mirror of
https://github.com/gsi-upm/sitc
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955 lines
365 KiB
Plaintext
955 lines
365 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"![](images/EscUpmPolit_p.gif \"UPM\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"# Course Notes for Learning Intelligent Systems"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"## [Introduction to Preprocessing](00_Intro_Preprocessing.ipynb)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# Rescaling, Standardizing and Normalizing Data\n",
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"\n",
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"When our data comprises attributes with varying scales, many machine learning algorithms can benefit from rescaling the attributes to have the same scale. \n",
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"\n",
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"Many machine learning algorithms perform better or converge faster when features are on a relatively similar scale and/or close to normally distributed. \n",
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"\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"source": [
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"Examples:\n",
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"* linear and logistic regression\n",
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"* nearest neighbors\n",
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"* neural networks\n",
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"* support vector machines with radial bias kernel functions\n",
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"* principal components analysis\n",
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"* linear discriminant analysis"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"The three terms are frequently used interchangeably, but their meanings differ.\n",
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"\n",
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"* **Rescaling ** means adding/subtracting a constant, then multiplying/dividing by another constant, so the features can lie between given minimum and maximum values. For example, convert Celsius to Fahrenheit or convert to [0, 1].\n",
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"\n",
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"* **Standardizing**: subtract the mean and divide by the standard deviation, obtaining a \"standard normal\" distribution.\n",
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"\n",
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"* **Normalizing**: dividing by a vector norm, so values are between [0, 1]. This process can be helpful if you plan to use a quadratic form such as the dot-product or any other kernel to quantify the similarity of any pair of samples"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Rescaling with with Scikit-Learn\n",
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"We have different classes. The main ones are:\n",
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"\n",
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"* **MinMaxScaler**: substracts the minimum value in the feature and divides it by the range (maximum - minimum). The result is a value in [0, 1]. Preserves the original form of the data and does not reduce the importance of outliners.\n",
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"* **MaxAbsScaler**divides each feature by its maximum absolute value. The result is a value in [-1 1]. This method preserves the original form of the data and does not reduce the importance of outliners."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"source": [
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"* **RobustScaler**: substracts the median and divides by the interquartile range (75% value - 25% value). It is used to reduce the effect of outliers. The result is not scaled in a predefined interval.\n",
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"* **StandardScaler**: substracts the mean and divides by the standard deviation. The result is a standard distribution with a variance of 1 and a mean of 0."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [],
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"source": [
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"from sklearn import preprocessing\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import seaborn as sns\n",
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"import matplotlib\n",
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"import matplotlib.pyplot as plt\n",
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"%matplotlib inline\n",
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"matplotlib.style.use('ggplot')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {
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"slideshow": {
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"slide_type": "fragment"
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}
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},
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"outputs": [],
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"source": [
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"X_train = np.array([[ 1., -1., 2.],\n",
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" [ 2, 0., 0.],\n",
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" [ 0., 1., -1.]])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"metadata": {
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"slideshow": {
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"slide_type": "fragment"
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}
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},
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"outputs": [],
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"source": [
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"#scaler = preprocessing.MinMaxScaler()\n",
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"#scaler = preprocessing.MaxAbsScaler()\n",
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"#scaler = preprocessing.RobustScaler()\n",
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"scaler = preprocessing.StandardScaler()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<style>#sk-container-id-2 {\n",
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" /* Definition of color scheme common for light and dark mode */\n",
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" --sklearn-color-text: black;\n",
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" --sklearn-color-line: gray;\n",
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" /* Definition of color scheme for unfitted estimators */\n",
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" --sklearn-color-unfitted-level-0: #fff5e6;\n",
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" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
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" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
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" --sklearn-color-unfitted-level-3: chocolate;\n",
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" /* Definition of color scheme for fitted estimators */\n",
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" --sklearn-color-fitted-level-0: #f0f8ff;\n",
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" --sklearn-color-fitted-level-1: #d4ebff;\n",
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" --sklearn-color-fitted-level-2: #b3dbfd;\n",
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" --sklearn-color-fitted-level-3: cornflowerblue;\n",
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"\n",
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" /* Specific color for light theme */\n",
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" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
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" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
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" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
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" --sklearn-color-icon: #696969;\n",
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"\n",
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" @media (prefers-color-scheme: dark) {\n",
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" /* Redefinition of color scheme for dark theme */\n",
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" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
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" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
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" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
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" --sklearn-color-icon: #878787;\n",
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" }\n",
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"}\n",
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"\n",
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"#sk-container-id-2 {\n",
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" color: var(--sklearn-color-text);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 pre {\n",
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" padding: 0;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 input.sk-hidden--visually {\n",
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" border: 0;\n",
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" clip: rect(1px 1px 1px 1px);\n",
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" clip: rect(1px, 1px, 1px, 1px);\n",
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" height: 1px;\n",
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" margin: -1px;\n",
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" overflow: hidden;\n",
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" padding: 0;\n",
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" position: absolute;\n",
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" width: 1px;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-dashed-wrapped {\n",
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" border: 1px dashed var(--sklearn-color-line);\n",
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" margin: 0 0.4em 0.5em 0.4em;\n",
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" box-sizing: border-box;\n",
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" padding-bottom: 0.4em;\n",
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" background-color: var(--sklearn-color-background);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-container {\n",
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" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
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" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
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" so we also need the `!important` here to be able to override the\n",
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" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
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" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
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" display: inline-block !important;\n",
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" position: relative;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-text-repr-fallback {\n",
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" display: none;\n",
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"}\n",
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"\n",
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"div.sk-parallel-item,\n",
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"div.sk-serial,\n",
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"div.sk-item {\n",
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" /* draw centered vertical line to link estimators */\n",
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" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
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" background-size: 2px 100%;\n",
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" background-repeat: no-repeat;\n",
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" background-position: center center;\n",
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"}\n",
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"\n",
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"/* Parallel-specific style estimator block */\n",
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"\n",
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"#sk-container-id-2 div.sk-parallel-item::after {\n",
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" content: \"\";\n",
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" width: 100%;\n",
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" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
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" flex-grow: 1;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-parallel {\n",
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" display: flex;\n",
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" align-items: stretch;\n",
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" justify-content: center;\n",
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" background-color: var(--sklearn-color-background);\n",
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" position: relative;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-parallel-item {\n",
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" display: flex;\n",
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" flex-direction: column;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
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" align-self: flex-end;\n",
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" width: 50%;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
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" align-self: flex-start;\n",
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" width: 50%;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
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" width: 0;\n",
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"}\n",
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"\n",
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"/* Serial-specific style estimator block */\n",
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"\n",
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"#sk-container-id-2 div.sk-serial {\n",
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" display: flex;\n",
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" flex-direction: column;\n",
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" align-items: center;\n",
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" background-color: var(--sklearn-color-background);\n",
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" padding-right: 1em;\n",
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" padding-left: 1em;\n",
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"}\n",
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"\n",
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"\n",
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"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
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"clickable and can be expanded/collapsed.\n",
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"- Pipeline and ColumnTransformer use this feature and define the default style\n",
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"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
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"*/\n",
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"\n",
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"/* Pipeline and ColumnTransformer style (default) */\n",
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"\n",
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"#sk-container-id-2 div.sk-toggleable {\n",
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" /* Default theme specific background. It is overwritten whether we have a\n",
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" specific estimator or a Pipeline/ColumnTransformer */\n",
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" background-color: var(--sklearn-color-background);\n",
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"}\n",
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"\n",
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"/* Toggleable label */\n",
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"#sk-container-id-2 label.sk-toggleable__label {\n",
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" cursor: pointer;\n",
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" display: block;\n",
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" width: 100%;\n",
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" margin-bottom: 0;\n",
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" padding: 0.5em;\n",
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" box-sizing: border-box;\n",
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" text-align: center;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
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" /* Arrow on the left of the label */\n",
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" content: \"▸\";\n",
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" float: left;\n",
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" margin-right: 0.25em;\n",
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" color: var(--sklearn-color-icon);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
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" color: var(--sklearn-color-text);\n",
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"}\n",
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"\n",
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"/* Toggleable content - dropdown */\n",
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"\n",
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"#sk-container-id-2 div.sk-toggleable__content {\n",
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" max-height: 0;\n",
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" max-width: 0;\n",
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" overflow: hidden;\n",
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" text-align: left;\n",
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" /* unfitted */\n",
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" background-color: var(--sklearn-color-unfitted-level-0);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
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" /* fitted */\n",
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" background-color: var(--sklearn-color-fitted-level-0);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-toggleable__content pre {\n",
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" margin: 0.2em;\n",
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" border-radius: 0.25em;\n",
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" color: var(--sklearn-color-text);\n",
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" /* unfitted */\n",
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" background-color: var(--sklearn-color-unfitted-level-0);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
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" /* unfitted */\n",
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" background-color: var(--sklearn-color-fitted-level-0);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
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" /* Expand drop-down */\n",
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" max-height: 200px;\n",
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" max-width: 100%;\n",
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" overflow: auto;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
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" content: \"▾\";\n",
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"}\n",
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"\n",
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"/* Pipeline/ColumnTransformer-specific style */\n",
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"\n",
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"#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
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" color: var(--sklearn-color-text);\n",
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" background-color: var(--sklearn-color-unfitted-level-2);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
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" background-color: var(--sklearn-color-fitted-level-2);\n",
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"}\n",
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"\n",
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"/* Estimator-specific style */\n",
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"\n",
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"/* Colorize estimator box */\n",
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"#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
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" /* unfitted */\n",
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" background-color: var(--sklearn-color-unfitted-level-2);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
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" /* fitted */\n",
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" background-color: var(--sklearn-color-fitted-level-2);\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
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"#sk-container-id-2 div.sk-label label {\n",
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" /* The background is the default theme color */\n",
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" color: var(--sklearn-color-text-on-default-background);\n",
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"}\n",
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"\n",
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"/* On hover, darken the color of the background */\n",
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"#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
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" color: var(--sklearn-color-text);\n",
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" background-color: var(--sklearn-color-unfitted-level-2);\n",
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"}\n",
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"\n",
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"/* Label box, darken color on hover, fitted */\n",
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"#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
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" color: var(--sklearn-color-text);\n",
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" background-color: var(--sklearn-color-fitted-level-2);\n",
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"}\n",
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"\n",
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"/* Estimator label */\n",
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"\n",
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"#sk-container-id-2 div.sk-label label {\n",
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" font-family: monospace;\n",
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" font-weight: bold;\n",
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" display: inline-block;\n",
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" line-height: 1.2em;\n",
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"}\n",
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"\n",
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"#sk-container-id-2 div.sk-label-container {\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific */\n",
|
|
"#sk-container-id-2 div.sk-estimator {\n",
|
|
" font-family: monospace;\n",
|
|
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
|
" border-radius: 0.25em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" margin-bottom: 0.5em;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-estimator.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* on hover */\n",
|
|
"#sk-container-id-2 div.sk-estimator:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
|
"\n",
|
|
"/* Common style for \"i\" and \"?\" */\n",
|
|
"\n",
|
|
".sk-estimator-doc-link,\n",
|
|
"a:link.sk-estimator-doc-link,\n",
|
|
"a:visited.sk-estimator-doc-link {\n",
|
|
" float: right;\n",
|
|
" font-size: smaller;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1em;\n",
|
|
" height: 1em;\n",
|
|
" width: 1em;\n",
|
|
" text-decoration: none !important;\n",
|
|
" margin-left: 1ex;\n",
|
|
" /* unfitted */\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted,\n",
|
|
"a:link.sk-estimator-doc-link.fitted,\n",
|
|
"a:visited.sk-estimator-doc-link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Span, style for the box shown on hovering the info icon */\n",
|
|
".sk-estimator-doc-link span {\n",
|
|
" display: none;\n",
|
|
" z-index: 9999;\n",
|
|
" position: relative;\n",
|
|
" font-weight: normal;\n",
|
|
" right: .2ex;\n",
|
|
" padding: .5ex;\n",
|
|
" margin: .5ex;\n",
|
|
" width: min-content;\n",
|
|
" min-width: 20ex;\n",
|
|
" max-width: 50ex;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" box-shadow: 2pt 2pt 4pt #999;\n",
|
|
" /* unfitted */\n",
|
|
" background: var(--sklearn-color-unfitted-level-0);\n",
|
|
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted span {\n",
|
|
" /* fitted */\n",
|
|
" background: var(--sklearn-color-fitted-level-0);\n",
|
|
" border: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link:hover span {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
|
"\n",
|
|
"#sk-container-id-2 a.estimator_doc_link {\n",
|
|
" float: right;\n",
|
|
" font-size: 1rem;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1rem;\n",
|
|
" height: 1rem;\n",
|
|
" width: 1rem;\n",
|
|
" text-decoration: none;\n",
|
|
" /* unfitted */\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 a.estimator_doc_link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"#sk-container-id-2 a.estimator_doc_link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>StandardScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow \"> StandardScaler<a class=\"sk-estimator-doc-link \" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.preprocessing.StandardScaler.html\">?<span>Documentation for StandardScaler</span></a><span class=\"sk-estimator-doc-link \">i<span>Not fitted</span></span></label><div class=\"sk-toggleable__content \"><pre>StandardScaler()</pre></div> </div></div></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"StandardScaler()"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"scaler"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"X_train_scaled = scaler.fit_transform(X_train)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[ 0. , -1.22474487, 1.33630621],\n",
|
|
" [ 1.22474487, 0. , -0.26726124],\n",
|
|
" [-1.22474487, 1.22474487, -1.06904497]])"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"X_train_scaled"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Apply the same transformation to X_test\n",
|
|
"scaler.transform(X_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"We will compare these transformations.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# adapted from http://benalexkeen.com/feature-scaling-with-scikit-learn/\n",
|
|
"# Create several distributions\n",
|
|
"np.random.seed(1)\n",
|
|
"df1 = pd.DataFrame({\n",
|
|
" 'x1': np.random.normal(0, 2, 10000),\n",
|
|
" 'x2': np.random.normal(-5, 5, 10000)\n",
|
|
"})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"df2 = pd.DataFrame({\n",
|
|
" # Distribution with lower outliers\n",
|
|
" 'x1': np.concatenate([np.random.normal(20, 1, 1000), np.random.normal(1, 1, 25)]),\n",
|
|
" # Distribution with higher outliers\n",
|
|
" 'x2': np.concatenate([np.random.normal(30, 1, 1000), np.random.normal(50, 1, 25)]),\n",
|
|
"})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# helper function\n",
|
|
"def draw_scaler(df, scaler, title):\n",
|
|
" scaled_df = scaler.fit_transform(df)\n",
|
|
" scaled_df = pd.DataFrame(scaled_df, columns=['x1', 'x2'])\n",
|
|
" fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(6, 5))\n",
|
|
" ax1.set_title('Before Scaling')\n",
|
|
" sns.kdeplot(df['x1'], ax=ax1)\n",
|
|
" sns.kdeplot(df['x2'], ax=ax1)\n",
|
|
" ax2.set_title('After ' + title)\n",
|
|
" sns.kdeplot(scaled_df['x1'], ax=ax2)\n",
|
|
" sns.kdeplot(scaled_df['x2'], ax=ax2)\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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Wf/zxRwD8+X0hqVSKa6+91usU4IaGBixatAibN29GWVmZxxiPi8Xl7XV1P9+ELiJ3119/vWusT2/4+j7s27cPAFBUVASJpOehqVarFf/4xz/w8ccf48iRI2hqaoLD4XDd35trlXB9Li8v9/rZPHnyJAD+s3nh+EB/PpsAjWHp9+Lj4zF27Fh8/vnnyM7Oxv/8z//g0UcfRU5ODgwGAxhjqK+v7zL+wR9NTU0AgPT0dK/3C1N1he3ceXtMQ0MDAODLL7/El19+2e1xW1tbex2jRCLBddddh+uuuw4An9x9+eWXeOCBB7B161a8+eabroFuRqMRWq0WSqWyx/3u27cPkyZNgs1mw+TJk3H77bdDpVJBIpHg4MGDWLdunccAZn90N3tI+KPoPlBQeI3T0tK6bC+VSpGcnNynWKLd22+/DYAfiOkuOTkZt912G1avXo0NGzZgxowZfTqOcA58//33XgcxCrydA92dh72RlpaGBx54wDXNv7GxEc899xzeffddFBcX4/z5872a7WS1WjFp0iTs378fl112Ge655x6kpKS4xk+99NJL3Z4X3j7vvn7WAe+vg9FoxJgxY3DmzBmMHTsWv/nNb5CUlASZTAaj0YilS5d2G5e3/fkTQ2/09n0QxoBkZWX1ar/33HMP1qxZg0GDBuGOO+5Aenq6a0zQkiVLenWtEj6bq1atuuh2gfxsUsISJTQaDQoLC/Hjjz/ixx9/RE5OjuuCMHr0aNe3lL4Q9ldTU+P1/urqao/t3HkrPCVst3TpUjzxxBN9js8bjuNw00034S9/+QseeeQRbN++3ZWwaDQaNDQ0wGQy9Zi0/OUvf4HJZMLOnTs9Zg0AwKuvvop169YFJf7uqFQqAPzA0AsHOdvtdjQ0NPT64kY8uc8Euvfee3Hvvfd63e7tt9/uc8IinANPPfUUXnvtNZ8eG8hibklJSfjHP/6BkpISnDt3Dj///DMuv/zyHh+3bt067N+/Hw888ECXmW/V1dUB+aIkvEa1tbVe7/d2PXr33Xdx5swZzJ8/v0vrwN69e7F06dJuj3exa5UvMfiju/dBGMDdm5aRAwcOYM2aNZg8eTK2bNniMfje4XDgf/7nf3oVi/Cc161bh9tvv92n5+HvZ5OmNUcRoRlVaPpLSEjApZdeil9++cXnqWzejB49GgC81jOx2WzYtWsXAPTqQgfwXRcA8O233/Y5tp4II+Ldm6rHjRsHxlivpk+fOnUKSUlJXZIVAD41BQeK8F4Ir7m7ffv2wWazhTqkfuODDz6AxWLBFVdcgYcfftjrP51Oh5KSEpw9e7bH/QldCN6m0o4dOxYSiSQk50BPJBKJa5aJ+3lysfhPnToFgC8ncKFAnRfC9cTb/ux2u9dzINBxuZ9v3l6HQNZ48vY+CNfKL7/80muJA3fCc7/jjju6zBTcv3+/16nm3oTy+iyghCVKrF27FmfOnIFcLveoTvv000/DYrHgoYce8jq1zGAw9Lr1Zfr06UhKSsJHH33k6lMVLFmyBGVlZbjxxhuRm5vbq/1deeWVuO666/D555/jn//8p9dtDh8+jLq6uh739cUXX+Dzzz939fm7a21tdY3hmTBhguv2xx9/HADwX//1X67WIXfu32YGDhyIxsZGlJaWemzz3nvvYevWrT3GF2i/+c1vAPBl49274CwWC/74xz+GPJ7+5N133wXAT7t99913vf575JFH4HA48N577/W4P6F77vz5813uS01Nxf33348DBw7gz3/+s9dE8/Tp0zhz5kwfnxXvpZde6rZWy2effYZjx45Bq9Xisssu61X8wvTmnTt3etxeVlaG5557LiAxjx8/HoWFhfjmm2+6tGS+/vrrXsevdBfXTz/9hFdffdXnGLKzszFlyhScOXMGr7/+usd969at8zkJ8vV9uOKKKzB+/Hj8+OOP+Nvf/tblMQ0NDa4xdcJzvzCJqqurw5w5c3od4x133IHBgwdj2bJl2Lx5s9dt9u7di/b29l7vsyfUJdQPuTdxtrW14ciRI9iyZQsAYMGCBR79rA899BB++OEHvPHGGxg8eDCKioqQm5uLxsZGnDlzBt988w0efPBBvPXWWz0eNyEhAf/85z9x9913Y+LEibj77ruRm5uLH374ASUlJUhPT8c//vEPn57LypUrMWnSJDz88MP4v//7P1x11VXQaDSoqKhAaWkpfv75Z+zduxepqakX3c+xY8fw1FNPQavV4rrrrkN+fj5kMhkqKiqwadMmGI1GXHXVVfj973/vesxNN92EF154AX/+859RWFjoqsNSU1OD3bt3Y9y4ca5m7rlz52Lr1q249tpr8atf/QpqtRoHDhzArl27cNddd+Gzzz7z6Xn31cSJE/Hb3/4Wb7/9Ni699FLceeedkMvl2LBhA9RqNTIzM3s1OI94+uqrr3D8+HEMHz78ovUxHnnkESxcuBD//Oc/MX/+fK8DMQU33HADJBIJ5s2bh8OHD0Or1QIAnn/+eQD8H92TJ0/i//2//4d//etfuPbaa5GWloaqqiocPXoU33//PT766CPk5eX1+fktXrwYL774IkaPHo0rr7wSKSkpaGpqwo8//oi9e/dCJpPhrbfe8qiBMnnyZKxatQozZ87E1KlToVQqMWDAAPz617/GbbfdhiFDhmDx4sX4+eefMXr0aJw7dw4bN27ErbfeinPnzvU5Zo7j8N5772HKlCm48847XXVYDh06hG3btuHmm2/GF1984fGY3/zmN1i0aBGeeuopfPXVV8jPz8fJkyexceNGzJw5E5988onPcSxbtgxXX3015s6di5KSEowcORKnTp3CmjVrcNttt2HDhg293pc/78OHH36I66+/Hs8++yw+/fRTTJw4EYwxnDx5EiUlJTh27BgGDhyIMWPG4JprrsHnn3+O8ePH49prr0VtbS22bNmCwsLCXlcwl8vl+Pzzz1FUVIRbb70V48ePx6hRoxAXF4fz58/j+++/R1lZGaqrqxEXF+fz6+mVX3OLSFiCl+nMUqmUpaens9tvv52VlJR0+9gNGzawW2+9laWkpDC5XM7S0tLYmDFj2J/+9Cd29OhRj227m9Ys2L9/P5s+fTrT6XRMLpeznJwc9uijj3pM/+ztvhhjrLm5mb3yyivs8ssvZ/Hx8Sw2NpYNHDiQ3XLLLewf//gHa21t7fG1qa+vZ++99x6799572dChQ5lGo2EymYzpdDp2/fXXs2XLljGz2ez1sZs2bWJFRUVMq9WymJgYlp2dzaZPn862b9/usd2GDRvYVVddxRISEpharWZTpkxhX3/99UWnKvsyrbm7acjdTYu12+3stddeY4WFhSwmJoZlZGSw2bNnM6PRyBISEtioUaN6etnIBe677z4GgC1durTHbW+44QYGgK1fv54xdvH38F//+perrpBw7rozm83s73//O7v66quZSqViMTExLCcnh02aNIktXryY6fV617bCtOb58+f7/Py+/fZb9sc//pFdc801LCcnh8XExLC4uDhWUFDAHnnkkS51URjjpw7PmzeP5eXluabhTpw40XX/uXPn2H333ccyMzNZbGwsGzZsGFu4cCGzWq1dtmXs4tO8z5w5wwCwBx54oMt9Bw4cYEVFRSwhIYElJCSwyZMnsz179nS7v19++YXddtttLCUlhcXFxbHLL7+cvfPOO90eozfXqpMnT7I777yTqdVqFhcXx8aNG8c2btzY7XndHX/eB8b4qeLPPvssKygoYAqFgqnVajZy5Ej2xz/+kbW1tbm2a2hoYI899hgbMGAAUygUbNCgQWzevHmsra3Np+sSY3wtqOeee45deumlTKlUsvj4eDZkyBB25513sn/961/MarW6tu2p5lBPOMZ66PAihPQrJ0+eREFBAe69916vpd0JISQcUZswIf1UTU2NR20FgK+9I5SG9zbgkBBCwhWNYSGkn1qyZAk++ugjXH/99cjIyEBNTQ22b9+OiooK3HrrrZSwEEIiCiUshPRTU6ZMwc8//4zt27dDr9dDKpWisLAQTz75JJ588smA1ukghJBgozEshBBCCAl7NIaFEEIIIWGPEhZCCCGEhD1KWAghhBAS9ihhIYQQQkjYo1lCAWAwGERZTC4lJQX19fUhP66/Ii1egGIOlZSUFBgMBldZ+kjg63kfSe9LJMUKULzBFqx4ZTKZT+c8JSwBYLPZvC6qF0zClFSbzdbj6pzhINLiBSjmUHGPOZL4ct5H0vsSSbECFG+whVO81CVECCGEkLBHCQshhBBCwh4lLIQQQggJe5SwEEIIISTsUcJCCCGEkLBHCQshhBBCwh4lLIQQQggJe5SwEEIIISTsUcJCCCGEkLBHCQshhBBCwh4lLIQQQggJe5SwEEIIISTsUcJCCCGEkLBHqzUTQsLW1q1bsX79ehiNRmRnZ6O4uBhDhw7t8XHHjh3Diy++iJycHCxatMjjvn379uGTTz5BbW0t0tLSMGvWLIwdOzZYT4EQEiBhkbD4clH67rvvUFJSgvLycthsNmRnZ+Puu+/GqFGjPLbrzUXJ34shiQ72j99B5f5vgF/PBjdqnNjhRJ09e/Zg+fLleOSRR1BYWIht27ZhwYIFWLx4MXQ6XbePa29vx7JlyzB8+HAYjUaP+06cOIElS5bgnnvuwdixY7F//34sXrwYL7/8MvLz84P8jEigsfoa2N/9X1TUVgLjbwR3VzE4CXUc9Feiv7PCRWnmzJlYuHAhhg4digULFkCv13vd/ujRoxgxYgTmzZuHv/71r7j00kuxcOFCnDlzxrWNcFGaMGECFi1ahAkTJmDx4sU4efKk38cl0YU1G8G2rYej2QjHmg/FDicqbdy4EZMmTcLkyZNdXyh0Oh1KSkou+ri3334b11xzjdcEZNOmTRgxYgRmzJiBrKwszJgxA5dddhk2bdoUrKdBgoTZrHD843+AsuNgba1gX64F2/Cx2GGRIBI9YfH1olRcXIw77rgDQ4YMQUZGBu677z5kZGTghx9+cG3Tm4uSvxdDEiVO/tL5c9U5sLZW8WKJQjabDWVlZRg5cqTH7SNGjMDx48e7fdzOnTtRW1uLu+++2+v9J06cwIgRIzxuGzlyJE6cONHtPq1WK9rb213/TCaT6z6O43r9z9ftxfwXCbHixz3A2VNAXDwSpvHvNyv5HGhpEj22/vD6hiJeX4naJSRclKZPn+5xe08XJXcOhwMmkwkJCQmu206cOIFbb73VY7uRI0di8+bNfTqu1WqF1Wp1/c5xHJRKpevnUHL/EEWCSIuXVVd43nDuNLhho0SJxReR9joD3mNubm6Gw+GAWq322FatVnfp5hFUV1dj5cqVeOmllyCVSr1uYzQaodFoPG7TaDTd7hMA1qxZg88++8z1e15eHhYuXIiUlJSLPCvv0tPTfX6MWMI91rr938IMQDX9Pqju+y0sJ36B5cQRxO3bAc0Dc8QOr0fh/vpeKBziFTVh8eeidKGNGzfCbDbj6quvdt3W00XJ3+MG8sIVKOHwIfJFpMTb0NSAdrffVaZWJGZkiBaPryLldXbnbVyKt8TL220OhwP/93//h7vvvhuZmZk+HZcxdtEEb8aMGZg2bVqX49fX18Nms/XqGBzHIT09HTU1NWCM+RRfqEVCrKyhDvZD+wGOQ/vIq6HmONhvnA6cOIKWLzeg/cbpYTuWJRJeX3fBjFcmk/n09zMsBt329qJ0oV27dmHVqlV45plnuiQfF/J2UfL1uIG4cAUKfeiDy1Z1HgAg0SbDYWhAU9lJtFZXixxVzyLtdQY6Y9br9a6kRaVSQSKRdPkC0dTU5PVcN5lMOH36NM6cOYN//vOfAPhznjGGe++9F88//zwuu+wyr60p3e1TIJfLIZfLvd7n62ssxBQJwjlWxy8/8T8MKgSSnX/whl8JKOMBgx7s5C9AwWXiBdgL4fz6ehMO8YqasPh6UXK3Z88evPXWW3j66ae79En3dFHy97iBvHAFSjh8iHwRMfE2GQEAiktGwLR3J5g+chIAIIJeZzfu8cpkMgwaNAilpaUes/tKS0sxZsyYLo9VKpX429/+5nFbSUkJfv75Zzz99NNITU0FABQUFODw4cMeXzxKS0tRUFAQ6KdDgunoIQAAN3SU6yZOLgd3+Tiw3dvBDuwCF+YJC/GdqG1m7hcld6WlpSgsLOz2cbt27cKyZcvwxBNP4PLLL+9yv3BRunCfwkXJ3+OSKNJsAADEDB3O/66vEzGY6DRt2jRs374dO3bsQEVFBZYvXw69Xo8pU6YAAFauXInXX38dACCRSJCbm+vxT6VSQS6XIzc3F7GxsQCAW265BYcOHcLatWtRWVmJtWvX4vDhw13GvJHwxRwOsGP8tZsb6vllVSg/wH7+MeRxkeATvUto2rRp+Pvf/45BgwahoKAA27Zt63JRamxsxO9//3sAnclKcXExCgoKXK0kMTExiIuLA8BflObPn4+1a9dizJgx+P7773H48GG8/PLLvT4uiV7MbAZM/AgWRaEzYWmghCXUxo8fj5aWFqxevRoGgwE5OTmYN2+eq8/bYDD4XIagsLAQc+fOxccff4xPPvkE6enpmDt3LtVgiSQ1FUBLExATAwwqRGO7FW9u+gUyuwXT8oYiRSoF6mvA6qrBpUbOuDPSM9ETFl8vStu2bYPdbsd7772H9957z3X7xIkTMWcOPzK8Nxelno5LopizdQUxMZDnOT8zrc1gHSZwsUrx4opCRUVFKCoq8nqfcL5351e/+hV+9atfdbl93LhxGDeOCgFGKlZ+iv9hwBC02CV4rqQcta387M39la14bchwKI8fBPvlJ0pY+hnRExbAt4vSiy++2Kt99uaidLHjkijWbOT/V2khiU/gB/KZ2gBDA5CRLWpohES9s3zCwg3Ix+pfGlDbakWcXAqzzY7aVis+HjgFDx4/CBw/DNxwi7ixkoAKz3lfhIipydnCotby/6s0/P9CIkMIEQ1zJizG7HxsPsGfqwtuvxR/nMh/mdhu06FDIgc7dSTiBp6Ti6OEhZALMGeXECckKs7/GSUshIiK2e3AuTIAwDfyHFjsDEOSYjE+LxlXZCUgPUGOdjuHXRmX81886sO/FAHpPUpYCLlQSzP/fyI/xZ1Ta/jfhbEthBBx1FUBVguYQokddXzryY1DNOA4DhKOw5QhGgDArhznbKGTR8SKlAQBJSyEXKjduW5QnHO5B5Wza4haWAgRVzVf0PFczmU422SBTMLhugEq193jcxIBAL/EZqBNGguUdb9GFIk8lLAQcqH2NgAAF88nLK6uoSZqYSFETMIaX9+n8YtijkyPQ6Kic92oTFUMslUxsEOCn5IKXeNdSP9ACQshF2BdWlg0/O3UwkKIuGr4hGV/LD/A9qrsxC6bjMniz9ufkgqAinIwtwVrSWSjhIWQC7kSlnj+f+oSIiQssOoKNMaocMrOFwkdk53QZZsR6fx9R7RDALsNqDob0hhJ8FDCQsiFnF1CQgsLR9OaCREdcziAmgp8nzwUAFCQHIskZddSYkNT4iDhgNpYLeoUms5CcyTiUcJCyIWcLSyc0MKS6BzU19YsUkCEEBgbAHMHvk/hFzX01h0EAEq5BEOS+LWjftEMchWaI5GPEhZCLtTm2cKCeOeF0WLh1xkihIRedQVMUgVKNUMAAGNzunYHCS5Lc3YLaQaBlZ8MSXgk+ChhIcQNs9sBs4n/xTlLCMo4QOqciUCtLISIglWfx09JBbBJpMhIlCNHFdPttsOdCcvPmsFA1TkwqyVUYZIgooSFEHfC+BWAX0MIAMdxna0srS0iBEUI4cevDAPAdwdxHNftppekKPlxLMpk6GUJQEV5iIIkwUQJCyHuhBlCsUpw0s76Dq6EpY0SFkLEYKuuxA/JlwAAxnqZHeQuTi7FYLdxLFSPpX+ghIUQdxfMEHJJ4BMWRi0shIjiVLMNrfJ4xEuBS3TKHrcflsJvc0KVC1TS1Ob+gBIWQtxdWINFEE8zhQgRC2trwUFFFgC+uq1U0n13kKDAmdScSMwFoy6hfoESFkLcdKly68Ql0BgWQkRTXYGDSQUAgNHZqh425uUn811CZxMyYKmqBGMsaOGR0KCEhRB33XUJ0RgWQkTTUlmBk6pcAMDojPgetualxsuhVkhgk8hQLlUDjfpghkhCgBIWQtxdWDROIBSPoxYWQkLuUE07HJwEOWhDSry8V4/hOM7VLXRSlUszhfoBSlgIcdfmvUtIaGFh1MJCSMj91MonKaPifVvIMD9ZSFhywCrLAx0WCTFKWAhxZ3J2CcV7trB0jmGhQbeEhFqpJBkAMDrz4tOZLySMYzmZmEMzhfoBSlgIcSe0sCgvbGERuoQoYSEklOqa2lEfo4aE2TF0SIZPjxVaWKrjUtBcVR2M8EgIUcJCiBvXLKELWliEOiw06JaQ0Dp2ugoAkNdeC6U2yafHJiqkyIjj/8ydMknBbL51KZHwQgkLIe6cs4S4Li0sia77md0e4qAIiV5HqvgvCZc4DBctx9+dQTr+y8fZuDSgpiKgsZHQooSFEHfdtbDEuy1l777eECEkqI638PVThiptfj1+oEYBADgbnw5WeS5gcZHQo4SFEHfd1GHhpFJA4SwHbmoNcVCERCer3YFzdn7gbH5K7+qvXCjXmbCci08HaioDFhsJPUpYCHFijLklLF4ujkKrC7WwEBISZ40W2DgJEqxtSM1M82sfA5wJS0V8Kuy1VYEMj4QYJSyECEztAHPwP19YhwUAlJSwEBJKpxraAQCDWyrBZWb7tY+0BDliJQxWiRxVeho0H8koYSFEIMwAiokBF6Poer/Q6mKihIWQUCirMgAABrdXAzr/WlgkHIecBCkA4FwHwByOgMVHQosSFkIEroUPE73f72x1YW00hoWQUChvNAEABsZYwUn8/3OVm8yfu2cVKYCB1hSKVJSwECIQWlgSvCcsnJJaWAgJFcYYzpv4aczCOBR/DUziB+6ei08Dqmlqc6SihIUQJyYsbBjfTQtLvHNcC41hISTo9O02tEMKqcOOjPTkPu1rgGumUAYY1WKJWJSwECIQunriu1mvhAbdEhIy55vMAIBMUz1isnP7tC8hYalRJqGjlkr0RypKWAgROLuEuO5aWOIoYSEkVM46x6/ktNUCmX1LWDSxMqgkdjBOgvN6GoMWqShhIUTQ1kOXkDNhca03RAgJmvN1TQCAbHMjkJTS5/1lxfMzhWpa/KuYS8QnEzsAANi6dSvWr18Po9GI7OxsFBcXY+jQoV63NRgMWLFiBcrKylBTU4OpU6eiuLjYY5sXX3wRR44c6fLY0aNHY968eQCATz/9FJ999pnH/Wq1Gu+8805gnhSJPK6ExXuXEBeXAAbQoNsQ8uXacOzYMfz73/9GZWUlzGYzUlJScOONN2LatGmubb766iu88cYbXR774YcfIiYmJmjPg/iuymgCIEd2LPNrDaELZWrjcbSlDVWIBTO1g1PG9T1IElKiJyx79uzB8uXL8cgjj6CwsBDbtm3DggULsHjxYuh0ui7bW61WqFQqzJw5E5s2bfK6zz/84Q+w2Tqz6JaWFjzzzDO4+uqrPbbLycnBCy+84Ppd0odpcyTyuaYrd9fCIlzgqEsoJHy9NigUChQVFWHAgAFQKBQ4duwY3nnnHcTGxuLGG290badUKrF06VKPx1KyEn6qOvj/MzXKgOwvQ6sEzrWhRpkM1FYCA/MDsl8SOqL/hd64cSMmTZqEyZMnu75B6XQ6lJSUeN0+NTUVDz74ICZOnIi4OO8ZckJCAjQajetfaWkpFAoFxo0b57GdRCLx2E6lUgX8+ZEI0tMYFiFh6TCFKKDo5uu1IS8vD9deey1ycnKQmpqKCRMmYOTIkTh69KjHdhzHeZz3Go0mBM+G+KLdakcTkwNAn2cICTIS+aS0WqkD9LUB2ScJLVFbWGw2G8rKyjB9+nSP20eMGIHjx48H7Dg7duzA+PHjERsb63F7TU0Nfve730EmkyE/Px+zZs1CWlr31RStViusVqvrd47joFQqXT+HknC8UB/XXxERr5CwJCSC47iuMccKCUt72D6PiHidL+At5kBcG86cOYPjx4/j3nvv9bi9o6MDs2fPhsPhwMCBA3HPPfcgLy+v2/0E4ryPpPclHGKtbuFfb7WlBfE5OReNpbfxZjoTlhplMtBQIdrzC4fX1xfhFK+oCUtzczMcDgfUarXH7Wq1GkajMSDHOHXqFM6fP4/HHnvM4/b8/HzMmTMHmZmZMBqN+Pzzz/H888/jtddeQ2Ki92/Ya9as8Rj3kpeXh4ULFyIlpe8DwvyVnp4u2rH9Ec7xVpra4QCgGzgIMRkZrtuFmO0KOaoAwNyB9PT0sDiBuxPOr3N33Lt5+nJtePTRR9Hc3Ay73Y67774bkydPdt2XmZmJ2bNnIzc3FyaTCZs3b8YLL7yARYsWIcPtPXcXyPM+kt4XMWM9VH8eAJBh0iP9yumQantuZekp3sQkG7ClHE0xiXC0tSGrm/c7VCLpswCER7yij2EBvGdugfpjsGPHDuTk5GDIkCEet48ePdr1c25uLgoKCvD444/j66+/9hik527GjBke9wkx1tfXe4yZCQWO45Ceno6amhp+leEwF+7xMsbgaOFnJejbO8BVV3eJmZmdneoOB6rPloNTxF5kj+II99fZGyFmvV7fZWyKP9eGl19+GR0dHThx4gRWrlyJ9PR0XHvttQCAgoICFBQUuLYtLCzEc889hy1btuChhx7yur9AnPeR9L6EQ6xHj5wEAGTYWlDXYQGqu6+d4ku8aokdTQ4pyqoaIbvIPoMpHF5fXwQzXplM5lPiL2rColKpIJFIunxjampq6vLNyh9msxm7d+/GPffc0+O2sbGxyM3NRfVFPsRyuRxyudzrfWJ98BhjEfGhF4RrvKy9DXAuisbi4gG3GIWYmTwG4CQAc4CZ2gFvCySGiXB9nS/GPd6+XBtSU1MB8F9EmpqasGrVKlfCciGJRILBgwejpqam2/0F8ryPpPdFzFir9S0AEpER2/vXuDfxZig5NLUB1e125Iv8PkTSZwEIj3hFHXQrk8kwaNAglJaWetxeWlqKwsLCPu9/7969sNlsuO6663rc1mq1orKyElqtts/HJRGop5Wa4fxmHeucsWBqD1Fg0SlQ1wbG2EVbQRhjOHv2LA28DTN17fx7lqaND+h+M1T8uV1tk4n+x5f4TvQuoWnTpuHvf/87Bg0ahIKCAmzbtg16vR5TpkwBAKxcuRKNjY34/e9/73pMeXk5AH7wXHNzM8rLyyGTyZCdne2x7x07dmDMmDFex6SsWLECV155JXQ6HZqamrB69WqYTCZMnDgxeE+WhC8hYelupWZBrJKvw2KmmULB5uu14YsvvoBOp0NWVhYAvi7Lhg0bMHXqVNc+V61ahfz8fGRkZLjGsJSXl+Phhx8O/RMk3aqzyQA5kJbedfp6X2QkJwLVjaiO0QDNRkBNX1AjiegJy/jx49HS0oLVq1fDYDAgJycH8+bNc/VrGQwG6PWey4E/++yzrp/Lysqwa9cupKSkYNmyZa7bq6qqcOzYMTz//PNej9vY2IilS5eiubkZKpUK+fn5eOWVV0QdQEtEJNRg6WalZhehhYWmNgedr9cGxhg++ugj1NXVQSKRID09Hffff79HDZa2tja8/fbbMBqNiIuLQ15eHl566aUuY9yIeGxWGxpk/Iy8lAFZAd13hpofd1YjTG2mhCWiiJ6wAEBRURGKioq83jdnzpwut3366ac97jMzM/Oi282dO7fX8ZH+j7U28z90V4NFQF1CIeXLtWHq1KkerSneFBcXd6mMTcJLw7nzcHBSyBw2aLMCO5MnI5Efi1StTAbT14IbfElA90+CS/TCcYSEhZ7WERI4ExZGLSyEBEXt2SoAQIqjHVKpNKD7ForHGRUqmC5ouSfhjxIWQgCgtbNo3EVRlxAhQVVf1wAASJHZA77vhBgpEsAP6K1raA74/klwUcJCCNDrFhZOSFho0C0hQVFn5M+t1ATvU8n7KiWGL19Q12IOyv5J8FDCQgjQmbD02MLiLM9PY1gICYo6Zx6RmtTDueinlDh+6Ga9yRGU/ZPgoYSFEADM1cLSwwKY1CVESNCwZiPqpc4ZQmmBWfTwQqlq/hyut8nAHJS0RBJKWAgBOsewxCdcfDtKWAgJnsqzqItNAgCkaeKCcogULd9yU6dQA02GoByDBAclLIQAve8SEtYPslD/NyGBZqs4C71CAwBIjQ/OGJZU50yh+lgNYGwIyjFIcFDCQgjgNui2hy4hZ9l+RgkLIQFnqKqBXSKFFAxJyuCUCUuNdyYsCi1goIQlklDCQqIes9uB9jb+l55aWIR1hoSVmwkhAVOn51dM18kdkEouviq3v1Lj+UTIqFDBbKQuoUhCCQsh7a2dP8ddfAwLR11ChAQFczhcU42FVpBgSFRIoQBf40Xf2BK045DAo4SFEOeAWyjjwfVUWZNaWAgJjoY61Mn4Lwwp2uAMuAX4VddTJFYAQD3VYokolLAQ0uaseNlTdxBAg24JCZbKcn5cCYC0BEVQD5Xi3H0d1WKJKJSwECKs1NzTOkJAZwsLJSyEBBSrPIe6WD5hCVaVW4EwA6nOSn8CIwm9WyTqMVfC0kMNFgBQUJcQIUFRdR71zhosKfHBmSEkSFE5i8ex4LbkkMCihIWQDr7MPhfbi35ztxYWxlgQgyIkutjrq/naKAheDRZBSjLfmlovT6SV1yMIJSyECOsCKXuTsDjHsDgcgM0WvJgIiTJGQwtsEhkkAHRxwU1Y0jTxAITicY1BPRYJHEpYCBG+YQll9y8mxq0JmcaxEBIQrK0FdQ5+KnNynDRoNVgEwhiZBoUadioeFzEoYSHElbD03MLCyWSA1Nm/TuNYCAmMuhrUuwbcBq8Gi0CrlEHG7HBwUjToqXhcpKCEhRDnGJZetbAANFOIkABjdVWuGUIpQR6/AgASjkMy479w1Bvbg348EhiUsJCo5xp0p+xlwiLMFLJQCwshAVFf7UpY0oI8pVmQIuPHoNVR8biIQQkLIcKg297MEgLcqt3ShY6QgKiv7ewSCkELCwCkKvhxMlQ8LnJQwkKIs4WF63WXEFW7JSSQWGM96pw1WEKVsKQ4ZyLV23pYjoOEDUpYCPFh0C0AKh5HSIA5GupcNVhC1SWUqqbicZGGEhZC/Bx0y6iFhZA+Yw4HjK1mWCVySAAkB7kGiyAlWQUAqJfGgzmoWygSUMJCiGvQbW9bWIQuIWphIaTPmo2ol/OVZ5PjZJAFuQaLICVVAwDQKzRgrc0hOSbpG0pYSFRjDntn104vW1g4mtZMSOA01KFWGL8Sou4gAEhJjAXHGCxSOZqpFktEoISFRDf3dUR6PYbF2cJCs4QI6TN+wG1opzQDgFwqgdrOdwfXNzSF7LjEf5SwkOgmJCwyGTh5Ly+W1MJCSOA01rtWaQ7VDCFBCuPP/3pjW0iPS/xDCQuJbkJ3kDBVuTdiaJYQIQHTqHe1sIQ6YdFJrACA+lZLSI9L/EMJC4luQitJjA9TG6mFhZCAYcbGzoQlhF1CAJASwwAADSZ7SI9L/EMJC4luFuc3K18SFhrDQkjAOIwNIa9yK9DF8UXj6i2hmZlE+oYSFhLd+tDCwmhaMyF9Zmw1wyaRQQJAF6IaLIKUBP7LRz0L/grRpO8oYSHRTUhYFL60sFCXECGBwBwO1DlbN5KVEkhDVINFkKKJBwDouV4WjSSiooSFRDVXtVp5779hcTTolpDAaG1CXYwaAJCaEPpWjhQdf2yDPAFWO1W7DXeUsJDo5leXEC1+SEhAGDoH3KYlhj5hUaUkIcbOzxTSG1pDfnziG5nYAQDA1q1bsX79ehiNRmRnZ6O4uBhDhw71uq3BYMCKFStQVlaGmpoaTJ06FcXFxR7bfPXVV3jjjTe6PPbDDz9ETEznSeHLcUk/5Rx0y/k1S4imQgabL+fosWPH8O9//xuVlZUwm81ISUnBjTfeiGnTpnlst2/fPnzyySeora1FWloaZs2ahbFjx4bi6ZALGRtcNVjS4kOfsHCxcUi2NKFaqUO93ogMnSrkMZDeEz1h2bNnD5YvX45HHnkEhYWF2LZtGxYsWIDFixdDp9N12d5qtUKlUmHmzJnYtGlTt/tVKpVYunSpx23uyYqvxyX9lB9dQjSGJTR8PUcVCgWKioowYMAAKBQKHDt2DO+88w5iY2Nx4403AgBOnDiBJUuW4J577sHYsWOxf/9+LF68GC+//DLy8/ND/RSjHjM0iDalGQA4jkOKvQ3V0EHfSC0s4U70LqGNGzdi0qRJmDx5susblE6nQ0lJidftU1NT8eCDD2LixImIi+u+lDrHcdBoNB7/+nJc0k9Z/Rh0S3VYQsLXczQvLw/XXnstcnJykJqaigkTJmDkyJE4evSoa5tNmzZhxIgRmDFjBrKysjBjxgxcdtllF/3yY7Va0d7e7vpnMnUu58BxXK//+bq9mP9CFSuaDR5l+cWIV8fxLaX6lo5+9/qGe7y+ErWFxWazoaysDNOnT/e4fcSIETh+/Hif9t3R0YHZs2fD4XBg4MCBuOeee5CXl9en41qtVlitVtfvHMdBqVS6fg4l9w9RJAjbeN3qsFwYW7cxKzrHsITb8wnb1/kivMUciGvDmTNncPz4cdx7772u206cOIFbb73VY7uRI0di8+bN3e5nzZo1+Oyzz1y/5+XlYeHChUhJSelVHO7S09N9foxYQhGr3mpx1WC5LC8LGWr/Z+v4G29GLP+5a7JyyMjI8Pv4voqkzwIQHvGKmrA0NzfD4XBArVZ73K5Wq2E0Gv3eb2ZmJmbPno3c3FyYTCZs3rwZL7zwAhYtWoSMjAy/jxvIC1eghMOHyBfhFq9BLkUrgMQkHdTdXKwujNkep0QVAFgtSE9NBSeVBj1OX4Xb69wb7t08fbk2PProo2hubobdbsfdd9+NyZMnu+4zGo1dWls1Gs1F9zljxgyPcTBCYlVfXw+bzdbDs+p8THp6OmpqasAY69VjxBLKWOvqGmFTySABg73VgOp2o8/76Gu8GpkdYEBlixnV1dU+P95XkfRZAIIbr0wm8+nvp+hjWADv3wb78g2xoKAABQUFrt8LCwvx3HPPYcuWLXjooYf8Pm4gLlyBQh/6wLAb+GXlWy0WtF9wseouZuY2nbn63FlwseFTwyFcX+eLEWLW6/Vdxqb4c214+eWX0dHRgRMnTmDlypVIT0/Htdde2+32jLGL7lMul0PezcKYvr7GjLGIeV9CEWutyQGogGS5AxLO99fTnb/xpsTLgVZAb5OF9L2JpM8CEB7xipqwqFQqSCSSLt9umpqaunyz6guJRILBgwejpqamT8cN5IUrUMLhQ+SLsIvXOQ6FyWO6jevCmJms8zPAzB2dXURhJOxe515wj7cv14bU1FQAQG5uLpqamrBq1SpXwuKtNSXQ1xvSe3VWvnUyLVa84ZQ6dRzQCtRD0WPySsQl6qBbmUyGQYMGobS01OP20tJSFBYWBuw4jDGcPXvW1RQcquOS8Mf8qMPCSSSAMOOMBt4GRaDOUcaYR+tnQUEBDh8+3GWf7i2yJHRqHfx5JEYNFkFKUiIAoEMiR5uFiseFM9FnCU2bNg3bt2/Hjh07UFFRgeXLl0Ov12PKlCkAgJUrV+L111/3eEx5eTnKy8vR0dGB5uZmlJeXo6KiwnX/qlWrcPDgQdTW1qK8vBxvvvkmysvLcdNNN/X6uCRK+FM4zn17SliCxtdrwxdffIEDBw6guroa1dXV2LlzJzZs2IDrrrvOtc0tt9yCQ4cOYe3ataisrMTatWtx+PDhLgNxSfCxDhPq5Hzdk1RN9zM+g02hTYLKwk9prm+39rA1EZPoY1jGjx+PlpYWrF69GgaDATk5OZg3b55rII7BYIBer/d4zLPPPuv6uaysDLt27UJKSgqWLVsGAGhra8Pbb78No9GIuLg45OXl4aWXXsKQIUN6fVwSJZwJBxfj4ze8GAWAFkpYgsjXawNjDB999BHq6uogkUiQnp6O+++/31WDBeDHs82dOxcff/wxPvnkE6Snp2Pu3LlUg0UMzUbUCUXj+jA7qM/UWujMp9Eck4D6FjPytOHXxUt4oicsAFBUVISioiKv982ZM6fLbZ9++ulF91dcXNyl+q2vxyVRwto5rdkn1MISEr5cG6ZOnYqpU6f2uM9x48Zh3LhxAYmP9EGzEbVKfkpzugjrCLkkqKAzN6EsMRv1jS1ALo1nCleidwkRIirqEiJEFLYmIxoUGgDiVLkVcBIJUhhfDFDf1CZaHKRnlLCQ6OZ3wuJsNjZTwkKIP+oNLXBwEsiZHVqluI39Ogk/dqW+hdYHC2eUsJDoJlS6lfvXwsKohYUQv9Q18+dOKjogEXkqcUoMP6W+3mQXNQ5ycZSwkOjmamHxZ9AtqEuIED/VtvPTzdNkoS266U1KHN/Co7fSn8RwRu8OiVqMsc6Ew5fFDwFwlLAQ0ie1Zr5VJdXHxs1g0CXyQTQyOeyOyCq4GE0oYSHRy+rWX+3rGBYFJSyE9EWdnR9omx4v3oBbgUadCJnDBgc4NJrEb/Eh3lHCQqKXe8Li5xgWSlgI8U8NxxeLS1WLX/dEqtEi2dwEANC3UfG4cEUJC4lewgwfqcz3FZepND8hfVIn40vipzlL44tKrYXObAQA1LdTC0u4ooSFRC9/pzS7P4YSFkJ8ZmprR1NMAgAgLVUrcjTgE5YOIwCgvo2mNocrSlhI9OpTwiLUYekIXDyERIm6OgMAIM5mQoIqXuRoAKi1SBFaWJpM4sZCukUJC4lerrL8fpQFpzoshPittqEFAJBmbQYncg0WAODkMdA5+ESlvpkSlnBFCQuJXtQlRIgoapvaAQCpLHySA52MLxqnpzEsYYsSFhK9+pCwcDStmRC/1bbyM3FSJeEzXiQllv9zWE+ndNiihIVELVd3jtz/LiFXaX9CSK/VdfDF2dJjHCJH0inFuQBjm0OCdiuV6A9HlLCQ6CUkG9QlREhI1dr4MgKpSh/LCQSRUq1CvJXvqqJuofBECQuJXjSGhZCQY4yhjvGz7NJUYVCXX+BWi4WKx4UnSlhI9HImGxwlLISETJvFgXaO735J04bBlGaBOgkprlos1MISjihhIdHL35Wagc6EheqwEOKT+na+9UJlaYVCrRE3GDecStNZ7ZZaWMISJSwkeln70CXkNkuIMVrdlZDe0jtbL5LNTYBKI24w7jRJndVu2ylhCUeUsJDoFYhBt4DnIoqEkIsSCrPpzMbwSljUWiRb+AUQG6g8f1iihIVEr74MunVf3ZnGsRDSa3pjKwBAZ2kBlHEiR+NGGY8kOz9LyEAJS1iihIVErz7UYeGkUkAm89wPIaRH+hb+fEnmLGFRll/AcRyS+LHAaOgIn/owpBMlLCRqsb60sLg/jhIWQnpNqHEilMIPJ0nxfMZisoOKx4UhSlhI9KKEhZCQ05v5Qeq62PBpXREoVYmIs/FjbBpNNLU53FDCQqKXUIdFQQkLIaHgYAwNdr66bUqcTORouuJUWmjNzQCARqp2G3YoYSHRS5gl5M9aQgAQw1frhJkSFkJ6o7nDDhsk4JgDSQlKscPpSq1FsoVPWBooYQk7lLCQ6NXXLiFasZkQnwjjVzSWVsjUapGj8UKtRZLZObWZuoTCDiUsJHoFaAwLo4SFkF7ROwuy6cxGcGFU5VbAqbVIErqEKGEJO5SwkOhFg24JCSkhYUkOt6JxAnUSkizCGBaqdhtuKGEh0UuoUOvPWkJwWzSREhZCekUoy6/rCLOy/AL3LiEawxJ2KGEhUYkxFoAWFmeiQwkLIb2ib+XPlbAryy9IVLsG3TZStduwQwkLiU52G+BwVrOkLiFCQkLfwq9urrO2AMp4kaPpipNKoXVWuzWYHXDQwqZhhRIWEp3ckwy/E5bYrvsihHRL385Xj02WO8KqLL87bZwcEuaAnQFNHVTtNpxQwkKik5BkcBJA6mcBKyHRMXcEJiZC+jEHY2i08C0WyYrw/dMjVWugtvALNNI4lvASFqUGt27divXr18NoNCI7OxvFxcUYOnSo120NBgNWrFiBsrIy1NTUYOrUqSguLvbYZtu2bfjmm29w/vx5AMCgQYMwa9YsDBkyxLXNp59+is8++8zjcWq1Gu+8805gnxwJT0LColD4/02P6rAEnS/Xhu+++w4lJSUoLy+HzWZDdnY27r77bowaNcq1zVdffYU33nijy2M//PBDxPg5+Jr0TrPZDjs4cMwBTYKfrZohwKm1SDI1waBQodFkBRArdkjESfSEZc+ePVi+fDkeeeQRFBYWYtu2bViwYAEWL14MnU7XZXur1QqVSoWZM2di06ZNXvd55MgRXHPNNSgsLIRcLse6devwl7/8Ba+99hqSkpJc2+Xk5OCFF15w/S6RhG/WTwJMqE6r6MPFiOqwBJWv14ajR49ixIgRmDVrFuLj47Fz504sXLgQCxYsQF5enms7pVKJpUuXejyWkpXgE0rdq6xtkKu1IkdzEeokJDU14zSohSXciJ6wbNy4EZMmTcLkyZMBAMXFxTh06BBKSkpw3333ddk+NTUVDz74IABg586dXvf5xBNPePz+6KOP4rvvvsPhw4cxceJE1+0SiQQajSZAz4REFKEbx9/xK+6PpdL8QeHrteHCltb77rsPBw4cwA8//OCRsHAcR+e9CAzOQmxJ5mYgOYwTFpUWSeY6AFQ8LtyImrDYbDaUlZVh+vTpHrePGDECx48fD9hxzGYzbDYbEhISPG6vqanB7373O8hkMuTn52PWrFlIS0vrdj9WqxVWa2cxIY7joFQqXT+HknC8cB24dqFwi5e5arDEdhtTTzFzMbFgADirJWyeV7i9zr3hLeZAXBscDgdMJlOX876jowOzZ8+Gw+HAwIEDcc8993gkNBcKxHkfSe9LsGI1OAewai0t4LTJAdt/oOPltElINp8CwCcsgX4dIumzAIRXvKImLM3NzXA4HFBfsKaEWq2G0WgM2HH+/e9/IykpCcOHD3fdlp+fjzlz5iAzMxNGoxGff/45nn/+ebz22mtITEz0up81a9Z4jHvJy8vDwoULkZKSErBYfZWeni7asf0RLvGayo9DDyAmIQFpGRkX3ba7mE3p6dADkDN7j/sItXB5nX3h3s0TiGvDxo0bYTabcfXVV7tuy8zMxOzZs5GbmwuTyYTNmzfjhRdewKJFi5DRzXsYyPM+kt6XQMdqLedbNbWWZiTlDYcywOdMoOI1Dy5AkuVLAECrXdrt56KvIumzAIRHvKJ3CQHeM7dAZXPr1q3D7t278eKLL3r0U48ePdr1c25uLgoKCvD444/j66+/xrRp07zua8aMGR73CTHW19fDZgtt0yHHcUhPT0dNTQ1fBC3MhVu8jtoaAICVk6C6utrrNj3F7GhrBwBYWlu73Ueohdvr3BtCzHq9vsvYFH+vDbt27cKqVavwzDPPeCQ9BQUFKCgocP1eWFiI5557Dlu2bMFDDz3kdV+BOO8j6X0JVqzn6owAAK25GQY7YAzQORPoeJnN4VpPqNrQFvBzO5I+C0Bw45XJZD4l/qImLCqVChKJpMs3pqampi7frPyxfv16rFmzBi+88AIGDBhw0W1jY2ORm5t70Q+nXC6HXC73ep9YHzzGWER86AXhEi9zjmFhMYoe4+k2ZnlnpdtweE7uwuV19oV7vH25NuzZswdvvfUWnn76aYwYMeKi20okEgwePBg1NTXdbhPI8z6S3pdAx9rQznfDai0tYGoNEODXIVDxMlXnAogN7ZagvV+R9FkAwiNeUafFyGQyDBo0CKWlpR63l5aWorCwsE/7Xr9+PVavXo0//vGPGDx4cI/bW61WVFZWQqsN48FgJHCcM3u4vswSEh5LdVgCzt9rw65du7Bs2TI88cQTuPzyy3s8DmMMZ8+epUG4IWBo5ROWJEszkKgRN5iL4ORyJMv58TatVgazzSFyREQgepfQtGnT8Pe//x2DBg1CQUEBtm3bBr1ejylTpgAAVq5cicbGRvz+9793Paa8vBwAP3iuubkZ5eXlkMlkyM7OBsB3A33yySd44oknkJqa6vqWFhsbi9hY/o/MihUrcOWVV0Kn06GpqQmrV6+GyWTymEVE+rFAzhKy0JojweDrtUFIVoqLi1FQUOA672NiYhAXFwcAWLVqFfLz85GRkeEaw1JeXo6HH35YlOcYTfiaJoBWxsBJpSJHc3FxCfGIsVtgkcag0WRDRiJNew8Hoics48ePR0tLC1avXg2DwYCcnBzMmzfP1a9lMBig1+s9HvPss8+6fi4rK8OuXbuQkpKCZcuWAQBKSkpgs9nw2muveTzurrvuwq9+9SsAQGNjI5YuXYrm5maoVCrk5+fjlVdeEXUALQkhcx8XPnR/rLNLKBxG0fcnvl4btm3bBrvdjvfeew/vvfee6/aJEydizpw5AIC2tja8/fbbMBqNiIuLQ15eHl566SWPopIk8BhjMFoYAA5JseFf74rTJCHZ3IzqOB0a2ylhCReiJywAUFRUhKKiIq/3CRcad59++ulF9yckLhczd+7cXsVG+ilLAArHCY9lDsBm7RzTQgLGl2vDiy++2OP+iouLu9RrIcHXYrbDxviEXp2gFDmannHqJCS1N6E6TocGqsUSNvxOdUM9K4aQgLIEoEvIPUGharcA6LpAvBMKsKksrYiJhPFCmiTXwFuhK4uIz++E5Xe/+x1WrlzZpbuGkIjgtpaQvziZrHPhRBp4CwCYP38+NmzYAIPBIHYoJIwICYvW0gyEc1l+gVvCQuX5w4ffXUJXXHEFtmzZgg0bNuDyyy/HzTff7FGYjZBwxgIx6BbgE552G7WwOF166aX49ttvsXPnTlx66aW47rrrPOqekOjUmbC0AOqkHrYWH6dOQpLlFwBUnj+c+J2wzJ49G7/5zW+wfft2fPnll/jLX/6CzMxMFBUVYeLEia7S1YSEJdeg2z6uxBqjANrbKGFxuu+++zB9+nTs3bsXe/bswZtvvomUlBRcd911GDNmjGuWHoku7usIceoIGOCs7qzF0kgtLGGjT4NuExIScMcdd+D222/HDz/8gC+++ALvv/8+PvroI0yYMAE333wzsrKyAhUrIYETiDosAC2A6EVcXBwmT56MSZMm4ZdffsG3336Lzz//HBs3bsSYMWNw3XXXXXTNLtL/RF6XUDKSzE0AQINuw0hAZglxHIcrr7wSycnJWLFiBY4cOYKSkhKUlJRgzJgx+M///M+AVK4lJGACMegW6GyhoRaWLjiOw2WXXQaNRoN169bh1KlT2L17N3bv3o3hw4fj7rvv7nbdLtK/NLqv1KwJ/y4hqDV8gTsAje1WKlsQJvqcsNjtduzduxdbt27FiRMnoNPpcP/992P8+PH4/vvvsXr1arz++uv405/+FIh4CQmMAAy69Xg8JSwe7HY7Dh48iF27dqG8vBwajQa33XYbRo8ejcOHD6OkpAT//ve/8eijj4odKgkBQyt/fmgtLYAq/FtYOJkcSTF8gmJ1AK0WBxIV4V3sLhr4nbA0Njbiyy+/xPbt29HU1IRLLrkETz31FMaOHQuJhJ98NHXqVCQlJeHvf/97wAImJCACUTjO7fHM3AH6/gUYjUbs2bMH+/btQ0tLCwYNGoTi4mIMHz7cdV2YMGEC1Go1PvzwQ5GjJaHS2O6sciuxgetmXaZwI1epkWhtQ4s8Hg3tVkpYwoDfCcucOXMgkUhwzTXX4JZbbsHAgQO9bpeWlkbdQST8BKJwHOBR7ZYAL7/8MqRSKUaPHo0JEya4lsu4UHJyMnUHRQnGGAzOKrfauMhIVgAAGi2SzE1okcej0WTDwPBvGOr3/E5Y7rrrLkyZMgUqleqi2w0cOLBXlWcJCakATWvmYhRgACUsTjfffDPGjx+PhISEi26XnZ2N//f//l+IoiJiarE4XFVutep4kaPpPU6dhKTmZpxNyKSpzWHC78JxOp2u20FIra2t+Prrr/0OipBgYg47X0of6Pu0Zlqx2YNGo+n2utDW1ob9+/eHOCIiNmFKc6K1DTHaCBhwK9AkuQ28pYQlHPidsLzxxhuora31el9dXR3eeOMNv4MiJKjcW0P6OuiWVmz28NFHH3Vb/bqxsREfffRRiCMiYnNNaTY3A0kRtLise7VbamEJC0FZNtNisbgG2BESdoQBtxzX9wULaQxLr1mtVrouRCGDe5XbJJ3I0fQep0ly1WKhLqHw4NMYFr1ej7q6OtfvZ86cgeWCb5YWiwXbtm2DThc5H0wSZSydM4T6XFvBNa05eruEDAYDGhsbXb9XVFR0WQTRYrFg79690Gpp5GK0cdVgsTSD0w4WORofqDu7hGg9ofDgU8Kyc+dOfPbZZ67f33333W63pSXcSdgK1DpC7vuI4haW7777Dlu3bnX97n6NuNCMGTNCERIJI64pzeZmIDmCuoTUtGJzuPEpYbn66quRk5MDAFi8eDFmzZqF9PR0j23kcjlycnKQmpoauCgJCSRLgGqwuO2DRfGg21GjRiEjIwOMMXzwwQe49dZbkZLi+YdJJpMhPT0dycnJIkVJxGJoMQGInIUPXVSd1W6bTHbYHQxSCVVbEpNPCUt2drarrsJjjz2GK664gmopkMgT0BYWKs2fnp7u+uJisVhw6aWXIj4+cqavkuBqFKrcyhg4WUBWgwkJTiaDOlYKCbPDwUlh7LAhOZLqyPRDfo+Au/766ylZIZFJSFhi+76iOEel+T2MHTuWkhXiwdBhBwBolZFXKVaiSYLW3AKAxrGEA5/S3c8++wyTJk1CUlLSRfupBXfddZffgRESLCyACQut1gx88cUXuPrqq6FWq/HFF19cdFuO41BUVBSiyIjYGGNotPLdKMmJATjfQk2dhCRLExpiNTRTKAz4lLCsWrUKo0aNQlJSElatWtXj9pSwkLBk5vvU+1yWH6AuIQBbt27F0KFDoVarPQbfdocSlujRZnHA6mzI12oir+WN0yQhqZFmCoULnxKWTz75xOvPhESUDj5h4QKSsFCX0OLFi73+TEhjB/9HPsHajpj0CCx1oU5CUrUwU4gSFrFRFScSfTqcXUKKAHYJRXEdFkK6I5S011qawWkjMGFxL89PU5tF5/eQbYvFApvNhri4ONdte/bswZkzZzB8+HCMGDEiIAESEnCBHMNCg249WK1W2O12xMZ2tl799NNPqKioQEFBAQoLC0WMjoSawaMs/1CRo/Edp9Z2VrulLiHR+Z2wvP7661AoFJgzZw4AYPPmzfjggw8AAOvXr8dzzz2Hyy+/PDBREhJIAR3D0rmWEHM4wEV56fkPP/wQMTExuP/++wEAX3/9NdauXQsA2LFjB/7zP/8Tw4YNEzFCEkqNbc4pzZaWyFpHSODWwkLrCYnP76vrqVOnMGrUKNfvW7ZswXXXXYf3338fV111FTZs2BCI+AgJPFcLSwATFgCw0gKI586dw9Chnd+kv/32W1xxxRV49dVXMWLECOzcuVPE6EioNRpbAQBaWxuQqBY5Gj9okpBsphWbw4XfCUtzczOSkviqhXV1dairq8PNN9+MuLg4TJo0CefPnw9YkIQEEgvGGBaAuoUAtLa2Qq3m/zA1NDSgoaEBEyZMQGxsLMaNG4fq6mqRIySh1NjCn2tJMkff1+0SQ6KGbx0C0GZ1wGxziBxQdPM7YVEoFGhvbwcAHD16FLGxsRg8mF/YSi6Xo6ODBiGSMBXALiFOIulc8ZkSFsTExLjO/dOnTyMmJsa1nIdMJoM5iuvVRCPXGBZFZHaVclIp4uKViLXzn1uaKSQuvz9Fubm52Lp1K86dO4eSkhJceumlrgxar9dDo9EEKkZCAkuY1hyILiGgc+BtFK8nJMjIyMC3336Lqqoq7N69G/n5+a7rgsFggEqlEjlCEkoGCwMAJMUHYBkMkXBqLT9oGFSLRWx+Jyx33nknjhw5gmeeeQbl5eW4/fbbXff9+OOPyMvLC0iAhAScOYBdQgDVYnFz00034fTp01i0aBGqqqowadIk131HjhxxrUVG+j/GGAx2fl6HVh3Xw9ZhzH0cC7WwiMrvWUKXXXYZFi9ejLKyMgwcOBBpaWke9w0cODAQ8RESeIGc1gxQwuKmoKAA8+bNw/nz55GVlQWdrrP2Rn5+PrKyskSMjoRSu9UBM8evH6RNityWNU6TBG290MJCtVjE1KelM1NSUrosIw8AU6ZM6ctuCQmuQE5rBjrL89P4DABAUlKSa0C+u2uuuUaEaIhYhPErcTYTlLoILBonUGuRXOGsxUItLKLq81rfTU1NqK+vh8XSdUon1VsgYSmQs4QAamHxoqWlBQaDAVZr12+kwuB80r8Jf9y1lhZAO1DcYPpCnQStpQIAjWERm98Ji8FgwOuvv46ff/65221ovSESbpjNBticf0QDNejWmbAwcwcicOJmQDU1NeHf//43Tp482e02tN5QdGhs5meRas0tQFLktrBwag2SndVuDdTCIiq/E5b33nsPZ86cwf33348BAwZALpcHMi5CgsN9Jk+guoSoPL/L6tWrUVFRgdtuuw2ZmZmQyfrciEsilMG5yrHW3g5OGcGDbtVJnbOEKGERld9Xk6NHj+LXv/41brjhhkDGQ0hwCeNXpDJwssAk2VyMAgyghAV87ZU77rgDV111ldihEJEZmtsByKGR2sUOpW/UWiRbOqvdMsYiswheP9Cnrz/JyckBCWLr1q1Yv349jEYjsrOzUVxc7FHe253BYMCKFStQVlaGmpoaTJ06FcXFxV2227dvHz755BPU1tYiLS0Ns2bNwtixY/0+LuknXFOaA9S6AtCKzRcIZA0mX87R7777DiUlJSgvL4fNZkN2djbuvvtujyVEgN5dG0jfGdosAOTQxkT4H3eVxtXCYnUwtFgcUCmkIgcVnfyuw3L11Vfjxx9/7HMAe/bswfLlyzFz5kwsXLgQQ4cOxYIFC6DX671ub7VaoVKpMHPmTAwYMMDrNidOnMCSJUswYcIELFq0CBMmTMDixYs9+tV9PS7pJzoCPKUZ6Ex+qIUFo0aNwi+//BKQffl6jh49ehQjRozAvHnz8Ne//hWXXnopFi5ciDNnzri26c21gQRGo5kvY5+sjOxuQU4mhzw+DioLvy5SI01tFk2fE5Z//vOfKC0tRVlZWZd/vbFx40ZMmjQJkydPdn2D0ul0KCkp8bp9amoqHnzwQUycOBFxcd77RTdt2oQRI0ZgxowZyMrKwowZM3DZZZdh06ZNfh+X9BOBntIMeKzYHO1GjRqFI0eOYPXq1Th+/DjOnz/f5V9v+XqOFhcX44477sCQIUOQkZGB++67DxkZGfjhhx9c2/Tm2kACw2DlW1a0iQE818Sidlu1mWYKicbv1Pfll18GwDfZbt261es2Pc0SstlsKCsrw/Tp0z1uHzFiBI4fP+5vaDhx4gRuvfVWj9tGjhyJzZs39+m4VqvVY5omx3FQKpWun0NJOF6k9KWGS7xMqJUSq+wxlt7G7BrDYu4Q/fmJ/Tq/8cYbAIBdu3Zh165dXrdZsmSJx+/eYg7EtcHhcMBkMiEhIcF1W0/XBm8Ccd6L/b74IlCxGsCvsZWUlBjU5x2K15ZTa6HrMKI8IRP6dlufjhVJnwUgvOL1O2F57LHH+nzw5uZmOBwO1+quArVaDaPR6Pd+jUZjl350jUbj2qe/x12zZg0+++wz1+95eXlYuHCh1+J5oZKeni7asf0hdrxtxxVoBKBQqZGakdGrx/QUc0tKKowAlFIJknu5z2AT63XuzXUho5vXyL0qbiCuDRs3boTZbMbVV1/tuq2na4M3gTzvxf78+6IvsXZY7WiX8AnL4IIh0IXgvAjma9uQkQXdOSMAoEOi6PYz7ItI+iwA4RGv3wnL9ddfH7AgvGVugc7mvI3s9vW4M2bMwLRp07psW19fD5sttM2EHMchPT0dNTU1YIyF9Nj+CJd4HTXVAAALJ0F1dfVFt+1tzI4OvtXG1GTscZ/BJvbrXFhY2OM2F75GQsx6vd4jaRHuu1Bvrg27du3CqlWr8Mwzz3RJei7U06yPQJz3Yr8vvghErFXN/DkRY7fALO35XOuLULy2dnksdB0NAIAztX07zyPpswAEN16ZTOZT4h+Q0VBVVVVobm7GwIEDEetDMS6VSgWJRNLl201TU1OPF5mL8faNyX2f/h5XLpd3W29GrA8eYywiPvQCseNlzpWaERPb6zh6ipnF8N8kmbkjbN4LsV9nAKitrUVbWxuysrKgUPS8Wq97vH25NuzZswdvvfUWnn76aYwYMcLjvp6uDd4E8rwPh/elt/oSa6PeCMBZ5VYzNCTPOaivrVoDnfk0AKC+zRKQ40TSZwEIj3j9HnQLAF9//TUeffRRPPXUU5g/fz6qqqoAAK+99hq2bdvW4+NlMhkGDRqE0tJSj9tLS0t79U2tOwUFBTh8+HCXfRYUFAT1uCQCBHrhQwBcDM0Scrd//37Mnz8ff/3rX/H3v/8ddXV1AIDly5dj7969vdqHv+forl27sGzZMjzxxBO4/PLLu9zf07WBBEZjgxGAs2hcfygqqk5CitkIANDToFvR+J2w7N27F2+88Qby8vLw8MMPe9w3aNCgXl+Ypk2bhu3bt2PHjh2oqKjA8uXLodfrXQsorly5Eq+//rrHY8rLy1FeXo6Ojg40NzejvLwcFRUVrvtvueUWHDp0CGvXrkVlZSXWrl2Lw4cPewy26+m4pJ8SZgkFqiw/QGsJuTl48CA++ugjZGdn48477/S4Lzs7Gz/99FOv9+XrtUFIVn7zm9+goKAARqMRRqMR7e3trm16c20gfWcw8lOAk7j+MQWYU2uR3GEEAOjbrXBEUMtIf+J3l9DatWtx/fXX47HHHoPD4cB7773nui8rKwtbtmzp1X7Gjx+PlpYWrF69GgaDATk5OZg3b56rX8tgMHSpu/Dss8+6fi4rK8OuXbuQkpKCZcuWAeD70efOnYuPP/4Yn3zyCdLT0zF37lzk5+f3+riknwpG4TgFrdYs2LZtG8aOHYtZs2bB4XBg9erVrvvS0tLw7bff9npfvl4btm3bBrvdjvfee8/jejRx4kTMmTMHQO+uDaTvGls7AMRBK+snf9id05olzAGbQ4KmDju0EV5fJhL5/YpXVFTg/vvv93pfQkICWltbe72voqIiFBUVeb1PuNC4+/TTT3vc57hx4zBu3Di/j0v6qUCv1AxQC4ub2tpa3HbbbV7vi4uLQ1tbm0/78+Xa8OKLL/Zqn725NpC+ERYJ1Cr7SUVYtQYy5oDG0oxGhQb1bVZKWETgd5eQQqHwaGp119jYiPj4eL+DIiRYWFALx1FpfrlcDpPJ5PW+pqambos9kv7F4KyhqI3vebB1JOBi4wBFLFLcuoVI6PmdsBQWFuKLL77wOmr4q6++wrBhw/oUGCFB0RGEMSy0WrNLXl4evv32W6/Xhf3792Pw4MEiREVCzeDgWx+SNP3oi6tai2RzEwCgvo0G3orB74TlrrvuwsmTJ/HHP/7RVSVy//79+Otf/4qjR49i5syZAQuSkIBxjmHhgtElZLOB2SN8Zdo+KioqwtmzZ/Haa6/hm2++AcDPwnnnnXdw+vRp3HTTTSJHSEKhUcKfX9ok/8tThB21llpYROZ3wjJ48GDMmzcPHR0d+Ne//gWArwhZXV2NefPmITc3N2BBEhIwQZjW7EpYgKhvZcnNzcXvfvc7mM1mrFu3DgA/GLaurg6//e1vA1IhlIQ3i9mKVhl/fiWlJoscTeBwKi10zqnN1MIijj6NGrrsssuwePFi1NTUoKmpCYmJicjMzAxUbIQEXkcQxrDIYwCOAxjjExZldI/TyM/Pxx//+Efo9Xq0tLQgPj4eqampYodFQsRQz8/ckjlsSEzWihxNAGmSoDvLL+pLLSzi8CthaW5uxpdffomjR4/CYDAAALRaLS699FLceOONSExMDGiQhASMOfCzhDiO41tZzB2d+49Cra2t2LNnD06fPo2mJr6vX61WY8iQIRg/fjwNxI8ShnoDAAk0tnZIpP1klhAAOBdABAB9GyUsYvA5YTl8+DD+93//FyaTCRKJBImJiWCMoaqqCocPH8aGDRvwhz/8gQbdkvDk6hIK8JL3QsISpV1CJ06cwD//+U+YzWZwHIeEhAQwxlBXV4cTJ05g586dePjhh2nQbRRobGwGoIEW/excUHd2CRk67LDaHZBL+1QsnvjIp4SlubkZS5YsQVxcHB599FGMHj3atUaI2WzGDz/8gH/961947bXXsHjxYmppIWGF2e2A1TnfMpBdQsL+WpqisoWltbUVH3zwAZRKJe69914MGzYMMc71lSwWC3755ResW7cO77//PubNm0ctLf2cobkdgAZJ0v41AJ1TJ0FlbUOMwwaLRIaGdhvSE2PEDiuq+JQe7tixAw6HA3/+858xbtw4jwXNFAoFxo8fjz//+c+w2+3YsWNHwIMlpE/MbvVBAjlLCIjq4nH79u2Dw+HAk08+iVGjRrmSFQCIiYnB6NGj8eSTT8Jut2Pfvn0iRkpCwdDOfynQxvS8qnZEUWvAAUi28N2dtKZQ6PmUsBw6dAg33HADkpO7H/mt0+lw/fXX4+DBg32NjZDAEqrcSqWALMBVKhXRuwDi8ePHcdVVV0Gj0XS7jVarxdixY3Hs2LHQBUZE0Wjma/Bo4/pZ64M6CQCQYmoEANTTOJaQ8ylhqaysxCWXXNLjdkOHDkVlZaXfQRESFG4DbjkuwN/+nC0sLAq7hGprazFo0KAetxs8eDBqa2tDEBERk8HG/1lJUgW4FVNs8YmAVOpaBLGeZgqFnE8JS1tbG1QqVY/bqVQqn9cMISTogrFSsyCKu4RMJhMSEhJ63C4hIaHbsv2k/zCAPxe02v41hpGTSACVFinOgbd6qsUScj4lLDabDbJeNKVLpVLYbPRmkjAThCnNAi6KV2y22WyQ9mL6qkQioetCP8fMZhjk/KDqpJR+VINFoNK4yvNTLZbQ87kjv6qqChLJxfMc6g4iYcm1UnMwW1iir0sIAOrq6nq8LtTV1YUoGiIWe0MdmpwJi1bTv1pYAACaJKSc42uPUQtL6PmcsCxbtiwYcRASdEFZqVkQ5Qsgrly5UuwQSBhoqteDcUpImAPq2AAPbA8DnFoLnbkcAI1hEYNPn6jHHnssWHEQEnyulZqDMBgwRugSir4WllmzZokdAgkTDfomAEqoHR2QSvrZtGbAuWKzEQDQbnWgzWJHfEw/quYb5nxKWK6//voghUFICLhWaqZBt4E0duxYsUMgYcLQxE+20Er6aXeJSgul3YIEhwWtkhjo222UsIQQ1RUm0cMcxBaWKB50S4jA0MJ/KUiSM5EjCQ5Oww8k1tlaAFAtllCjhIVEjxAMumVROuiWEABo7ODL8WuV/W/8CgBX8Thdh3PgLY1jCSlKWEj0COK05mgfdEsIADTa+HEryQmKHraMUGq+hSWltR4AUE8zhUKKEhYSPYJYOK6zDgu1sJDoxBhDA+PL8Sdrei4kGJFUGgBAskmY2kwtLKFECQuJGq6y+UEddGsJ/L4JiQRtLWiQ87VXknUacWMJEk4mBxISO6vdUpdQSFHCQqKHMK05GF1CUTytmRAAQKMeDQo1ACA5MQhfCsKFOsk1hqWeVmwOKUpYSPQI5rRmGsNCopxZX49WZ5VbXZxc5GiCSJ3kamFpaLfC7uifM6LCESUsJHoEtXBcdJfmJ6ShwQgAiGE2xMf03z8tXJIOWksLJGCwOQBjB7WyhEr//VQRcqFgjmGhOiwkyjUYWgEAyZwFHNcPq9wKtDpImQNJjD/X9dQtFDKUsJDoISQswWxhsVrAHI7A75+QMNfYyv8BT+6nReNcknQAOovH0Uyh0KGEhUSPYC5+GOO2TxrHQqKQ3sQXjUuK7d+l6jkhYTEJA28pYQkVSlhIVGAOe+eU46DMEorp/JkSFhKFGm38nxNdf54hBADaFACArrUOAKCn4nEhQwkLiQ4dboNhg1E4juM6u4VoajOJMsxhRwPjP/9J6niRowkyZwuLq9ottbCEDCUsJOK1Wez4vqIVv9S2w9bdFEMhiZBIAFmQplwKXU3UwkKijdGABgVfNE6XrBI5mODiFLFAXAJ0zqnNVJ4/dPrpClUkGjDGsOWkEct/rIPZzicqmYkxePqaDOQnX9Dt47ZSc9BmMFALC4lWBj0aY5xF4+Jjeti4H0jSQWc0AqBBt6FELSwkYn1yuAH/+L4WZjtDarwM8TESVLVY8Py28ziuN3luHMyFDwXC7CNKWEiUsTXUw+BsYUmOi4LvwVoddB1GAECT2Q6zjWYGhgIlLCQilZwy4qPDegDAr0el4O07BuOdOwZjeFocOmwO/PWbShhNbk21HUGswSIQEpYO08W3I6SfadIb4eCkkDAHNLH9P2HhknRIsJkQC35mVAPVYgmJsPhkbd26FevXr4fRaER2djaKi4sxdOjQbrc/cuQIPvjgA1RUVECr1eL222/HTTfd5Lr/xRdfxJEjR7o8bvTo0Zg3bx4A4NNPP8Vnn33mcb9arcY777wToGdFgqW0pg1v7q8BANx9aTLuujQZABAfI8UfJ2bhmS/OoqLZgje/r8G8Cdn8g4I5pVngbL1hHSb047JZIeXLtcFgMGDFihUoKytDTU0Npk6diuLiYo9tvvrqK7zxxhtdHvvhhx8iJiYKujKCRG/ki8ZpOSukkij49Gt14ADomAkVXALq263IVNHnJ9hET1j27NmD5cuX45FHHkFhYSG2bduGBQsWYPHixdDpdF22r6urw6uvvorJkyfj8ccfx/Hjx/Huu+9CpVJh3LhxAIA//OEPsNk6M96WlhY888wzuPrqqz32lZOTgxdeeMH1u0RCDU7hrqHdir/troKDAdcPVOH+kZ6fkTi5FM9cm4mnt5Rj3/lW7D3XgqtzEztXag5G0TgBtbAElK/XBqvVCpVKhZkzZ2LTpk3d7lepVGLp0qUet1Gy0jcNrWYgPgqKxgmSnFObLc2oUCSgnsaxhITof6E3btyISZMmYfLkya5vUDqdDiUlJV63LykpgU6nQ3FxMbKzszF58mTccMMN2LBhg2ubhIQEaDQa17/S0lIoFApXQiOQSCQe26lU/Xt0e6SzORj+tqsKTR12DNQoMPuqdK8DaAdqYzFjGN/q8o8DtWi12N1Wag5eCwvnSljag3aMaOLrtSE1NRUPPvggJk6ciLi4uG73y3Gcx3mv0WiC9AyiR0MH3zWSrOzfReMEruJx7Y0AqDx/qIjawmKz2VBWVobp06d73D5ixAgcP37c62NOnjyJESNGeNw2atQo7Ny5EzabDTJZ16e0Y8cOjB8/HrEX1N+oqanB7373O8hkMuTn52PWrFlIS0vrNl6r1QqrtTOT5jgOSqXS9XMoCceLlDU7AhHvh4fqcKTeBKVcgv+ekI1YefcXx3tH6LDnXAuqWiz49OcGPGjuAAOfVPQ2Bp9jVjr/SHaYRHtfIu1zAXiP2Z9rQ291dHRg9uzZcDgcGDhwIO655x7k5eV1u30gzvtIel/8ibXOxl9301Sx0XEtFFpYWmoA7WXQt1n75WcBCK94RU1Ympub4XA4oFarPW5Xq9UwOqeMXchoNHrd3m63o6WlBVqt1uO+U6dO4fz583jsscc8bs/Pz8ecOXOQmZkJo9GIzz//HM8//zxee+01JCYmej32mjVrPMa95OXlYeHChUhJSentUw649PR00Y7tD3/j3X+2EWuO8N9mXpw6DFcUpvb4mOeKYvHkZ4ew+YQBd6fGIg5AnDYZSRkZPh27tzE36VLQDCBeKoHWx2MEWqR9LgB4dPP4c23ojczMTMyePRu5ubkwmUzYvHkzXnjhBSxatAgZ3bxngTzvI+l96W2sDnMH6iV8sj5oQEa3r2OwhfK1ZbpkVADQtTcAAJptEp+fdyR9FoDwiFf0MSyA98ztYtnchfcxxrp9zI4dO5CTk4MhQ4Z43D569GjXz7m5uSgoKMDjjz+Or7/+GtOmTfN63BkzZnjcJxyvvr7eY8xMKHAch/T0dNTU1LiefzjrS7xmmwN/3lwGAJhaoMFQlR3V1dU9Pm6ggmFEehxKa9rxTm0cngTQ7nDA3IvH+hOzw8Y3i7c16NHRy2MEWqR9LoDOmPV6fZexKb5eG3pSUFCAgoIC1++FhYV47rnnsGXLFjz00ENeHxOI8z6S3hdfY2W1VaiP5b8oKmWsV+dmIIn22iZqkOKc2lxpaOv1846kzwIQ3HhlMplPib+oCYtKpYJEIunyjampqanLNyuBRqPpsn1zczOkUikSEhI8bjebzdi9ezfuueeeHmOJjY1Fbm7uRT90crkccrn3KqliffAYYxHxoRf4E++/D9WjptWK5DgZfjMqxafHPzAqFf/1RTm+cSTj9vgMDFLE+nz83sbM3GYJif2eRNrnAvA8h/y5NvhDIpFg8ODBqKmp6XabQJ73kfS+9Ppz31CHOmfCkhovj55roS4Vuhq+haW+zQqHw+FTMh1JnwUgPOIVddCtTCbDoEGDUFpa6nF7aWkpCgsLvT4mPz+/y/aHDh3CoEGDuoxf2bt3L2w2G6677roeY7FaraisrOzSpUTEda7JjPXH+K6g2WPTEXeRcSveDEmOxTW5iWDgsC53YojqsNCg277y59rgD8YYzp49SwNv+6Bd34AWOb9+UEp8kJa9CENcagaSzU0AALOdocVCxeOCTfRZQtOmTcP27duxY8cOVFRUYPny5dDr9ZgyZQoAYOXKlXj99ddd2990003Q6/WuOiw7duzAjh07cNttt3XZ944dOzBmzBivY1JWrFiBI0eOoK6uDidPnsT//u//wmQyYeLEicF7ssRnH5fq4WDAVdkJuDIroecHeHGns07L7pSR0Mv820dvcEqa1hxIvl4bAKC8vBzl5eXo6OhAc3MzysvLUVFR4bp/1apVOHjwIGpra1FeXo4333wT5eXlHnWciG/qG5sBAPHMiviY6JglBABIzUSMwwY149cOoxL9wSf6GJbx48ejpaUFq1evhsFgQE5ODubNm+fq1zIYDNDr9a7tU1NTMW/ePHzwwQfYunUrtFotHnzwwS5TlquqqnDs2DE8//zzXo/b2NiIpUuXorm5GSqVCvn5+XjllVdEHUBLPFU2W7D7XAsA4L4RXetu9NbgpFhcZqnFzzFp2NSRjAcDFeCFFJSwBJKv1wYAePbZZ10/l5WVYdeuXUhJScGyZcsAAG1tbXj77bdhNBoRFxeHvLw8vPTSS13GuJHeq28yAVIgRRplf7BT+UG2OmsLmmIUqG+3YlBSEFtwifgJCwAUFRWhqKjI631z5szpctuwYcOwcOHCi+4zMzMTn376abf3z50716cYSehtOmEAAIzJisdAbd8uBLc1leLnlCkoaYnDPVa7z11LvRLbOa2ZBIav14aLnfMAUFxc3KX6LembunYbkAikKsSOJLS4tEwwACntDTgdo4OeVm0OOtG7hAjxxmR1YPtpvn94WmFSn/d3RdNJZLXXod0hwbflLX3en1c0hoVEoToL/2ckNSHKqgU7W1iSW+sAgKrdhgAlLCQs7T3fgg6bA5mJcoxM775qaW9JzB2YVP09AOCrM0193p9XbqX5xR5NT0goMMZQz/hEJVXT9/M0knDxiUBcgmtqs76dEpZgo4SFhKXtZXxSccMgdWAqLHaYcF3dQXAAjtSbUNtq6fs+LxTHz5SAwwFYzIHfPyHhxtSGuhh+SZMUnUbcWMSQlgmd2QgAqKMuoaCjhIWEnYZ2K36u5btVbsgLUM0Nswk6cxOGJ/HDtr460xyY/bqLUQBS57CwtiB1OxESThrrUa/gS0GkRVkLCwBwKRnQUQtLyFDCQsLOdxX8UvWFutiA1HVgDjtg4VtUrs/lW0G+OtMU8G4bjuOAeOe06bbWgO6bkHBk0ethVDhbWKKoBotLWgZ0zlosBpMNdgd1BQcTJSwk7Ow7z7dOjMvxvqaTz8yd3TNXD9RAIeVQ1WLFqcaOwOzfXZwzYWmnhIX0f3X1RgBALLMiMSYK/5ykZkBtaYGUOeBgQKOJuoWCKQo/YSSctZjtOOzsDro6YAmLc5qxRAJlXKyrAN2+80FIKlwtLNQlRPq/emMbACCFs4TFar6hxqVmQgqGJCt/vlO3UHBRwkLCyveVrXAwYIBGgYzEAE2T7HC2pCiU4DgOV2XzScV3FUFIKpwtLIy6hEgUqHYONM2Q20WORCRC8bh2fvkQqsUSXJSwkLDS2R0UwBL6ZiFh4YvPXZGVACkHnG+yoLI5sLOFuHhnqxB1CZEoUG3mW1Uy4qOoJL8bLkEFJCS6Zgo1mKiFJZgoYSFho8PmwE/VfBPzuOwAdQcBnZVnY/mEJSFGiuFp/IyGgLey0KBbEkWqHfw5laFRihyJiDIHINmZsFALS3BRwkLCxk9VbbDYGdIS5MjTBrDOtzCGRdF5Ub3KOT7mu0CPY4mjhIVEB+ZwoEbGn0cZugCVH4hAXNYA10whGsMSXJSwkLDh6g7KTgjoAD4mdAnFdiYsY53jWI7rTTAEcmQ/dQmRKGFvMqAmll82Iz09WeRoRJQ9wK0WC7WwBBMlLCQsWO0M31fyf+QDNp1ZIHQJKToXUNTFyZGfHAsGuI4bEPF8nRdGs4RIP9dYUw+bRAaZw46UxChb+dANlzUQyUILC60nFFSUsJCwcLi2DW1WB7SxUlySEuD+cGcLC6fwXPFZmC0ktOwEgmvQLXUJkX6uqp7/I51mb4FUEn1Tml2ycl2Dbo0ddljtVDwuWChhIWFhrzNpuConEZJA13NwDbr1TISEcSyHatrRbg3QtEwqHEeiRLWRP6/SueheN4uLjYNKnQC5wwoGoJFmCgUNJSxEdHYHcw1+DVixOHcXTGsW5KhikJEoh83BcKi6PTDHollCJEpUtzprsMQ4RI5EfFzWALduIRrHEiyUsBDRHa03oclsR0KMBJelBWEBNXPXMSwAv/bPGGfV2/2BGscitLCY2vg1jAjpp6ot/J+PaK3B4o7LGghdB5+w1NNMoaChhIWITugOGpudAFkw+sI7us4SEggJyw+VrYFZuCzOreBde1vf90dImKph/BeATG30rdLcRbZbLRaaKRQ0lLAQUTHGXAlLULqD4DatWdE1YRmWGod4uQRNZntAFkPkZLLO41C3EOmnHIy5arCkp0RvDRYBX4vFCADQtwW2ejbpRAkLEdXJhg40tNsQK+MwKiM+OAfppksIAGQSDqMz+ePurwhQgkELIJJ+rqG5AxaJHFKHHakZKWKHI760LOis/PVDb6CW1WChhIWISmhduSIzATHSIH0cnbOEuNiuCQvQ2S0UsHosCcLUZkpYSP9UXaMHAKSaDZCqqIWFk0qRnMAv1qpv6XtLLfGOEhYimlB0BwFwmyXkvb7L5ZkJkHDAWaMZda0BGDDnrMXCWilhIf2TUIMlw9YS0KrUkSwlRQsA0JupDkuwUMJCRHPGYEZ1ixUxUg5XZgVwdeYLeSnN706lkOISHX9fIFpZuAQV/0Nbc5/3RUg4qjLy51SGJLprsLjTZaUBAFogh9lGU72DgRIWIprd5/gWiMsz46GUB/Gj6KU0/4UC2i0kVLulFhbST1W38VP2M6kGi0tC7gDE2vkEjmYKBQclLEQUjDHsOce3QFyTqwruwbopHOdujLNM/+HaAFS9pTEspJ+rtvK1VzIS5SJHEj64nIFIdi6CWK83ihpLf0UJCxFFudGMqhYr5BIOV2YFaXYQwBdvszibrbvpEgKAbFUM0hOcVW9r+lj1llpYSD/mYAy14JP/DKrB4sLFxkHH+C9HDZU1IkfTP1HCQkSx+2xnd1CcPIiVMs1ufewXaWHhOM7VyvJ9X6c3O1tYaMVm0h81tNtg4WT8lGbnQFPC0/EThaCnFpagoISFhBxjzDV+ZXxuEGcHAZ01WDgJII+56KbCOJYDVa1wMP9H+nPxzi6uVhp0S/qfqha+MFpaRyOkyTqRowkvukT+S5G+2SRyJP0TJSwk5M4azahqsUAu4TA2O4izgwCPsvw9Tb8clhKHOLkETR12nGzoQy0FGsNC+rGqBr4FMsOkB5IoYXGn0/E1aWhqc3BQwkJCTmhdGR3s7iCgVwNuBXIph9HOart96haiMSykH6vS85/rDGsTuFgaw+JOl8lPbdYjFsxCU74DjRIWEnLfOZOB8cEsFicQpjR3U+X2QgGZ3iy0sFjMYFZaV4T0L9XNVIOlO7pUZ/E4hRqoOidyNP0PJSwkpOrbrDhrNIMDcEUwi8UJXOsIdT9DyN0VmfHgwM9iavR3mXhlPCBxnlrUykL6map2vvZKRu++A0SVlHh+nFy7TIn2s+XiBtMPUcJCQuoHZ8tFgU4JlSLI3UFwX6m5d1dXVawMg5L4bf2d3sxxXGe3EFW7Jf2I3cFQa5MBALKoBksXSrkE8eCLxukrqkWOpv+hhIWE1IEqPmEJZu0VD64uod61sADAyHS+X/5gTR9WXaVxLKQf0rdbYYMEMocNycm06KE3uhh+wG19vUHkSPofSlhIyJhtdhyq5pOAKzND0B0EuAbdcr1sYQGAUc6Bt4eq28D8nd5MM4VIP1TVwneTppsaIEtJEzma8KRLUAAA9M0d/l8/iFcysQMAgK1bt2L9+vUwGo3Izs5GcXExhg4d2u32R44cwQcffICKigpotVrcfvvtuOmmm1z3f/XVV3jjjTe6PO7DDz9ETExnLQ5fj0v65qfzRpjtDFqlDHlaRWgO2sPCh94MTVEiRsqh0WRDWUMb/JoH4bZiM61l6z9fzlGDwYAVK1agrKwMNTU1mDp1KoqLi7tst2/fPnzyySeora1FWloaZs2ahbFjxwb5mfQPVc38IPIMkx7QjRA5mvCk0yYAjc1okMYBjXogOUXskPoN0VtY9uzZg+XLl2PmzJlYuHAhhg4digULFkCv13vdvq6uDq+++iqGDh2KhQsXYsaMGXj//fexb98+j+2USiXefvttj3/uyYqvxyV9t/tMAwDnwNZQLUnfi4UPLxQjlWBYCp/g7D/rX7MuJ7SwUPE4v/l6jlqtVqhUKsycORMDBgzwus2JEyewZMkSTJgwAYsWLcKECROwePFinDx5MphPpd+oauLPJz5hoRYWb1IS+L8z9bFaoOqsyNH0L6InLBs3bsSkSZMwefJk1zconU6HkpISr9uXlJRAp9OhuLgY2dnZmDx5Mm644QZs2LDBYzuO46DRaDz+9eW4pO+EP/6XZ4Zo/ArgNkvItykNI53dQvvLG/07rlDtlrqE/ObrOZqamooHH3wQEydORFyc93axTZs2YcSIEZgxYwaysrIwY8YMXHbZZdi0aVMwn0q/Ud3Id+lmWJs7x2kRD2nOhKU2NgmskhKWQBK1S8hms6GsrAzTp0/3uH3EiBE4fvy418ecPHkSI0Z4NkWOGjUKO3fuhM1mg0zGP6WOjg7Mnj0bDocDAwcOxD333IO8vDy/jwvw3+Cs1s6prhzHQalUun4OJeF4oT6uv4wddpTp+YvdiLQQtrAIY1h6UenW3aiMBHzwUz1+OG+EzZEKmcS3eLmERDAAaGsJ6XsUaZ8LwHvM/p6jPTlx4gRuvfVWj9tGjhyJzZs3d/uYQJz3kfS+XCzW6hYrAAkyFQ5IJKJ/3wUQfq+tkLDUxWqBquNd4gq3eHsSTvGKmrA0NzfD4XBArfYcba5Wq2E0Gr0+xmg0et3ebrejpaUFWq0WmZmZmD17NnJzc2EymbB582a88MILWLRoETIyMvw6LgCsWbMGn332mev3vLw8LFy4ECkp4vVRpqeni3ZsXxw+VgsAyE9JQGFeTsiOq+cAEwBVajoSMzJ6/bi0dAbtVxUwtFtR74jF5Vm+LfLWmpUDAwCFzYoUH44bKJHyuXCn03WWeff3HO2J0Wjs0tqq0WhCdt5H0vtyYaw2hwO1liMAgLzkBGSI8Lm+mHB5bRUqC4ByNCjUYBW13b5O4RJvb4VDvGEx6NZb5naxbO7C+4SR2MLtBQUFKCgocN1fWFiI5557Dlu2bMFDDz3k93FnzJiBadOmddm2vr4eNput28cFA8dxSE9PR01NTUSMRP/2GL/c+tDkGFRXh64+gd3Ad+k0my1o9fG4w1OV+Kbcih2/nEeGzLe1hRw2vrhWR0N9SJ9vpH0ugM6Y9Xq9R9Ii3Odt+0BijAX9vI+k96W7WKtbLLCDQ4zdivh4RUg/1xcTbq8tYwwKCWB2SFBVZ4C0sgKcpLPmVLjF25NgxiuTyXxK/EVNWFQqFSQSSZdvN01NTV2+WQm8fRtqbm6GVCpFQoL3qbISiQSDBw9GTU2N38cFALlcDrnce7EksT54jLGI+NAfdtY0GZ4WF9J4mclZ/E2p9Pm4I9Lj8U15Mw5Wt+G+ET4u8uZWh0WM9ydSPhfu3OP19xztibfrRyjP+0h6Xy6MtaqZL8Wf1tEASVZa2D2PcHpt0xJjcK7JglpZIrLraoC0zC7bhFO8vREO8YraCSmTyTBo0CCUlpZ63F5aWorCwkKvj8nPz++y/aFDhzBo0CDX+JULMcZw9uxZV1OwP8cl/mtot6KyxQIJB1yaFuLF0kzO4m9K3wf6Cgshnmwwoc1i9+3BCVTpti+CdY4WFBTg8OHDXfbp3iJLvKtqcU5pbteDoxlCF+UaeKtMAmjgbcCIPmpq2rRp2L59O3bs2IGKigosX74cer0eU6ZMAQCsXLkSr7/+umv7m266CXq93lWHZceOHdixYwduu+021zarVq3CwYMHUVtbi/Lycrz55psoLy/3qNXS03FJ4Byu5Vs5CtMSkRAT/HL8HlwtLL4nSinxcuRqlXAw4OdaH8v0u0rzt4E5HD4fm/h+bQCA8vJylJeXo6OjA83NzSgvL0dFRYXr/ltuuQWHDh3C2rVrUVlZibVr1+Lw4cNdBuKSroSicZk0pblH6Ql8i1xdbBIYLYIYMKKPYRk/fjxaWlqwevVqGAwG5OTkYN68ea5+LYPB4FF3ITU1FfPmzcMHH3yArVu3QqvV4sEHH8S4ceNc27S1teHtt9+G0WhEXFwc8vLy8NJLL2HIkCG9Pi4JHCFhuTLHt4GrAdGHFhYAGDMgCecMlThU04arfFldWmhhYQ4+BpoC6jNfrw0A8Oyzz7p+Lisrw65du5CSkoJly5YB4MezzZ07Fx9//DE++eQTpKenY+7cucjPzw/dE4tQ1Ub+PM4w6YHkVJGjCW9pzoSlRplEtVgCSPSEBQCKiopQVFTk9b45c+Z0uW3YsGFYuHBht/srLi72WuHSl+OSwBESlitytQAsITsus9kAi/N4frSwAMDYAVqsPljp80KInEzOrxBtNvHrCVHC4hdfrw2ffvppj/scN26cxxcc0jtVTfwYlgyYwPlQOToapbm3sFR+I3I0/YfoXUKkf6tttaC21QopB4zKDvFiaSa3JCPWv4TlylwtOAAVzRbo2609bu+B1hMi/YTNwVDXwQ+4zIgPcbduBEp3Kx6H2kowm4/XDuIVJSwkqITWlfxkJeJjQtygJ3QHxSjAdTMguyeqWDmGJPNVckt9bGVBvHPWGiUsJMLVtlrhAAeF3YJkLbUW9iTV2cLSJo9DKxcD1IbHFPBIRwkLCSohYRmeHuLZQYDbgNu+LQUwMr1z9WafCAsgUsJCIly1c4ZQukkPLj1L5GjCX6xMAk0s3xJVG5sERuNYAoISFhI0jDEcdrZKjEgL4fpBAqGFJa5vxx7lnN58qKbNpzoEnFstFkIimWtKs0kPpGeLHE1kEMax0NTmwKGEhQRNdYsVDSYbZBIOl6SIMEivD1Oa3V2SokSMlIOhw47zTT4MGnaNYWnt0/EJEVtVM/+5z2ynFpbeEmqx1MQm0yKIAUIJCwkaV/0VXSwUstB/1Fi7MKW5bwlLjFSCYan8Pg7V+NAtFEfF40j/UGXkVz3PMOmBNEpYeiMrkU9YKuNSqIUlQChhIUFzuLazHL8onF1CXB/HsADAyHQ/EhZqYSH9RHUzv5ZWuswGThErcjSRIVvNJywV8amAvhbM7Nt6ZKQrSlhIUDDGOgfcijF+BQAC1MICAKOcA28P15pgc/RyHItzlhCjMSwkglntDtTzJViQpVaIG0wEyVY5W1jinesuVZ0XOaLIRwkLCYrKZguMHXbESDkU6ET6RibMzklQ9XlXA7UKJCqk6LA5cFJv6tVjuHiVZxyERKDqVisYOMTZTNCkU0n+3spSxUDCAe3SWBhiVGCV5WKHFPEoYSFB0Tl+RYkYqUgfs1bn2JEAJCwSjsOINKFbqJf1WKgOC+kHhAG3Ge16cNkDRI4mcsilEtdMoYq4VBrHEgCUsJCg6OwOEmn8Cty6YhICU+hKmN78Y3Uvx6TQGBbSD7hmCJn04LIGihtMhMlW8V1oFfGpNFMoAChhIQHHGMPPdXzCcpmICYvQwsIFoIUFAC7P5BOWE/oONHXYen6AUIfF1AZmtwckBkJCrbKRT/wzTHogM1fkaCJLjjDwNi4VqCgXN5h+gBIWEnDnmyxoEsavJIs4oyCAY1gAQBcnR55WAQbgh6pezBaKS+j8uZ1aWUhkqmrgP+uZMis4BQ269YUw8LYiLhVoaQJrNoobUISjhIUEnNAddEmKEnKxxq8AbmNYArf2yZgsPgk5UNlzAsJJpZ3LAtBMIRKhqtodAICs5IQetiQXynbOqqpIyOBvoG6hPqGEhQRcWIxfsVoAoe5BgFpYAOBKZ8LyU3UbrPZeTG+mFZtJBGuz2GFk/MDRjOx0kaOJPEILi1EejzZZLM0U6iNKWEhAORjDL3XiJyyuFg2JpM+LH7rLT46FWiFFu9WBo/W9mC0URzOFSOQSBtxqLC1IGDxE5GgiT3yMFMlKfqV4fqbQOZEjimyUsJCAOmc0o9lsh0LKYUiSCOsHCYTuoPhEcBwXsN1KOA5X+NAtJLSw0IrNJBJV1jQA4GcIIXewyNFEJmHg7bn4dJop1EeUsJCAEmYHDU2Ng1wauETBZwGswXKhMVl8i833lT0PvKUVm0kkq6qoBwBkcB004NZPeVp+4kFZQiZQdQ7M4RA5oshFCQsJKNf4lVQRu4MAMGMj/4MmKeD7HpURD5kEqGqxoLK5h9Wb46kWC4lc1QY+Kc9KkIkcSeQanORMWBKz+XF1+lqRI4pclLCQgHEwhl+EhCVd3IQFRr4pmwtCwhInl+JSZ0LWY7dQPK3YTCLXeTP/JyIzVSNuIBFMSFjOJmTCzklo4G0fUMJCAuas0YwWiwOxMs51korG1cKSHJTd93p6M1W7JRHKZrOhQsp/fgcMyhI5msiVniiHUiaBRSJzFpCjcSz+ooSFBEypc42dYSlxkElEHL+C4HYJAZ3Tm3+pa0eb5SJVbIUVm2nQLYkw1afPwSqRQ2G3IG0QVbj1l4TjMDiJH/9TlpAFVnFG5IgiFyUsJGB+qub7u4U1d0QVxC4hAMhIjEG2KgZ21vm8vaEVm0mkKj9ZDgDIcbRAKqUxLH0xyDWOJQvs7CmRo4lclLCQgLDYHa76K6PDImEJbpcQ0NnK8v3FuoWEFZtplhCJMGdrjACAAfHitpb2B0IX+enELEBfB3tLk8gRRSZKWEhAHKkzwWJnSFbKXHUHxMIcDqDJwP8SpBYWABjrTFh+qGqD3dFN1Vsaw0IiELPbcdZZF3FAZvDOoWghJCzlCVmwg4P19HGRI4pMlLCQgHDvDgpkoTa/tDYDdhvAcYBKG7TDXJKiRHyMBC1mO07oTd43EmYJmU1gNmvQYiEkkKxnTuJcbAoAYMBAGnDbV5mJMVBIOXRIY1AdlwLLqaNihxSRKGEhARFe41ec3UGJanCy4PW9SyUcrsjooVtIGc8vDwAALTS1mUQGw8EfUKPkW1YGilmxup+QSjpnTh5X5cJy+pjIEUUmSlhInzWabDhrNIMDMErs+isA0BTcGULurnRWvT3QTdVbTiLprLZL/dYkQpw6cgKMk0DF2aBR0oDbQLgkhU/8jqkHwnqKuoT8QQkL6bMfq/jWhcFJsVDFin9xYwZ+hhDUwU9YLs9MgIQDzjaZUdvaTdVblYb/nxIWEgGY3Y5TVUYAwACVXNxg+pGhQsKiGgBb1Tmw9p6X9iCeKGEhfbbvPD8D5qrsBJEjcXJ2CXHa4M0QEiQqpK4LUXetLEhUAwBYszHo8RDSZ2dP4WwMP/ZrQJpa5GD6j0tS+Nbnyvg0tMjigPNlIkcUeShhIX3SbrXjYDU/neCqnESRo3ESuoRC0MIC9Dy9mUvU8D+0GEMSDyF9wY6VoiyRH2ibJ3bF6n5EpZAiW8XPoDymHgB29rTIEUUeSlhIn/xU1QargyEjUY5ckaczC1xdQiEYwwJ0Tm8+XNuOdquXqrcq57fUZuoSIuHPduwwTidmAwDyk2nAbSC5j2NhZ06IHE3koYSF9Mm+Cr5VYVx2ovjTmQVNoesSAoAsVQzSE+SwORgOOVubPDi7hGgMCwl3zGpFRWU9OqQKxErhahEggdE5jmUg2BkaeOsrSliI36x2hh+c3SBX5YTJ+BWgc1pziLqEOI7rXAyxyku3kDCGhRIWEu7OnMBJZToAYEiyElKR1wTrb4QWllOqbFgbGsCaDSJHFFnEn9IBYOvWrVi/fj2MRiOys7NRXFyMoUOHdrv9kSNH8MEHH6CiogJarRa33347brrpJtf927ZtwzfffIPz588DAAYNGoRZs2ZhyJAhrm0+/fRTfPbZZx77VavVeOeddwL87PqvQzVtaLM6oI2VolAXHk3HzGbrbMkIUZcQAFyRlYANxw34oaoNjDGP1iZOpQUDABp067NAXxu++uorvPHGG10e9+GHHyImhloT2LFSnFTxCx1Sd1DgZSXGQK2QoskMnFLl4NKyE8Coq8QOK2KInrDs2bMHy5cvxyOPPILCwkJs27YNCxYswOLFi6HT6bpsX1dXh1dffRWTJ0/G448/juPHj+Pdd9+FSqXCuHHjAPAXrWuuuQaFhYWQy+VYt24d/vKXv+C1115DUlLnH7GcnBy88MILrt8lEmpw8sVXZ/jE4JoBKkjCpTuo2QAwBkhlnfVPQuCyVCUUUg4Gkw1nDGbXYmcAOsewUAuLT4JxbQAApVKJpUuXejyWkhUeO34YR9V8gjc0NQxqKvUzHMdheHocdp1tQalmCIadOQGOEpZeE/0v9MaNGzFp0iRMnjzZ9Q1Kp9OhpKTE6/YlJSXQ6XQoLi5GdnY2Jk+ejBtuuAEbNmxwbfPEE0+gqKgIAwcORFZWFh599FEwxnD48GGPfUkkEmg0Gtc/lSp0f+AiXbvVju+c41euzwuj183VHaTli7aFiFwqwUhnld8u3ULCGJZmIxjrZs0h0kUwrg0A/0fD/bzXaDQheDbhj1nMaDl3Fufj+S6hYSnUwhIMI9L568Rh7RAaeOsjUVtYbDYbysrKMH36dI/bR4wYgePHvQ9IOnnyJEaMGOFx26hRo7Bz507YbDbIvJRiN5vNsNlsSEjwHGdRU1OD3/3ud5DJZMjPz8esWbOQlpbWbbxWqxVWa+d6MBzHQalUun4OJeF4Yg103Xu+FRY7Q7YqBvnJyh7jCFW8zNhZ5bavx/I15iszE7C/ohU/VLbhnuEpnXcIheNsVnDmDnDK4H1zFftz4Q9vMQfz2tDR0YHZs2fD4XBg4MCBuOeee5CXl9dtfIE47yPhfWFlx3E0PgcAkJcUB7VSHhEJdiS8tu5GpvN/h06octHxw0eIZyykX658FU6vr6gJS3NzMxwOB9Rqz+JEarUaRqPR62OMRqPX7e12O1paWqDVdl3s7t///jeSkpIwfPhw1235+fmYM2cOMjMzYTQa8fnnn+P555/Ha6+9hsRE7/VE1qxZ4zHuJS8vDwsXLkRKSorX7UMhPT1dlOPu+aYaAHD7yGxkZmb2+nHBjreF2WAEoMzIgi4jIyD77G3MU+O1eGN/DY7rTVCqk6GJ6+xmqIhVgnWYkBIbA3mA4roYsT4XfeHezROsa0NmZiZmz56N3NxcmEwmbN68GS+88AIWLVqEjG7el0Ce9+H8vjR9uQY/awYDAEZla8I6Vm8iJd70dIb0xPOoaQGOxqRhqt0MedYgscPqUTi8vqKPYQG8Z24Xy+YuvE/4FuDtMevWrcPu3bvx4osvevRTjx492vVzbm4uCgoK8Pjjj+Prr7/GtGnTvB53xowZHvcJx6uvr4fNZus23mDgOA7p6emoqakJ+beg+jYrfjhnBABcnixBdXV1j48JVbz2c+UAgA5FXK/iuhh/Yh6gUeCs0YwvDpZhYl7nH0+WqAY6TKg/fRIcF7zTTszPhb+EmPV6fZexKYG+NhQUFKCgoMB1f2FhIZ577jls2bIFDz30kNd9BuK8j4T3xXZgDw4m3QoAuGpgUljH6i4SXlt3HMdhzIAkbPi5Goe1g3HFd7shkYdv91swX1+ZTOZT4i9qwqJSqSCRSLp8Y2pqauryTUmg0Wi6bN/c3AypVNqly2f9+vVYs2YNXnjhBQwYMOCiscTGxiI3N/eif+Tkcjnkcu9ra4h1ojDGQn7snWVGMPADTVPiZT4dP+jxGvT8/5qkgB3Hl5ivzIzHWaMZ31e2YsJAt7E9iWqgvoYvzx+C90uMz0Vfuccb7GuDQCKRYPDgwaipqek2rkCe9+H6vrCOdtRV16MiJw0SDhg7QItWgz4sY+1OuL623lyZq3UmLPlgZcfBrpksdkg9CofXV9SOM5lMhkGDBqG0tNTj9tLSUhQWFnp9TH5+fpftDx06hEGDBnmMX1m/fj1Wr16NP/7xjxg8eHCPsVitVlRWVnrtUiKdGGPYUdYMALhhUPitM9I5hiU0ReMudIWzHstPVa2wO9xOblctFqMIUUWeYF4b3DHGcPbsWRp4e/IoDqr5sg+FOiUSY2nRw2AaM4D/O1OWkAnj2bMiRxM5RB/pM23aNGzfvh07duxARUUFli9fDr1ejylTpgAAVq5ciddff921/U033QS9Xu+qtbBjxw7s2LEDt912m2ubdevW4eOPP8Zjjz2G1NRUGI1GGI1GdHR0uLZZsWIFjhw5grq6Opw8eRL/+7//C5PJhIkTJ4buyUegEw0dqGqxQCHlMD43TNYOcicsfBjCGizuLtEpER8jQYvFgZMNnZ83Thh4S7VYei0Y14ZVq1bh4MGDqK2tRXl5Od58802Ul5d71GqJRux4KX5K4rvKLs8MoyKQ/VRKggJ5KhkYJ8FP5jgws1nskCKC6GNYxo8fj5aWFqxevRoGgwE5OTmYN2+eq1/LYDBAr9e7tk9NTcW8efPwwQcfYOvWrdBqtXjwwQc96iyUlJTAZrPhtdde8zjWXXfdhV/96lcAgMbGRixduhTNzc1QqVTIz8/HK6+8IuoA2kiwo4yvJXJ1TiLi5FKRo/HCbZaQGKQSDqMz4rHrbAsOVLa6Klu6T20mvROMa0NbWxvefvttGI1GxMXFIS8vDy+99JJHUcloZD32M0pzfg0AuDwzXuRoosOYXDXO/NyAA0mXYNLZU0DBpWKHFPZET1gAoKioCEVFRV7vmzNnTpfbhg0bhoULF3a7v2XLlvV4zLlz5/Y6PsKz2h349mwYdweZOwBTG/+LSF1CAHBFZgJ2nW3BD1Wt+I9RzgTY2cLCKGHxSaCvDcXFxSguLg5UeP0Ca2vB8SY7THmxUMVwGEwrNIfElVmJ+PTnBhxMKoD11FHEUMLSI9G7hEjk2F/ZijaLA8lKGYanhWEVTOeih1DEArHijbq/PDMeHIAygxkN7Xz9DlcXVROtHULCzPHD2J88DAAwOjMxfKpW93P5ybFQcTa0y5Q4Wl4vdjgRgRIW0ms7nd1B1+epwnNRNEPnoodiFjnSxMowJJn/lrrfWQ3YtRCj0GVFSJiwHz2EvSl8jaqrw3FcWj8llXC4IoUf3HygXQHmcIgcUfijhIX0itFkww9VfHfLpDDsDgIAZmzgfxBp/Iq78Tn8hX/PuRb+BrVz9pmxUfSpgYS4O3mmFvpYLWIlDJdn0PiVULpyCF9Z/Qf1EKCKZgv1hBIW0itflzfDwfhmzGy1QuxwvHPWYOG04o1fEVwzgE9Yfq5rh9Fk60yibFagvU3EyAjpxBrqsUfGV/gdkxkPhYz+JITS6KxESJkDlXGpqDp6Uuxwwh59Okmv7HSuzByurSsAgEbnjJGkriv5hlpaQgzyk2PhYMCe8y3g5DFAnHO6KHULkTDhcOsOGp+nETeYKBQfI8UwGf8F5sD5ZpGjCX+UsJAenTF04IzBDJkEuHZAGK3MfAEmVLnVhsfU9GudrSy7nTOrXK0sTZSwkPBw8ng56mOToIAdV1D9FVFcmcFPEDhgSaDu4h5QwkJ6JAy2HZOVAJUiDGuvCAz8GBYuDFpYAGB8Dp/c/VJn4mcLORMWRi0sJAwwxrCjhf9jOTaJo+4gkYy5dCAA4Jf4HLT2cf2z/o4+oeSibA6Gr8vDt/aKh0bn1EBteCQsqQlyXKJTgoEvuMcJA2+phYWEAcv5s9ilGQoAmHxZlsjRRK8sXQJyLY2wS6T4vrRM7HDCGiUs5KJ+rGqFscMOtUIa1k3GzGoFWviWoHAYwyIoytcAALaeNMKuplosJHzsKy1DmzwOOnsbRmSFb1dvNBiXwJfm31djFTmS8EYJC7mobac7a6/IwrH2ikAYvxITA8SHTy2JawckIjFGgvp2G36MzQHgNv2aEBHtqOcv/zcktIdnXaUoMq6Qn6n1k1QHk4WSlu5QwkK6Zeyw4UAlX/hs8mCNuMH0REhYNDpRi8ZdKEYqcb12X1idLT80hoWIrLaxFYfkqQCAScOpO0hsecOGIK3DAItEjp8OnRY7nLBFCQvp1tdnmv9/e3ceH1V973/8dWbLQvaNJCQQAoRNgmiNyFIUFLmIWqygpVYQxfYCFtr6s6KtglW89dfFW6m2FSzWSgVRVNQKJqhVFBDBBBIWIZBAyMIkmUyWSTLLuX9MGAhJIIlJzhnyeT4eeYScOZN5k8z3m+/5nu+Cu2ntlQEROl17pYmqoynN55vWdFtob62FU0ExUC7LcAttvb/rCKpiYFRNAQmDB2odp9czmExkKN6e1y+OyQVNW6TBIlqlqiqZR20ATNH7YFvwDbhVdDLg9lwJoRau6tcHFXh9wBSoqvCOuRFCA/UuDx9avbP9bg6r0VWPZG92TbJ3jODuhj443TK9uTXSYBGtyi6po7CqkQCjwsQUPxiQV17m/Rwdp22ONtwxytuQ+rTvGIoCY6BSelmENrYdraRWMRPvsPKdy4doHUc0GTZmOBENduoMAewrlHFurZEGi2jV2we83ZLXDwonxKLjtVeaqGVN6xf0TdA2SBuGRAdxVb8QPIqB11OmgLVM60iiF/KoKu/u9773bir7EkPaSI0TiTOMMX3JcHj3E9q+r1DjNPokDRbRQqGtgT3FtSjAzcO030iwXZoaLEqsPhssAHPSm3pZ4i4nv1imNouet/NEDUX1CsEuB1P6GlCM+r8Y6U3Gx3vHCn5RZaLRLbs3n08aLKKFtw96e1fGJoeQEGrROM3FqQ0NZ2cJxSVqG+YCUqMCmUAZqmLgxTJZhlv0LFVV2bDfW06mF31O8JgMjROJ812WcRnR9TZqDRa+PC6Db88nDRbRTHF1o28p/luH+0nvirXE+zm4D4ToZw2W1syNribA3cgBT6hvBWEhesLe4lryKxsIcDcyo3IvpH9H60jiPMakgXy39ggAH2Wf0DiN/kiDRTTzj69P41bhioQ+DI8N1jpO+5Sc9H6OTdD9jIfYpAS+X5AFwNq9p6lpdGucSPQWr+/3DuScemoH4VdkoJjMGicS51MUhWsHeic57KkLwF7v0jiRvkiDRfh8ebKGzwurMShw9xh97HjcHmqB94pE6Z+qcZJ2SEjm1hP/IaHOSqXDxZqvZPCt6H65pXXknXZg8ri49cR/UK6drnUk0YYB48eRWn0St2LgkxwZfHsuabAIAOqcbl7Y5b21csuwKAZGBmqcqP3U494GCymDtQ3SHlExmC0WFh9cj4J3U8QzqwkL0V025Hp7VyaX7CZq2FCUhCSNE4m2KFExTDZ6lz147xsbHhnr5iMNFgHAmq/KKHe4iA8x+2az+ANVVeFMD8sA/a8poSgKJCQx3F7AzZEOAFbtLMEmXb+im3xT7uDr4loMqpuZhR9huGm21pHERUy5ZgTBLgfFBLPrG+mFPUMaLIIPj9jIPFqFAiweG0+AyY/eFoVHoa7Wu+lhv/5ap2kXpf8gAObU5JAcbqHS4eL320/h9siVlOh6r+/zzgyaWPo18aMuQ0kdqnEicTFBI9OZVn0AgHW7i6RuaOJHf5lEd/im3MFfvywFvOuEjOrbR+NEHaPu+AQAJd2PBhE2/cGwHDvAQxP7EWBUyCmp8005FaKrHK+sZ2dRLYrq4ftlO1Fmz9c6kmgHRVGYOXYQwS4HBWowmfuLtI6kC9Jg6cWKqxt58uOTOD0qGUkh3H5ZtNaROkT1uFG//BQA5epJGqdpP2VQ0xVuwRGS+xhZeHU8AOv3lbO3uFbDZOJSs/HDvQBcbc2l/x13okT4VxnvzUKvzOCO6mwA1uZUUlYj+49Jg6WXsjlcLN92Alu9m4GRASy9JgGDzqcEt3BwH1RVQJ9QuOwKrdO0X1yid70YZyPkH+TageHcODgCFfj99lOU1jRqnVBcAo5kbuNTZyQAs4aFo1wxTuNEoiMURWHG9HGk2QuoU8z85oPD1PbyZRCkwdILldc5eTSzkJIaJ31DzDx2XTJ9/GC/oPOpO5tuB1053n9uBwGKwYBy2ZUAqNlfAnDfd+IYHBVIdYObpz4pwuGUZblF56l7d/CPA97ZZxON5QyeNlXjRKIzTKlpPBh9mogGO4UNRn6bld+rd3KWBksvU1rTyCMfFnLS3kh0sIkVk5OJCjJpHavD1MYG1D2fA6Bc/V2N03RCundZdPXrHaiqisVoYNmkfkQGGimwNfDsF6dkOqPoFPXwfvZseJPsqDRMqoe7bpIVbf1Z3MzZPFqeRYC7kewKN898XICzl+4zJA2WXmRfaS2/+KCAkhon8SFmnr6hv1/sFdSqfbuh3gFRMTB4hNZpOkwZdQUEBHk3bTycC0BMsJllk5IwGRR2nKjh1WwZhCs6Rj15HMfzv+XF1JsBmDY0ivjQAI1TiW9DMVsYcv9PeKjgbcweJ7tK6vmfbb2z0SINll7i34creTzrBNUNbgZHBbLyhv70DfHTxgrgOTM7KGMSisH/3sZKYLBvoLAn8x3f8aExQSxqGoS7Mbectw/IBmiifVRrKe5nl7Om3/UUB8cSFWjkB+n+s2K1aJsSHsmV8+9m2ZH1WNxOdpc1sPLD/F63o7P/1fSiQ1welRd2lfCXL0txq/DdlDBW3tCf6GD/GfNxPrW6CvZ5x34oY6/VNsy3oEyZAYoCX+/wbS8AMDk1nLtGexfve2lPGe8eqpCdncUFqdV23M8uZ33klWQmXo0C/HRcIiEB/jc2TbRO6TeAK/77Jzxa8CYWdyN7yl08tTmXBlfvabRIg+USVlXv4vGsQj74xoYC3H15LD8fl+BfC8O1Qt35MbjdMGAwSr8BWsfpNCWx/9lelrdebfbY7SOjmdm0W/aLu8tYtbOk111NifZRa2so+fPv+f8xk9mQcgMA86+MY0yCf62pJC5OiU9i9AMP8KvyTALcjXxda+bJ17+kvqF3THn2779cok2HrQ4e/KCA/WUOgkwGHp2UxPdHRut+N+OLUVUV9bNMAJTx12uc5ttTbr4TDAbY/xVq3tdnjysKc8fEMvfyWAwKZB6tYtHmfLblV8mqlwIAp1vli0PFrPznf1jUbzY7YkdhVODHV/XllmFRWscT3USJiCL9gQd4zHKQQHcDOZ5wfvPPT3EUndA6WreTBsslxulW2bi/nIe3FlBW6yQh1Mwz0wZwVVKI1tG6Rs6XUFQAlgCUDD+cHXQeJS4RZdJ/AeB59QXUxoazjykKt42M5rHrvDO5ympd/O8XxSx46yjrck5zurZ3XFWJs1RVJb+inhd3lzJ/40H+Z3cVu0JScRuMjIow8LtpKUxPi9Q6puhmisnMZXfO5vGB9QS6G9gfmMivNh+i6M3XUR11WsfrNv43n1W0qqbRzReF1WzYX05Z0x+y8f1DWZgRf8ncx1Zra/CsXw14x38ofS6NRpgy80eoe7+AsmLUl1fB/KUoxrO/szEJffjLLam8e6iStw5UUO5wsX5fOa/vL+eKhD5MHRLBdxJDMBr8u/dMtM3mcPHJcTvb8qs4bjvTqFWIbLAzyX6QKbdcR//UZE0zip43YuLVLE8s5jefn+ZIaBI/r47lh8/+jRsHhWMZdy30S/H7XvVz6aLBsmXLFt555x1sNhtJSUnMmzeP4cOHt3l+Xl4eL7/8MidPniQyMpJbbrmFqVObL4y0Y8cO1q9fT2lpKX379uUHP/gBGRkZ3+p19cDlUSmpaeSU3Un1CScHi6ycqGrgsNXBmfWEIgON3D0mjusGhl0yb1a1rBjP8yvhdAlEx6Hc+H2tI3UZJSgYwz1L8fzvctRdn6CWncJw6xwYMcY3AyrAZOD7I6O5ZVgkX5yoYesRG/tK69h9qpbdp2qJCjIxfkAoEweEEx9/6dwy0qpu0AOn28Puolqy8m18VVSDB29ZNnlcZFhzmVz6FZcPS8Z0/z0owZdG41103PBBCTzbN5pnPzxEbl0Aa/pP4117OTNWb2Ci4xjhqamQlIKSlAJJKRAV67d/FxRV4+kHn3/+Oc899xz33XcfQ4cOJTMzk6ysLP74xz8SExPT4vyysjJ+8YtfMGXKFK6//noOHTrE6tWrWbJkCWPHjgXg8OHDPPbYY9xxxx1kZGSwa9cuNmzYwBNPPMGQIUM69boXcvr0aZzOruued3tUyutclNQ0UlLjpMjeSJG9gSK79+u2hjAkh1uYnBrOTWmRuhtYqygKCQkJFBcXd2jGi6qqqLu3o76yChx1EB6JYekKb+HrZp3N3Fnq3h14Xvqjd30Z8DbMxk1GuXI8JCS3mL5dZG9k6xEb2/KrsDecXbI7NsRCWlQAw2KDGBQVSEKohchAo24rqTM/59OnTxMbe3YarlZ1Q3t1pNy3971kb3Czr7SWL/Ir2F3swOE5+zsbYi9gcslXjK88QOjoMSjTZ6EkdH2vSk+/778tyevl9qhsOVzBhuxSKl3eusLocTOkupDhVcdJqLMSV19JtOogNCKMkNgYjHEJ0DcRpW8ihEVAaBgEBDWrK7rz52s2m5uV+YvRvIfl3XffZfLkyUyZMgWAefPmkZ2dzdatW5kzZ06L87du3UpMTAzz5s0DICkpiaNHj7J582ZfpfTee++Rnp7OzJkzAZg5cyZ5eXm89957LF26tFOv21mVDhcHTztwqypuj4pbBY+q4vZ4e0tqGt1UN3g/bPUuSmudlNU4udDqy4EmhcRQC4P6hhNt9pAYamZIdBCJYf67roqatxe1tsb7x7rBAZXlqGUlUHwCSpt2Kh08HMOC/4cS1bEGpb9QxozF8JsXULe8ibo9C8rLUDe/hrr5NTCZvYvkRcd5//9RsSRExzEvMIgfXhHLXks/thdUs+tkDadrGjld08j2wmrf97YYFaKCTPSxGAg2Gwk2GwgwGTAZwGRQWv0wGhRMBjAoCgr49poyKN7Z2GeOKwpNnxXvY03/Vs4512hQuDoptEM/D63qhq6gHvsGKspQXS5wu1E8brZ4IrDV1NLoUnG63DidThob3VS4DZSoARQrfSgyR5zzXRSiGmxMKt3LdbY8kgenwIyJKOk/RwkI7LKs4tJgNChMHxbN5MGRZB2tIuuojaOVDRwMH8jB8IGtPifY7iC0vI6Q7BOEuA5j8TgxomJUmsq+wYDRaMBiNqEARqMBo8mI0WTCZDFhNJsxGw2Ym+oMixHMfUIwxPdDUSA+xEJqVNe9VzVtsLhcLvLz8/ne977X7Hh6ejqHDh1q9TnffPMN6enpzY5dfvnlfPTRR7hcLkwmE4cPH+amm25qds7o0aN5//33O/26AE6ns9kVlaIoBAUFYTK1/WMst7nYdKiqzcebMxAWFEBYUABGA0QHmYkKNhEXYiauj4W4YDOxISYiAk0oikJMTAxWq9VvrirA26JuLa/743+DvbLlE0NCIHwkyrjJGL47zTujpodcLHO3iO0Ld/033Hkf6sF9qDlfohYe9W6UCNBYDyUnvR9NTOkZTLh1JBMGRuHyQKUngOyCUo5XNlBc3Yit3tWsV65RhcZGoLHnpkkHmBQmDGx95sqZn/O55UiruqE1nSn3nv27UXP3NDv2rysW4TInQBtLIIUAQ4G4+gpGVB1nlKeC/ikxGG/8L5TkRWDsmbFomrzvvwXJ25zZDN+7LI7vXRaHtc7F0fJ6TtjrqahzUeFwUuVwUe/rkD17K7G+6eNbcQN2wG4HYPyAUIb2bftC5UJlqNXzv0W0b81ut+PxeAgPD292PDw8HJvN1upzbDZbq+e73W6qq6uJjIzEZrMRERHR7JyIiAjf9+zM6wJs2rSJjRs3+r4eP348S5YsITKy7VH5sbHw3RH923z82+ro7SuttZn3yVU9G6QDNPsZJyTCdTd2/GnAiISwrs/Tzc4tR1rVDa3pTLnnx79ocWht22fr0iVTt+hUT+SNBYb771JVLehioENr99YvdL/9/MfOtFIv9BxVVVs83tHXnTlzJmvXrvV9LFiwoEvHrnSEw+Hgl7/8JQ6HQ5PX7yh/ywuSuadcKLNWdcO5uqLc+9PvxZ+yguTtbnrKq2kPS1hYGAaDocXVTVVVVYsrpTNauxqy2+0YjUZCQkLaPOfc79mZ1wVvF57ZrI8l7VVV5dixY37RBQr+lxckc09pLbNWdUNruqLc+9PvxZ+yguTtbnrKq2kPi8lkIjU1lZycnGbHc3JyGDp0aKvPGTJkSIvzs7OzSU1N9d0PS0tLY9++fS2+Z1paWqdfVwjRc7SqG4QQ+qX5LaEZM2aQlZXFtm3bOHnyJGvXrsVqtXLDDd49MdatW8eqVWfHN0ydOhWr1epba2Hbtm1s27aNm2++2XfO9OnTyc7O5q233qKoqIi33nqLffv2NRtsd7HXFUJoS6u6QQihT5pPax43bhzV1dW88cYbVFZWkpyczLJly3xzsysrK7Farb7z4+LiWLZsGS+//DJbtmwhMjKSe+65xzdtEWDo0KEsXbqU1157jfXr1xMfH8/SpUubrbNwsdfVO7PZzO23366bW1QX4295QTL3lLYya1U39OT/UY/8KStI3u6mp7yaLxwnhBBCCHExmt8SEkIIIYS4GGmwCCGEEEL3pMEihBBCCN2TBosQQgghdE/zWUKi/crKynjjjTfYv38/NpuNqKgoJk6cyG233dZsTwar1crq1avJzc3FYrEwfvx47r777g7v29BV3nzzTfbs2cPx48cxmUysXbu2xTl6ywywZcsW3nnnHWw2G0lJScybN4/hw4drludceXl5vPPOOxw7dozKykoefPBBMjIyfI+rqsrrr79OVlYWNTU1DBkyhHvvvZfk5K7f3bc9Nm3axK5duygqKsJisZCWlsZdd91FYmKibjN3N6fTySOPPEJBQQHPPPMMKSkpWkdqob11jpb0XE7P1Z4yoFebNm3iX//6F9OnT/dtLqoF6WHxI6dOnUJVVe6//37+8Ic/MHfuXD788EPWrVvnO8fj8fD000/T0NDAE088wZIlS9i5cyf/+Mc/NMvtcrkYO3YsU6dObfVxPWb+/PPPWbt2Lbfddhu//e1vGT58OCtXrmw2jVZLDQ0NpKSkMH/+/FYff/vtt3nvvfeYP38+Tz/9NBERETz55JOaLa+dl5fHjTfeyFNPPcWvfvUrPB4PTz75JPX1Z7db01vm7vbPf/6TqKjWN4TUi/bUOVrSezk9V3vKgB4dOXKEzMxMBgzQwaZEqvBrb7/9trpo0SLf13v27FFnz56tlpeX+4599tln6pw5c9Ta2lotIvp89NFH6ty5c1sc12PmZcuWqX/729+aHVu6dKn66quvapLnQmbNmqXu3LnT97XH41EXLFigbtq0yXessbFRnTt3rrp161YNErZUVVWlzpo1S83NzVVV1T8yd6U9e/aoS5cuVU+cOKHOmjVLPXbsmNaR2u38OkdL/lROz3d+GdAjh8Oh/vSnP1Wzs7PVxx9/XP373/+uaR7pYfFzdXV1vn1SAA4fPkz//v2bXbmNHj0ap9NJfn6+FhEvSm+ZXS4X+fn5jB49utnx9PR0Dh061ON5OqqsrAybzdYsv9lsZsSIEbrJX1dXB+B77/pD5q5is9n461//yuLFi7FYLFrH6bDz6xyt+Hs5Pb8M6NHq1asZM2YM6enpWkcB5JaQXyspKeHf//53s+0EbDZbi43cQkJCMJlMLTZ90wu9Zbbb7Xg8nhaZwsPDdfszPNeZjK3lr6qq0iBRc6qq8vLLLzNs2DD69+8P6D9zV1FVleeff54bbriBQYMGaR2nw1qrc7Tiz+W0tTKgN9u3b+fYsWPMmTNH6yg++hg11ctt2LCBjRs3XvCcp59+ulkFV1FRwcqVK7nmmmuYMmVKs3MVRWnxfFVVWz3eWZ3JfCE9kbmjWnttLfN01PlZVZ0sar1mzRoKCwt54oknWjym18wX097ycOjQIRwOBzNnzuyhZK3r6jpHS/5YTi9UBvTAarWydu1aHn30UV31AkqDRQemTZvG+PHjL3jOuXscVVRUsGLFCtLS0rj//vubnRcREcGRI0eaHaupqcHtdre4EunJzBfSU5nbKywsDIPB0OIqraqqSpM8HRUREQF4ey0iIyN9x+12u+b5X3rpJb766itWrFhBdHS077ieM7dHe8vDG2+8weHDh1tctT788MNMmDCBxYsXd2dMn66sc7Tir+W0rTKgJ/n5+VRVVfHwww/7jnk8Hg4cOMAHH3zAunXrMBh6/gaNNFh0ICwsjLCwsHade6biGDhwIAsXLmzxpklLS+PNN9+ksrLSV/Hn5ORgNptJTU3VJPPF9FTm9jKZTKSmppKTk9NsqnBOTg5XXXVVj+fpqLi4OCIiIsjJyWHgwIGA935/Xl4eP/zhDzXJpKoqL730Ert27WL58uXExcU1e1yPmTuiveVh/vz53Hnnnb6vKysreeqpp3pkA8ZzdWWdoxV/K6cXKwN6MmrUKH73u981O/bCCy+QmJjIrbfeqtl7QBosfqSiooLly5cTExPD3Xffjd1u9z125gp19OjRJCUlsWrVKu666y5qamp45ZVXmDJlCsHBwZrktlqt1NTUYLVa8Xg8HD9+HID4+HgCAwN1mXnGjBk899xzpKamkpaWRmZmJlarVRf37gHq6+spKSnxfV1WVsbx48cJCQkhJiaG6dOns2nTJhISEoiPj2fTpk0EBAQwYcIETfKuWbOGzz77jIceeoigoCDfVXFwcDAWiwVFUXSXuTvExMQ0+zowMBDwlgU9Xm23p87Rkt7L6bkuVgb0JCgoqMXYmoCAAEJDQzUdcyO7NfuRjz/+mOeff77VxzZs2OD795lF2Pbv34/FYmHChAn86Ec/0mx78D//+c988sknLY4//vjjjBw5EtBfZji7IFVlZSXJycnMnTuXESNGaJbnXLm5uaxYsaLF8UmTJrFo0SLfImyZmZnU1tYyePBg7r33Xs0qm9mzZ7d6fOHChVx77bUAusvcE8rKyli8eLFuF45rb52jJT2X03O1pwzo2fLly0lJSdF04ThpsAghhBBC9/RxM1IIIYQQ4gKkwSKEEEII3ZMGixBCCCF0TxosQgghhNA9abAIIYQQQvekwSKEEEII3ZMGixBCCCF0TxosQgghhNA9WZpf9Arl5eVs3ryZY8eOUVBQQF1dnd+sMCmE6Bwp95cW6WERvUJJSQmffvopJpOJMWPGaB1HCNEDpNxfWqSHRfQKw4cPZ82aNQAcPXqU7du3a5xICNHdpNxfWqSHRfi1xsZGHnroIR544AHq6up8x202GwsWLGD58uV4PB7NtkMXQnQ9Kfe9k/w2hV+zWCz87Gc/w263+3aV9Xg8/OlPfwJgyZIlUmkJcYmRct87yW9U+L2EhAR+/OMfs2vXLt5//302btxIbm4uDzzwAJGRkVrHE0J0Ayn3vY+MYRGXhHHjxpGXl8crr7yCx+Nh5syZpKenax1LCNGNpNz3LtLDIi4Z1113HW63G6PRyPTp07WOI4ToAVLuew9psIhLQn19PatWrSIhIQGLxcJf/vIXrSMJIbqZlPveRRos4pLw4osvYrVaefDBB/nJT37C7t27effdd7WOJYToRlLuexcZwyL8XlZWFp9++ikLFy4kOTmZ5ORkpk2bxquvvsqwYcMYPHgwADt27ACgtLQU8K7LEBgYCMDYsWO1CS+E6BQp972PoqqqqnUIITqrsLCQRx55hGuuuYZFixb5jjudTn79619TXV3NM888Q58+fZg9e3ab32fDhg09EVcI0QWk3PdO0mARQgghhO7JGBYhhBBC6J40WIQQQgihe9JgEUIIIYTuSYNFCCGEELonDRYhhBBC6J40WIQQQgihe9JgEUIIIYTuSYNFCCGEELonDRYhhBBC6J40WIQQQgihe9JgEUIIIYTu/R+dJvDVlZHJKAAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 600x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"draw_scaler(df1, preprocessing.StandardScaler(), \"Standard Scaler\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"draw_scaler(df2, preprocessing.StandardScaler(), \"Standard Scaler\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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B6dOnew35+sq5557bZ5u3v/XejBgxAj//+c/x3//+F88++yxWrlwJq9Xab+6MgNVqxb///W+89dZbOHToEFpbW+FwOMT93t6/HMdh9erVGD9+PBYuXAgAePnll3HmmWf2WatSqfDSSy/hiSeewMcff4yvv/4a3377Lb755hssXboUL730EtatWyeGzXbv3g2AD23JZIOnlwZif2+Ee25VVZXXv6Njx44B4P+Oeuf4BePvaCDojjXMSUhIwKRJk/Duu+8iLy8Pf/vb3/D73/8e+fn5MBqNYIyhqampT75DILS2tgIAsrKyvO4XynGFde54O6a5uRkA8Mknn+CTTz7p97odHR0+2yiTyXDRRReJpY2MMXzyySe45ZZbsGXLFvzrX/8SE+BMJhP0ej3UavWg5929ezemT58Om82GGTNm4KqrroJWq4VMJsP333+P999/f8DEQF/Q6XRetwsfdO4JjsJrnJmZ2We9XC5HamrqkGwhfOPll18GwCfPupOamoorr7wS69evx6ZNmzB37twhXUd4r+zdu9drEqSAt/dKf+9Xf7jgggswZswYrFixAnl5eWhpaRlUHAyGt793b3/r3pg/fz7Ky8vx7rvvYsWKFSgrK/Mq3N25/vrrsWHDBhQXF2POnDnIyspCXFwcAOC5557r9/2bnp6Oiy++GG+99RZSU1Px61//esDrZGZm4pZbbhHbJLS0tOBPf/oTXn31VcybNw/V1dVQqVRizkdubu6A5xuq/e4If0fvvPPOgOtC9Xc0ECRWYoTk5GSUlZXh22+/xbfffov8/HzxZjBhwgR8++23Q76GcL7+Etjq6+s91rnTu6rBfd3zzz+PP/zhD0O2zxscx2HmzJl46qmnMH/+fHz66aeiWElOTkZzczO6u7sHFSxPPfUUuru78dlnn3lUMgHAM888g/fffz8k9veHkOx3+vTpPt9u7XY7mpubfb4JEoHhXvFzww034IYbbvC67uWXXx6yWBHeK3/84x+xdOlSv4719t4LhNtuuw3/8z//g4ceeggpKSlDfk5DYc6cOUhLS8NDDz2Empoa/O1vfxtw/TfffIMNGzZgxowZ+OijjzySzx0Ox4DHv/XWW3jrrbeQlpYGg8GAe++9VxSpvpCSkoJ///vfKC8vx6lTp/DDDz9g4sSJYmK1Lx6RodjvjvB39P777+Oqq67y+TkAwfs76g8qXY4hBNep4BpMTEzE2LFjcfDgQb9L27wxYcIEAPDaYdNms2HHjh0AgIkTJ/p0vsmTJwPAgB0pg4WQJe8eQps8eTIYYz6VSP/0009ISUnpI1QAYPv27UGz01eE34Xwmruze/duSZpixRqrVq2CxWLBOeecg9tuu83rv7S0NLFSZTCECjlvXoVJkyZBJpOF5b3SH7/97W+hUqlQU1ODX//61+K3eilQqVT4zW9+g5qaGiiVykGbPf70008AeJHTu0puz5496O7u9nrc8ePHcfvttyM9PR3fffcdLr74Yrzyyit4++23/bJXJpOJVT3CPUi4/33yySdeWxMEw/7ehPOe6y8kVmKE9957DydOnIBSqfToOnv//ffDYrHgd7/7nddSM6PR6LPX5eqrr0ZKSgrefPNNMd4q8Nxzz6GyshI///nPUVBQ4NP5zj33XFx00UV499138dprr3ldc+DAATQ2Ng56ro8//hjvvvuuGLt3p6OjQ8zZufjii8Xt99xzDwDgf/7nf0SvkDvu33gKCwvR0tKCiooKjzUrVqzAli1bBrUv2Pz2t78FwLd4dw+7WSwWPPzww2G3JxYR2rm/+OKLePXVV73+mz9/PhwOB1asWDHo+YTQXXV1dZ99GRkZuPnmm/HNN9/gySef9CpGjx8/jhMnTgzxWfWPILw2bNgg5m9IyZ/+9Cds2LAB5eXlyMjIGHCtUAre+4tWY2MjFixY4PUYi8WC66+/Hh0dHVi9ejXy8vKwZs0apKam4vbbb0dlZaXH+ieeeKLf/jXr1q3Djz/+CL1eL+a7nHPOOZgyZQq+/fZb/P3vf+9zTHNzs5gXF4j93pgzZw5GjhyJF154AR9++KHXNV999RW6urp8PmewoDDQMMQ9MaqzsxOHDh3CRx99BABYvHixRx7D7373O+zbtw8vvvgiRo4ciVmzZqGgoAAtLS04ceIEvvjiC9x666146aWXBr1uYmIiXnvtNfzyl7/E1KlT8ctf/hIFBQXYt28fysvLkZWVhX//+99+PZc1a9Zg+vTpuO222/B///d/OP/885GcnIyamhpUVFTghx9+wFdffTXozejHH3/EH//4R+j1elx00UUoKSmBQqFATU0NNm/eDJPJhPPPPx933323eMzMmTPx2GOP4cknn0RZWZnYZ6WhoQE7d+7E5MmTxeZt9913H7Zs2YKf/exn+NWvfgWdTodvvvkGO3bswHXXXYd169b59byHytSpU3H77bfj5ZdfxtixY3HttddCqVRi06ZN0Ol0yMnJ8SlpjwiMzz//HEeOHMFZZ501YE+N+fPnY8mSJXjttdewaNEi0XvijUsuuQQymQwLFy7EgQMHoNfrAQCPPvooAGD58uU4duwY/vKXv+CNN97Az372M2RmZqKurg6HDx/G3r178eabb6KoqCi4T9aNqVOnhuzc/pKZmYmrr77ap7XnnXceLrzwQrz77ruYMmUKfvazn+H06dP46KOPUFZW5pEcLfDQQw9h3759ePDBB8Uk/NzcXKxcuRJXXnklbrjhBuzcuVP0dCxbtgyPP/44JkyYgHPPPRfp6elobW3Ft99+i6+++goKhQIvvfSSh0fqP//5D6ZNm4aHHnoIa9euxdSpU8EYw7Fjx1BeXo4ff/wRhYWFAdnvDaVSiXfffRezZs3CFVdcgSlTpmD8+PHQaDSorq7G3r17UVlZifr6emg0Gp/OGTRCWmtEhBV4KVmWy+UsKyuLXXXVVay8vLzfYzdt2sSuuOIKlp6ezpRKJcvMzGTnnXcee+SRR9jhw4c91vZXuiywZ88edvXVV7O0tDSmVCpZfn4++/3vf+9RuunruRhjrK2tjT399NNs4sSJLCEhgcXHx7PCwkL2i1/8gv373/9mHR0dg742TU1NbMWKFeyGG25go0ePZsnJyUyhULC0tDQ2bdo09sILL/Tb/nzz5s1s1qxZTK/XM5VKxfLy8tjVV1/NPv30U491mzZtYueffz5LTExkOp2OXXrppWz79u0DliP7U7rcX6lxfyWtdrudLV26lJWVlTGVSsWys7PZXXfdxUwmE0tMTGTjx48f7GUjAuSmm25iANjzzz8/6NpLLrmEAWAbN25kjA38u37jjTfE/kLCe9wds9nM/vnPf7ILLriAabVaplKpWH5+Pps+fTpbtmwZMxgM4tr+Sod9oXfp8mAggNLlga7bX2m/1Wod1Jb+Spebm5vZnXfeyUaMGMHi4uJYcXExW7hwIevs7OzzO9m4cSMDwCZNmuTR30jgj3/8IwPA7r//fnHbl19+yR5++GF24YUXsvz8fKZSqZhGo2GlpaVs/vz5rKKiwqu9BoOBPfTQQ6y0tJTFxcUxnU7Hzj77bPbwww979HLxx/6BXkvG+P5Nf/rTn9jYsWOZWq1mCQkJbNSoUezaa69lb7zxhsfrHK4xEBxjgwTDCIIYVhw7dgylpaW44YYbvLZhJwiCiDTID0wQw5SGhgaPPgsA31tHaON+7bXXSmAVQRCE/1DOCkEMU5577jm8+eabmDZtGrKzs9HQ0IBPP/0UNTU1uOKKK0isEAQRNZBYIYhhyqWXXooffvgBn376KQwGA+RyOcrKynDvvffi3nvvDXlfBIIgiGBBOSsEQRAEQUQ0lLNCEARBEEREQ2KFIAiCIIiIhsQKQRAEQRARDYkVgiAIgiAiGqoGCgJGo1GSwXDp6eloamoK+3UDJdrsBcjmcJGeng6j0Si2kI8Ggvm+j6bfWbTYGi12ArFrq0Kh8Pk9T2IlCNhsNq8D8kKJUHZqs9kGncgZCUSbvQDZHC7cbY4mgvW+j6bfWbTYGi12AmSrr1AYiCAIgiCIiIbECkEQBEEQEQ2JFYIgCIIgIhoSKwRBEARBRDQkVgiCIAiCiGhIrBAEQRAEEdGQWCEIgiAIIqIhsUIQBEEQRERDYoUgCIIgiIiGxApBEARBEBENiRWCIAiCICIaEisEQRAEQUQ0JFYIgiAIgohoSKwQBEEQBBHRKKQ2AAC2bNmCjRs3wmQyIS8vD/PmzcPo0aO9rv36669RXl6Oqqoq2Gw25OXl4Ze//CXGjx/vsW737t14++23cfr0aWRmZuLGG2/EpEmTAr4uEXvY33oFtXu+AH5zF7jxk6U2hyAILzDGwNauANv1KZCeDdkdD4HLyJbaLCLISO5Z2bVrF1auXIlrrrkGS5YswejRo7F48WIYDAav6w8fPoxx48Zh4cKF+N///V+MHTsWS5YswYkTJ8Q1R48exXPPPYeLL74Yzz77LC6++GIsW7YMx44dC/i6RGzB2kxgWzfC0WaCY8N/pDaHIIh+YFs3gm3dCHR1Aid/guMfj4L1dEttFhFkJBcrH3zwAaZPn44ZM2aI3o20tDSUl5d7XT9v3jzMmTMHo0aNQnZ2Nm666SZkZ2dj37594prNmzdj3LhxmDt3LnJzczF37lyceeaZ2Lx5c8DXJWKMYwddP9edAuvskM4WgiC8wsw9YBvXAAC4i2cB+jSguRHssw8ltowINpKKFZvNhsrKSpx99tke28eNG4cjR474dA6Hw4Hu7m4kJiaK244ePYpx48Z5rDv77LNx9OjRIV3XarWiq6tL/Nfd7VLvHMeF/Z9U140Fe1Ff4/nLP3VccpuG4+vc22aC8Af2zU6gpxtIzwJ3853grr4ZAODY8i6YxSyxdUQwkTRnpa2tDQ6HAzqdzmO7TqeDyWTy6RwffPABzGYzLrjgAnGbyWRCcnKyx7rk5GTxnIFed8OGDVi3bp34uKioCEuWLEF6erpPtoaCrKwsya4dCNFib3NrM7rcHmu7O5CUHT1x8Gh5nd1JS0uT2gQiymC7tgIAuJ9dCk4mA86fBvbefwGjAd17dwLFlIM4XIiIBFtv36h8+Za1Y8cOvPPOO3jwwQf7CI/eMMb6nNPf686dOxezZ8/us7apqQk2m21Qe4MJx3HIyspCQ0MDGGNhvXYgRJu9trpqAIBMnwqHsRmtlcfQUV8vsVWDE22vM+Cy2WAwkGAhfIZ1dQI/HQYAcJMu5v+Xy8FNughsywZ0bf+YxMowQlKxotVqIZPJ+ngzWltbBxUfu3btwksvvYT777+/T8jH3Yvi7ZyBXlepVEKpVHrdJ9UHA2Msaj6UgCiyt9UEAIg7Yxy6v/oMzBA9H/5AFL3ObkSbvYTEHP0BcDiAjGxwaZniZu78aWBbNqB7zw7Ib/w9EBcvoZFEsJA0Z0WhUKC4uBgVFRUe2ysqKlBWVtbvcTt27MALL7yAP/zhD5g4cWKf/aWlpThw4ECfc5aWlg7pukQM0WYEAKhGn8U/NjRKaAxBEL1hh/cDALjRnrmHyCsE0rMAqwXsyIG+BxJRieTVQLNnz8ann36Kbdu2oaamBitXroTBYMCll14KAFizZg2WL18urheEym9/+1uUlpbCZDLBZDKhq8uVYfCLX/wC+/fvx3vvvYfa2lq89957OHDgAK644gqfr0vELsxsBrr5v6e4MqdYaSaxQhCRhCBEeosVjuPAncl/iWU/fBt2u4jQIHnOypQpU9De3o7169fDaDQiPz8fCxcuFJNWjUajR++TrVu3wm63Y8WKFVixYoW4ferUqViwYAEAoKysDPfddx/eeustvP3228jKysJ9992HkpISn69LxDBOrwpUKiiLnH8zHW1gPd3g4tXS2UV4UF5ejvLycjQ1NQEA8vLycN1112HChAn9HnPo0CGsWrUKNTU10Ov1uOqqqzBz5sxwmUwECWbuAZx5ZRh5Rp/93NhzwD77EOyHfX32EdGJ5GIFAGbNmoVZs2Z53ScIEIHHH3/cp3NOnjwZkycP3HV0oOsSMUybif9fq4csIRFQJwDdnYCxGcjOk9Q0wkVKSgpuuukmsfJp+/bt+Nvf/oa//e1vyM/P77O+sbERzzzzDGbMmIF77rkHR44cwauvvgqtVjvovYKIME5VAswB6FLAJaf22c2dcRYgkwNNDWDNTeBS6UtotBMRYoUgIopWp2dFp+f/1ybzYqXNRGIlgjj33HM9Ht94440oLy/HsWPHvIqV8vJypKWlYd68eQB4T8zx48exadOmAcWK1WqF1WoVH3McB7VaLf48VKKpz0yk2Mqq+G7kXFGJ96pOtQbyUWfAcvQg8NMhcGnTwmyh70TKa+oLUtpKYoUgesGcYSBOm8xv0CYDp2vB2kyI/NtJbOJwOPDVV1/BbDaLifS9OXbsWJ/KwfHjx+Ozzz6DzWaDQuH9dhiu/krR1BtHaltPN9bhhVFzcDDtPPzsxw4suGgkVArPFEzT2AmwHD0IdU0lUrJvlMhS35H6NfUHKWwlsUIQvWlv4/9P4svYOV0yGODKZSEihlOnTuGRRx6B1WpFfHw8HnjgAeTlefd+mUwmr40g7XY72tvbodfrvR4X6v5K0dQbJ1JsXdaaic/yxgA2YM031ejs6MRt57qVL3McdGdOQPuG/6Dz+70wR3CPpEh5TX0h2LYqFAqfRT+JFYLoTZdzDpDGOcJB6/wQE3JZiIghJycHzz77LDo7O/H111/jhRdewBNPPNGvYOntvhZuuAO5tcPVXymaeuNIaeuxpk58phsDjjlwTkYcvmmy4v0fW3BJsRZFeldPFdUYZ5VQQw0cne3gNIn9nDEyoN//wEheukwQEUdXJwCAS+BvbmI4qJU8K5GGQqFAVlYWRo4ciZtuugmFhYX48EPvQ+y8NYtsa2uDXC73mC1GRDZvfVsHALjYUIFHLy3GlIIkAMCHRz3fn3JtMt9vBQBOHg+niUQIILFCEL1gfTwryfx28qxEPIwxj2RYd0pKSvo0gty/fz+Ki4v7zVchIgtDlxXfGvjQ2y97joDjOMwu5T2f20+0odNi91jPjRgFwJWQS0QvJFYIojeiWEng/6cwUESyZs0aHD58GI2NjTh16hTefPNNHDx4EBdddJG4372h5MyZM2EwGMQ+K9u2bcO2bdtw5ZVXSvUUCD/ZdrwVDnAYazqO3HTeozImQ408rQpmO8Pe2g6P9ZyzTxKJleiHvk4QRG+cYSDBsyKGgUisRBStra1Yvnw5jEYjNBoNRowYgUceeUSs+OndUDIjIwMLFy7EqlWrsGXLFuj1etx6663UYyWK+OIkn/w+vf4bYMoYAHy+0QX5SXjnYDN2V3dgWpFbEvUIZ1PHqp/CbSoRZEisEERvnJ4VTvCsJGn5/zvbJDKI8Madd9454P7eDSUBYMyYMViyZEmoTCJCSE2rGdWtFiiYHZOaD4LLdjX0nOwUK9/WdcBscyBeKQcAcIUjAY4DWpr41gPCFw8i6qAwEEH0ptPTs4IE3t0Mi4WfG0QQRNjZXc1/iTjLdBwJth6PBo0jU+KQqlbAbGf40dAtbufiNUCWcx2FgqIaEisE4Qaz2wGz82bnrAaCWgPI+W9q5F0hCGn4qrodAHB+4wFArgDSs8V9HMfhrCwNAKCiocvjOFeSLYWCohkSKwThjpCvAvAzgeDswSF4VzraJTCKIGKbpk4rfmrpAQeGSYaDQGYOOOELhJNxmbxYOXC60/PgQkqyHQ6QWCEId4RKoHi1581QECudJFYIItzsdnpVRiu7kWzt8Dqj66xM/svFseYedLmVMHOFvGcFp6jXSjRDYoUg3OlVCSSSyIsVRp4Vggg7gliZbK4GAHDZfQdVZiQqkZWohIMBBxvdQkG5I/gk21Yj9UqKYkisEIQ7vXusCCRQRRBBSIGpx4ZDTXwe2aTTzqZ+XsQKAIwT8lZOu8QKF692dbKtPRk6Q4mQQmKFINzo073WCZdIOSsEIQV7ajrgYECxPg4Z1YcBePesAK5QUEVDr7yV3BEAAFZTFTI7idBCYoUg3OkvDEQ5KwQhCXtq+C8QkzMUvOeT44DMHK9rhSTbE0Yz2npcYxe4vEL+BxIrUQuJFYJwp3dDOAGhMRx5VggibFjsDtFLcq7cxG9MywSnivO6PlmtQHYSPyH7h3pXyFYQK4zCQFELiRWCcKfTexhI8Kww8qwQRNg42NgNs51Br1ag0MQn1/aXryJQlqYGAPxQ1+raKHhW6k7xvZSIqIPECkG40+0MAyV4elZcOSuUYEsQ4WKfczDhOTkJ4OqFSqC+ZcvuCGLlQJ3bezUtC1DFAVYL0FgfGmOJkEJihSDcETwr6t6eFSEMRGKFIMLFvjr+/XhuTiJYQw2/0VfPSn0bHIwBADiZjJJsoxwSKwThhlgN1MuzIvRZoQRbgggPdW0W1LVbIeeAs7M1QH3/PVbcGZEcB5WcQ4fZhto2i7idkmyjGxIrBOGOsxqI6+NZSRL3U8ybIEKP4FUZk6GB2toDmFr4HVkDh4EUMg4lqbx35YjbUEOISbZVwTaVCAMkVgjCnf48K4JYATznBxEEERIOOBu7jc9OEL0qSE7pW6nnBSEUdKTJbQKzMwxEjeGiExIrBOFOP31WOLkciONvgOjuCLNRBBFbOBgTu9aelanxOV9FoCwtHgDwo7tnRUjMbW4Es5iDZisRHkisEIQTxpibWPHy7U3wtpBnhSBCSk2rBe1mO+LkHIr18T7nqwgInpVTJjPMNge/MSmZ/xLCGNBYFwqziRBCYoUgBLq7AOa8sfXuswIAahIrBBEOhEGEZelqKOUcWJ3QY2XgfBWBFI0SKRolGIBTrbwXheM48XhWXxt0m4nQQmKFIASESh+VynuHTMHb0k1ihSBCydFmPnwzOt0ZenXmmXA5I3w+x6h0/gvHCaMr5MNl5fI/CGElImogsUIQAuIQwyTv+53eFtZJOSsEEUqONfcAAEpS1GDdXUBLE78jt8Dnc5Q4xUqVyS0/RagkIrESdZBYIQgBwbOS6F2scGryrBBEqOm2OlDTyvdHGZUaD9Sd4nckp4BL6OeLhBcEsXLS2CNu47KEMFB1kKwlwgWJFYJwwoQhhf3dEBOceSyUs0IQIaOypQcMQKpGAb1aASaIFT9CQIBbGMhk5pPnAVc10elaMIcjSBYT4YDECkEICOGdBC/JtQAl2BJEGPiphfeEjErhy49d+Sq+h4AAoCg1AXIO6LQ4YOiy8RvTMgG5ArBYAKMhaDYToYfECkEIOMNA/bqaNSRWCCLUCDkmxXperIieFT/yVQBApZAhT8cnyp90npOTy4GMbH5BPeWtRBMkVghCoHOQMJBTrIjzgwiCCDqCsBiR7KzIc4oVsQOtHxQ6z3HCLW9FLF9uoLyVaEIhtQEAsGXLFmzcuBEmkwl5eXmYN28eRo8e7XWt0WjE6tWrUVlZiYaGBlx++eWYN2+ex5rHH38chw4d6nPshAkTsHDhQgDA2rVrsW7dOo/9Op0Or7zySnCeFBF9iGLFexiI0ySCAZRgSxAhwu5gqHb2RSlIjgNrbwNajfxOHxvCuVOoj8P2Ks+KIC4rj38fU6+VqEJysbJr1y6sXLkS8+fPR1lZGbZu3YrFixdj2bJlSEtL67PearVCq9XimmuuwebNm72e84EHHoDNZhMft7e348EHH8QFF1zgsS4/Px+PPfaY+FgmI0dTLCOWJPfnWVFr+P8pDEQQIaGx0wqLnUEl55CVqASOHeV3pGaAi1f7fb7CZD6UVGXsW77MqHw5qpD80/mDDz7A9OnTMWPGDNGrkpaWhvLycq/rMzIycOutt2Lq1KnQaDRe1yQmJiI5OVn8V1FRgbi4OEyePNljnUwm81in1WqD/vyIKGKwnBVBrPR0e99PEMSQEDwg+ToV5DIOrM45dDCAEBDAe2cAoK7dApuDrwjihJyVpoahGUuEFUk9KzabDZWVlbj66qs9to8bNw5HjhwJ2nW2bduGKVOmID4+3mN7Q0MD7rjjDigUCpSUlODGG29EZmZmv+exWq2wWq3iY47joFarxZ/DiXC9cF83UKLCXkGsJCaB47i+NscLYqUrYp9HVLzOvYhGm4nQIISA8p2JsaipAgBwfibXCqRqFFDJOVjsDI0dVuRoVUB6Fr/T1AxmtYBTqoZqNhEGJBUrbW1tcDgc0Ol0Htt1Oh1MJlNQrvHTTz+huroad955p8f2kpISLFiwADk5OTCZTHj33Xfx6KOPYunSpUhK8v7NesOGDR55LkVFRViyZAnS09ODYmsgZGVlSXbtQIhke2u7u+AAkFZYDFV2trhdsNkep0QdAJh7kJWVFdEfrpH8OveHt7AvEVvUtfHN4HK1vIBgpyr5HfkjAzqfjOOQk6RClcmMunYLL1aSdPwEdXM3YDgdUC4MEX4kz1kBvH+jCtYHwbZt25Cfn49Ro0Z5bJ8wYYL4c0FBAUpLS3HPPfdg+/btmD17ttdzzZ0712OfYGNTU5NHjkw44DgOWVlZaGhocDU8imAi3V7GGBztrQAAQ1cPuPr6PjYzs7OiwOFA/ckqcHHxA5xRGiL9dfaGYLPBYCDBEuPUCmIlSQVmt7t6rBQUB3zObDexAjjv2+lZQM0JPhREYiUqkFSsaLVayGSyPl6U1tbWPt6WQDCbzdi5cyeuv/76QdfGx8ejoKAA9fX1/a5RKpVQKpVe90n1wcAYi5oPJSBy7WVdnYCzoyXTJPBj5IV9TpuZUgVwMoA5+Hkl3oYdRgiR+joPRLTZSwQXxhhq2908Kw01gNUCxKtdoZsAELw0gtcGAJDBixXW1IDI9Y8S7kiaYKtQKFBcXIyKigqP7RUVFSgrKxvy+b/66ivYbDZcdNFFg661Wq2ora2FXq8f8nWJKGSwictwfiMTKhK6u8JkGEHEBu1mOzot/BeG7CSVWwioCNwQKjVzkvgvmIJnBQA4QfxQkm3UIHkYaPbs2fjnP/+J4uJilJaWYuvWrTAYDLj00ksBAGvWrEFLSwvuvvtu8ZiqqioAQE9PD9ra2lBVVQWFQoG8vDyPc2/btg3nnXee1xyU1atX49xzz0VaWhpaW1uxfv16dHd3Y+rUqaF7skTkIoiV/iYuC8Sr+T4rZqoIIohgInhV0jQKxClkcJw6DgDgCgLLVxHISfLiWUnnc9JYY/+edCKykFysTJkyBe3t7Vi/fj2MRiPy8/OxcOFCMWnVaDTCYPCc4fDQQw+JP1dWVmLHjh1IT0/HCy+8IG6vq6vDjz/+iEcffdTrdVtaWvD888+jra0NWq0WJSUlePrppyVNliUkROix0s/EZRHBs0LlywQRVAQxkdMnuTbwfBX38zV12WC2ORCnkIFLzeAbw7U0DencRPiQXKwAwKxZszBr1iyv+xYsWNBn29q1awc9Z05OzoDr7rvvPp/tI4Y/rKON/2GwEfQUBiKIkNDQwbeFyE5U8RORq3mxwo0YmljRxsmRoJKh0+JAQ4eVb+Of4kzkpmGGUYPkTeEIIiIYbC6QgFOsMPKsEERQaXSKlYxEJV9S3N0FKJRA1tCqdThn+TLgFgoSxEpXJ1gPffGIBkisEAQAdLgawg0IhYEIIiSc7uTFSmaCUvSqIHcEOMXQAwCiWBHKl+M1rinqLeRdiQZIrBAE4LNnRZxPQgm2BBFUTjs9K5mJSrBTJwAMrb+KO0LeintFEFKc+YmUtxIVkFghCMAlVgb1rDhb7lPOCkEEDYvdgZZuvrFmZqISrLaK35FbGJTze60IcooVRmIlKiCxQhAAmOhZGWSYJYWBCCLoNDpDQHFyDto4uatzbV5hUM6f7ey1Ut/hNttNyFuhMFBUQGKFIABXzkpC4sDrSKwQRNBpdAsBiTN7ACAvsGnLvclM5D0rxm4bLHa+8RyFgaILEisEAfgeBhLmAVnMobWHIGII93wV1J7iNyangBusOs9HklQyxCv4j7umTuccNz3vWWHkWYkKSKwQBOCWYDtIGMjZip+RWCGIoCGEgTISVW75KsHxqgB8+XJmgtLjWhx5VqIKEitEzMPsdqCrk38wmGdFmBskTGAmCGLIiJ6VBCVQE9x8FYGMRIXzWs4k21SnWDEa+CZ0RERDYoUgujpcP2sGzlnhKAxEEEHHo2w5yJVAAhmCZ0VIstWlABwH2GxAR2tQr0UEHxIrBOFMroU6AZxcPvBa8qwQRNARw0AJCpdnJYhhIMCVZCuGgRQKXrAAQDPlrUQ6JFYIotM5F2iwEBBACbYEEWS6rQ60me0AgAxbB+/plMmA7KG12e9NRq+cFQBuM4IobyXSiYhBhgQhKcLEZV8qDwTPCokVydmwYQP27NmD2tpaqFQqlJaW4te//jVycnL6PebgwYN44okn+mxftmwZcnNzQ2ku0Q9CDkmiSoaExlNwAEBmLjilMqjXyUhUOq/n3mslHazyCFhLE7igXo0INiRWiJiHiWJlkB4rABBHYaBI4dChQ5g1axZGjhwJu92Ot956C0899RSWLl2K+Pj4AY997rnnoNFoxMda7SBVYETIEGcCJSrB6qoBAFxOQdCvI3hWTD12mG0OxClkrl4rFAaKeEisEIRz6ioXrxlkITw8K4wxcBx9H5OKRx55xOPxXXfdhfnz56OyshJjxowZ8FidToeEhIRQmkf4iDhtOUEFnKrjN2YG38uVqJJBo5Shy+pAU6cVebo4tzAQiZVIh8QKQQhzftS+iBXnN3aHg68iCLKrmgicri7+95iYOLiH7KGHHoLVakVeXh6uueYanHnmmf2utVqtsFrdQgccB7VaLf48VIRzRIPwDYWtgmclK1EJNNbz58/MGdI1vNnJcRwyEpSoMpnR2GVDfnI8uOQUMACszSjZ6x/rv39fIbFCEELrfKGV/kAInhWAz1shsRIRMMawatUqnHHGGSgo6D+EoNfrcfvtt6O4uBg2mw1ffPEFnnzySSxatKhfb8yGDRuwbt068XFRURGWLFmC9PT0oD6HrKysoJ4vlATT1jYbn9xakpsGWXMj7ADSxpyJuOzsIZ+7t50FaU2oMplhlmuQnZ0Nc3EJGgHI21uRHYTrDYVY/f37CokVghDFyuCeFU6hAOQKwG7j81Z8yXMhQs6KFStw6tQp/PWvfx1wXU5OjkcCbmlpKQwGAzZt2tSvWJk7dy5mz54tPha+VTY1NcFmsw3Zdo7jkJWVhYaGBjDGhny+UBIKW08a+NYB8ZY22JsaAADN8jhw9fVBt1Mn56uOjtYaUJ8pA7PxzeDsLU2oq6uTxGMQy79/hULhs+gnsUIQzpwVnzwrAO9d6bZRRVCE8Nprr2Hfvn144oknkJqa6vfxpaWl+PLLL/vdr1QqoezHgxbMDxfGWMR/WAkEy1bGmFidk25uBRgD4tVgiVr+5yCc391OV0WQhd+n1fM7LBawrk5AI10eUyz+/v2B+qwQMQ8TPCtqH8WKUBFkoYogKWGMYcWKFfj666/xl7/8BRkZGQGd58SJE0hOTg6ucYRPtFsc6HZ6NzLaeK8KMoaWrzIQvXutcHFxgNopUFqNIbkmERxIrBCEkGDrSzUQ4NbFljwrUrJixQp8+eWXuPfee6FWq2EymWAymWCxWMQ1a9aswfLly8XHmzdvxp49e1BfX4/q6mqsWbMGX3/9NS677DIpnkLMI/RY0cfLoWpxipX0zJBdz2tjOJ3Tu2JqDtl1iaFDYSCCcHpWOJ/DQNTFNhIoLy8HADz++OMe2++66y5MmzYNAGA0GmEwuMpSbTYb3njjDbS0tEClUiE/Px9//vOfMXHixHCZTbghli0nqoBmPtGWSw2hWHGGgVp77OixORCvkPFipaEGrNVIjeEiGBIrBOFHgi0AagwXIaxdu3bQNQsWLPB4PGfOHMyZMydUJhF+4jHA8HgjvzE1uFVW7iSq5EhQytBpdaCx04oCXZxYvkxhoMiGwkAEEUiCLQBGnhWCGBJi99oEpZtnJbDcI18RvCse05cBwNQS0usSQ4PECkGICba+elaEMBB5VghiKAielawkJdAces8K4CVvRchZaSWxEsmQWCFiGuawu8I5PnpWOBpmSBBBQUiwzVAyoJPvt4KU8HhWxIGGTrHCKAwU0ZBYIWIbwasC+JGz4vSsUDUQQQSMgzE0dvJN9TIsrfxGTQK4EPc6yexdvpzs7M1DYiWiIbFCxDaCWFEofB9JT54VghgyLd022BwMMg5I63JWbIXYqwK4hYF6eVYoZyWyIbFCxDZCCEgoR/YFFVUDEcRQOS1OW1ZCJkw9DnG+CgCkO8VKk5CzkuwUK+ZuV4NIIuIgsULENoJ3xH1A4WCQZ4UghowoVhKVYkM2Ljkl5NcVPCutZjvMNge4eI0rtEuhoIiFxAoR2wjdTv0RK5SzQhBDRkiuzUxQAkZn99hk/2c7+UuCSga1gv/oE70rQvkyVQRFLCRWiNhmCJ4VRqXLBBEwHg3hhFb3+tCLFY7j+pYvO0NBjPJWIhYSK0RsI4iVOH88KxQGIoih4hIrKjG5lQuDZwUA0hP45u1NzmokTvSsUBgoUiGxQsQ0YhdapcrnYzhKsCWIISN2r00MbxgIcCXZ9mkMR56ViIXEChHbBBQGokGGBDEUrHYHWrqcPVaUDOjq4HfoQ59gC7iSbJt6i5U28qxEKhExyHDLli3YuHEjTCYT8vLyMG/ePIwePdrrWqPRiNWrV6OyshINDQ24/PLLMW/ePI81n3/+OV588cU+x/7nP/+BSuX6Bu3PdYlhijPBlguoGsgSAoMIYvjT2GkDAxAn56DrNvKDBFVxgDq0DeEE+pQvO8NA1MU2cpFcrOzatQsrV67E/PnzUVZWhq1bt2Lx4sVYtmwZ0tLS+qy3Wq3QarW45pprsHnz5n7Pq1ar8fzzz3tscxcq/l6XGKYEEAainBWCGBpiJVCiElxrCy9WklPBcVxYri+03BfECqfT8zZQGChikTwM9MEHH2D69OmYMWOG6N1IS0tDeXm51/UZGRm49dZbMXXqVGg0/bdH5zgOycnJHv+Gcl1imGINIMGW+qwQxJDwrARyCoQw9FgRSNPw39Obu22wO5hb6TJ5ViIVST0rNpsNlZWVuPrqqz22jxs3DkeOHBnSuXt6enDXXXfB4XCgsLAQ119/PYqKioZ0XavVCqvVKj7mOA5qtVr8OZwI1wv3dQMlYu1167PS27Z+bY5z5axE2vOJ2Nd5AKLRZmJoNHa6VwKZAPDejXChVyugkHGwORiau2xIF7rYdnWAWa2+j94gwoakYqWtrQ0OhwM6nc5ju06ng8n5BxwIOTk5uOuuu1BQUIDu7m58+OGHeOyxx/Dss88iOzs74Otu2LAB69atEx8XFRVhyZIlSE8PfYvo/sjKypLs2oEQafYalXJ0AEhKSYMuO9vrmt422zVq1AGA1YKsjAxwcnnI7fSXSHudfYHCr7FDg5tnBSdN/EZtctiuL+M4pGkUaOiwoqnTivSMREChAGw2Psk2NfQzigj/kDxnBfD+jWoo37JKS0tRWloqPi4rK8Of/vQnfPTRR/jd734X8HXnzp2L2bNn91nb1NQEm80WsL2BwHEcsrKy0NDQAMZYWK8dCJFqr93Iu307LBZ01dd77OvPZuZWslx/6iS4eHV4jPWBSH2dB0Kw2WAwkGCJEcQwUIISaDPxG8MoVgC+Iqihw4rGTivGchpAqwdamvi8FRIrEYekYkWr1UImk/XxZrS2tvbxegwFmUyGkSNHoqGhYUjXVSqVUPbjHpTqg4ExFjUfSkAE2uvMO2FKVb929baZKVx/A8zc4woLRRAR9zr7QLTZSwROo1uCLRPKhcMYBgK8VQQ5xQrlrUQkkibYKhQKFBcXo6KiwmN7RUUFysrKgnYdxhhOnjwpJtmG67pE5MMC6LPCyWSAUFlGSbYE4RddVjvaLQ4Azqocp2eFk8CzArg3hqPy5UhG8jDQ7Nmz8c9//hPFxcUoLS3F1q1bYTAYcOmllwIA1qxZg5aWFtx9993iMVVVVQD4JNq2tjZUVVVBoVAgLy8PAPDOO++gpKQE2dnZYs5KVVUVbrvtNp+vS8QIgTSFE9ZbLCRWCMJPhBCQNk4OjVIOe6uJ36ENt2dFaLnvLF9OdpYvU2O4iERysTJlyhS0t7dj/fr1MBqNyM/Px8KFC8WkVaPRCIPB4HHMQw89JP5cWVmJHTt2ID09HS+88AIAoLOzEy+//DJMJhM0Gg2KiorwxBNPYNSoUT5fl4gRnGKDU/nRZwVwipt2EisE4SfuybXM4QDaTfyOMHtWXC33nfmGglgiz0pEIrlYAYBZs2Zh1qxZXvctWLCgz7a1a9cOeL558+b16Wrr73WJGMHqKl32C+q1QhAB0dDOv+eyEpVAZzvg4ENCSApenqIvCGEgQ5eVz5fS0eTlSEbypnAEISlDCQO5H08QhE94TFsWKoESk8ApwvvdOVWjBAfAYmdo7bHT5OUIh8QKEdsELFacFUBmEisE4Q9CGCg7SekSBmHOVwEApZxDipoXSI2dViCZwkCRDIkVIrYROtgqA/OsMPKsEIRfnPYoWzbxG8OcryLgUb4slE63m8AcdknsIfqHxAoR24ielUASbEFhIILwA7uDiaXCWYkqsfKGk8CzAvQqX05KBjiOz6HpaJPEHqJ/SKwQMQtjzCU2/BlkCIAjsUIQftPcZYPNAShk4EMwkntWXOXLnFwOJGr5HSYKBUUaJFaI2EWoBAL8z1mJI7FCEP7S4AwBZSSoIJdxgNBjRZcsiT1iGKjLWb5MSbYRC4kVInZxFysB5qyQWCEI3xEqgbISeZEQUTkrgJhky1qpfDnSILFCxC5CJY9c4f/kZGq3TxB+4zFtGYisnBUAnI4qgiIVEitE7BJo2bL7MSRWCMJnhDBQVpIgVkz8/xJ7VjotDnRZ7dTFNoIhsULELkMSK0KflZ7g2UMQwxxXGEjFlwe3O6tuwjxxWUCtlCFJxX8MNnZYaZhhBENihYhdxFb7fpYtA9RnhSACoME9Z6WjDWAOvlxYqMKRAFfeig2c2BiOclYiDRIrROxCYSCCCBudFjvazXyztYxEpasSKFHrf85YEEl3z1uhnJWIhcQKEbsMQaxwVLpMEH4hhIB0cXJolHLJ81UEMjy62DpLl9uMfB8mImIgsULELGIIRxl4GEhs108QxID0Tq4V80IkylcR8PCsCAm2FgvQ3SWhVURvSKwQsYsgNCgMRBAhp8F92jIAtJsAAFwEeVa4uDhAreF3UCgooiCxQsQulLNCEGGjd0M4KScuu9OnMZyOkmwjERIrROziFBociRWCCDkN7a5pywAiKGeFnw9k7LHDYndQ+XKEQmKFiF0CnbgMuMQK9VkhCJ8QwkDZzjCQ2GpforlAAklxcsTJOQCAodNGXWwjFBIrROxiHUIYyK0aiKoGCGJg7A4mhlkye3WvlTpnheM470m2JFYiChIrROwSjARbwHMgIkEQfWjussHOAIWMQ4qaD7tESs4K0CtvhRrDRSQkVojYZSgJtu5TmilvhSAGpKmL96qkaRSQcRyYzQZ0tvM7JfasAL0GGuqEycvkWYkkSKwQscsQ+qxwcjmgUHiehyAIrwghIMGDgY5WgDFAJgMSkyS0jCfdmWRr6LKBExrDkViJKEisEDELG4pnxf04EisEMSCGThsAlygQK4GSdOBk0rXaF0jV8CKqpYta7kcqJFaI2IXECkGEBVcYSOixYuL/j4AQEACkalyeFVGsdHWAUT5axEBihYhdhD4rcSRWCCKU9A4DsQjpsSIgiJXmLhugSQQUvRrXEZKjkNoAgpAMoRookNlAAKCK5/83k1iRgg0bNmDPnj2ora2FSqVCaWkpfv3rXyMnJ2fA4w4dOoRVq1ahpqYGer0eV111FWbOnBkmq2MTVxhIKFvmRQAXAZVAAJCq5u3qtjnQbXMgTqcHmht5sZKWKbF1BECeFSKWGWoYiCYvS8qhQ4cwa9YsPP3003j00UfhcDjw1FNPoaen/0Z9jY2NeOaZZzB69GgsWbIEc+fOxeuvv47du3eH0fLYQwgDpWt6ly0nS2NQL9RKGRJU/Mdhs3soiMqXIwbyrBCxS5ByVpjFDC5IJhG+88gjj3g8vuuuuzB//nxUVlZizJgxXo8pLy9HWloa5s2bBwDIy8vD8ePHsWnTJkyePDnUJscknRY7uqwOAEBaQq9W+xJPXHYnVa1Ap8WC5i4bctzKl+m9HRmQWCFiF0qwHVZ0dXUBABITE/tdc+zYMYwbN85j2/jx4/HZZ5/BZrNBoeh7S7RarbBareJjjuOgVqvFn4eKcI5gnCvUBGKroYsPASXFyaFWOit/hO61uuSQPO9A7EzVKHGq1YLmbhu45FQwAGg1hvz3Mtx//8GCxAoRuwiZ/oHMBgI/AJEBJFYiAMYYVq1ahTPOOAMFBQX9rjOZTNDpdB7bdDod7HY72tvbodf3/aa/YcMGrFu3TnxcVFSEJUuWID09PXhPAEBWVlZQzxdK/LH1eJcBAJCjUyM7OxsAUN/VARuA1KJRiHduCwX+2FmQZsJ39Z2wyOOhzStAKwCNpRspIbTPneH6+w8WJFaImIQxFgTPilPkkFiRnBUrVuDUqVP461//Ouja3t8KhdlO/X1bnDt3LmbPnt3n+KamJthstkBN9jhfVlYWGhoaIn7OVCC2Hqnh81OSVUB9fT0AwNbcBABosdrBObdJbacavPes6rQR7XL+vd1VVwtzCOxzZ7j//gdCoVD4LPpJrBCxid0GOPg4OoWBopvXXnsN+/btwxNPPIHU1NQB1yYnJ8NkMnlsa2trg1wu7zd8pFQqoVQqve4L5ocLYyziP6wE/LG1qYP3YKYnKPnjrFagq4M/jzaZ72QbIvyxU+y10mkF0p05K6bmsP1OhuvvP1hQNRARm7gLjIDFSnzfcxFhgzGGFStW4Ouvv8Zf/vIXZGRkDHpMSUkJKioqPLbt378fxcXFXvNViKHT1NWre227if9fLud7mkQIqc4Bi83dNiBZaLlP1UCRAokVIjYRBAYnA+QBfkgJIsfcf6ksETpWrFiBL7/8Evfeey/UajVMJhNMJhMsFlfX0TVr1mD58uXi45kzZ8JgMIh9VrZt24Zt27bhyiuvlOIpxAQGoSFc7+61ScngZJHzEeTRGE4QKx3tvCeIkJyI+CqxZcsWbNy4ESaTCXl5eZg3bx5Gjx7tda3RaMTq1atRWVmJhoYGXH755WIZosDWrVvxxRdfoLq6GgBQXFyMG2+8EaNGjRLXrF271iNpDuAT7V555ZXgPjkiMhHESlxc4Jnt1GdFUsrLywEAjz/+uMf2u+66C9OmTQPA3y8MBoO4LyMjAwsXLsSqVauwZcsW6PV63HrrrVS2HEKE7rVi2bLgrRAEQYQgzAdqM9thiU/gPW02G28vNYaTHMnFyq5du7By5UrMnz8fZWVl2Lp1KxYvXoxly5YhLS2tz3qr1QqtVotrrrkGmzdv9nrOQ4cO4cILL0RZWRmUSiXef/99PPXUU1i6dClSUlxvkPz8fDz22GPiY1kEqXwixAhdZ+PiAz+HW58VIvysXbt20DULFizos23MmDFYsmRJKEwiemF3MD6sAiDN6blgJqdYiaAeKwCQqJJBJedgsTO0dNuRoUvhu9iaSKxEApJ/On/wwQeYPn06ZsyYIXpV0tLSxG9NvcnIyMCtt96KqVOnQqPReF3zhz/8AbNmzUJhYSFyc3Px+9//HowxHDhwwGOdTCZDcnKy+E+r1Qb9+RERihC6CTRfxf1YardPEF4x9djgYICMA5LjPbvXchHmWeE4ThRULV2UtxJpSOpZsdlsqKysxNVXX+2xfdy4cThy5EjQrmM2m2Gz2fpk+zc0NOCOO+6AQqFASUkJbrzxRmRm9q+gQ90cyh+iqZEQEHn2itNUVfH92jSYzZwqHgwAZ7VEzPOKtNfZF6LRZsI3WpxeFb1aAbnM+fsVPvx1kSVWAD4UVNduhaHLKooVZqIutpGApGKlra0NDofDa5Om3uWFQ+G///0vUlJScNZZZ4nbSkpKsGDBAuTk5MBkMuHdd9/Fo48+iqVLlyIpKcnrecLVHMofoqmREBA59nZXHYEBgCoxEZmDNH3qz+burCwYACiZfdBzhJtIeZ39wVvYl4huWpyVQClq10eNGAaKMM8K4FYR1OXexbZZUpsIHslzVgDv36iC9S3r/fffx86dO/H4449D5dapdMKECeLPBQUFKC0txT333IPt27d7NIByJ9TNofwhmhoJAZFnr+N0AwDAysnERlW9GcxmRyff3t3S0dHvOcJNpL3OviDYbDAYSLAMM4R8FXexInhWuAjLWQHceq1021yeHxOFgSIBScWKVquFTCbr40VpbW3t420JhI0bN2LDhg147LHHMGLEiAHXxsfHo6CgYMAPnXA1h/KHaGokBESOvcyZs8JUcYPa06/NSlcH20h4Tu5EyuvsD9FmLzE4gmdFEAEAXBOXI9Gz4qwIavEIA5FYiQQkTbBVKBQoLi7u06SpoqICZWVlQzr3xo0bsX79ejz88MMYOXLkoOutVitqa2u9zgYhhiHOCh5uKNVAwrHUZ4UgvNLSy7PC7Ha3icuRJ1aEBFtDl82VAExiJSKQPAw0e/Zs/POf/0RxcTFKS0uxdetWGAwGXHrppQD4pk4tLS24++67xWOqqqoAAD09PWhra0NVVRUUCgXy8vIA8KGft99+G3/4wx+QkZEhem7i4+MRH89/wKxevRrnnnsu0tLS0NraivXr16O7uxtTp04N35MnpCOY1UBuTcgIgnDRJwzUbuLb68tkQFLkVV+meGsMR9VAEYHkYmXKlClob2/H+vXrYTQakZ+fj4ULF4pJq72bOgHAQw89JP5cWVmJHTt2ID09HS+88AIAvlmUzWbD0qVLPY677rrr8Ktf/QoA0NLSgueffx5tbW3QarUoKSnB008/LWmyLBFGzEMcYuh+rDMMRNUsBOGJUQwDCQ3hnCEgbTI4mVwiq/onzWmnqccGe1IWXwXU1QlmNoOLG8K9ghgykosVAJg1axZmzZrldZ+3pk6DNYMSRMtA3HfffT7ZRgxTLEFoCiccyxyAzerKYSEIAgDQ0s23ehA9K6bILVsGAF28HHIOsDPAyKmQoorj7xWtLUBGZFX8xRoB56yEu/qFIIKKJQhhIHdxQl1sfYbuHbGB2eZAu4WfbC7mrERoq30BGceJtrZ02112Ut6K5AQsVu644w6sWbOmT4iGIKICt9lAgcIpFK4hiJRk6zOLFi3Cpk2bYDQapTaFCCFGZ76KSs4hQeX8qDFFbtmygBCy8mgMR3krkhNwGOicc87BRx99hE2bNmHixIm47LLLPJquEUQkw4KRYAvwYqfLRp4VPxg7diy+/PJLfPbZZxg7diwuuugiZEdYUz1i6LhXAon5XELOSoSGgQDP6cucLoVvDEeeFckJWKzcdddd+O1vf4tPP/0Un3zyCZ566ink5ORg1qxZmDp1qtiGniAiEjHBdgg5KwAvdro6Saz4wU033YSrr74aX331FXbt2oV//etfeP/99zFlyhTMnj2b7h3DhOYBu9dGsmfFS0UQiRXJGVKCbWJiIubMmYOrrroK+/btw8cff4zXX38db775Ji6++GJcdtllyM3NDZatBBE8gtFnBaBhhgGi0WgwY8YMTJ8+HQcPHsSePXuwbt06fPDBB3TvGCaInhUvDeE4XaoUJvlEqrdhhiRWJCcoTeE4jsO5556Lm2++GWPGjEFPTw/Ky8tx//334+9//ztaW1uDcRmCCB7BSLAFXJ4Z8qwEBMdxOOuss3DzzTejpKSE7h3DCEGspLq32o8Cz0qKms9Zae62iuEqylmRniGXLtvtdnz11VfYsmULjh49irS0NNx8882YMmUK9u7di/Xr12P58uV45JFHgmEvQQSHICTYehxPYsVv7HY7vv/+e+zYsQNVVVXQ6/V07xhGiEMMnZ4K5ojs7rUCHjkrBamUsxIhBCxWWlpa8Mknn+DTTz9Fa2srzjjjDPzxj3/EpEmTIJPxDpvLL78cKSkp+Oc//xk0gwkiKASjKZzb8czcQ2PkfcRkMmHXrl3YvXs32tvbUVxcjD/+8Y8oKipCZmYmALp3DAdcPVacDeHaWvmeRJwM0A599luoSBVLl21gQtUSiRXJCVisLFiwADKZDBdeeCF+8YtfoLCw0Ou6zMzMoAwlJIigEoymcIBHF1vCN/76179CLpdjwoQJuPjii5Gfn4/s7Gw0NTV5rKN7R3TTJwzU4vz96lMisnutgOAJstgZOjQ6JACAuRuspwtcvEZS22KZgMXKddddh0svvRRa7cDzHQoLC33qKEsQYSVIpcucKo53E5NY8ZnLLrsMU6ZMQWJi4oDr6N4RvTDGXNVAQoKt0dmTKyWyR5qo5DIkxcnRbrajxa5AQrwa6OnmvStZJFakIuAE27S0tH5noXR0dGD79u0BG0UQoYQ57Hx7fGDopcs0edlvkpOT6d4xzOmyOmC2MwBu3Wubec8Kp0+TzC5fcQ8FUUVQZBCwWHnxxRdx+vRpr/saGxvx4osvBmwUQYQUdy/IUBNsafKy37z55pv9dr6me8fwQAgBJahkiFM4P2aEMFCEe1aAXr1WhIogEiuSEpTS5d5YLBYxyZYgIg4huZbjhj58kHJWggrdO4YHXhvCCWIlNfLFimB3c5cNnOBZofJlSfErZ8VgMKCxsVF8fOLECVh6faO0WCzYunUr0tIi39VHxCgWVyVQf+EInxFLlykMNBBGoxEtLa6bfU1NjcdAQ6PRiKamJuzdu5fuHcMA91b7ro28N42LJs9Kt5XCQBGCX2Lls88+w7p168THr776ar9r582bF7BRBBFSgjUXyP0c5FkZkK+//hpbtmwRH7vfR3pD947oR6wEcu9eG1VhIGdjOOpiGzH4JVYuuOAC5OfnAwCWLVuGG2+8EVlZWR5rlEol8vPzkZGRETwrCSKYWILUY8XtHIwSbAdk/PjxyM7OBmMMq1atwhVXXIH0dNeHll6vR1dXF84880y6dwwDWro8e6wwixlod3YjjgKxkuKeYJvOjwagnBVp8Uus5OXlIS8vDwBw55134pxzzkFSUlJIDCOIkBFUzwq12/eFrKws8YuNxWLB2LFjkZCQAIBvuS/0WXEXMET00icMZGzm/49TA5oEiazyHY8utsnOycuUsyIpAfdZmTZtWhDNIIgwIoiV+KFP9+XiqM+Kv0yaNElqE4gQ06fHihgC6r/lRSQhlC63me2wavWQA0BrCxhjUWH/cMQvsbJu3TpMnz4dKSkpA8acBa677rqADSOIUMGCKFZo6rJvfPzxx7jgggug0+nw8ccfe+zjOA5JSUno7OwUvS1074huentWmJtYiQaS4uRQyjhYHQwtqiSkA3x7gu5OQDNwM0MiNPglVt555x2MHz8eKSkpeOeddwZdTzccIiIxd/P/D7XVPkBhIB/ZsmULRo8eDZ1O55Fo2x9074heHIzB2DsMJDSEi4J8FYAX0CkaBU53WNFilSFdkwh0dfBJtiRWJMEvsfL22297/ZkgoooeXqxwQRErVA3kC8uWLfP6M0A5K8ONth477AzgAOh7zwWKErEC8KGg0x1WV0WQIFZyCqQ2LSah7ktE7NHjDAPFBTEMRH1WCAKAKwSki5dDIePzO1gUihUh38a95T5VBElHwGLFYrGgq6vLY9uuXbvw3//+FxUVFUM2jCBCRjBzVuLIs+IvVqsVPT2e4m7Xrl1477336N4xDPDaEM45xJCLgu61AmlirxUrOB11sZWagKuBli9fjri4OCxYsAAA8OGHH2LVqlUAgI0bN+JPf/oTJk6cGBwrCSKYBDVnxTUbiDkc4KhV/KD85z//gUqlws033wwA2L59OzZs2AAA2Lp1K907ohyhEkgo/2WMucJAUTDEUEBsuU/DDCOCgO+sP/30E8aPHy8+/uijj3DRRRfh9ddfx/nnn49NmzYFwz6CCD6iZyWIYgUArDTM0BdOnTqF0aNHi4+/+OILXHTRRXj22Wfp3jEMaOn2bAiHjnbXoM8oEiuC2GrpojBQJBCwWGlra0NKCv8LbGxsRGNjIy677DJoNBpMnz4d1dXVQTOSIIIJC0XOCkChIB/p6OiATqcDADQ3N6O5uRmXXXYZ1Go13TuGAX3CQIJXRacHp1RKZJX/CL1WDDTMMCIIWKzExcWJOSuHDx9GfHw8Ro4cCYBvud87Jk0QEUMQw0CcTOaa3ExixSdUKpV4fzh+/DhUKhXdO4YR/TeEi558FcAzwZZpKQwkNQHnrBQUFGDLli1IT09HeXk5xo4dK3b2MxgMSE5ODpaNBBFchNLlYISBAD7J1mpxhZeIAcnOzsaXX34JvV6PnTt3oqSkhO4dw4hobwgnIISxbA6GtgQ9kgDARF1spSJgz8q1116LQ4cO4cEHH0RVVRWuuuoqcd+3336LoqKioBhIEEHHHMQwEEC9Vvxk5syZOH78OJ599lnU1dVhxowZ4j66d0Q//YWBoqUhnIBSzkEXJwcANCuc84zsNj4Hhwg7AXtWzjzzTCxbtgyVlZUoLCxEZmamx77CwsJg2EcQwSeYpcsAiRU/KS0txcKFC1FdXY3c3FyPRnB074hubA6G1h47APcwEF+2HG1hIIB/Dq1mO4wWoDBJx0+Obm0GkrRSmxZzBCxWACA9Pd1rx8lLL710KKcliNASzNJlwNVyn+YD+UxKSoqYoO8O3TuiG6HNvkIGaJ1eCSZ6VqIrDATwSbYnjGYYuqyALoUXK6YWII+8f+FmSGIFAFpbW9HU1ASLpW/Z5pgxY4Z6eoIIPsGsBgLIsxIg7e3tMBqNsFqtMBqNMJlMaGriP9jo3hGdCCEgfbwCMiGvI0oTbAEgPYHPWzF0OsuXa06AmVpAGSvhJ2CxYjQasXz5cvzwww/9rqH5QUSkwWw2wMb3gQhKnxVAFCvM3EM3MR9obW3Ff//7Xxw7dqzfNXTviE7EfBWhIZzNCrQa+Z1RKFbSnGKlqcsKTqcHA6giSCICFisrVqzAiRMncPPNN2PEiBFQRlH9PBHDuFfsBCsMRC33/WL9+vWoqanBlVdeiZycHCiVSqSmpsJkMlElUJTT0tUrudbYDDAGKJRAkk5CywIjTePqtQLqtSIpAYuVw4cP4ze/+Q0uueSSYNpDEKFFyFeRK8ApgiOwOVUc/42LxIpPHD9+HHPmzMH5558PgKYuDyf6VgK5kmujsdzXFQayUhdbiRlSzkpqampQjNiyZQs2btwIk8mEvLw8zJs3z6MdtztGoxGrV69GZWUlGhoacPnll2PevHl91u3evRtvv/02Tp8+jczMTNx4442YNGlSwNclhgli2XKQvCoATV4OAPKgDE9cYoX/kGdGZ75KFA0wdCfdOczQ0GUFK6DGcFIScJ+VCy64AN9+++2QDdi1axdWrlyJa665BkuWLMHo0aOxePFiGAwGr+utViu0Wi2uueYajBgxwuuao0eP4rnnnsPFF1+MZ599FhdffDGWLVvmESP397rEMKEnyGXLgEv4kGfFJ8aPH4+DBw9KbQYRAnrnrKA5eiuBAP55cABsDqBVQ2JFSoYsVl577TVUVFSgsrKyzz9f+OCDDzB9+nTMmDFD9G6kpaWhvLzc6/qMjAzceuutmDp1KjQajdc1mzdvxrhx4zB37lzk5uZi7ty5OPPMM7F58+aAr0sME4Jdtgx4TF4mBmf8+PE4dOgQ1q9fjyNHjqC6uhqVlZU4deqUX/cOIvIw9s5ZEcJA+uj0rChknPhcmlTO3iptRjCHXUKrYpOAw0B//etfAfChlC1btnhdM1hGv81mQ2VlJa6++mqP7ePGjcORI0cCNQ1Hjx7FFVdc4bHt7LPPxocffjik61qtVlitVvExx3FQq9Xiz+FEuF60xIEjxV4m9EKJVw9qi682izkr5h7Jn1+kvM4D8eKLLwIAduzYgR07dnhdQ9VA0Ylr4nJ0t9p3Jy1BieZuGwxcPEZxHOBwAO1tgE4vtWkxRcBi5c477xzyxdva2uBwOMQJrAI6nQ4mkyng83qrKkhOThbPGeh1N2zYgHXr1omPi4qKsGTJEkmTArOysiS7diBIbW/nkTi0AIjT6pCRne3TMYPZ3J6eARMAtVyGVB/PGWqkfp0HIhj3DoFDhw5h48aNOHHiBIxGIx544IE+uWnuHDx4EE888USf7cuWLUNubm7Q7IpFLHYH2i0OAF5a7UdpzgoApCcocMQAGLodgDaZL8U2tZBYCTMBi5Vp06YFzQhv3wKD/c3Q2/Apf687d+5czJ49u8/apqYm2Gy2IFnqGxzHISsrCw0NDWCMhfXagRAp9joa6gEAFk6G+vr6Adf6arOjh/fWdLeaBj1nqImU13kgysrKPB4LNhsMBqSl+fcN3Gw2o7CwEJdccgn+8Y9/+Hzcc8895xFG1mqpffpQEbrXquQcElQy/u+vOXobwgmkaVy9VqDT82KltQXASGkNizGG3MEWAOrq6tDW1obCwkLE+9FoS6vVQiaT9fFmtLa29vF6+IO7F8XbOQO9rlKp7LefjFQfDIyxiP1Q8obU9jLnxGWo4n22YzCbmUrF/2/uiZjfhdSvs6+cPn0aXV1dSE5ODsjeCRMmYMKECX4fp9PpkJCQ4PdxRP+491jhOA6sq8OVIxalOSsA71kBnOXLuhQAlWCtRmoAGWaGJFa2b9+ON998E0Yj36HwmWeeQXFxMZYuXYpx48bh5z//+cAXVyhQXFyMiooKD9dtRUUFzjvvvIDtKi0txYEDBzy8IBUVFSgtLQ3pdYkoINhDDAFwqnjqs+Ine/bswebNm9HW1gaAv3ckJSX5fO8YKg899BCsVivy8vJwzTXX4Mwzz+x3bahz1aIhz0hgIFtbhAGGTrECYzO/I1ELWbC6RftIMF/T9AT+y0hTpw1ccgoYAK61JWi/r+Hy+w81AYuVr776Ci+++CImTpyIa665BitWrBD3FRcX46uvvvLphjN79mz885//RHFxMUpLS7F161YYDAZxoNmaNWvQ0tKCu+++WzymqqoKANDT04O2tjZUVVVBoVAgLy8PAPCLX/wCixYtwnvvvYfzzjsPe/fuxYEDB8SkYF+uSwxThG96wbx50mwgv/j+++/x5ptvYsyYMRg9ejTWr18v7vPn3hEIer0et99+O4qLi2Gz2fDFF1/gySefxKJFi/qdRxSuXLVIzjPqjTdbrbW8ZyUnJQnZ2dnorj4OAwBlZg6yJMrlCsZrOlqWCKAGLT0OJOUWoA2A2mpGSpCfU7T//kNNwGLlvffew7Rp03DnnXfC4XB4iJXc3Fx89NFHPp1nypQpaG9vx/r162E0GpGfn4+FCxeKNwKj0din98lDDz0k/lxZWYkdO3YgPT0dL7zwAgA+Jn7ffffhrbfewttvv42srCzcd999KCkp8fm6xDAlFE3h4mjqsj9s3boVkyZNwo033giHw+EhVvy5dwRCTk4OcnJyxMelpaUwGAzYtGlTv2Il1Llq0ZBnJDCQrVWneU+KhrOhvr4ejp/4ykpbki7suVzBfE25Hv533NJlQUuyCgoAXXU1MAfpOQ2X338gKBQKnz9zAxYrNTU1uPnmm73uS0xMREdHh8/nmjVrFmbNmuV134IFC/psW7t27aDnnDx5MiZPnhzwdYlhSrAnLgPkWfGT06dP48orr/S6z997RzAoLS3Fl19+2e/+cOWqRUueEeDdViFnRa+W8/tbGvkdKelRndOXqJJBJedgsTM0a1KQCYC1GoP+nKL99x9qAm4KFxcXh66uLq/7WlpaKHmNiEhYSJvCUbt9X1Aqleju7va6T4p7x4kTJ6j9fxDoMxeo2TUXKJrhOM41IyjOWYBBXWzDTsBipaysDB9//LFXdfX555/361IlCEnpCUHOCk1d9ouioiJ8+eWXQbl39PT0oKqqSsxja2xsRFVVlRg6XrNmDZYvXy6u37x5M/bs2YP6+npUV1djzZo1+Prrr3HZZZcN7UkRolhJ1fRuCBfdYgVwTV9ukjnL3duMYA6HhBbFHgGHga677jr85S9/wcMPP4wLL7wQAJ/hv3btWhw+fBiLFy8OmpEEETScOStcKMJANhuY3Q5OLg/euYchs2bNwv/93/9h6dKlOOeccwDw946jR4/i6NGjft07jh8/7tHkbfXq1QCAqVOnYsGCBX1y3mw2G9544w20tLRApVIhPz8ff/7znzFx4sQgPbvYxVW67AyZtUT3XCB3BM9KE+Mrg2C3A53tQFLgLTYI/whYrIwcORILFy7EihUr8MYbbwDgs+azsrKwcOFCFBQUBM1IgggaIShdFsUKwHtX1N5nVhE8BQUFuOOOO/DOO+/g/fffB8DfO9LT0/2+d4wdO3bAHLbeOW9z5szBnDlzAjOc6Jcuqx3dNt7ToFfL+dk5JmfpchR3rxUQpy93O4BELdDRxjeGI7ESNobUZ+XMM8/EsmXL0NDQgNbWViQlJXlk2hNExNETgpwVpQrgOIAxEis+UlJSgocffhgGgwEdHR0oLCyEUqmkarwoxdjN91hRK2TQKOVgLQZ+ho5czreoj3LShMZwXTYgOYUXK6YWIK9IYstih4DESltbGz755BMcPnxYbAin1+sxduxY/PznP0dSUlJQjSSIoGEOfjUQx3G8d8Xc4zo/4ZWOjg7s2rULx48fR2trKwC+m+zEiRMxfvx4EitRijjAUOM5EwjJqeBk0R8WFVvudzpb7tdUURfbMOO3WDlw4AD+8Y9/oLu7GzKZDElJSWCMoa6uDgcOHMCmTZvwwAMPUIItEZmIYaAgd9QUxAol2fbL0aNH8dprr8FsNoPjOCQmJoIxhsbGRhw9ehQbN27Egw8+SPeOKMS91T7gllw7DEJAgCtnxdAltNwHVQSFGb/ESltbmzgA7Pe//z0mTJiAOGclhNlsxr59+/DGG29g6dKlWLZsGXlYiIiC2e2A1cI/CGYYSDhfeyt5Vvqho6MDq1atglqtxg033IAxY8ZA5ZypZLVaUVtbi1WrVtG9I0rpU7YsJtcOD7EiVAP12Bg6tWlIAPiBhkTY8Kt0edu2bXA4HHjyyScxefJkUagAfN+VKVOm4Mknn4Tdbse2bduCbixBDAmzW2+PYFYDAdQYbhB2794Nh8OBe++9F+PHjxeFCgCoVCpMmTIF999/P907opT+xMpwKFsGgDiFDNo4PpzVlMA/J9ZKnpVw4pdY2b9/Py655BKkpqb2uyYtLQ3Tpk3D999/P1TbCCK4CN1r5XJAEZSB4y4ETw2JFa8cOXIE559//oDN11JSUujeEaWIYkXssTI8GsK5I05fjtfzG8izElb8Eiu1tbU444wzBl03evRo1NbWBmwUQYQEt+TaoE8NdXpWGIWBvHL69GkUFxcPuo7uHdFJ75yV4RYGAtx6rSgS+Q2UsxJW/BIrnZ2d0Gq1g67TarXo7OwM2CiCCAmhmLgsQGGgAenu7kZiYuKg6+jeEZ30DQMJnpXobwgnIIoVOO8fIZgPRPSPX2LFZrNB4YP7XC6XB2UaKUEElRCULQtwNHl5QGw2G+Q+dPale0f0wRjzECusp5vv7goMqzBQhlOsNNqdn4E2K9AV3qGbsYzfgfu6ujrIZANrHHLjEhGJOHE5lJ4VCgP1R2Njo9d7B8dx6O7uhtFoRHt7uwSWEUOh0+qAxc57GPRqBdB0mt+hTgA3jBokCl1sm7rtgCaRFyomI5BAlWvhwG+x8sILL4TCDoIIOSGZuCxAwwwHZc2aNVKbQIQAwauSqJIhTiEDaxYqgYZPCAhwCwMJjeG6OviW+7k0WiYc+CVW7rzzzlDZQRChR5y4HPwwEFRCGIg8K9648cYb+93HcRx0Oh3a29upv0oU0m9DuGEUAgKADGc1kKnHDktyGlT11dTFNoz4JVamTZsWIjMIIgyIE5cpwTbcTJo0qd99HMchOzsbTU1N1G4/CumTXGvkk2u5YdK9ViApTo44OQezncGQnIMcfEcVQWHErwRbgohqzCH0rFCCLRGj9O6xgubh6VnhOM4VCkrM4DdSY7iwQWKFiB3CkGDLKMGWiDFcnhX+g1wMA+mHV84K4KoIMqipMVy4IbFCxA4hLF2mBFsiVomFhnACgmelUcHnVlHL/fBBYoWIHULYFM7VZ4U8K0Rs0dJtBeDsseJwiDkrw2XisjuiZ4VzfuEhz0rYILFCxAxiK/yQJthagn9ugohgDJ28ZyUtQcFPHrfZAE4G6FIktiz4CPOBGu28aIGphbrYhgkSK0TsIJQuhyIMRKXLRAxidzAYe5xiRaN0TVtOTgEX7GGhEYDgWWkSvpNYzK77ChFSSKwQsUMoS5cpZ4WIQVq6bXAwQM4Bunj5sJwJ5E6aU6w0d9thVyfwG03NEloUO5BYIWKHkDaFo3b7ROzR7EyuTdUoIOM4sRJoOCbXAnxejpwD7AwwZhTyG4VSbSKkkFghYodQ5qxQnxUiBmnu4pNr05xzc8Qw0DD1rMhlHFKFGUH6PAAAExKKiZBCYoWIHQSxEkrPitXCV0QQRAxgcPOsAMO31b47Qtv9Jm0Wv6GFPCvhgMQKETuEcpChyu2clLdCxAiG3p6V5uEdBgLcBhpqnNVOLeRZCQckVoiYgDnsrrLikFQDqVw/k1ghYoTenhXEgGdFFCtKLQAKA4ULEitEbNDjlvgaiqZwHOcKBVH5MhEjiDkrCUowq4XvswIMy4ZwAn0aw1GCbVggsUJEPZ0WO/bWdODg6S7YHP00aBIEhEwGKJShMUQIL5FnhYgRBM9Kmkbh6lwbFw9oEiW0KrSILfftrinT1Bgu9Ay/rj1EzMAYw0fHTFj5bSPMdv5mkZOkwv0XZqMktVeox23iMsdxoTGIPCtEDGF3MBi7hTCQEqhyDTAM2XssAhAbw/UwMACc1QJ0tAFJOmkNG+aQZ4WIWt4+0Ix/7z0Ns50hI0GBBJUMde0WPLq1GkcMvbpKhnKIoYBQZURihYgBjD2uhnDJ8XIwsSHc8A0BAc6xAgDMdoZ2fTa/kZJsQw6JFSIqKf/JhDcP8DeI34xPx8tzRuKVOSNxVqYGPTYH/veLWpic3/oAuHJWQlEJJCCIFWq/TcQAwkwgoSGcOG15GOerAIBKLkNyvBwA0JReyG80Ut5KqImIMNCWLVuwceNGmEwm5OXlYd68eRg9enS/6w8dOoRVq1ahpqYGer0eV111FWbOnCnuf/zxx3Ho0KE+x02YMAELFy4EAKxduxbr1q3z2K/T6fDKK68E6VkRoaKioRP/2tMAAPjl2FRcNzYVAJCgkuPhqbl48OOTqGmz4F97G7DwYr5xU0jLlgWcXhvW043h6wQnCJ5YawjnTnqCEqYeO5qSczASAGs20Hs+xEguVnbt2oWVK1di/vz5KCsrw9atW7F48WIsW7YMaWl9/+gbGxvxzDPPYMaMGbjnnntw5MgRvPrqq9BqtZg8eTIA4IEHHoDN5vpW3d7ejgcffBAXXHCBx7ny8/Px2GOPiY9lMnI0RTrNXVb8fWcdHAyYVqjFzWd7/o1olHI8+LMc3P9RFXZXd+CrU+24oCDJNXE5FA3hBMizQsQQsdgQTiAjQYljzT1oSnQ+V/KshBzJP50/+OADTJ8+HTNmzBC9KmlpaSgvL/e6vry8HGlpaZg3bx7y8vIwY8YMXHLJJdi0aZO4JjExEcnJyeK/iooKxMXFiWJGQCaTeazTarUhfa7E0LA5GP6+ow6tPXYUJsfhrvOzvCbyFerjMXcM72359zen0WGxu01cDp1nhRPFSlfIrkEQkUKfhnDOvI3h3BBOQOy1EpfMb6CclZAjqWfFZrOhsrISV199tcf2cePG4ciRI16POXbsGMaNG+exbfz48fjss89gs9mg8DKWfNu2bZgyZQrie/XXaGhowB133AGFQoGSkhLceOONyMzM7Ndeq9UKq9UqPuY4Dmq1Wvw5nAjXi5as+2DY+5/9jTjU1A21UoY/X5yHeKW837U3jEvDrlPtqGu3YO0PzbjV3MNn7vtRDeS3zWoN/39Pt2S/l2j7uwCi02bC07PCGIuJhnACYq8VOT95mVHL/ZAjqVhpa2uDw+GATudZ8qXT6WAymbweYzKZvK632+1ob2+HXq/32PfTTz+huroad955p8f2kpISLFiwADk5OTCZTHj33Xfx6KOPYunSpUhKSvJ67Q0bNnjkuRQVFWHJkiVIT5fuzZmVlSXZtQMhUHv3nGzBhkMtAIDHLx+Dc8oyBj3mT7Pice+6/fjwqBG/zIiHBoBGn4qU7Gy/ru2rza1p6WgDkCCXQe/nNYJNtP1dAPAa9iUil8YO/otbRoIS6Gx39RfSD//fY7qzIqiROdsVUBfbkCN5zgrg/RvVQN+yeu8TGvJ4O2bbtm3Iz8/HqFGjPLZPmDBB/LmgoAClpaW45557sH37dsyePdvrdefOneuxT7heU1OTR45MOOA4DllZWWhoaIiKhkRDsddsc+DJDysBAJeXJmO01o76+vpBjyuMYxiXpUFFQxdeOa3BvQC6HA6YfTg2EJsdNjsAoLPZgB4frxFsou3vAnDZbDAYSLBEEY2dvFjJTFQCLbX8Rm0yOGWImi5GEGKvFYvzM8fYAma3g5P37+0lhoakYkWr1UImk/XxorS2tvbxnggkJyf3Wd/W1ga5XI7ERM+uiWazGTt37sT1118/qC3x8fEoKCgY8ENQqVRC2c8bUaoPBsZY1HwoAYHZ+9/9TWjosCJVo8Bvx6f7dfwt4zPwPx9X4QtHKq5KyEZxXLzf1/fVZuZWDST17yTa/i4A6d5DhP90Wx1oM/PiPCNRCZyMnRAQ4MpZabcy9Kg0iLd08WGw9OjzaEYLkibYKhQKFBcXo6KiwmN7RUUFysrKvB5TUlLSZ/3+/ftRXFzcJ1/lq6++gs1mw0UXXTSoLVarFbW1tX3CSIS0nGo1Y+OPfPjnrklZ0AyQp+KNUanxuLAgCQwc3i+YGqY+K5RgSwxvTnfwQ0GTVDJolHKw5thoCCeQoJIjQcl/fDZlOb32TQ0SWjT8kbwaaPbs2fj000+xbds21NTUYOXKlTAYDLj00ksBAGvWrMHy5cvF9TNnzoTBYBD7rGzbtg3btm3DlVde2efc27Ztw3nnnec1B2X16tU4dOgQGhsbcezYMfzjH/9Ad3c3pk6dGronS/jNWxUGOBhwfl4izs0NbN7Itc4+LDvTz4ZBEbqZJZyaSpeJ2EAIAWUkOqeNCw3hYkSsAPzwRgBoSisAADASKyFF8pyVKVOmoL29HevXr4fRaER+fj4WLlwoJq0ajUYYDK7kpYyMDCxcuBCrVq3Cli1boNfrceutt/YpS66rq8OPP/6IRx991Ot1W1pa8Pzzz6OtrQ1arRYlJSV4+umnJU2WJTypbbNg56l2AMBN4wLPZRiZEo8zLafxgyoTm3tScWuwDOxNHIkVIjY47Z5cC7gSTFNjJ+coI0GBkyYzmnTOZPomafLUYgXJxQoAzJo1C7NmzfK6b8GCBX22jRkzBkuWLBnwnDk5OVi7dm2/+++77z6/bCTCz+ajRgDAebkJKNQPLXxzZWsFfki/FOXtGlxvtfsdTvKJeFfpMkEMZ4RKoMxEXqywGPSsiL1WNLznljwroUXyMBBBeKPb6sCnx1sBALPLUoZ8vnNajyG3qxFdDhm+rGof8vm8QjkrRIxwupPPWRE9K83CxOUYFCsKZ5pBI4mVUEJihYhIvqpuR4/NgZwkJc7O0gz5fDJzD6bX7wUAfH6idcjn84pbu32qbCGGM6fdPCvMZgNa+ST42AoDOcUKnL1WmqKnXUA0QmKFiEg+reQFxSXFuuB0Nu3pxkWN34MDcKipW6xmCCoavpslHA5XgyyCGIZ4hIFMzQBjgEIJJHpvOTEcSXfvtcLJ+GGpgmgjgg6JFSLiaO6y4ofTfCjlkqIg3fzM3Ugzt+KsFD5N6/MTbcE5rzuqOEDuTAPrDFGoiSAkpq3Hik6rA4DTu+A2bZmLoWGwgmfF2GOHLT2H31hXLaFFw5vY+csiooavazoAAGVp8eK3l6HAHHbAwntSphXw3o/PT7QG3WXLcRyQ4CyN7uwI6rkJIlKob+UnmCfHyxGnkMXUtGV3dPFyKGUcHAxozisBALD6GomtGr6QWCEijt3VvFdicr73GU1+Y3aFZC4oTEacnENduxU/tfQE5/zuaJxipYvECjE8qW3lq93E5NoYmrbsjozjkOacEWRIK+Q31p+SzqBhDokVIqJoN9txwBkCuiBoYsVZSiyTQa2JF5vL7a4OgaAQPSsUBiKGJ3VOz4pQtuweBoo10jXO6cvOXivkWQkdEdFnhSAE9tZ2wMGAEclxyE5SBeekPU4PSpwaHMfh/LxE7DzVjq9r2vGb8UH+Nuj0rLDODgQhLZgYhEOHDmHjxo04ceIEjEYjHnjgAUyaNGnQY4QO2Hq9HldddRVmzpwZJoujn7penhXWElut9t0RutgaNM72CvWUsxIqyLNCRBSuEFAQ2+KbBbHCN5Y7JzcRcg6obrWgti24VUFcgtMbRGGgsGA2m1FYWIjf/e53Pq1vbGzEM888g9GjR2PJkiWYO3cuXn/9dezevTvElg4fqo28WBG/TMRgQziBdCEMJHe2V2hvBWsPQfI+QZ4VInLosTnwXX0nAGByXpBCQICro2w8L1YSVXKclanB9w1d+LqmHdeMSQ3etSjBNqxMmDABEyZM8Hl9eXk50tLSMG/ePABAXl4ejh8/jk2bNvUZ2UF455SRD9PmaD3FSix6VsQwUA8DUjOA5kbeu5I0VmLLhh8kVoiI4bu6TljsDJmJShTp44J3YiFnRZjdA+D8/CRerFR3BFesaEisRDLHjh3DuHHjPLaNHz8en332GWw2W5/J7QA/kd1qtYqPOY6D2jm0Mhg9gIRzBKWfUIixOZhYDZSrjQO6u/h/ALjU9Ih5DuF6TdOdeTtNnTZw2flgzY1AQzW4sjN9Pkc0/f6ltJXEChExiCGgvMSgvhmYEAaKd4mVSXmJ+Pfe0zhi6Iax2wa9OkhvBQoDRTQmkwk6nWfvHp1OB7vdjvb2duj1+j7HbNiwAevWrRMfFxUVYcmSJUEfepqVlRXU84WCSkMnGIAElRyji/JgPXkcpwHItDrkFBZJbV4fQv2amuM6AVTD0GWDZtQZ6PxhHzStLdBnZ/t9rmj4/QtIYSuJFSIisNoZ9tbyH/BBK1kWEMJAca5hiGkaJUpS43GsuQd7azswc1RycK6VwPdxYVQNFLH0FsJCv53+BPLcuXMxe/bsPsc3NTXBZrMFxZ6srCw0NER+u/b9zi8U2UlKNDQ0wHHkMADAkZyK+vrImTocttfUxjfH67La0ZSUCg2Azp9+RI8fr0U0/f6DbatCofBZ9JNYISKCA6c70Wl1QB8vxxnp6sEP8AenZ4WL85zcfH5eIo4192B3dXvQxAqXkAQGUBgoQklOTobJZPLY1tbWBrlcjsRE70ndSqUSSqX35oTB/HBhjEX8h5WQkJ6bpOLtbW7kd+jTItL2UL+mKjkHbZwcbWY7DMl5KADA6k4FdM1o+P0LSGErVQMREcFXzm9s5+cnQRbseKiYYOspgs53enD2N3Shy2oPzrWoKVxEU1JSgoqKCo9t+/fvR3Fxsdd8FcKTuja+wWLv5NpYrAQSECqCmhKdr4GpBayDKoKCDYkVQnLsDoavnQ3agtYIzp1epcsC+VoVspOUsDkY9td3BedaVA0UVnp6elBVVYWqqioAfGlyVVUVDAa+98eaNWuwfPlycf3MmTNhMBjEPivbtm3Dtm3bcOWVV0phftRR2857VnJ6lS0jNXbFSppQEWSTAWmZ/MbqExJaNDyhrxKE5Bxu6kar2Y5ElQxnZmqCfwFz35wVgI+/npebiI0/GrGntgMXFARBKAmele5OMIcdnEw+9HMS/XL8+HE88cQT4uPVq1cDAKZOnYoFCxbAaDSKwgUAMjIysHDhQqxatQpbtmyBXq/HrbfeSmXLPlLnDAPlOT0rsToXyB1x+nKnFcgrAgynwWqqwI0+W2LLhhckVgjJEUJAk/ISoZCFoCSup281kIAgVvbVdsDuYJAP9foat7yHrk4gUTu08xEDMnbsWKxdu7bf/QsWLOizbcyYMViyZEkozRqWdFrsMPXw4dJsMQwUm3OB3BEbw3XawOUXgX2/mzwrIYDCQISkMMZEsRKSEBDcSpfj+oqVMRkaJChlaDXbgzLYkFMoXNehUBAxjKhzhoDSElTQKOX8NHNTM78zlsWKMwzU1GUFl8+Xb7MaEivBhsQKISnHmnvQ3GVDvILD+OyE0FyknzAQAChkHCbk8NfdUxMkcUHDDIlhiBACKkhxhmpbTYDdDsjlgC5ZMrukJs0jDFTIb6yvBrNZ+z+I8BsSK4SkCF6Vc3ISoZKH6M/RWQ3ExfcVKwAfCgIg9nkZMolODxGJFWIYIXhWCvROsSLkqySnxnRulpCz0tJtgz0lA1BrAJsNaKAJzMGExAohGeEIAQFwqwby3r9lYk4iZBxw0mRGY0cQvg05u9iyDhIrxPChro1/bwhixZVcmyaVSRFBcrwcChngYICxxw7kFgIAWHWVpHYNN0isEJJxwmhGfbsVKjmHc3ODOGW5N17a7bujjZPjjDR+XzC8K5yQVNtJvRaI4UNtO99jpSDF+T6iHisAABnHieXLTZ2uvBVQ3kpQIbFCSMbOU7znYWJOAtTKEP4pemm335ughoKE+UDkWSGGCYwx1Do9KyOEMFAzlS0LeOStCEm2VBEUVEisEJLAGMOuU7zn4cKCEJf39tMUzp3z8nixcuB0ELrZUs4KMcww9tjRY3NAxgG5ybxnhXqsuEjXOLvYdtnA5QmelaqoaZ8fDZBYISShymRGXbsVShmHc3NDVAUE8OWVFt593V8YCOCbXGUlOrvZNgyxmy15VohhhlAJlJGghFJIhDc6e6zEcPdaASHJ1tBpBXILAE4GtLcCrUaJLRs+kFghJGHnSVcISKMMYSWB2ez6eQDPCsdxondl71BLmJ2eFZq8TAwXhEqgXKEZHOCqBtLHdoIt4NnFllPFAZk5/A4KBQUNEitE2GGMifkqU4LR4n4ghB4rnAxQqgZcKuStfFPXAccQ3LdcgjOsRcPMiGGCMG1ZmAnEzD0uzyGFgZDmFgYCQM3hQgCJFSLsnDSZUddugVLGYVJeCKuAAI9W+9wg05zHpGugUcrQ2mPHseYhdLOlnBVimNHHsyJ4VdQacJrQhXGjBY8wECAm2ZJnJXiQWCHCjuBVmRDqEBDgU3KtgFLOYYKzi+6QQkGUs0IMM4SclRxtHABKru2NULrcaXWg02IXk2xZTZWEVg0vSKwQYedrpxCYEspGcAJC2XI/3Wt7E5QSZsGzYjGDWS2Bn4cgIgC7g6Gho5dnhcqWPVArZUhS8R+nhi4bkF/I72ioBbOY+z+Q8BkSK0RYaeq04qTJDA7AOaFsBCcgzgXqvxLInXNyEsCBr1Zq6Qqwm606AZA531rkXSGinMZOK2wOQCXnkOrMzWBCJVCMd691x6PXii6Fn7jOHEDtKYktGx6QWCHCyj6nx6I0TQ1tXOjniTA/wkAAoI1XoDiFXxtoCTPHca5QEHWxJaIcIQSUnaSCTMj7MjTy/1MlkIhHRRDHuZrDUZJtUCCxQoSVb+p4sRLK3ioeiGEg3zwrAHB2Ft+h8/uGzsCvS3krxDBBSK4VKoEAgBlO8z+kZ0lhUkQiNIYz9KoIoiTb4EBihQgbZpsd++t5AXBuThhCQICYYMv56FkBgPHOJNv99Z2Bd6CkiiBimCCULXv0WHGKFS4tUwqTIhKPMBAA5JFnJZgopDYAALZs2YKNGzfCZDIhLy8P8+bNw+jRo/tdf+jQIaxatQo1NTXQ6/W46qqrMHPmTHH/559/jhdffLHPcf/5z3+gUrnecP5elxga31WbYLYz6NUKFOnjwnPRQYYYemN0uhoqOYeWbhsqmzuhCeS6bpOXBy6YJojIxuVZ4T+MmdUCmJr5neRZEUnXeIoVLr8QDBDb7g/WOoEYGMnFyq5du7By5UrMnz8fZWVl2Lp1KxYvXoxly5YhLa1vPLSxsRHPPPMMZsyYgXvuuQdHjhzBq6++Cq1Wi8mTJ4vr1Go1nn/+eY9j3YWKv9clhs7OE/wN7pychPC9cX0YYtgblVyGMelqfN/QhT0njZiW4//bhEtM4m9U1BiOiHJcZcv8/dPWWA8wxr+nEkM81yuKEHutCIn5WXmAXAF0d/GeKBJ2Q0LyMNAHH3yA6dOnY8aMGaJ3Iy0tDeXl5V7Xl5eXIy0tDfPmzUNeXh5mzJiBSy65BJs2bfJYx3EckpOTPf4N5brE0Nlzkp+TMTEnjE2kzP6LFQA42xkK2lPVEth1hS62FAYiohizzSF2Zc115qzY6mv5nWmZ5C1wIz3BlbNiczBwCiWQk8/vpH4rQ0ZSz4rNZkNlZSWuvvpqj+3jxo3DkSNHvB5z7NgxjBs3zmPb+PHj8dlnn8Fms0Gh4J9ST08P7rrrLjgcDhQWFuL6669HUVFRwNcFAKvVCqvVVc7KcRzUarX4czgRrhctNwtTjx2VBj5fZVxmGD0rQs6KDx1s3RmfnYhV3zVhX7UJNkcGFDL/7BU9K53tYf0dRdvfBRCdNscK9c4QUKJKhiRn9Z79dB2/k/JVPNCrFVDJOVjsDE2dVmQnqcDlFYFVnwCrPgFuwuTBT0L0i6Ripa2tDQ6HAzqdzmO7TqeDyWTyeozJZPK63m63o729HXq9Hjk5ObjrrrtQUFCA7u5ufPjhh3jsscfw7LPPIjs7O6DrAsCGDRuwbt068XFRURGWLFmC9HTpGiNlZUWHa/HAj3xCXkl6IsqK8sN2XQMHdAPQZmQhKTvb5+Mysxj0n9fA2GVFkyMeE3P1fl23IzcfRgBxNivS/bhusIiWvwt3KPwaebhXAgli0naa96xQcq0nMo5DZqIS1a0WNHTwYgX5RcBXlGQbDCTPWQG8f6Ma6FtW731CxYawvbS0FKWlpeL+srIy/OlPf8JHH32E3/3udwFfd+7cuZg9e3aftU1NTbDZbP0eFwo4jkNWVhYaGhoCr1gJI1/+2AAAGJ2qQn19fdiuazfyYZw2swUdfl73rAw1vqiyYtvBamQr/JsV5LA5AAA9zU1hfb7R9ncBuGw2GAwkWCKMujbek5zjVglka3CFgQhPsgSx0m4BshPA5bmSbImhIalY0Wq1kMlkfbwZra2tfbweAsnJyX3Wt7W1QS6XIzHRezmsTCbDyJEj0dDQEPB1AUCpVEKpVHrdJ9UHA2MsKj6UDjh7lpyVqQmrvazb2dhNrfb7uuOyEvBFVRu+r+/ETeP8/BB167Mixe8nWv4u3Ik2e2OBWmGAYZK7WOHDQBwljPYhK1EFoBMNHb0GGjY1gHV3gVMHVFtIQOIEW4VCgeLiYlRUVHhsr6ioQFlZmddjSkpK+qzfv38/iouLxXyV3jDGcPLkSTHJNpDrEoHT3GVFbbsFMg4YmxnmN2u3s7Gb2v+kXmGo4bHmbnRa7P4dnEgdbInop3clEEA5KwOR5SzvFmYpcYlaV5df8q4MCcmrgWbPno1PP/0U27ZtQ01NDVauXAmDwYBLL70UALBmzRosX75cXD9z5kwYDAaxz8q2bduwbds2XHnlleKad955B99//z1Onz6Nqqoq/Otf/0JVVZVHL5bBrksEjwOnee9GWWYSElWhb7HvgehZ8V8kpScoUaBXw8GAH0772XpfbLffCeZw+H1tgogEenevZV0dcAjl+CRW+sB7VoCGdre5YnmFAChvZahInrMyZcoUtLe3Y/369TAajcjPz8fChQvFpFWj0QiDwSCuz8jIwMKFC7Fq1Sps2bIFer0et956q0ePlc7OTrz88sswmUzQaDQoKirCE088gVGjRvl8XSJ4CGLl3Hz/klSDwhA8KwBw3ogUnDLWYn9DJ873Z0q04FlhDt6GhDBMmCaIINJutqPNzHsUs4UwkNBmPynZr67QsUJWosuzIjSC4/KLwA58Q233h4jkYgUAZs2ahVmzZnndt2DBgj7bxowZgyVLlvR7vnnz5mHevHlDui4RPASxck6BHoAlbNdlNhtgcV4vwFjxpBF6rP++1u+hhpxCyU96Nnfz84FIrBBRhuBVSVUroFbyTnjWxOf9IZ28Kt7ITFSCA9BjY2g125Ecr3Bru18lqW3RjuRhIGJ4c7rDgtMdVsg5YHxe/8nLIaHbTWDEByZWzi3QgwNQ02Zxdab0FZoPREQx3vJVaCbQwCjlMqQ6BxoKoSAut4DfWVdNIeEhQGKFCCmCV6UkVY0EVZgdeUIISBUHrp/k68HQxisxKpV3d1f46V1BgrM6jcQKEYV4nbYsJNdSJVC/ZDlfLyHJFhk5gELBe1lbmiS0LLohsUKEFEGsnJUlQcmemFw7tPb+Z2e5pjD7hTDMkMQKEYXUip4VV7sG5uyxwmXlSWJTNCDmrQieFYWCnxMEALWnpDIr6iGxQoQMxhgOOL0R4zLDOA9IQPCsaIZ27fHOEub9DZ1+9QLh3HqtEES04c2zgoYaAACXTWKlPwSxUt/hys/jckYAAFjdSUlsGg6QWCFCRn27Fc3dNihkHM5IV4ffgCGULbtzRroaKjkHY48d1a1+JAiLOSsdQ7o+QYQbxlifnBXW2QG0mfgFWbkSWRb5COXLpzvcctyEvJVaEiuBQmKFCBlif5W0eMQpwv+nxrqEsuWhiRWVXIYxGfw59jf4EQrSUGM4Ijpp6bbBbGeQcUBmgtOz4vSqyFMzwAWYsB4LCI3hBM8UAHC5Ts8KiZWAIbFChIwDp10t9iXBGQbihpizAgBnZwUgVsizQkQpQr5KZqISSjk/A03IV1E4m5wR3snTxgEAWntcfWqQ4/SsNNTwLRUIvyGxQoQExpgruVaKfBUACJJnBQDGO5NsD5zuhs3hY96KsxqIUc4KEWWIybXu+Sr11QAAZf4IKUyKGtRKGTIS+OrD6lYzvzE1g++7ZLMBTeEbbDqcILFChITaNgtMPXao5BxK0yTqdClU4SRqh3yqQn0ckuLk6LE5cMzQ7dMxXILW0w6CiBLEAYZuPVZYbRUAQFk4ytshhBv5Ot67csrEixVOJgNy8vmdFAoKCBIrREhw5auooZJL9GcmzDAJgliRcRzGZQqhIB/7rVCfFSJKqXUmkgshDQDiID5lYYkEFkUXglipbvOWt0Lly4FAYoUICa4QkHSJeGL4JTE4re6FEuZv633MQaGcFSJK6e1ZYR1tgKkFAKAcMVIyu6KFfB3/ulU7PSsAxIogwUNF+AeJFSLoMMbwQyMvVs6UUKwInhUuCJ4VAJiYw4uVo4YetPb4kCQn9Fnp7gSz24NiA0GEGovdgUZn2a0YBhJCF2mZkA2xb1EsUCB4VlpdYkXotUKN4QKDxAoRdKpbLWgV8lVSJZzMGsScFQBI0yhRpI8DA7CvzoeqIE2i6+cu8q4Q0UF9uxUMgEYpQ3K8HADAnBODOaoE8ok8p2fF2GNHu1ARlOcUK031YBZzP0cS/UFihQg6QgjojHQ1lFLlqwBuOSvBm3h8Xi4vQL6pHVx8cHK5q9U/VQQRUUJNG/9BmqtVgeP4smWcOAYA4CgE5BMapRxpml4VQUnJ/BcnxoD6GumMi1JIrBBBJyLyVawWwNzDPwiSZwUAznWKle/qO2G1+1DCTJOXiShDKFv2qAQ6cYT/oahMCpOiEiEUdMopVjiOA6g5XMCQWCGCioMxHGyUXqyIngyZbMiDDN0pSY2HLk6OLqsDh5t8qArSUEUQEV30FiusvQ1oagAAcEWlktkVbYhJtq3uM4Ko7X6gkFghgsopkxltZjvi5BxGpUgwD0hACAElJLlc2UFAxnE4x49QkOBZocnLRLTQx7NSdZT/PzMXXEJiP0cRvSlI9vSsAACcOT+s5oQEFkU3JFaIoCJUAY3O0IhtuiUhiD1WenNeLu+p2Vs7eJItTV4mognGmChWhB4r7AQvVsir4h9CGKjKaBantXP5xfzOU5V+TXAnSKwQQUbMV8mQdtAZc/aEQHJK0M89PjsBChk/qKy2bZApzAnUa4WIHkw9dnRZHeAAZDsH8gliBcUkVvyhUB8HOQe0me1o6nS2OsgbwYemO9oAY7O0BkYZJFaIoOFgDAcFsZIl8VRWE38j4EIgVjRKOcY6xdigoaAEmrxMRA+C+M5IVEIll/Hf/oVKIPKs+IVKLsMIZyjopxZ+RAenVAHZzrb71RQK8gcSK0TQOGkyo93iQLyCw8gUCfurAGK3TSSnhuT0PpcwUxdbIoo46ey4mi/kqzTW88nhCqWYb0H4Tkkqn7f3U3OPuI3LLwIAsOrjktgUrSikNoAYPlQ4Z+aMSddAIZMwXwWhDQMBfAnzq/sacbCxC50WOxJUcu8LhcnLlGAbMrZs2YKNGzfCZDIhLy8P8+bNw+jRo72uPXjwIJ544ok+25ctW4bc3NxQmxrxVJn4D9VCPf9lg1U6S5ZHjASnUEplVtQyKjUeW34CfmpxiRXkFwO7Pwc7VSmdYVEIiRUiaHxXzyecCjN0JCWEYSAAyE5SIU+rQk2bBd/Vd+JnI7wn8nIJWjCASpdDxK5du7By5UrMnz8fZWVl2Lp1KxYvXoxly5YhLS2t3+Oee+45aDSuUKVWG/xE7Gikysh7Vgqd4QscqQAAcKPGSGVSVDPK6WH+qaUHjDFwHAeuoJi/J1AYyC8oDEQEBYvdIfZXmRARYiW0YSDA1SBu70ChIKHUk6qBQsIHH3yA6dOnY8aMGaJXJS0tDeXl5QMep9PpkJycLP6TyehW6GBMDAMV6ePAGAM77BQrZ4yT0rSoJV8XB6WMQ6fFgQbnvCU4w0AwnAajMRw+Q54VIigcauyGxc6QqlaIzZCkgjkcQKuRfxAizwoATMpNxHuHW7CvrhN2B4PcW+iLclZChs1mQ2VlJa6++mqP7ePGjcORI0cGPPahhx6C1WpFXl4errnmGpx55pn9rrVarbBareJjjuOgVqvFn4eKcI5g9gMKhNPtVpjtDCo5hxxtHDhDA9DSBMgV4ErH8l6BCLF1MCLFTpWCQ5E+Dkebe/BTSw//uiZq4UjNAJobwdVUiUJQalt9QcrXlcQKERTcQ0CSv+k62gC7DeA4QKsP2WXOSFcjQSVDu9mOo4ZujPZWri1UA5m7wWxWivsHkba2NjgcDuh0Oo/tOp0OJpPJ6zF6vR633347iouLYbPZ8MUXX+DJJ5/EokWLMGaM91DHhg0bsG7dOvFxUVERlixZgvT09KA9FwDIysoK6vn85XBbIwBgZFoi8nJz0FGxG0YAcWechYzCIo+1UtvqK5Fg57j8NhxtrkV9jxzZ2dkAAEPJaHQ3NyLJZECS08ZIsNVXpLCVxAoRFCIrX8UZAkrSgVOE7k9cLuNwTnYivjjZhr21Hd7FijqB76vgcADtbYA+dGGpWMWbOO5PMOfk5CAnJ0d8XFpaCoPBgE2bNvUrVubOnYvZs2f3OXdTUxNsNttQTBfPl5WVhYaGBkkbhX13ogkAkJsoQ319PexffwkAsI4cjfr6+oiydTAiyc5ctQMA8N0pA+rr+bCwIzMPANBa8S06J0+PGFsHI9ivq0Kh8Fn0k1ghhkxLtw0nTWZwAMZL3V8FAFpDWwnkzrm5CfjiZBu+qe3Ebyf03c/JZHwX3TYT0N5KYiWIaLVayGSyPl6U1tbWPt6WgSgtLcWXX37Z736lUgml0rtHLJgfLowxST+sThidlUDJcXA4HGA/8vkqKDurj11S2+orkWBnaRqfZHvM0AOLzc5Poi8sAcA33BPsiwRbfUUKWymrjBgy39bx+RgjU+KhjZde/zKhM6Qu9GJlYk4iZBxwstWM0x39dLPVJvP/t7eG3J5YQqFQoLi4GBUVFR7bKyoqUFbm+3TgEydOIDk5OcjWRR9VzuTaEclx/KC99lZAFUeda4dIbpIKung5rA6GY0K/lSJerKCxDoyS732CxAoxZHZX82+28/MiZMiZMwzEhcGLkRQnx+h0Ptnym/5mBSXx3/JZmynk9sQas2fPxqeffopt27ahpqYGK1euhMFgwKWXXgoAWLNmDZYvXy6u37x5M/bs2YP6+npUV1djzZo1+Prrr3HZZZdJ9RQigi6rHaed1SqF+niXV6VkDOVZDRGO4zDGeY841OjsZJuQBGTw+Svs5DHJbIsmpP8aTEQ1XVY7vq/nS5bPz0+S2BonQhgoDJ4VgC9hPtjYjb21HbiirG9CL5eUzPdVaDeFxZ5YYsqUKWhvb8f69ethNBqRn5+PhQsXinFwo9EIg8EgrrfZbHjjjTfQ0tIClUqF/Px8/PnPf8bEiROlegoRgdBfJVWtgDZODvuPVLIcTMZkaPBVdQcONXUB4L9EcYWlYI314jgDYmBIrBBD4ru6TlgdDNlJShRIXLIsIIaBwpCzAvAlzKu+a8KB013ostqhUfbqZqt15k+0URgoFMyaNQuzZs3yum/BggUej+fMmYM5c+aEw6yo4mgz/41/VGo8mN0OHP0BAImVYDEmnc/lO9zU7WpzUFQC7Nnu6hJMDAiFgYghsbuGz1eZnJckfcmyQGv4wkAAkKtVIStRCZuDYb/Ty+SBMwxEOStEpHLUwOdSlKapgVPHge4uQJMAFBRLbNnwoEgfB7VChi6rQ2y8JwyGZCeORU1irZSQWCECxmpn2Ofs3np+foTkqwCu0uUwhYE4jnMNNqzz0vxNyFkhsUJEKEcMvGelLC0e7PB+fmPpWeBk/cy8IvxCLuNwhpC30uT8QpNfBMjlQLsJ9qYGCa2LDiIiDOTPIDIAOHToEFatWoWamhro9XpcddVVmDlzprh/69at+OKLL1BdXQ0AKC4uxo033ohRo0aJa9auXevR6Angm0m98sorQX52w5f9DZ3otDqgj5ejLE0ttTkAAGazuTwYYQoDAcA5uYnYdMSIfXWd4gwQAU6r53NWKMGWiECau6wwdNkg44BRKWoxuZYbTSGgYDImQ43v6jtxsLEbs8sAThUH5BUBJ3+C5chBYNRYqU2MaCQXK/4OImtsbMQzzzyDGTNm4J577sGRI0fw6quvQqvVYvLkyQB4MXPhhReirKwMSqUS77//Pp566iksXboUKSmuD7D8/Hw89thj4mOaD+Ifn5/gRcGFI7SQRUoIqM0IMAbIFXx/kzBxZoYacXIOxm4bThjNKHYOMAPgylkhzwoRgQgVKiOS4xAPOxw/HQZA+SrB5qxMPm/lQINrPAdXVAJ28idYjpJYGQzJP539HURWXl6OtLQ0zJs3D3l5eZgxYwYuueQSbNq0SVzzhz/8AbNmzUJhYSFyc3Px+9//HowxHDhwwONcMpnMY5gZTV71nS6rHV8781WmFUXQ6yaGgPR8Q7YwoZTLcLaze2+fUJCQs9Jmotg0EXEIA0jPzNAAlT8CVgug0wPZ+RJbNrwoTVVDo5Sh3eJApbMBHwr5vBXL0YMSWhYdSOpZCWQQ2bFjxzBunKfiHz9+PD777DPYbDYovLRXN5vNsNlsSEz0zKtoaGjAHXfcAYVCgZKSEtx4443IzMzs195QDzTzB6kHdX1V3QGLnSFPq0JJqnpQO8JlLzO5utcO9Vr+2nxuTiL21HRgX20nrj/LrYW00BTOZgVn7gGnDl2XX6n/LgIhGm0eTvzgFCtjMzVg3zpDQGXj6PcRZOQyDmdlavB1TQf213fx982iEjAAlmOHILPb+dEchFckFSuBDCIzmUxe19vtdrS3t0Ov79vn4r///S9SUlJw1llnidtKSkqwYMEC5OTkwGQy4d1338Wjjz6KpUuXIinJe7+QcA008wephl/t+oKfFXLV2Xkes1YGI9T2tjMbTADU2blIcw4NGyq+2nx5gh4v7mnAEUM31LpUJGtcpdw18Wqwnm6kx6ugDJJdAxFNQ9EEvIV9idBi6rGhupXvvDw2Xe1Krj3jrAGOIgLl7KwEfF3Tge8bOnHdmalAVi7gvDeg7hSQVyi1iRGL5DkrgH+DyLztE1zr3o55//33sXPnTjz++ONQqVwfHhMmuAa5FBQUoLS0FPfccw+2b9/uMbTMnVAPNPMHKQd1NXVase+UCQAwMVUmDjkbiHDZaz9VBQDoidP4ZNdABGLziOQ4nDSZ8fH3lZha5BLVLEkH9HSj6fgxcFzo3naRNMDNVwSbDQYDCZYw871zAGmRPg5JsMBRxTcoo3yV0CAMej3c1A2zzYE4hRxcYQnYjxVgJ46CI7HSL5KKlUAGkSUnJ/dZ39bWBrlc3ifMs3HjRmzYsAGPPfYYRowYMaAt8fHxKCgoGPADLlwDzfxBioFSn1WawMAnlaYnKPy6fsjtNTq7lSanBO06/th8bk4CTprM2FvbgYsL3XJ5knRAUwPfcj8Mv69oGoomEG32Dge+cbYeOCcnETh2GLDbgbRMcOnR55mLBnKSlEjXKNDUZcPBxi5MzEkEisuAHyvAjv8I7qKZg58kRpE0QBbIILKSkpI+6/fv34/i4mKPfJWNGzdi/fr1ePjhhzFy5MhBbbFaraitrfUaRiJcMMawrbINAHBJse+TbcOFK2dFmunG5zj7rXxX1wG7w+3DV+y1YpLAKoLoi93B8J3Ts3JuTgLYj3wIiLwqoYPjODERX3jtuVF8mw7mrMIivCN5No+/g8hmzpwJg8Eg9lnZtm0btm3bhiuvvFJc8/777+Ott97CnXfeiYyMDJhMJphMJvT09IhrVq9ejUOHDqGxsRHHjh3DP/7xD3R3d2Pq1Knhe/JRyNHmHtS1WxAn5zClIEJmAbkjDDEMY48Vd85IUyNBxWf8ixNWAXBCki31WiEihKOGbnRYHEhSyVCa5uqvAhIrIWWiUDXoHHzKFZ/B7zhdC9beJpVZEY/kOSv+DiLLyMjAwoULsWrVKmzZsgV6vR633nqr2GMF4MubbTYbli5d6nGt6667Dr/61a8AAC0tLXj++efR1tYGrVaLkpISPP3005Imy0YD2yr5XiEX5Cf1nYETCbhVA0mBXMZhQnYCdpxsxze1HWLXSvfyZYKIBL6p4z8sJ2QnQtbVDkf1CQDkWQk1E3ISoJABde0W1LZZkKdLgiK/CLbqE8Dxw8D486U2MSKRXKwA/g0iA4AxY8ZgyZIl/Z7vhRdeGPSa9913n8/2ETxWuwNfnozgEJC5B+jmb8BShYEAPv6/42Q79tV14NfjneLX6VlhJFaICGGfsx/QObkJwI8VfC5Vdj44HYXCQ4lGKcfYDA32N3Rhb2078nRxiBtzNmzVJ/i8FRIrXpE8DERED3tqO9BpcSBVrRC7MUYUzgGGiIsH4qVr/z8xJwEcgEqjGc1dfF8eMSzVapTMLoIQaOyw4oTRDA58WEIoWebGjJfUrlhBmCW219lYU+UcbUB5K/1DYoXwmc+cIaBpRVp+xHmkYXQNMJSyoVVyvAKjUvl2+3ucNyNxqKIQpiIICdlxiveQjs3UQBuvADv0PQASK+FiUh4vVg41daPDbEfcmLP5HVXHwNwajxIuSKwQPmHqtmGfM8Y9PQJDQADATM38DxLlq7gzJZ9PPt51qp3fILjWTS1UoktIzg5nOPf/t3fn0VHV9//Hn3cyM1kheyAhYQkkgFQ2K7KKgCI/XGkLol+KWJVWrAWX2q/2qLhUe+z5li5QbSsVvooVsYIsWvlC0CIQUNkSomxZCWSZJJN9m5nP749JBoYESALJvUPej3NyMHfuzLy8c+/Ne+79LJP69UAVF4Ct0D0DcPL3dE7WPfQKsdI31IpLuW/HmeP6uucyczRC7km94xmSFCuiTb7IrsClICkygPhQf73jtK5pjBUtXL/2Ks0m9HMXK+lFNdhrHWcLKEcj1FTrmEx0d6crGjhZWo9JcxfVzVdVSByMpuPt0+5mTLz7HJGaV4mmaWe7MB+XeYJaI8WKaJMdTTMsG/WqCgClTb3GIvQfBbVXiJWkyABcCnbnVaJZrBDUNGih3AoSOmq+qjKid7DcAtLRuKarr9+crqKu0enpheXpQi68SLEiLimrrI6ssnrMJpjYz0AzLJ9HNY9eG26M7ucTm66u7Gr64+C5ulIuxYrQh1LK06NvUr8eKJfT3RMI0IaO1DFZ9zMwwp+YYAt1DsWerNKzXcaPZ6Ac0m7lfFKsiEtqblh7fZ8QevobcGyVZmXuNiuaAa6sAIxPcBd2R4pq3b2CmooVJVdWhE5OltaTW96AxaRxQ0IPyMmEmioIDIb+SXrH61Y07ezAmtuPFUFzu5WGesg6rnM645FiRVyUw6X4Itu4Y6t4KS12/xtujGIlJsTCkKhAFO7B9DzjV8iVFaGTrSfsAIzr24MQqx/q24PuBwZfi+Zn4C8iV6nmYuXLkzYcCrTB7tmu1VG5FXQ+KVbERe0/XYW9zkmov597sjODUo2NUOm+AmSENivNbk0KA+Cz43acoTLWitBPbaOL/zR98Zg+qGmuKk97lRF6xerWkiIDiAwyU93gdM+A7Wm3kqZzMuORYkVc1LaTZ8dWMRtxbJVmze1VrFYINs6cRRP79aCH1URxjYP9AQnAOV2shehCu3IrqHW4iO1h4XsxQe4Rn0+6ByGT9ir6MGmaZ5iDXbmVaEPcV1Y4+S2qoV7HZMYjxYq4IHudwzOF/LSBYfqGuZTmYiUsStcB4c5n9TN5tt2/G5uu+EibFaGDrSfcXzxuGRjmPkaO7AeHA6J7Q684ndN1X+ObOi3sPVVJY1Scu22bwwEnMnROZixSrIgL+iKrAmfT2Cr9wgw6tkoTZaBuy+eb0XQr6EC1ldOBUVBSrG8g0e0ctdVy1FaL2XR2+AF1YC8A2sgbDFXgdzdDogKJCLJS3eAivagGbdhoANTBfTonMxYpVkSrlFJsO2kHYJrRG9aCp3GtZpDGteeK7WHl+j7BKGBdv2lQXipDaosu9fG37qt5N/bvSXigGeVwoA5/BYA2cuzFnio6mZ9JY0qye7iF3bmVaKPcn4c6tFdGuz6HFCuiVYcKasgtb8DfT2NSf+OOreJRUuT+NzJG3xwXcM+17iJqZ69R5AdEQZlcXRFdo7CqgT157mkf7hrS1Mj7+BF3l+WQnjBoiI7pBMC0pmIl9VQVzsHDwervHuQyN1PnZMYhxYpoVfM3sZsHhhJiNX6XRlV0xv0fvWL1DXIBSZGBXN8nBJdmYl3/aWAr0juS6CY2fleGS8Go2GD6h7sn2FQHm24BjRiDZjL+8X21G5UQRk9/PyrrnaSXOWHYKADUwVSdkxmHFCuihVx7PfvPVKMBdwzRf1LANmkqVrRoYxYrAPcNb7q6EjOSzDPSfVl0PnudwzO2yt1DmwYldLnOFiuj5BaQEZhNJs/w+59nlXtuzakDUqw0k2JFtPDxd+6rKmMTQojtYdU5zaWp+vqzvYFijNurITEigIkUoTQTfy8KkfvRotOtzyilwalIigxgRO8g98LjR9xtvAICYaiMr2IUUwe62wbuzq2kbuhoMJkgP+fsVeNuTooV4eVMZYNneP27hvrIVRVbgfvfoGAIMc4YK625P7ISf2cD37p6eEYGFqIz2OscfHrMfQVv7rVnu/SrL7cBoI25Ec1q7F5+3cmQqED69LRS71TsKuHsAHF7dugbzCCkWBFe/vdgMU4Fo2ODGRodpHectik45f43OtbwXTCj42P5Yc52AFYdKKaqwalzInG1+vjbUuqdikERAVwXFwyAqixHfbMLAG38ND3jifNomubpVp6SWe75fNSeFJTLpWc0Q5BiRXh8daqK3bmVmDSYP8oYMxe3hco5AYDWN1HnJG0Qm8Bdef8htsZGWa2Dld9IQ1tx5ZXXOdhytJWrKju2QGMD9BsEiYP1jChaMWVAT0waZBTXcnrQde4JJkuKIOOA3tF0J8WKAKCm0ckb+9y3U+4cEsGApl4DvkBlu4sV+g/SN0hbRERhsVr5+Xdr0XB/g2oeJViIK2VD01WVgREBfL9P01WV6ipUyhYAtFt/YPirkN1RZJCF0bHuz2tLZhXaBPfVFdf2TXrGMgQpVgQAK78poqTWQe8Qi6fXii9QSkHzlZV+xp/iXtM0iI1naEUOd4TXArB8bwH2OofOycTVoqLOwSeetiqRZ6+qbFkL1ZUQ1xdt9Dg9I4qLaG4ruO1kORUTZ4KmQfp+1KksnZPpS4oVwf+dsLPtZDka8POxvfE3+9BukXsSaqrdExj26at3mjbR+g4E4L6qwySEWimrdfA/u07jdEnvIHH5NnxbSp1DMTDCn+v7uGdKV5lHUU3fzk2zH0Dzk7FVjOraXkEkRQbQ4FSsO+OHNno8AK5N7+ucTF8+9FdJdIbjJbX89atCwD0OyLW9gnVO1D4q9QsAtOFj0MwWndO0UVNbAWvWtzw9qQ/+fhqHC2r4IN2mczDh6yrqnWw5ZgfcoyZrmoayl+D62+/A5UIbMxnte9fpG1JclKZp/Hiku83gp8fKODX1HvfVlf17UCe/0zmdfqRY6cbOVDbwyuenaHQpxsSH8KPvReodqV2Uy4n6aicA2g2TdU7TdtrApoaNOSdICPZj0Q29AVibVsKBM9U6JhO+7uNvS6lzuEgM92dMnxBUdSWuPyx1N9KMiUW776d6RxRtMKJ3MNf3CcGp4A8nwTGuqe3KP/+GcnXPHoRSrHRT9loHS1PysNc5GRDuz5JxsZh8rcHdd2lQXgrBPeB7o/VO03Yxce7xYBobIPM7bhoQyq2DwlDA/+w6TWFVg94JhQ8qrm5kY9OAjnOvjYKGelx/fhnycyAsAtPjL6EFh+icUrTVI2N6EWI1cbK0juUD7sQVGAw5J1Cfrdc7mi6kWOmGSmoa+fW2XAqqGukVYuH5KQkE+8D8P+dTe5tuAV03wXduAQGayeS5FK8OuWe+fej7MQyKCKCy3slvvsintlHGVRDt8+7BYhqcimExgVzf2x/Xm7+Fk99BUAimJS+iRfXSO6Joh8ggC09OiMNPg//k1/HOLU+gAPXxGtSR7teVWYqVbqawqoFn/y+XUxUNRAaZeXFqAhGBZr1jtZtqqEft3w2AdsONOqfpgOFjAPdEZUoprH4mnpnch/AAP3Ls9fxhz2lcMhy/aKPjJbV83jQi8gOjomHVnyB9P1j9Mf3iebQ+/XROKDpidFwIPx/rnu/s44oevDvxpyinE9ebv+12vYOkWOlG0gqrefLfORRUNdI7xMJrt/T1ibl/WpX2NdTVQkQUDLpG7zTtpl07GvwD3RMwHjsCQFSQhWcmx2M2aaTmVbHmkDS4FZfW6FT8Za97jKQpA3oycOs7qH3/AT8/TI/8N9rAITonFJdjamIoD14XA8B680Deuv4nuOrqcC17AZV7Uud0XUeKlW7i02NlvLA9j8p6J4MiAnj1lr70CvHRQgVwNfcCGjMZzeR7u7EWEORpFOzattGzfHBUII82Nbj98EgJH39bqks+4TtWHygis6yeHv5+zCve7R6lFtAeWCI9f64Sdw6J4JExvdCAT4OHsGL0ApyVFbhefxaV/o3e8bqE753lRbs4XIo39hXw5leFOBXc2L8nr97Sl8gg32njcT5VWQ5p7rYe2tib9A1zGbRpt7u7JB5M9UwZAO5vUvNGuAfm+8f+IjYfLZUZmkULSinWpdvY1DSs/qLgfMI3/y8A2tyFmHyoh5y4tBlJ4SwZH4tJgx09h7JszCM0NjTg+tNLuDb+86rvJSTFylWsvM7BC9tz+fdxOxowf2Q0T4yP9a1B31qh9n4OTif0G+TT9+K1uL5nr65sWOP12I+GRTKraSTLv39dxPK9BTQ4pdGtcMsrr+d3X57m3aZbhfPCK7hh/TIAtNvnYpp2u57xRCe5aUAoT0/qg9kEuwP78fqNT1Cv+aE2/RPXH19EVdj1jthpfPuvlrigY7Zanvp3DulFtQSaTfx6cjw/HBbp8/OBKKXOTnE/4Wad01w+7Y65YDJB+jeojINnl2sa94+K5v6R0Zg099Dbj27KJCWzXEa67aaq6p18eqyMp/6dzc83Z7GradLRn/Qo5gfrXwGl0G6aiXbnvXpHFZ1oXEIPfj05HqufxjdaNL+Z/gK1AT0g4yCupY+h9u/RO2KnkGLlKtPoVHyYXsJ/b82hqLqR2B4WXp/Rj+vjr5LxFQ5/5R43wuqPNsYHewGdR4uJQ5v8/wBwrXkD1VB/9jFN4wfDInl+irvHVlG1gz/uOcPDG07y3uFiiqsb9YotuojTpfgmv4rXd+az4KMTvPlVIcdL6jBpcH1sIK+rr7l90+8A0KbdgXbvQp//QiIubXRcCC9MSSDAbCK9zp/nbn6eU/1HQGU5rjdew7niVdSZU3rHvKJ8r8+qaFVVg5M9uZV8kF5CUdMfsQl9e7BoTG9C/H1vDJXWqOoqXGvfAtztPa6WAa60WT9GHdgDRWdQq5fDT5Z4zd0yKjaYN+9MZPPRMjZ8W0pJrYO1aSWsSy9hdGww05PC+H5cCH4m+SN1tcgtr2dHZjk7siooqz07yWW/MH+m9bEy6fRXhG5aB1WVAGh3/RfabXOkUOlGvtcriJemJfDyjjwyq1w8NXAecwbdyG07/ob/wVRch/bByDGYJtwMQ0egWf31jnxZDFGsfPbZZ2zcuBG73U58fDwLFixg6NChF1w/IyOD1atXc+rUKcLDw7nzzjuZPn261zqpqamsXbuWwsJCevXqxb333suYMWMu632NwOFSFFQ1cLqikcq8Rr7Lt5FXXs8xWy3OprsD4QF+zB8Vw5QBPa+ak5cqOoPrL69CcQFExqDd+kO9I10xWmAQpgeW4PrjUtS+L1BFpzHddR9cM8rT08nfbOKHwyK5c0g4e/Kq2HrCTlphDV+frubr09VEBJqZ0K8Hk/qF0rt397pN1BnnDz3Yqhv5MqeCnTkVHC+p8yzv4e/H5N4WptScoP+RnWgbD4Grqf1Srz6Y7l2INmyUTqmFngZHBfLH2wbwp9QCDp6p5l0S2DztZWaWpzP54EaiD6TiOpAKZgskDnZPohrfHy2+H8Qm+FQBoymduxns3r2bP//5zzz00EMMHjyYbdu2sX37dpYtW0ZUVFSL9YuKinjyySeZNm0aN998M0ePHuWtt95i8eLFjB07FoBjx47x/PPPc8899zBmzBj27dvHBx98wEsvvURSUlKH3vdiiouLaWy8cpfknS5FSY2DgqoGCqoaya9oIL+invwK9+8XarKQEGplamIotyWHG64RraZpxMbGcubMmXb1bFFKob7ehXpnOdTWQGi4ezTO+P6dF7ZJRzN3lDqQiusfy9zjx4C7KBs/Fe26Ce4Ty3ldtPMrGth6wk5KZjkV9Wd7AkSHWEmO8GdIdCADIwKI7WElPMDPsIVr83YuLi4mOjq6Xc/tjPNHW13uce90KbLt9aQX1rC/sJ6D+eWex/w0uC5MMbX6JKMytmE5len95H6D0Kbchjb2pi6dQbmrj4mO8pWccGWyKqXYkVXB+2k2Cqvc+6QG9KeKocXf0acsj+i6MqLr7fRorCbEUYtVOSEi2j1nVK84iIlDi4mDqBgI6QnBPdDM3tczrvR2tVgsbT7mdb+ysnnzZqZOncq0ae6JmhYsWMChQ4fYunUr9913X4v1t27dSlRUFAsWLAAgPj6ekydPsmnTJs/JZsuWLQwfPpxZs2YBMGvWLDIyMtiyZQtLlizp0Pt2VFmtg++Ka3EqhdOlcCpwKYXT5b5KUtXgpLLe/WOvc1BY3UhRVaPnKklrAswacT2sDOwVSqTFRVwPC0mRgcT19N1xU1TGAVR1lfsPdX0tlJWgigrgTB4U5rtXGjQU08O/RItoXzHpK7RRYzG9/Abqs49Qu7ZDSRFq0/uoTe+7vxlFRLkLmIgoiIgmNjKGBQGB/NfoaA5Y+7Arp5J9p6oormqguKqBXbmVnte2+mlEBJoJtpoIsvgRZDHhbzZhNoHZpLX642fSMJvApGlo4Jk7yqS5e1w3L9c0mv7V3I81/bd2zrp+Jo0b4ntc8W3WGeePK+HYt1kUFdhocLpwOBWNLkWjU1HjhCKHH4UOM9kOf2rOOwVfU3uGCfYMxmXvJqz+7OeHZoKBg92zi48ai9a7zxXLKnyfpmlMTQxlUr+e7MypICWznLTCGrIIISv6+xD9/RbPsTobCHHUENJYS4i9liBbHX5HsvFTmfgpF37KiZ/mPg/4+Zma/vXD6m8FFH5+fpgtZswWMxaLBYvVgsXPfU7RTCZMmkbv+BgGJl2ZHpu6FisOh4PMzEzuvvtur+XDhw/n6NGjrT7n+PHjDB8+3GvZyJEj2bFjBw6HA7PZzLFjx7jtttu81hkxYgSffPJJh98XoLGx0eublKZpBAYGYjZfeDOW2B2sP1p+wce9megZ6E/PQH/8TBAZaCEiyExMiIWYYCsxQRaiQ8yEBZjRNI2oqChsNpvhvzkAnm/1Foul1bzOzz+FirKWTwwJgdBhaOOnYrpxhrvnTBe5VOZOEd0L5j0Ccx9CfZeGOvyVe5TKxqbJDRvqoOCU+6eJefgYJt41jIkDInC4oMzlz6GcQrLL6jlT2YC9zuF1Na5BQUMD0NB1XaH9zRoTB0S0+ljzdr7YcdSazjp/nK8jx/03p6s54HIPk46p6ee81ROAAGc9/atOk1yRx3D7CcIamgqU+Dj3N9u+A9GSh6ENGgpB+rfR0uWY6ABfyQlXNqvFArcOjuLWwVFU1js5WVpHjr0eW00jZbUO7LVOahqdnH0X9zHpBCov8JrtpppeEBh/upwh11x4TK/2HPO6FisVFRW4XC5CQ0O9loeGhmK321t9jt1ub3V9p9NJZWUl4eHh2O12wsLCvNYJCwvzvGZH3hdg/fr1fPjhh57fJ0yYwOLFiwkPD7/gc6Kj4cZr+l7w8cvV3ltWertg3leWd22QdtBtG8fGwZRb2/804JrYnlc+Tye72HHUms46f5yvI8f9kz/Wvw1MZ/KV846v5IQrnzUaSIy/oi+pK0M0bGjtXvrF7q+f/1hzNXqx5yilWjze3vedNWsWq1at8vw8/PDDV7StSnvU1tbyq1/9itraWl3ev718LS9I5q5yuZk7+/zR2ce9L31mvpLVV3KCZG0rXa+s9OzZE5PJ1OJbUHl5eYtvP83OvULSrKKiAj8/P0JCQi64zrmv2ZH3BfdlOovFGMPUK6XIysoy/CXOZr6WFyRzV+lo5s46f5yvs497X/rMfCWrr+QEydpWul5ZMZvNJCYmcvjwYa/lhw8fZvDgwa0+JykpqcX6hw4dIjEx0XP/Kzk5mbS0tBavmZyc3OH3FUIYS2edP4QQxqP7baDbb7+d7du3k5KSwqlTp1i1ahU2m41bbrkFgPfee4/ly8+2Z5g+fTo2m80zTkJKSgopKSnccccdnnVmzpzJoUOH2LBhA/n5+WzYsIG0tDSvRreXel8hhPF1xvlDCGE8un+VGD9+PJWVlfzrX/+irKyMhIQEnnnmGU/f67KyMmw2m2f9mJgYnnnmGVavXs1nn31GeHg4DzzwgFe3w8GDB7NkyRLef/991q5dS+/evVmyZIlnjJW2vK/RWSwWfvSjHxnmttSl+FpekMxd5XIyd8b5o6v50mfmK1l9JSdI1rbSfVA4IYQQQoiL0f02kBBCCCHExUixIoQQQghDk2JFCCGEEIYmxYoQQgghDE333kCi7YqKivjXv/5Feno6drudiIgIJk2axA9+8AOvMSJsNhtvvfUWR44cwWq1MmHCBObPn6/bOBIfffQR+/fvJzs7G7PZzKpVq1qsY7TMAJ999hkbN27EbrcTHx/PggULGDp0qG55zpWRkcHGjRvJysqirKyMp556ijFjxngeV0qxbt06tm/fTlVVFUlJSTz44IMkJCToknf9+vXs27eP/Px8rFYrycnJzJs3j7i4OMNm7qj27jcZGRmertTh4eHceeedTJ/uPVx/amoqa9eupbCwkF69enHvvfd6fd5dkXXv3r1s3bqV7OxsHA4H8fHxzJ49m5EjR3rW+fzzz/nLX/7S4rnvvvsuVuvlTbTanqxHjhzhxRdfbLF82bJl9OlzdhJII2zXFStW8MUXX7RYHh8fz+9//3ugc7brpc4hF3qOXvsqSviMAwcOqBUrVqiDBw+qgoIC9dVXX6mHHnpIrV692rOO0+lUTzzxhFq6dKnKzMxUhw4dUgsXLlQrV67ULffatWvVpk2b1OrVq9X999/f4nEjZt61a5eaO3eu2rZtm8rLy1Nvv/22mjdvniouLtYt07n279+v/vnPf6rU1FQ1e/ZstXfvXq/H169fr+bPn69SU1NVTk6OWrZsmVq4cKGqqanRJe8rr7yiduzYoXJzc1VWVpZ67bXX1COPPKJqa2sNm7kj2rvfFBYWqnnz5qm3335b5eXlqW3btqm5c+eqPXv2eNY5evSouueee9RHH32kTp06pT766CM1d+5cdezYsS7N+vbbb6sNGzao48ePq9OnT6s1a9aouXPnqszMTM86O3bsUPPnz1dlZWVeP5ervVnT09PV7NmzVX5+vlcOp9PpWcco27W6utoro81mUw888IBau3atZ53O2K6XOoecT899VSmlpFjxcR9//LF69NFHPb/v379fzZkzR5WUlHiWffnll+q+++5T1dXVekT02LFjR6vFihEzP/PMM+pvf/ub17IlS5aoNWvW6JLnYs4/0bhcLvXwww+r9evXe5Y1NDSo+++/X23dulWHhC2Vl5er2bNnqyNHjiilfCNzW7R3v3nnnXfUkiVLvJb99a9/Vc8++6zn99///vfqN7/5jdc6r7zyilq2bFmXZm3N448/rtatW+f5/ULH+OVqb9bmYqWqquqCr2nU7bp37141Z84cVVRU5FnWWdu1WVuKFT33VaWUkjYrPq6mpsZrTpNjx47Rt29fIiIiPMtGjBhBY2MjmZmZekS8JKNldjgcZGZmMmLECK/lw4cP5+jRo12ep72Kioqw2+1e+S0WC9dcc41h8tfU1AB49l1fyHwpHdlvjh8/zvDhw72WjRw5kszMTBwOB+A+Ps5fZ8SIERw7dqxLs57P5XJRW1vbYk6luro6Fi1axM9+9jN++9vfkpWV1eGcl5v16aefZuHChbz00kukp6d7PWbU7ZqSksK1117bYoDSK71d20uvfbWZFCs+rKCggE8//dRrigC73d5iEreQkBDMZnOLCdyMwmiZKyoqcLlcLTKFhoYadhueqzlja/nLy8t1SORNKcXq1asZMmQIffv2BYyfuS06st+0tu+HhobidDqprKz0rBMWFua1TmsTMnZ21vNt3ryZ+vp6xo0b51kWFxfHokWLePrpp1m8eDEWi4XnnnuOM2fOdGnW8PBwFi5cyJNPPslTTz1FXFwcL7/8MhkZGZ51jLhdy8rKOHjwIFOnTvVa3hnbtb302lebSQNbA/jggw/48MMPL7rOa6+9xsCBAz2/l5aW8uqrrzJu3DimTZvmtW5rU90rpVpd3lEdyXwxXZG5vVp7bz3ztNf5WZVBBqteuXIlubm5vPTSSy0eM2rm9mjvfnOh/+eLPedKHRsd3ce//PJL1q1bxy9/+UuvP2DJycmeCWPBPfXJr371Kz799FN+8pOfdFnWuLg4r8bbycnJ2Gw2Nm3axDXXXHPB99B7u37++ecEBwe3aJDamdu1PfTcV6VYMYAZM2YwYcKEi65z7iXB0tJSXnzxRZKTk1m4cKHXemFhYZw4ccJrWVVVFU6ns0VV3JWZL6arMrdVz549MZlMLb4NlJeX65KnvZq/2djtdsLDwz3LKyoqdM//j3/8g2+++YYXX3yRyMhIz3IjZ26rjuw3rX3rrKiowM/Pz3N7pbV1LndfvJx9fPfu3bz55ps88cQTLS75n89kMjFw4EAKCgp0yXqu5ORkdu7c6fndaNtVKcWOHTuYNGnSJXtBXont2l567avN5DaQAfTs2ZM+ffpc9Ke5e1pzoTJgwAAWLVqEyeT9ESYnJ5Obm0tZWZln2eHDh7FYLCQmJuqS+VK6KnNbmc1mEhMTOXz4sNfyw4cPM3jw4C7P014xMTGEhYV55Xc4HGRkZOiWXynFypUr2bt3L88//zwxMTFejxsxc3t1ZL9JSkpqsf6hQ4dITEz0/MFKTk4mLS2txWue+027K7KC+4rKihUr+MUvfsHo0aMv+T5KKXJyclrcGuiKrOfLysryymGk7QrubsEFBQUtbgG15kps1/bSa19tJsWKDyktLWXp0qVERkYyf/58KioqsNvtXpXsiBEjiI+PZ/ny5WRlZZGWlsY777zDtGnTCAoK0iW3zWYjOzsbm82Gy+UiOzub7Oxs6urqDJv59ttvZ/v27aSkpHDq1ClWrVqFzWbzah+kp7q6Os92BHcD1eZtrGkaM2fO9Ixtkpuby4oVK/D392fixIm65F25ciU7d+5k8eLFBAYGevbbhoYGAENm7ohL7Tfvvfcey5cv96w/ffp0bDabZ+yKlJQUUlJSuOOOOzzrzJw5k0OHDrFhwwby8/PZsGEDaWlp3HbbbV2atblQmT9/PsnJyZ7PsLmxNMC6des4ePAghYWFZGdn88Ybb5Cdnd1iLI7Ozrplyxb27dvHmTNnyMvL47333mPv3r3MmDHDs45RtmuzlJQUkpKSPO24ztUZ2/Vi55DWcuq5r4LMuuxTLjQwELjbkDRrHmAtPT0dq9XKxIkT+fGPf6zbFOQXGvTohRdeYNiwYYDxMsPZgZ3KyspISEjg/vvvv+j97q50oUGvJk+ezKOPPuoZYG3btm1UV1czaNAgHnzwwVZPhF1hzpw5rS5ftGgRN910E4DhMnfUxfabFStWUFxczNKlSz3rNw+0lZeXR3h4OHfddVerA229//77FBYW0rt3b+bOncsNN9zQpVmXLl3q1UC1WfM+B7Bq1Sr27duH3W4nKCiIAQMGMHv27Cvyzbo9WT/++GO2bdtGaWkpVquVhIQE7r777hZXg4ywXcHdO27hwoUsWLCAm2++ucXrdcZ2vdQ5xGj7qhQrQgghhDA0uQ0khBBCCEOTYkUIIYQQhibFihBCCCEMTYoVIYQQQhiaFCtCCCGEMDQpVoQQQghhaFKsCCGEEMLQpFgRQgghhKHJRIaiWygpKWHTpk1kZWWRk5NDTU2N1+ipQoirjxz3Vw+5siK6hYKCAnbu3InZbGbUqFF6xxFCdAE57q8ecmVFdAtDhw5l5cqVAJw8eZJdu3bpnEgI0dnkuL96yJUV4dMaGhp4+umneeyxx7xmf7Xb7Tz88MMsXboUl8uFySS7uhBXCznuux/5JIVPs1qtPP7441RUVHhmpHa5XPzpT38CYPHixXLCEuIqI8d99yOfpvB5sbGx/PSnP2Xfvn188sknfPjhhxw5coTHHnuM8PBwveMJITqBHPfdi7RZEVeF8ePHk5GRwTvvvIPL5WLWrFkMHz5c71hCiE4kx333IVdWxFVjypQpOJ1O/Pz8mDlzpt5xhBBdQI777kGKFXFVqKurY/ny5cTGxmK1WnnzzTf1jiSE6GRy3HcfUqyIq8Lf//53bDYbTz31FD/72c/4+uuv2bx5s96xhBCdSI777kParAift337dnbu3MmiRYtISEggISGBGTNmsGbNGoYMGcKgQYMASE1NBaCwsBBwj7sQEBAAwNixY/UJL4ToEDnuuxdNKaX0DiFER+Xm5vLss88ybtw4Hn30Uc/yxsZGnnvuOSorK3n99dcJDg5mzpw5F3ydDz74oCviCiGuADnuux8pVoQQQghhaNJmRQghhBCGJsWKEEIIIQxNihUhhBBCGJoUK0IIIYQwNClWhBBCCGFoUqwIIYQQwtCkWBFCCCGEoUmxIoQQQghDk2JFCCGEEIYmxYoQQgghDE2KFSGEEEIY2v8HZin++3/3tnoAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 600x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"draw_scaler(df1, preprocessing.MinMaxScaler(), \"MinMaxScaler\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"draw_scaler(df2, preprocessing.MinMaxScaler(), \"MinMaxScaler\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"draw_scaler(df1, preprocessing.RobustScaler(), \"RobustScaler\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"draw_scaler(df2, preprocessing.RobustScaler(), \"RobustScaler\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "skip"
|
|
}
|
|
},
|
|
"source": [
|
|
"# References\n",
|
|
"* [Preprocessing Data](https://scikit-learn.org/stable/modules/preprocessing.html) Scikit-Learn\n",
|
|
"* [Cleaning and Prepping Data with Python for Data Science — Best Practices and Helpful Packages](https://medium.com/@rrfd/cleaning-and-prepping-data-with-python-for-data-science-best-practices-and-helpful-packages-af1edfbe2a3), DeFilippi, 2019, \n",
|
|
"* [Data Preprocessing for Machine learning in Python, GeeksForGeeks](https://www.geeksforgeeks.org/data-preprocessing-machine-learning-python/)\n",
|
|
"* [Scale, Standardize, or Normalize with Scikit-Learn](https://towardsdatascience.com/scale-standardize-or-normalize-with-scikit-learn-6ccc7d176a02), J. Hales.\n",
|
|
"* [Scale, Standardize, and Normalize Data\n",
|
|
"](http://blog.pengyifan.com/scale-standardize-and-normalize-data/), Y. Peng, 2013.\n",
|
|
"* [Feature Scaling with scikit-learn](http://benalexkeen.com/feature-scaling-with-scikit-learn/), A. Keen, 2017"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "skip"
|
|
}
|
|
},
|
|
"source": [
|
|
"## Licence\n",
|
|
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
|
|
"\n",
|
|
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"celltoolbar": "Slideshow",
|
|
"datacleaner": {
|
|
"position": {
|
|
"top": "50px"
|
|
},
|
|
"python": {
|
|
"varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])"
|
|
},
|
|
"window_display": false
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.10.13"
|
|
},
|
|
"latex_envs": {
|
|
"LaTeX_envs_menu_present": true,
|
|
"autocomplete": true,
|
|
"bibliofile": "biblio.bib",
|
|
"cite_by": "apalike",
|
|
"current_citInitial": 1,
|
|
"eqLabelWithNumbers": true,
|
|
"eqNumInitial": 1,
|
|
"hotkeys": {
|
|
"equation": "Ctrl-E",
|
|
"itemize": "Ctrl-I"
|
|
},
|
|
"labels_anchors": false,
|
|
"latex_user_defs": false,
|
|
"report_style_numbering": false,
|
|
"user_envs_cfg": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|