQ1s3rzNJnE0Nzexa9e76PV6wsMjaWvr4sMPC4mPT2DNmg1W/91obm6iu7uLGTMyqK2t4fjxw6jVahITk2ltbaG4OJ/U1HSrxqBUDn+POTkXcXFxJS4ugd7ebi5ePIdOp7PJ5o/7CbP333+LtrZWzGYzAJ6eXvT39zNtmvX6rowlGo2GtWs3snv3dn77239DpVJjNpswGo1MnjztM08PftPKy0sYGBhgxYpMLl48Q2trCy4uLiQlpRIQEER+/g1J4AghhBBCCCGEEF+FQqEgK2s+U6ZMp7q6EqPRSETEBKvWKxdCfL5Tp47R0tLMxo2PExUVg9lspqSkiKNHD5CdfcHq/SUAenq6+eCDd+ju7iIsLAKDQc/Bgx8SGhrOpk1bP95p/2BTKBQsW7aKPXve5403fk9CwiSGhrTcvl2Eo6MjWVnW/3cQn1i2bBUAp059xMmTxwBwdnZm1ap1TJgQbfX5zWYzBw/uwdPTmw0bHsPVdbicW3l5Kfv37+LmzWtMnz7LqjG0tt4DYO7cRahUKoxGI0qlEoVCQXb2Ba5fz7Xq/DDcawbA3z/w454nw31PXFxc8fcPsEkCx83NDW9vH1pbWwgICGTSpFTa2lopLi7EZDISFRVj9RjGiu7urk+VcjSjUCgBI11dnZhMJqsnFbu6OnF0dGTv3h24ubkTGRlNR0cbBw/uwdvbh87OTqvNLQkcIYQQQgghhBDjgouLqzTiFmKMGBgY4PbtQubPX2zZtaxQKJg0KZWmpkZu3brO7NnzUCqVVo3jo48OYTKZeO6571kWbOvr77J793YuXjzDokXLrTr/WDFhQjTbtj3H1avZFBXlo1arSUubwvTpGbi5udk7vHFFo9GwatU65s5dSGNjPRqNA5GRUTbrQVRXV0tnZwePP/60JXkDw/2QEhImUVBw0+oJHBcXFwA6Ozvw8/MfsTjf2dmBs/PoHkHftIiICfj6+jE4OMimTVsZHBxEo9HQ1tbChQtnWLNmg9VjaG1toaOjndTUydTX3+Xs2ZOo1WoSEiZx924NhYV5RERMsHoc92m1Wjo62nBycra8Xtpm3kGOHz+MQqFApVITGTmBzs5OWlvvUVNTRWFhntX7Ijk7OzM0NERAQBAAxcX5uLi4EhsbT2VlOYGBQVabWxI4QgghhBBCCCGEEMKmuro6MJlMREZGjboWGTmBGzeuMDg4gKur9ZIH3d1d1NRU8dBDa0csRoaFRTB58nTy8q6zYMFSqyeRABoa6sjNvURtbQ0qlYr4+EQyMuaM6kljTYGBQaxevd5m84m/zMPDEw8P2zRn/7Senm4AAgODR10LDAymqqrc6jFMmBCDi4sr586dZO3aTZbkVUNDHSUlRcyePc/qMSgUCtat28zOne+ya9d7+Pn509/fz+DgADNmZJKQkGT1GOrqalEqlWRmzqOoKI+mpkacnZ2ZNCkVV1cXystLrR4DgMFg4OzZExQU3MJgMADDpReXLn2IoKDRPyfftOLiQoxGI5GR0TzyyKNoNBrMZjNFRfkcPXqAa9dyrJ7AMZmGy9e1tDQTFRVDWtpyOjraycu78fF1k9XmlgSOEEIIIYQQQgghhLCp+4mZ1tYW/P0D6e7uQqlU4u7uQVtbK2q1ekTjcGvo7e0BICgoZNS1oKAQhoaGGBoawtnZuqWSqqoq2Lt3B76+fmRmzkWn01FYmEdFRRlbtz5j053uQtwvL9rQUDeqZFtDw12blB9Vq9WsXPkw+/bt5LXXfktsbDx9fb1UVVUQGhrOtGnWPQF0n6+vH88//xKlpcU0NTXg5OREYmIK/v4BNplfrVZjMpl4443fA2ZCQyNobKynqCgfb28fVCrbLO0fObKfysoyMjLmEBMTT3d3J9nZF9ix4x2eeupFqyea6+trAVi+fBUajQYYTrClpKRz4cIZy2u5NXV3D5dIUyqVNDTUYTZDZ2c7RqMRGD5Vai2SwBFCCCGEEOIb1tPTTUlJMUNDWkJCQomOjrPJ7l0hxH+vt7eHq1ezqago+3gXZxQzZ2bi7x9o79Bsymg0UlpaTGVlOWazmaioGJKSUiwLIkLYiqenF5GRUZw5c4KLF8/S3d0FDPed6OvrIzEx2eolozw8vIDhhWo/P/8R1xoa6nBycsbR0dGqMZjNZk6dOkZERBQbNmyxlIqaPn0W77zzOhcvnuXhh61fqkmI+0JCwggICOTkyaM88sgWfHx8MZlMFBTcpKKizNKjx9piYuJ48skXuHHjCg0N9Tg6OrJ48QpSUyfbrJzcfWazGbPZjMk0/H9tZcKE4R43Tk5OPP30d3B2dsZsNnP1ag7nzp0kNjbe6jG0trZQWlrMypUPk5KSDgyf1ouMjOYPf/gd167lsGTJSqvGoNEM9yLr7+8bkSwymUzo9fqP++FYl1arBWDduk00NTXS1tbChAnRTJqUyu7d78sJHCGEEEIIIb4tsrMvcOnSOcvO4Zyci/j5+bNx4+N2KYMhxFgxMDBATU0lBoOBiIgJNtnBe193dxfvvfcGBoORSZOGkxUlJcWUld1m06athIdH2iwWexoa0rJz57s0NTUSEhKGUqnko48OcfVqDlu2PIGbm7u9QxTjzIQJ0dTW1qBQKAgJCcNoNHDvXjMAUVGxVp/fw8OD2NiJXLx4lsDAYIKCgjGbzVRXV5CXd51p02ZafQNGc3MjXV2drFixZkSfD2dnFyZPns6FC6cxGo1Wb9AtxH0KhYKHH97Izp3v8vrr/0FgYBD9/f309fWSljaFtLQpNovF3z+A5ctX22y+P9fW1squXe/R29uDv38g/f29XLlymRkzMpg/fwkKhcKq89+71wgMb0I5duwAsbET6e7uIi/vOmq1mr6+PqvOD1BbW41KpSIpKWXEuKOjIxMnJnLnTrXVY4iOjqOwMI8DB/awZs0GQkPD6O/v5/z5UwwNaQkLi7B6DMOJI4Wl/5Gfnz9arZYLF06j1+us2itMEjhCCCGEEEJ8Q8rLS7h48SwZGXOYNSsLBwcHGhvrOXBgD/v372Lbtues/kFPiLHGbDaTm3uJy5fPW8pMACQlpbBixRqb7KI9f/40CoWSZ5990fIBOzNzHjt3vsuJE0d55pnvjIvfzXPnTtHR0c62bc8SEhIGDC9ODT8PR1i//lE7R2g7BoOB0tJiqqsrMZvNxMTEkZAwyea7usczk8nEjRtXiYtLIDg4hDt3qtFoHFi0aDklJUVcv55LYuIkq8exfPkqdu58l3fe+QMBAYHo9Xo6OzuIiopl9uz5Vp9fr9cD4OIyuim7q6srJpNJEjjC5nx8fHnuue9RUlJEY2M9Dg4OJCQkExwcMi7+XsLw+5d9+3bh6OjEli1P4u3tg9Fo5Pr1K5w7d5KgoBASE5OtGkNPTzdKpZLly1dz7VoOx44dRKPRkJSUglqtpqKizKrzw3DJMLPZTFdXJ8XF+dy714yT03AfHoPBaJMqA3FxE3F1dWNwcIDt29/EwcERvV5n+VnMzJxr9RiGN/uY6evr4403fo+HhycDA/0YjUYcHByIioqx2tzyzkQIIYQQQohvyI0bVwkPj2Tu3IWWsZCQMJYtW8Xu3dtpbGwgNDTMjhEKYXtFRflcuHCGGTMymTkzE43GgeLiAk6f/ggHBwerl2IxGAyUld1m7tyFI3ZHajQaMjPnsnv3dtraWh74Ump6vZ7i4gJmzpxtSd4A+Pn5M3v2XE6cOEpfX59Vd5COFYODA+zY8S4tLc2W5+LIkf1cu5bD5s1P4OLiYucIx4fW1nv09fUyffoswsMjyciYY7nm5OTEkSP7GRwctHr/GVdXN5588gXKym5TW1uDUqlk8eIVREXF2GShOiAgCLVaTWlpMVlZ8y3jZrOZkpJi/P0DcXBwsHocQvw5jUZDaupkUlMn2zsUu6itraGjo43HH3/acmpYpVIxc2YmNTWV3Lx5zeoJHC8vH0wmE/7+ATzzzHcxGocTJgqFgvfff9vqvWcAYmLiOXnyGG+++V+o1RoiIibQ0nKP27e3o1QqmTkz0+oxqFQqNm58jF273sNgMHzcG8iIwWBg7tyFVk2e3BceHkloaDgdHe1Mnjzt48QWNDc30NrawtSpM602tyRwhBBCCCGE+Ia0tX32m/f7DWDb2lokgSPGleE67dnExSWwYMESy3h6+lS02kEuXTrHnDkLPnPn+TfFYDBgMplwd/cYde3+2P265g+ywcFB9Hr9f9us3Ww209fXMy4SOKdPH6e3t5unnnqBwMBgAO7da2bnznc5ffojVq9eb+cIha13+N8vD/TnJYJswcnJicmTp5GTcxGNRkNycho6nY6rV7Oprq5g9epHbB6TEAI6OzsACA0NH3UtLCyCvLwbVo8hKioGT08vjh8/zLp1j+Lh4YHJZOL69Vzq6mpZs8b6/bFcXFxRqdQYjQZiY+OJj0+kq6uT3NxLaLWDNiu/GhgYzIsv/g23bxfS2nrPcgrIx8fXJvMrFAoeeeRRDh/ez61b1y3jXl7ebNz4uFXjkASOEEIIIYQQ3xAXF1fa29tGjd8fc3W13iK1EGORwWCgra2VmTNnj7oWH5/I+fOnaW1tITIyymoxODo64u3tQ0VF2ajF2YqKUtRqNf7+AVabf6xwcXHBwcGBhoY6YmLiRlxraKhDqVSOiz5dQ0NaSkuLmTNnoSV5A8MNmWfNms3586dZsmQlTk5OdoxyfPD3D8TNzZ28vBuEhUVYkjYmk4m8vBsEB4da/fTNWDFv3mKMRiMXLpzh3LlTADg4OLJ48XKSkqy7w18I8dnub/Joamqgvb2N5uZGHB2dSExMpqWl+TM3hnzTlEol69ZtZteu93j11VcICgqmt7eHvr4+pk+fRUJCktVjqKwsw2g0MHPmbG7fLuT27UKUSiXx8Yn09vZSWnqbKVNmWD0OAAcHB9LTp9pkrs/i7OzCxo2P0dHRTmtrCy4uLiP+flmLJHCEEEIIIYT4hiQnp3PhwmnS0qYQETEBGC5bdPbsCVxdXW3SkFmIsUSlUqFSqejt7Rl17f6Yo6OjVWNQKBTMmJHJ8eOH8fb2Ztq0DDQaDYWFeWRnXyA9fSpOTg/+IrFarSYlZTLXr+cSHh7JhAnRKBQKGhvruXz5AvHxiVY9CTVW9PX1YTQaCQ4efRIpODgUk8lEf3+fJHBsQKlUMmfOAo4dO4jBYCA1dTJGo5GbN6/S0FDHxo2P2ztEm1GpVCxZspKMjDnU199FpVITGRklpdOEsKOoqBhcXFx4//23MRqN+Pn509/fR07ORQCWLl1pkzgCA4N44YW/prg4n+bmJsLCIkhKSiUoKPjzv/gb0Nvbg4ODA/PnL2bu3IUMDg7i4OCARqPh7NmTlJeX2CSOscTHx9dmJ39AEjhCfGu0trbQ2dmBu7sHQUHB46ZpnBBjWVNTA4WFefT19eLj40da2hRLbVwhxPg0deoMamoq+eCDd4iMjMbd3YPq6gp0uiHWr39UGhCLcUepVJKYmMzNm9dITk7H3X24zIbBYCA7+wI+Pr4jTkFYS1raFMuiS07OJct4cnIa8+cv+Qtf+WCZO3chra332LXrPXx8fFGpVLS2thAYGGyzhSh7c3NzR61W09hYb0m039fQUIdKpRoXZeTGitTUyfT19ZKbe8myCOjk5MSyZatt0tNgrHFzcychYZK9wxBCMPweRq3WMDg4iEajwcvLG4VCyeDgIIBNN384Ojra7JTLn/P29kWn03HvXjOBgUEjKgrU19/F29t2iYzxSmE2m832DuJB19bWizzL4qvq6enm8OF91NXVWsYCAoJYtWrduCj1IMRYdfnyeS5dOoeHhye+vv40NdWj0+lYvXq9fOgSYpwzGo0UFxdw+3YROp2W4OBQpkyZga+vn71DE8Iuenq6ee+9N9HrdSQlpeDg4EhpaTG9vT1s3Pi4Vcun/bmBgX6qqysxGo1EREwYlxsvTCYTNTWVVFaWYzKZiIqKIS4uYVwlmI8dO0hZ2W02bHiMsLAIYHgRas+eD4iPT2DlyoftHOH4UVdXy65d76FUqhjeo6jAZDKiUqnYuvVZ+dtpB3q9npaWZlQqNYGBQTbfPFpXV0tu7iXq6mpRq9VMnJhERsaccVHiUYwttbU17NjxJ9at28S9e82WEmpJSSlcu5aD2WzmsceesneYVmcymXjttd/i7OzCunWb8PT0wmg0kpt7iUuXzvHII48SGzvR3mF+6ygU4Of3xfoHSQLHBiSBI74qg8HAW2+9isFgYOHCpYSFRXLvXhPnzp1kYKCfZ5/9K5ydXewdphDjTn39XbZvf4vZs+eRmTkXpVKJXq/n6NEDVFSU8t3v/q30uRBCCCE+pa+vl6tXsykvL8VoNBAREcXMmZkEBATZOzRhB62tLWRnX6C6ugKz2UxUVCwZGXNsVg5maEjLrl3baWysx89veFNcW1sLwcGhbNq0Vcqn2YjZbOb11/+Trq4OnJycSUhIwmg0UlJSjMFgIDJyAps3b7N3mOOG2WwmJ+ciV69mMzQ0BICnpxcLFy4jPj7BJjGUlZVw4MBuAgICSUxMRqsdpLAwD4VCwdatz+Lp6WWTOIQAuHXrOidOHOEnP/mnUYnMS5fOkZd3g5de+qGdorOte/ea2b37PQYGBvDzC6Cvr4fBwUEyM+cyZ84Ce4f3rfRlEjhSQk2IMay8vISOjnaefvo7BAQEAhAdHUtAQBCvvvoK+fk3mTUry85RCjH+5OffxMfHl9mz51neyGk0GpYuXUlFRSnFxQXMmJFh5yjFeHP/1EdxcQGDg4MEBgYxdeoMgoJG1/gXQowvZrOZ+vq7lJXdxmAwEBExgfj4RNRq230cdHNzZ+HCZSxcuMxmc4qxqbm5kQ8+eAcXF1dmzpyNQqGgqCif7dvfZPPmbZYTMdbk6OjE448/TWVlGVVVFQDMmTOf2NiJKJVKq88vhnV0tNPZ2Y6npxdPP/0ijo7DibOsrAW88cbvuXOnGp1OJ31gbOTy5fNcvnyeadNmkZycytDQEFevZrN//y42bdrKhAnRVp3faDRy6tQxYmMnsnbtRsvv4tSps3jnnde4fPm8zU7HDQz0c+PGVe7cqUKtdiAtbTIJCZPk9WGcuV/2ta2tBX//wBHXWlruWa6PB8N9eL7P7duF3LvXhLOzM0lJqfj5+ds7tHFBEjhCjGF1dbX4+flbkjf3ubm5ERERRX39XTtFJsT41tPTTWDg6F5Uzs4ueHp609PTbafIxHhlNBrZu3cn1dUVREXFEBYWTnV1JcXFBaxatY6kpBR7h2gzg4MD5ORc5PbtIoaGtAQFhTBjRgZxcbbZOSrEWGM0Gjl0aC9lZbfx8PDE0dGR/Pyb+Pr6sXnzNtzdPewdohhnzp49iaenN1u3PmNZmJ8+PYMPPniHM2eO88QTz9skDqVSSXx8IvHxiTaZT4zW1tYKQHr6VEvyBoYXTWNjJ1JcnM/g4IAkcGxgaGiIa9dymDEjkwULPukLFhYWwfbtb5GdfcHqCZyGhjr6+nrJyJgzIlHi5uZGWtpUrl7NZsWKNVYv6dbc3MT27W9iMBgsY3fv1nDlymW2bXvOppsfDAYDHR3tn+q/Ir2QbSkqKhY3N3dOnfqI9esfxdHRERjebF1ZWcaSJeOjd9x9Dg4OpKdPtXcY45IkcIQYwzQaDVqtFrPZPOoPtVY7KDVghbATLy9vamtrMJlMIz5c9Pf30dXVgbf3NDtGJ8ajwsI8amoq2bRpq6Xhr8lk4vDhfRw/fpiYmHjLB44H2eDgIO+99xb9/b2kpKTj4eFJRUUZe/fuZPHi5UydOtPeIQphc9eu5VBRUcrq1Y+QmDgJhUJBS0sze/Z8wJEjB3j0USlPJGxnYKCfu3fvsHLlwyMW5dVqNTNmZLB//266ujrx8vK2Y5TCVu43AO/oaB91rbu7E2Bc9Wayp6amBnQ6HSkp6SPGlUolycmpnDhxFKPRaNV/D71eB4CLy+gy8a6uruj1eqvNfZ/ZbGbXrvcwGAxMmTKDtLTJDA4Ocu7cSZqbmzh58igrVqyxSRw5ORe5di0XrXYQgKCgYBYtWm6TU4pimEqlYs2aR9iz531+//v/S2RkFL293TQ3NxEfn0ha2hR7hyjGCTn7J8QYNnFiEn19vRQV5Y8Yv3OnmqamBhISkuwUmRDjW3r6VLq7uzh79oRlZ9bg4CBHjx5ErVYzaVKqnSMU401RUT7R0XGW5A0Mf+BesGAJOp2O8vISO0ZnO9ev59Lb280TTzzPokXLmT49gy1bnmTKlOmcO3fK8gFYiPHCbDZz8+Y1kpPTSEpKtmwICggIYv78xdTWVn/mwqkQ1nJ/AfazFmhdXFxH3CMefIGBQSgUCgoL87hy5TKDg4P09fVy7twp6uvv4ujoZPm5GA8GBgbIzb3Ezp3vsmfP+xQU3BpxCsSa7idmPms+vd6AQqGw+umPoKAQlEolpaXFI8bNZjOlpbcJCQmzegw1NdUMDg6QnJzGkiUrCAgIIjIyim3bnsPJyZnbtwutOv99Fy6c5uLFs0yalMLjjz/NunWbUSpV7Nz5LvfuNdkkBjEsPDySZ5/9K6ZOnYFer8fT05t16zaPKPMnhLXJCRwhxrCQkDAmTUrl2LGD3LlTTXh4BPfuNVNYmEdkZLQc9xfCToKDQ1m0aDmnT39EUVEB3t4+tLbeQ6FQsHbtJstuQiFsZWCgn5CQ0FHjbm7uODg4MDAwYIeobK+0tJjExGR8fHwtYwqFgoyMudy8eY3KynKSk9PsGKEQtmUymejt7fnM3br3xzo7O0b8zjzoWlruUVFRitFoJDIyioiICVKSxobc3T3w8PCktPQ2Xl4+VFdXYjabiYqKoaSkCBcXF7y9fewdprARJycn0tOnkpd3g/PnT3Pu3CkAy6JoRkbWuFkgbW9vY8eOd9BqtUyYEI1Op+PYsYPk5V1n8+ZtI0rMWUNwcCguLq5cv57LQw+ttbwu6nQ68vNv2KQ/lKurG6mpk7l48SxKpYpJk1LQarXk5l7i7t07rF//qFXnh+FSaQDTps0aMa5UKgkPj6SiotTqMQwMDHDtWi6zZ88jK2u+ZTw6Opa33nqVnJxLrF270epxiE94eHgyd+5Ce4chxjFJ4AgxhikUClaufJjAwGBu3brG7duFuLt7kJExh5kzZ4+bN7NCjEXTps0kOjqWoqI8+vr6iI9PICUlHVdXN3uHJsYhf/9AamqqRpXcbGioQ6fT4e8fYMfobEev13/mTl1nZ2cUCoXs6hbjjlKpxMXFlXv3mkaVxbm/g3e8lOQ1mUwcO3aIoqI8HB2dUKtV5ORcJDw8kkceedTqi6Of1tzcRGVlGSaTiQkTogkPjxw3SSSlUsmMGZmcOnWMoqJ8y67/s2dPADBnzkKb9pcQw68FOTmXqKmpQqFQEBsbT0bGHHx9/Wwy/8KFyxgcHKS0tNjye2AymZg6dQYzZmTaJIax4Nixgzg4OPHEEy9YGqM3NTWyY8c7XLx4jsWLl1t1frVazbx5izh27CADA/1MmpTK0NAQN29eo6+vl4cftk3CYNGi5ZhMJs6ePcGZM8cBcHR0YtmyVcTFTbT6/Pf/JtbX1xIYGDTiWmdnh9Xnh+FeyEajcVR5rvuVHq5cuWyTOIQQY4e8MxJijFMqlUyfPovp02d9Zi8cIYT9+Pj4MnfuInuHIQTTps3k/fff5sSJI8yduxBnZxcaGxs4evQAvr7+I0qrPchCQ8MpLy8hK2v+iBrtZWUlmM1mQkPD7RidELanUChIS5vCtWs5xMUlEBkZBUBPTzfnzp0mJCTMZgles9lMTU0V5eUlGI1GIiImkJAwCY1GY5P5r17Nprg4n2XLVpGSko5SqaSmpoqDBz/kxImjrF693uoxGI1Gjh49wO3bhTg5OaNSKcnJuUhkZBTr1m0eF73KYPjUKAyXbDIajcDwZx6z2czg4Pg4MTpW1NffZefOd/Hw8GTmzExMJhOFhXlUVJTx+ONPExAQaPUY1Go1Dz+8gdmz53HnThVKpZKYmHg8Pb2sPvdY0d7eRkNDHWvXbrQkbwCCg0OYMmU6t25dZ+HCpVbfwJmaOhlHR0eysy9w+PA+AKKj41i9er1NfhZg+OdhxYo1zJ49n8bGOtRqDZGRUTb7W5GSks6pU8c4f/4MYWGRBAYGYTKZuHnzGm1tLQQFhVg9hk8nMv+cyWSSNSEhxiFJ4AjxLSJ/qIUQQnyW8PBIli1bxalTxygouIWjoxODgwP4+PixYcOWcfP3Y8aMDN577032799FVtYCPDw8qago5cyZ48TExNls8UGIsSQjYw4NDXXs2PEngoNDcHR04u7dO7i4uPLII9YvRwPDPRX27dtFdXUFPj6+ODg4UFSUT27uJTZvfgIPDw+rzm82m7lx4yqpqZNJT59qGY+OjmXOnPmcPn2cBQuW4uZm3VO0ubmXKC0tZuXKh5k0KRWFQkF1dQUHD+7l1KljPPTQWqvOPxYYjUZu3brO1KkzmTNnPlVVwyXUoqNjuXYthxs3rjBnzgIcHBzsHeoDz2w2c+rUMQICgtiy5UnLyafp0zN49903OHv2JJs3b7VZPH5+/vj5+dtsvrGkr68XGD5R/ef8/QMZGhpCr9fbJMk7cWIS8fGJ6HRDKJUqmyVOPs1sNtPd3UlnZwcqlRo/P3+8vLxtMrdGoyEraz4XL57l7bdfw83NHZ1uCJ1Oh1KpssnrdETEBDQaDTdvXmXBgqWW8aGhIYqK8omNtf5JJCHE2CIJHCGE+BK6ujopLMyju7sLT08vUlMnj6vdYUKIsSs9fSrx8QmUld1mcHCQgIAgoqNjx1W5zeDgUNau3cTx44d5++3XLOPx8YmsXPmwHSMTwn40Gg2bN2+jvLyEsrISDAYD8+cvJiUl3WY923JyLlJbW83MmZl0d3d/XDoshuLiAo4dO8DmzdusOv/QkJa+vl4iI6NHXYuMjMZsNtPZ2W7VBM79Hdzp6VNHlLOLiYln9ux5nD9/igULltikYbvJZKK6uoLKynJMJhNRUTHExyeOOLloLX19vQwODuDu7s6HH+6grq4WGO79mZAwCZ1OR3d352cuZItvVldXJ/fuNbNu3eYRZescHR2ZPn0WH310CK12UHo72sD9vk91dbWjepLdvXvH0tPQloaGhlCpbJ/A0WoH2bt3J3V1tTg6OmE0Gjh79gQzZ2Yyb95im2xKysyci4eHJxcunKG3twcY3iy1ZMlKmyQZnZycyMiYw4ULZ+jv7ychIYn+/n6uX89lcHCAWbOyrB6DEGJskQSOEEJ8QUVF+Rw9egAHBwf8/AKoqCgjN/eSZRelEELYm4uLK5MnT7d3GHYVFzeR6OhY7t69g1arJSgoeFw2xNZqtVy7lkNpaTE63RDBwWHMmJHxmc3sxYNPqVSSkDCJhIRJNp/bbDaTl3cDZ2cXrlzJJigoBAcHB65cuYyjoxN37lTT2dlh1d9TjcYBjUZDe3vrqGv3x6zdw25wcJCBgX5LGbtPmzAhmrNnTXR2dlo9gaPT6fjwww+4e/cOvr7+qFRKCgvzCAwMYtOmbbi4uFh1/vsnCM6fP01QUDArVqxBoVCQn3/T0u9CEga2odfrACz9oD7dA8fV1f3je/Ty72EDHh6exMUlcOHCaXx9/QgLi8BkMnH7diGFhXlkZc232WnqgoJb5ORcpKurExguTzt//hLCwmxThvbo0YO0trawYcNjREfHotfruXHjChcunMHb23dUXxhrSU5Os/QBskcia9asLJycnMjNvUxxcQEw/Ldi1ar14/akmhDjmSRwhBDiC+js7ODo0QMkJ6exZMlKNBoNOp2OkyePcvToAUJDw212rFsIIcRfplKpxk3fn8+i1Q6yfftbdHd3kZiYjKurGxUVpbz//tusXr2exMRke4coxhG9Xs/AQD9KpZItW54kImICMLz7//3330arHaS7u8uqCRyVSkVSUgo3blwlIWGSZfFrYKCfS5fOERISNmrX+zfN0dERtVpNe3vbqGttbfeTSNY/fXPhwmmamhqYM2chvb3dmM1mEhOTuXo1m5Mnj/LwwxusOr+TkzOOjk7o9ToSE1OoqanCbDYTH59Ic3MTSqUCNzf3z38g8bX5+Pjh4ODA/v17MJtNREfHYTKZOHfuFGq1Gjc3d6snNsUnli9fze7d29m+/S28vLzR6/X09/eRmJjMzJmzbRLDjRtXOXXqGAkJk1i0aBlDQ0PcuHGFHTve4bHHniYkJNSq83d1dVJRUcry5auJiYkDwMHBgYyMOTQ3N3L9eq7NEjgwXMLeycnJZvP9+dyTJ08nLW0qfX19aDQanJ0lmSrEeCUJHCGE+AIKCm7i6OjE0qUPWUoMODg4sGTJSioqSikouMXcuQvtHKUQQggBV65k09PTzZNPvoCvrx8AWVnzOXRoLydOHCU2dqJdatqL8en++yY/vwBL8gbAy8ub+PgEbty4itlstnoc8+YtoqGhjrfeepXo6FjUag3V1RWo1WrWrLFu0gKGn4fExGSuXcslPj7R8rvZ19fH5cvnCA+PtPpmIIPBQEHBLZydXbh48Qw+Pr4olSry82/i7u5BaWkxS5assOopoL6+PoaGtCgUCs6cOY6zswsKhYKystsoFAqMRjOdnR1WT6iJ4Z9JFxdXuro6mTZtFjNmZGI2m7h82ZmCgjx8ff3GVRlWe3NxcWHbtmeprq6gtrYGlUpNfHwiwcEhNjl9o9fruXTpHGlpU1i+fLVlfOLEJN5553UuXz7Pxo2PWTWG+8ns6OjYUdeiomIpLy/FbDaPm96OMHyC1tp94oQQY58kcIQQ4gvo6uoiMDBoRH1oGE7iBAQEWY6YCyGEEPZ2+3YhkyalWhaIYXgBICtrPqWlxdy5U01cnDTAFbZhMBgAaGtr4c6daiZMGO5D09nZQXl5KYBNFuOcnV3YuvVZCgvzqKgoZXBwkGnTZjF58nSr9r75tPnzF9PYWM+bb/4X0dGxqFRqqqsrcHBwZP36R60+/8DAAHq9HpOpn02btjJhQjQKhYKGhnp2734PgJ6ebqsmcEwmIzCcPEhImERzcxNgJjo6loqKUoaGhjCZTFabX3yit7eXrq5OoqJiuXXrGtev5wLDfbOiomKora1Bp9PZvPfKeKZUKomNnWiXJvVNTQ1otYNMmTKyFK9arSYtbTJnzpzAZDJZNann7DxcwrGzswN395FJi87OdpydncdV8kYIIe6TBI4Q4gvr7e2hu7sLd3cPPD297B2OTXl4eFJbW4PBYBiRxNHr9bS23iM0NMyO0YnxzGQycffuHfr7+/D19ScoKNjeIQkh7GxoaGjUwgdgGRsa0to6JDGOaTQaXFxcUSgU7Nz5LkqlCoUCjEYjjo7DpWlsVYbW0dGRadNmMm3aTJvM9+dcXFzZtu05CgtvUVFRhsmkZebM2aSnT7NJ+bT7J++Cg0NGlJkMDQ1jwoQYyspuj9qs9E27/2/u4eFp6X9z3zvvvE5zc6PNeq6YzWYaGuqoqqoAhnf9h4VFjJsF4oGBPmC4r0ZfXw+trS3AJ6flamqq0GoHJYEzTtw/CalQjE7QKBRKzGaz1U9LhoSE4uPjy4ULZ9i0aavlZ6+1tYW8vJukpk626vxCCDFWSQJHCPG5+vv7OH78MBUVZZaxCRNiWLFiNR4ennaMzHZSUydz7VoOZ84cZ9Gi5ahUKgwGA2fOHGdoaIjUVNvV4hXivvr6uxw6tJeenm7LWGhoOGvWPDJufjeFEKMFB4dQUVHGrFlZIxYiKyqGTzsEBYXYKzQxDikUCiZNSuXatRzgkxMYMJxMDA4OHVd9BIeTSLOYNm2WzefW6/UANDc3UlFRxsBAP2azGQ8PT+7erQE+OTFlLYODAwC0t7dx6NBepkyZjkKhJD//Bs3NjcBwbyJrn4rS6/Xs37+b6uoKS5+X3NxLREfHsnbtpnFRZtLT0xulUsnZsyeIjIxi9er1mEwmbt26zvnzp3FwcJAeOONIcHAojo6O5OffYPHiFZZxo9FIYeEtJkyIRqVSWTUGhULBihUPs3v3e7z66v8jLm4iWq2WysoyfH39mT17rlXnF0KIsUoSOEKIv8hoNLJz53sMDPSxfPlqQkPDaW5u5OLFs3zwwTs89dSLODo62jtMq/P19WPp0pUcP36EsrLbBAQEc+9eE1rtIMuWrbJq410hPkt3dxe7d28nMDCYtWs34ucXQG1tDSdPHmXXru0888x3pG65EHZmMBgwGAw4OjradEf3jBmZ7Nr1Hh99dIjZs+fj6upKeXkJp04dIyYmztLAXQhbub8wD8MnLxwdHS27/Ts728ddTwN7cXZ2Rq1Wo1Ao2bt3x4hrw+MK3Nys22vB1dUNjUZDZGQ0dXW1lJQUAcOnk+LiEqiqKv/ME4TftPPnT3H3bg1r124iPj4BgIqKMg4f3sv586dGLGA/qBwdHVGrNej1OqZMmUFc3ETLCYvGxnocHBytvmAvxg4HBwcyMuZw7twpdDodyclpDA1puXYtl9bWFrZsedImcYSFhfPUUy9y48YV6uruolarmTdvMWlpU8bFuoMQQnwWSeAIIf6isrISWlvv8eSTz1t27Pr5+RMaGs7rr/8HxcUFo+rkPqjS06cRFhZJQcFNuru7SU5OIy1tyogeA0LYys2b11AqlTzyyBbLh5nY2HhcXV3505/+SGVluWVBQghhW11dnZw/f5ry8hJMJhM+Pr7MmJFJaupkmyxSR0XFsHz5as6cOU5BwS3LeHR0LKtWrbf6/GK0wcEBKivLMRgMhIVF4O8fYO+QbMZoNFJffxdvb1+WLl1JeXkJRqORmTNnU1NTRXFxAXV1tURETLB3qA88jUZDQEAQjY31REZG4eTkhNkMBoOe6upKvL19rH7yRaPRkJycRnFxAWvXbhoRw759O0lMTMbZ2bol1HQ6HYWFecyYkcnEiYmW8fj4BGbMyOTq1Wzmzl30wJcOa29vQ6cbIjAwiH37duLq6obJZGJwcICgoBCamxvp7++3SXk/MTbMmJGJSqXmypVLFBbmAeDvH8jGjY8TFhZhszi8vX3GRRJVCCG+KEngCCH+ort3a/D3DxxVbsXb24ewsAhqa2vGTQIHhpNXCxcus3cYQtDYWE9UVOyonWjBwaF4eHjS2FgnCRxhN1qtFp1uCDc393F3Eqynp4d3330DvV5vSdYMDPTz0UeH6O/vIzPTNuU/0tKmkJAwiaqqCnS6IUJCwggICLTJ3PeZzWZqa2soKSlCr9cTGhpGcnKapQeGLePo6GhHr9fh6+tv89JIV65kc/HiGYxGIwqFArPZTFxcAqtWrXvgF4hh+PXAbDYTGTmBCROimTAh2nLNxcWV4uICmpoaJIFjAyaTie7uLpydXaitrSEkJAyVSkVdXS1OTs709fXapGn9vHmLaW1tYdeu9/D19UOhUNLW1kJwcAiLFy+36tyA5fuMjIwadS0yMorLl8/T29vzwG/SMptNACxYsBSlUklNTSWgIC5uIt3d3Rw4sNtyjxgfFAoF06bNZPLkaXR0tKNWq/Hy8pYTkkIIYWdjOoHzhz/8gf/zf/4PTzzxBH//938PDDdl/fWvf83Ro0fR6XRkZWXxs5/9DD+/T95cNTY28vLLL3PlyhVcXFxYu3YtP/zhD0c0ZLxy5Qq//vWvqaioIDg4mO9+97usXz9yR+L27dt54403aG1tJSEhgX/8x38kNTXVNt+8EGOEUqnEYNB/ZmkLg8Ew7hbmhBgrHBwc6O/vGzVuMBjQarU4OEiJAWF7nZ0dnDlzgqqqcsxmMy4urkyfPouZM2ePmw//ly+fY3BwAI3GAVdXd2C4HI1Wq+Xy5fNMnjwNZ2cXm8Ti6OhIUlKyTeb6cyaTiUOH9lJaWoyPjy8uLq6cOXOC3NxLbN78hM3KuNXW1nDq1Ee0tQ2X63J0dGL69FlkZs61yc/k7dtFnDt3kunTZzFrVhaOjk6UlhZz4sQRjh8/zOrVD/6JKCen4YRdY2PDqGtVVeUA+PnZNrk4XvX399Pf38fatRsxGAxUVg6/Vg+XA/Zlx4536OhoJygo2KpxODo6smXLk1RXV1hiyMqaT1zcRJt8tnB2dkGhUNDa2jIqcdja2oJCocDFxTav0/bk6+uPm5s7hYV5rFq1jvDwSGA46X3x4jn8/PylB844pVKpxtVJUSGEGOusksDR6XQoFIqvtbutoKCAHTt2MHHixBHjv/zlLzl//jyvvPIK7u7u/Mu//AsvvfQSO3YM1/A1Go28+OKL+Pn5sWPHDlpaWvi7v/s7NBoNP/jBDwCoq6vjxRdf5NFHH+U3v/kNOTk5/MM//AP+/v7MmTMHgKNHj/KrX/2Kf/7nfyYtLY133nmHZ599lo8++ghfX9+v/H19W5jNZm7fLuTGjSu0tbXi6upGSko606dnjIuGjuITsbETuXXrOlVVFcTGxlvG6+vv0tTUYJcGrML+9Ho9FRVl9PZ24+3tQ0xMvNTItrGEhEkcPXqAu3fvjFh8uH49F51uiISESfYLToxLvb09vPvuH9Hp9JYa+lrtIOfPn6anp4elS1faOULbKCkpwmw2o9MNodMNWU5cgAKTyURZWQnp6VPtHabV3bx5lbKy26xZ8wgJCZNQKBT09HSze/f7HDy4h6ef/o7VEyiNjQ3s3r2dkJAwNmx4DGdnZ0pKirl06RwGg5558xZbdX6Aa9eyiYqKJTNzHtXVFej1esLCIpg3bzGnTh1j3rxFeHh4Wj0Oe1KpVJZyTBcvnmXWrCzUajVlZbe5efMaDg4OREfH2Cwes9lMW1sLRqMJPz//EZv8bKGjo52cnItUVJRhNpuIjIwmIyOL4OBQq8/t4OCAQqGgv7+PKVNmMGnSJ5sTS0tvA58k3KxNqVQSGzuR2NiJn3/zN8zZ2Zm4uARycy8RExOHl5c3MFz+Mjf3EnFxE22WaL93r4ns7IvU1FSiUCiIjo4jM3MO/v7WT2oqlUpmz57H8eOHUSgUpKVNwWg0cvPmNWpqKlm7dtO42XwhhBBCjGVf+d3qtWvXyM7O5umnn8bDY7jJYGdnJz/+8Y/JyclBrVazbds2fvSjH33px+7v7+fHP/4xv/jFL/iv//ovy3hvby8ffvghv/nNb8jIyACGEzorV64kLy+P9PR0Ll26RGVlJW+99RZ+fn4kJibyN3/zN/zmN7/hpZdewsHBgR07dhAWFsb/9//9fwDExMRw48YN3n77bUsC56233mLTpk088sgjAPzzP/8z586d48MPP+SFF174qk/bt8b586e5cuUy0dFxZGUl097eSnb2Be7cqWbTpq02/6Aj7CcqKoaoqFgOHNj9cQ+YcJqbG7l58xqhoeEj6kaL8eHOnWoOHtzD4OAgDg6O6HRDuLt7sH795lGl9oT1JCWlUFxcwK5d75GYmIyfXwC1tTXU1FQyc+ZsfHwe/M0GYmy5dOkcg4OD+Pj4MXv2XDw9vaisLOfKlcvcunWNWbNmP/AL1TCc4AaIiIhkzZoNuLi4cvt2IUeO7Mdsvt/M/cFP4OTl3SQhYRKJiZ+cAPLw8GTRomXs3PkujY31hIaGWzWGnJyLeHv7sHnzNssmg5CQMBwcHLh6NZsZMzKtukhrNptpbm5i4sQk/vM//w8Gg8FyLSYmHrPZTEtL87j4vVi7diNvvPFfZGdfIDf3EgqFwlJSbvXq9TZbJC4vL+Hs2ZN0dXUC4OLiwqxZc5g2baZNYmhra2X79jfRaByYOnUGarWa4uICtm9/iw0bHhtRXs4aHB0diYmJ59q1XBISJuHiMtzbZGhoiNzciwQHh1qSGQ+6xYuX8/77b/P66/9BdHQsoKCmphI3N3cWLbJN7436+jp27vwTHh6eZGTMwWw2U1iYx7vvvsGWLU8RHGz999XDGwrMXL58nqKifAA8Pb1YvXq9fM4TQgghxoivvAr/xhtvUFVVxd/8zd9Yxv71X/+VS5cuERkZSX9/P2+88QZJSUmsXPnldlz+/Oc/Z968eWRmZo5I4BQVDdfPzszMtIzFxMQQEhJiSeDk5eURHx8/oqRaVlYWL7/8MpWVlSQlJZGXl2dJAH36nl/+8pfA8Ami4uJiXnzxRct1pVJJZmYmt27d4sv6tm1a6eho58qVy8ybt4iMjCzLeEpKGtu3v01JSSGpqZPtGKGwJYVCwSOPbObSpXPk59/k+vVcHB0dSU2dzJw5C1Cr5dTFeNLT083evTsIDQ1n2bKH8Pb2oaXlHseOHWT37u28+OL3R/VkEdahVqvYsGELx44dpKzsNsXFBTg5OTF79lyysuZ/6/72iG+/srIS1Go1TzzxrGUHd1hYOC4uLpw5c4Kiojxmz55n5yhtZ+PGxy2nlpOTUykpKaSqqpKBgYFx8fvZ09NFevqUUd9raGiY5XpYmHUTOHfuVJGVNR+lUkF9/V0MBj2BgcGkpU0hO/sC9fV3rdorTKFQoFZrKCu7zZQp08nImIOTkxO3bxdx8uRRYLik23j4efDy8uLFF1/iwoUzlJeXYTIZCQ+PZMGCxQQGWrdc133V1ZXs27eLmJg4li9fhVqtoagojzNnjgNmZszI+NzH+LrOnTuFi4srTzzxnOV1cubMTHbseJfTpz/i2We/a/VE0sKFS3jvvbf44x//k6SkFJRKJSUlxeh0Q2zZ8uS4+HkE8PDw4KmnXqCg4BZVVRUAzJ27kLS0KTY7hXTmzHH8/QN5/PGnLBskp0+fxXvvvcm5cyd57LEnbRLH5MnTSE2dbCkf5+8fIGWyhRBCCCv7Mu+5vnICp6SkZEQSZGhoiGPHjjF79mzeeOMN+vr6WLNmDR988MGXSuAcOXKE27dvs2fPnlHX2tra0Gg0lhM/9/n6+tLa2mq559PJG8Dy3593T19fH1qtlu7uboxG46hSab6+vlRXV3/h7+WTr3P/0l9jT3l5V3BycmL58sUjyqX5+SVz9WocVVVlLFxomwa8YuzYsGEd69atQavV4uTkJOWyxqnr1y+jUql47rlnLB9u/fzcCQl5hl/+8pfcuVPG7Nmz7Rzl+GA2m9m5cye3bxcxYcIEgoKCqKys5PLlCwQF+Y/aqCCEten1OgIDAwkLG9nbZP78LM6cOUFPTyd+ft+u90Rfxx//+J8YjUYMBgOurq60t7cD4OCgGhfPg4+PD+3t90Z9r+Xlwz1PIiNDrf48qFQqurraeO2139Ld3Q2AWq0mLS0NAC8vV6vH4OTkyMCAkaVLF1k+f/j7Z3L9eg6tra1MmBCCj8+D//MAw+8XJkzYarf5P/jgEhMmTGDq1MkUFd3CaDQSGxuLRqMiN/cSS5YssGqp6KGhIaqrK1i7du2o18mlSxfzxhtvYDD0Exxs3YSWn587P/jB33L+/HmKi4sxm81MmpTE/Pnz8fe3TW+qscOdsLClwFKbz9zR0UFTUwPbtm0jKGjkqaeFCxewY8cOHB3B3d12rw+BgV42m0sIIYQQX9xXTuB0dXURGPhJXdZbt24xNDRkKTnm5ubGggULOH78+Bd+zKamJv7X//pfvPnmmw/UDu729l4+LgX/hTU1NXLjxlXa2lpwdXUjOTmNhIQkmxzt7+rqxcHBge5uLaAdcc3BwYmuri7a2nqtHocYuwYHB+wdgrCTmpq7hIaG09enp69P/6krw40uq6trmTgx9b/9evHNKS8v5fr166xatY7k5OHnfN68pZw8eZR9+/YRFBRpsw/9ra0tXLx4jv7+PgIDg5gzZwHOzs42mVuMHRqNhtbWVurrW0fsXr52LRcAd3dvm71/GBoaoqKijKEhLcHBIQQHh9qsRJNSqcRkMlkSBgBa7Sfvp7y8/MbF+6iUlMmcPn2ciIhoEhOTUSgUdHd3sXfvPvz9A3Fxsf7PQ1DQ8Cn9mJg4Hn54A87OLpSUFHHhwlmUSiWengFWjcFsNtPX14eLiwv//u//TmJiMs7OzpSW3qanZ/jno6ysmrg46S9pbUNDQ9TW1uLp6cWuXbsIC4tAo9Fw5MgRnJ2dGRgY4PbtCquW9RsYGMBsNmM2q0b93BmNw6cdWlu70Ghs0TRexezZC5k9e+GI0fHw2jRWtLV1AWAwKP/bn4d79zoZGrJ1ZEIIIYSwBYXiix/6+MoJHCcnJ/r7+y3/feXKFRQKBdOnT7eMubi40NPT84Ufs7i4mPb2dtavX28ZMxqNXLt2je3bt/PGG2+g1+vp6ekZcQqnvb3dslvIz8+PgoKCEY/b1tYGMOKe+2OfvsfNzQ0nJyeUSiUqlcqyU/LT8/z5yZ0vwmzmSyVwCgvzOHr0AF5e3kRETKCjo50DB/ZQUZHCqlXrrL4AERISTm7uZerr6y1lLmD4g09VVQWpqZO/dEJKfPsNDWkpKSmis7MDDw9PkpJSbNbcU4wdzs7ONDU1YDKZR7wWGY1Genp6iIqKkdcHGykqyic4OIRJk1I/9ZwrmDt3EQUFeRQXFzJzZuZfeohvxLFjByko+KS8aENDHbduXWf16vUjel+IB9/EiYkUFAzX7s/MnIenpxdVVWXk5l4GIDk5zSavD4WFeZw8eRS9Xo9CocBsNhMWFsHatZtwdXW1+vyenl50dnag0Wgs/XCGKQAz6enTxsXr5OTJ02loqOfgwb1cvHgOFxdXGhvrcXV1Y/PmbYDC6s+DXm9AoVDQ1dXJvXvNODu7cu/ePWA4uaLT6XFwsOamMQWOjo4kJaWi0QyXUtPr9YSHRzJ79jyOHNmPg4PjuPh5sDeFYnhBvK+vj23bniMkJBQYLg377rtvfHyX0qr/Fk5Ozvj4+FJScpuJEyeNuFZSUoyDgyO+vgHy8zBOeHn54OLiSklJERERE0ZcKykpxt3dA3d3T/l5EEIIIcRXT+BERERw8eJFdDodAEePHiU2NnbEsevGxsZRZcj+klmzZnHo0KERY//zf/5PoqOjef755wkODkaj0ZCTk8OyZcsAqK6uprGxkfT0dADS09N59dVXaW9vt8ydnZ2Nm5sbsbGxlnsuXLgwYp7s7GzLYzg4ODBp0iRycnJYvHgxACaTiZycHLZute6x/4GBfo4fP0xKSjrLl6+21J69fbuIQ4c+JC5uIgkJkz7nUb6emJg4/P0DOHBgN4sXr2DChGja2lo4e/YkJpOJKVNmWHX+T7u/ENjePpxgS0lJJy4uwWa7aMWwO3eq2b9/FzqdDi8vb7q7uzh//jSrVq23au14MfZMmpRKUVE+hYV5I3phXblymcHBAZKS5PSNrfT39+PjM3pTgaOjE25u7gwM9H/GV32ziosLKCi4hZeXN488sgVfXz/Ky0s5fHgvhw7tJTo67oE6Uft5+vp6KSkpZnBwAH//QOLjE8ZVucmsrAWUl5fS1dXFoUMfAsOnUcxmM5MnT8XT08vqMdy9e4ejRw/g7u6BwWDAbDbj7OxMS0sz+/bt5PHHn7b6ewij0YhKpUKv16NWa9BoNB+fXB1ehauvr7X6e7mxQKlUsnr1etLSplBSMtzHMikpmUmT0mz2unDvXiPTps2kra2N48ePAODt7cOCBUs5e/YEjY11xMdbt0l3YmIyxcUFPPnk88ydO3zawWg0snfvDtzdPQgLi7Dq/J+m0+mora3GYDAQGhoxqiz1g0ylUqFQDCfUAgI+qSLh7u6Bh4cnfX29Vv+5VCgUzJw5m2PHDnLq1DGmTZuFWq2moOAWV6/mMGtWFg4ODlaNQYwdKpWKGTMyOHfuFM7Ozh8n983cvHmVoqJ8Fi9eIX1ohBBCCAF8jQTOpk2b+Md//EeWLFmCRqOhoaGBn/zkJyPuKS4uJiYm5gs/ppubG/Hx8SPGXFxc8PLysow/8sgj/PrXv8bT0xM3Nzd+8YtfMHnyZEvyJSsri9jYWH7yk5/w4x//mNbWVl555RUef/xxyxviRx99lO3bt/Nv//ZvPPLII+Tm5nLs2DFee+01y7xPP/00f/d3f0dycjKpqam88847DA4OjjgdZA0lJcUALFiwZMQbtqSkZG7evEphYb7VP/QrlUo2bnycgwc/ZN++nZZxDw9PNmx4zCYLMAC3bl3jxImjeHv7EBExgZaWe+zbt4u0tCksW7ZKkjg2MjDQz759OwkNDWfFiodxd3env7+fkyePcvDgHp577nt4eXl//gN9A6qrK8nLu05XVxeenp6kpU0lJiZOfhZsKDIyitTUyRw7dpDi4gICA4Opr79LU1MDmZlz8fcPsHeI44a/fwCVleWWxeL7Ojra6erqtMm/xeXL51EolDzzzHctfQMmTkxEpdrAhx/u4MKFMyxZssLqcYwFt25d59SpYygUClxcXOnt7cHT04sNGx7Dz2989BRwd/dg27bnOHv2BJWVw31OnJycmDZtFrNmZdkkhuzsiygUwyepFy9egYeHJxUVpRQU3KKhoY6mpkbLzntrMRgMTJ+eweDgIOXlJRgMho9LCy5kz573LZufxgOFQkFkZBSRkVF2mV+tVqPROLBp0+MMDWnR6+/3I2rj7NkTqFRf+aPQFzZ79jxqaqp4661XmTQpFUdHJ8rKbtPV1cn69ZtttkB769Y1zp07jU43XI9JoVCQkpLO0qUPjYtEs043hNlsRqsd5L333mTKlOloNBoKC/NpbKwHht/z+vp++WoLX0Zq6mS02kEuXz7PjRtXgeGF/GnTZpKVNd+qc4uxZ8aMTHQ6HVevZpOTcwkYLkc6Z84CpkyZ/jlfLYQQQojx4it/atmwYQN37txhz549aLVatmzZwpNPPmm5fuvWLe7cucPGjRu/kUDv++lPf4pSqeT73/8+Op2OrKwsfvazn1muq1QqXn31VV5++WU2b96Ms7Mz69at4/vf/77lnvDwcF577TV+9atf8ac//YmgoCB+8YtfMGfOHMs9K1eupKOjg9/+9re0traSmJjIH//4x69UQu3L6O/vw9nZ5TNLU/n6+tHScs+q89/n7u7B448/zb17TbS3t+Hi4kpExASbfcjs6enh5MljTJkyncWLV1gW6PPzb/LRR4eIi0sgJibOJrGMd4WFeZhMJlavXm/5uXR1dWXlyof5/e//L/n5N5g3b7HV47hw4Qw5ORcJCgomPDyCpqYGPvzwA2bMyGTBgiVWn18MUygULF++msjIaAoKblJZWYa3ty+PPLKF2Nj4z38A8Y2ZMmU6+fk3OXr0AAsXLsPV1ZW2tlaOHNmPm5sbEycmWT2Gvr5evLy8RjV9jo2diEKh4N69JqvHMBbU1dVy4sQRJk+exty5i3BycqK19R4HD+7lww8/4PnnXxo3u2h9fIZfD7TaQYaGhnBzc7fp4nBjYx0qlZJt2577+BSMjujoWDw9vbh48Sy1tdVWT+CEhIRSVVXB00+/yPLlqyzjt28XAhAcbN35xSfi4xMpKLjF1KkzcXFxwdFxuHTalSvZODk5jypbZA1ubu5s2/Yc165lU1p6G4NBT1hYJKtWrbPZz0JZ2W1OnDhKWtoUZs3KwtHRkeLiAs6dO4VKpWLp0odsEgcMbzKoqCjDaDQQERFFaGiYTTbiODg44uLiQlhYJFrtIMeOHQSGN0OkpU0lP/+GzTYkzZiRSVraVO7ercFkMhEWFmmT8o5i7FEoFMyZs4Dp02dRV1cLKIiIiMTR0elzv1YIIYQQ44fCbLZOVVWdTsfQ0BDOzs6o1dbf3TaWtbX1fuHatSUlRRw8+CHPPvtXI3bsmkwm/vCH3xEeHslDD621TqBjSG7uJbKzL/C97/1wRDkDs9nM22//AW9vH9au/WaTg+KzHT16gLa2Vp544rlR13bv3o5KpWL9+ketGsO9e028/fYfmDt3IbNmZVk+6F+9ms3ZsyfZtu1ZQkLCPudRhHjw3L5dyLFjBzGZTLi4uNLX14ubmzsbNjxGYGCQ1ef/3e9+g8Gg52//9n+OGO/o6OD1139HfHwC69ZttnocMNwcurS0mIGBfvz9A4iNnWizxMH+/btpa2vh2Wf/asRCZHNzE++88wfWr3+UuLiJVo9Dp9Nx/XouxcUFDA4OEhAQxPTps8bVhof//b//BXd3DwICAqmsLMdsNuPu7kFiYjJXr2aTljaF5ctXWzWGurpaPvjgHRISJpGVNR93dw/Ky0s4efIYYWHhbNjwmFXnF5/o6urk3XffQKVSMXnyNJydXSgtLaa2tobly1eTljbF3iHaxDvvvI6TkxObNm0d8RqVm3uJS5fO8Vd/9be4uFg3gWA2mzl9+iNu3LiKRqNBqVQxNKQlMjKKdes226Ss3sWLZ7ly5TKrVq0jMjIas9lER0c7+/btJCwswmZ/r4QQQgghhFAowM/P/Qvda7XMioODg9Tw/Qri4hJwd/fg0KG9rF69Hj8/fwYGBjh37iQ9Pd027T9jT/39/bi7e1Bff5ebN6/R0dGGq+twDxxfX1/6+vrsHaLNmM1mCgpucevWNTo7O3Bz8yAtbTJTp860yeKkq6sblZVlGAyGEclYk8lEW1sr0dGxVo+hqCgfNzc3Zs6cPWLhYdq0Wdy4MVwnWhI4YjxKSkohKiqW0tIi+vr68PX1Jz4+wWYbJ5KSUrh+PZfjx4+wdOlKFAoFOp2OPXu2A8M9UWyhsDCP48cPf9zvxIX+/j6bli9ra2tlwoToUbvIg4KCcXJypq2txeoJHL1ez44df6K19R6Jicl4eXlTVVXBnj3vs3jxcqZOnWnV+ccKtVpDd3cXRqORRYuWW0qoXb2aDYC/f+DnPMLXFx4+fLri5MmjlJQUWcZjY+NZtWqd1ecXn/Dy8mbr1me4dOkcly+fx2g0Ehwcyrp1m8dNDz+j0Uhzc+Nnlh9OSJjE+fOnaW5usvr7uRs3rnLjxlUWLFjKlCnTUalUVFaWc+TIPo4fP8yaNY9YdX6AzMy5tLa2cODAHjw8PFGr1XR0tBMYGMyyZas+/wGEEEIIIYSwg6+9wnPy5EkOHz5MdXU1Wq2WkydPAlBVVcWZM2dYs2YNgYHW/7D8oFCr1Wzc+Bi7d7/PG2/83tKIWqFQsGLFGoKDQ+wdok34+wdw/Xoue/a8T3BwKBMnJtLa2sJHHx1CpVKTmppu7xBt5sSJI+Tl3SAwMIjg4FB0uiHOnz9NXV0t69ZZv3Z6cnIaubmXuHjxDPPnL0GhUHxcfuQyPT3dpKSkW3V+GN5Z7+XlM+p7VSqVeHv7MDAwYPUYxEgmk4na2hp6e3vw9vYhLCxCehHZibOzM5Mn26dO+vz5i6moKCUv7zrFxQW4ubnR1dWJ2WwmOTnVJn14GhsbOHr0ACkp6cyfvwQXFxdaWu5x6NBe9ux5n+eff8nqye7h8nVtAAwODqDVanF39/i4jJjW6jvbYbgHz717TWzb9ixBQcPvFTIy5nDq1DHOnj1JYmKyTeKwN3d3d9rbh+jv76OxsZ6+vh4aGxss1+8/N9aWlJRCXFwCNTVV6HRDBAWFjJteSGONt7cPq1evZ9WqdZhMpnHR7+XTlEolarWagYH+Udf6+4c3RFl7053ZbObGjStMmpTKjBkZlvG4uInMnbuQU6c+YsGCpbi7f7EdiF+VSqVi3bpN1Nffpby8FJPJyLx5i4iNnThuylwKIYQQQohvn6+cwDGZTPzgBz/g+PHjwHCTWq1Wa7nu6enJK6+8gslk4sUXX/z6kY4j/v6BvPji9ykvL6GtrRUXF1cSEyfZZeGltbWF9vZWXF3dbLpAe78muJubO6tWrcPHx5f+/n72799Fff1dvL19bRKHvTU1NZKXdwO1WsO9e814eHjS19eLQqGgsrKcyspyq+8g9fX1Y+HCpZw5c4KKijJCQ8Npamqkvb2VjIw5Njn5EhAQSHl5CQMDA7i4fNIfSqvV0thYz8yZs60eg/hEY2MDBw/uobu7yzLm5xfA2rUbrd78V4zW09NDcXE+PT3dBAQEkZSUYpNSNDC8GPbcc9/j/PlTFBcX0Nvbg4eHJxkZc2xWmujmzat4e/uwfPlqywJcQEAgq1ev4623XqOysszq/YBSUtI5cmQ/77zzB5qbh/v+ODo64ubmgVqtJiHB+v2ISkqKiItLGJGgUCgUzJ49n1u3rlNeXkp6+lSrx2FvOp0OpVKJi4sr9fV3MRgMODo6WTYftLe3EhpqmxObGo1m3Jzy+DZQKBTjLnkDw993QsIkbt26TlraFFxd3YDhz3I5ORfx8PC0+ns5vV5PV1cnWVnzR12Lioq1/G5aO4EDw89HeHgk4eGRVp9LCCGEEN+M1tYWmpoacHBwJDo6Vio+iXHnKydw3n77bT766CMeffRRfvSjH/HWW2/x+9//3nLdz8+PqVOncu7cOUngfAUqlYrExGS7zd/X18uhQ3u5e/eOZczb24eHHlpLaGi41eevqChFrVZjNpt4/fX/wN3dg/7+PpRKJV5e3tTX1zJ9+iyrx2FvRUV5AAQHh/DQQ2vx9PSiv7+PkyePUVZ2m/z8mzZZHJo+PYOQkDDy8m7Q2dlBQEAgS5asIDIyyupzw/DiaHb2RQ4c2M3y5avx9vahq6uT48ePAIybGvZjQX9/H7t2vYevrx8PP7yBwMBg6uvvcuLEUXbufJfnn39pVEN7YT3XruVy5swJ4JNGa2fOHGfTpq02W5xSq9UsWrScRYuW22S+P9fa2kJkZNSo3dMBAUG4urrS2tpi9QROZGQUarWa5uYmvLy88fb2oaGhjvb2VsLDI2zSjFinG/rMxc/7vQiHhoasHsNYcH+xuqurk8bGegAMBj3Tps3i2rUcTCaTnSMUwvaysuZTU1PFm2++SkpKGo6OTpSUFNPW1mKT09xqtRoHBwc6OtpHXbs/Nh5OCAohhBDiy9FqtRw6tJfq6grLmKOjI4sXryA5Oc2OkQlhW185gbNv3z5SUlJ4+eWXAT7zZEZkZCTnzp37qlMIOzGZTOze/T4DA/2sXv0IgYFB9Pb2cPHiWXbt2s4zz3wHT08vq8ag1Q7i7u7B009/h/LyEtrb23BzcycxcRInThy1lHx40N271wzAmjUbcHMb3jHp6urGQw+tpaKilPb2NpvFEhoabpPk3WdxcXFlw4Yt7Nu3iz/84Xe4urrS39+Pk5MTjzyyBTc36+/YFMPy829iMhnZsGELzs7Dp6EiIibwyCOP8oc//I6SkiJSUyfbOcrx4e7dWs6cOY5SqWL69JkEBARTWVlGSUkRO3e+y/e//5NxsTPJxcX1MxcFBwb6GRwctFn5MoVCwdKlK6msrGBwcICEhEm4urqTk3OBtrZWq5fPCg4OpbKynPnzl4w4ZVBTU4VeryckJNSq848VEyZEU11dyfPPv8TAQD9DQ1q8vX0pLMyzXP86jEYjZrP582/8msbraRFhHZ6eXjzxxHPk5l6isDAPg8FAePgEli5dSVhYhNXnVyqVJCWlcPPmNZKSUiyndYeGtFy6dJaAgCCblNwUQgghxLfL4cN7aWysY/Xq9cTHJ9LX18ulS+c4cmQ/Hh6eRERMsHeINnPnTjXXruVy714jjo7OTJqUwrRps8bFZ37xNRI4tbW1PP7443/xHi8vL7q6ur7qFONad3cX+fk3aG1txdXVleTkNJt8wAKoqamkpaWZlJR0Tp48ilY7iFKpYuLERNraWrl16xrz5y+xagyBgcFcu5ZLT083kyalWsb1ej21tTVMmpRi1fnHivs7IoeGtJYEDgw/D2az2eb1uoeGhujt7cHNzQ0nJ2ebzh0eHsl3v/s/KC8voaurE09PL+LjE+WPlY01NjYQHh5pSd7c5+3tQ0BAEI2N9eMugdPb20N/fx+ent44O9vu9+L8+VMAPPHEswQGBgOQlJSMv38gFy6c5urV7M8sV/OgSU5O5fDhfZSVlTBxYiIwvBHh3LlTltMY1lZVVcHEiUlMnjx9RD8io9HItWvZVFVVWD2BM23aLEpKijhwYA/z5i3Cy8ubqqpyTpw4SkhImM3eQ9jbzJmzKS0t5v333yYjIwsPD09ycy9y5Uo2KSnpeHl5f+XHNhqNPPnUFoa0g99gxJ/N0cmZd97+QJI44hvj4eHJ0qUPsXTpQ3aZf86chdTV1fLWW68SGzsRBwcHKirKMJvNPProNumjJ4QQQogRWltbqKqqYPXq9SQlDa8Benl589BDa2lra+Hq1exxk8DJz7/JRx8dIjAwmPT0aXR3d5OTc5GKijK2bHlS1sXGga+cwHFycqK3t/cv3tPY2IiHh8dXnWLcqqwsY9++XZjNZsxmMwqFgvz8m0ydOoNFi5Zb/QNOfX0darXaslsVwGQyUlpajFqt5u7dWqvODzBxYhLnz59m//7drFixhpCQUDo7Ozh9+iN0uiG7Ney2tZCQMOrq7rJnzwcsWbKC8PBI7t1r4vTp4d5TgYFBNoljaEjLqVMfcft2ISaTCYVCwcSJSSxZssKmJS80Gs2IhJ6tmc1mSkqKyM+/SXd3F56eXqSnTyUhYZJNFx5aWprJz79JT083Xl7epKVNtVlzbEdHR9raWkaNm0wm+vv7bNZ7ZSzo7u7i+PEj1NRUAp+Uvly8eIVNnof29lbc3NwtyZv7Zs7M5OLFM9TUVI2LBE5iYjIVFWXs37+L8PBIfHx8qa2tobu7ixUr1ozom2Vdn/0aYKvXhqCgYB5+eCMffXSIP/7xPy3jERETWLNmw7hZHPXx8eXRR5/k5Mmj7N+/Gxhu0D5t2izmzl34tR7bbDYzpB2kd8oToLDiBgqzCW7+ySYnfYSwFRcXF7Zte5a8vBuUl5diNBpJSUlj6tSZVj/ZL4QQQohvn6amBgDi4xNHjCsUCuLiErhx46o9wrK5oSEtp09/RGrqZJYvX235XDdt2kzeffeP3Lx5lVmzsuwcpbC2r5zASUxM5NKlSwwNDX3mQlVXVxcXL15k2rRpXyvA8WZoSMu+fbsxmUzExMQRHR1LW1sr+fk3uXHjKhERUVbveaLVDmIwGNBoHFi6dCWRkVG0tbVy5sxx2tpaGRwcsOr8MFwre9Omrezdu4N33/0jGo0GvV6Pk5Mz69ZtxsfH1+oxjAVpaVO4cuUyOt0Qu3dvt4w7O7tgNpuZMsX6iSyTycT27W/R1tZqSSiazWbKym7T1NTIs89+d1z0PDGbzZw8eZRbt64TGRlFYmIyjY31HDz4IQ0NdSxevMImcQz3PDluWbgvKSnixo2rLFu2yia9gBITk/nwww8oK7s9oq/IrVvX6e/vs2vvLlvSagd5//23USgUrFixBn//QOrq7nD58gW6u7vYsuVJqy+YK5Uqy2m8T8+l1Woxm83j4vcShk8qrlnzCKWlCRQW5tPc3EhoaDhr1jxCcLBtyoZFR8dw8+Z15s9fjKvrJ0nt4uIC9Ho90dGxNokjPj6B6OhYamoqGRwcJCAgiKCg4M//wgdMcHAITzzxHJ2dHQwNafHx8ftmd6UplGDNE7DSpkc8oBwdnZg5czYzZ862dyhCCCGEGOPurzX39fWOOkXf19c7bjaPVlSUodfrmTNnwYjP/YGBQUycmMTt20WSwBkHvnICZ9u2bbz00kv89V//NT//+c9HXLt79y4//elP6e3tZdu2bV87yPHkxo2rmExGZs3KYt68RZbxlJR0/vSnP3L58jmrJ3Dun6xKSkq2NAVzd/dg4cKl7Nq1Ha1Wa9X57/Pz8+e5575HTU0VHR1tuLq6Exc3cdwsSsJwWaqFC5dy5swJNBoHlMrh5Mng4ADTp8+ySUmckpJiWltb8Pb2YdWqdQQHh9LSco+jRw/Q0tJMXt51pk/PsHoc9tbQUMetW9dZunTliBNgN25c5dSpYyQmphAaGmbVGFpamjlz5jjTp2cwf/5ilEolRqORkyePcvz4YSIjo75WeaAvIiYmjvj4RA4c2ENcXAJBQcHU19+lurqSKVOmExQUYtX5x4r8/Fv09/fxwgt/jYeHJzC8aOznF8Du3dupra352r02Pk9UVDS3bxeRm3uZWbNmo1AoMBqNHDr0IQDp6VOtOv9Ycr+/wv2j9bY2ZcpMCgvz2L79TWbNysLb24fq6kquXcshMTHZpr0d1Go1MTHxGI1G1Oqv/DbvgeDt7WPvEIQQQgghhBBfQVRULI6Ojly6dI6HHlprSV60t7dRXFzAtGmz7ByhbQwNDaFUKnF1dRt1zd3dg/r6u3aIStjaV/5kv3jxYp5//nlef/11FixYYKn7n5GRQVdXF2azmb/6q78iI+PBX9j9JtXW1gCQmTl3xHhwcCju7h50dXVaPQbtx7Xd8/Nv0t/fz4QJwydwioryUSpVmExGq8dwn1KpJCYmjpiYOJvNOdY4OjoBoNfrRow7ODjapCROXt51ADZv3mYpcREYGMSjj27jd7/7DQUFt8ZFAqe4uODjkmkjTxVOnjyNq1ezuX27wOoJnIKCW7i5uTFv3iJL/yOVSsWiRcspLS2msDCPOXMWWDUGhULBww9vIC/vOvn5N7l79w7e3j6sXPmwJeE7Hty5U8WECTGW5M19UVExuLt7UFNTafUEzoIFSykvL+XChdPk5V3Hz8+f+vo6dLohvL19RpyQEtbl7u7OY489zalTxzh27CAw/Bo9deoM5s5d9Dlf/c3p6+vj4sUzlJQUodfr8fb2Yfr0DNLTp46bEmpCCCGEEEKIbz8HBwcWL17BkSP7aW1tIT4+gb6+XsvazIwZD/46FAyvB5tMJqqqyomNnWgZN5lMVFSU2azqhLCvr7U184c//CGzZs3ivffeo6CgAJ1Oh8lkYs6cOWzbto05c+Z8U3GOG/dLfPT3943YSW82m9HphmzStN7Hx5eGhjqmTJlOfX0dZ8+exMXFlfT0qdy4cRVnZ+lrZCvd3d0cO3YQBwcH1qzZSExMLA0N9ezdu4PLl88TGRlFeHikVWMYGOhHpVKPqk/u7OyCg4OjzU5kAeh0OsrKbtPV1YmnpxcTJybZ7NisVqvF09Nr1CKoUqnEw8PTJs9DT08P/v5Bo5paazQa/PwC6OnptnoMMPw9T5kygylTZthkvrFIoVD8t8lss9lkk8VyNzd3nnjiefbv301HR5vl3z8qKoY1ax6RBXsb8/HxZdOmrfT19aHVDuLp6WXTE6ODgwO8//5bDA1pmTEjEy8vb6qqKjhx4gjd3V3Mn7/YZrEIIYT4y8xmMz093ZhMJry8vOVvthBCfIrJZKKyspz6+lrUajUTJyaN6vspxofk5DQ8PDy5ejWbGzeu4ujoyLRps5gxIwMnJ2d7h2cTwcEhhIdHcuzYIZYtMxEbO5Genm4uXDhDZ2c7K1eusXeIwga+dm2N2bNnM3u21DH+pqSmTqGyspx9+3axadNWXF1dMRgMXLhwhqGhoVHNu6xh2rRZFBbmkZ9/izlz5hMUFEpPTxeXLp3DbDYzefL4Kctjb+fOnQDg0UefJDh4uDRVaGgYzzzzXf7jP37DuXMn2bbtOavG4OPjR0dHO3fuVI84UdDc3MTQkBY/P3+rzn9fbW0N+/fvRqsdxM3Nnf7+Ps6cOc7DD28kKirG6vMHBQVz6dI5Bgb6cXH5pMdFX18fTU0NxMVN/Atf/c3w8vKmqCgfg8EwojTS0NAQLS3NNuuzcZ9Op2NwcAAXF9dxVdoQIDY2nlOnPqKtrXXE70BZ2W36+vpG7IyxJn//AJ5//nu0t7fR39+Ht7cv7u7uNplbfDY3Nzfc3EYfb7e2Gzeu0tfXyzPPfNeyASQ5OQ1//wAuXTrHlCnTR50YE0IIYXvV1ZWcO3eK1tZ7AHh6epGVNX9cnWQWQoj/Tl9fH7t2vUdr6z28vLzR6YbIybk0qoG7GD8iIiYQETHB3mHYjUKhYO3ajRw4sId9+3ZZxh0dnVi1aj2hoeF2jE7Yyvgujj4GxcbG4+PjS0tLM7///b/j7e1Lb28POt0QKpWKBQuWWD2GgIBAUlLSKSzM49y5UyOu+fr6jutd97bW2tqCWq22JG/uc3V1xcXFlc5O65fUy8jIorKyjD173iczcy5hYRE0NTVy+fJ5AJs0S+vv72fv3h0EB4exYsVqPD296Onp5qOPDrNv306ef/4l3N2tezIsJWUyOTmX2Lt3J8uWPYS/fyAtLc0cP34EjcaBlJR0q84Pwz1Nrl/P5cSJIyxevAIHBweGhrQcO3YIk8lkkxgAent72LNnBy0tTZax8PAI1q/fgpOTk01igOGdWbW1NfT29uDj40toaLjN3tAnJ6dz69Z13n//baZPn0VAQCB3797hxo2rxMZOtPmbKF9fP3x9/Ww6pxhbKipKmTgxaVQfrKlTZ3L58nkqK8vk77cQQtjZnTvV7NnzPuHhkaxbtwmVSk1hYR5HjuzHaDSSljbF3iEKIYRdHTmyn8HBAbZufZbQ0DBMJhMFBbc4fvww/v4B46bviRCf5uLiypYtT9Lc3ERzcyNOTs7ExMSNu42049lXTuA0NjZ+7j1KpdJuO1G/rRSK/5+9/wyP67oO/f/vmQIMeu+9dxAAe+9i712kJMuSrdhyS5xc53efm8d24sfWP3F8bV8XKZIsUY1FbCLF3hvYQPQOgui9d2Da+b+AOBJMSSzgzEDE/rySzhyevTAYzJzZa++1JLZseZ4PPnibnp5u2tpagOGmxCtXrjN7g/J7DAYDkiShVqvRarUolSokCWRZwmg0WiQGATQaO9raWhkaGhpRKsxoNDI4OIizs/nL2fn7B5KSMpHs7NumXVj3xMTEW6Q/UV5eFkajkeXLV1NTU0V+fg4uLq4sX76K//mfP5Gbm8XMmXPNGoO9vT2bNm3n0KG9/O1vr6NSqdDr9Tg5ObNp03bs7OzNOj4Ml2havnwNx48fpqSkEA8PT1pbWzAajaxatcHsSSwY3u3z1lt/RqvV4uvrj59fADU1ldTUVPPWW3/m+9//R4uUeqyrq+Hw4f0jysZ5e/uwZs0m3N09zD6+jY0N27a9wPnzp7l69SIGgwGNRsOkSdOYNWueWBkmWJxebzCVYf0itVqNQqFAr7dc/zpBEAThy12+fB5//0C2bHnOdL8UHh7Jp58e5MqVCyQmTrivVK4gCMJ4MVz5o5xVq9ab+ssqFApSUiZSU1NFZuYtkcARxjVfXz98fUU5wfHosRM4CxYseOgJKg8PDxYtWsQPfvADPD3FCuEHOX/+FH19vXh6eqHT6VAqlQwMDHDu3CmCg0PNPlHc2NhAYWEey5atJjk5FaPRiEKhoLW1hXfeeZ28vGwmTZpq1hiEYdOnz2bfvo/4+OMP2b79RdPf3NGjhzAaDaSkWKac3TPPrCAoKITbt2/Q3t6Gs7MLaWlTSE5OtchEdUtLM25u7rzzzhsMDg6gVqvR6XTY2tri5uZBS0uz2WOA4fJ1//APP6a8vIzu7k5cXFwJD4+y6BftxMQJBAeHkpeXTXd3F1FRsSQmplisbNbFi2fQarUsXryctLTJpuNnz54kI+M6t2/fZPJk895U9/R0s3fvh3h5ebN27WZ8fHyprq7k9Olj7N37AS+//OqIEnPmYm/vwIoVa3nmmRUMDg5gb+8gJl0EqwkJCaWkpIi5cxeNSOQUFxei1+sJCQm1XnCCIAgCg4OD1NfXsmLF2hGLXSRJIjV1EoWFebS0NOHr6/81VxEEQXh6tbe3ARAUFHrfY8HBoRQW5iHLslgsJwjCuPPYM1xr166lrq6OW7du4eLiQmxsLJ6enrS2tlJcXExXVxeTJ0/GwcGB0tJSdu/ezfnz5/n444/x9vZ+kj/DU6WxsYHi4gIkSaK/v4+goFDa2loYGOhncFBBVlYGM2bMMWsMd+6UoNHYERubgF6vBzA12AwNDae0tEgkcCwkIiKKkJBwqqru8t///Wvc3d3p6upEq9Xi4eHF5MnTLRKHTqejrq6G1tYWtFoter2e+vpaYmLiLNI4Tq22oaWlGYVCgSRJaDR26PV6tFotzc2N+Pj4mD2Ge5RKJdHRsRYb78s4O7uYfcfRV7lzpxS12mZE8gZg/vzF3L59g/z8bLMncLKzbwMyGzc+ayrZFhoazrp1W3j77b9QXFxg0TryarVabF0WrG7SpGkUFOSyZ8/7zJw5F1dXN8rLy7hy5TyRkdGi8asgCIIgCIIwpt2r3tPS0nTfAsWWliYcHBxE8kYQhHHpsRM4L730Es8++yyvvvoqL7/8MnZ2n0/iDg4O8tZbb/Hee+/x0UcfER4ezhtvvMEf/vAH/vrXv/Lzn//8iQT/NCopKQQgKiqWVavWo1KpkGWZ7OzbnDp1lIKCPLMncAwGPT093WzfvuG+x8LDw7G1tcVgMIiV5hayZcsODh7cQ3l5GS0tzUiSRGBgMJs377BIqSqj0cj+/btobKxn0qRpBAQE0dTUwM2b6TQ3N7J9+7ctsNthuGybo6MTzz77LVMPnN2736Ojox2DwTJl/YxGIzk5t8nOzqSrqxNXV1dSUiYyYcLEcXMjaTQaUSrvf90pFAoUCgUGg/nLNDU01BESEnZfvx1PTy88Pb1oaKgTjYCFccfd3YPNm3dw4sQRPv74Q2D47zI+PonFi5dbOTpBEARBo9Hg7x9IdvZt4uOTTPfxsiyTlZWBo6MT3t6+Vo5SEATBenx8/PDy8uHixbP4+vphb+8ADJfPzs3NYuJEsZBYEITx6bFnXf/rv/6L5ORkfvjDH973mEaj4Qc/+AHZ2dn89re/5fXXX+d73/se586d4+LFi6MK+Gl3rxTUokVLTZPi97bVX7p0lv7+XrPHEBQUilqtZvL676Bw+fxLhKwbwlhygbramhF9UMxNlmVTwmi8TJJ/0YkTRygrKyE6Oo6goGCamhopLMzj0KGP2bBhq9mTOBUVd6iurmTz5h2EhUUAw7W6Q0MjeO+9Ny2y26GhoQ6A7u4u9u/fTUBAIPX1dXR0tAPQ1NRo1vFh+HV47NgnFBTkEh0dR1xcAvX1dZw8eZS6ulqWL18zLl6fAQGBlJYWU1NTRVBQiOl4fn4OBoPB9BoxJxsbW7q7O+87bjAY6O/vw8bG9v5/JAjjQEBAEN/+9vdobm5kYGAAT09v0YdQEARhDJk9ez57937Anj3vk5Y2BZVKRW5uFqWlRSxbttoii7MEQfh6RqMRSZLGxXe7sUaSJFauXMvu3e/z+ut/ICwsgsHBQaqrKwkICGL69NnWDlEQBMEqHjuBk5mZyfbt27/2nISEBD788EPT/0+YMIE9e/Y87pDjgr39cH+bqqpKYmPjTcd7e3sYGtKaHjenoKAQuru7ca7NQ9YPoXD0RB7sxdhUCko1LS0tZo8Bhm+cbt26TmbmTbq7u7C11ZCUlMKsWfOwtR0fE7QNDXXk5maxZMnKEf1uYmMT2LfvI+7cGU7smNOdO6W4u3sSGho+4rifnz/+/oHcuVNq9gSOXq9HoVCwYcM2cnIyaWiox9XVlTlz5nPw4F4MBr1Zxweorq6koCCXlSvXkZCQbDqel5fNsWOfkJycOiKh8bRasGAJZWUl7N79HikpE4mMjKGwMI/8/FyUSiWzZy8wewxxcYkcOrSXO3dKiYyMNh3PzLxJf38/cXGJZo9BEMYqSZJEuTRBEIQxKjQ0nI0bn+XixTMcOrQXAFdXN1asWCt2DwuClVVVVXDt2mWqqipQKBRERsYwa9Y8vLxECwBL8vb25aWXvkd29m1qaqpQq21YvnwNcXGJFulzKgiCMBY99ruf0Wikurr6a8+pqqoasVNDpVKNm4n3xxUYGExeXjZHjuznzTf/THd3NxqNBj8/P2xsbKivrzN7+TJJkrhz5w4TF6zEWF+E8bPyVZKDO1JwKvrrV8029hcdP36EgoIcEhImEBISSktLM9nZGdTVVbNt27fGRc+JoqICHB0dSU5OHXE8IiIKX19/iooKzJ7AkWUZheLLVyApFAqL7Mby8/Onvb2NhoY61q7dZIrlxo2rGAwGfHzMX26iqCgfNzd34uOTRhxPTJxAevolCgvzxkUCx8XFlS1bdnDgwF4yM2+RmXkLADs7e7ZufX5E83RziYqKISoqhgMHdhMTE4+3tw81NVVUVJQzadJUvL0t1xNJEARBEAThUYSHRxIWFkFPTzcGgwFXVzex0l8QrOzOnRIOHNiDr68fixcvQ6fTkZOTyQcfvM327S+K8oYW5uDgaLWer4IgCGPRYydwJk6cyKlTpzh27BjLl99fW/348eOcPn2aGTNmmI5VVlbi7S1WL3ydqKhYDh/ej1rjgH9AIP7+n/X2UNuBboCGhgaLTJgbjUYUQROQ/BOQtf1IKhskWweMRvP3twBobGwgPz+bpUtXMWFCmul4XFwCO3e+SWFh3ojjTyudTotGY/+l5RTs7e3R6bRmjyEsLIKcnExqa2sIDAwyHW9tbaG2tpqlS1eZPYYpU2ZSUJDHlSsXKC0tJjAwiLq6WpqaGgCYOnWW2WMYGhrC0dHpvi/YkiTh4OCIVmv+38VYERISzk9+8jPu3i2nra0ZX19/goNDLTa+QqFgzZpNZGXdIjc3i8rKu7i7e7By5br7EmyCIAiCIAhjjSRJODu7WDsMQRAYXrB49uxJwsIi2LBhm+m7d2rqZHbufJNLl86xceOzVo5SEARBGM8eO4Hzz//8z2zbto2f/vSnvPnmm6SlpeHu7k57eztZWVkUFRVhZ2fHT3/6UwA6Ojq4evUqmzZtemLBP43UajV37twhLjEZZCPY2INuCHQDSH5x9GZkWDQeSW2LpLb8rqnS0iLs7OxJSkoZcdzX15+QkDBKS4vGRQInICCI7OzbtLa24OnpZTre399HdXUlM2bMMXsMkZEx+Pn5s3//LmbMmE1gYDCNjfWkp1/Cw8PTIhPm3t4+zJo1jytXLtDZ2U53dxdG43Byc9q0Wfj5+Zs9Bn//QC5cOE1PTw9OTk6m493dXdTX1xIXl2D2GMYSSZKIiIgkIiLSKuMrlUomTZrGpEnTrDK+MLbIskxVVQX5+Tn09/fh5eVNSsok3NzcrR2aIAjCmNDd3cW1a5cpLS1Cr9cTFBTKtGkzCQwMtnZogiAIVtXc3EhnZwdLl64asXDSxsaGiRMnc/r0cXQ63bioACIIgiCMTY+dwImJieGjjz7i3//938nMzKSoqGjE42lpafzbv/0bsbGxADg7O5Oeno5GoxldxONAX18fiph50NUIgz2gtkHhGohshUSKtRgMetRq9ZeWE7C1tWVwcNAKUVlebGwCV69eZP/+XSxatJTAwBCamho4d+4UarWa5GTzJ7GUSiWbN+/g9OnjXLhwxtTUMSoqlsWLl1vsRnbmzLmmhFZXVwfOzq6kpEwkLCzCIuMnJU3g+vUr7Nv3EYsXL8PPL4D6+lpOnz6Ovb2DqFsuCFYiyzKnTx8jKysDDw8v3N09yM3N5vbtm6xdu4nIyBhrhygIgmBVXV2dvP/+24BMcnIqtrYaCgvz+eijd1m3bgtRUeJ9UhCE8UuvH+6nqtHY3feYre3w/JXBYBAJHEEQBMFqRtUBLDY2lo8++oj6+nqKi4vp7e3F0dGR2NhY/P1HrohXKpUjVq0LX09SqlB4juynIZu5fJnBYECWZdMNjGw0YPy7c+7FcO8cSZLM0o8nODiUmzevUVtbPaKvSF9fHxUV5UydOvOJjzkWqVQqtmx5jsOH97Nv3y7TcXd3T7ZseQ4HBweLxKHR2LFq1XoWLVpKd3c3jo5OFhv7i0JDwwkNDbf4uDD8HGzZ8hyffPIxH374jum4h8fw7+Lezb0gCJZVVlZMVlYGS5asYMKEiUiShE6n48iRAxw5coDvf/+fRP89QRDGtStXLiBJEt/61is4ODgCMGXKDA4c2M2ZM8eJiIj60nK9giAI44GXlw82NrYUFOSO6K0qyzKFhXl4eXmLe0lBEATBqh47gfP888+TlpbGT37yE/z9/e9L2AjfLAaDgRe+tY2hwYHhA5LEzZ2//vKTJYnnnhsuhWersWPnu7ueeBInLCwSX19/Dh3ay9y5iwgJCaOlpYmLF8+hVqtJSZn4RMcby1xd3XjuuZdoamqgvb0dZ2dnAgKCrNLs1M7OHjs7e4uPO1Z4e/vw8suvUlNTRVdXJy4urgQFhYjGs4JgRbm5Wfj7B5KSMsl0TK1Ws3jxMv76199TXFwwLkpuCoIgfBlZlikuLmD69Nmm5A0M95ObPn02H3zwN+rra8dNKbXu7i5u3LhKaWkxRqORkJAwpk6dOWLSVhCE8cXGxoYpU6Zz5coFlEoFSUmp6PU6bt26zt27d1izZqP4vicIgiBY1WMncHJzc0lJSXmCoQjWJMsyQ4MD+C7/ESgUyLIRZPnLT5YkJEkBRiONx/6I/FXnjYJCoWDTpu0cP36Y48cPm477+vqzdesLI76AjgeSJOHr64+vr0iUWpskSQQHh1o7DEEQPtPT00NAQOB9x52cnLG3d6Cnp9sKUQmCIIwNRqMRvV6Pvf39O6fv3U9rtVpLh2UVnZ0dfPDB28iyTEJCMiqVmqKifD744G02bdou7u8EYRybMWMOBoOBjIzrXL9+FRhevLh06SpiY8dXr1NBEARh7HnsBE54eDh1dXVPMhZhLFAokBRKJB68o+bJp21Gsre3Z8OGrXR1ddLe3oajoxNeXt5mHlUQBEH4JnFzc6empgpZlkesjmxvb6Ovrxd3dw8rRicIgmBdSqUSX19/SkoKmTAhbcT7ZHFxwWeP+1kxQsu5ePEsSqWK55//jqkU8IwZc9iz531OnTrGSy99T6yyF4RxSpIk5sxZwNSpM6irq0WpVBIQEIRKNaquA4IgCE+Vjo52srIyaG5uRKOxIyEhicjIGHH/ZAGPXex4x44dnDt3jjt37jzJeAThPi4uroSFRYjkjSAIgnCftLTJtLa2cPHiGXQ6HQDd3d0cO/YJDg4OREfHWTlCQRAE65o2bSaVlXc5efJTOjra6e/v59at61y5coHk5NQv3Z3ztNHr9ZSWFpGWNmVEH0eVSsWMGXNoa2uhpaXZihEKgjAW2NpqCA+PJCQkTCRvBEEQvuDu3Tv87W9/JS8vG43Gjq6uDg4c2MOnnx7EaPz7DurCk/bYn0hBQUFMmTKFzZs3s2XLFpKSkvD09PzSrNvkyZNHFaQgCIIgCMKXCQ4OZd68RVy4cIbs7EycnV1obW1Go9GwceOz4su3IAjjXkxMPM88s5wLF86Sk5MJDK82T0pKYeHCpVaOzjL0ej1GoxEnJ6f7HnN0HD42NDRo6bAEQRAEQRDGPJ1Ox5EjBwgODmPt2k2o1WoAioryOXx4P6Gh4SQlpVg3yKfcY89qPPfcc0iShCzLvPPOO1+7XaqoqOhxhxEEQRAEQfhaU6fOJDo6jvz8HAYG+klJmUhCQjK2trbWDk0QBGFMSE2dTELCBKqq7qLX6wkICMbZ2dnaYVmMra0t7u4elJYWEx+fNOKx0tIiVCoVXl4+VopOEARBEATh63V3d5OTc5vGxgY0Gg3x8UmEh0dapHxZWVkxg4MDLFq01JS8AYiLSyQvL5u8vGyRwDGzx07gvPrqq6LGnSAIgiAIY4KbmzuzZ8+3dhiCIAhjlo2NDVFRsdYOwyokSWLKlBmcOHGE8+dPM2XKdFQqNXl52Vy7dpmUlEloNBprhykIgiAIgnCf6upK9u/fBUBQUCgtLU3s25dHfHwSK1euM/v8fG9vD2q1Gjc39/se8/LyprS02KzjC6NI4Pzwhz98knEIgiAIgiAIgiAIglkkJ6fS399Hevolbt5MBz4vJTd//mIrRycIgiAIgnA/g8HA4cP78fX1Z/36LdjaapBlmaKifI4cOUBISBjJyalmjcHd3ROdTkdjYz2+vv6m47IsU1NThYeHp1nHF0aRwBEEQRAEQRAEQRCEbwJJkpg+fTYpKZOoqLiDwWAgODgUFxdXa4cmCFbV399PTs5tKirKkSSJiIhoJkxIxdZW7EoTBGFs6O7uoqGhHltbW4KCQlAqlRYdf2Cgn7y8bFMM8fFJBAWFWKQyVXl5KX19vWzd+rzpfVmSJOLjkygoyCU3N8vsCZzw8EhcXd04fvwwa9Zswt3dA51Ox7Vrl2loqGfjxmfNOv5Y1NfXR3t7K3Z29nh6epl9vDGXwPnoo4/YtWsXdXV1AERFRfH973+fuXPnAjA0NMRrr73GsWPH0Gq1zJo1i5///Od4en6e7auvr+cXv/gFN27cwN7enrVr1/LTn/50RCPjGzdu8Nprr1FWVoafnx/f+973WL9+/YhYPvzwQ95++21aWlqIjY3l3/7t30hOTrbAsyAIgiAIgiAIgiA8aXZ2dvf1wRGE8aqzs4OPPnqXgYF+wsOjMBqNXLx4hpyc22zb9i0cHR2tHaIwDnV3d5GZeYuamirUajXR0XEkJaWM6L0hjA9arZaTJz+lsDDPdMzBwZFnnllOdHScRWJobKxn794P0Gq1BAQE0dhYT05OJklJKSxbttrsSZyenm6USuWXJgl8fPwoKMg16/gACoWC9eu3snfvB7z55p9wd/ekr6+HoaEhZs+eT0RElNljGCu0Wi2nTx+jsDAPo9EIgK+vP0uXrsLHx9ds444qgdPQ0MBf//pX0tPTaW5uRqfT3XeOJEkUFhY+9DV9fX3553/+Z0JCQpBlmUOHDvHqq69y8OBBoqKi+PWvf83Fixf5/e9/j5OTE//xH//BD37wA3bv3g0Mby175ZVX8PT0ZPfu3TQ3N/Ozn/0MtVrNP/3TPwFQU1PDK6+8wtatW/ntb3/LtWvX+D//5//g5eXF7NmzATh27Bi/+c1v+OUvf8mECRPYuXMnL730EidOnMDDw2M0T5sgCIIgCIIgCIIgCIJVnTx5FKVSyXe/+0OcnJwB6Oho58MP/8b586dYtWr9A64gCE9WQ0M9e/a8B0hEREQxODjImTPHycvL/mwHgq21QxQs6NixT7h7t+yzhE08vb3dXL16kUOHPmb79hcJCAgy6/hGo5FDhz7G1dWN9eu34ejoiCzL5OVlc/z4YYKCQkhKSjFrDG5uHhgMBhoa6vDzCxjxWE1N1Zf2pTEHLy9vvvvdH1JcXEBTUyMajYaEhGSLjT8WDOcp9lJXV8O8eYsJD4+kvb2VK1cusnv3Tl588R9wdnYxy9iKx/2HNTU1rFu3jn379mFvb49Wq8XPz4/Q0FCUSiWyLBMTE8PEiRMf6boLFixg7ty5hIaGEhYWxj/+4z9ib29PdnY2PT097N+/n3/9139l+vTpJCYm8utf/5qsrCyys7MBuHLlCnfu3OG//uu/iIuLY+7cufz4xz/mww8/RKvVArB7924CAwP513/9VyIiItixYwdLlizh3XffNcXxzjvvsHnzZjZs2EBkZCS//OUv0Wg07N+//3GfMkEQBEEQBEEQBEEQBKvr6emmsrKcGTPmmJI3AG5u7kyePIPi4gLTHIogWIIsyxw9egh3dw/+4R9+zKpV69m06Vmef/47tLe3kp5+ydohChbU3t5GSUkhixYtIzV1Mg4ODvj4+LF27WY8PDxN/ezMqbLyLl1dnSxevMK0I1GSJJKTUwkPjyI7+7bZYwgNDcfV1Y0TJ47Q2dkBDG9euH79CrW11aSmTjJ7DPeo1WqSklJYtGgps2bNs1ryprm5ifz8HMrLyzAYDBYbt76+joqKclasWMvkydPw8PAkKiqWbdueB+D27RtmG/uxEzh/+tOf6O3t5d133+Xw4cMArF+/nuPHj3Pu3DkWLFjAwMAAf/zjHx87OIPBwNGjR+nv7yc1NZX8/Hx0Oh0zZswwnRMREYG/v78pgZOdnU10dPSIkmqzZs2it7eXO3fumM6ZPn36iLFmzZpluoZWq6WgoGDEOAqFghkzZpCVlfXYP48gCIIgCIIgCIIgCIK19ff3AXxpWR5PTy+MRiODgwOWDksYxxoa6mlra2HOnIVoNJ/3YPL19SM5OY38/GzrBSdYXF1dDQBxcYkjjisUCmJi4qmtrTZ7DF1dncDwa/Dv+fn5mx43p+HyZVvo7+/jf/7n//HOO6/zl7/8josXzzJt2kyLlZIbC/r6+ti9+z3eeed1jh49xL59H/HXv/6e8vIyi4xfXV2Bra0t4eFRFBcXcvnyeW7fvoHBYCQqKpaqqkqzjf3YJdTS09OZM2cOU6ZMue8xb29vfv/737Nq1Sr+7//9v/z7v//7I127pKSErVu3MjQ0hL29PX/+85+JjIykqKgItVqNs7PziPM9PDxoaWkBoLW1dUTyBjD9/4PO6e3tZXBwkK6uLgwGw32l0jw8PLh79+4j/SwAj1IO8WHOlaRHu+aTGvfr/q0F+nYJgiAIgiBYjaXvdcT9lSAIgmBOrq5uKJVKqqoq8PcfWZanquouGo0GR0dH8VlkQe3tbdy8eY2qqgqUSiXR0XFMmjQVe3t7a4dmEQMDnycV//515+XlRX9/PyBbpHG8YH33eh4NDvZjYzOyLNXAQD8qldrs70+urq4ANDXV31e+rKGhDldXV4u8R3p7+7Bjx0ucP3+KpqZGHB2dmD9/MYmJE8bN34Msyxw4sJuurg7Wrt1EREQUHR3tXLx4loMH9/DCC9/B29vHrDEolQoMBgNvvvknuru7cHJyor+/n/PnT+Pl5YNSqXjiOYB7HjuB09HRQXh4+OcXUqkYGPh8dYaNjQ0zZszgzJkzj3ztsLAwDh06RE9PDydPnuRnP/sZH3zwweOGanUeHk4Pfa5er3/gOZ6eTqhUo2pf9FjjfhVzxCMIgiAIgjCWjOZe6XGI+ytBEATBvJyYNGkS169fITw8mLi44VXc2dnZZGbeYu7cufj4uFo3xHGksrKSd9/9HzQaDcnJyQwNDXH79g2Ki/N59dVXcXExT1+FsSUEgLa2esLCRpaFqq+vxtvbGy8v5y/7h8JTaPLkFI4fP0xm5nU2bNhgSlS0t7dTWJjHtGnT8PR8+PnWL2MwGJBl+SsfT0lJ4MwZd86cOc4LL7yAs7MzRqORW7ducffuHTZt2oSrq90Dx5EkCaVS+dhxVlVVsXPnW+h0OkJCQujs7OTo0U9oa2sa8dw8zcrLy6mvr2X9+vVUV1dw61Y69vb2pKWl0NraTH5+Jps3bzZrDGlpEzh//gyybOSnP/0pfn5+9Pf3s3//fnJycpg+ffqoX5Nf5bG/Fbq5uY1I2Li6ulJXVzfiHKVSSU9PzyNf28bGhpCQ4TfuxMRE8vLyeO+991i2bBk6nY7u7u4Ru3Da2trw8hre9uvp6Ulubu6I67W2tgKMOOfesS+e4+joiEajQaFQoFQqaWtrG3FOW1vbfTt3HkZbWw9f834wwsNMDrS29oypBI454hEEQRAEQRhLLJ3AEfdXgiAIgrnNnLmApqYW3nnnHRwcHDAaZQYG+omJiWfixBm0tj76fI7w6GRZZs+evXh6erN163PY2NgAMGnSDN577y0OHTrCihVrrBylJdgSERHF4cNHkCQbgoNDMRgMZGbeIicnh2eeWS5ek+PMvHmLOHXqGHV1DcTExNHT001OThYajR1JSZNG9XowGAw8/8I2hh5QKtLOzo7o6Gh+9atf0dfXh42NDba2trS0tPCzn/3socay1djx3s5dj5XEMRgM7Ny5E3d3D9av34qDgwOyLJOTk8mJE5/i5eVHQkLyI1/3m6aoqAyVSsXBgwdxdnYhLCycjo4OPv74Y1xcXCkvv2v294e7d4fL+vX09HDq1FnCwyNob2+jtLQUhUJBR0fXI8UgSQ+/6eOxvxWGhoZSXf15vcHk5GSuXLlCTU0NQUFBtLe3c/LkSYKCgh53CBOj0YhWqyUxMRG1Ws21a9dYsmQJAHfv3qW+vp6UlBQAUlJSeP3112lrazOVQEtPT8fR0ZHIyEjTOZcujWx+lp6ebrqGjY0NCQkJXLt2jUWLFpliuHbtGjt27Hjk+GWZh07gPMx5j3K9hzWa65kjHkEQBEEQhLHE0vc64v7qyTAajZSXl1JcXIhOpyMgIIjk5FTs7B68WlIQzGloaAhZNqLRiNeitRgMBkpKirh7d7h2fnh4JDEx8aNaJf1No1bbsHnzDmprq6mouIMkKYiMjDaVChKfQ5bR3NxES0szmzZtR622MT3vzs6upKVN4dq1yyxdugqF4rHbWH9jLF++ln37PmLXrvdwdHREq9Wh1Q4xceIUUlImidfkOJOaOhlHR2du3LjKuXOnsLW1JT4+kRkz5mBv7zCq14PRKDM0OEBP2vMgffXfVg/QjgFfOnByHKALJc2yC12eCeD5EDtfZCNkvofRKPM4f8J3796hu7ubDRue/cLPLDFhwkSKigrJyrpNfPzTn8ABCb1eT0xMPKtXbzC9H5aXl7Jv3y5cXFzN/v7Q0tKMvb0DU6fO5PbtG+TlZaNSqYiPT8JoNNLc3Gi2GB47gTN79mz+9Kc/mXbDvPDCC5w/f57Vq1cTHh5OdXU1vb29/PCHP3yk6/73f/83c+bMwc/Pj76+Pj799FNu3rzJ22+/jZOTExs2bOC1117DxcUFR0dHfvWrX5GammpKvsyaNYvIyEj+1//6X/zLv/wLLS0t/P73v2f79u2mVQxbt27lww8/5D//8z/ZsGED169f5/jx47zxxhumOF588UV+9rOfkZiYSHJyMjt37mRgYID169c/7lMmCIIgCIIgCIKFGAwGDh7cQ3l5Gd7evtjZ2XP58jlu3Upny5bn8fLytnaIwjhUV1fDpUvnqK6uBMDHx49Zs+YRGRlt3cDGmcHBAfbseZ/GxgZ8fPyQJCgoyOXmzWts2fLcuErySpJEUFAIQUEh1g5l3LpX3cbV1e2+x1xcXNHr9ej1etOc1tPM3t6e5557icrKu9TUVKFWq4mOjsPD49Gr4QhPB2dnZ9zc3BkY6MfW1hZXVzdsbGyf3ACSggdlVvQoqOUx7xuNX//wg8q4tbe3o1QqcXf3uK8igK+vH4WFeQ9VKWC0Zdy+yGg0IkmSRUu33RvLzs5uxLgODo4jHjcne3sHBgb6SUhIZvLkaQwNDaFWq1EqlezatRN7ewezjf3YCZxnn32WqVOnmjJeU6dO5Xe/+x1/+tOfKCsrw9/fn5/85CePXH+ura2Nn/3sZzQ3N+Pk5ERMTAxvv/02M2fOBOB//+//jUKh4Ec/+hFarZZZs2bx85//3PTvlUolr7/+Or/4xS/YsmULdnZ2rFu3jh/96Eemc4KCgnjjjTf4zW9+w3vvvYevry+/+tWvmD17tumc5cuX097ezh//+EdaWlqIi4vjrbfeeqwSaoIgCIIgCIIgWNatW9eoqChn48ZtREQMT4739PTw8ccfcOTIAV588ZVxUTNcGDvq6mrYtWsnnp7eLF26CpVKRV5eNvv372L16o3ExSVYO8Rx4+zZk3R2dvLccy/j7z+826ShoY69ez/k3LmTrFix1roBCuOKp6c3CoWCO3dKmDJlxojHysvLcHNzNzV0Hw8kSSIsLIKwsAhrhyJYWVlZMYcOfYyTkzORkdH09vZy4cIZiooK2Lr1+W98UtNgMPDCt76+jJuLiwtRUVF8+9vPjmhlAhAdHY0kSWzbtu6BY9lq7Nj57uOVcYPhUo/5+TncunWNlpbmz3ZDJTFr1jyzJi7uMRoNqFQqsrNv09bWSnh4JB0dw/2Q7O0dRr1D8UGJNIDIyBjOnTvJuXMnWbJkJSqVClmWKSrKp7q6kuXL15gtmfbYCRxHR0cmTJgw4tiyZctYtmzZ414SgF//+tdf+7itrS0///nPRyRt/l5AQABvvvnm115n6tSpHDp06GvP2bFjx2OVTBOerJaWZtrahnsUBQQEiS/agiAIgiAIwgPl5GSSkJBsSt4AODk5MX/+M+zd+wENDfWmiVtBsIRLl87h6enNjh3fNvW4io9P4uDBvVy8eIaYmLhxUSLJ2oaGhigqymf27Pkj3gP8/AKYNm0mly+fZ9GipdjaaqwYpTCeODg4kJCQzJUrF3BwcCQ2NgG9Xk9GxnWKivJ55pkVYh5EGHf0ej3Hjx8hIiKKNWs2mSa8Gxrq+eijd8jIuM6MGXOsHOXoyPKDy7j1IhMklxIYP4l8gtGiBmT8acdZaqBADqRn4vQHDDRcxu1BCYqvc/XqRa5evYibmwdeXt7IskxBQS5VVRU899xLZi8J6+XljV6vZ968RZSXl3H9+hXs7OyZMmUGxcUFeHn5PPa1HyaRdo+7uzs6nY6srAy6u7vRaDQ4OTnR3t7Ov//7vz3UePeSaSrVwydxRGdUYczq6enmyJED1NRUmY65u3uwcuU6U01eQRAEQRAEQfgy3d1d+Pr63Xfc19ff9LhI4AiWMjQ0RHV1pWnnzT2SJDFp0lR27dpJS0szPj6+VoxyfOjr68VgMHzpd0p//0AMBgO9vb0igSNY1OLFyxkaGuTTTw9y/PhhjMbhukvTps0kJWWilaMTrEGWZWprq6mrqzGVknNycrZ2WBZTUXGHgYF+5s5dNGK3gp+fP7GxiRQU5H7jEzgmX1PGTQby5RCSqWA6pXRjhwYdGnTU4kGz5AYPSvA+oIzbg/T09JCefgmFQkFfXw9BQaF0dnag1Wrp6Gjn9u2bzJw5d3SDPEBYWCTu7h7k5mazatV6fH39GBjo59Klc7S3t7Fs2erHvvbDJNLu6QHaGCDQpg0HTxe0qCiQXWl2S4CJD/F6fMxk2qgTOHq9noqKCrq7u00fMH9v8uTJox1GGGeMRiN7937I0NAga9duIjg4jJaWJi5cOMOePR/w0kvfG1cfXIIgCILwIEajkZKSIgoLcxkYGMDHx5fU1Ml4enpZOzRBsApXVzfq6mpJS5sy4nhdXTUAbm7u1ghLGKfufVf+sjJISqXqs3MMFo1pvHJwcESpVNLQUEdwcOiIx+rra1EqlTg6OlonOGHcUqvVrFq1gZs30ykrK0GpVJKaOon4+CSL7r6RZZnKyrtUV1eiUqmIjo4TPeOsoL+/nwMHdlNXV4ONjQ16vZ6zZ08ya9a8pydp8QBf1xvKzc2N8vJSS4dkNT2SPTfkGPzowJEBerGjCVe6JfOXLgMoLS1ElmUCA0PYsGErtra2ppJqx459Qk5OptkTOAqFgg0btrFv30fs3Pk/ODg4MDAwgCRJLFmyksDA4NEP8hD9kAB6caCYx3zuHzOZ9tgJHFmW+cMf/sAHH3xAX1/f155bVFT0uMMI49SdOyW0tjbz/PMvm1ZGBQeHsnnzdv7619+TlZXBnDkLrBylIAiCIIwNRqORw4f3U1JSSEBAEK6ubpSUFJGTk8maNRuJioq1doiCYHGpqZM4d+4UYWERJCQkI0kSbW2tnD17Ej+/ALHTQbAojUaDj48vubnZxMUljpiQzcvLwt7eflTlP4SHZ2trS1xcEtevXyEoKAR//0AA6uvruH79KnFxiWL3zThkMBgoKSmiuroChUJBVFQsoaHhFkue9PR0s3v3e7S3t+Hr68/AwACffnqQwsI81q3bMmLnnrkMDPSzb98u6utrcXR0QqfTceXKBSZMSGPJkpWijJsFffrpAVpamnB2dqG7uwtJknBzc+fy5fO4ubkTF5do7RDNztt7+D6tvLyM6OjPv8vIskx5eZnp8fFCL6mowToL8xoaGgB45pnlqNVqent7sbGxISkphcuXzzMw0G+RONzdPXj55Ve5c6eU5uZG7OzsiY1NwMHBMoksa3rsT4A///nPvP766zg7O7N27Vp8fHws8oEijA+1tTW4uLjet61do7EjLCySuroaK0UmCIIgCGNPfn4OJSWFrFu3mejoOGB4l/SRI/s5evQQ3//+P33jm3wKwqNKS5tCY2MDR48e4vLl89jZ2dHU1IiLiyurV2+wdnjCOCNJEjNnzuXAgT0cOrSXiROnolKpyM3NIicnkwULlojv0xa0cOEztLY28/77b3+WzJVoamrA19ePhQuXWDs8wcL6+nrZs+cDWlqa8PLyQa8f7m8QHh5pseTJ8eOH0el0fPvb3zP1l7h7t4yDB/eSnn7JIgtYjx8/QkdHO1u3Pk9wcChGo5GcnExOnz6Gh4cXkydPM3sMArS2tlBRUQ5ASEgYc+cupL+/j9u3b6JQKLh27cq4SOD4+voRFBTCqVNHUavVhIaGMzg4wNWrF6mvr2XjxmetHeK4YWc3vKjh2rUrVFdX0Nvbg0KhICIimsHBAYv271MoFERHx45I6o0Hj/0pdODAAfz9/dm/fz9ubvdvZxOE0VCr1QwNDWEwGEbUugTo7+8Tk1CCIAiC8AV5edmEhUWakjcAKpWKBQuW8Prrf6C0tIjExAlWjFAQLE+hULBixVpSUiZSXFyATqdj4sSpxMYmfGkZK0Ewt6ioWFat2sDFi2fYtWsnAPb29ixYsIRJk6ZaObrxRaOxY8eOb1NaWszdu2UATJ06g+jouPu+fwpPv5MnP6W/v5cXXvgOvr7+n63wL+XQoY+5evUic+cuNOv4nZ0dVFSUs2LFWlO5MkmSiIiIJiVlIjk5mcyePd+sO2C6ujopKytm2bLVhISEAaBUKklLm0x9fS2ZmTdFAsdCGhpqAUhOTmPZslWm44mJE3j99T/Q2tpsrdAsbs2ajRw4sIe9ez/AxsYGnU6HQqFg4cIlREREWTu8cSM4OJSMjBsUFuYSEBDIrFnzaGpqIDc367Oecv7WDvGp99gJnJaWFrZt2yaSN4JZxMbGk55+iaysjBFfZmpqqqipqWLFirXWC04QBEEQxpi+vl4iI2PuO+7i4oqNjc0Dy90KwtNKkiQCA4OfTF1sQXgC4uMTiY2Np6WlCYPBiLe3qGRhLUqlkuDgEGR5uCB9cHCoSN6MQz093ZSVlbBo0VJqa6u5evUiCoWSqKgYJkyYSE7ObWbPnm/WFeZdXZ0ABAQE3feYv38gt2/fRKvVYmtra7YY2tpaAUzJmy8KCQmjoCAXvV4v3q8soLu7G4CIiMgRxzUaO9zc3GlsbLBGWFbh4ODIjh3fpra2mvr6WmxtNURHx2Jv//SXzBpLPDyGS7epVCrq6+uoqxtOMtraajAYDDg7u1oxuvHhsd95AwMD6e3tfZKxCIKJl5cPaWmTOXv2BJWVd/H09KKnp5vS0iKCgkLGxXZRQRAEQXhYnp5eVFVVIMvyiNWZ9fV1aLVaPD09rRidIAiC8EUKhQIfHz9rh2FVer2ekpJCysvLkGWZsLAI4uISLbY7TpZlLl48w61b1zEahxM4CoWCSZOmMW/eIov2+tDr9TQ2NiBJ4OvrL5JIFnYveXLt2hUGBvoJDg5Fpxvg6NFDuLq6MzAwwNDQEHZ2dmaLwdnZBYCGhjrc3NxHPNbQUIednZ3Zq5A4OjoCw+W7XFxcRzzW2tqCra1m3L02ZVmmt7cXtVqFRmO+3//fc3f3AODWreuEh0eZkmZNTY00NzdZtFzVWCBJEkFBIQQFhVg7lHGrsrIcSZJQq23Q6/txdXVjYKCfoaFBvL19aGtrsXaIT73HTuBs27aN119/nba2Njw8PJ5kTIIAwJw5C2lqaqS8vJTy8lIA3NzcWbJkpUVvHNraWsnOzqC9vR0nJyeSklIJCAi02PiCIAiC8CBpaVPYs+d9zp8/zcyZc7G1taWlpZnjxz/Bzc2dsLDIB19EEARBECxgcHCA3bvfp6mpAT+/ABQKBcePH+bWrWts3fqCRZoR37hxlRs30pk1ax6pqZMAiezsDFO/rGnTZpk9BlmWycy8ydWrl0wNoO3tHZg9ez4pKRPNPr4wzMnJGQCj0ciiRctobW1GoVCSkJDEmTMnUSiUZk+euLm5ExISxqVL5/D19TdN4FdW3iU7+zaTJk01e1LRy8sHHx9fLl06h79/AHZ29sBw0iA7+zbJySkWTWxakyzL5OZmcf36FTo7OwAICQln/vxFFkm+BweHolAoqK+v5Y03/khkZDT9/f2UlRV/tnMw1OwxCMIXGY1GFAoFL7/8KiUlhTQ1NWBnZ0d8fDJZWbeoqqq0dohPvYdO4NTX14/4/4ULF5KRkcHWrVt59dVXiY+PN2Xs/56/v6iFJzwaWZY5eHAPLS1NzJ27kODgUFpamklPv8TevR/w4ouvWGQFREFBLkePHsLOzh5//0AqK++Sk5PJzJlzmTVrntnHFwRBEISHERoazvz5z3DhwmmyszOwt3egq6sTZ2cXNm3aPu5W6gmCIAhj17lzp+jq6uD5579jqpvf0tLEnj3vc+bMcdas2WjW8Q0GA7duXSclZSIzZ841HZ8xYw69vT3cunWNyZOnm33RYE7Obc6cOUFyciopKZOQZZmsrFucPPkpKpXK4r3rBgcHkCQJW1uNRce1NlmWgeGf/9Spo7i7e6DT6ejpGS5jZal7qGXLVrN793u89dafCQgIQqsdorm5iZCQMGbMmPvgC4ySJEksW7aGPXve4/XX/0BERDRDQ4NUVJTj7e3LzJnzzB7DWHHr1jXOnz9NbGwC8+c/w8BAPxkZN/joo3fZseMlU58ic3FwcCQ1dRKZmbewt7ensrIChULC1dWNrq7OEe9b44VOp6Ojox0bGxtcXUUrD0sLDY3AYDjJnTslny16GDY0NEhJSaGokmQBD53AWbBgwZdm22VZ5v/7//6/r/x3kiRRWFj4eNEJ41Z1dSVVVRVs3PisqTGZv38goaHhvPnmn8jNzWLKlBlmjaGnp4djxz4hISGZJUtWolKpkGWZ9PRLXLlygdDQcFFPXRAEQRgzpkyZTmxsPEVF+QwMDODt7UtMjGjGLAiCIIwdWq2WoqJ8ZsyYM6LpsZeXD9Onz+bs2ZP09/djb29vthi6ujrp7+8jJib+vsdiYuLJysqgs7MDDw/zlR81Go2kp18mISGZZctWm477+fmj1Wq5evUiCQnJFtnxUF5expUrF2hsHF60GxgYzJw5C8ZNuaLe3h7Tf0uShIODI3r95wkco9GIVqs1awk1GO5b+OKL/0BhYS5VVZUola7MnDmPyMhoiyWRfHx8efHF73H58jmqqytRKJTMmjWPyZOnW6y8obUNDQ1x9epFJk6cwqJFy0zH4+ISeeed10lPv2T2JDPAggVLUKnUZGbeRKfTAcOl1TZs2Ia///ipCGM0Grl69SK3b99kaGgQAD+/ABYvXoafX4CVoxs/PD29iItL5NSpo/T0dBMREU1XVwfp6ZcxGIxMmjTN2iE+9R46gbN27dpxs11SsL6Kijs4OjoRHj6y5IuLiythYRHcvXvH7AmcgoIclEolixYtNdUclSSJGTPmUFCQS25ulkjgCIIgCGOKs7MLU6fOtHYYgiAIgvCl+vv70Ov1+Pj4UV9fa+qBEx4eiY+P32c9J3rMmsCxsRluBN/Xd39P33uT+ffOMZeOjnZ6errv22UjSRJJSRPYv7+I7u6u+3qRPGmlpcUcPLgHDw9P03fbvr5edu3aydatz4+LUk0q1XBiIjo6juDgUKqqKj7rhzSd69cv09LSbLHkhY2NDSkpk0hJmfTgk81gaGiIw4f3UVtbbTp2+fJ5+vv7WbhwybiYE6ytrUKr1ZKWNmXEcRsbG5KTU0lPv2SROBQKBfPmLWL69Nm0tDShVqvx9vYdF7+DLzp37iSZmbeYNGka0dFx9PZ2c/36VXbvfo/nnnsZT08va4c4bixfvgZ7e3uuX7/ClSsXgOGF9tu2PS92RVnAQydwXnvtNXPGIQgjSJJk2sr894xGo0U+tHp6unF1dbtvC7kkSXh7+9Ld3W32GISRhoaGKC4uMJUFiotLxNbWvF+uBEEQBEEQBEF4MhwcHFGpVJw7d5K2ttbPEjUS165dxt3dA0mSTD1JzMXR0ZGgoBBu3LhKZGSM6fvE0NAQN2+mExQUgpOTk1ljuLej4t7K+i/SanWfnWPeHbSyLHPu3ElsbGxpa2vFx8cPo9FgKlN0/vxpXnjhO2aNYSzQ64ef76qqCiZPnk5a2mRkWaa0tJi2tlZg+Pd0b1Hn0+zgwb3U1laj0WiIj09iYGCQkpICbt++gZOTM1OnmncR7Vhwbx7qy3awKxSKr5ynMhdbW9txu3C4p6ebzMxbzJ27cMQCtfDwKN5++y/cuJHOihVrrBjh+KJSqVi0aBmzZ8+nvb0NjcYONzd3a4c1bjzyJ9Bf//pXBgYG+OEPf/iVqxC0Wi1//vOfcXBw4Lvf/e6ogxTGn4iIaK5fv0pJSRGxsZ9vbW9vb6Oy8i4LFjxj9hjc3NzJzr5NX1/fiEaaRqORuroaoqJizB6D8LnKyrscOvQxWu0QTk7O9PR0c/78adas2XjfTi1BEATBOoxGI8XFBRQW5jE4OIiPjy9paVPMWoZGEARB+OZQq9W4u3uYensYjUZkWcbb25fKynLc3DzMXqoKYOHCJXz00U7efvsvn5Uqg/z8XIaGBtm27VtmH9/V1Q0vL28yMq4TERFlSugYDAZu376Bn1+A2ZNIbW2tdHV1YmtrO6IfUXV1JR9//CGNjfX09/dhb+/wgCt9szk6Dj/PNjY2fPDB22g0dp+VTRvCzc2d3t4ebGxsLBKL0Wjkzp0SqqoqUCqVREfHERAQZJEFrN3dXVRV3cXV1Y1vf/t7pvm+zs75vPnmn7l27dK4SOAEBgajUqnIyclkzpwFpuMGg4H8/BzCwsTcg6VUVVUgyzITJkwccdzGxob4+CTy8rKtE9g4Z2urEeXrrOCREjjp6en88Y9/5F/+5V++dgvpcFMpV/7zP/+T5ORkpk0TtfCERxMQEERkZDRHjx6ksbGe4OBQWlqauXUrHVdXNxITU8weQ0JCMpcvn+fYsU9YuXItdnb2aLVaLlw4TW9vz30fIoL59PX1cvDgHvz9g1i2bBXOzi709HRz8uSnHDy4h+9+94dmX6k3ljQ3N5Gbm0l3dzeurq5MmDBRTI4KgmB1RqORQ4f2UlZWQmBgMK6ubpSUFJKTk8m6dZuJiIi2doiCIAjCZ/r7+6isvIssywQHh1rsXlqv19PZ2YEkSVRVVaBW2yBJElrtEJIk0d3dydDQkNl32fv4+PH88y9z48ZVcnOzgOFV3dOmzbTIfbUkScybt5h9+z7igw/+xoQJaciyTE7ObZqbm9iy5Tmzx9Df3wdAYuIE/Pz8TTsLgoNDiYiIpqSkEK126KlP4Li6uhEYGEx9fS0ARqPB9Fx0dnaQkjLRIv0E+/r62Lv3A5qbG3F390Cn03Hr1nViYuJZtWq92WMoKysBYNaseSPm+1xd3QgPj+DOnVJ0Ot1T3wtHo7Fj8uTpXLt2Ga12iNjYRAYH+7lxI52OjnaWLRM7PizlXuLSaDTe95ilKvMIwljxSAmcQ4cO4ezszI4dOx547vbt23njjTc4cOCASOAIj0ySJNas2cTly+fIzs7gxo2rKBQKYmMTmD//GYuUzbKzs2fNmk0cOrSXP//5d3h6etPR0Y5Op2XJkpX4+PiaPQZhWG5uFkajkdWrN5hW5Dk5ObNq1Qb+8pffkZOTyaxZ86wbpIVkZNzg7NkTODo64u3tS0FBLhkZN1i6dBXJyanWDk8QhHEsNzeTsrISNmzYRmTkcLJGr9dz6NDHfPrpIb7//X986r/0C4IgjHWyLHPlygVu3LiKwWAAhr97paZOYuHCpWZvlt7b24NWq8XWVsO8eYtobKxHlmV8ff25cuUC/f19dHd34uXlY9Y4ADw8PFm+3HqTseHhkWzZ8hxXr17kxIkjAISEhLFt2wsWKZl07zO5sbGevXs/pLKyHEmSiIiIpr29DQBJMu/rYaxQq22QZRmFQkFAQBA6nY7a2mpkWTZ7P6R7Tpw4TF9fDzt2vERAQCCyLFNUVMDRowe5ceMqM2bMsUgcX1YhzNJlw6xt9uz5qNVqbt68xu3bNwHw8vJh06bt+PuLnQeWEhoagUKhIDPz5oj5nsHBQQoLc8XiMGFceaQETlZWFjNmzHio7aM2NjbMmDGDzMzMxw5OGN9UKhXz5z/D7NkL6OvrRaOxs3i/k/DwSP7hH35Mfn4O7e1tREZGk5SUYvZmksJIra0t+Pr631dOwdbWFj+/AFpbW6wUmWW1tDRx9uwJJk2axrx5i1Aqlej1ek6fPsaJE0cIDg4VzeMEQbCa3NxsIiOjTckbGP4sX7hwCf/zP/+PO3dKiItLtGKEgiAIQmbmLdLTLzF9+mwmTpyKUqkgJyeTixfPYmurGVEyyBzuJYiCg0NISZkIfF7VoK6uhoKCXL5ksbXZNDc3cvfuHWD4u5+3t2UX6YWEhBEcHEprazMg4enpZbFV5c7OrgDU1dWi0WhIS5uC0WigoCAXrVaLQqF46nffwHBSsbKynHnzFpl2htnZ2bN8+Rrq62vJy8tmzpwFZk1udnd3cedOKcuWrSYgIBAYTqzGxydSU1NJVtYtpk+fbdbXRlRULGfOHOfKlfNER8ea5v3a29uoqLiLra1m3CzEkSSJ6dNnM3nydNraWlCrbXBzcx+XOz76+/vIycmkvr4OGxsb4uISiIiItshz4eDgwJQpM7h69SLd3V3ExMTT09PNrVvX0OsNI/riCMLT7pESOM3NzQQFBT30+YGBgZw9e/aRgxKEL1KpVFZNmNjbD39oCNbj4OBAVdVdDAbDiK3jRqOR9va2cdOPKCcnEwcHR1PyBj5vJFdSUkheXjazZ8+3cpSCIIxX/f19hISE3nfc1dUNlUpFX1+f5YMSBEEQTIxGIzdvppOYOGFEombq1Jn09/eTmXmT6dNnm3WS9l4pnJqaajo7O0yLj7q7u6isvAuAmTcBAcP9LI4ePURRUb5povrixbPExiawcuU6i5TMAigqyufy5fN0dLQD4O7uydy5C4iOjjP72Pb29tjY2KLTaQG4ffsGMFyJArTY29tbbMJelmVqaqo+2wWkICoqBl9f/ydybYPB8LU7SFpbW5FlmZCQMDw8vEhNnWx6TKlUmvriPqg3kyRJj/26uff7DwoKue+xoKAQsrNvf7Zz7fEXtD7oebC3tyckJJyqqrv85S+/IzY2gYGBAe7cKcFoNDJt2nz0ev0DxxnN8zDWqFQqfHz8rB2G1TQ2NrBnz/vo9TqCgkJobe1k//48oqJiWbNmo0V+z3PmLMDe3p6bN6+Zet6EhUWybt0W3NzczT6+IIwVj5TAUSgU6HS6hz5fp9OZfQu2IAhPv8TEFG7duk56+iVmzZqHJEnIssyNG1fp6em2SE+ksaC7uxtvb9/7bpTUajUeHl50d3dZKTJBEIThUjT3mo1+cVVeXV0Ner1e9OoSBEGwsr6+Prq7u740ORATE8fNm+m0t7eOasLyQZPEGo0dNjY2yLKRt97682clciQqKspRKJQolUrs7R0fOFE82kniy5fPUVpaxPLla4iPTwKGkyknThzh0qWzzJ//zGNf+2EVFuZz5Mh+3NzccXNzQ5YlZNnIwYN7WbduC9HRsWYdv6OjHa12CGdnF7q7u/D09EaWjbS1teLq6kZnZwcDA/2fJXTMZ2hoiAMHdlNdXYmDgyNGo4H09EvExSWyYsXaUf2eDQYDL3xrG0ODA195jo2NDcnJyfzbv/2Mjo6OEY/5+/vj4+PDSy9tf2AZMVuNHTvf3fVY8To6OgHQ1NR436R0c3PjqHe/PMzzAMNzfpGRkTg7O5Odfdt0vLGxkf/+79ceaqzRPA/C2CHLMocP78PV1Y1Nm5417cYrLS3m0KG9ZGbeYvJk87fLkCSJyZOnM3HiVHp7e7CxsUGj+fpkqiA8jR4pgePt7U1ZWdlDn19WVoa3t/cjByUIgvBF3t4+zJo1jytXLlBaWoS/fyANDXW0tDQzffps/PyezOqssc7V1Y38/Bz0ej0q1edv30NDQ7S2NhMeHmnF6ARBGO/S0qawb99HXLx4lhkz5mBjY0NLSxPHjx/Bw8OT0NBwa4coWJjRaKSkpJDi4gK0Wh0BAYGkpEw0TVQJgmBZNjbDE8C9vT33PXbv2Gj6fTzsJHFgYCDe3t60t7fT0dGBJEkMDQ3h5uZGW1sb3/rW1geONZpJYp1OR3b2bVJTJzE4OMDHH38EDJdQS02dTHZ2JrNmzTfr7hNZlrl48QxKpZLe3h5iYuKRZZmSkkKUSiUXL54hKirGrGWK7iXJli9fTXd392dJNAUzZw4vmPvkk48fasfFaJ05c5zGxgY2bnyW8PBIZFmmsDCP48cP4+bmPqoKA7IsMzQ4QE/a8/A1/Xw65Ar8wuNoIowhhn/vjgzgRQWNuNKd9sIDBjJC5nuP3SvGw8OTwMBgLl8+h79/IM7OzgDU19eSlZVBcnLaqBZHP+zzAHAbcJQHcKUPIwpacULrmwQPU11wlM+DMHbU1FTR0dHO9u0vjiilGB0dS2xsArm5mRZJ4NyjUChwdnax2HiCMNY8UgJn4sSJHD58mNraWgIDA7/23NraWq5fv87atWtHE58gCAIAM2fOJTAwmOzs27S0NOHu7sn8+c8QFhZh8VhaWprp7u7ExcUNT08vi407YUIaGRnXOX36GAsXLsXGxoahoSFOnDiCwWAgKSnVYrGMBYODgxQXF9DT0427uwfR0XHjpi6zIIxFERFRzJu3iIsXz5KZeRM7O3u6u7s+W7m3fVzWDR/P9Ho9Bw7spqKiHH//QBwcHLh5M52MjBts2fLcuFl8IQhjia2thoiIKDIyrhMXl2BaxazT6bh+/Sq+vn6jKknzsJPExRhRUouXpwKtPJyAcXIy0CY7UuSVhNHrARPVo5wk7unpZmhoiKKiAgYG+j/7PiFx8eIZ7O3t0WqH6O7uMuvO0Y6Odrq7u3BwcGTBgmeor69DkmDZstWcPn2c9vY2enq6zTph6e7ugZ2dPSUlRTzzzAqSklJMjx069DGurm5mT7j39/dTWJjH3LmLiIiIAoZX3CcmTqCxsZ7s7Axmzpw7+soukuJra/OVyIGkcJeplNKBI0pkXOmlFw138Xtg0oMn0Ldp2bLV7Nq1kzfe+CNeXt4YDHpaW1vw9w8c0cB9VB7wPNzTiwO9PEb/Iwv2rxLM6151jy/bkenj40d5eamlQxKEce2REjjbt2/nwIED/OhHP+Ktt97C3f3Lb+46Ojr48Y9/jMFgYNu2bU8kUEEQhJCQMEJCwqw2fkdHO0ePHqKursZ0LDAwmBUr1prqd5uTh4cny5at5vjxw5SUFOLh4UVLSxNGo5GVK9ebVmqNB6WlxRw9ehCdToeDgyO9vT04OJxi/fqt+Pt//QIDQRDMZ+rUmcTGJlBUlM/g4CA+Pn5ER8eKMhrjUEbGdaqqKti8eYdpscXAwAAff/whR47s5zvf+YFI6gmCFcybt5gPP3yHt9/+CwkJySgUSgoL8+jv72PLlueezCAPmCSWUZAvh+DEAJ5SNwDtONEl2cPDvC+McpL4XuJKr9fx8suvmpJWnZ0dvPvuGwAP7HcyWv39w33hJEniyJEDpp6vGRk3cHR0BGBoaBAwXwJHpVIxdeoMLlw4g1qtZsKEiRiNRm7fvkFJSSHLlq02+/t0Z2c7RqPxS7/jhYSEcfv2TQYG+nFwcDRrHAOSLbfkKPxpx41eDEiUEEATbhgflLx5Qlxd3YiOjiUrK4OmpgZguFR2YmLyqHrfCMLjuPe+WFdXc98u+rq6atF/RhAs7JESOAkJCbzwwgvs3LmTFStWsHXrVqZOnYqv7/BeyqamJq5du8bevXtpb2/nxRdfJCEhwSyBC4IgWJJWq2X37vdQKpWsW7cZP78A6uvruHDhNLt3v8e3v/09UwNUc0pKSiE4OJTc3Cy6u7sJD48kKSl1XCVv2tvbOHx4HxER0SxevAxHRyfa29s4duwT9u37iFde+bH4kiMIVuTi4sq0abOsHYZgZbm5WcTHJ4/YKWtnZ8eCBc/w4YfvUFtb/aXNmgVBMC9PTy9eeOE7XL9+hfz8XGRZJiwsgqlTZ+LlZcHy55JED/b0YN7+Kl8+9HBSQqFQoFJ9vntbpVKZdnqYO3Fxr1RdX18vmzZtN71XlpeXsX//rs/iMf/O8ilTZqDX67lx4yo3b14DhndqLVy4hORk8+/uv5eYaWtrwcdnZI2u1tYWVCrVqMr6PQq9pKIab6qxThuAy5fPkZWVwYwZc0hKSkGr1XLzZjqnTh3D3t6RmJj7e1cJgrn4+wfi7e3D6dPH2LBhG+7uHhiNRnJzMykrK2HJkpXWDlEQxpVHSuAA/Ou//iu2tra8/fbbvP7667z++usjHpdlGaVSySuvvMJPfvKTJxWnIAiCVRUU5NLT0813vvMD02qTmBhnvLy8efPNP1FYmEdKykSLxOLi4jqqWtDfdNnZGdjY2LJq1XpTLyB3dw9Wr97A66//gcLCPFJTJ1k5SkEQhPGtt7cHb2+f+457eQ0f6+nptnRIgiB8xtXVjaVLV1k7DKsZGOj/7L8k3nrrT0RGDveaKSsrRqkcvrfs7+/Hzs58yaV7O3xkWSYz8yYGgwFZlsnKyjCdY4lG3ZIkMXPmXCZNmkZdXQ2SJBEYGGyxssQuLq4EB4dy5coFgoNDTSXb2tpayci4Tmxs4rgokTw0NMjt2zeZNm3miHJpy5evobe3l2vXLosEjmBRkiSxZs0m9ux5nzff/BPe3r709/fR29vDhAlpTJiQZu0QBWFceeQEjiRJ/NM//RMbN25k//79ZGVl0draCoCnpydpaWmsX7+e4ODgJx6sIAjWo9VqKSkppKOjHWdnF+LiErC11Vg7LIupqanC3z/wvq3C7u4e+PkFUFtbbbEEznjX0tJCUFCIKXlzj7OzC56eXrS2NlspMkEQBOEeNzcPqqoqUCoVFBUVoNPpCAgIxNNzeGWzu7uHxWKRZZnW1ma0Wh1eXt4W2TEr3K+vr4+MjGuUlhZjMBgIDg5lypQZFu0nKAgAjo5OqNVqEhKGS1OVl5cBMGnSNHQ6HdnZGTg5mXd3++DgIDA8v9LY2EB5+W5TbJ+fM2D2Um732NraEh4eaZGx/t6SJSvZtetd3njjj4SHR2EwGKiouIObmzvz5i2ySkyW1tTUiE6nIy4uacRxSZKIj0/k2LFP0Gq14vPLgvR6PaWlRdTV1aBSqYiJScDfP8DaYVmUu7sHL7/8KkVF+dTX12JjY0NsbOK4ex4EYSx45ATOPcHBwfzjP/7jk4xFEIQxqqamigMH9jA4OICTkzO9vT2cP3+K1as3EBERbe3wLEKlUjE0NIgsyyNKKsiyzNDQoOjvYEH29vY0Nzfe97vQ6XR0d3dhb/8YDTcFQRCEJyo5OZUzZ45z924Z4eGRuLt7UFSUz8DAAO7unl/aFNccKirKOXPmBO3twwvObGxsmThxCrNmzRt9U+xvmMHBAe7eLcdg0BMYGGzR+vU9Pd188MHfGBwcJC4uARsbW0pKCikqymfz5h2inJ5gUTY2NiQnp5KTc5uVK9czc+ZcAO7cKeHIkQMkJaWYfaLcwcEBSZLw8vKhubkRtVqNLMv09vbg4+NHS0vTuLmndXf34NlnX+TMmeNUV1ciSRIxMfEsXLgEB4fx8RzcK5c33PdopMHBASRJEt83Lai7u4s9e96nvb0NDw8vhoYGuHnzGklJKRbpDXWPTqejuLiAuroa1GobYmOHk0iW7CGoVqtJTk61SElFQRC+2mMncARBGB/6+/vZt28Xvr5+LF++BhcXV3p6ejh16iiHDn3Myy+/amq6+TSLiYkjLy+b8vIyIiM/T1qVlZXQ3t7GwoVLrRjd+JKUlMKePe+Tk3OblJThUmmyLHP58nmGhoZISEi2coTCeFVbW01+fg4DAwN4e/uQnJyGk5PTg/+hIDyF+vv7kCQFsmykoaEOjcaegYEBVCoVWu39CyLMoa6uhn37PiIoKIRFi5ZiZ2dPcXE+169fwWDQM3/+M2Ydfyy5efMaly+fQ6/Xm47FxyexbNnq+3a0msOlS+cxGAy89NL3cHYebso+e/Z89u79gBMnPuXll79v0QkpQZg7dxEdHe0cPLgHR0dHQKK3t4ewsAjmzVts9vHt7R2Iioqhvr6O9eu30tbWgiRJuLl5cPLkp8TGJoybno5dXZ3s2fM+PT3dBAeHYTDoKSrKp729la1bn7dIKTlr8/X1w9nZhevXr7J+faBpgcHg4CCZmbeIiooVCRwLOnLkAHq9nhdffAVvb1+MRiN5edmcOHEEHx8/Jk6cYvYYOjs72LPnfTo7O/Dy8mFgoJ+MjOsWTyIJgjA2iASOIAhfKz8/B4NBz5o1G02rwJycnFi1aj1//vPvyMm5zZw5C60cpfmFh0cRHh7FoUN7SUycgL9/IPX1teTlZRMZGT2iSbNgXiEhYaSmTuLkyaPk5mbj7e1DTU017e2tzJ//DK6ubtYOURhnZFnm3LmTZGTcwMXFFVdXd27cuMqNG1fZsGEbISFh1g5RECwuPz+HCRNSmTBhIllZtxgaGmLatJm4uXnw4Yd/o7q6ktDQcLPGcO3aFTw8PNm0abtp4svX1w+VSs3161eYOnUW9vaWb6BuaYWFeZw/f4qJE6cybdpMbG01FBTkcvbsCVQqFcuWrTbr+EajkeLifKZPn21K3sDwqt6ZM+eyZ8/7NDU14utrmV1ZwjCdTkdtbTWyLBMQEDiuSiPD8Otv48Znqa2tNpVQi4iIIjAw2GITo4sWLWfXrnc5eHAPISFhyLLMxYtncXf3ZMGCJRaJYSw4efJTAL7znR+Y7uObmhrYtes9Ll48Oy6apSsUChYtWsrBg3t5//23SUhIQqvVkpOTiVY7NK77n1paS0sTtbXVrFu3GW9vX2D49zNhQhpVVRVkZt4yewJHlmUOH96HJEm89NL38fT0GpFE8vPzJzV1slljEARhbBEJHEEQvlZrazPe3r6UlZWQlZVBZ+dwD5wJE9IICAiktbXF2iFahCRJrFu3mRs3rpKdfZucnEycnJyZOXMuU6fOFCtgLEiSJBYvXk5YWAS5uVk0Njbg7e3D0qUrRQmWcexevfS+vj68vHzw8/O32N9lWVkJGRk3WLhwKRMnTkGSJAYHBzl06GM++eRjvve9fxwXDXgF4YsGBvqRJIlPPz1IW9vwvUJFxR2Sk4eb3vb395k9hqqqu8yaNe++VcvJyalcvXqR2tpqoqNjzR6Htd28mU54eBSLFn2+WzglZSJa7RAXL55lzpwFODg4mm18g8GAXq8fkby5596xLysbJJjP7ds3uHz5gul5V6vVTJkyg5kz546re1pJkggKCrHa/aOTkxMvvPBdCgpyuHv3DiDxzDPLiY9PHje9Trq7u6ioKGf58jUjFmH5+PgxadJUbt5MZ+HCpRbZKWhtUVGxbN36POnplzl37hRKpZLo6DhmzJiDh4entcMbN9rb2wEIDLz/fSEwMJji4gKzx9DU1EBDQz0bNz5r6hN3L4lUUVFOZmaGSOAIwjjz9H8KCoIwKsP9Rpo4ceIIkZExxMUl0NjYwJkzJ1Cr1fc1WnyaqVQqZs6cy8yZczEajeOudv5YIkkSUVGxREU9/RNvwoPdvXuHY8cO0df3+YSwv38ga9duMnsTYoCcnNv4+wcyadJU0zGNRsOSJSv4n//5f5SWFonSfsK44+LiRlZWBkFBISxYsB0HBweKiwu4fv0qAF5ePmaPQaFQjCgZds+9Y0rl0/85bjAYaGpqZNGiFC5dOkthYR4Gg4GgoBAmTJiI0WikqalxVM3LDQYDsix/7Tnu7h6UlRUTG5sw4nhJSREKhQI3N/cv/V19kegB8WTk5WVz5swJUlImMnHiVJRKJTk5t7l69SIqlYpp02ZZO0SLGhoaora2GhienLV02TJbW1vS0qaQlmb+kkxjUW9vDwA+Pr73Pebj44tOp2NwcPCzMndPv+DgUAIDg+ns7ECpVI6LUuVjzb3vDs3NjfftFG5ubrTId4uOjntJpOD7HgsMDKa8vNTsMQiCMLaIBI4gCF/Ly8sXg0FPeHgk69dvQZIkZFlGqVRSUJCLu7uHtUO0CpG8EYSxobW1hQMHdhMSEsa8eYtxd/egsrKckyePsm/fR3zrW6+YfTVxV1cXoaH3l0lzc3PHzs6O7u4us44/FnV2djA4OICbm8e4qeEvjHRvtbSTkzPFxQUYDAbs7e1Rq23Q6bQWKV0WGRlDbm4WkyZNHVEeKiPjOjY2tgQFhZo9BmtTKBQolUouXDiLXq8DhhMhRUUFFBcXAozqb9RgMPDCt7YxNDjwted5enoSGhrKT3/6Kk1NTRiNRtzd3QkODqa9vZ2XXtrxwLFsNXbsfHfXNz6Jo9cP9/coKyvBaDQSGhpGUlKqRd4rZVnm2rXLxMTEjyhLNW/eYnQ6HTdvpjNp0rRxsdtBlmWuX7/C9etX0Gq1ANjY2DBt2iymTZs1rnYiWZOLixuSJFFTU20qV3VPTU01Go0ddnZPfw+ce3JyMklPv2S6d/T19WPevMWiHK8F+fn54+Xlzfnzp9m8eQcODsNl5Csr75Kfn8P06bPNHsO9JFFTUwPBwaEjHmtqarBIEskSHmYByJMgFoAIT4On/85MEIRRaWysw8bGlrt37/D2238lMDCIxsZ6mpoasbOzp6WlydohCsK4Nzg4yMBAP46OTuOuVNft2zews7Nn3botpgmniIhoVq/W8OGH71BRUT6qleUPw9XVjfr62vuOt7e3MTAwgIvL+OnL1NTUwKlTx0zPh1qtZsKEicybt8iiX5xkWaapqZGhoUG8vLxNPdwEy2ltbcHe3oHCwjxgOJHwxd2rNTVV9+3GeNJmzJjD+++/xXvvvcXEiVOws7OnqKiAsrJiFi5cMi5KFEmShEZjR19fLwkJSSxatBy1Wk1eXrap74Svr/9jX1+WZYYGB+hJex6kr17c0oOMLDcT4ifh5+ePDCgkaJadKfJMwuj5gIUxshEy37PIRI85DQ4OsmfPezQ2NhAUFIJSqeL8+dNkZNxg27YXzL7avq+vl46OdubNW3TfY/HxSWRm3qKtrfVLd0M8bTIzb3Lp0jkmTZpGauokJEkiKyuDS5fOoVbbjNhVK5iPg4MDsbEJXLlyAW9vH4KCQpBlmbKyEjIzbzJp0rRxM/GamXmT06ePExeXyJIlK9FqtWRkXGfv3g/Ytu2FL92N8TTr7++noaEOlUpFYGCwxV4HkiSxcuV69ux5j9df/z0hIWEMDAxQX19LSEg4U6fONHsMAQFBeHh4cu7cSTZt2m4qc1peXkZhYR5z5iwwewzm9rALQJ6Ep2UBiDC+iQSOIAhfS6vV4u7uzvz5z5CVlUFTUyMuLq7Mnr2AW7eumVasCYJgeT093Zw9e5LS0iJkWcbGxoYJE9KYM2fhuFg9C9DQUEdERNR9P29AQBD29vY0NNSZPYGTmjqRfft2ce3aZaZOnYlCoaCvr4/jxw/j4OAwLnpswHC5h127duLi4saaNZtwcXHlzp0Sbty4ysBAPytXrrNIHNXVlZw8+Snt7W3AcOIgKSmFhQuXjrsEp7X19/exYMESZNmITqfD1dWNK1cu0NnZYZHV7R4enmzf/m0uXTrL6dPHAXB392TFirUkJk4w+/hjgSzL9PX1IUkKysvL0GjOY2urobi4wLSrurLyLhERUaMbSFLAA3YnV+JHveyJBz1IGOnEkX6F5mv/jYlxdOGNFRcvnqGjo50XXviOKXHW2dnB7t3vceLEp2zZ8uCdSKNx77NycPD+nkODn02ijYf7B6PRyPXrV0lMTGHhwiWm4wsWPMPg4AA3blwlLW2y2HFvIYsXL+fjjz/ko4/exc3NHYPBQHd3FxERUcyaNc/a4VmEXq/nypWLJCensmzZatPxqKgYPvjgba5cucDWrc9bMULLMRqNnDlzgpyc2xiNw2/+Go2GRYuWWawksbe3Dy+99H1ycjKpra3GycmZ1as3EhMTZ5H3BUmSWL16Ax9++C5//vPvTMdlWSYkJIxJk6aZPQZze9gFIKMf6OlYACIIT//dmSAIo+LnF0BeXjbOzi6sWbPRdLyvr4/a2upxc1MtCF/FaDSi1+tRq9UWLbcxODjIRx+9i16vZ8GCJXh6elFdXcGtW9fp6OgwlTx82tnY2NLT03Pfca1Wy9DQEDY25i9JExERzfTps7h06RyZmTdxdnalqakBlUrNxo3PjovJMIBbt66hUql49tlvmUoB+fn54+TkxMmTR5kxY47Zy262tDTx8ccf4uvrz+LFy3F2dqGsrJgrVy6g1WpZvXqDWccXPje8ylEmKSkFjebzSfqSkiI6OztGlDQzJy8vbzZs2IZWq8Vg0KPR2I2L98Z7dDodIBMdHYezszMlJUXo9XqCgkKYPHk6J09+SlNTw+gTOA9JK6lpwN0iY401er2egoJcpkyZMWLXk6urGzNnzuXYsU/o7u7C2dnFbDFoNHaEhISRkXGDuLhEU1LbYDBw8+Y1PD29n4ryyA8qy9PR0U5vbw8xMXH39V6KiYknLy+b1taWBz4XoizPk2FnZ8eOHd+mvLyMyspyFAoFUVGxBAWFjJv368bGegYG+klNnTTiuFKpJDk5jVOnjqLX68fFPeWJE0fIy8sGwNPTi8HBAXp7e/n004NoNBoiIqItEoe9vYNFyqV9lebmJrTaIZycnD/7PiPT09NDe3sb/f39ODk5WS22J+ohFoCMylOyAMTcRDm7se/pf/cXvtGGhoYoKsqnvb0VBwdHEhKScXR8Sj6oviHi45NIT7/Evn27WLx4GYGBwTQ01HP27AlsbGxITk61dojCONXV1Ul+fg49Pd24u3uQmDjBomWShoYGuXz5Avn52QwNDeHo6ERa2mTTDgxzy83NpKenm5dffhVX1+ESXaGh4Xh7+/LJJ/uor68jICDQ7HFYW1xcIqdPH6O2ttpUWuJejX+j0UhMTLxF4pgzZyExMQkUFOQwMDBATEw8SUkTsLMzf5+PsaKy8i7R0XHk5WVTWJjH4OAAPj5+pKYOr2KurLxr9onBmzev4eDgyJYtz5kmOaZOnYlGY8eJE0eYOXMuHh6eZo1BGGYw6AGJd999A19ffxQKBb29PdTUVAHDu3Msabhc2tNfMu3vDU/QS7S2NrN27SYWLPh8t8HZsyeB4SSXYH5DQ0PodLr7+nzAcJ8LGN5Za84EDsC8eYv46KN3effdN0hOTkWhUJKfP5yw2Ljx2W/8hPnDlOUZLu85gf/8z1/R0dEx4jE3NzciIiL4yU++91kC9KuJsjxPznDSJoaoqBhrh2Jl9//9fcP/JB9Jf38/eXnZ2Npq2LHj23h6eiHLMkVF+Rw5coDTp49bLIFjTTqdjrNnTxIfn8TKletM78s9Pd28884bXL9+mcWLl1s5SuFpIcrZfTOMuQTOG2+8walTp7h79y4ajYbU1FT++Z//mfDwcNM5Q0NDvPbaaxw7dgytVsusWbP4+c9/jqfn51/I6+vr+cUvfsGNGzewt7dn7dq1/PSnPx2xYuHGjRu89tprlJWV4efnx/e+9z3Wr18/Ip4PP/yQt99+m5aWFmJjY/m3f/s3kpMts21zvKutrWb//t0MDQ3i5uZOd3cXly6dY+nSVSQlpVg7vHHDxsaGLVue49Chj9m9+z3TcTc3dzZvfm7c9RUYGhqipKSQrq5OXFxciY1NGBc19MeanJxMTp78FLXaBnd3d/Lzc7hy5QJr1242e7ksGL6p3r37fdrb20hLm4SXlw/V1ZVcvnye1tYWVq1a/+CLjFJ5eRnh4ZGm5M09MTHx2Ns7UF5eOi4SOElJKRQV5bN793vExibg7u5BRUU5tbXVzJ27EGdnyzX59PHxtWrfAL1eT15eFvn5uQwODuDt7cukSVMJCAiyWAylpcX09/cRFRVLQEAQd++WsXv3TmRZRqEw/wxEVVUFcXGJ961QTUhI5sSJI9TUVIoEjoW4uLhiNMp0dLTR1dVpOu7o6ERvbw/Ozq5Wi208kSSJwMAgamurOXhwD2q1DbIso1aryc3NQq22ITJyvE+YWoadnR0ajR21tdX3ldasqalCkiSL9Ezz9fVnx46XuHr1IpcunUOWZUJDI1i8eAWBgZb7vDCXhy3L0yWX4xWeSC1hGBk+T4GRaCrokqE9efsDBhJleYSH96DV7Z6e3mg0dmRm3uSZZ1aM+HfZ2bdNjez/fsfY3/umr24vKSkEYM6cBXh6egHDP1N8fBIZGTdoaKhDluVvfKL5QaqrKxgcHGD69NkjflYnJ2eSk1PIy8sWCRzhiRHl7L4ZxlwC5+bNm2zfvp2kpCQMBgO/+93veOmllzh69Cj29sOrWH/9619z8eJFfv/73+Pk5MR//Md/8IMf/IDdu3cDwx9yr7zyCp6enuzevZvm5mZ+9rOfoVar+ad/+icAampqeOWVV9i6dSu//e1vuXbtGv/n//wfvLy8mD17eJvksWPH+M1vfsMvf/lLJkyYwM6dO3nppZc4ceIEHh7f/K3lY9nQ0BD79+/Gy8ublSvX4ezswuDgIOfPn+L48cP4+Ph+6eo1wTw8PDz59rf/gbq6Gjo62nF2diE4OPSpv3H6exUV5XzyycdotVocHBzp7e3h/PlTrF27mZCQMGuHN240Nzdx4sQRJkxIIzo6nsHBAeztHbh1K51Dh/byve/9xOy7HgoL82hsrB9Rwz4+PomAgCCOHfuESZOm4ucXYNYYhn353+Dwn+b4uDFSqVRs2rSd9PSL5OZmUVJSiLOzK6tXbyQuzrwN0scSvV7Pvn27qK6uICIiGn//AO7evcMHH/zNYv0+nJycqK6uYsOGraYJ4fnzF7Nz55s0NzcSGBhi9hhUKhU63f292e4dUyrH3K3vU8vPL4D8/ByiomJYtGgZSqWKioo7HDv2CWq1zbhIMI8VK1as5c03/0RpafF9jy1cuGTc3c8BpskDS/7sCoWClJQ0bt26TmBgEFFRsUiSRG1tNVeuXCAmJh5HR0eLxOLt7cO6dZut8jxYzAPK8tyR/UnhLpMopxE3ZMCPDjRoySH8wZNYoiyP8JAednW7l9dwubALF87S1taGQqHAx8cHBwcHSktLOXBg3wPH+qavbh8Y6AeGF4v+vXvvj+MhgXNv99+XLZa1s3N44O5AQXgsopzdmDbmvsW+/fbbI/7/tddeY/r06RQUFDB58mR6enrYv38/v/3tb5k+fTownNBZvnw52dnZpKSkcOXKFe7cucM777yDp6cncXFx/PjHP+a3v/0tP/jBD7CxsWH37t0EBgbyr//6rwBERERw+/Zt3n33XVMC55133mHz5s1s2DBcL/2Xv/wlFy5cYP/+/Xz3u9+14LMy/hQV5TM0NGhK3sBw47olS1ZSUVFOVlYGS5astHKU48vwCs5gU4mi8aanp4eDB/cQGBjC0qUrcXZ2obu7i+PHD3PgwG6+850fWuxL93iXnZ2BnZ091dWV5ORkmo77+PhhMBjIz89l8mTzNnYsLS0mJCQMHx8/6uvr6O3twd3dg4SEZC5cOENpabHZEzhhYRFcuXKBO3dKqai4Q19fHx4enjg5OdPX10d4uGX6GYwFublZ3LiRjkqlwtnZhfb2Vs6ePYG7uzs+Pn7WDs8icnOzqK6uYMuW50wJ5fnzjRw/fphTp44SGRkzog+JOQwMDKBSqTh58lOysm6jUCgYGhqkubkRgKamBtNqSnOJioolJ+c206bNHrH76ubNayiVSov1+RCgvb0Ne3sHyspKaGtrw8HBgbq6GmxsbBgaGqKtrdXsr4d79Ho9NTVV6HQ6/P0Dxl053oKCXGC4X1djYx0GgxEvLx/a21spKMhlwoQ0K0doOW1trVy9epGysmKMRiPBwWHMmDGboCDzJ5gBZs6cR0tLMwcP7sXZ2QWVSkV7exu+vv4884zlV1M/7ZOgX6dbciBTjiCUZsJoAqANJwoJolcaP+VPBfN72NXtPcCA3E6ou9q0YLhH1pCLLx0xD1EF5ilY3R4WFsHly+dJT79EaGi46T1qYKCfysq7qFQqi5SqtjZ//0AkSaK4OJ+0tCmm47IsU1JSYNHd9YIgjA1jLoHz9+41JnZxGZ7Ez8/PR6fTMWPGDNM5ERER+Pv7mxI42dnZREdHjyipNmvWLH7xi19w584d4uPjyc7ONiWAvnjOr3/9a2C4+XFBQQGvvPKK6XGFQsGMGTPIysp6pJ/hUe6LH+ZcSXrydVBHcz1zxNPe3oqbm7vp936PUqkgKCiYtrbWcVULVrC+vLzhRMGaNRtMk6AuLi6sWbORP//5d+TnZ1m1yeF40trawtDQEK6urmzf/i28vX2pqanizJkTSJJEe3uL2d8fDAY9RqORv/3tr7S2tpiOh4SEolQqMRj0Zo8hJWUi169fZf/+XWg0Glxd3blzpwSDwYCPjx+BgUEWeZ/U6/VkZWWQnX2bvr4+vLy8mDJlhsVqmNfUVHPmzHEmTpzCnDkLsLW1paOjnU8+2c/+/bt45ZUfjYuGrwUFuURGRhMa+vluQKVSwbx5C8nPz6GsrMjsPcu0Wi2ent40NtbT21tmOm5rq0Gn0zI4OGD21+TUqdMpLi7g/fffJDV1Ms7OLpSVFVNaWszs2fNwcHj8sp+Wvu8wx/2VJbW0NDFr1jy8vX0oKspHq9Uxf/5ioqPj+Otff09LSxNeXuZP4BQU5HH27An6+4dX9UqSRHJyCosXLx8X7w2yLJOdfZsJE1LvW/xUXFzAoUP7aG9vfezSgt+kv4vW1hbef/9vaDQaZsyYjUqlpqAgl127dn62c9D8fRXUahUbN26jurrKlESaN28RkZHRT8Wk5Fh4PTxKDL2SPfmEwr0J78f4Ab7p79VPuzH1mnyI1e0NeNIge2CHFiMSQ5L64X8I40PEYCGP+3fh5+ePq6srtbXVvPfeWyQlTWBwcJDbt2+g0+mYOHHKuPh7c3FxISEhmfPnTyPLMnFxifT395GefpmGhnq2bn3uG/88jIXXpIhh7MRgbdaI51GfhzH9rcVoNPLrX/+atLQ0oqOHb6hbW1tRq9X31bT38PCgpaXFdM4XkzeA6f8fdE5vby+Dg4N0dXVhMBjuK5Xm4eHB3bt3H+nn8PB4+FV+D6ppOhyn0xP/wvkw434Vc8Tj7e1BdvZtHBxU2NnZmY7Lskx7eyu+vr54eo6v1ZPCsKGhIXp6enB0dDT7avIv6u7uIDg4mMDAv59sciIoKIju7g7xmrQQg0GH0Wjgu9/9Dk5Ow895QIAnvr4e/OlPf0KWDWb/XYSFhXDhwgVcXV0JDAxEq9ViZ2dHU1Mjg4ODJCTEmj2G8vJmhoYG8fLyoqWlhcbGepRKJe7u7nR0tOHgoDKVHjUXg8HAX//6VyorK03HamqqqampZvHixSxZsuSr//ETcuJEFt7e3mzZstE0+eXp6cSOHc/y29/+lsbGKlJSUsweB0B3dzfZ2dn09fXh5+dHYuL9vVjMRacbws8vHE9PJ1pbW+nv78fLywsPDz9sbW1RKIxmf026urpQVVXFwoULmTVrFkajkf7+fv72t7/R0TFIVFSY2WPw9HTiRz/6IcePH+fatcvo9Xq8vb3ZvHkzkydPHtVq89HcKz0Oc9xfWZKDgwODg71MnryEyZNTTMdra2sB8PX1MPvrobS0lE8/PciECRNYuHAhDg4OZGdnc+zYMTQaGzZt2mTW8ccCvV5Pb28P0dGR9z3fiYmxHDoERuPgY/8uvkl/F0eO7MPJyZEf//jHpu8XS5Ys5G9/+xsXLpxmypRUiyVRvLySmDgxySJjWdJYeD08Vgyj+GwYy+/VD+q78qSM5b4r38jXpCQxgK11Yxil0fxdvPLKK/y///f/aGysp7Gx3nQ8LCyMTZvWj9m/tydt+/at7N+/n7NnT3LmzAlg+N7q2WefJS3N/KWRzW0svCZFDGMnBmuz9HMAj/48jK1n7O/88pe/pKysjI8++sjaoYxKW1sPD3vf9DAvmtbWnjGVwDFHPGFhMRgMx/n44wMsXboShUKBLMvcvn2TxsZG5s5dRGtrzxMdUxjbhnsgnaagIBe9Xo9SqSQ+PomFC59Bo7F78AVGSam0obm5hebmrhFf7o1GIy0tLXh4eI+b16TRaCQz8xa3bl1nYKAfR0cnpk+fTWJiskVKccjy8Bhnz15k5sw5SJKEXq/n4sUrn8Unmf130d8/BEBnZydKpQofH1+qqysZHBz87Hif2WO4ePEKrq5uuLi4mRYnSJJEQEAQ+fm5XL58jYkTpzzgKqNz69Z1KisrcXZ2YcGCxXh4eFFZeZcLF85w+vRpIiPjcXFxNWsM9fWNBAQE0d7eN+K4SuWAg4MjlZU1BAZGmDUGgMzMW6ZdYPb2DvT0dOPs7MLmzdstUibKw8OLnJxcysrKaWioA4b7wYSFRTA0NISjo5vZX5Na7XA97paWdtrbe7G3d6CubnjHHEBraxcuLpZ4n1SyePFKFi5cjsFgQKVSIUkSbW29o7qqpW/szXF/ZUnx8UncunWd2NhkfHyG+xbq9Xo++eQITk5OuLr6mP01efLkafz8/FmyZDWSJKHVQnx8Kr29w/cUkybNNC0E+KZ60AStLMs4ODhSXFxGUFDkiMfu9cQxGlU0NnZ87ThfNUH7Tfm70Ol0FBYWsnDhEvr69PT1ff7aS0ubyq5d71FYeAdf3/FRdtNcxsLrYSzEMBYYDAaef+HBfVeeBFuNHe/tHJt9V8bC60HE8GgkScN3v/tD8vKyqa6uQq1WERubQGRkNJ2d5n89jyWLFq1gypRZ1NfXYWNjQ3BwKCqV6qmYdxgLr0kRw9iJwdqskcBpbe1BrVY99KaPsfWMfcG///u/c+HCBT744AN8fT9vVu/p6YlOp6O7u3vELpy2tjZTGQZPT09yc3NHXK+1tRVgxDn3jn3xnHur+hUKBUqlkra2thHntLW13bdz50FkmYdO4DzMeY9yvYc1muuZIx4HByeWLFnJiRNHqKgoJygohJaWJlpampk4cSohIeFPfExh7DIajezd+yEtLU24u3tgNBpRKBSUlBTS0tLMjh3fNvsXhsTEFDIzb3H9+lWmTZuFJEnIskx6+mV6e3tJTJwwLl6Tsiyze/f7VFdXAsMNwdvb2zh69BB3795h9eoNZo/BycmZ3t4erly5QF5eNl5ePtTX19Lf34etrS0ODg5m/11UVAzvxHR1daOtrZW2tlbT/3d2dnD37h1iYuLNGkNHRxt9fb0YjUaWLFmJp6cXVVUV3LhxFaVSRWdnp9mfh4yMG0iSxAsvfMfUZNPT0xtHR0c++WQ/169f5ZlnVpg1BkdHR1paWu77WXt7e+nv78PBwcnsz0NNTRWnTh0jNXUSc+YsRKPR0NLSzOHD+9m3bxff+c4PzL6qOzY2geLiQoaGBlmyZBW+vr5kZWWQm5uFra0twcFho3oeHmYVb19fH2FhERQW5pGbm4VarUan0+Hl5cPQ0BCtrS0EB4d97TWe1CrelpZmioryGBwcxNfXn7i4RNRq9aiuaen3eHPcX1nSlCkzuXv3Djt3vklkZAwODsP9cAYG+tmwYRuSpDD7z1dbW83cuQsBacRYcXGJnDt3irq6WmJi4swbhBk9bGNsf39/enq62bdvD11dXQDY2toSFRWFTqfj1Ve/88Cxvqox9jfl7+Lee5hGY3ffv9dohner6nS6b/Tf3FgwFl4PYyGGscBofLi+K6P2Wd8Vo1E2a+/rxzUWXg8ihkdna6th0qRpTJo0sq/pWPxbMzcnJxdiYj5vLfC0PAdj4TUpYhg7MVibNeJ51OdhzCVwZFnmP/7jPzh9+jTvv/8+QUEjm3MlJg5/Ab927ZqpNMvdu3epr683lUhJSUnh9ddfp62tzVQCLT09HUdHRyIjI03nXLp0acS109PTTdewsbEhISGBa9eusWjRImB4EvnatWvs2LHDXD++8AXJyan4+vqRlZXxWaNbb+bPf2ZEMzthdCy1rR5GNylXVlZCff1wyRW9Xo+fXwANDXVotVoaG+spKSkiPj7xSYZ7Hz8/f6ZPn82lS+coLi7Ez8+f+vo6WlqamDlz7rhplJ6fn0N1dSVeXj4sWPAMkiRhNBo5ceIIRUX5pKZOMnsj4NjYBEpLi1i4cAmtrS309PQQH5+IWm3LtWuXiI1NMOv4AP39fajVal555Ue0trbQ19eLm5s7arUNf/zjf9LR0W72GAwGIzqdjpde+pZpl0tgYDBOTs4cP34YMP/fdn9/H87OLqbkzT0xMQlI0gFaWprMHkNSUgqffLKP/PwcEhOHywkYDAbOnj2BSqWyyOvh9u2beHh4snjxctPnk5eXNytWrGXnzv+hvLzM7D2BamqqUKtt0Ov1nDr1KWq1Gq1Wi5OTMz093bS2tuDl5f1Y137YSeLY2Fiqq6uoqKjA1dUVlUpFf38/eXl5JCUl8dZbr9PR8ZuvvcZXTRI/LFmWuXjxLDduXMXOzh4HB0eysjK4cuUCmzfvsMhuKGGYra0t27Z9i5yc2xQVFdDe3kpERBQTJ0597Nfio1Kp1AwM3P+6vXdstEk9a3vYxtilGLGlmqioKHplWwwocaafQdTk24YxOHH6V/7b4YG++Y2xbWxs8fLyprAwn/j4pBHfJQoL87CxscHLy8eKEQqCmTxE35VRMZrv0oIgCIIgDBtzCZxf/vKXfPrpp/zlL3/BwcHBVBbGyckJjUaDk5MTGzZs4LXXXsPFxQVHR0d+9atfkZqaakq+zJo1i8jISP7X//pf/Mu//AstLS38/ve/Z/v27djY2ACwdetWPvzwQ/7zP/+TDRs2cP36dY4fP84bb7xhiuXFF1/kZz/7GYmJiSQnJ7Nz504GBgZYv369xZ+X8crb2/e+hqvCk/GwE3JPymgm5QoKcgCYNm0Wc+YsMO1+uXr1IlevXiQ/P8fsCRyA2bPnI0kS2dm3yc/PwdZWw6xZc5kxY67Zxx4rbt5MByTUajV79rxvOh4cHEp3dxdXr15i69bnzBpDTEwcYWGRnD9/mvj4JEJDw6mpGW4GnJIy0SLJNFtbDX19vZSUFNHe3kpfXy/u7h7o9QaAUZfkebjk6vDjWVm3mD59DkqlksHBAYqK8oHhlZcPsxV4NMlVGxtbent70Ov1I7ZB19fXIssyzs4uX/Ovn4yYmHiSklI4evQQGRk3cHf3oLq6koGBflat2mCRXlmtrS1furjA19cPjcaO1tZmsydwKivvkpCQxNy5CyktLWZgoB9vb1+CgkL4wx/+f1RWlj/2pPnDThLX0k4M9ahS1lDJ8C5pBUYSqUYrD1AbvgojXzOJ9AQmiUtKCrlx4ypz5y5k8uTpKJVK2tvbOHhwDwcP7uHll18Vi0CegIddAKJQKEhNnUxq6uQRxx+2TMFod2TFxsaTm5tJWtoUHB0dgeHX87Vrl7Gzsyc4OPSxrz2mPGCCVkZBrhyGOz14S10okGnEjSZcMUgP8fw+BRO0kiQxffpsDh/ez4kTR5g8eTpqtZq8vGxu3kxn2rRZ2No+fs8JQRAEQRAEQTCXMZfA2bVrFwDPPTdyAvA3v/mNKXHyv//3/0ahUPCjH/0IrVbLrFmz+PnPf246V6lU8vrrr/OLX/yCLVu2YGdnx7p16/jRj35kOicoKIg33niD3/zmN7z33nv4+vryq1/9itmzZ5vOWb58Oe3t7fzxj3+kpaWFuLg43nrrrUcuoSZ8s/X19ZGfn017exuOjk4kJaXg6upm7bBG7WEn5J7MYKOblOvoaEeSFMyaNc808SZJEjNmzOHatct0dpp/twPAuXOnyMi4jre3D35+/nR3d3PlykW0Wh3z5y+2SAzW1tfXhyQN77xYvXojvr5+1NZWc+nSWQB6errMHoNCoWD9+i1kZFwnNzeL4uIC3N09WLJkJRMmpJl9fICQkFA6Oto4dGgvCoUCOzt7+vp6v/B4+GNf+2GTq9HR0ajVam7cSOfKlYsMDg5ibz9cBkaWZY4cOcgbb/z5geONJrmakDCBmzevsnfvByxZshJ3dw+qqio4fHg/AFOmzHjkaz4qSZJYtmw10dGx5Ofn0tvbQ0xMHKmpky2228LBwYHW1laGhoa4c6eE/v5+vL19cHf3YGho8L4dSuagUCgwGAxoNHYkJ6eajut0OlPZyVF7wCRxo+yBO30kUU0X9gyixo1elBjJJxSj9IDbzicwSZyVlUFwcCjTps0yHbv3/vDhh+9QVVVBaOjj/30Kll0AMtodWTNmzKG8vIx3332d5OQ07O3tKSoqoL6+lhUr1o65+ttmJUm040w7zg8+93EuP9hl/jJNoxQXl8jg4CCXLp0lNzcLGO4VNnnydGbNmjfq6z8sWZZpaKjnzp1ijEYjISHhosKAIAiCIAiC8JXG3LeWkpKSB55ja2vLz3/+8xFJm78XEBDAm2+++bXXmTp1KocOHfrac3bs2CFKpo1jd+/e4dChvciyjJeXNyUlhVy7dplnnllOSsoka4f3ZJh7Wz2MelLO1tYOWTbS1NSAv3+g6XhLSxNGo9EiK+zr6mrJyLiOk5Mzzc1NNDcPl4ZycnLm5s10YmPj8fMLMHsc1qZUKpFlmTVrNpka/Q6XDlPzySf7LDYZplKpmDp1Jn5+AfT29uDm5oGfn7/FJj9CQ8PJysrA1tYWpVJFX18vzs4u9PX1YjAYCA+PfPBFvsLDJlebaSWcJrLlYNxVfdg46mjBFi1KYqUGGvxm0eNn/4DBRpdcnTFjNoWFedTUVPHWWyOTRdHRcRYrLShJEpGRMXh7+9Lf34+bmxu2tuZ/X7jn3g6gP/3pt6bdSHq9HltbDUqlkthY8/ZDAoiMjOH27RvMnj0fJ6fPJ2izsm5hNBqJiIg2ewyyJFEgB9NMNz50YIOeJtyow4MByTIr29vb20YksO4JCAhCkiTa29tEAmeULLYA5AnsyHJ2duG5514iPf0SmZk30el0BAYGs2nT9lG9Twv3cyw4aO0QHkpq6iQSEydQU1OF0WgkICAQO7sHfFY+QQaDgU8/PUhxcQH29g4oFApu3EgnMDCYjRu3WfSzSxAEQRAEQfhmGHMJHEG4R5ZlSkuLyMy8RVtbK46OjiQlpZKSMtHsDesBBgb6OXRoL8HBYaxYsQY7O3t0Oh0XLpzm5Mmj+PkF4uPja/Y4BAgLC6e+voa9ez9kxow5+PsH0tBQx7Vrl5AkaVS7HR5Wbm4WkiShUqnZtGk7fn4B1NfXcvbsCSRJIjc36xufwHmYkjj29g709vbwyScfs3Llery9faivr+X06eMAODu7mr1sF0B9fR1Hjuyns7PDdMzX1481azZZZIdcRUU5dnb26PU6tNp+7Ozs6e7uwt7egYGBfsrKiu8rGfTIHpBcbZA98KedOOqoxpt2nHCjlygaacGZbskBHpTQGnVy1ZZvfeu7nD9/iqKifIxGI3Z2dkyaNG3EDghza2tr5ejRQzQ01AHDu1ESEpJZvHi5RXpcuLsP99vT6/X4+vrj6elFeXkZAwP9ODk5Y2Nj/uTFxIlTyc/P4f3332bSpGm4urpRXl5Kbm4WaWmTLbdzVJJowYUWzF8+78s4OTmZEuxf1NrajCzLI5Jbwih9Q/oqODu7sHTpKpYuXfVkLih8qd6EdWZP6D2pJJFarbZaAi89/RKlpUWsXLmOuLhEJEmisvIun3yyj1OnjrFqlSjVLQiCIAiCIIwkEjjCmHXlygXS0y8RFBRCSspEWlqaOXv2BJWV5axbt+XJlIP5Gvn5uRiNRpYvX21amadWq1m4cCllZSVkZ2eI/jwWMmFCGtevX0WtVnPhwmlkWUaSJBwcHD+rr2/+3VBNTQ3IssyWLTtMDeMjIqLw8PDkjTf+SGNjg9ljMKeHLYkTHh6Os7MznZ0dfPDB26bfBQxPXl+9eonduz984HijKYvT29vD3r0f4OHhycqV6/D29qWmpoozZ46zZ8/7vPTS982+E+jeKv4lS1ZQXFxIb28P7u6eREXF8M47b9DW1mbW8QH0kpIsOYJI6omgHgWgR0EdHlTg++DkzRPi4ODAypXrWLp0FTqdFltbjdnfn7+ot7eHnTv/B51Oh42NDc7OLrS1tZKXN1z6cseOb5s9hszMW7i4uDF79jwKC/Npa2slOjqWgIAgjh37hIqKcrNPFjo4OLBjx7c5f/40Fy+ewWg04ujoxLx5iyxSym6sSE5O5eTJoxQXF5p2Pg0NDXLmzAkcHR3FrotxSpZlOjra0em0uLt7WiSxO97IGhczJ/S++Y14jEYj2dkZpKZOIiEh2XQ8LCyCmTPncuHCaRYsWIKDg/nLbgqCIAiCIAjfHCKBI4xJ7e1tpKdfYtasecyc+XmD+PLyUvbt20VJSRFxcQlmjaGzsx13d4/7ehcoFAr8/QPp6Oj4in8pPGmOjk6sW7eZTz75GEmScHJypre3h6GhQdau3WSRRulGoxFJkrCxsRlx/N7/Gy04sdDT00N+fjbd3V24urqTmDhh1F/2H7YkTgOduEu13JW98KIbG/QMyjZ0YE+oqo1676n0eC98wGCjK4uTnX0bo9HAxo3PYmdnB0B4eCTr1m3hb3/7KyUlhSMmRszB0dGJpqZGbGxsR/TdGRwcpLu7EycnJ7OOf49WUlNICCrZgAo9WtQYzd3T6iuoVCqr9JM4d+4UOp2OyZOnMXfuIpRKJX19vXz00U7q6mqoqakiKCjErDE0NTUQERFJQkLyiNeeLMucPXuSpqYGiyQOnJ1dWLNmIzqdDq12CDs7e4sm08aC5OQ0qqoq+eSTj7l+3RdnZxeqqioA2LBhm0V28ApjS1VVBWfPnqSlZXhnlkZjx+TJ05g+fbboOSJY1MDAAP39/QQHh933WEhIGEajkc7ODpHAEQRBEARBEEYQCRxhTCoqysfW1papU2eOOB4REY2/fyBFRXlmT+A4O7vQ2dnB0NDgiHrUsizT1NRg9gnB8eJhynYBBAeH8p3v/JDi4gK6ujpxdnYhLi4BjcbuoUp28f9n787jo6qvxo9/7uyTZLLvBLKwJGwBwiqrWEVRUcG9KrWiVbto28enrf219qlt1bZqXavWFdSqiPuuqCgqyL6EhDUJEJaQfc+s9/fHkIEAmTskmZso5/16+RLuLN/DneHL5J4559C9tl2JiYlUVR3ijTcWc845c4iPT6C6uooPP3wHRVFISkru0vOerKKizbz//lsYDAbi4xMoLNzIV199zgUXXMLgwbndX0CjJU6lGksdNQxQqtlPPI1EEEMzA6ihkmjqFEfY23bt319OZmZOIHnTLikpmYSEJPbvLw97Aic/fwwvv7yI1atXMH78aSiKgtfr5bPPPsLn84V9/WN5FCMeTs0L06WlO7FabcycOStwMTYyMop58y7nqaceZe3ab8O+X9tsdurr6/B4PIHWacnJKcTExOF2u457r4ab2Ww+ZSsMDAYDF1xwMcOGjaSoaDNOZxtjx05k9OixuiT7Rd9y4MA+Xn31RdLS+nHxxVdit9spLt7C8uWf43a7mTFD4wsHQvQgq9WKyWSiquoQQ4bkdbitquoQkRFCpAAAivhJREFUAFFRUb0RmhBCCCGE6MMkgSP6JKezjYiIyBN+m7t9UHi4DR+ez/Lln/PRR+/Sr19/6uvriYyMoqWlibq6Ws47b27YY/i+C7VtV0/pTtuuESNGU1y8hYqKgzz55CPYbDba2tqwWq2oqsqIEaPCEHFHtbU1vPfemwwdOoKzzjoXq9VKa2srH374Nm+/vYQbb7yFqKjwVn6oioFNajZZVJBGLQOowomJ3SSzmyRd2naZzRYaGxuOO+7z+WhtbTmuSiocBgzIYvz40/j8809YvvxzFEXB5/Ph9Xo577yLwv46iCM8Hi9RUY7jvknfPvOlra0t7DEMHz6Sjz56j4cfvheXyxk43l7BOWTIsLDHII5QFIXBg3N7JqktvtNWrFhObGw8V1wxP/Bvf79+/bFYLKxevYIJEybrnmAVpy6TycSwYSNZs2YlgwfnBb7809jYwFdfLWPAgKxAm14hhBBCCCHaSQLnFNNZtUOggsHnI+SmRodbRnVW/dBZtUMoFRfJyamsXr2Sgwf3k5h4pLLB7XZRVraLESNGh31QelSUg4kTp/DNN19SXLwFs9mM2+0GIDd3GBkZ/bv0vOKIUNt29cxi3WvblZ09kCFD8tixYxv9+w/AarXT1tZKefkecnOHkZl5fDuMnrZx41osFitnn31+4Nv1drud2bMv5N//vp/Nmzdw2mnTwh6HVzGyi3R2qWkY8eHFoNu8FYChQ0fw1luvsmvXDgYOHBw4vn79alpamsnLG6FLHO1JJJvNjsFgwOPx0NLSTENDvS7rC7/o6Ghqaqqpr6/rcOFr1aoVALpUS6akpAPgcjnJysohOTmFrVuLaGioJzo6Ri4QC9FLSkt3MWXKjOM+C44ePZYVK5ZTXr6bwYPzOnm0ED1vxowz2b9/H88++zhZWQMxmUyUlu7EZrPLbE0hhBBCCHFCksA5hWhWOygKB99/6OSeVFG45ppLT3jTiaodQq24UBSF4cOH88QTD7N7924aGxux2WwMGDCAyMhInnnmPzz++COa4XWn4qKtrY21a1eRltaP5OQUmpqasNvttLS0sH17MVVVlSQmJp3084oT0Gjb1SO62bZLURQuuOAS1qxZyYYNa9m3r5yYmFhmzjyLceMm6dJHv7a2hrS0fse1RrLZbCQlpVBTUx32GDpQFLy90LZryJA8Bg4czOuvv0xe3nCSk1PZu3c3u3Ztp6BgPCkpqWGPYceOrWzduoULL7w0MCgd4MsvP2P58s8ZOnQEcXHxYY9DwOTJ03n33Td45pnHmTx5OomJiezcuZ0NG9ZiMBgYN25S2GNYv3410dExjBs3ieLiQrZv30pKShrjxk3is88+YvfuUrKycsIehxCio/bqyGN5vd7A7ULoKSIigmuuWUBh4UZ27NiG09nG5MnTGTVqLBEREb0dnhBCCCGE6IMkgXMK0ax2ULt4hbuz5zpBtcPJVFxswMkI9pCbm4uq+r/g71RNbCKDupEhtKvqZsVFUdEm3G4X8+Zd3qEdktfr5bHHHmDDhjWceebsLj23+G4yGo1MnDjluNlMeomKcrB9+1Z8Pl+HweRut5uamipdqoD6AoPBwNy5l7Nmzbds2rSenTu3ER+fwOzZFzBy5GhdYtiyZTNpaekdkjcAp502jbVrV1FUtJkpU2boEsupbtiwkezZs5tNm9axbNkngePt7xOr1Rr2GA4c2MfAgYMZP34S48cfSRipqsrXX3/BgQP7JIEjek1rawtut5uoKEeHfztOBYMG5bJp03rGjZtEW1srbreb2Ng41q79FovFQv/+Wb0dojgFWSwWCgrGU1AwvrdDEUIIIYQQ3wGSwDkVdVrt0IM/1GvlgkKouGjFzmp1CLE0E6E4cWKiRnGghtpqq5sVF9XVVcTHJx43y8JoNJKRMYCqqqruLSDEScrPL2DdutUsX/4Z06adgcFgwOv1smzZJzidTt2SF32BP5k2mYkTJ/f4c4fS5rG1tQWHI+a4Vo6KohAZGUlLS0vY2zwKP0VRmD17DiNG5LNp03qamppITU1lzJjxug2tt1ptNDY2Hnfc6WzD7XZhtdp0iUOIo1VWVvDZZx9TVlYC+L8EMGHCZMaNm3jKVJ5MnjydhQv/w8MP/zOwJxuNJrxeDzNm/ECXBK8QQgghhBBCdIckcPqI9guG7T9cqj7vcfkH1edv99B+n1Piwp+iUEcUdUTpvnRkZBQNDXW4XC7MZjNOpxOLxYKiKFRWHiItLV33mER4hHLBvqd05+9tSkoqp59+JsuWLaWoqJCUlDQOHNhHU1Mjs2adJy27ekCobR4zMjJISEjg5Zdf7NCex2q1MnLkSNaufZn//Offmut1p82j6Kh//0xd5t2cyLBhI1i69EP27dtLv37++WiqqvLVV18A/rlpQuippqaaF198lqioaGbPvoDIyCi2bSvis88+orW1henTz+jtEHXh//edw3tsewLHgNfb+QxH8d2k12e5U+LnLyGEEEKIPmr79q2sWbOSQ4cOYrdHMHx4PhMmTMZisfR2aGElCZw+4LgLhorCqoV3nfjOR82ckQt/4TVixCiWL/+cl15aSENDPS0tzVgsFpKTU6ipqWLWrHN7O0TRA0K9YN9Tuvv3duLEKQwYkM3GjWtpaGhg8OBcRo8eS3Jy+Oe+nApCbfNYipMkdpI5Zjo7SKMVCw5ayWYfbaqXvdnn48vWqBbsZptH0Xfk5xdQXLyFl15aSF7ecGJj4ygt3cX+/eWcccbZREZG9naI4hSzcuVXWCxWrrnmukAF2MCBg4mKcrBq1TeMGzfplJi38c03XxITE8O1196I1+vB7fYQFRXFF198GjgPNptUyH3X6flZTn7+EkIIIYToHd9++zXLli2lf/9MJk2aSm1tDd9++zUlJTu58sofHTcv+vtEEjh9QPsFw9RzbwGDAVX1QWcX9BQFRTGAz8fB9x+SC39h5HBEk5KSxsGD+zGbLWRkDKC6uory8r1ERkaSnp7R2yGKHnAyc5m6v1jPXLBPS0uXCrBw02jz2IadQjWLoexhEjvwomBEpQULG8nBp4Twz2s32zyKvsNkMnHZZVezbt0qCgs3Ula2i6SkVC655IcMHDi4t8MTp6Bdu3aQnz/muPZ9BQUTWLFiOWVlJQwbNqKXotNPaelOTjttGmazGbPZTHuuZsyYcXz77dfs3bubwYNzezdI0W26fZaTL14IIYQQQvSKpqYmvvzyMyZMOI2ZM2cFjo8ZM47nn3+aDRvWdphH+30jCZy+xGBAMRhR0P5Gl/zYEH779pVTUXGAadNmUl9fR01NNVlZOfTr15+lSz+guLiQ/PwxvR2m6CkhzGXqNrlg/71SozhYoQ4lkQYsuGnBSg0OOEVmS5wqQm3LoygKY8dOZOzYiR2On0ybJmnNI3qKqqonnHNjCPw7d2p/kpQL8N9T4f4sJ5/jhBBCCCF6xfbtxQCcdtr0DsdTU9MZNCiX4uLCbidwlLZ6fb7Y3QWSwBGiEzt2FBMV5eC006YddxFk+/ZiduzYKgkc0WtUVcXr9WI0Gk+ZYdR9kU8xcIjY3g5DhMl3rcWiEO1ycgZRVLSZSZOmdugHvXHjWgwGAwMGZPdidPrJyRnM5s0bGDduUoeWCuvXr8ZsNjNgQO/MzRJCCCGEEEL4hfKlyba2NkwmM0aj8bgvSUZERFBdXRnSlyeDfWkyassboQetM0ngCNEJr9eHyWQ64cVxs9mM1+vthajEqc7tdrNixXI2bVpHc3MzUVEOxowZx8SJU+SirxA97LvYYrG6uootWzbR1tZKcnIqw4aN/N4PdBTHmzhxCtu3F/PSS88xceIUoqIcbN1axLp1qxg7diJRUVG9HaIuJk+ezgsvPM2LLz7L+PGTsNsjKC7eQmHhBqZNm3lcizkhhBBCiL6ioaGBDRvWsG/fXsxmC3l5wxg6dIT83C++V0L90mRUVBR5eXncdNO1NDQ0BI4risKIESNoaGjgyivnaq4X7EuTTcPnhvRzv51WsqjEjhMPRspJoIZoIIQvV6u+LiWKJIEjRCeysrJZu/Zbysv3kJExIHC8oaGBsrISpk2b2YvRiVORz+fjtddeZt++PeTnjyE1NZ19+/by9ddfcPDgAebOvUyqcYQIh+9Ii8WvvlrG119/gd1uJyoqmg0b1vLVV59z6aVXk5KS2v0FxHdGUlIyV1wxn6VLP+Stt5YAYLPZmTJlBpMnT9d49PdHcnIKV1zxIz7//GPefdf/g1JUlIMzzzyHgoIJvRydEEIIIcSJ7d9fzuLFL6CqkJ09kJaWZt577002b97AJZf88Hs9rF2cWkL90mQjKmlqCZmDh7GDNKpxYMfFQA5ippnSxOE0J2pcp9X40qRqi9H8ub+/WsFADh1O1fi/KBlPHY20soYh2i31fdJCTYgelZMzmNTUdN544xWmTZtJ//5ZHDp0kOXLP8dujyA/v6C3QxSnmB07trF7dwmXXXY12dkDARg5cjTZ2QN5881X2bOnjMzMU6MtjhCio127dvD1118wZcoMJk2aislkor6+jjffXMzrr7/MT37yC/m23ikmPT2D+fOvp76+DpfLSVxcAibTqffRPz29H1dd9WOamppwu13ExMQeNQtICCGEEKJvUVWVd999g4SEJC699CpsNn/F8J49ZSxe/AKrV684pb6QI04RIXxpcrOazXDKGMHewDEXRjaTSbMSob1GN780aVLdDKQCBWjFSCN2rHiIpg0HTgayn130694ina0dlmcV4nvAYDBw6aVX8dFH7/Lxx+8HMrT9+2dyzjlzsNvtvRyhONVs315MSkpqIHnTbsiQocTGxrFtW5EkcIQ4Ra1fv5q0tH5MnXp64FhMTCznnHMBzz33BCUlOxg8OK/3AhS9JiYmtrdD6BN6s22cx+Nhy5ZNbNtWhMfjISNjAGPGjMfhcPRaTEIIIYTom8rL91BbW8O5514YSN4ADBiQxfDh+WzatF7XBI7T6aSy8hAWi4WkpGTp+iF6TSRtxNACQHsNjRkvydQdbmHWTaovaJJnKHtQFPCoYMOLXWkC/L83AhlUs0tN016jCySBI0QQERERzJ17GY2NDdTV1RIV5SAuLr63wxKnKI/Hc8J+/YqiYLXaQhrYJoT4fqqpqWbQoNzjjqekpGKxWKipqe6FqIQQLpeLV155nv37y8nMzCEiIpK1a79l/frVXH75fFJTNX7IE0IIIUSvOHhwP+XlezCZzAwenEtkpD5fBmlqagQgKSnluNuSkpIpKtqsSxw+n48vvljK+vVrcLvdACQkJHHWWbPli6OnKEX1kUQ90bTgxsRB4nAqPTNvVWmr15g/4yOPHbiANgx4MKIAEbiJ5SCpeKlA43ptJ8kTRVGw2uywblHQh8eMGoVqMmHEP16jqqqKyMhIkpOTQVFQAMfa54LHgH8Oz8kmQiWBI0QIHI5oHI4eyOYK0Q0DBmTy6acfUV9f1+Eb1ZWVh6ioOMC4cRN7LzghRK9yOKI5dOjgccdra2twuVzyb5gQvWTFii+prKzgmmsWkJ6eAUBrayuLFz/Pe++9wXXX3SzfZBVCCCH6EKezjTffXEJZ2S6MRiM+n49PPnmfadNmMmnS1G4/v9fr7XQGB0BMTBwAJSU7GTy44xe0yspKiItLCOnLm4qidKuF8tKlH7Bx4zomTpxCXt4wmpqaWLnyK1599UWuvvo6UlPTu/zcootUFQsevBjwKvq2x45QWymgBDNefyhANhXsVpMoVbr/haSoLW9o3meL1nN0cW2j0cjC514K+vcS4JFH7sXpdJKTM5i5cy8LHK+uruK5554A4KWXtP8cXfm7KQkcIYT4jhgxYjTffvsNr7zyPDNmnElaWjrl5Xv54oulxMcnkJc3vLdDFEKEgdYPeQAjRozi/fffYuPGdQwbNhJFUXC5XHz88XvYbHayswdp/qDX3R/yhBDH27x5I/n5YwLJGwC73c6MGWfyyivPc+DAftLTw9MrWwghhPguamlpZuPGdezduxuTyURu7jDy8obr9jn1/fff5sCBfcyefQEREZGoqsrevWV88cWnREfHMmzYiC4/t9fr5UfXXomzrTXo/XJzc3n11RfZtWsXLS0tKIpCUlISAwYMoKysjA8+eE9zLavNzsLnXurSeWtsbGDDhrVMnTqTqKgo1q1bjcViYfr0M/jgg7dZufJrLrro0pN+XtFFqsoQykmjFgP+5EmLamIz2bQqPTPeIXgFjMowduLBRxMGjIdjMOIjlb004KaGGI0/Q/DWYU3DLgxagTOSMiLwV4I1YWUfccTSQgoNgft8y2DNGKKK3jrhTaH8PbHbI3A6nezeXUJ9fR0JCYm4XC6WLv0gcJ9wzRyVBI4QQnxHWK1WrrzyR7z33pu8+ebiwPHMzGzOPffCU3I4tRDfd6H+kAeQlZXFhx++w+uvv4LT6cThcKAoCrt27WL+/Ms0H9+dH/KEEMdTVZXm5iYSE5OPu639WHNzk95hCSGEEH1WZeUhXn55IS6Xi6ysHFpbW3n33TfYuHEdl156FWazOazr19XVsn17MZmZ2Xz88Xt4vf5qg6ioKJKTU1i9ekW3EjiqquJsa6WxYH7Qi9WbcTOKMoYNG0arasaED7PiZa+aQGnmcMjUqN5VfbBukeaXwDqzd+9uVFVlw4Y1NDY2kJycQktLC6tXryQ1NY2ysl1del5xYlrtw4ZRSjQunED7K28ERrGZ9WTjQqONWQhzV7QqYLYFvbWwy9UvgfZlnSRW2kWNHInVaqO+vp7dOwoBqALqzWby8/P991mrXf3SlfZl7eLi4qmrq8Xr9fLUU49iMpk6fEnSYAjWAq575GqfEEJ8h8TFxXP11ddRVVVJQ0M9sbFxxMcn9HZYQogwCfWHPIDNqMSrTaTY6zDbvezDxj7icQ4eFcJC3fshTwhxPEVRiI9PZPfuUkaPHtvhtt27SwBISEjsjdCEEEKIPkdVVd599w0iIx1cd93VgZkze/fuZvHiF1ix4kumT/9BWGNob0m8Z89u4uMTaGpqxGQyYjZbOHSooucWUgwQ5GKvEyur1SEk0ECM0owXA4eIpcVw/EzcE+ranPQj4R3+ucNoNHLDDT8nPj4Bn8/Hpk3r+Oij97BYembuyXfFIHUf/agOJE9aMbORbNqUEF8PDVrJkz1BbrNQqJW+CUmwCpgh7CWONgAasLGTFOJpIvPwOVGBVV2sfgm1fdnjjz9Ic3MTqalp/OlPdwe+dLhixXK++eZLIHzty9oVFIyntNTfWtHr9QaSN4qioKoqAwZkdel5QyEJHCGE+A5KTEwiMTGpt8MQQuhF44e8djXEaJevn0g3f8gTQpzY2LHj+eSTD8jIGMDo0WMxGo2Ul+9h2bJPyMoaKF/CEEIIIQ6rqDjIoUMHufTSqwLJG4D+/TPJzx/Dpk0bwp7Aab+GrKo+FAXGjZtIW1srmzdvRFEUXefWqYpCFTFUdeWzfTfZbP7ERGRkJB988Db795djsVgYMmQoRqNR34p9VSWeBhJpwIWJAyTgVHougaRV/TKUMmJw4jr6MbQxmk1sIAsn1uALhFD9Eix5Mow9RCtOVBUUBXyqvwpHUY68X7vTOiyUCpj4ESOw2Ww0NDSwd3shVqAZKFYUCgoKgO5Vv4TyfoqIiKS5uYnW1hYefPDvJCQk0tjYiNPZFrhPuLvSDBqUS3x8AjU11cTExJKQkEhLSzMHDx7AYDAwa9Z5YVtbEjhCCCGEEEIIEQZjxoynqqqSpUs/4KuvPsdisdLQUE9KSirnn39Rb4cnhBBC6EZrrmN9fR0A8fEJx81uTEhIorl5NW63WzOJ0p1v2Pt8/ovtNpuNa665PlBpMmhQLq+88vwpU63e3uJ1375yOFxj0dbWxqZN6wE0Z2uGSit5YsHFSEo5unFeKnupxEEJ6doL9EDrsL2H/zsRM4V0p6lfKMmTmJEjsVisqKrKjh07aGxsxGAwMGjQIKKjo1FVtdvJE60KmEceuQ+ns43s7IH88Y9/CyRKiosLef99f+zhrn6ZMmUGb765GIPBgM/no6qqMvCcqqoSFxffpec9WT/+8U289tpL7N5dGtizYmJiueiiy8IagyRwhBBCCCGEECIMFEVh1qzzGDNmPNu2FeF2u+nfP5OcnEFh7ZMthBBC9CWhzHW0Wq2MHDmS3/zmVmprazvclp2dTWRkJD/84TzNtboz17Guzr+u0+nk6af/zZAhebS2trJtWxFGowmvt2cSF32d3R4R+LXFYsbl8tefmM1m3G43BkPPVOBoJU+g89krXZ25cqxQq18A3Bgw4sPYQ9UvoSRPnn76Uerq6khOTuV///ePgeNtba08+uj9KIrS7eSJ1t8Vu92O09lGdXUl//73/fTvn0ldXS01NdWB+4S7+iU3dyhRUQ6amhoxGo04HDG0tbXSdnhPuegi7ZmvPcFkMnH55dfg8XioqakhKiqKiIgI7Qd2d92wryCEEEIIIYQQp7CkpGSSkpJ7OwwhRB/VXlUQ7gtgQvSWUOY6NgI1ain9cnKpJZNG7IBKGrXEs5+dpNI4dpzGQsHnOmpVATkcDgAGDMgiMjKKnTu3YzabKSiYwIYNa/B6Q6s+6U6lQV/Q0tIMgNVqY8CALA4dOojZbCExMZGtW4twu10azxCapuFzO30/xFPLEA6h4p+7YseNx988jAjc+IBV5AZfQPV1miQKpfolesQIrFYrPp+PoqIinE4nAP379yclJaXb1S+gnTyJjU2grq6OysoK3n33dSZNmkpFRQVLl74fuE+4/+2YNet8Fi9+HvD/e1VSsvPwuhY8HheRkZFhXb/dzTf/kv/+91n27Sunrq4G8CeXLrnkhyQnp+gSQzuTyURysn6f7eXTgRBCCCGEEEIIIYTO9uwp46uvlrF3724AMjOzmTr1dDIyBvRyZPqqqqrk22+/oaxsFwaDgcGDc5kwYTLR0frP/hBhpjHXsVgdwChKGccuWrBgxIcVDweIo5wk/+CPYIJ0zAqlCshsNpOfn8/u3aU0NjZSU1ODyWRi375yTCYTLS0tXHnlXK0/ZbeqgNolqA0MZD8RuFCBaqLZTjquHpj/opXIOnBgHwBOZxs7dmzFaDShqj6qqg6hKAo+n69HElmq1dFpAmcQ+7EpNlQVvFipIgkLblKox4D/OVUcwQMI0kItlOqXZ555nNraalJS0vjNb+4IHPd4PDz44N97pPpFS3JyCmVluwDYtq2YbduKj/lzhP/SfnZ2DtHRMTQ01ANgMpnxej14PP5E3pVX/ijsMQAYDAauvnqBPyHsdGI2m7/TidKTIQkcIYQQQgghxHeK1oWHnvJd/watEKLvKi3dxZIl/yUlJY2zzz4fVVXZuHEdL7+8iMsuu5oBA7J6O0Rd7NtXziuvLMJuj2D48JF4PF6KijZTXLyFq6++Tre5BqJvcClm1qiDSaSBGJrwYaCSGBqV7rcoCqUKCKCCvSSpDRij4sl0OPCqCk7MWBQXpZHDaBw7SWOh4FVAochQKxhMBSqHB9YDSTQQTwMr1bxuJXG8Xi/zf3QFrqOGvx8rPj6e9PT0wJ+hvXrk6D9TKIksi9XGooUvH/dZKlD9sm5Rp481jhwJVv/swB07dgSO19hsDB8+HADH2uc0Y+hO9UtiYhK1tdVUVR3irbeWcN55F7F7dwnvvnskaRPu6pfJk6ezatU3GI0mTCYTTmcbiqIQHR1DfX0deXnDw7p+u5tv/iWLF79IaelOPB43ADabnR/+8FoSEpJ0iaGdoijYbDZd1+xtksARQgghhBBCfGeE8g3antIT36AVQohjqarK559/TEbGAGbOnMXu3SWAwuzZF/Dxx++xbNlS5s+/vrfDDDtVVfnkk/dJTEzmiivmBwbGT548jUWLnmLZsqXMnavPXINTgdbA+G4LYWB8qDFUAVWBKSduFOp7LAatKqBtan/s7CQGf4LDqKjYcVFCMlWGWO3nDyWEIOfBgJcMdtMGuAAVI6BixocC5LGFzeQEXyDIeVBVNWjyBqCmpoaamprga4TA5Ww7YSIrlOqXJUv+y+7dpSQkJHDHHXcFEiW7dm3nzTdfBQh79Ut6ej927NgKwM6d23jwwb93uN1s7n41lBar1crMmWfx+eef4PV6iIiIxOlso76+Docjmtmz54Q9hnaXXXaVbmuJjiSBI4QQQgghhPjOCPUbtN1fqPvfoBVCiBOpq6ulsvIQ/fr1Z+HC/2A2mwFYtuwTMjIGUF6+h6amRqKiNNoDfcfV1FRTUXGAefMuDyRvACIiIhk3bhKfffYRLperw22i60IZGH8qxKCVRMqgAgt1tAFHfwJIYw+VQCv24AuEkETSOg9btB7Pes01OqMoCharLWgSJzU1lcTExOMqcHw+X+DXW7ZoRemvwOlq9Ute3nB27y4NtCvLyOhPQ0M9DQ0NgZjCXf0yfvxpLF/+OeDfl5qbmzAajURGRlJfX8+IEflhXb/dhAmTSU/P4PPPP6GmppqIiEhGjMhnypTT5UtGpwhJ4Oios1YPgb6RPh8h/3jo83V87DGk3YMQQgghhPhe0/gGbbeF8A1aIYToCq/XC/jnTJx77oUMGzYSgM2bN/Dxx+91uM93mVa7y/ZB6RERkcdd24iMjERVVVpbWzBo7PVa1z/6QuVJXxBsYHxHKhG04MGIi5NoUxRkYHyoMdhwkk9ZoG1YuzZMbCQbFY34Q4hB6/baw/+diJHCQF1QV4SSPMnOzg68/+vr6ykvL8dms5GZmYnZbEZV1W4lT4xGI4sWvhz07+Zjjz1AS0szKSmp1NbW4HL5Z50kJaVQWVkBhL/6pV+/jA6/Ly/f2+F5MzOzu/S8J8NoNHLhhZfw5puv0tTUiMlkwuv1Ul9fT3JyCmeeOTvsMbTLyBjANdcs0G090bdIAkcnmq0eFIWD7z90ck+qKFxzzaUnvEnaPQghhBBCCCGEEH1Pe2VNfHwiI0eODhwfPXosq1Z9Q11dLRERkb0UXc8Ipd2lwWBg1KhR/OMff2X//v0dbsvKysLhcHD99ddorqV1/eO7UPXRbSEkkVRbjOYXHwrU7UTTFkieqMBe4tmlZAR7mJ+v+zGMVzdhOJw0cmPAgA8jYANGUs1GZVC3Y2gadmGnr0UGlWQodbTnNgIzaBQCx75lcPAFVB9RRW+d8KZQkicLFz5JVdUh7HY7f/jDXwPHvV4vDzxwD9D95InWtcL2qsDq6irOPfdCYmPjDieONgUSOOGufklKSiE7exD79u3F4XDQ1NSI0WgiMjKKysoKJk6cEtb12w0ZMpSf/vRXfP75Jxw8uB+LxcK4cacxfPhIXdYXAiSBoxvNVg9d/cZGZ88l7R6EEEIIIYQQQhxDVVUOHNjHzp3bUVUfWVkDGTAgq9M2N6LnNTb6WwBVVR3iww/fYfTocaiqyrp1q6mt9c+daG5uIjY2rjfD7JZQ213u4wAZaSaa0sZygDgM+MigmkSlku1qGo1jx2ospH39I/TKky7qgaqPvmCiWkwE7g7HFKA/NagqlISSxNGi+jqtcI2nDuPhRIkKWJTDnWdUMAJxtGhfOwtyu6IoWG126CS5AhCfk4MtPh5VVdm6dSvNzf4qsaysLBISEgCIWqv9Wlpt9i63DrPb/Qms1tZWVq36htGjx9Lc3MwHH7wduE+4kydnnDGLN95YjMfj4e23X8NoNPZKVeAFF8zjrbdeo6xs1+EjTjweN7NnX0BWlsYcoB4UFeVgzpx5uq0nxLH6XAJn9erVPP300xQWFlJZWcmjjz7KmWeeGbhdVVUeeughXn31VRoaGigoKOD//u//yMrKCtynrq6Ov/zlL3z++ecYDAZmzZrF//t//4/IyCPfYNm6dSt33nknmzdvJj4+nquvvpobbrihQywffPABDz74IPv27SMrK4vbbruNGTNmdO8P2Gmrhx78MPHdqN4VQgghhBBCCKEjr9fL22+/xvbtxURERGIwKKxc+TWZmdnMnXs5Vqu1t0M8Jdjt/hkaw4aNYPv2YjZuXAdAREQEeXnD2batCKv1JFpX9WUa7S5L1HRM+BjMAYZwAAAfCmUks09J9Jc+BBPC9Y9QKk+6JZSqD40kkgUXoyjl2Ev7ToysJxuOu+UYISSRgiVPTLix4wYFalUbLdgBlXiasOGhPzWUqOnaz9+JQPJk3aJO75OTmwsOB4oCbpeLmpoaTCYT8fHxoCgoioJjzXPBY6Dz5InRaGThcy8FTfY9//xTHDpUQUREBE899ULguM/n41//uhsIf+uw2NgE9u7dA8Dy5Z8HZrDoaciQoRiNJrxef2tDi8WC2+0OtDqcMGGyLnHYbHYuv/xqKioOcuBAORaLjYEDB8u/VeKU0+cSOC0tLeTm5nLxxRfz85///Ljbn3zySZ5//nnuueceMjIyePDBB1mwYAHvv/9+4C/wbbfdRmVlJc8++yxut5vf//733HHHHdx3330ANDU1sWDBAk477TT+/Oc/s337dn7/+98THR3N5ZdfDsC6dev4n//5H379618zc+ZM3nnnHX72s5/x+uuvM2TIEP1OiBBCCCGEEEII0QO++moZu3ZtZ86ceeTlDUdRFEpKdvL220v49NMPOffcC3s7xO8FrdkvNpudzMxsDhzYz9VXL6ChoQFFgaioKBYvfpGcnMGYzeZOZ962+z7MvlUVhW30Z7eaQhxNqEA1DtyKWdc4MtRKcjiI4fBkYg8GiuhPjRLTI8+vlUSaoG7GiA0FArORFfytwwqoYq2icR0qSBIplOTJoEGDUGJj8Xq9xBnbiPG1dEiCKIBj7XPBY6Bnkidms4Vf//r3gedpbm7i8ccfPHyfVzWrT7rTOkw5nGRrbW3lk0/e54wzzqa+vpY333w1cB89ql82b15/wthU1dfhy+nh9Mtf/pZHHrkPp7ON1tYjrRDz88cwc+ZZusTQLiUllZSUVF3XFKIv6XMJnBkzZnRa5aKqKosWLeLmm28OVOX84x//YPLkySxdupTzzjuPXbt2sXz5cpYsWcLIkf5+hH/4wx/4yU9+wm9+8xtSUlJ4++23cbvd3HXXXVgsFgYPHkxxcTHPPvtsIIGzaNEipk2bxvXXXw/AL3/5S7755hteeOEF7rzzTh3OhBBCCCGEEEII0TO8Xi8bNqyhoGA8w4Yd6d0/cOBgJk+ezvLlnzNz5qxAdYjomlBmvwBYrVby8vJ47LEHqKurAyAuLg6v18tXXy3nlVf+q7nW92n2rQ8w40ZFQe9m8IPVvfSjtkPyxIyPfHazRe1HpZLQ/UWCVL9E04jx8MpOjJjxt6pyH/61gzZQ3QStwglS/RJK8uSZZx6jttZf8TJ79oUMGZKHx+NmzZpvWbnyKwAeffRpfzVMEN1JniQmpnDoUAVut4uGhnoSEhJRVZWSkp2B+1gsFgxhrKbKyRlMRYW/EmzTpvVs2nR8IiXcbDYbw4aNpKhoM+DfK7xebyChe8klV+sSh8lk4pe//C1Op5Oiok3ExsaRna0xg0gIERZ9LoETTHl5OZWVlUyefKRUz+FwMGrUKNavX895553H+vXriY6ODiRvACZPnozBYGDTpk2cddZZbNiwgXHjxmGxWAL3mTp1Kk8++ST19fXExMSwYcMGrr322g7rT506laVLl5503IqiXfUbDseuKzGIo/WF10Ji6DvkPPj1hfPQF2IQfn3htdA7hhO9F/pCDH2BnAe/vnAe+kIMJ0NVVXbvLmXr1iI8Hg/9+w9g2LCRgQHB3YlLT331tegLMXxXtLY209bWRlZWznF/hqysbJYtW0pDQx0REV1L4PSF16IvxAChzX5pBFbhph81JCREAbAHB/sMCbhHFmgvfnj2C6idngelrT7ss1/a1+vya6H6GM8OInHS/pCBHKRajWKzEvqMi6AxBEmegJd+1AJwEAfN2ACFeOqIU1wMV/exTNWYRRTkPBgM2tUvWdnZKAkJqKqKBQ+tra0YDIZAlxlFUUjY9AoulytoGFabHYNBOeG5N5mCJ08GDhzEmjWrAMjPH9X+jEyePC2QwElIiA9r9UlCwpHk0FNPPYrdbu/QtgvCvwfPmDGTFSu+BCAyMgqPxw0ohxMobmJiYnTZZy64YB7Jycl8/fWXOJ1OAGJj47j44itISkoOfwBHsdmsFBSM13VNIU4FJ7OXfKcSOJWVlQCBwWHtEhISqKqqAqCqquq4bwSYTCZiYmICj6+qqiIjo+PwtcTExMBtMTExVFVVBY6daJ2TkZDg0Cx9DofEREeHf1wlBnG0vvBaSAx9h5wHv75wHvpCDMKvL7wWesdwovdCX4ihL5Dz4NcXzkNfiCFUXq+XF154gc2bN5OYmIjdbmfLlk18++3X3Hjjjcf9XHMy+sJ5kBiO0GqZ1VO60zLL4bBgNBppbq4jMdHR4bbS0gYA+vdPISbGcaKHa2p/LfRKGvTV90PgPDgbNc+DG5U6fIGqjzpUPLSgEMJVnRDOg+ZMlB4S9DxovB9GUoIJN07oUHkTRRtDaGUHGZ091C/IefB6vdjswZMn6enpKOnpeL1eUgwNKEqj/2lVFZ9PRVEUYjc8rznA3Wa3k5QUfcK/n++/927Q/eHpp59mx44dGAwGfv/73+Nw+P8OlpaW8sQTTwDw/PPPa/6b0Z39YeTI4axZswpVVbn33r9x2mmnUVdXx+bNmwP3Cfdnk+nTp7B8+bLA749u2wX+GVHJyT3T0i6Yq6++mhdeeIHm5qYOx00mE7/73e+6/QWMUJ1//mzOP3+2LmsJIfq2vvdT4fdQdXUjbrf+F4Gqqhp7/aJgX4xB+PWF10Ji6DvkPPj1hfPQF2IQfn3htdA7hhO9F/pCDH2BnAe/vnAe+kIMoVq58iu2bNnCRRddQm7uMBRFoaammsWLX2TRohe45prruhxXXzgPEoOf1+tl/o+0W2b1BKvNzqKFJ26ZFUoSKTd3GMuWfUFq6gDi4/0XgxsbG/jww4/IysqhtdVHa2tt0Ofo7CKx3kmDHnk/qCp2/FUNrVhO+qv9wWII9Tx4gOqjfh91UhEEj6Fp+NygyZMI2hjBbhQIpIxU/MUqm8jGiaXTx/rv7CNqyxvdOg+lwVcgim817uHX2V6t1Tps8eIX2bOnDKPRSGpqOqedNhWn08nXX39BfX0dAH/+810MGhR8Bo2iKNTWtoQU67FiYhKAHaiqSlVVI16v/89x8OCRd4bbbaCuLnx7jM935O+0x+Nh+fLlHW43Go3U1naci9PzTPTvn8nevbuJiIjCbDahqv7qQbfbzdSpp1NV1RjG9f0yMgZy662/4bXXXqai4gAGg5ExY8YyY8YPqK9vA9rCHoMQ4vtPUfxFH6Hoez8VBpGUlARAdXU1yclHSgarq6vJy8sD/JU0NTU1HR7n8Xior68PPD4xMfG4Spr237dX3ZzoPtXV1cdV5YRCVf3/6e3YdSUGcbS+8FpIDH2HnAe/vnAe+kIMwq8vvBZ6x3Ci90JfiKEvkPPg1xfOQ1+IIVTr169l+PB8oqPjWLZsKR6Ph4yMTGbM+AFvvbWEQ4cqSEpK6XJceuqrr0VfiMHnC61lVvcX97fM8vnU42ahhzp3xWQykZuby1NP/ZuGhgZUVSUmJubwBdsvWbJksWYYnc1daT8vWkmDwxGTwyFiaQJU6omkhFTUYDM+Agv5kwbB3g+hVAHF00B/qrDjBqAVM+UkUk10SDG0r9dZDFrnIYcDJNJwXPIEoIJYytDYG0I4D6othuPeLEcZrZZjxgb4Z68A2PCiAKOo4ltlaPAYfCGch2EXdnoe+lNBP6UhcF/P4dojk6Kiqv6LW4VqOk0EGdqu+ogqeqvTvdpgCP6eyszMZs+eMkDhRz+6IXB82LCR3HvvXwFIT++P0ah9+ayr+1FU1JG03RNPPITNZsfn83ZomeZ2ezjcUS0sUlLSiY9PwOv10tLiT5j4Y3PgcjkZOnQEoIR9z73iivm8+uqLlJWVBI4ZjUamTZvJmDHjddvzbTY7V1314+OO98XPZkKI77/vVAInIyODpKQkVqxYwdCh/g8STU1NbNy4kSuvvBKAMWPG0NDQQGFhISNGjABg5cqV+Hw+8vPzARg9ejQPPPAAbrc7UPr4zTffkJ2dTUxMTOA+K1eu7DAH55tvvmH06NE6/WmFEEIIIYQQ31WqqlJfX0dNTTWLFj1JZGQUVquVtWtXBSof6urqupzAEX2QYgh6sbzbOp9RjqqGnkRajZc0augXY0UBdhNLuTkBz0nMXQlW0aCVNLCqTiaxDf89/BUe0XjIoJxvGUKrYgsegy/IiTgslOoXF7DrRI/VfGRoVKuj09fCiJf+uFAUGz4VaogCVOJpxqDAALWN3UTiI8hrGWRofYf7dHI3O21YFG/ggrRN8bcIU1V/IsmOG6PqwhvsslGQGBTl8OyXorc6vU9sdja2w7Nftm/fTmOjv7oiISGBrKwsFEUhevtKaGgI+se02uxdrgyx2yMO/0rlqace5YILLqG1tYW33loSuI8vhPdcd+TkDGbZsiPzltuOScQqioGIiIhjH9ajFEXhnHPm8OqrL2K12sjNHYbb7aKkZCdRUQ6mTp0Z1vXbGQwGLr/8GlpbW9m1aztWq42BAwdjCOfeKoQQfVyfS+A0NzezZ8+ewO/Ly8spLi4mJiaG9PR05s+fz2OPPUZmZiYZGRk8+OCDJCcnc+aZZwIwcOBApk2bxh//+Ef+/Oc/43a7+ctf/sJ5551HSor/h6M5c+bw6KOP8v/+3//jhhtuYMeOHSxatIjbb789sO78+fO55ppreOaZZ5gxYwbvv/8+hYWF3HnnnfqeECGEEEIIIcR3jqIo2Gw29u3byznnzGHkyNEYDAYOHtzP4sUvABAdHf5e/uLUEsrclSHsIYbWQNVHKo1EU8FmskBr9kooSQMN49mBArgBH0ZAxYAP0+HbvmRkt9cIXv2ikk8JdjzH/WlVoA0TG8kh6Lk4XP1yIoHERZC5K3a7HWX4cHw+H62trcTb/ee1tbWViIgIDIpC/OZXAsPLO9NZ4iKUGFJTUyEjA0XxV3BVV1djMBiIj48PXCxP3f42DV1MnhiNRs32ZevXr+azzz5GURQeffTpwBdsm5ubefzxBwD4xz8eICYmLmgM3Zn9Yj2qrKW6uopnn338uPuEe+ZJUlIycXHx1NbWEBERicvlRFEUTCYzra0t5OYO1SWB0b9/JvPn38CaNSsPt5UzMWHCZMaOnXBUoksfdrudESNG6bqmEEL0VX0ugVNYWMj8+fMDv7/77rsBmDt3Lvfccw833HADra2t3HHHHTQ0NDB27FieeuqpDv/o3nvvvfzlL3/hRz/6EQaDgVmzZvGHP/whcLvD4eDpp5/mzjvvZN68ecTFxfHTn/6Uyy+/PHCfgoIC7r33Xh544AHuv/9+srKyePTRRxkyJHjfUyGEEEIIIYTw81/U3Lat+HALNTdpaf0CFzS7esFR9E2htO3qlhCSJ6FUnpQf/u+4x7Lu5GM6SWbVhelwSYgZUPFXfSj4kycGVCLVFpqV7l0sDlb9YsNFvGJCVU24MbAPf3IgnVqs+LArYFWttBGkX1WQ1+JkEhcGg4HIyEgUxQCoREYeaRX2u9/dQV7esKB/zs4SF6HE8M03X7JihX/OyW23/SGQIPB6vTzwwD2Hj/8/Bg/Wnv3S2V6mtcdZLEfO8cMP/5OcnMG43a7DLc04HI8vrDPhcnOH8d57b2I2WzCZTIHB9fHxCdTV1WKz2cJe/QJw9dXX8cwzjwfWB3C7/f9mzJkzL+zrt0tMTOKcc+botp4QQghtfS6BM3HiRLZt29bp7YqicOutt3Lrrbd2ep/Y2Fjuu+++oOvk5eXx3//+N+h9Zs+ezezZs4MHLIQQQgghRB/ldLbhdruJjIwK8+BhcSxVVWlra0VRFEpLdwaO7927O/Dr2toaEhOTeiO8U5ZddZJIPQZUanHQgP2kB9d3JtSh9eEUbN4IeJlICYoCbaoB6+FEihMTNsWDqsIasjVbZkUFaYnVfp/O2nYlUI+i+Nt01WFnEwNQURjJHuJoQVEgSa2lWQ3SRi2Utl0a1S8MHw6omPGSrfgHxR9JdijEFL+FuSX4QPpgbbu0EhdW65E/39SppzNlygwAli1byrfffg2AzWbrVuJCK4ajZ8MUFm4kP38Mqqqybt3qwHGz2RzW5El6er/Ar1VVZdeu7cfdJzY2ePVNdxmNRsaPn8y3336Fz2dh6NDhuFwuSkt34fP5OPNMfa4JRURE8rOf/ZqtW4soLi48HNck0tMzdFlfCCFE39XnEjhCCCGEEEKI7qmqquTzzz+hpGQH4G/VNXHiFMaMGSeJHJ34v5Vuwuv1YLdHEBMTC4DT6aS21n/B+Ohv23/fKapKIrX0pxoDPiqIZT+JeBWdqpBUlWHsIYX6wKD4HCpowM4GNadH4tAaWh+Bk6GUYaDj0HoF2EYG9cEGtUNobbuCJFciIyOxDx2KqqqYfT6MRv/8GYvXi8FgRVEUsvauoqKiImgY3WnbpURFQV4equpj57rltNc1lODvgqEoBgx71uGorOxSDKFUnqxYsZxvvvkSRVGIi4tn8uTpgL8ipba2BoAFC24MHO/0z9KNtl3R0dGBX3/99Rfs3bsHVfV1SPAefZ9wsNvtgV9/8sn7LF36AUCHc2exhLt1WAoORzSNjQ0kJCRQV1eHoijExMRSXV1Famo6FoslrDEAnH76D7DbbaxYsZzi4i0AREZGceaZszWroHqSoigMHTqcoUOH67amEEKIvk8SOEIIIYQQQnyP1NbW8OKLz2K1WklNTcfn82E2m/nkk/dpaWlm6tTTezvEU4Kqqni9/vZQ5513IQMH+tsQNTU18eSTD+NyuWhtbQ32FN8bBtXHJIqxHm6XBRBFBdlUsEodQpvW0PoQaLUvy6SCaOpow5808bfrAjNtDKWQLWQFXyCE9mXB2nYBDKKSKGwdCn7ar5UPpZYVpKA1d6UzoSQudu3azptvvoqiKCQnpwS+2X/o0EEqKg4CMHfuJcyYcWbnMdC9tl1bt27hvffexGAw8D//81vGjZsEwObN6/n44/cBuPrqHzNhwmldiqE9jmASE5MDv46JicVsthz+dVwggRMfnxDWypOqqo4JqspKf9Ls6HN36NAhkpNTwxZDfv6YQNLm2LXbZWQMCNv67a64Yj7PPvvE4Rk8Rnw+H9XVVdjtEVx22dVhX7/dxIlTmDhxCm63G4PBIC0uhRBC9BmSwBFCCCGEEOJ7ZOXKr3C7XbS1tVJfXxc4rigGVqxY3ivDiE9F/ouhKjabnSVLXqJfv/7Y7XbKykoCFwYPHtzPwIGDwx6LWXWTRQXJh1uH1RNJCak0KXbtB/eAMezEghcfUEEsLoykU4sZH+PZwfIeGFqv1b6s+vB/nT6etV1eO5TKE4PBQNyYMYGqkba2Nnw+n3+YvaJgw0tS4Su0tbUFXas7bbuOTgbU1FRTXV113H0yMjLD2rbr6Bi++OJTvvzyM6Bj8iA1NT2syZOjK09qamp4883FAIEqOfC3swqnAQNyAP/58nq9tLQ0B24zGAz4fL6wJ0/MZjNZWQMpK9uFohgCFYHNzU2oqsqIEaMCc3HCKT4+gVtu+V++/voLdu7cjsGgMHx4PuPGTeqVJIrZHN6qIyGEEOJkSQJHCCGEEF2mqirFxVsoLNxAS0szCQlJFBRMoF8/6dctRG8pKtqM1+vFZDJx+ulnkpaWwdKl73PgwH5UFcrKShg6dES31ugLw9p7m9frDVpp0H6b1Wpl5syz2LFjK263h4kTp9DS0sz69WtwOBx4PJ6g62i1adJ6LSy4GEkZpsPj4r1AJC2MoJLtpFOLI+j6Ib0WQWaegIoDf1LCiZFU6lAUcKsGvIBJUYn21dMQLI4QYgg2+8WCiwLF35pKVf2hqoDp8CwWRYFyNZZygswjCjL7JZTKk6qqShYu/A/grzjo168/4K+Ye+aZxwC44Yabw9q2y+s98l5TVZWUlHRMJiP79u3tcDyckpNTAkkLUI5bz2AwkJMzMKwxWCzWwK8bGuoC5/PohLfVaj32YT0qOTkZi8WKy+UkN3cYKSmpqCocOFDOzp3bsdvtxMbGhjUGgMsvv5pXX/0vJSU7aGpqDBwfPjyf8867KOzrtzObzZx++pmcfnrw6i8hhBDiVCQJHCGEEEJ0iaqqvPvuGxQVbaZ//0zS0vqxe3cpL7zwNOecM4dRowp6O0TxPaJ1sbyndOfiaF/RnhC49dbfBr7FPn/+DSxc+CQHD+5n9+7Sbidw+sKw9lBZVDeJNGDESz1RPTK03uv18qNrr8TZFrwF2rBh/tkJzz//DAcPHsTj8RAfH0///v6L93fddWegzVpnrDY7C597qdP3ZSivxbZObykkSvPRnQul8sRsNqOMGoWqqtjw0NDQgNfrJSYm5vC3+xVy6jawa9euoGtpzl0JMvvFbrdjGz4cVVUpLy+nsrISn89HXFwcOTk5/lko1fuoK/2qSzGAduXJoUMHA/FmZmYHjiclJRMZGUlzczO7d5cxffoZQZ+nOyyWjq3qKir2H3efcFeeAMyZM48333wVUDEajSiKEti3Zs06L+zrp6WlYzKZ8fm8KIoS+DtoNBpRVRWDwaDL4Pj58xfw9NOPsW1bEdu2FQWOK4qB+fN/Evb121166Q/x+Xzs3LkDo9FAdvZAXSpvhBBCCBEaSeAIIYQQoku2bSuiqGgzF1xwceBisKqqfPTRu3zyyfsMGjSEyMjuXBoMjaqqlJWVUFi4kZaWZpKSkhk9ehzx8QlhX1voI9SL5T1B62J5SFSVaFpIpxoLHqqJ4iAJ+g1rx/8t9mMTXv37D+Dgwf1UVh7q9vNrDWtvp6DioAUjKs1YcRFia5ogw9oDzx1CFVAWB0ihIfD7DKAVE1vIxKP1o1CQqg9VVXG2tdJYMD9oDNtoYrRaRkJCIomJiYcf679tLwnUjb5GO4Z1i4ImL4NVnoDKRHbixoARH0alPX5ow4xdcbNNTaM2WBqnm5Unzc3NPP74AyiKwvz511NXV4vX6yMtLZ1nnnkcn8/L5MnT+etf7+08Bro3d6W9+kVRFP70p7uIi4sHoK2tlUcfvR+AadNO56677u9SDKFor6ZQVZVPPnmfceMmYTKZ2LRpPc3N/vZZcXFxXXrurmgfHA8QFeUIVF+YTOHfp3Jzh3HVVT/mnXdep7GxAVVVcTiiOffcC8jKCm/1Dfhfx+nTZ/LZZx9jMpnIy/MPjN+5cxter5fp03/QaaKuJyUkJPHrX/+eDz98h5KSHYDC4MG5nHXWuWFtIXciBoOBIUNydV1TCCGEEKGRBI4QQgghuqSwcCPp6RlYrTbefvs1WlqaSUxMYuTI0RQWbqS4uDAwnDhcVFXl44/fY8OGtSQmJhMfn0Bh4SbWrVvNhRdewuDBeWFdX+gj1Ivl3V9I+2K5dtJAJZc9xHFkjkUEVfSjjC0MoAWNmSMaraJCrUTy+Xy89NJCJkw4jcjIKLZv38qaNSsBsNsjut22S7XFgMY3tJPUGoayDyP+eFWgCgdbyETVeh192i2zQqk8qTr837FsbNB8bCgUZ2PQ90M9XpppO+6HLhU4iAGFxhM97Kg7dn4eQqk8URQF+9ix2PH/PWpsbMTn8+FwOLAZDCiKjYTyzbgPHgwaRncqTyIijsxbev75Z1BP8GdKTU0L69wVm+3I37tnnnmMrKyBWCwWdu3aHjgeFxcf1ovm/fodmWeyfv0a1q1bfdx9wll9A2CxWAK/bk8aAR3mrxx9rsIpI2MAN9/8S13WOpHx40/DaDSxfPnnbN26BQCbzcbMmbMoKBivWxwmk4nzz5+r23pCCCGE+O6RBI4QQgghuqS5uQmXy82rr75IUlIyCQlJbN26hfXr12CxWGlpaQl7DNu3b2XDhrWcffb5jBpVgKIouN1u3n33Dd599w1++tNfYbXatJ9IfDcoBs2kQbeEMOojlKTBvsP/HcvQzXZVoVYi5efnYzabKSsr4cCBfYHHKoqCoii89tpiXnnlv0Gfo7uVSPFqPcMpRwE8KHgxYMFLIo2MpoT1DOrS8x5NqwpoPNswAI1YicSJAjgxYcaLCZVN9KeFiE4fH0oVUCjvh62dHO/u+yGUyhNVVbn//rsAfzInOjr6uPv85Cc/ZejQkUHX6k7lydHJQlX1YTQaMRgMuN3uLj1fVzgcHefrlJUd365tyJChYY3BaDTSv38me/fuPuFr5nBEEx0dE9YYbDYbOTmDqKg4gKoeSdyYzRasVis2my1QnXQqKCgYT0HBeNra/Al3m00+LwghhBCi75EEjhBCiO+ktrZWiosLaWxsJD4+gdzcYZjNIbbmET3CarVx8OABzjrrXMaMGRfoYf/GG4spKdlBdHRs2GPYvHk9/fr1Z/TosYFjZrOZM8+czWOP/YutW4tkFo/oUVpJgwlsQwF2kUIVsQAY8TKGXZhQ2UUylQRpkxQkadBeiRS8ZRZs8jYz3LsfRYHW1jZ8EGid1aRaqMudE/wPqfqg6K3glT5Bh9bDUMoBcGPArPgw4cWnKoBKDC1Y1VacBBkSHsLQetXqCHoeIvBfjLUBbTjwYCSWNsCEokCm6qSIlG7FoPVaTGQHAC1YsONCAVwYMeHFqMAuNVH7/RCkwkYrqXJspVVaWjoREVGUlOwIvL5tbc6wVp7Y7UcqOtrnjbTPHDEYjPh83g4zYcLBaDSSlTWwQ+JGUZTAOYiKiiY5Och7oYdcdtnVPPfcE1RXd6wLi4iI4Nprbwz7+gCnn34WL774LCaTiREj8lEUA3v2lNHc3MScOfN0aR3W10jiRgghhBB9mSRwhBBCfOds21bMe++9gdfrJTIyisbGBj7//GPmzbuCfv3693Z4pwzf4RZHBw7sIy9vGBERkdTW1tDQUAeAx+Pq1vOH0iqqoaGB9PR+x12ktNvtREREUF9fp9kqCoJ/uzyUORvdFsKFYtE3aCUN7NjwoVDJkb3IA+xiEKOUvQxQ2ziEo9PHh/JeCHZBv92WYI9nnebjOxPK0HoA81h/UtWs+PD5/P+1DysHGFK1grKysqDPoTm0XiMGDsdQU1NDZGQkVoOBuuZmHA4HJpMJU00pjtLPuheDxmthHzcOVVWxAa2tPjxeL45IC4piQlEUslsO0Vq0rEsxdMWBA8cPrW9tDe9sqaMrbaKjYxgzZiwGg4nt24spL98D+L+UEW7nnXcRCxf+JzDrpf3fF5PJxMUXXxH29dvXWrDgp+zeXUpxcSFer4/Bg4cwaFBu9+ZunYSkpGTmz7+elSu/YufO7aiqj+zsQUyaNIXk5FRdYhBCCCGEEKGTBI4QQojvlJqaat5+ewmDB+dx1lmziYyMora2hvfee5MlS17ipptukZZZOvF43PTvn8nWrVsoKtpMREQETU1NREfHEBkZ1aGn/skKtVVUTk4Oe/aU8fTT/+lw3Gq1MnLkSF58cSEPP/wvzfWCtYsKpUWSOEJRfaRRgwUP1ThoVCJ1Xd+mtjGcvTjwv3c8GCgnkTKlexcmTypp4PPiWP9ch8MRMTEweDCGllocxc+d8KHttC7Ya1V9jKSMCNwoin9YvT9+/68VBQrVDJqCzeLp5tB6gPvu+xsA48ZNYvr0M1AUhcrKChYtegqAMWPGcvfdwf9udmdo/dExJCQkYDQaMRpNHWaAnHnm2Zxxxtlhi8Hn8/Gvf92NoihcccX8wBcM3G43jzxyHz6fl5ycgfzxj3/rUgyh8B01S2jMmPGHh7R7yMjIZO/eMlpbW6mrq+nSc4eqvWVaUlIKFRUHWLbs08Bt8fHx1NTUYDZbgjxDz4iKiuK6625m/frV7NixFa/XX/kzbtwkYmJiw75+O0VRyMrKISsrR7c1jxUfn8C5517Ya+sLIYQQQojQSQJHCCHEd8r69WuwWm2cf/7cQMuXuLh4LrjgEh5//AGKijYzZox+w2e/r0KpfomNjefgwf3ccMPP2b59Ky0tzSQmJpGQkMRzzz1BbGx8l6tfQh1av5tmxiilJI89h1KS8WHAiovB7MWputmbfT6+bI3qGY3B9Vots456IiJpw4SPViy4OImWfiHM2gjteVSiacGEl2ZsOJWeuygaSiVSGtX0pwpD4Pf+mSOF9MeNRiw9UIVkU11MZAcKKm3+JlXYcJHNISJVJ1uUzC4/d6hJg/YL9pdddgV1dXW4XE6SkpLZs6cMr9fLBRdczB13jA36HJ1dsA+16iN+7FgUxYbL5aKoqAiPx0N6ejppaWkoikLS7rVQWRn0OboztP5oEydOCbS3TE1Nx26PoLW1BVDDOrT+WCkpacTExLJtW1EgqWE0mnSLYf/+8kCbsIaGOnw+fwuxzMycsLYvO1ph4QZGjRqL3W5n48Z1gcqbcLcfNRgM5OYOY9++vVx//c/ZsaMYt9vD0KHD+PTTj/H5VNLS0sMaQzu73c7kydOZPHm6LusJIYQQQgjRXZLAEUKI76Da2hoaGxuIiYnV9VujfUFVVSX9+2ced8ErOjqaxMRkqqqCX5QU2kKtfomMjGTo0KH83//dzr59+/D5fFgsFnJycrBarfz1r3/SvNgNGsPSNYbW1+Fgp5rGQOUAadTgxEIkbbgxsolsfEoIH3U08gaqLSZoDAAxaiP5lGHC/+dVgUZsbGAgXiWEi7y+4EGEkjxx0EwOFdhxB2KoJopSUvGiEUMobbtCSDA1AkUnOG5lQ7BpJyHTOg857MZJGypgwP9B1w04AQdtWInAFSyRpHEeQrlgP3r0ONatW0VJyU4URcFsNlNa6p+7oSgKY8dO6HI7rJOtPLn99j93OL5o0ZNUVh6ioGCs5ryN7lR9HO3xxx9g3LhJREfHsHbtt4eTN2Ay6TuzbP/+cvbv98/lMRgM+Hw+DBp/r7vr6OqXL7/8jOXLP8doNHZIbIc7BovFEpj14na7WbNmZeC29uMTJkwJawwA06bN5IUXnuGll55j5MhRWCxW3nprCTU11cybd8UpOXdFCCGEEEKIUEgCRwghvkPq6mp5/fVXqKysCBxLTU3n4ouvICoqyEyF74hQqj7sdjuHDh3E7XZ3uODjdrupr69j8ODcbs88OdWFWv3SCBjVagYnQ0JyGk7MROA8nDzJpKFgTAiLBa9+CcVeJYlKNZpU6jDjYR8JVBAbWuKkB9jVFsZQin88+xEO2pjIVr5Rh/n7VnVDKMkTFdh1guNBGmWdFK22XaPY5Z/+clTbrnaKAtvVFGqI7nwBjWHtoH0e9ga9FSwUatUBddvRw7BVVcXlOjILymg04fF4ulXxcDL7VllZCYMGDQE6zjlpbW3VrerD6/Xy7bdfH3c8J2eILuuDv/pmwIAsQKW1tYXCwk0A3dp3QmEwGDCbzfh8vsC/b+3/PplMZjweN4MG5YU1BoCCgvGsXbsKRVFITk7BZLJQWXkQl8tFbGwcCQkJYY8hLi4+MHdl06b1eDxeMjOzOOecC+jXLyPs6wshhBBCCPFdJQkcIb4DGhsbKSzcQG1tDVFRDvLzxxAbG9fbYQmdOZ1Onn32CVwuJ7GxcaSnZ1BevoeDB/fzzDOP89Of/kq3C3LhEGrVh8PhIDc3l1tvvZHKo1oAZWRkkJKSwuOPP8JDD92vuV7Qqg/hp1H9ArCPJKrUmMPJEzd7SeTQySRPut81C0X1kUgjidRjxosdF21YqAk2KP5kqL6gcY6mNJC0qCEKJyZiacGOC6viJUmtoVLV2LM1Kj+02rhls58kGjn2HiqgAIUM0J550klyJNS2XbFjx6IoCk6nk8LCzYC/Mm7w4MEAZNSW4iopCfocwQbGW6w2XM62oI8fPnw44E/oms3mDpUHFouFpqYmysrKgj6HxWrrVjVAYeFGDAYDcXHxRERE4vV6MZst7N5dgsfjpqRkB7m5w7r8/CfjtddeIjU1jchIB3v2lAaSB0lJyWFfOzt7EKWlO7FYLERFRaOqKqrqo66uFkUxUFAwLuwxGAwGFMVARcUBKioOBI4bjUa8Xi8pKeEf2D569FhWr15JYmIyeXnDMRqNHDy4n23bioiJiSM9Pfytw848czZtbU62bNlIRcXBwPH4+ESuu+6msK/fLiYmlrPPPp+zzz5ftzWFEEIIIYT4rvvuXukT4hSxY8c23n57ib9nfVIK27dvZeXKr5g16zxGjw7eQ198v3z99TJcLiennTaN/PwxNDY2MH36GXz77desX7+GNWtWMmnS1N4Os8tCr/pQiVQPkJkJcQPyaMJGDM1EKi52qKlUjxwZwmLBqz5CaVd11JNhQMWHgv9SeagP637LLDNuhrIHO0cqjuqxsZX+cNyl/JOPIRT+5EkDSdRhwUMzTlyYqQ5WadGDFNVHPmXE0YQXBQWVGDwk0MgONY1yJanrzx3i0Hrr2LGoKjQ1NREfpaIoCm63mzaPB5vNxiDnLtoKCzXXCzZzRLU6gr4f0nFjVvyVH22qgTasOGgNvAviUGkMltAK8l442bZdv//9nR2Of/jhO2zZsol+/frxt7/dF/Q5gg2MX7Tw5ZBjsNvtDBw4hLi4OHbs2EZ9fR0AAwcO4u67/9WlGELV3NyMyWRm/vwbsFiO1PusWPEVX375KXV1dV1+7lDZ7fZAlY3ZbMHtdhMdHUN1dRUAc+deHvYYLr74Cp544iEaGxuoqanqcNull/4w7K3DAHJyBrNz5zby8oYf/nvpIjY2nnXrVmE2mxk2LIR/L7rpjDPOpq6ujh07tvLVV4cCxx2OaK65ZkHY1293/vkXMXv2HDZtWk9bWyv5+QVERkbqtr4QQgghhBCiaySBI4SGurpaNm5cS01NDQ6Hg5Ejx+jyjU2A5uYm3n57CTk5g5g9+0JsNhtut5vPPvuIjz56l379MkhKStElFtH7tm/fisFg5MCBfaxYsTxwPCdnMIqiUFS0udsJnJNLXHSRVtIghKqPHWo/aogmTakhijYaiWAb/ak3hHgxSiOEHhkm302hxnCieoYo1vRIDFrvBwWVIZQTSws+wAtYaWIIVewhkf2E0Janm4msZGqxU4Xz6KfEP/ckg1IqUXCh0a6qkxhONnGRnt6PceMmERcXT2npLtavXw1AVJSDl17Sfj1PlDgINYlkGjsWUGhoaCAiIoJYk4+WlhbMZjNms5m0lt3UFn0Q9Dl6amh9eflesrKyA7+vqalu/9PoNjDebrczYkQ+aWn9cDqdbN684fDxSB0qFVXMZtNxbdIcDn8CzeNxh3l9+PGPb+Lf//4XHo+HvXt3d7ht2LB8rNaemEgUnNFo5Oabf8nGjetYs+ZbPB43GRkDmDlzlm6JgwsvvIT//Odhtm7dgsFgwGAw4vFsR1EUXeeuzJt3OXV1daxa9Q1ut4uhQ0eQkzNIl7WPZjQaGTMm/JVPQgghhBBCiJ4jCRwhgti6dQvvvPM6JpMJhyOaPXvKWLt2FTNm/ECXSofCwo0AzJ59QaCnvtls5swzZ7Nz5zY2bFjLWWedG/Y4RN/g9Xrx+bzU1FRz/vlzSU1NZ9++vXz55Wcd+up3R19IXISaRKoBaji6LZUHhfrQFulmuyoDPoazGzuuQN2N7/D/q4liJ/1CiiHY+daKYThlOHAGIjDgw4MJMx6MwC6SqUS7bVewGEJ5P+w7/N8JH6/5aG1aMbQAW4Lc3t2ZJyeTNOjXrz+rV6+gtbWF5OQUIiIiaWlpJiIiostJg5NNIiUmJjFqVAGxsbGUlOxk164dAMTExGgmkXpqLtQrrywiLa0fsbFxlJWVBIbWx8XFd/u5Q9Xa2spbby0J/F5RDKg9UHEWCrPZQnNzMx988DbTps0kMjKKnTu38emnHwH+NlLh5nBE84tf/C9LlrzIgQP7AbBYrJx11mxGjBgV9vXbKYrC6NFje61i2GQycdNNt7J27bds3Lger9dDv34Zh5NIPbFDhS42NpZZs+QzmxBCCCGEEOLkSAJHiE40NTXx7rtvYDKZcLlc1NRUo6oqZrOZL774lAEDskhPD+/Q1draGhISkrDZOs4tMBqNpKX1o66uNqzri74lIiKSpqZGTjttGsOH5wOQkJBIY2MDX321DIej+y2rtJIG7RRUYmnGgps2LNQTQcjtw3ogaRBuqi0maBVQqlpFPAZ82OBw2y4fBgz4yMDDQUw0KhrfMPcFv5is1TIrEQWwYTvmtKuqCUWBQWozhxgQPAatRJbG0PoxlGBVvKgq1GGjgQiSaAi0dNtHLOVotDDrZHD9ycw8URSFioqKwEwkRVEYMmQIZrMZl8vF9u3bg8dA9+aeGAwGfD4fW7duIT4+kf79B7Br147A8PqMDI3XQcPJJVVUjEZ/pcHRLaqMRlPYK0+SkpKprDyEohg4cGAfBw7sQznq/TNv3hVhXf9YMTFxmM0mmpqaaDs8W+volmbhkpc3jKKiQrZu3cLmzRsCc3hiYmJxOtvIzh4Y9hgAIiIimD//Bl3W6ssMBgPjx5/G+PGn9XYoQgghhBBCCHHSJIEjRCc2bVofGDxstdpwOtswmUxYrf42ZqtXr+TCCy/p8vN7vV7Nb1RHRTmoqSmkpaUZi+VIuxOfz8fBgwfIzh4YUtVFT32rWoRPKO+H9pYzH3/8Hvv2lZOZmUVp6U6KivyzNSIiIrv9ftBKXABEq80MZw823IEB6c1YKSSTlsMzOILSSFyEkkSy4GIo5dhwo+BvmdWEhWIG4COE97pGEklraH06/nkOBkBRVFQVTMqRB2SoVRSrQQbGt69xAqG2zOLwwHiPx8OuXbtoa2sjOjqarKwsfzw+F471zwV/Dk7cNivUofXRY8cCJqqqqkiIMZBqVmltdaHiv3ic6W6kbuNXXYrhZGee/Otfj3V4X2/bVsS7776B3W7vcvuyUFmtVlpb/QmCmpqq4+Z9REfrMw8I/ImatWtX4Xa7O1R69OvXP+xrz59/Aw88cA9erzdwrL3qZcSIUbq0zYqLi6e2tobo6Bjq6/1fcjAYjERHx9LQUEd+/piwxzBx4hS2bSvCZosgIyMTk8lEY2MjO3duY+LEKbpXfgghhBBCCCGE+O6SBI4Qndi92z9ZwuVyMmbMOPr3z+LQoYOsXfstAPv3l3f5ub1eLz+69kqch78R3Bmz2czIkSP5059+x+7duwMXMvv160daWhovv/wizzzzpOZ6Vpudhc+9JEmcIEJr26WSTB3J1GPBjQszh4jhELGEVH3SyQX7UN8P2dnZREZGYrFY2Lx5PYWFGwKP93g8fPnl57zwwkLNMLrzfrCobkZRigqB5I0PsOBmNCWsVPPwdXOGjlYSyah6mMRuFIyAMZDAsQGT2cdyhmu/lp0kkUJNntjHjEExGvF4POzb528gZjQaSU9Px2Aw4GjZj6P40+Ax0Hni4mRaZs2ffz1paUdatr3xxsuUlOzCarV2OXFxsjGkpaUxcuRo4uMT2LOnjB07tgH+aofuJE9O5j363ntvMHPmLGJj49i9u5TPPvs48NzhrjwxGIwoioLBYOiQvGhvoaYHq9WO09kaaFemKAr19XWB27tbBRQKk8nEr351O++99ybbtxfj8/mw2eycd95FDBw4OOzrg39g/GuvvURrawsTJkwmNjaWoqJCysv3EBsbR2ZmtvaTdFNsbBw//OGP+fzzjwOzd6KiHMycOYvx4yeFfX0hhBBCCCGEEN8fksARohPtF8FmzTqPUaMKAMjNHcqgQUNYtOgpnBptfYJRVRVnWyuNBfM1LzRvpY68BAPRCSk0YieSNmyKh51qChVDR4SwmA/WLer0QmyfGFrfB4TatqsFKDv2sd1cO9T3wwHqGaHsRVXh6Gv+BoMRq9XI/qTxNCadobFY8PeDVuVJP6ow4kNRwK0aaMZKFE5M+AAfKVRzQNUYXK/1ftCIYRQlGBRQVagiChcm7DiJoxWTopKlHqBMTetSDCebuLDZbGRmZgaOm0xmPB43cXHxuiUuXnppIZMmTSU/fwyff/4JJSW7ArHoNTA+JSWNceMmERcXT1JSCrt3l+JyuTAYjDokT/zty3bu3M6OHdsC7araDR6cF9b1wV+B43S2ERXlYMCALEwmM21tLRQX+wenW60hVKZ1U17eUAoLNwYSSEfOgT/FmZmZFfYYwP++ueCCi3VZ60QGDRrCOefMYenSD1i16pvA8eTkVK666se6xZGYmMSll15FW1srLpeLqChHh5Z2QgghhBBCCCFEKCSBI05JobSrMhj8Fy+3by9m0KAhWK02PB4PhYWbAP9A5G63L1MMmu2qKoinQY0knWrsuKgihgPE02TQaM/UTuNaeV+YNxIyVSWOJuy4aMNCDVEdMxndoNW2K5pmhlFOx0uiR369hQwa0WgPpNG2S3E2Bo2hjVZaaQusGXjawO1t2nVA3WzblTpiBIrNRl1dHZGRkTgMbjweD60uFw6Hg/SGbTSFMG8kaNsujRiix45FVcHj8ZBkbsLr9WI0GnG5XFgsFjLVSqrXfdSlGODkEhcej4ecnEEMHDiETZvWU1FxIHBbuBMXJpMJj8eDqqqsWLGcFSuWd7i9J2YiaWlPnuzfX86TTz5yXPIk3HPCwF9xsXTpB4F1j93azzvvorDHMGBAFtu3F+NwRLNp03rAX0E5aNAQduzYpkv7snHjJrFlyyZSU9OJjY3F6/ViMpnZtWs76en9O1Rpfd+NGlVAfv4YSkp20tTUSHb2QKKjY3olFpvNftwcOyGEEEIIIYQQIlSSwBGnnFDbVWVlZZGYmMiuXTt48MF/0NraitVqxWQyoSgK1dVVXHnlXM31eqJ9WatiZZeaigkvHow9WjETyrwRO20MYw8m1ECCwANsJYMmraQFaCcuQqgCiqSVXMqxHJWRcmFgO/1oIiKkGILerDEwfgDVWLGhHK78cGPEjDfw+wE4KSS1WzGEkkzbEuQ2E4VdrgYKtfLkoYf+gdvtJjY2tsNjrVb/jKbU1DT+/Oe/a67XE227Bg3K5YwzZhEfn8DBg/v56KN3qaqqxGAwhH3mSXsKT1EUSkp2UlKy87g/S7gNHTqczZs3YrXaMBgUXC43ERERNDU1oqoqZ555TthjiI9PoKqq8qjkScfXLiMj/ImLsWMnUFGxn82bNx4+ciSGyy+fj9ls1iGGiRQWbsRgMDBv3hXYbDZqaqr54otPycgYoEv7svaKjw8+eJutW/cHjufmDmP27AvCvn5foyiKbm3bhBBCCCGEEEKIcJEEjujzTKoHGy5cmHEp3b8QF2q7qv00kMgeFEXBZbBBZARuVEy4UFU4EJFD49iJGotptKsKgUH1MopSYmg5MqxdtbKBHDw9cT405o0oqocJ7AastGKhEgfxNBGJk7FU8TUJuBVr8EU0htaHWgV04rqOTd1qYRZq1Ufc4ZknLpcLn8+HxWKhzenEZDJhNpuJ99bhWP+55nqdVX0ANA27MOh7ciI7DscMPhVcGLHgDbQTU4FVaFywVH1EdTKYPpSkg8939MXxH5GVlUVxcSFvv/1a4LhebbsmTZpCcnIK4J/vMWBANlVVlTrNPDHg83mPm3nSXoFisVjCuj7ArFnns2PHdtoOJ6MVRaGxsQGA/v0HMGBAVthjyM4eRH19PT6ft8N5sNvttLa20r9/ZpBH95xzz72IiROnsm7daurra8nIGMDo0WN1q3xITEzikkt+yPvvv8Xrr78cOJ6TM5jzz7+o07/zPW3AgCx+8pNfsG9fOW1trSQlJRMTE6vL2kIIIYQQQgghhOh5ksARfZZR9TKe7dhwH6n6UBVWM5A2JYSKCy0a7cuq1RgasBFFGzbFHTiu4r9wfoCEEAala4SgWXnio4CdmFBp48jQeBNtjGU9axiED40L3t2cPzOMchSggihiaaUfNXgxcIBo0mlgBHtZz6BuraFVBZRJBWnUBf787dp/X0EMpSFUv5woUXSyVR8Wi4WhQ0eQmprOwYP7KS4uDDxPV6s+AkmkThIr7Wxjx6IoCg0NDWw/3KZMURTy8vKIjIxEVVWi1mrHECyJpMXrPdI2cO3alZSXl1FevjdwrDuzoUJlNptxu9288srzjB07kUGD/O3L2l+LpKQUXWJwOjsmLeBIBUpkZAiVad1kMpm46aZb+fjj99i6dUsgsThhwhQmT54W9vXBX/2yceNaUlLSGD9+EgaDgdbWVpYv/4y0tHSysnJ0iQMgISGRs86ardt6x8rMzObGG29h797dtLb6kycJCYm6x6Eoii6VT0IIIYQQQgghhAg/SeCIXqGduFAZx3YUwHnMLaMpZC3ZeND4hns3ExcoCjbVhQGOSxxY8OLTnjaiKZTKk21BbougsNsxaA2Mj6MJFUimKXDMgJc0GlABB62hDaUPdrNG+7IUyrHiHwLuxMgBYkmlHhuew7e7KcHR5RhOpuojOjqWgoIJpKf3Y//+csrL9wSqHrpa9XGySaThw0d2aFO2cOGTVFUd0ql1mJ/BYKCi4gDl5XuwWMyBypNjExrhkJU1kB07tgKwdu23rF37bYfb9WibNHDgIIqKCsnIGMCBA/vxer1YrRZiYuI4dOgg+fkFYY8BwGq1MmfOPObMmYeqqrpVerSLiYnlssuu5r333uStt5YEjmdnD+S88+bqHk9vMxgMZGZm93YYQgghhBBCCCGE+J6QBI7OQpn10W0aF8tPNgYDvsPX908i7h6Y9VEU5DZbDyQutM5DGlX4aKGVE1d9DKGYbWh8y1njPGi1zBp7uPrmSMssE2Y8GHugZVaorcOU0aPh8MX+bdu20dTURGRkJHl5ef7bVR+Odc8Fj4HuDa23FRSgGAwcOnSIPXv2AFAN9OvXj9TUVCyqp8sxhKp9YHxTUwMvvvjMUX8G/+vX3TkboSRU2mPYu3c3DzzwdxwOB/X19aiH32c2m12n1mE+fD5fIHHV1tYaOK8Wi0Y7vR6Qnz+GHTu2YrdH0NraEjgeGRlFc3MTw4fnhz2GH/xgNtu3b6W8fA8ZGQNIT+9HaekuDh06SFSUg5EjR4c9hmP1VrKkX7/+3HDDz9m3by8tLc0kJCT1SuWJEEIIIYQQQgghxPeNJHB0Fuqsj+97DFqJiwnswKCA93BBQjM2bLiwKD7aixS+7casD9A+D42gmSaKYpXGPU4s1JZZkQUFgZZERVuOjK8fNGgQsbGx3WqZFWrVx7/+dTc+n4+BAwdz221/CBxftmwpa9d+i6IoXa76ONnKk3nzLmPixCmB42vXfsuyZUu7FUOo0tIy2Lu3DN/heT7tyZT25El6ekaXnvdkJCWlcODAPsDfyqyurrbD7ampaWGPIS9vBEVFm7BarYwaNZb6+jri4hJYteprVFVlypTTwx7DwIGDGTZsJEVFm+nfP5Po6BiqqiqpqDjA5MnTdUkeREREsGDBzSxZ8hLl5XsoL/cnFvv3z+SSS36IIUh7xu8jf9uuAb0dhhBCCCGEEEIIIcT3iiRwdKaVuADI4iApNKIcrrJo/78TIxsIYZ6ARuIilBjaEyiqCm4UfxXI4dvW0x/X4XZWJxtDqIkL+9ixANTX11NaWorX60VRFNLT00lLS+tW4kJRFCxWGy6NWR3Dhg3DYDBQW1vLvn37AsdjYmLIyPBfrN9yVFKlMxarrcvJk/vvvwtVVZk161z+8Ie/Bo7v2VPGq6++2O3ERWhD6/0Jil27dvDUU/9m4MDB7N5dQnV1VeA+eg2t/+qrZezatYPs7IGUlZWwf395j8QQitzcPPbuLQv83uPxHHP70LCuD3D66Wfy0ksLMZn8Lcs8Hjdmsxmfz4fH4+H002eFPYY5c+ayc+dWnE4nq1Z9E2idBhAVFc2ECZPCHoOiKJx//lyysnLYtGk95eV7iItLYN68Kxg8ODfs67eLjY3n+ut/hsvloqmpgejo2LC/D4UQQgghhBBCCCHEqUOuNOkk1MSF0Wgkc/RowEpNTQ2lpaUkJCSQlZWFDRhRvZ6ysjLN9YK2q9KIISMjg4jUVDweDxs2bAgcz8nJIS4ujvGe/WzcuLFLMYRe9XEPPp+X8eMn8pe//DNwvKyshNdee6nbVR+LFr4cctXHZZddxYQJpwWOHzy4nxdffBYg7MkTo9GIx+Nh+fLPqampZtSoAnbs2Mrq1SsD9wn3BWOLxYLL5cJstlBfX8u6dasC63o8nm7PUglFYmIyVVWHUBSFAwf2BapQ2pMHcXHxYY9hxIhRrFz5NQaDEbvdRltbGzabjdbWVlRVZdiw8LftGjAgiwkTTmPVqhWAv52Zy+UCYNq0mSQnJ4c9BoBf/vJ3vPnmq+zYsRVVVTEYDIwcOZpzzpmjy/rgf+1HjhzdK63KjmWxWIiPl5ZhQgghhBBCCCGEEKJnKarWVWzRbVVVjagqeL3eEyYNPB4P11xzKSnn/IzUmvWYfS4aLQnUxQ45cie3k4zadQCUJ58GPh8VHz7K88+/esIL+J0lDTqLwev1ct2Cq3E52xgzZgwGg4FNmzbhdrs73G/s4cqYtWvXAv7qkmeefuGEa3WnXdXixf+ltHQHAGlp/ZgyZTqFhZvYutVf8WKxWPjVr27v0nOH6r77/haossjLG87UqaezYcNa1q79NnAOf/vbP4U1hueff7pDlcmxoqNjuPnmX4Y1hm+//Zply5ZiNBq58sofUVVVSXx8IkuWvIjL5WLUqIKwX7h3Op088MA9gd9brTacTif+KUBwyy2/wW63hzUGgOrqKt5++zUOHToYOJaSksacOfN0nflRVVXJl19+SkNDPbGx8cyYcSZxcXG6rS+EEEIIIYQQQgghhOgaRYHEREdI95UKHB1pJTMUgxGTz4UK1McPpUPtijWiw/04fKvJZDqpCozOYjCZTIGqlH/96268Xu9xyZujvfDCEoxGY7eSNMHk5OQEEjgHDuxjyZKXOtw+cOCQEz2sRw0enEdxsX8KztatWwLJo3axseG/YD5nzjyeeOIhwJ+08vl8KIoBt9tfdXH22eeFPYaJE6ewdu0qGhsbeOGFZzq0zLLZ7LpUXVitVq6//qc8++wTeL1enIfb3ymKgR/96AZdkjcACQmJXHvtTzhwYD/19XXExsaSmpqu+/D4xMQk5s27Qtc1hRBCCCGEEEIIIYQQ+pIETh/Q3trs4PsPkTJqFCaTieYvnqaxsbHD/fodrn45+O4DwIlblHVHeyImPj6BqqpKLrroYi6//OrA7aWlO3n99VcwGAxYrdYeW/dEhg/PZ9mypcTExFFXVxOYw9LeSqugYHxY1wc499wL2bp1C6qqoigKJpMZr9cTiOWyy64JewyxsXGceeZsli79INAqq924cZPIyRkc9hgAfvrTX/Hxx++zceM6fD4vBoOBvLzhzJkzT5f1ARISkrjttj/gdDo5ePAgqampYX8fnoh/FlM/0tP76b62EEIIIYQQQgghhBDi1CEt1ELw4osv8vTTT1NZWUleXh5//OMfyc8Pfd5Fewu1YNpbm23atJ5PPnkfRVG48cZbAxeon3vuCerr64iKcnDjjbcA3WtRFkxbWxsPPvh3wD+U/PTTz2D9+rXs27cXgOnTz+C006b1+LrH2r59K2+/vQSTyURqaj+qqytpampk2rSZTJ48PezrAzQ3N/Hkk48cbtflZzQaueKKH5GR0V+XGMDfZu+TTz6gouIAcXHxnH32+dhsNt3WF0IIIYQQQgghhBBCCNF9J9NCTRI4Gt5//31+85vf8Oc//5lRo0axcOFCPvzwQz788EMSEhJCeo5QEjhHe/DBf9DW1grQoV0V6DfrY+PGdXz44TvHHc/JGcyll/4w7Ou3q6+vY+PGddTUVBMVFcXIkaNJSUnTbf12bW1tVFYeIiEhgYiISN3XF0IIIYQQQgghhBBCCPHdJwmcHnTppZcycuRI7rjjDgB8Ph8zZszgmmuu4Sc/+UlIz3GyCRyAl15ayJ49ZYHfR0ZG8eMf30RkpL7Jg48/fo+ysl3ExMQyb96VmM1mXdcXQgghhBBCCCGEEEIIIb4vTiaBIzNwgnC5XGzZsoUbb7wxcMxgMDB58mTWr18f8vN0ZUzND3/4o5N/UBicffZ5vR2CEEIIIYQQQgghhBBCCPG9cDL5AkngBFFbW4vX6z2uVVpCQgIlJSUhP09CQmjZNCGEEEIIIYQQQgghhBBCCJAEji6qq0++hZoQQgghhBBCCCGEEEIIIb5fFCX0og9J4AQRFxeH0Wikurq6w/Hq6moSExNDfh5VRRI4QgghhBBCCCGEEEIIIYQImaG3A+jLLBYLw4cPZ8WKFYFjPp+PFStWMGbMmF6MTAghhBBCCCGEEEIIIYQQ32dSgaPhxz/+Mb/97W8ZMWIE+fn5LFy4kNbWVubNm9fboQkhhBBCCCGEEEIIIYQQ4ntKEjgazj33XGpqanjooYeorKxk6NChPPXUUyfVQk0IIYQQQgghhBBCCCGEEOJkKKoq01nCraqqUWbgCCGEEEIIIYQQQgghhBCnOEWBxERHSPeVGThCCCGEEEIIIYQQQgghhBB9jLRQ04Gi9HYEQgghhBBCCCGEEEIIIYTobSeTL5AWakIIIYQQQgghhBBCCCGEEH2MtFATQgghhBBCCCGEEEIIIYToYySBI4QQQgghhBBCCCGEEEII0cdIAkcIIYQQQgghhBBCCCGEEKKPkQSOEEIIIYQQQgghhBBCCCFEHyMJHCGEEEIIIYQQQgghhBBCiD5GEjhCCCGEEEIIIYQQQgghhBB9jCRwhBBCCCGEEEIIIYQQQggh+hhJ4AghhBBCCCGEEEIIIYQQQvQxksARQgghhBBCCCGEEEIIIYToYySBI4QQQgghhBBCCCGEEEII0cdIAqcPWL16NTfddBNTp04lNzeXpUuXdri9ubmZO++8k+nTp5Ofn8+5557LSy+9pGsMVVVV/O53v2Pq1KmMGjWKBQsWUFZW1qMxPPHEE1x88cWMGTOG0047jZ/+9KeUlJR0uI/T6eTPf/4zEydOZMyYMfziF7+gqqpK1xheeeUVrrnmGgoKCsjNzaWhoaHH1g8lhrq6Ov7yl79w9tlnk5+fz+mnn85f//pXGhsbdYsB4I477uDMM88kPz+fSZMmcfPNN7Nr1y5dY2inqirXX3/9Cd+74Y7hmmuuITc3t8N/d9xxh64xAKxfv5758+czevRoCgoKuOqqq2hra9MlhvLy8uPOQft/H3zwgS4xAFRWVvK///u/TJkyhdGjRzN37lw++uijHlk/1Bj27NnDz372MyZNmkRBQQG33nprj+5R//3vf5kzZw4FBQUUFBRw+eWX88UXXwRuD/ceGUoM4d4jtWLQY4/UigHCv0eGEkO7cO2RocQQ7j0ylBggvHukVgx67JFa5yDc+2MoMYR7fzyR//znP+Tm5vK3v/0tcEyPfVIrBj32yWAx6LVPBosB9NkntWJoF859UisGPfZJrRgg/PtksBj02Ce1YgB99kqtGMK9Vz788MPHneNzzjkncLsee6RWDHrskcFi0GuP1DoPeuyRWjG0C+ceqRWDHntkKOch3HtksBj02iO1zoMee6RWDHp9nqyoqOC2225j4sSJ5OfnM2fOHDZv3hy4XVVVHnzwQaZOnUp+fj7XXnttj18j1Yrh448/5rrrrmPixInk5uZSXFzco+trxeB2u/nnP//JnDlzGD16NFOnTuU3v/kNFRUVusUA/vfMOeecw+jRoxk/fjzXXnstGzdu1DWGo91xxx3k5uby3HPP9WgMph59NtElLS0t5ObmcvHFF/Pzn//8uNvvueceVq5cyT//+U/69evH119/zZ///GeSk5P5wQ9+EPYYVFXlZz/7GSaTiX//+99ERUXx3HPP8eMf/5j33nuPiIiIHolh1apVXHXVVYwcORKv18v999/PggULOqxx11138cUXX/DAAw/gcDj4y1/+ws9//nNefvll3WJobW1l2rRpTJs2jfvuu69H1j2ZGA4dOsShQ4f47W9/y6BBg9i3bx//93//x6FDh3jooYd0iQFg+PDhzJkzh7S0NOrr63n44YdZsGABn376KUajUZcY2i1cuBBFUbq9ZldjuOyyy7jlllsCv7fb7brGsH79eq6//npuvPFG/vjHP2I0Gtm6dSsGQ8/k6LViSEtL46uvvurwmFdeeYWnn36a6dOn6xIDwG9/+1saGhp47LHHiIuL45133uGXv/wlr732GsOGDQt7DC0tLVx33XXk5eWxcOFCAB588EFuuukmFi9e3COvR2pqKrfddhuZmZmoqsqbb77Jz372M9544w0GDx4c9j0ylBjCvUdqxaCqatj3SK0YBg8eHPY9MpQY2oVrjww1hnDukaHEEO49UiuGnJycsO+RWucg3PujVgz9+vUL+/54rE2bNvHyyy+Tm5vb4bge+6RWDHrsk8Fi0OOzpFYMEP7PkqHE0C6c+2QoMYR7n9SKQY99MlgMenyW1IoBwv9ZUisGPT5LAgwePJhnn3028Puj/77ptUcGi0GvPbKzGPTcI4OdB732yGAxtAv3HqkVgx57ZLAY9NojO4tBzz0y2HnQa4/sLAa99sj6+nquvPJKJk6cyJNPPklcXBy7d+8mJiYmcJ8nn3yS559/nnvuuYeMjAwefPBBFixYwPvvv4/VatUlhpaWFgoKCpg9ezZ/+MMfur3mycbQ1tZGUVERN998M3l5eTQ0NPC3v/2Nm2++mddff12XGACysrK444476N+/P21tbTz33HNcd911fPLJJ8THx+sSQ7tPPvmEjRs3kpyc3O11j6OKPmXIkCHqJ5980uHYeeedpz7yyCMdjs2dO1e9//77dYmhpKREHTJkiLp9+/bAMa/Xq06aNEldvHhxWGJQVVWtrq5WhwwZoq5atUpVVVVtaGhQhw8frn7wwQeB++zcuVMdMmSIun79el1iONrKlSvVIUOGqPX19WFZO5QY2r3//vvq8OHDVbfb3WsxFBcXq0OGDFF3796tawxFRUXqtGnT1EOHDp3w70+4Y7j66qvVv/71r2FbM5QYLr30UvVf//pXr8ZwrAsvvFC9/fbbdY1h9OjR6htvvNHhfhMmTAjbPnVsDMuXL1fz8vLUxsbGwH0aGhrU3Nxc9euvvw5LDKqqquPHj1cXL17cK3vksTEcTa89MlgM7cK9R4YSQ7j3yM5i0HOPPFEMeu+RJ4pB7z3yRDEcK9x75LHr670/HhuD3vtjU1OTOmvWLPXrr7/u8B7Uc5/sLIajhXufDCWGduHaJ08mhnDtk1ox6LFPBotBr30yWAx67ZMn834I1z4ZLAa99srOYtBjr3zooYfUCy644IS36bVHBovhaOHcI0ONoV049siTjSEce2QoMYR7j9SKQY89UisGPfbIk30/hGOP1IpBjz0yWAx6fZ785z//qV555ZWd3u7z+dQpU6aoTz31VIc4RowYob777ru6xHC0vXv3qkOGDFGLiop6ZO2uxNBu48aN6pAhQ9R9+/b1WgyNjY3qkCFD1G+++UbXGA4ePKhOmzZN3b59uzpz5kz12Wef7ZH120kLte+AMWPG8Nlnn1FRUYGqqqxcuZLS0lKmTp2qy/oulwugQxbZYDBgsVhYu3Zt2NZtL1Fuz2oWFhbidruZPHly4D4DBw4kPT2dDRs26BJDbwglhqamJqKiojCZwlNUpxVDS0sLr7/+OhkZGaSmpuoWQ2trK//zP//DHXfcQVJSUljW1YoB4J133mHixImcf/753HfffbS2tuoWQ3V1NRs3biQhIYErrriCyZMnc/XVV7NmzRrdYjhWYWEhxcXFXHLJJbrGMGbMGD744APq6urw+Xy89957OJ1OJkyYoEsMLpcLRVGwWCyB+1itVgwGQ1j2Sq/Xy3vvvUdLSwtjxozplT3y2Bh6QygxhHuP1IpBjz3yRDHovUd2dh703COPjaE39kit90O498gTra/3/nhsDHrvj3feeSczZszosB+Cvp8lO4tBTycTQ7j2yVBjCOc+GSwGvfZJrfOgxz7ZWQx67pOhvh/CuU8Gi0GvvbKzGPTaK3fv3s3UqVP5wQ9+wP/8z/+wf/9+QN89srMY9HQyMYRrjww1hnDukcFi0GuP1DoPeuyRncWg5x4Z6vshnHtksBj02iM7i0GvPfKzzz5jxIgR3HLLLZx22mlcdNFFLF68OHB7eXk5lZWVHfZKh8PBqFGjWL9+vS4x6KErMTQ1NaEoCtHR0b0Sg8vl4pVXXsHhcHRadR2OGHw+H//7v//LggULOnTC6EnSQu074I9//CN//OMfmT59OiaTCUVR+Otf/8r48eN1WT8nJ4f09HTuu+8+7rzzTux2O8899xwHDx6ksrIyLGv6fD7uuusuCgoKGDJkCOCfw2M2m4/bCBISEsISx4li0FsoMdTU1PDvf/+byy+/XPcYXnzxRe69915aWlrIzs7m2Wef7fCPabhjuPvuuxkzZgxnnnlmj68Zagznn38+6enpJCcns23bNu69915KS0t55JFHdIlh7969ADzyyCP85je/YejQobz55ptce+21vPvuu2RlZYU9hmMtWbKEgQMHUlBQ0KNra8XwwAMP8Ktf/YqJEydiMpmw2Ww88sgjZGZm6hLD6NGjsdvt/POf/+TXv/41qqpy33334fV6e3SP2rZtG1dccQVOp5OIiAgeffRRBg0aRHFxsW57ZGcx6CnUGMK5R2rFoMceGSwGvfbIYDHotUd2FkP7BSc99shQ35Ph2iODra/X/thZDPHx8brsjwDvvfceRUVFLFmy5Ljb9PosGSwGvZxMDOHaJ0OJIdz7pFYMeuyTWjHosU8Gi0Gvz5In854M1z6pFYMee2WwGPT4LJmfn8/dd99NdnY2lZWVPProo1x11VW88847uu2RwWKIiorqsXV6KoZw7ZGhxBDuPVIrBj32SK0Y9Ngjg8Wg1x55Mu/JcO2RWjHosUcGi0Gvn7f37t3LSy+9xI9//GNuuukmNm/ezF//+lfMZjNz584NrJWQkNDhcQkJCT02j0crBj2cbAxOp5N7772X8847r8f28lBj+Pzzz/n1r39Na2srSUlJPPPMMz3SPi3UGJ588klMJhPz58/vkTVPqEfreUS3nagk9amnnlJnzZqlfvrpp2pxcbH6/PPPq6NHjw5bS54TxbB582b1ggsuUIcMGaIOHTpUve6669Trr79eXbBgQVhiuOOOO9SZM2eqBw4cCBx7++231eHDhx9334svvlj9xz/+oUsMR9OjPZBWDI2Njeoll1yiLliwQHW5XLrH0NDQoJaWlqqrVq1Sb7zxRnXu3LlqW1ubLjEsXbpUPeuss9SmpqbAsXC2B9J6Ldp98803YWuTdKIY1q5dqw4ZMkS97777Otz3/PPPV++9915dYjhaa2urOnbsWPXpp5/u8bW1YrjzzjvVSy65RP3mm2/U4uJi9eGHH1bHjh2rbt26VbcYli9frv7gBz9Qc3Nz1aFDh6q33XabOnfuXPWOO+7osbWdTqdaVlambt68Wb333nvViRMnqjt27NB1j+wshqOFe48MJYZw75FaMeixR3YWg557ZCivRbtw7ZGdxaDnHhnKeQjnHhlsfb32x2Ax6LE/7t+/Xz3ttNPU4uLiwLGjW6/osU9qxXC0cO2TJxNDuPbJUGMI5z6pFYMe++TJvBbtenqf1IpBj33yZM5DuPbJUGII914ZSgx67JVHq6+vVwsKCtTFixfr/vP2iWI4mp7teDuLQY+ft4PFoNfP2yeKQe+ft08Uw4mE8+ftE8Wg98/bJ4rhaHr8vN1ZDHr+vN1ZDHrskcOHD1cvv/zyDsf+8pe/qJdddpmqqkf+3ayoqOhwn1tuuUW99dZbdYnhaOFqoXYyMbhcLvXGG29UL7roog4t7vSKobm5WS0rK1PXr1+v3n777erMmTPVqqoqXWLYvHmzOnnyZPXgwYOB28PRQk0qcPq4trY2/vWvf/HII49w+umnA5CXl0dxcTFPP/20bm0ZRowYwVtvvUVjYyNut5v4+HguvfRSRowY0eNr3XnnnSxbtowXXnihQ3lwYmIibrebhoaGDt8Kqq6u7vFy3s5i0JNWDE1NTVx//fVERkby6KOPYjabdY/B4XDgcDjIyspi1KhRTJgwgU8++YTzzz8/7DGsXLmSPXv2HFeJ9otf/IJx48bx/PPPhz2GExk1ahTgL/sdMGBA2GNof+8PHDiww/0HDhzY460IQjkPH374IW1tbVx00UU9urZWDHv27OGFF17g3XffDZSs5uXlsWbNGl588UXuvPPOsMcAMHXqVJYuXUpNTQ0mk4no6GimTJnCueee22PrWyyWwLecRowYwebNm1m0aBGzZ8/WbY/sLIaePM/djUGPPVIrBj32yM5isFqtuu2RJ/N+CNce2VkMN9xwA6DPHhnKeQjnHtnZ+tdff71u+2Owc6DH/rhlyxaqq6uZN29e4JjX62X16tW8+OKLPP3002HfJ7Vi2Lx5c48On+5ODOHcJ0ONIZz7pFYMV155Zdj3ya68H3p6n9SK4cMPPwTCu0+ezHkI1z4ZynkI914ZynnQY688WnR0NFlZWezZs4fJkyfr9lmysxh6y4li0OOzpFYMenyW7CyG7du36/ZZsrMYTiRcnyU7i2HSpEmAPp8lO4vhaOH+ebuzGPT8ebuzGECfn7eTkpKOe71zcnL46KOPAreDf288elh9dXU1eXl5usSgh1BjcLvd/PKXv2T//v0sXLiwRyspQ40hIiKCzMxMMjMzGT16NLNmzWLJkiXceOONYY9hzZo1VFdXM3PmzMDtXq+Xv//97yxatIjPPvus2zGAtFDr8zweD263G0VROhw3Go2oqqp7PA6HA4CysjIKCwu59dZbe+y5VVXlL3/5C5988gnPP/88/fv373D7iBEjMJvNrFixgrPPPhuAkpIS9u/fz+jRo3WJQQ+hxNDU1MSCBQuwWCw89thjHeYT6RVDZ49rn5kU7hh+8pOfcOmll3Y4NmfOHG6//fYOG2c4YziR4uJigB77IUcrhoyMDJKTkyktLe1wvKysjOnTp+sSw9Fee+01zjjjjB4rVw01hvY+yAZDx9FuPblXnsx5aP/zr1ixgurqas4444weieFEfD4fLpdLlz1SK4bedHQM4d4jQ4nhRHpyj9SK4Re/+EXY90itGE6kp/dIrRj02CO1YjhauPbIYOvrsT9qxXC0cO6PkyZN4p133ulw7PbbbycnJ4cbbriBtLS0sO+TWjGEO3kTagzh3ie7eh56cp/UiiEuLu64lkg9vU925Tz09D6pFUP//v3Dvk+ezHkI1z6pFYMee+XJnAe9Pks2Nzezd+9ekpKSeu2z5NEx9JZjY+iNz5KhnIdwf5Y8OobZs2f3ymdJrfOgx2fJo2Porc+SnZ0HPT9LHh1Db32e7Ow8hHOPLCgoOOHr3a9fP8B/DSYpKYkVK1YwdOhQwL9nbNy4kSuvvFKXGPQQSgztyZvdu3ezaNEi4uLidI/hRHry+oRWDBdeeOFxxRULFizgwgsv7PCFje6SBE4f0Nzc3CGrXl5eTnFxMTExMaSnpzNhwgT++c9/YrPZSE9PZ/Xq1bz55pv87ne/0y2GDz74gPj4eNLT09m2bRt33XUXZ555JlOnTu2xGP785z/z7rvv8u9//5vIyMhAX0mHw4HNZsPhcHDxxRdzzz33EBMTQ1RUFH/9618ZM2ZMj32g1IoBoLKykqqqqsD52r59O5GRkaSlpREbGxv2GJqamrjuuutobW3ln//8J01NTTQ1NQH+f8R64sKAVgx79+7l/fffZ8qUKcTHx3Pw4EH+85//YLPZmDFjRrfXDyWGpKSkE35oS09P77HEm1YMe/bs4Z133mHGjBnExsaybds27r77bsaPH99j37zQikFRFBYsWMDDDz9MXl4eQ4cO5Y033qCkpISHHnpIlxja7d69m9WrV/Of//ynR9Y9mRhycnLIzMzkjjvu4Le//S2xsbEsXbqUr7/+mieeeEKXGMD/gXrgwIHEx8ezfv167rrrLq699lpycnJ6JIb77ruP6dOnk5aWRnNzM++++y6rVq3i6aef1mWP1IoBwr9HasWgxx6pFYMee6RWDHrskVox6LFHasWgxx6pFUO7cO6RwdbXY3/UigHCvz8CREVFHTefLSIigtjY2MDxcO+TocQQ7n1SKwY99kmtGPTYJ0N5LcK9T2rFoMc+Gcp5CPc+GUoMEN59UisGt9sd9r0ylPMQ7r3y73//OzNnziQ9PZ1Dhw7x8MMPYzAYOP/883X7LBksBtDns2SwGPT6LBksBr0+SwaLIT4+XpfPksFi0OuzZLAY9PosqfX3AsK7R2rF4HA4dPk8qXUe9Pg8+aMf/Ygrr7ySxx9/nNmzZ7Np0yYWL14cqDJSFIX58+fz2GOPkZmZSUZGBg8++CDJyck9Ni9KKwaAuro6Dhw4wKFDhwACSYbExMQeSXBqxeB2u7nlllsoKiriiSee6DCLKCYmpkfmdWnF0NLSwuOPP84ZZ5xBUlIStbW1vPjii1RUVHDOOed0e/1QYoiLizsucWU2m0lMTOzR96UkcPqAwsLCDoOO7r77bgDmzp3LPffcw/3338/999/PbbfdRn19Penp6fzqV7/qscxuKDFUVlZyzz33BMqnL7zwQn7605/22PoAL730EgDXXHNNh+N33313IGv5+9//HoPBwC233ILL5WLq1Kn86U9/0jWGl19+ucPAvKuuuuq4+4Qzhi1btrBx40YAzjrrrA73+fTTT8nIyAh7DBaLhTVr1rBw4UIaGhpISEhg3LhxvPTSS8cNcgtXDHrQiqH9G2qLFi2ipaWFtLQ0Zs2a1aN/N0I5D9deey0ul4u7776b+vp68vLyeOaZZ3qspDzU1+K1114jNTW1RxO7ocZgNpv5z3/+w3333cdNN91ES0sLAwYM4J577umxH3JCOQ+lpaXcf//91NfX069fP2666SauvfbaHlkf/GXZv/3tbzl06BAOh4Pc3FyefvpppkyZAoR/jwwlhnDvkVoxfPvtt2HfI7ViqKioCPseqRWDXoLFcODAgbDvkVoxQPj3yFBigPDukVrrh3t/DCWGcO+PodJjn9Sixz4ZjB6fJbXo8Vnyu0CPz5Kh0GOfDEU490ktenyWDEW498qDBw/y61//mrq6OuLj4xk7diyLFy8OfJtdjz1SKwY99shgMej1WTJYDG63W5c9Uuu10EOwGJxOpy57pNZ50GOPDOW1CPceqRWDHnukVgx6fJ7Mz8/nkUce4f777+fRRx8lIyOD3//+91xwwQWB+7RXbt5xxx00NDQwduxYnnrqqR6r1gslhs8++4zbb7898Ptf/epXAPz85z/nF7/4RdhjqKioCLQHu/DCCzs8dtGiRUycODHsMRiNRkpKSnjjjTeora0lNjaWkSNH8uKLLwZa/YU7Br0oam/04RJCCCGEEEIIIYQQQgghhBCdMmjfRQghhBBCCCGEEEIIIYQQQuhJEjhCCCGEEEIIIYQQQgghhBB9jCRwhBBCCCGEEEIIIYQQQggh+hhJ4AghhBBCCCGEEEIIIYQQQvQxksARQgghhBBCCCGEEEIIIYToYySBI4QQQgghhBBCCCGEEEII0cdIAkcIIYQQQgghhBBCCCGEEKKPkQSOEEIIIYQQQgghhBBCCCFEHyMJHCGEEEIIIYQ4Cbfffju5ublMnDgRl8vV2+EIIYQQQgghvqckgSOEEEIIIYQQIWpqauLDDz9EURTq6upYunRpb4ckhBBCCCGE+J6SBI4QQgghhBBChOiDDz6gpaWFa6+9FoPBwJIlS3o7JCGEEEIIIcT3lCRwhBBCCCGEECJES5YswWQycf311zNx4kRWrFjBvn37TnjfVatWcdVVVzF69GgmTpzIL3/5Sw4cOMA111xDbm7ucfdXVZUlS5ZwxRVXUFBQwKhRo5g3b54kiYQQQgghhDhFSQJHCCGE+P/t3UFIlFsYh/Fn6mahgwSZotgiwhByE0ZgChEZgQWZVISk0bKCKAhcGKWttIgI2kVREC1yGEuSVlKLjCh0sjYVIkWmCY2FTCrlOHdxSRCzLly7ft37/HZzvvcc3nf9n/N9kiT9Db29vTx9+pTS0lKysrKorKxkcnKSaDQ6o/bBgwccOHCAZ8+esXXrVvbs2cPAwADV1dWMjIzMqE+lUhw/fpz6+no+fvzI9u3b2b17N2NjY9TX19Pc3PxvjChJkiQpQP6Y7wYkSZIk6Xfw7SbMjh07ANiyZQuNjY1Eo1EOHz7MggV//T8umUxy8uRJkskk165dY926dVNn1NXVcevWrRlnt7S0cOfOHaqqqjh9+jSLFi0C4MuXLxw5coQrV66wbds2ioqKfvGUkiRJkoLCGziSJEmS9BNfv37l9u3bhMNhysvLAcjIyKC8vJyBgQEePnw4VdvV1cW7d+/YtGnTtPAG4OjRoyxcuHDG+devXyc9PZ1Tp05NhTcAaWlpHDt2DID29vZfMZokSZKkgPIGjiRJkiT9REdHB8PDw+zatYvFixdPrVdWVtLW1kYkEqGsrAyAFy9eAFBcXDzjnNzcXHJzc+nv759aGxsb49WrV2RnZ3Pp0qUZeyYmJgDo6+ub05kkSZIkBZsBjiRJkiT9xLfXp1VWVk5bLykpIScnh46ODj59+sTSpUtJJBIALFu27LtnZWVlTQtwRkZGSKVSDA0NcfHixVl7GB0d/YdTSJIkSfqdGOBIkiRJ0g8MDg7S2dkJwL59+2ata2tro7a2lnA4DEA8Hv9u3YcPH6b9zsjIAGDNmjVEo9G5aFmSJEnSf4ABjiRJkiT9QDQaZXJykuLiYlauXDnjeTKZpLW1lUgkQm1tLYWFhQB0d3fPqH3//j2Dg4PT1sLhMKtWraKvr4+RkREyMzN/zSCSJEmSfisGOJIkSZI0i1QqRTQaJRQK0dzczIoVK75b9/r1a2KxGM+fP6e4uJi8vDzu3btHLBZj7dq1U3UXLlwgmUzO2F9TU0NDQwMnTpygqamJ9PT0ac/fvn1LKBQiPz9/bgeUJEmSFFgGOJIkSZI0i0ePHtHf38/69etnDW8AqqqqiMViRCIRGhsbaWho4NChQ+zfv5+KigqWL1/OkydPGBoaorCwkJcvX07bv3fvXnp6emhtbaW7u5sNGzaQnZ1NPB6nr6+Pnp4ezp07Z4AjSZIk/Y8smO8GJEmSJCmoIpEIADt37vxhXUVFBUuWLKG9vZ3x8XE2btzI5cuXKSoq4u7du9y8eZOcnBxu3LjB5OTk1HdyvgmFQjQ1NXH+/HkKCgq4f/8+V69epbOzk7S0NOrq6igpKfllc0qSJEkKnlAqlUrNdxOSJEmS9H+QSCQoLS1l9erVtLS0zHc7kiRJkgLMGziSJEmSNMdGR0dJJBLT1pLJJGfOnGF8fJzy8vJ56kySJEnS78Jv4EiSJEnSHHvz5g3V1dWUlZWRn5/P58+f6erqore3l4KCAmpqaua7RUmSJEkB5yvUJEmSJGmODQ8Pc/bsWR4/fkw8HmdiYoK8vDw2b97MwYMHyczMnO8WJUmSJAWcAY4kSZIkSZIkSVLA+A0cSZIkSZIkSZKkgDHAkSRJkiRJkiRJChgDHEmSJEmSJEmSpIAxwJEkSZIkSZIkSQoYAxxJkiRJkiRJkqSAMcCRJEmSJEmSJEkKGAMcSZIkSZIkSZKkgDHAkSRJkiRJkiRJChgDHEmSJEmSJEmSpID5E7GRrYgi5rjaAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ], + "source": [ + "f, axe = plt.subplots(1,1,figsize=(20,4))\n", + "sns.boxenplot(x = 'age', y = 'charges', data = dataset, ax = axe)\n", + "axe.set_xlabel('Age', fontsize=14)\n", + "axe.set_ylabel('Charges', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tb3lqzw77GrB" + }, + "source": [ + "### BMI v/s Count and Charge v/s BMI :" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 393 + }, + "id": "7M70rjug7GrC", + "outputId": "19997962-2431-457d-e64e-8c91c45b514d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.distplot(dataset['bmi'], ax = axes[0])\n", + "axes[0].set_xlabel('Body Mass Index (BMI)', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.scatterplot(x = 'charges', y = 'bmi', data = dataset, hue = 'sex',ax = axes[1])\n", + "axes[1].set_xlabel('Charges', fontsize=14)\n", + "axes[1].set_ylabel('Body Mass Index (BMI)', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qD3McCeK7GrC" + }, + "source": [ + "### Gender Distribution and Gender v/s Charges :" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 431 + }, + "id": "WxBYlnj07GrC", + "outputId": "35242056-c20a-4b71-8ae4-6ba9d4bdf793" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "sex_list = Counter(dataset['sex'])\n", + "labels = sex_list.keys()\n", + "sizes = sex_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['sex'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Sex', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.boxenplot(x = 'sex', y = 'charges', data = dataset, hue = 'sex', ax = axes[1])\n", + "axes[1].set_xlabel('Charges', fontsize=14)\n", + "axes[1].set_ylabel('Sex', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "axes[1].legend(bbox_to_anchor=(0.6,1), loc=1, borderaxespad=0.)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5NijBbT87GrC" + }, + "source": [ + "### Smokers having Children :" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 393 + }, + "id": "zIVpZONS7GrD", + "outputId": "afd41717-646a-41ce-e4b4-a90757571579" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "children_list = Counter(dataset['children'])\n", + "labels = children_list.keys()\n", + "sizes = children_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['children'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Children', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.boxplot(x = 'children', y = 'charges', data = dataset, ax = axes[1])\n", + "axes[1].set_xlabel('Children', fontsize=14)\n", + "axes[1].set_ylabel('Charges', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kablhnPr7GrD" + }, + "source": [ + "### Smokers v/s Charges" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 393 + }, + "id": "ziY-fEK47GrD", + "outputId": "4957755d-624f-43a1-c023-916bdbe8100d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "smoker_list = Counter(dataset['smoker'])\n", + "labels = smoker_list.keys()\n", + "sizes = smoker_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['smoker'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Smoker', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.violinplot(x = 'smoker', y = 'charges', data = dataset, hue = 'smoker', ax = axes[1])\n", + "axes[1].set_xlabel('Smoker', fontsize=14)\n", + "axes[1].set_ylabel('Charges', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kg4Qo69s7GrD" + }, + "source": [ + "### Region based Smokers analysis :" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 431 + }, + "id": "jN6iRGv77GrD", + "outputId": "884a3c7e-5357-4497-f6c5-bdc11f14e88b" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "region_list = Counter(dataset['region'])\n", + "labels = region_list.keys()\n", + "sizes = region_list.values()\n", + "\n", + "f, axes = plt.subplots(1,2,figsize=(14,4))\n", + "\n", + "sns.countplot(dataset['region'], ax = axes[0], palette=\"Set1\")\n", + "axes[0].set_xlabel('Region', fontsize=14)\n", + "axes[0].set_ylabel('Count', fontsize=14)\n", + "axes[0].yaxis.tick_left()\n", + "\n", + "sns.swarmplot(x = 'region', y = 'charges', data = dataset, hue = 'region', ax = axes[1])\n", + "axes[1].set_xlabel('Region', fontsize=14)\n", + "axes[1].set_ylabel('Charges', fontsize=14)\n", + "axes[1].yaxis.set_label_position(\"right\")\n", + "axes[1].yaxis.tick_right()\n", + "axes[1].legend(bbox_to_anchor=(1.15, 1), loc=2, borderaxespad=0.)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2aClSCVU7GrE" + }, + "source": [ + "Creating dummy datasets and train and test the model according to the dataset and then predict the issues." + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "fpUq6mPW7GrE", + "outputId": "2816a342-93a1-4296-863d-1c0f6862d2d0" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " age bmi children charges sex_female sex_male smoker_no \\\n", + "0 19 27.900 0 16884.92400 True False False \n", + "1 18 33.770 1 1725.55230 False True True \n", + "2 28 33.000 3 4449.46200 False True True \n", + "3 33 22.705 0 21984.47061 False True True \n", + "4 32 28.880 0 3866.85520 False True True \n", + "\n", + " smoker_yes region_northeast region_northwest region_southeast \\\n", + "0 True False False False \n", + "1 False False False True \n", + "2 False False False True \n", + "3 False False True False \n", + "4 False False True False \n", + "\n", + " region_southwest \n", + "0 True \n", + "1 False \n", + "2 False \n", + "3 False 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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "dataset", + "summary": "{\n \"name\": \"dataset\",\n \"rows\": 1338,\n \"fields\": [\n {\n \"column\": \"age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14,\n \"min\": 18,\n \"max\": 64,\n \"num_unique_values\": 47,\n \"samples\": [\n 21,\n 45,\n 36\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"bmi\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6.098186911679014,\n \"min\": 15.96,\n \"max\": 53.13,\n \"num_unique_values\": 548,\n \"samples\": [\n 23.18,\n 26.885,\n 29.26\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"children\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 5,\n \"num_unique_values\": 6,\n \"samples\": [\n 0,\n 1,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"charges\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12110.011236694001,\n \"min\": 1121.8739,\n \"max\": 63770.42801,\n \"num_unique_values\": 1337,\n \"samples\": [\n 8688.85885,\n 5708.867,\n 11436.73815\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sex_female\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n false,\n true\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sex_male\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"smoker_no\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"smoker_yes\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n false,\n true\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region_northeast\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region_northwest\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region_southeast\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region_southwest\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n false,\n true\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 134 + } + ], + "source": [ + "dataset = pd.get_dummies(dataset)\n", + "dataset.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": { + "id": "E-KunK-W7GrE" + }, + "outputs": [], + "source": [ + "X = dataset.drop('charges', axis = 1).values\n", + "y = dataset['charges'].values.reshape(-1,1)\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 42)" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cFDEZMZg7GrE", + "outputId": "3d740fa9-1915-4b67-becc-f3b81e8e3e0d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Shape of X_train: (1003, 11)\n", + "Shape of X_test: (335, 11)\n", + "Shape of y_train: (1003, 1)\n", + "Shape of y_test (335, 1)\n" + ] + } + ], + "source": [ + "print(\"Shape of X_train: \",X_train.shape)\n", + "print(\"Shape of X_test: \", X_test.shape)\n", + "print(\"Shape of y_train: \",y_train.shape)\n", + "print(\"Shape of y_test\",y_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "55qyCy0Q7GrE" + }, + "source": [ + "### Basic Linear Regression Model :" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "Aql8yETh7GrE", + "outputId": "efc16312-fa8f-430c-c000-abb91a4acda9" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LinearRegression()" + ], + "text/html": [ + "
LinearRegression()
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" + ] + }, + "metadata": {}, + "execution_count": 137 + } + ], + "source": [ + "# Creating the linear regressor\n", + "regressor_linear = LinearRegression()\n", + "regressor_linear.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OxlC74P07GrE", + "outputId": "2703294c-5fdf-4efc-8a50-4e81e83a1a50" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV: 0.7445006998667603\n", + "R2_score (train): 0.7449555328228536\n", + "R2_score (test): 0.7672642952734356\n", + "RMSE: 5926.023602394469\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score the Test set results\n", + "cv_linear = cross_val_score(estimator = regressor_linear, X = X, y = y, cv = 10)\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_linear_train = regressor_linear.predict(X_train)\n", + "r2_score_linear_train = r2_score(y_train, y_pred_linear_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_linear_test = regressor_linear.predict(X_test)\n", + "r2_score_linear_test = r2_score(y_test, y_pred_linear_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_linear = (np.sqrt(mean_squared_error(y_test, y_pred_linear_test)))\n", + "print(\"CV: \", cv_linear.mean())\n", + "print('R2_score (train): ', r2_score_linear_train)\n", + "print('R2_score (test): ', r2_score_linear_test)\n", + "print(\"RMSE: \", rmse_linear)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dEqYP1cZ7GrF" + }, + "source": [ + "### Polynomial Regression - 2nd degree :" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "P8qeaA5f7GrF", + "outputId": "8884a245-54ee-4337-8b35-ec857aed117e" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LinearRegression()" + ], + "text/html": [ + "
LinearRegression()
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" + ] + }, + "metadata": {}, + "execution_count": 139 + } + ], + "source": [ + "# Creating the polynomial features and regressor\n", + "poly_reg = PolynomialFeatures(degree = 2)\n", + "X_poly = poly_reg.fit_transform(X)\n", + "X_train_poly = poly_reg.fit_transform(X_train)\n", + "poly_reg.fit(X_train_poly, y_train)\n", + "\n", + "regressor_poly2 = LinearRegression()\n", + "regressor_poly2.fit(X_train_poly, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pgDI2JkM7GrF", + "outputId": "37d4d185-9f9d-48b0-f171-3a75d658acb1" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV: 0.7212787583560385\n", + "R2_score (train): 0.839558086091776\n", + "R2_score (test): 0.8526215089531308\n", + "RMSE: 4715.72989917797\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score the Test set results\n", + "cv_poly2 = cross_val_score(estimator = regressor_poly2, X = X_poly, y = y, cv = 10)\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_poly2_train = regressor_poly2.predict(poly_reg.fit_transform(X_train))\n", + "r2_score_poly2_train = r2_score(y_train, y_pred_poly2_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_poly2_test = regressor_poly2.predict(poly_reg.fit_transform(X_test))\n", + "r2_score_poly2_test = r2_score(y_test, y_pred_poly2_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_poly2 = (np.sqrt(mean_squared_error(y_test, y_pred_poly2_test)))\n", + "print('CV: ', cv_poly2.mean())\n", + "print('R2_score (train): ', r2_score_poly2_train)\n", + "print('R2_score (test): ', r2_score_poly2_test)\n", + "print(\"RMSE: \", rmse_poly2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wr9blPYx7GrF" + }, + "source": [ + "### Ridge Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": { + "id": "Qrko_-eA7GrF" + }, + "outputs": [], + "source": [ + "steps = [\n", + " ('scalar', StandardScaler()),\n", + " ('poly', PolynomialFeatures(degree=2)),\n", + " ('model', Ridge())\n", + "]\n", + "\n", + "ridge_pipe = Pipeline(steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": { + "id": "1Bb0EG-37GrF" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "parameters = {\n", + " 'model__alpha': [43],\n", + " 'model__fit_intercept': [True],\n", + " 'model__tol': [0.0001],\n", + " 'model__solver': ['auto'],\n", + " 'model__random_state': [42]\n", + "}\n", + "\n", + "regressor_ridge = GridSearchCV(ridge_pipe, parameters, cv=10)\n", + "regressor_ridge = regressor_ridge.fit(X, y.ravel())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CWIB9RuU7GrG", + "outputId": "f4adbb56-4769-4cf0-f8d4-3fa0f0e26955" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0.8364285533590552\n", + "{'model__alpha': 43, 'model__fit_intercept': True, 'model__random_state': 42, 'model__solver': 'auto', 'model__tol': 0.0001}\n" + ] + } + ], + "source": [ + "print(regressor_ridge.best_score_)\n", + "print(regressor_ridge.best_params_)" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YO1B1qmd7GrG", + "outputId": "8f81c14f-e087-4595-83d2-75fc5bea7b52" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV: 0.8364285533590552\n", + "R2_score (train): 0.8427507255457396\n", + "R2_score (test): 0.8615641628327121\n", + "RMSE: 4570.420248306232\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score the Test set results\n", + "cv_ridge = regressor_ridge.best_score_\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_ridge_train = regressor_ridge.predict(X_train)\n", + "r2_score_ridge_train = r2_score(y_train, y_pred_ridge_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_ridge_test = regressor_ridge.predict(X_test)\n", + "r2_score_ridge_test = r2_score(y_test, y_pred_ridge_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_ridge = (np.sqrt(mean_squared_error(y_test, y_pred_ridge_test)))\n", + "print('CV: ', cv_ridge.mean())\n", + "print('R2_score (train): ', r2_score_ridge_train)\n", + "print('R2_score (test): ', r2_score_ridge_test)\n", + "print(\"RMSE: \", rmse_ridge)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xoz3Ygj17GrG" + }, + "source": [ + "### Lasso Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": { + "id": "n6pUGicu7GrG" + }, + "outputs": [], + "source": [ + "steps = [\n", + " ('scalar', StandardScaler()),\n", + " ('poly', PolynomialFeatures(degree=2)),\n", + " ('model', Lasso())\n", + "]\n", + "\n", + "lasso_pipe = Pipeline(steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JTEcCFSw7GrG", + "outputId": "327b523e-444e-444b-a943-78480ca98791" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fitting 10 folds for each of 1 candidates, totalling 10 fits\n" + ] + } + ], + "source": [ + "# Applying Grid Search to find the best model and the best parameters\n", + "# step 1: alpha:np.arange(0.01, 1, 0.005) -> 0.9949\n", + "\n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "parameters = {\n", + " 'model__alpha': [0.9949],\n", + " 'model__fit_intercept': [True],\n", + " 'model__tol': [0.0001],\n", + " 'model__max_iter': [5000],\n", + " 'model__random_state': [42]\n", + "}\n", + "\n", + "regressor_lasso = GridSearchCV(lasso_pipe, parameters, cv=10, n_jobs=-1, verbose=4)\n", + "regressor_lasso = regressor_lasso.fit(X, y.ravel())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HGXZzNis7GrG", + "outputId": "f1ca4478-ed65-4e12-897e-680f571571a7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV: 0.8362960067859149\n", + "R2_score (train): 0.8429615732935353\n", + "R2_score (test): 0.8615998023225331\n", + "RMSE: 4569.83189656797\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score\n", + "cv_lasso = regressor_lasso.best_score_\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_lasso_train = regressor_lasso.predict(X_train)\n", + "r2_score_lasso_train = r2_score(y_train, y_pred_lasso_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_lasso_test = regressor_lasso.predict(X_test)\n", + "r2_score_lasso_test = r2_score(y_test, y_pred_lasso_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_lasso = (np.sqrt(mean_squared_error(y_test, y_pred_lasso_test)))\n", + "print('CV: ', cv_lasso.mean())\n", + "print('R2_score (train): ', r2_score_lasso_train)\n", + "print('R2_score (test): ', r2_score_lasso_test)\n", + "print(\"RMSE: \", rmse_lasso)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vamukica7GrH" + }, + "source": [ + "### Support Vector Regression Model :" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": { + "id": "tkvItfOT7GrH" + }, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "sc_X = StandardScaler()\n", + "sc_y = StandardScaler()\n", + "X_scaled = sc_X.fit_transform(X)\n", + "y_scaled = sc_y.fit_transform(y.reshape(-1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": { + "id": "ReWqjHYf7GrH" + }, + "outputs": [], + "source": [ + "# Creating the SVR regressor\n", + "regressor_svr = SVR()" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 134 + }, + "id": "JRhypo0J7GrH", + "outputId": "882049df-f5cc-4c35-9bd2-677ca84b420e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fitting 10 folds for each of 60 candidates, totalling 600 fits\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "GridSearchCV(cv=10, estimator=SVR(), n_jobs=-1,\n", + " param_grid={'C': [0.001, 0.01, 0.1, 1, 10, 100],\n", + " 'gamma': [0.001, 0.01, 0.1, 1, 'scale'],\n", + " 'kernel': ['rbf', 'sigmoid'], 'tol': [0.0001]},\n", + " verbose=4)" + ], + "text/html": [ + "
GridSearchCV(cv=10, estimator=SVR(), n_jobs=-1,\n",
+              "             param_grid={'C': [0.001, 0.01, 0.1, 1, 10, 100],\n",
+              "                         'gamma': [0.001, 0.01, 0.1, 1, 'scale'],\n",
+              "                         'kernel': ['rbf', 'sigmoid'], 'tol': [0.0001]},\n",
+              "             verbose=4)
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" + ] + }, + "metadata": {}, + "execution_count": 150 + } + ], + "source": [ + "# Define the SVR model\n", + "regressor_svr = SVR()\n", + "\n", + "# Define the parameter grid\n", + "parameters = {\n", + " 'kernel': ['rbf', 'sigmoid'],\n", + " 'gamma': [0.001, 0.01, 0.1, 1, 'scale'],\n", + " 'tol': [0.0001],\n", + " 'C': [0.001, 0.01, 0.1, 1, 10, 100]\n", + "}\n", + "\n", + "# Apply Grid Search\n", + "grid_search = GridSearchCV(estimator=regressor_svr,\n", + " param_grid=parameters,\n", + " cv=10,\n", + " verbose=4,\n", + " n_jobs=-1)\n", + "\n", + "# Fit the model\n", + "grid_search.fit(X_scaled, y_scaled.ravel())" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5s_FOzir7GrI", + "outputId": "6f211137-22cb-4c85-b4a5-49d3b84758dc" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{'C': 10, 'gamma': 0.01, 'kernel': 'rbf', 'tol': 0.0001}\n", + "0.8415232251442557\n" + ] + } + ], + "source": [ + "# Assuming grid_search is the GridSearchCV object\n", + "print(grid_search.best_params_)\n", + "print(grid_search.best_score_)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8emE94S67GrI", + "outputId": "8fb90c46-e122-467a-bd1e-d42677af38fe" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV: 0.8415232251442557\n", + "R2_score (train): 0.8434178666719045\n", + "R2_score (test): 0.8610479825123144\n", + "RMSE: 4578.933094397151\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score\n", + "cv_svr = grid_search.best_score_\n", + "\n", + "# Predicting R2 Score on the Train set results\n", + "# Ensure X_train is 2D\n", + "y_pred_svr_train = grid_search.predict(sc_X.transform(X_train))\n", + "y_pred_svr_train = sc_y.inverse_transform(y_pred_svr_train.reshape(-1, 1)).ravel()\n", + "r2_score_svr_train = r2_score(y_train, y_pred_svr_train)\n", + "\n", + "# Predicting R2 Score on the Test set results\n", + "# Ensure X_test is 2D\n", + "y_pred_svr_test = grid_search.predict(sc_X.transform(X_test))\n", + "y_pred_svr_test = sc_y.inverse_transform(y_pred_svr_test.reshape(-1, 1)).ravel()\n", + "r2_score_svr_test = r2_score(y_test, y_pred_svr_test)\n", + "\n", + "# Predicting RMSE on the Test set results\n", + "rmse_svr = np.sqrt(mean_squared_error(y_test, y_pred_svr_test))\n", + "\n", + "print('CV: ', cv_svr)\n", + "print('R2_score (train): ', r2_score_svr_train)\n", + "print('R2_score (test): ', r2_score_svr_test)\n", + "print(\"RMSE: \", rmse_svr)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-CS1aIeQ7GrI" + }, + "source": [ + "### Desicion Tree Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": { + "id": "KdBLcA4H7GrI" + }, + "outputs": [], + "source": [ + "# Creating the Decision Tree regressor\n", + "regressor_dt = DecisionTreeRegressor(random_state = 42)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ONxRKYTn7GrI", + "outputId": "76cab814-4d12-4934-e241-52a111fed91e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fitting 10 folds for each of 1080 candidates, totalling 10800 fits\n", + "Best parameters found: {'criterion': 'squared_error', 'max_depth': 5, 'min_samples_leaf': 10, 'min_samples_split': 2}\n", + "Best score found: 0.8524782784394495\n" + ] + } + ], + "source": [ + "# Define the DecisionTreeRegressor model\n", + "regressor_dt = DecisionTreeRegressor(random_state=42)\n", + "\n", + "# Define the parameter grid\n", + "parameters = {\n", + " \"max_depth\": np.arange(1, 21),\n", + " \"min_samples_leaf\": [1, 5, 10, 20, 50, 100],\n", + " \"min_samples_split\": np.arange(2, 11),\n", + " \"criterion\": [\"squared_error\"], # Use 'squared_error' instead of 'mse'\n", + "}\n", + "\n", + "# Apply Grid Search\n", + "grid_search = GridSearchCV(estimator=regressor_dt,\n", + " param_grid=parameters,\n", + " cv=10,\n", + " verbose=4,\n", + " n_jobs=-1)\n", + "\n", + "# Fit the model\n", + "grid_search.fit(X_scaled, y_scaled.ravel()) # Ensure y_scaled is 1D if it's not already\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best parameters found: \", grid_search.best_params_)\n", + "print(\"Best score found: \", grid_search.best_score_)" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WrVOhucG7GrI", + "outputId": "45b51c4b-b9a1-41d7-8890-a103808f68ec" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{'criterion': 'squared_error', 'max_depth': 5, 'min_samples_leaf': 10, 'min_samples_split': 2}\n", + "0.8524782784394495\n" + ] + } + ], + "source": [ + "print(grid_search.best_params_)\n", + "print(grid_search.best_score_)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mEd-Zs317GrJ", + "outputId": "3da3687b-ae22-412c-9f96-3b828dbde037" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV Score: 0.8524782784394495\n", + "R2 Score (Train): -1.2131562146275026\n", + "R2 Score (Test): -1.16825402356783\n", + "RMSE (Test): 18087.850087424922\n" + ] + } + ], + "source": [ + "# Predicting Cross Validation Score\n", + "cv_dt = grid_search.best_score_\n", + "\n", + "# Predicting R2 Score on the Train set results\n", + "# Ensure X_train is transformed and y_train is in the right format\n", + "y_pred_dt_train = grid_search.predict(sc_X.transform(X_train))\n", + "# No need to inverse transform if predictions are already in the same scale\n", + "r2_score_dt_train = r2_score(y_train, y_pred_dt_train)\n", + "\n", + "# Predicting R2 Score on the Test set results\n", + "# Ensure X_test is transformed\n", + "y_pred_dt_test = grid_search.predict(sc_X.transform(X_test))\n", + "# No need to inverse transform if predictions are already in the same scale\n", + "r2_score_dt_test = r2_score(y_test, y_pred_dt_test)\n", + "\n", + "# Predicting RMSE on the Test set results\n", + "rmse_dt = np.sqrt(mean_squared_error(y_test, y_pred_dt_test))\n", + "\n", + "print('CV Score: ', cv_dt)\n", + "print('R2 Score (Train): ', r2_score_dt_train)\n", + "print('R2 Score (Test): ', r2_score_dt_test)\n", + "print(\"RMSE (Test): \", rmse_dt)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "08eHlx2O7GrJ" + }, + "source": [ + "### Random Forest Regression :" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": { + "id": "qLJQS-Yv7GrJ" + }, + "outputs": [], + "source": [ + "# Creating the Random Forest regressor\n", + "regressor_rf = RandomForestRegressor()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mR_bl6_N7GrJ" + }, + "source": [ + "Because of RandomSearch and GridSeach have took about 20 minutes, I didn't include these steps in the kernel's final form. But you can expand the following 2 cells and view how changed the parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rzPN5wnr7GrJ", + "outputId": "d95409e9-a109-4650-d3d2-b9ecc66338d6" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fitting 10 folds for each of 1 candidates, totalling 10 fits\n", + "Best parameters found: {'bootstrap': True, 'criterion': 'squared_error', 'max_depth': 50, 'max_features': 'auto', 'min_samples_leaf': 10, 'min_samples_split': 7, 'n_estimators': 1200, 'random_state': 42}\n", + "Best score found: 0.8587777432753292\n" + ] + } + ], + "source": [ + "# Define the RandomForestRegressor model\n", + "regressor_rf = RandomForestRegressor(random_state=42)\n", + "\n", + "# Define the parameter grid\n", + "parameters = {\n", + " \"n_estimators\": [1200],\n", + " \"max_features\": [\"auto\"],\n", + " \"max_depth\": [50],\n", + " \"min_samples_split\": [7],\n", + " \"min_samples_leaf\": [10],\n", + " \"bootstrap\": [True],\n", + " \"criterion\": [\"squared_error\"], # Updated criterion\n", + " \"random_state\": [42]\n", + "}\n", + "\n", + "# Apply Grid Search\n", + "grid_search_rf = GridSearchCV(estimator=regressor_rf,\n", + " param_grid=parameters,\n", + " cv=10,\n", + " n_jobs=-1,\n", + " verbose=4) # Uncomment if verbose output is needed\n", + "\n", + "# Fit the model\n", + "grid_search_rf.fit(X_scaled, y.ravel())\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best parameters found: \", grid_search_rf.best_params_)\n", + "print(\"Best score found: \", grid_search_rf.best_score_)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ksZWNIzj7GrK", + "outputId": "3af5208c-bb68-4919-b97b-16380a400421" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CV: 0.8524782784394495\n", + "R2_score (train): -1.2131562146275026\n", + "R2_score (test): -1.16825402356783\n", + "RMSE: 18087.850087424922\n" + ] + } + ], + "source": [ + "from sklearn.metrics import r2_score\n", + "\n", + "# Predicting Cross Validation Score\n", + "cv_rf = grid_search.best_score_\n", + "\n", + "# Predicting R2 Score the Train set results\n", + "y_pred_rf_train = grid_search.predict(sc_X.transform(X_train))\n", + "r2_score_rf_train = r2_score(y_train, y_pred_rf_train)\n", + "\n", + "# Predicting R2 Score the Test set results\n", + "y_pred_rf_test = grid_search.predict(sc_X.transform(X_test))\n", + "r2_score_rf_test = r2_score(y_test, y_pred_rf_test)\n", + "\n", + "# Predicting RMSE the Test set results\n", + "rmse_rf = (np.sqrt(mean_squared_error(y_test, y_pred_rf_test)))\n", + "print('CV: ', cv_rf.mean())\n", + "print('R2_score (train): ', r2_score_rf_train)\n", + "print('R2_score (test): ', r2_score_rf_test)\n", + "print(\"RMSE: \", rmse_rf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "L9tVQ3Z97GrK" + }, + "source": [ + "### Error Measurement :" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": { + "id": "c9V9R80R7GrK" + }, + "outputs": [], + "source": [ + "models = [('Linear Regression', rmse_linear, r2_score_linear_train, r2_score_linear_test, cv_linear.mean()),\n", + " ('Polynomial Regression (2nd)', rmse_poly2, r2_score_poly2_train, r2_score_poly2_test, cv_poly2.mean()),\n", + " ('Ridge Regression', rmse_ridge, r2_score_ridge_train, r2_score_ridge_test, cv_ridge.mean()),\n", + " ('Lasso Regression', rmse_lasso, r2_score_lasso_train, r2_score_lasso_test, cv_lasso.mean()),\n", + " ('Support Vector Regression', rmse_svr, r2_score_svr_train, r2_score_svr_test, cv_svr.mean()),\n", + " ('Decision Tree Regression', rmse_dt, r2_score_dt_train, r2_score_dt_test, cv_dt.mean()),\n", + " ('Random Forest Regression', rmse_rf, r2_score_rf_train, r2_score_rf_test, cv_rf.mean())\n", + " ]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "msqrCpgI7GrK" + }, + "source": [ + "### Checking the scores of RMSE, R2_score (training), R2_score (test) and Cross Validation" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 268 + }, + "id": "YCbg2zce7GrK", + "outputId": "8c95273f-a2a8-45a0-9f3f-d87fa0347824" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Model RMSE R2_Score(training) \\\n", + "0 Linear Regression 5926.023602 0.744956 \n", + "1 Polynomial Regression (2nd) 4715.729899 0.839558 \n", + "2 Ridge Regression 4570.420248 0.842751 \n", + "3 Lasso Regression 4569.831897 0.842962 \n", + "4 Support Vector Regression 4578.933094 0.843418 \n", + "5 Decision Tree Regression 18087.850087 -1.213156 \n", + "6 Random Forest Regression 18087.850087 -1.213156 \n", + "\n", + " R2_Score(test) Cross-Validation \n", + "0 0.767264 0.744501 \n", + "1 0.852622 0.721279 \n", + "2 0.861564 0.836429 \n", + "3 0.861600 0.836296 \n", + "4 0.861048 0.841523 \n", + "5 -1.168254 0.852478 \n", + "6 -1.168254 0.852478 " + ], + "text/html": [ + "\n", + "
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ModelRMSER2_Score(training)R2_Score(test)Cross-Validation
0Linear Regression5926.0236020.7449560.7672640.744501
1Polynomial Regression (2nd)4715.7298990.8395580.8526220.721279
2Ridge Regression4570.4202480.8427510.8615640.836429
3Lasso Regression4569.8318970.8429620.8616000.836296
4Support Vector Regression4578.9330940.8434180.8610480.841523
5Decision Tree Regression18087.850087-1.213156-1.1682540.852478
6Random Forest Regression18087.850087-1.213156-1.1682540.852478
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "predict", + "summary": "{\n \"name\": \"predict\",\n \"rows\": 7,\n \"fields\": [\n {\n \"column\": \"Model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Linear Regression\",\n \"Polynomial Regression (2nd)\",\n \"Decision Tree Regression\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"RMSE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6466.694932965921,\n \"min\": 4569.83189656797,\n \"max\": 18087.850087424922,\n \"num_unique_values\": 6,\n \"samples\": [\n 5926.023602394469,\n 4715.72989917797,\n 18087.850087424922\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"R2_Score(training)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9940449768819477,\n \"min\": -1.2131562146275026,\n \"max\": 0.8434178666719045,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.7449555328228536,\n 0.839558086091776,\n -1.2131562146275026\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"R2_Score(test)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9809071763126495,\n \"min\": -1.16825402356783,\n \"max\": 0.8615998023225331,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.7672642952734356,\n 0.8526215089531308,\n -1.16825402356783\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Cross-Validation\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0549575805757579,\n \"min\": 0.7212787583560385,\n \"max\": 0.8524782784394495,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.7445006998667603,\n 0.7212787583560385,\n 0.8524782784394495\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 169 + } + ], + "source": [ + "predict = pd.DataFrame(data = models, columns=['Model', 'RMSE', 'R2_Score(training)', 'R2_Score(test)', 'Cross-Validation'])\n", + "predict" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3EfdAOpm7GrK" + }, + "source": [ + "### Which model is better in terms of Cross Validation Score ?" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 435 + }, + "id": "g1xwD2k-7GrL", + "outputId": "30c2f567-6d88-4757-a24e-8f393525ce28" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "f, axe = plt.subplots(1,1, figsize=(18,6))\n", + "\n", + "predict.sort_values(by=['Cross-Validation'], ascending=False, inplace=True)\n", + "\n", + "sns.barplot(x='Cross-Validation', y='Model', data = predict, ax = axe, palette='viridis')\n", + "#axes[0].set(xlabel='Region', ylabel='Charges')\n", + "axe.set_xlabel('Cross-Validaton Score', size=16)\n", + "axe.set_ylabel('Model')\n", + "axe.set_xlim(0,1.0)\n", + "axe.set_xticks(np.arange(0, 1.1, 0.1))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uom2LHu-7GrL" + }, + "source": [ + "### Result :: In terms of Cross Validation scores the \"RANDOM FOREST REGRESSION\" provides higher accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Sih6NdWg7GrL" + }, + "source": [ + "### Which model is better than in terms of R2_score (Training and Test) ?" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": { + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 829 + }, + "id": "t0qfYbRw7GrL", + "outputId": "94146548-7a0c-4a5d-e60a-fb6ff8d4f334" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "f, axes = plt.subplots(2,1, figsize=(14,10))\n", + "\n", + "predict.sort_values(by=['R2_Score(training)'], ascending=False, inplace=True)\n", + "\n", + "sns.barplot(x='R2_Score(training)', y='Model', data = predict, palette='Blues_d', ax = axes[0])\n", + "#axes[0].set(xlabel='Region', ylabel='Charges')\n", + "axes[0].set_xlabel('R2 Score (Training)', size=16)\n", + "axes[0].set_ylabel('Model')\n", + "axes[0].set_xlim(0,1.0)\n", + "axes[0].set_xticks(np.arange(0, 1.1, 0.1))\n", + "\n", + "predict.sort_values(by=['R2_Score(test)'], ascending=False, inplace=True)\n", + "\n", + "sns.barplot(x='R2_Score(test)', y='Model', data = predict, palette='Reds_d', ax = axes[1])\n", + "#axes[0].set(xlabel='Region', ylabel='Charges')\n", + "axes[1].set_xlabel('R2 Score (Test)', size=16)\n", + "axes[1].set_ylabel('Model')\n", + "axes[1].set_xlim(0,1.0)\n", + "axes[1].set_xticks(np.arange(0, 1.1, 0.1))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "G8KCW1nv7GrL" + }, + "source": [ + "### Result :: In terms of R2_score (for both the training and test) the \"RANDOM FOREST REGRESSION\" provides higher accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ij1Lh-kF7GrM" + }, + "source": [ + "### Which model is better in terms of RMSE ?" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 479 + }, + "id": "-pSXt2kE7GrM", + "outputId": "072cfbbd-3758-4f62-db21-a0739f3aebab" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "predict.sort_values(by=['RMSE'], ascending=False, inplace=True)\n", + "\n", + "f, axe = plt.subplots(1,1, figsize=(18,6))\n", + "sns.barplot(x='Model', y='RMSE', data=predict, ax = axe)\n", + "axe.set_xlabel('Model', size=16)\n", + "axe.set_ylabel('RMSE', size=16)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ewOSOafA7GrM" + }, + "source": [ + "### Result :: In terms of Cross Validation scores the \"LINEAR REGRESSION\" provides higher accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dEpeimRv7GrM" + }, + "source": [ + "**Results :** Male smokers incurred 11% more medical costs (after adjustment for age, physical functioning status, alcohol consumption, body mass index and average time spent walking) than ‘never smokers’ but for female smokers and never smokers the costs were almost the same. This difference was mainly attributable to increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers. Age-group specific analysis in men showed that excess mortality and excess medical cost ratio for smokers peaked in those aged 60–69 years." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dbRwH7R_7GrM" + }, + "source": [ + "**Conclusions :**\n", + "Smokers consume excess medical care. Among the population aged 45 years and over, about 4% of total medical costs were attributable to smoking. To pursue both better health and lower medical costs for the nation, a comprehensive programme to reduce tobacco use is needed.\n", + "\n", + "\n", + "**KEY MESSAGES :**\n", + "\n", + "1. The impact of smoking on medical care use was examined in a 30-month prospective population-based cohort study in Japan (N = 43 408).\n", + "\n", + "\n", + "2. Male smokers incurred 11% more medical costs than ‘never smokers’ but for female smokers and never smokers the costs were almost the same.\n", + "\n", + "\n", + "3. This difference was mainly attributable to the increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers." + ] + } + ], + "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" + }, + "colab": { + "provenance": [] + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file