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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![My Logo](https://thoughtsociety.org/wp-content/uploads/2019/03/ts_notebook_header.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seaborn Gym\n",
"\n",
"#### Although it will be tempting to crack open the statistics books, we will try to minimize that in this section\n",
"\n",
"You may get to use some of the muscles you built up in the Matplotlib section when working with Seaborn. Additionally, your experience with Pandas will come in handy in that Seaborn gets some of its super-powers from Pandas.\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seaborn Description\n",
"\n",
"This mad-sci https://github.com/mwaskom created Seaborn. It has gained serious following as a great window into statistical analysis with Python and is not going away anytime soon. The Matplotlib bindings give it the sturdiness and direct control that many of us have become comfortable with. An important distinction is how Seaborn abstracts away the dirty details of plotting and allows us to focus on what we are trying to visualize. You will see that since gaining experience with Matplotlib.\n",
"\n",
"[The great Seaborn Introduction](https://seaborn.pydata.org/introduction.html#intro-tidy-data) is a must-do to warm up for this gym.\n",
"\n",
"[There are very serious tutorials](https://seaborn.pydata.org/tutorial.html) that go deep and wide (if you need to) on the Seaborn pydata site which I suggest you get familiar with. \n",
"\n",
"### Tidy Data Concept\n",
"It should be pointed out that Seaborn likes what they call 'tidy data'. In that quest, Pandas dataframe integration makes it easy to prepare a dataset for a tidy existence. \n",
"\n",
"[Tidy Data is defined here:](https://seaborn.pydata.org/introduction.html#intro-tidy-data)\n",
"\n",
"Essentially:\n",
"\n",
"* Each variable is a column\n",
"* Each observation is a row\n",
"\n",
"### Numeric and Categorical Data\n",
"\n",
"What value would a visualization library have if it only handled numerical data? Often, those two types are used together to gain insights from data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# In this Gym\n",
"\n",
"Seaborn has extensive visualization methods. For clarity and continuity of your learning path we will loosely follow the framework of the [Seaborn tutorial](https://seaborn.pydata.org/tutorial.html)\n",
"\n",
"### We will be dividing the gym into four segments:\n",
"\n",
"1. Visualizing Statistical Relationships\n",
" - Using **scatter or line** - Relating two variables with the ability to map in Hue, Size and Style\n",
" - **relplot()**\n",
"2. Plotting from Categorical Data\n",
" - **stripplot(), swarmplot()** for categorical scatterplots\n",
" - **boxplot(), violinplot() and boxenplot()** for Categorical distribution plots\n",
" - **pointplot(),barplot() and countplot()** for Categorical estimation plots\n",
"3. Visualizing Dataset Distribution - Histograms (Univariate distributions), Scatterplots for Bivariate data\n",
" - **distplot(),rugplot(),jointplot(),pairplot() and kdeplot()** - Kernel Density Estimation\n",
"4. Visualizing Linear Relationships - Linear Regression Model rendering\n",
" - **regplot(), lmplot()** - Regression plot and figure-level combining regplot() and FacetGrid\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Note: We will assume Anaconda for the Python Environment\n",
"#### Installation of Seaborn is already done if you use Anaconda\n",
"\n",
"This simplifies installation of many of the packages used in the course"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Segment 1: Visualizing Statistical Relationships"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### First, our imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Imports\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"sns.set(style=\"darkgrid\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Here is a quick illustration of what Seaborn can do"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# For ignoring warnings\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sns.set() # Initialize theme, scaling and color palette"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tips = sns.load_dataset(\"tips\")# Read in a 'tidy' dataset into 'tips' which is a Pandas Dataframe\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total_bill</th>\n",
" <th>tip</th>\n",
" <th>sex</th>\n",
" <th>smoker</th>\n",
" <th>day</th>\n",
" <th>time</th>\n",
" <th>size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16.99</td>\n",
" <td>1.01</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10.34</td>\n",
" <td>1.66</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21.01</td>\n",
" <td>3.50</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>23.68</td>\n",
" <td>3.31</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>24.59</td>\n",
" <td>3.61</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tips.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 244 entries, 0 to 243\n",
"Data columns (total 7 columns):\n",
"total_bill 244 non-null float64\n",
"tip 244 non-null float64\n",
"sex 244 non-null category\n",
"smoker 244 non-null category\n",
"day 244 non-null category\n",
"time 244 non-null category\n",
"size 244 non-null int64\n",
"dtypes: category(4), float64(2), int64(1)\n",
"memory usage: 7.2 KB\n"
]
}
],
"source": [
"tips.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# A one-line plot command"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 795.725x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# a relplot where x = 'total bill', y='tip, col = 'time', \n",
"# hue = 'smoker', style = 'smoker', size = 'size' and data=tips\n",
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\",\n",
" hue=\"smoker\", style=\"smoker\", size=\"size\",\n",
" data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 795.725x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Same as the first except we added 'sizes=(10,100) \n",
"# which is the min,max where other values are normalized within that range\n",
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\",\n",
" hue=\"smoker\", size=\"size\", sizes=(10,100), # add sizes=(10,100) to scale up\n",
" data=tips);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Breaking that down\n",
"\n",
"Relplot creates a faceted scatter plot with multiple semantic variables.\n",
"We see the relationship between five variables in the tips dataset\n",
"\n",
"It should be noted that three are numerical and two are categorical.\n",
"\n",
"Total_bill and tip which are numeric, set the position of points on the axes, where (size) set the size of each point. \n",
"\n",
"The categorical variable 'time' (dinner,lunch) allowed us to split the dataset onto two different axes and the variable 'smoker' provided coloring - blue=yes, orange=no.\n",
"\n",
"It should be mentioned that it took only this single call to relplot() to achieve the results you see.\n",
"This illustrates the power of Seaborn where it abstracted out a lot of the details we didn't need to provide. Matplotlib would have taken more variables to get the same thing done.\n",
"\n",
"Only variable names and roles in the plot were required.\n",
"\n",
"In the second plot, we added sizes=(10,100) as a variable to scale up size when plotting so it would be easier to read."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizating Statistical Relationships\n",
"\n",
"Using scatter or line - Relating two variables with the ability to map in Hue, Size and Style\n",
"\n",
" relplot()\n",
" scatterplot()\n",
" lineplot()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# using the tips dataset for simplicity\n",
"\n",
"tips=sns.load_dataset(\"tips\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Two numerical values being plotted as x,y\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", data=tips);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That was easy. One line, two variables and the dataset which is a pandas dataframe\n",
"Now, we can add dimensions with a 'hue semantic' as defined in seaborn.\n",
"\n",
"Let's take 'smoker' and use it to color the points as smoker or non-smoker."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a19518a58>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 419.1x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(style=\"darkgrid\")\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", size=\"size\", sizes=(15, 200), data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1a4c73c8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 422.35x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\",data=tips)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What's nice about that is that we only had to specify hue=smoker \n",
"and we got a legend on the side and the points all divided into blue=smoker and orange $\\neq$ smoker.\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1a650828>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 782.35x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a facet on columns by specifying it with 'time'\n",
"# time = lunch is column 1 and dinner is column 2.\n",
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\",col='time',data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1a7a9630>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 782.35x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add row facets also to have a 2x2 faceted set of plots\n",
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\",col='time',row='sex', data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1ad00c88>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792.225x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# This 'wraps' multiple column facets into multiple rows\n",
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"time\",\n",
" col=\"day\", col_wrap=2, s=70,data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a196403c8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792.225x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# It starts getting really interesting when we can add multiple \n",
"# semantic variables to each facet with their own attributes\n",
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"time\",size='size',\n",
" palette=['r','g'], sizes=(10,100),\n",
" col=\"time\", data=tips)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Emphasizing continuity with line plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Continuous variable over time"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.DataFrame(dict(time=np.arange(500),\n",
" value=np.random.randn(500).cumsum()))\n",
"g = sns.relplot(x=\"time\", y=\"value\", kind=\"line\", data=df)\n",
"g.fig.autofmt_xdate()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Aggregation and representing uncertainty"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1b7676a0>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Relplot can be convinced to give us lines\n",
"# Get fmri (functional MRI) data from sns datasets\n",
"fmri = sns.load_dataset(\"fmri\")\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1b6130f0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Removing the confidence interval speeds things up on large datasets\n",
"fmri = sns.load_dataset(\"fmri\")\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", ci=None,kind=\"line\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1b6950f0>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 'sd' representing the spread of the distribution at each timepoint as the standard deviation\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", ci=\"sd\", data=fmri)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting subsets of data with semantic mappings"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1b6bdd30>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 426.6x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Semantics for hue and event results in splitting into two lines\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", hue=\"event\", kind=\"line\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1b63d9b0>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GC0Su4FY4CqTZ15Zg7dJxKd1jlugyOZdgwKJ1cYTVwzOfxuLMJ2CbFQMGFMv3RIIWjqcxcsmaxrpx7SIS6QK9ieoVGRSqmJQhhDjtSTBaINI5F9uaGDRGUrorLNENr6y1NIaJhQOTBp9y6mIB8jpQTIaoYaluTWscgEMd1YOXYVJzLyQhxKlNgtECkcoWyu4XjVbpLq1HN7xE53o+kaB1Ur2NoiELwzTRnoNyJ68/1xgPEo/YHJ4kGAUsk5QcfhViXpBgtAC4no/r+RMrK1A8X9TcEKI+NiZ9e8wSneP4J13B21AGddEAeQ9UfnDS65VSrGmNc6gjWfUArGUqsnkPz5eiqUKc7iQYLQB5x0PriUtrwynd65ZXzqLTCiLTUAMuHgngqSBGZqCYjjeJNa1x0jm36r7R8HJhviDBSIjTnQSjBSBX8MoWRz3YMZTSPT4YZQeKWXS+xjJUxd5HUxG0TUzLxPMclJOd9PrVNe4bKSBbcE96fEKIuSXBaAFIZx2sMskL+9sS2JbBqiVjUrrdPLhZMG0KrkddJDDlhIVylFI0xoIUXIXKTb5U1xgPUhexJw1GtmWQks6vQpz2JBgtAKmsQ2DcWZyRKt1L60oKpxaX6IrBx/cgPI1tGiJhG88MYuQSxRevQinF6tY4hyfZN7KtYtHUyYqrCiFObXMSjB577DGuueYarrrqKh544IEJjz/99NNcf/31XHfddfzZn/0ZiURiDkY5Pziuj+f5E2rS9SZyDKQKZbLoBtBmsJiBrSBUpt3EiQpYJuFQAMd1a1qqG9436qmyb2QYCk/r4qFeIcRpa9aDUWdnJ3fddRcPPvgg27dv50c/+hH79u0beTyVSnHHHXdwzz338NOf/pT169dz9913z/Yw541KHVFHUrrHni9yCyNZdK5bTOk2ypQDOhn1sQAFz0BlBya9dnjfaLIUbzTkpIK3EKe1WQ9Gzz33HFu2bKGhoYFIJMLVV1/NE088MfK44zh87WtfY8mSJQCsX7+e9vb22R7mvJEruOVbRhwbpKk+RMOYlG6jkBopGeS4PrHI9HdSjQQtsIIY+cmX6qayb5SWOnVCnNZmPRh1dXXR3Nw88nVLSwudnZ0jXzc2NvLe974XgFwuxz333MN73vOe2R7mvJHKOBMOuxYcj8MdyYlVF4aW6KCY0h0KTH/pQtMwqIsGKRR8lJOpeu1U9o0GpYK3EKe1WS+U6vt+ySd1XaHZWzKZ5Oabb2bDhg1s27ZtSvdYvDg2+UXjNDfHp/ycmTQd49Fa09afpb4+UrJntOtAL56veev6JTQ2RIvfdPOQBkJ1uJ4mGPJZMmYMjY2Rkx7PsGDY5pDnELey0NBa9dpzz2jitQN9OFqxpDE6Op6GaMl1iVSehsbInBVNnY+/P9NJxiMmM+vBqLW1lRdffHHk6+7ublpaWkqu6erq4pOf/CRbtmzhz//8z6d8j97eFL5fe3ZVc3Oc7u7ainjOhukaT8Hx6OvP4I5bbnt5Tye2ZbAoatE/UOyqamT6MNI5tGORzbs0xkP09xdnLo2NkZG/TwetNbmCxu/qxqexar+k5rpi9YdX93Rx0Ybi70ljQ3Rk3MOS6QJtxxPEwtO/tDiZ+fr7M10WwngkuJ28WV+mu/TSS3n++efp6+sjm83y1FNPcfnll4887nken/nMZ3jf+97HbbfdNi1nXBaqgutP6BoxWqU7XprSPXaJTg/t7cwQpRQN8RB5x0cVqrcYr3XfSBmKTF6W6oQ4Xc36zGjJkiXccsst3HjjjTiOw4c+9CE2bdrETTfdxOc+9zk6Ojr4/e9/j+d5PPnkkwBs3LiRb37zm7M91NNeNu8yPpb3DuYZSBW4dOOY5bHhLLpgbKRST7mOsNMpGrbpNW3MbD9uuKHidcP7RgeOD1Zc0gUIWAbJtENL5ZcSQpzC5qS53tatW9m6dWvJ9/75n/8ZgPPOO4/du3fPxbDmneJh19LJ77624Srdo8kLpVl0HvGwjTHDM9KAZRIKR3Czg+AVwKxcjHVNa5zXDvTRk8jR3BAue03x8KuL7+sJZ6qEEKc+qcAwT2mtyeSckqU4KJ4vaqoP0RAfk9I9ZonO9TWx8MlV6a5VfSxQbLqXT1W9bs3S4sHcaueNlFJorSueqxJCnNokGM1TBdefMEtw3GJKd0mV7jEHXQHQEJzGqgvVRIIWvhVEZfqqXtcQC1AXDdRQNFWRzUvRVCFORxKM5qmC48G49IWD7UNVuleMlgAau0Tnej6BgIllzk56tGkYxGMRnFy2mFpewXB/o0nPG9mKtDTbE+K0JMFonsrkXMY3Z91/rFile/WS0TTUsUt0juNTN8up0XXRAK4HRr76rGd1DXXqApZJUoqmCnFakmA0T6VzbknlhWKV7kHWtI5J6R63RKeBcGh2c1qCtokRDKHTvcWc8grW1NDfyDAUnq8puFI0VYjTjQSjecjXmnSutAxQ32Ce/mS+pATQ2CU67RffzMe3mphphlLU10VxcgWUW3nWM7xvNGnRVCoXhxVCnLokGM1DzlA7hbFnckaqdI9N6R6zRFdwPWIhe04OGcdCNj4KVSWrbnjf6NAk+0amAWmpUyfEaUeC0TxUbmaw//ggi+uCNA6ndI9bovM8PSeldKB4wDYYieInexg5dVvG6tY4mZxLZ1/l0kTD+0ZCiNOLBKN5KJN3GHu8SGtNW1dqpD8QjFuiG5poBANzU2QUoD4ewnUclFN5qW5432hfW+VeSJZlkCu4uJ7sGwlxOpmTCgxiZqWzpftFPYkcuYLHiubRauYlB109n1DQwhyffgfofIqBHU9TyLlg2ijTKs6mTAtl2qV/N8Z9z7IhEK1p6S8SstHKhGwCAuUrhA/vG+1rS/CW1dVLCOUKHrGwfNYS4nQhwWie8bUmk/eIhUd/tMe6i8VIVzQPt4sYrUUHxT2mhsbghNcCcPY8i7vvN2DZ4DoUc+5qZ519GYG3TN6PyjQMonVxsqk+zLolUKbD7PC+0f62AbReVTHIKVWsyzdXy45CiKmTYDTPFIb2i8a+Ubd1pwgFTBbXh4DSJTooNtILl1mi024e9/DvCK/dhHrrtmLigPbAc8Fz0CP/75R+zy9+7R55Bffgi9jrL0dZk5cYqouFSA0MYDlZdCBa9prVrXFe3d9btU5dwDJIZpyKjwshTj0SjOaZvONPyDZr60qzvHl0uWzsEp3vayxDlW1K5x59FZw80XPfQYahAKcsMCywQxPaU4ynoovI/+d9eG2vY625YNKxB20T07bR6T6oEIzGnjeqXjTVkaKpQpxGZFF9nslkS4uj5gouXQPZ0f2icVl0BdejLhKYsOSltcbdvwOjYRmBltUnNBZj8SpUXQvOgRdqqopgKEVdfR1ucgD88meFGmIBGuJBKZoqxDwjwWieSY5LXjjeU0yDXtFSnGmMX6LzPQiHJu6t+N0H0MkerHWXnPDZI6UU1hmb0YkO/P62mp4TCwfwtUY55dO3lVKcuaJh0vNGUjRViNOLBKN5xPc1+YKLZZbuFwEsbxoKRuM6uqIgVKZKt7N/BwSjmMvfclJjslZsAiuAe+C3NV0fsE1C4RBesnIl7zNXNJCZpE6dbSuS2cKUxyuEmBsSjOaRvOOBUqXJC10pmhtChALWhCU61/UJBy2McZlrfqoXv2MP1tqLiqncJ0HZQaxVb8U7tgudr95ifFhdXQw3kwC//MxmuKRRtTp1AcsklXWlaKoQpwkJRvNIYdweidaatu70yH7R+CU6x/WJRyYu0bkHXgBlYK+9aFrGZa29CHwP9/DOmq6PhAPFYRayZR9fVBeifpI6dYah8H2fgiOHX4U4HUgwmkfSOadkia53MD902HXiEh0UU7pDgdKZj3byuId3Yq54CyoUZzoYdS0YTWtwD/4WXaXczzDTMIhEwjip/rKPK6VYXUOdOq2laKoQpwsJRvNIKlvaNqKtq7hftKIlBp5TrIo9XIvO1wRMc0KVbvfIy+AWsM64ZFrHZp2xGZ1J4Hfsren6aDQCmcGKterWDNWp6x6osm9kGaRk30iIKXnttde47bbbZv2+cs5onvB8n7zjlSy7DR92baoPoQqlFbELjkdDLFTyPa193AMvYDQux1y0YlrHZy7dgArFcQ7+FnPp+kmvDwYDaHyUm0fbE88TDdfZO9yRpKWx8uHXwYzDspMbuhALynnnncd555036/eVYDRP5Av+hOZ0x7rTLG8qHnZV+STaGP1x+z5ExzXS8zv3o1O92Bd9cNrHpwwTa82FOLufwU/1YcQWVb3etgxMwygmPZQJRg2xAPXRAIc6kmw+p6Xsa5imQSZXwHH9khmjEPPdjh07uPPOO/F9n+XLlxOJRNi7dy+e53HTTTdx7bXX4jgOX/va13jppZdYsmQJSin+7M/+DIDvfve73H///Rw8eJDbb7+dgYEBIpEIt912G5s2beLLX/4ysViMXbt20dnZyc0338wHP3hy7xsSjOaJvOMyNjsh73h0DWRZv6oBtMbIJdH2aEq3UsU06rGcAztQoRjm8nNmZIzmmgtw3vwP3IO/JXDe1VWvVUoRjkbJpAawYk1lH1/dGmdfWwKtdcWzUJrivwsJRmKhOXToEL/61a/4p3/6J1paWvhf/+t/kUql+NjHPsb555/PM888Qzab5YknnuD48eNs3bp1wmt88Ytf5FOf+hRXXXUVL7/8Mp///Od58sknAejo6ODBBx9kz5493HjjjRKMRFEq62JZo2/Ix7rTaD28X5Qv1pQbSuF2HI9Y2MYY8wbuJ3vwO/dhn/MHKGNmfi2McB3msg24h3din3tlscJ3FbFohPRgB3jOyF7XWGuG6tR1D+QqLtWZhiKTc6Roqlhw1q5dSzwe57nnniOXy/HjH/8YgEwmw969e3n22Wf5yEc+glKK5cuX8/a3v73k+el0miNHjnDVVVcB8Na3vpX6+noOHDgAwDve8Q6UUpx99tkMDFRu61IrCUbzRDrnEBibvDB02HVFUxSjMFicCg1xPE1TuLRwqXvgBRhaSptJ1trNeMd+X6xXt/ptVa8N2AZaGSg3hy4TjGraN7INkpkCLY3l21IIMV+FQsU9Yd/3ufPOO3nLW4oH2Ht6eqivr+fHP/4xvl85u7VcpqrWGs8rZqgGg8WVlunqDi1rF/OA6/k4jo85pibdse508bBr0ELlB0vezBWlVRe0k8M98jLmio2oUIyZZDStQcWba6rIYFsmpmWhM4myj4/dN6rEMg0yeQ+vyn90QsxnW7Zs4aGHHgKgq6uL6667jvb2di699FIef/xxtNZ0dnbywgsvlASWWCzGihUreOqppwB4+eWX6enp4ayzzpqRccrMaB6odNh1/aoG8D0MJ4NvF88auZ4mEDCxzNH9IvfwTnAL2NOczl3OcL0655XH8fqPYTYur3p9NBojnRrEbNAls7vh15ps32j4e/mCTyQkn73EwvPZz36WO+64g2uvvRbP8/jiF7/IqlWr+MhHPsLu3bvZunUrzc3NLFu2jFAoRDY7etj8zjvv5I477uDuu+/Gtm3uvvtuAoHJ28GcCAlG80Cu4JW8T/cN5snmXVY0R4tnizQjb+SO47O4bszB1+F07kUrMRpnJwnaWrkJZ9fTuAdewLxwW9VrI5EAyYSH5ebKpnjXsm+kgGzBJRKSX3exMFxyySVccknxw2UsFuNv//ZvJ1zz7LPPcuWVV/KNb3yDZDLJDTfcwKpVq2hoaBh57rp167j//vsnPPfb3/52yddvvvnmSY9ZPirOA+msU5K8MLJf1BxDFTLoMbXnfK0Jj3lT9jv2otP9WOtmflY0TNkhrJWb8NpeR+fLV+ceFrRN0KCc8qWB1ozZN6rEtg2SaTn8KsRY69at45577uH666/nv//3/87nPvc5Ghoa5mw88lFxHkjlHAL22OSFNEHbpLkhhNF3DD3UZVX7YBqUNNJz9u9Aheswl81MOncl1trNuAdfLGbWnf2OyteZBmYojJ/uh8jEs0kN8eCk540ClkEq5+BrXZJBKMRCtnLlypG9pFOBzIxOc47r47o+plFaBmh5cxTlO8VK3UOp2gXXIxoOjLwh+4Nd+N0HsNZuRhkTO73OJKN+CcbiVTXVq4vFwri5dMUq3mta4xyuUqdgLx9CAAAgAElEQVROKYX2J+6tCSFOHRKMTnMF1yvZ2B8+7LqiOYpycow9COt5uuS8zWg69+QtwWeCdcbF6MwAfue+qteFgza+X3mpbnVrnEy+ep060OQLEoyEOFVJMDrNZfPu2K4QHO8ZOuzaHEPlB8EsnfGEAsWvdSGLe+QVzJWbUMHoLI54lLlsAwSjOJOkeQdtAwwLlS+/L1TLvpFlGSQzzokPVggxoyQYnebSudI2423dxQZ2y5vCGPkk2izuF7mexrbNkeU89/DvwHOwZzFxYTxlWFhrLsTv3FvcE6rANAwCkTA6Mzih/h6U7htVErAN6fwqxClMgtFpLl2mbURTfYiI6Q0VoRsqAeR5xMLFvaORdO6m1Rj1rXMy7mHW2gtBKdyDL1a9LhoO4hScYmmjMibbNzINA9fTOK4s1QlxKpJgdBpzXA/P1xhGcaFOa82x7vTQflGWsftF2oPwUCM9r/1NdCYx7T2LToQRrsdsXY97+Hdor/IyWjho4WswCuVTwWvaN9LFM1lCiMpq6Wf0q1/9ivvuu6/qNY888ghf/vKXa75v1dTu4TIQlQwX0BNzI++Uto3oT+bJ5F1WtMRQuQTaGlPPTTEyg3L370CF62vqKzQbrDMuxmvfjXdsF9aqt5a9JmgbYAVQ2QFg5YTHh/eNDlWpU2eYxWXNeGRmTpALMR/U0s/o9ddfn/b7Vg1G5U7eDlNKSTCaY7m8izLGHnYd2i9aHMZwuvEDxcQEf2j2ZFsmfqIDv+cQ9lveM+vp3JUYzWtRscW4B35bMRgZyiAYDuPlBsGbmOI9vG90uCPJxRXPG5kMph1aq7dSEuK0t2PHDv7xH/8Ry7Joa2tj06ZNfPOb3+R//+//zfPPP08ikaClpYW77rqLpqYmtmzZwsaNG+nu7ubWW2/l+9//Pvfffz+HDx/mjjvuYGBggFAoxF/8xV8QCAT44Q9/CMCyZcu47LLL+PM//3OSySRdXV1s27aNz3/+81Me8wkHIzH3Ullnwn5RwDZoiQIJRlK+XdcnGirOkpz9L4BpTSmd28um0LkUGjVUWkijlFncjzJMMAxQBkqd2KrvSL26V5/A7z9esSxRLGzRn/LByVJuhXlNa5y9VerU2ZbBYNrB9XwsU1aoxcz55YtH+MULR2bktd978SquvGjVpNft3LmT7du3s3btWj7/+c/zgx/8gAMHDvDDH/4QwzC49dZb+elPf8onPvEJ+vv7uemmm7jkkkvYsWPHyGt86Utf4vbbb+fcc89l37593HzzzTz55JN87GMfA+CDH/wg9957L9deey3btm0jmUzyrne9iz/8wz+c8j9XTRUYDh06xL/8y7+QyWTQWuP7PocPHx6JjmL2aa1J5xzCwdEfYdtQZ1fTSaHHHIJ1PU04aKLzGbyjr2KtOh8VqK2lgvY9QGEuOQu0Xzyg6ntot1A8UOs6aK+AdrPoYrgqPm/of5RpowLll83Gslaej7Pr/8M5+FuCjdeXvSYUsPCVBbkkUD/h8dWtcV6ZpE4dFM9iSTAS893mzZs544wzALj++uv513/9V/7iL/6Chx9+mIMHD/Lyyy+zatVoUDv//PNLnp9Op3n99df5yle+MvK9TCZDf39p5usnP/lJfvOb33Dvvfeyd+9eHMcpKbZaq5qC0Re+8AU2btzIzp07ef/738+vfvWrkd4YYm44rl/c0B9apis4Hp39GS47bylGbhBtjhZDRRVrvLkHfwu+i7Xu4prvo/Np7BVnopzw8EtVvtb3YMwf7bt4fW3ge5MuCapAGHPleXhHXkVvvKpsAAvYJtoK4Gf6IVw3oYr38L7RwfbByvtGCrI5d2SmKMRMuPKi2mYvM8kcc8ZweLXgk5/8JH/8x3/M1VdfjWEYJdmnw/2Phvm+TyAQ4NFHHx35XkdHx4T6dd/+9rc5evQo1157Le95z3t47rnnKma1VlPTx8N0Os3Xv/51LrvsMi6//HLuu+8+Xn755SnfTEyfvOMNTT+KRg67Lg6C7xSXzxjNb7AMVUznbl6LUbekpntov9gd1oovrul6ZZgoK4AKhFGhGEakAaOuBV0hA248e+1m8N1iS4syDKUIhwK4TvkU74Z4kIZYDeeN5PCrWABeeuklOjs78X2f7du3c8EFF3DxxRfz8Y9/nDVr1vDMM8+MNMorJx6Ps2bNmpFg9Oyzz/Lf/tt/A4qBznXdke9/8pOf5H3vex8HDx4cuedU1TQzGo6Eq1evZu/evWzatGnauvuJE5MtuIxZiRtJXlhZb0B+9Gfjej7hoIXu2I3ODmKff03N99CFDEb9EpR54vV0jUgDfqITrf1J95SMhqUYi1biHnwR68wtZa+PhW1y6SxGIYNvhSY8vnZpHW8c7h9J2hjPtgxSWSmaKua/lpYWbr31Vjo7O3nHO97B9ddfz2c/+1m2bt0KwMaNG2lra6v6GsP9jP7P//k/2LbNXXfdhVKKzZs386UvfYmmpiY+/elPc+uttxIKhWhtba3pdcup6V1m9erVfPOb32Tbtm3cdtttZDKZkago5kY6406ovLC4LkSETElXV9f1qY8EcHe/iIo0YLaeXdPrF/eKwIieXOqZsgIY0cZit9Yayg5ZZ2ym8OIj+F0HMJecOeHxUMAkmw+icoNlq3ivWRpn594eOvszLF088X6jzfa8kv02IeabpqYmfvCDH5R87+GHHy577dh+RGN7IVXqZ7R582Z++ctfjnx97bXXln3dD3zgAzWPt6ZlujvuuIOLLrqIc889lw9/+MP85je/4S//8i9rvomYXlpr0vnRTLpiZ9cUK5ojGIUkmKPnaHwNAZ3D7z6Euer8mjPedCGDUddyUrOiYUZsccWK2+OZy86FQKRiW3LbMlGmDYXyVbxH940qL9UVD7/KhykhTiU1vdOEw2H+4A/+gEQiwTXXXMM119S+1COmX8H1S9KX+5N5Mjm3uF+kcyUb+wqwut/ERWMtP7em1x9u6WDEpudATnEPKY52cih74tJaybWmhbX6bbh7n0PnM6hgadafoRSxSICehIfp5NDBWMnj8UiApvoQh9oHuXRj+VJHtqVIZRwa49XHIsTpauzs5nRR08fkhx56iIsuuogtW7bw9re/feT/xdzIO8V062Ej+0UNRkkg8oaKo/rH30DFm1Dx8odBJ94gg1HXXJyBTBOjrgXtlq8rN16x0Z/G69xb9vF4JIDrmxWreK9dGudwZwqvwiZqwDZJZp0TyvgRQsyMmoLRvffey0MPPcQbb7zBG2+8we7du3njjTdO+KaPPfYY11xzDVdddRUPPPBAxetuvfVWHnnkkRO+z3yVzZUmLxzrThGwDFoDmZEq3TBUHFXl8HsOYS5/S01JJ1r7aPRJ7xVNEIyi7FDV+nPDjMZlEIzhdewp+3goYKGtIEaufBXvNUvrcFyf4z3ls/gMQ+F5PgV36hk/QoiZUVMwampqmrZzRZ2dndx11108+OCDbN++nR/96Efs27dvwjWf+cxnePLJJ6flnvNNKlsgMC55YVlTBNPLw5jZjOdBqL/479ZaXuPPr5DGiDehrDH7Tv7JzyCUUqi6FnShWgO84WsNzNaz8Dr3ocvsCwVsA8M00Z5bNsV79ZLR80ZVbiLN9oQ4hdQUjC677DIefPBBOjs7GRgYGPlzIp577jm2bNlCQ0MDkUiEq6++mieeeKLkmscee4x3v/vdvO997zuhe8xnvtZk8qMVBAqOR0dfhpWLyxT/VGB0vIGKN2PUTb5Ep7WP9jVGbDH+UIWH4z0pXtnbTUdf+qTHboTrwFAjmXrVmEvXg5vH7zk84TGlFNGQjePrslW8IyGL1kURDlVJYjANRTor542EOFXUlMBwzz33UCgUSjLolFIntFTX1dVFc3PzyNctLS28+uqrJdf8j//xP4DioS1RqjB02HV4ya29N4PWsLJOocdUOdA+2G4a3XcEe8MVNb22n0+TDzSQHHAYSCZxfbBMxZLmOMfaE8TCgZK25VOlDBMj3ow/2IUKxateazafAYaF17EHs2XdhMejIZvkoI1dJcX7t2904bh+SQr8sIBtMJhxWHrC/zRCiOlUUzAaHyxOhu/7JXsXlYpanozFi2OTXzROc3P1N8fZVmk8/ckc9Q0F6qPFcj+/29sLwDlLFLFo/UjlhXzeo3HgKACN51yI3Vi+Fp3va3KOx2Aqx2AyT2FxHaZp0rqkHnPModGlS+oYzLusWFaPbZ14tW+/MUj28CBmODRJmnmEnuVn4nbupaHhAxN+R1qaY6TyLjGVh7ogGKW/yhvPbOY3uzpJZF3OWtlY9g6JVJ6GxmjZYDVVp8vvz1yR8cyur3zlK7zwwgvccsstFc8A1eIP//APJy2YfeWVV/J//+//ZcWKFSd8H6gxGH33u98t+VopRTgc5qyzzuKd73znlG7Y2trKiy+OdvXs7u6mpaXGLK8a9famprTP0dwcp7u7yrmUWVZtPEe7UmSyBXynuJey90g/i+IBdD7D4JhV10zWJXRsF0ZdCyni0D+6nKW1Ju94pLMOiUwB39OYfhYrugi0gZ8v4ORHW3Q3NkRJp3Nksi6v5DpZtSR2Uh8gPDeM7uxFTXII1l98Jt7R3fQdOVRSwqixMUImlSebLeB5WXR374QU78VRG6Xg1b3dNMXL9y9Kpgu0HR84qdkenF6/P3NhIYznVAtuP/nJT3j11VcJBE6ud9cLL7wwTSOaXE3BaM+ePezcuZOrr74a0zT5xS9+wfLly/n5z3/Oq6++ys0331zzDS+99FLuvvtu+vr6CIfDPPXUU3zjG9844X+AhURrTTKdJxS0Rr5u605xZmsYVOk+jOGkUP1Hsc65YuR7eccllXVIpAt4nsYwigVUDRuMvMKJVa9BFwlbDKTzxJI2i+tO/IyOEVuMl+qd9Dqz9WwcwGvfU7aeXixskxpUBAqpCcEoGDBZ1hTlUPsgsLzs6ytDkck7Jx2MhBgv+eozJF/55eQXnoD4+VcS33RFxcc/85nPoLXm0ksvpb6+npaWFkKhEPfeey/f+ta3eP7551FKcd111/GpT32KHTt28E//9E+EQiH279/P+vXr+du//Vv+5m/+BoAPf/jDPPzww/zLv/wLjz76KNlsFtu2+c53vjNSFXw61LQ+0dvbyyOPPMJXv/pVvvKVr/DjH/8YpRQPPPDAhOSDySxZsoRbbrmFG2+8kRtuuIFrr72WTZs2cdNNN/Haa6+d0D/EQpF3PDx/tFL3QKpAOueyoh60MfoJSGsI9xWz6MxlxSy6guPR1pViIJUnYBlEwxbhoIVhKJSTxYs0gjX5p6h42OZ4d4ps/sQrGIw9BFuNEa7DaFiK1/Fm2ccjIRsXGyOXKJvivXZpnGM96aFzWRMFLINkulD2MSFOV9///vcB2L59O21tbdx5553cd999PPTQQ7S3t/PTn/6Uhx9+mKeeeopnnnkGKPY+uv322/n5z3/O8ePH+fWvf81Xv/pVoFhCKJVK8fTTT3P//ffzb//2b1xxxRVVj+WciJpmRgMDAyVJB42NjQwMDBAIBLCsqZeL2bp160ixvmH//M//POG6b3/721N+7fkskysNAG3dKQBWxx0wR2cqrufTMLAXVdeCUVf8ufUmcyijeEanhNagPfwySQDlGIYiYJsc7UqxbnkdpnFi+y2qrhm/68CkFRnM1vU4u59B51Oo8bMfe6i5n++AVwArWPL4mtY6fv1qB0c6k5y1orTsPQwXTXUrFlUV4kTFN11RdfYyWxYvXjyyl7Njxw62bduGaZqEw2G2bt3K888/z5VXXslZZ51Fa2uxYsm6detIJBIlrxOLxfjOd77Dz372Mw4dOsR//ud/cs4550zrWGt6J1m5ciXf+c53OHr0KEePHuWuu+5i1apVvPLKKxgn+GYkpi6RLhAIjO3smsa2FC1RVVJ5wc8MYg8eGzlblCu4JDMOQXviBwflZvHDDRPeyKsJBkzyjkdn39QbaI3cNxhF2cFJD8GaS9cD4HVMrMZgmSYByyzOFgsTU89XtsQwDVUxxVspBVqTk/NGYp4a26NofFsHrfVIC4lgcPS/f6XUhOok7e3tfPSjHyWZTHL55Zezbdu2aa9gUlMk+da3vsWxY8fYtm0bH/rQh+js7OSv/uqv2LVrF1/60pemdUCiPN/XpLLOuMOuKZY3BjDGdS0N9RXfuM3lb0FrTfdAjqBljO9FV5wV+R5+pGnK44mFLboHsgymayvxM55SxtAh2OoBTdW3osJ1eO3ll+piYQsHo1jFexzbMljREqva30gpJUVTxYKwZcsWtm/fjud5ZLNZHnvssUnr1w33LXrttddYvXo1f/zHf8x5553H008/XbUX0omoaY1t0aJF/N3f/d2E7//X//pfp3UworLhT+/DWWyOW5yZvGNdED1uVhPu24OqW4IRbyKVLZDLu0Qj5WZFOfzg1GZFI89VimjY4mhXmrNWWATsqad7G+F6fHUcXaUTrFIKs/Vs3COvoD1nQr28cMimb9Am7GbwfG8ktX3Y2qVxntl5nGzeLdsywrYMktkCi04iIUOI08FHP/pRDh06xPXXX4/jOGzdupX3vve97Nixo+Jz3v3ud4+0LH/ooYe45ppr0FqzefNm9u4tXzvyRFUNRp///Of5+7//+wn7O8Mee+yxaR2MqCyTczDGFEc93pvB15qV9X7JGRudGSSQasc690p8rekeyBIMlnmj1xo8F7+xti6u5VimQUH5tHWnWLO0bsrN6pRhYtQ1owe7oMohWLP1bNyDLxbbYLSeVfJY0B4qDqtBOdkJWXXDLSUOdyTZsHrieSPbMkhlnBk57ybEXBnuTzS255Bt2yNJCWONr/A9dq/+7rvvHvn7fffdV/ZeY+9xMqoGo5tuugmA2267jaNHj7J69WrS6TS7du1iw4YN0zIAUZtEOk8gMKZSd1cxeWFlfWmgMbuLv4TmsnNJpgu4niYYmPgmq9wcfqgOynRLnYpIyGIw7dCTyNLSUP5gbTVGtBEv0VE1GBjNa8G08TrenBCMTMMgYJs4roFRJsV7eVPxUOvB9vLByDAUntYUHJ9g4MQP8wohTk7VPaONGzcC8LOf/YzXXnuNRYsWcfvtt3Ps2LGRvuhi5rmeTyY3Wo8O4Fh3mkVRk+i4MzKh3j3oeAs6uoiewRzhcrMiAN9FR6e+V1ROLGzR0ZMhk5t6rTdlBVDRRVBl70iZNmbLOryOPWU3TeMRm4I2y6Z4m6bBqiUxDnVUKZqqIVch/VsIMTtqSmDYtWsXd9xxB08//TQ33HADf/3Xf83x48dnemxiSHG/aHTmMHzYdWW9Qo85G6RyxSU6c/lbGEjmQZdPWVZODh2Mo+3wtIzPMBShoMnhziSuN/W2DEa8CSbLqms9G50dRCc6JjwWClhoZYLvFVO8x1m7tI7ugRypTPl7FJfq5LyREHOppmCktcYwDJ599lm2bNkCQDZ74mm9YmpS2QKGORpUEqkCqazLygYFY+q72d3F/j+q9Rz6k6OVGibwHfxoc/nHTlDANvE8TXtPesopnyoQhlAU7VTOzDNbzwYoewA2aA+1X6d8ivfwvlGl2VHAMkhKMBJiTtUUjFatWsVNN91EW1sbF198MV/4whdkz2gWJVIOwTHZasOHXVc2lC7B2d1v4sVa6NNRDJOJqdwU94p0MDZts6KxomGLvlSegdTU072N+iVVO8GqUAyjcQVe+8SGe6ZhEAqYOFio/MSA07ooQtA2OVjhvJFpGjiujyPN9oSYMzWldv/1X/81v/jFL7jwwguxbZuLLrqIG264YabHJiimcOcdl7oxBQ/butPYJjQ3jjmolktgp9rJr72cZMYhGqrwo/Uc/Loaq+tqDRTPItVCKUUsZNHWlSYStKeUEKCCUTDtsunbw8ylZ+P8/pd4mQRQek0sZNOb9wg6E1O8DUOxpjVe9bwRSpF3vGmp4C2EmLqaglEkEuH6668f+frjH//4jA1IlMrmvQlZZm1dKZbXG5hj9osCPcUZQ6LujAoHXH2MZCdoMNLdkNYoXwP+yOPFP8NLbD5q+K+ZEIZqqKlkkGka2JbP0a4kZyyrr7nMjlIGRn0Lfv+xysGodT3O739J7sgbsGRTyWOhoFX8J9FDs79AaUXwNUvjvHl0gIFknob4xHNVhgHprBRNFWIyR48e5Xvf+x7f+ta3pvV15WPgKS6ZKWCN2S9yXL/Y2bXBKFmHs7v3kA83k7cbsO2JP1Yj04+R6UMHo8Vabr6HxkcrhVYG2rDQVhBth4t/AjEGiTDghyEQxUx2QJVltLFCQYtM3qWrf2IX1mqMSD1gVOwEq+paUJEGckcnNnUM2CZKga/MstUY1i6tA6g4OwpYJsms7BsJMZnjx49z9OjRaX/dqVc5FbNGa00iXSA4ph5de28aX8PKxtEfnZFLYCXb6W3eUjaVW+XTGJkedKgeHayDKpOVvrTH7vY8b7TnOdrrcPEZYT7WEqM/ZxBLtMOi1eU3o8aJR2w6B7LEIrV3h1WGhVHXhE52Q3DiIdjhagy5w78j7BZQY2aGhlKEAxaOB4FcAj++pCS5o7khRCRkcbB9kLeeNTGl3TIVqYyL6/klKfRCnK7uuecefv7zn+N5Hpdddhmu69La2sonPvEJAP7n//yfXHfddbztbW/j9ttvp6OjA6UUX/jCF0Za/XR2dnL48GGOHTvGhz/8Yf70T/+Uv/qrv6KtrY2vf/3rfO1rX5u28cp/daewguPj+n5JZey27mK22PKm0cOqw1l06cYzS2ZRAHgFjHQXKBM/0lAxEB3rd/jHX/by97/o5cnXU+QdzeXrI1y4Jkwy6/H9Z9M8vrMfsv01jV0pRSRocbQrOaVGh0Z0Efh+xYw8c+l68Fy87oMTHotFbFwPlPZQTmm2p1KKtUP7RuVee3gpNHMSrTGEOFX8x3/8B6+//jr/7//9P7Zv305nZyf19fX827/9GwCpVIqdO3fyrne9i29+85t88IMf5JFHHuF73/set99+O6lUMUnqzTff5N577+Xhhx/mnnvuYXBwkK9+9ats3LhxWgMRyMzolJbJOyjG7xcN0hhWxMKjswK7+03SwSZCDeM+8WsfM9kFGGhDoa1ihQTP1xzpdXijPU9d2OCys6LEQwYh2+DqjWE2LA2yKDo6w4qHTS5cE+Y/92RY/OpRLtkcA3Py3ke2ZZDNewym8zTEa6v0UDwE24jOpSAwsaKD0bQaZQfx2t/EGqroPSwUMPE1aNNC5QbL7BvVsetQP32DeRbXTxyPZSkSqTx1kZPrjinEXHv++ed59dVX+cAHPgBALpdj2bJlFAoFDh8+zM6dO7nyyisJBAI899xzHDhwgH/4h38AwHXdkWW4Sy65hEAgwOLFi2loaCCZnLmOvRKMTmGDmQK2NRqMtNa0daU5Y9HoTMnIDmClOuhYdDGRcb2KjEwvynfQKAp2PXs6igFoT0eerKOxDLhgdTHFuy5s8ol3TiyXM+zKc6L0pT2e3J2nLn6Ec85dV9NyXSRo0t6XoS4WrLl2nRFvwksPlH1MGRah5evJtu9Bax819pyVZWIY4JtBjDJLdWuXFpf+DrYPlg1GQdskkSqwvEn6G4nTm+d5/NEf/RF/8id/AsDg4CCmaRKPx3n88cfZuXMnn/rUp4Bia4kf/OAHNDQUe351dXWxePFinn766UlbS0wnWaY7RflaD/UgGp2hDCRzpHIeKxaP/oIYXcVDoLlFZzO2tZTKJzFyg2grBGj2J4Ns/90gezrynN0a5KMX1/Gla5p5//mVC5SOZSjFtgvqWLnI4icvDXDseFdNz7MsA8fxGZxCR1UViEAgjHbLPye06hzIp/AH2ieMMRK0ikt1/sSlusZ4kLpooGISg2EofA1ZaSkhTnNbtmzh0UcfJZ1O47ouN998M08++SRbt27l8ccf5/Dhw1x44YUj1z744IMA7Nu3j61bt1YtajDcVmK6yczoFJUvePh+afHQPQeLAeDMJaOf6q2uN0kHmzHjY9Ku3QJGurt4sNV3wQ5z9qIINzcGiQYNzBP81G+bio9f0sC9/9FHb2cXy5cuLqkYXkk4ZNHRl6EuGqh5dqTiTfi9R0uSFIYFV2wAFF77m5iNy0sei4Rs0tksActC5RIlS3XD+0Z72xIVC7OaJiTTBaIhSfEWp68rr7yS3bt385GPfATP83jnO9/Jtm3bUErR2NjI2972tpHf/69+9avcfvvtI90Z/uZv/oZYLFbxtdetW0cymeSLX/wid95557SNWemZnHfNkd7e1JQ2zZub43R3z9xa6FQ1N8d5Y18XHb0ZYpGhN0Wt+cFjr5B1fG5+d3FvyB3spenl+2hvvgTOuLSYSed7mIPHAQ1mgN5Elud7GrjyLfUjZXOmqi4eZjA5+knJ9TS2l8EP1ePGlta0pDWYLrB6SZz6WG29k7RbwDu+GxWum/BYY2OE9ke/i3bzhK/805LHCo7L4a4U0aCBcnK4zWeXLNW9sq+HR399iE9fdy5LFk3ck/J8n3zB55zVjTW3lDgVf39kPJXNxHiam2tbYRCVyTLdKWow7RAYEzwyyUGO9Lmcs6w4K9IadHvxvE0ivg7LMoqFUdO9KO2CGcD3fX6yN8zLbS55d/o+c1imQtsRfv16Fw88+QZeDcVRw0GTjr4sfo2ffZQVqLpUZ7auRyc68TOle0u2ZWIaCl8rlPYnLNWtGTpvVLE0kGHg+tKKXIjZJsHoFOR5PumcU1KaZs/+djRwztLizCKXd4kO7CcXbsEL1mMZCpUfLPb0MYsB67dHPQ4lDK4+L0ZdeJp79ShFPBLgYGeGnz13aNKNTdsyyTsuyansHcUWoZ1c2cfMpcOFU0tr1SmliIdtCq6PNkxUrjRY1UcDLIoHq7aUMFGkslNvhyGEOHESjE5B2byL1qNnX5STZffxDA1hg9Z6C+1Dqq+LSL6bRN06QgET5eUx071oOwRKMZCFJw8GWNds8bZVM9qVqsAAACAASURBVNNS+61rYlxxps3L+/v49WsTWzuMFwqYdPZna87IMULxiudzVawJFV2E1z6xinc0ZOP7Gm2FMHODE2rrrVka53BH5aXcYMCgPzn1Yq9CiBMnwegUlMwUGFsEoDDQw/5enw3LgiilSOUc4on9APTHziBkKsxkJ9q0QRloDY++oQHF1rfWz2g77SvOref8ZSa/+t0xXj/QV/XagG2SK7gka5x1VFuqU0phLl2P33NoQuuJYMAEDRoFWk9Yqlu7tI6849HeO7HdBBQzAHOOR14a7gkxayQYnYL6k3kCwyndbp79x/rx/OISne9rEqk8Dcn9ZCNLcKwYYacPpX0YKjDq+hAL+Lx3Q4jG6My20laGwXXnx1i9yOJXO49Nun8UCph09mVqnh2p2KKKrSXM1rPB9/C69pd+3zAIBU1cz0cbxay6sVa3Dp83qryJrXSxcKoQYnZIMDrFOK5PNueO7BcZ2QHe6PSJBhSrFtskswXsQoJQrodU/ZnYThLbyxSX54bYyuWD52o2r5udDB8rGOTjb7P5k3c1Y05S1y1gm2TzXs17MkYohqoQuIzFq8AOTdg3AoiFbVzXR1tBzHzpUl0sbNPSEK7aUkKW6oSYXRKMTjG5gsvIW6/noNO97On2WL80iO8Xs+wWpYt12ZKR5cTcBARGG+U9ulvxeoePH2pAzWIVgXAsSqPbRzad5qfPHiKTq3woLhQwap4dKStYeanOMDGXnIXXUazGUDKe4ZYSaniprrSC+JqlcY50piq2Sbctg3TOkYZ7QswSCUanmGTGwR6aXRi5BAd6PfKu5pylQZLpPIaCeGIfufASjEIGMxweOUezqwt+e0zRlzXQ9sQzNFXpoSZ6ngNuodjbCIp/r9IOfIQy0JbFQMcxXtvfy7/+al/FN/qAbZLJu6SrBKySl662VLf0bChk8PvaSr5vWyamGmrRZFqobOlS3dqlcVzP51h3+X2j4j6bIiuFU8U88Q//8A+8+OKLANx222289tprczyiUlKB4RSTSOdpaYpTyHoY6R5+3wUBS7Gy0aInkSXuJwnleuhbfD4+YNvFCgUZBx57U7Es5nPpmWFKagN5DpG9v8DqPzTSvXXw0s8CEHvlh5iJtglZa8nzP4ZXv4LQ0RdQbS9gr78Gp6V6q3lthVgVS3HDxc38+DddPPbs/8/emwdZdlXnnr+9z3jPnfLmnFWVWbNqlKo0D0YgECAm2Rj8nrGekcNju19jugnsDodN4HAY/jCBnzuwo9vDa0fbr3GEacAGIZlBxmCBhBAaS6pSzXPlPN35DHvv/uPcvFlZebMGoVJJkF9Exs285+Q5+557zl57rfWtb53g/Xdv7Eig8FyLsek6m9cWLkmwkH5uZRXv/i0gJGrsEFbPyOL/CEE241JvxniOhxWV0ed1gF0/kEeIVKduIYd0IVxbMFcNKWRXhVNX8cbHU089xe233w7Apz/96Ws8muVYNUavI4SxIlEG25KIsIzWmoNjMVv700lVCsi1WHRRphdlee3eO48cEtRj+JVdTURmURpIxA2yL/0zVvkccf9OjO0uUSSI+ncii+swQqbvCwFCov0ixkC9ayN2+QzByw9Th0saJO1k2FuqMrNngH9/fpzB7oA7dw8u289zLMq1iFozuWS/I2F74HgdW5ILN4PsGUkp3rvevmRbzneo1KNWqA5EXMe0+iT5ns1Qd3CJvFE6RnVBG49VrOJS+NrXvsZXv/rVq3Lsn/3Zn+V973vfRfcZGxvjd3/3d6nX60gpueeee3jxxRf5xCc+wV/+5V/yqU99io98JF2Q/tVf/RWO43DmzBne9ra3EQQBjz76KJD2ROrtXd7/62pg9Ql7HaEZqdQDMBqrOsnpikU11Gztd6iFCa5tkZ87ROh10XRL2FJgSTg4Bc+NCd48ohkqeUvaO7ijL2BVxqnvuJ/69vfQ2PJ2Gpvf1t4eDd1Ac8ObCNffRThyB+Hw7VQHb6aqMzSaCbK0lq63/ypJYQ3Byw/jTC6v61kCaWGkxVs2aLauK/Ld589Rb3YmK3hOyqy7HIhcz0UKYLdhKpPo2lJquedKFhJw2nIQjaUFsBuGCpyZrBEnK3SWbakUN8JVivcq3lj44he/yD333MOXv/xlPvrRj5LJZNi9ezef+tSn2LZtaeuV559/nj/+4z/mS1/6Ep///Ofp7u7my1/+Mtu2bePhhx9+zca86hm9jlCuhbi2hEYFoRMOjBukgL4cSAR+7RxeOMNszw1o06qnAQIHdvYZ3jrcRPsD6cFUDJZDOHwrcfcmdK7voudOlCGKFIY0+T/Y7ZHxHGxLUiwGRHd/mNpj/4PgwNeoOgGqa3jFYxkng9Ws8I7dfbzcn1uiJHE+FjyPWjO+pDCp9PMYznXcZg1uI973DdToIeSWO9rv25aF41gtb9PFiipLQnUbhvI8/uIYpyaqbF5T7HxsS1KuRZfdrXYVqwB43/ved0nv5Wrizjvv5Hd+53c4cOAAb3nLW/jlX/5lvvOd73Tc97rrrmNoaAiAUqnEnXfeCcCaNWsol1dWKnm1seoZvU5gjKFSi1JjVJlAWQ4HzoVs6HUwSuNI6Dv3GEq6VIubUcbgOhbGwHARHrheYUmZGoK50xSe+u9Y82fSkNsKhkhpQ6OZUGukig99pQwbBvOs68uRD7wl7bdt1yf7pl+mue42qu7FDRuAdgMGrRnetKsXx1651sl15GV5R8LxwE5DdRdC5roR+V7U2HKvLR84qedzXqhuASP9OaQQnLhIvZHvWsxVw8vW1FvFKl4PuPnmm3n44Yd505vexCOPPMJv//Zvr7iv4yxdaFnW1a1NXAmrxuh1gmakUAYs1YC4wXjNYrauGe6S2JagOL0PvznFfM9ujExvnjNlyd89K6iEQBJhMkWcqcPk9n0RY3lob3liXmtDo8VkU4mmVPBZP5BLFbWz3kUNh+1l6Lr5PjzfJ5oew5k6vPIHkqkKgqyO89jz53j48ZMdd/Ndm0o9XjGUdz7SUF3nPivW4Db01MllobzAszErhOpcx2JtX/aixa9SChKlaa6G6lbxBsJnPvMZvvrVr/LzP//zfPKTn2T//v1YloVSr9/7eNUYvU7QCJPW5D0JtsvLoymVeW1B4qsKpclniZ081cImwKA0fPWgYL4JngUCgz19lODAV1H5Aap7fwnjL4aejIFaIyFKNF05j5H+HOsHC3TnfVzn8qO1lpSs6Q3oGvsBwYGHcKaWF5y2z+lksJpzRM06Tx+aZGy6swfkOZLxmZWbeS1A+vkVC2CtoW1gNGr8yJL3F5QsjAEsFyuspD2eWtgwlGd0ukbzIg31pBRUG5cv8LqKVVxrfPjDH+Yb3/gGP/dzP8dHPvIR/vRP/5S7776bP/qjP+KZZ5651sPriNV+Rrw++q0cHy0TN2oElRPke/v506+eBaP54G5J/8STdM28xMTQm2hm16C05ntnXX40avNrN2k25SOcyYP4Y88T92ymtv19bWmgBdQaCd1Fj1LOv+wGdwsolQJmZ5caEhU1qT32D1iVMeo77ifu3dr5n7UibDT4b98NWduX5b+847qOu83XIrau7SLwL24Yk9GDlEo55ipLPSljNI1HPos1sBnvlg8u2TY6UyWMFK5jIcIqqrgO46etJE6MlvmHbxziF+/dwrbhrs7nVJpEGbaPdG7L/nq4f87H6ngujtV+Rq9PrHpGrwNobag2YrxoFqTNdCVmbD5hfZcg2xgjP3eYZqafZpAmGc9WBE+PWty61rCpBMIkqK5hwqE91Hb+3DJDFEaawLNfkSFaCZbrk737QVRugODAQ9hTRzrvKC181+YtWzyOni1zfLRzQtS1JRNzl5E7yvago+WsOiFkS43hMOYCle6c75C0+jkZy1nSVmJdXw7bEpxYYVwAtiWJY0W42uNoFau4alg1Rq8DNKMEkggrLGNsnxdOpZPyrsI8hblDSB0x27sHhCDR8G8nPfIu3Lcpxpk4gBE2cd92GlvfsaSGCFKWnMYw0J151QzRAizXJ/vmB9G5AbIHHlqmcrAA4/jcts5QyFj824/OdCxgzXg25Wp0ScUDmcktqkNcOJ6hbRA30dOnlrzvuTZm4aNbLlZYbYfqbFsy3J+7KIkhRaqWvopVrOLqYNUYvQ5QbyY40Wy76PS5k3V6fE2/mCdXPkYtv57YS0NEUhi29yR88LoG3ce/hXf2aYRO6NT4xxgIQ8VQdxb7KjFkLDdD8OYHae54H1WTZaWgr53Jce8WST4jV2zN4DiSidmL546E4yMcvyOrzhrYDJZDcnqpzIlrWziWRGkDQmAAES3KAG0YKjA+26B2EWPjuZK5Suc6p1WsYhU/PlaN0esA8+UamXgO4/hUGopT0xHXFZsU5g9hEMz3XA+A0mAwvKlvnhumv4FszNEcuYuktL7jcevNhO4uj8C7uuVklpuh+7q9dOVdOPU09tTR5TsJwZ71Wf7LHsFKaSHftZivhZf0juxiD3QogBW2h7V2F+rsi8uEVfOBQ9QqbjWWi2zMtrdtbMkBnbyIGoPrWNSbyYoFsqtYxSp+PKwao2uMRGnC+em09YKQvHAiDXXtKcySrZ6m0nUdyg5INPzjfpejZysMnv13RBJS33g3cd917SLO89GMFJlWnui1gBCCnrxLYeZlsge+ijW93CAJ28VozeFDJ9h/fHkjPiEEtiWZmLu4d2QFBaCzC2avvxGSCHV2/5L3M56zGN2zHGRUTwuDgTW9WVxHXpTiTeuMlyvuuopVrOLKsGqMrjEazQi7MY2xM6g45tC5OkVPs7H2PMryKJdSLbjHz9pM1AU3x08jpKR+3X3ooKettXY+EmUwwOBVyBNdDNKyyd79YUyuj9z+r2JNH1u2j3EDnjhY5l9/cJKoQ7gu41nMVy/uHQnHB9vFqOX7yJ4RRLab5OSzS9733fRWN4ZWqE4gojQ3J6Vgw2CBw2fmL9rWwnUk89XVHkc/qTDGYFSM0attQ64FVo3RNUZ9dgpLprmM+fFznK46vL10Oi1w7U4LXM9UBD8aFezuTagN35UaIjebTsi2t+R4xkDzKueJLgbpBQR3P4jJ9ZLb/xWsmaXFrkII3rE7Ry1UPLHv7LL/T70jwdRFvCMhBCLbDcnyfYQQ2OtvRE+fRFenF8clJBnPbre1MJazJFS3a2OJci3i1Hh1xfN6jkW5HqNWJ6s3HFJDk2DiJqpRQdfnUOUp1MwZ1MRRknMHSM7sIzn7Eroyea2H+1OJVWN0DWGMpjZ5DssPUJUZDk3EYDS36WeI3ALVwkYiBSdPjvK/Fx/h7sEKXi6HcbMIFaP95Xpq9WZCT/Hq54kuBukFZN/8K5igG//wo8vYb+t6fHYO2jzx0gTV+nJPI+PZzFYu7h1JP89KbAlrZA8glnlHuYxDHLfGYjnIeDFUt224C8eW7Ds2zUpYEE69WOPANxqMMRf86MUf3eHndVSWaIzB6ASTRJiogQlr6Eb5AkNznGT0ZZIz+1Dn9qPGDhGeO4yaOoUpj2EaFYxSYLkIL4+Q7opszVVcXawKpQJGK4xOEPK1vRxRZY4kCgmkpjY/xdFynnuCg/hJhYmhu0FIRk+d5j97P6DmdhNaEs+WYAwGgbGXNtBr54nyS/NExmiI6qB1u/NpG0KwNP8ilv2p6jG60UD4OYS4vPWLcAOCO3+RsbmIKDa4F7QEundXgZe/PcP3nj7Ou+5e2pZCCIHrSs5OVtm0ttg51Oj4GMsBlSCspd+bzBSQA1tQp57H7HgropVTy7jWIuvwPFadyXThOhbbR7rYf2KWd90+skSXb8lp7VQ4NR+8vnocGa3BKNAK1ZToRhmMTokcSQwqSj0DFS+2YF+4D5Zd3vPukWX3R2u7tBHSQkiZ5iwtG5Dpq7Ra34kAKVENgQnPa2J43v1nFo59oZFr/516NKgYWq/tz2EUwiyO0RhB+kZad4aw0rFJG+F57b5ZVhAgw87Ct68fU/vjwRjDZz/7WR599FEsy+IXf/EXefTRR/nIRz7C7bffzpkzZ3jwwQf59re/zdTUFJ/85CcZGxtDCMHHP/5x7rrrrtd8zKvGCEjKUyRnDiH9ImRLSD+7rG/Oqw1jDOH0KEJIzPw45cRhrKL59eILRNlBmsEgufkj3K2eYcoeYH7oDoIgkz53cYjxu5Y00EuUwRgYKC3miYwxLSOkEPkeZL53Kdlh2ZPXeULwe3NIfRJTnsA4ftpf6DIg8710ewlnzs2QqU2hSovN73rzNjet9zkyWkM1KliZpbkv37Up12Jm5pv0dmUuPDRCCGSuB1OeACu3bLu94SaiJ/8JPXEUazBVfXBsCykFWhukFBjbRTbmUJlUeWH3ph72HZvhyJl5tq/vrLbgOWlOa6g3+5rm486HiUN0bRaiBqZlZNAKQToZh40ANdcAYRYnZSFByvS7E/KSDQ0ven6j03vDmNQIapV2Az7vfb3gXQhBGPkk8w3aCx0BS+61hSIwsWCYzjuZAIFsj59W3y3hZpYtjK7Nt7Eyfuu3fqvj+3/zN38DwJ/92Z9x8OBycd+Pf/zjbNu2jYceeoiHHnpoxf+/GL7+9a/zzDPP8NBDDxHHMQ888ABh2Dnf+elPf5oPfvCD3HvvvUxMTPDAAw/wL//yL+Ryy5+rq4lVYwSgDULamCTEzJxKJ3E3QOS6kX7usiffK0JYozY/jxPOUongXNXhHncfHhGzgzeRmTlI9+wL1IM11AfvROu0IVz6oGq0t3ijLOSJ1vXncGwrHX/cSL2GbAlZ6E9Vr18hpONhdQ1hMgXUzGl0o3zZXpLv2vSOfg9nYj+Vmx5EB4uN/96+M4e908etniNxNy1TjshlbEana+QCB99dfqtKP4+aG+t4XmtwK7gBycln28ZICEE+41BpxPiuBZaLDKuoVruNzWsKBL7NvmMzKxojKQVKG5phQnCJthevNkxYQ1enMLW5ljfigrAQrrPku0hX/lfv0U4N3CX2Oe/3i3kiq7g6eOqpp3j3u9+N67q4rstXvvIVPvzhD3fc9/HHH+fYsWN87nOfAyBJEk6fPs2OHTteyyGvGqNFiHZBJYBJIvTsuTSMYHuIbGqYcPwrWlUaY9JqfxVjkjhVlY7qqEaVZmUGjKKpJBPzTX7Bf5lqbgPKLzE6e5TxZD3BwK0IwLMltiRV53ayrbBIivPzRCZqgIoQQVdqhNzlXsUrvkJeFmtgK3p+AlOZwDgZhH3pcFVm91uJ//0QwcsPU937QNs7y7gScJmbrxKFZ+leu74VckkhpcCxJWcna2xcU1juiSyE6jqEWIW0sUf2kBx9EhPWEF4WgKzvMF9brEE6P1QnpWDXhm6eOTRJM0o6GsCFcZXr0WtijIzRqRGaH4ewlhog/9Kt2ldx7XEpD+bjH//4Rbfff//93H///a/o3LZtL7lHzpw5A9DO+SXJYt5Ta83f//3f09WVRggmJibo6el5Ref9cXBNCAwPPfQQ73nPe3jnO9/J5z//+WXbDxw4wAc+8AHuu+8+/vAP/3DJhXutIGw3VYn2CyAkpjyGGjtMcu5l1NwoJqyl4YoWjFaYOMQ0q6jqNGrmDMnYYZIzL6LOvkwyfgQ1dRJTmUI360T1CiaJqcYWUgh2hC9gBNQLI7w0Kfi7mds4kL8D25Ik2qQCokYjjEIHi6v2hTxRly8wjXmE62MNbsXqXf+qGqL2dZEWVmkIa2ALoNGN8pLr0AlevkS4/T7s6jj+ySeWbFPa8N9/0OSRZ2bgPHbbAnzPptaImSl30qMTyFw3dNCqA7DX7wWjSU6/sDgWN21tsZCSMLaLdd55r9/UjdKGl0/OXXi4xTG5FrOV8Kom841WqNosauwQauI4KIXIFFvhqdenIdLGoLQmihXNKKHejKk0Iqbn6sxVm9QaMc0oIUrUYhhvFVcFt956K9/85jeJ45hGo8Fv/MZvUCgUOHIk1ZBcaCsOcMcdd/CP//iPABw5coT777+fRuPSKvqvNl5zz2h8fJw///M/58tf/jKu6/KhD32I22+/nS1btrT3+b3f+z0+9alPsXfvXv7gD/6AL3zhCzzwwAOv9VDbEJazGELSClOdISlPgpRIN0DHIeiYNI0q0hCFtMGyEV4WIWS6LQnR9XlMvUwcRoR4xErRKM+zxzlB2SrRd+57/EP1fQxmC9y6xmAwSASuLRFxHZXra7cVT5SBJKI/ZyFtH6t3uO0BXPVrcoVeUn7TDZTHD5M5/SRx9wZUcR0AlhTctSXg6/uqnDx2lvXbA7CXEjBygcPodI18xm13t12AzBRQ8+MdzykLA8jSWpITz2BvvgMhBJaU+J5FonTagdZyIayCisByWduXpZT32Hdsmr1bezse17IkSVMRxmpF7+mVwqgYXZtFlyfS8LHrIzOFV/UcrwTaGOJEoZRBGYNKNLHSxIlGGUOc6FQpfyEn1HoVQC7WVKvNlD8D7RiekALPlji2hWNLXFsipcSWAstKv6tO44AFFuB5r5jFvlWGCwgY6YtovTajhChO2gMU7d0ERivs1xFj8JXiHe94By+++CIf+MAH0Frz4IMPsnv3bn7/93+fL33pS9x7773tfT/xiU/wyU9+su2FfeYzn3nN80VwDYzR448/zh133NF2Ce+77z6+/vWv85GPfASAs2fP0mw22bt3LwAf+MAH+NznPndNjdH5ENICL5s+b0ZjVIywXYRMvZAL16zGGEzUQNdm03CRkBjXp9aARtzAFjA48xyxkRTULE/qXYwlBT68LUYKiBJNNuMgkibay2HcNNFvkpi4WmVosBt/cH06ptd4xbzgJZng0rkk17Zg5ztRT57FmTneNkYAt27I8IOjdb5xKOa3B8+iezYuEXyVMlVmODNZZdOaCybmi4TqIFVkiJ77GnruHFZpLZBSvKfnm4vt0MVCqM5FCMH1m7r5j+dHqdRXZs0JAdVG/KoZIxM30dVpdDVVphBu0GYBXiskStGMNLVGRKURLyEWCAlSCKQUSCHwbOtCjd42sr6DipdHN4wGZQyNMKbaMIuMarH4YlkSYwwaMBdpCyNUiNCqHT2QKoEkJM4PAQJ/7ih2fRqhQxpCoZp1hAqprL2LODdAduwZ8mcep9m1CXnrh+jrnDJ8Q+FjH/sYH/vYx5a898gjj7R/X5hzBwYG+Ou//uvXdGyd8Jobo4mJCfr6FttW9/f388ILL6y4va+vj/Hxzivfaw0hJKxAbkhj/XVMbQYTNxHSQbgBRsDMfLNdyZ+rnaWPKRBwInsD/3h6L/dt1nRnDAvEV98ibR8e9IBJkFGTaiwpjmwlNzRwzcM2l+sldXXlObXrl/CC3BKjbVuCe3fk+NLTZV48XWO3N4nODyz534xnU65FzFZC+vvPO7cQyFwJU5kCb/lqzlq3G/Z9HXXy2bYxynj2EsKWsTysxixJJp2Brt/Uw388P8qLx2e4c9dgx8/suZLZSkhv8ZWHQhfYjro8hWnMp5Tolif9asIkEaY6ja5MpfejirGHb0AW+lETx0jOvghaY7RCK4VKEuqFDVS6dyKbs3Sf+DcywrTYcqnF0Jku6jvSlXTumf+BSELApM0PTXrvlm/51TTf+ty/UJg4Qmr1Rfu1vvWdiO6NOJMH8E//cNFtEhKDIOrfTnPtrVj1GXL7/xmxQF83CqEVKttL9cZfBqD4/f8ToZY3QJy763fA9sge248zfRQjLHB9LOlhbBffMTi+jVUcJNI3ErldOFfQC20Vrx5ec2OktV4yeRpjlvx9qe2Xg56eK3Mx45kaxWIGKxNceudLwGiFqpdJytPpaj3nIex0PFprxmYa1KIEpEU+I+k++RQAB4Kb6d24gwe7NcMFEMIlUQrfh2LGQGk9YEAp6l0b6CuW2DrSg5SvjSG6rOZhA12oxhqiiZOYJEZmOkystsX0XJPs3OF0eT2Y1hjdtcPnB8cafPeY5s7NFaTfB/7ScxbyGarNhGaULBmPzksaZyvYQafvL2Bmww00T71I8e73I20XrQ3zzQTfsVvXLwPNCuRssD1KXVmGB/IcODnHe35m84ofd64aUugKLv/6tGCMQTcqxDOjqGYNGTiIrh9vUWGMRtXmSeYnqY5O0nXdbQjbYfaxL9A4/KOlO0uLwvAmMqUNlMeqRGOHMEi0kJgWdTpTWku2Pw+1GHF2gR4u2sryVlCgkG9FA7qGQMctb1a09yvkg1QlpHskZaQuUL9bSbugqwT5DDS6EJXB9vsL+/i5PH4xADdG9IycVzeU/kg/3x6D2X5vunSTi7VFOD6FYj79++YPotv1UK3QHNAOaue3wcg2VKVMV1ew2izvGuA1N0aDg4P86EeLD8fk5CT95y11BwcHmZxclOOYmppasv1ycKWdXnP1GWaOvozw8+B4aXW+7aQ3dOvmvtRq1ag4TebXZtPVoeOnYaNIAYpEa85NVZkph1it+Lg3cxjLKL7d2EHUtZWgEdHnpYao0YwIE0Wvp6j6PZj5Kjg+jewQUWiz1bWZnl5ZuubVxJV2xjT+2tRLGh2HC7wkoTXVaoPMoe8jm3NU7O62vt779uTwbEE1NojTh0hKG5blj+rNhNNjFYq+1Z68jTEklRjRqHQMbemh6zFHn2H6paexR/ak/5Nopqu1dg5KRE30xESber5jpItvPnWawyemOtY5AVRqEadOz7B1U99lXR9jNLpexpTHU2/Z9lPKfQTULz9hbFTcroOLnn8ENX0KU51uq0kAhMEQsjhIUlyPsyOPyPcic72QLREbyVgzoXJonFCNYK7/DWxL4F4Yaqs0gAzs/s+dB1JpjXnT2ztvbyigQWHkJuYrK3y+SgMy62DrupW348Lm+y4+hp5dnbfXzveWNBBTyGcorzCesBbCXB3/CjvBrhqvHx+vuTG66667+Iu/+AtmZmbIZDJ885vf5E/+5E/a29euXYvneTz99NPcfPPNfOUrX+HNb37zVRuPrs0y+71/QgkPa81OhErAKPRCJp4lAQAAIABJREFUQrQVOhDSAttNZUNsN60wlzZg0PU5TKOcEhUcf5nhasaKk2Nlqo2YIGPjqibZ6ePk5w5xVA3x7+pmysckOTdipNDSTsNgqxDLy2OkRAfdxEEPjYZm09o8rnNt8wkXw/m5pGTiWFqk2FqRWlLSU8gwvfE++l/6PMHBf6V2/X8CIVjTlU6wShu0VnjTx1D5QXSm1E5EB77NfDVEJxbdLaWJBVbdSqE62bsekS2RnHy2bYxyvkOlfh7F2/KQjbm2Mdq9sZtv/eg0+47N8Nab1nb8nK5rMVtdHhq6EEYrdGMePTcOKkY4PjKzXMrposcwBj19kuT4j1ATx8jc978ibA+ThAg/h9W7oWVweiitG2a+md4f9nDafiRRinIjZm6yQawNkrR/1KXavL8SKG04NR0zXVNMVxXNpIolDFlPcs+2ACEEo3MxUggCTxC4Eus18vBX8frFa26MBgYG+NjHPsaDDz5IHMf8wi/8AjfccAO/+Zu/yUc/+lGuv/56PvvZz/KJT3yCarXKrl27ePDBB6/qmJK5cdT8JOr0C1gDW7HW7EDmepbkNYzWkCSp+oHW6POyDkJaCHc5gUCjma9GnBqvgU4YUONkR0/g1xdyYIYvVm+hogRbS4rh/CLdNYli8o4GP4fq2oByc1TrEesH8uQyb4wCQuFlkT0j6Knj4Bfb1yefdZnJdlPf9FayR9IGgeG6WwCIEsNff2eGnWs87t0RYJVHEVEVlR9qMxpzgcu58TI532kbZZkpkMyPd6zFFEJir7+ReP+30bUZZLYbz5VLK/0tB5qVlMjgZskFDhuHCuw7Ns09N67pGEJzbUm1EbfFVy+E0Qm6NoeeH2sz466Ubm/iJsmp50mO/whTmQTHwx7Zm0rj2B7ezT+/7H+sIECEdbRJi3PnaiH1Rkog8DwL98ec+I0xVEPNTFW1Dc5MTZH3Je+5IY828P98P6XG2xIKgU0jVAgBb92eBsb++ZkK4+VFUkPGEQSe5JduL9KXt9l/tsm5+YScJ8n7Cz8WeV9iWyuM3wAmQagE0ZILSr9jQ+oV0QoDushas11ALtr7GOxGHZF9bdqurGIprknRa6dirr/9279t/759+3a++MUvviZjkdkSPe/5r0w/91309BnU6EHUuf2IQj/W0A6s/s0Iy25pcEkgnRAv9Tg3o4TJ+QYz5ZCeyiG6yweROiaxM9TyG8hWTnDC2sQ5VcK3DW/fEC/WexqFE80h+68j7rsOIx3KtZh1vTm68m+sB8UKipDrRddm0zAoC96Rz0SyE7fnOP7xx4hL69HZPlxbMFi0eeJonT3DPr35PCJqYM8cReXXYvw8tiWREs5N1Vg/mE8NhZMBaWO06hiqs0b2EO//NsnJ53B3vg3bsnAci0SZ9uRmHB+rfI6kZzMIyfWbuvnK905wZrLGcP9yj0uIVN6m1ljaIdaoGF2dQZcnU3aXF1yx7uFCrjR69iHU2ZeQXUM4N/4s1rrdlyw0DiPFTKXJXDVEKYNjCTK+zStNSU1VEw6ORhQzkt3rfM7OJfztdxdrs6SAUtYiaAkQOpbgV9/URVdgUchIugoB5UqjTcsGeN+ePOWmohZq6pGhHmpqkcZ30kGemI556niDC6Pt79uT59aNGY6MNXn8SJ28B3lXU7Bj8nZCf1YxECwo3p1Hy1sUJQRHIdrNF8WSh1nqCJLVNiHXAqsKDEClEVORBfLb7sHZeldaaDj6MsnB75IceSItIh3akRZYXgKx0sxPTWImDlP31uE4WRwSYieHERZOVCFXOY4WNv80fyMA922MCVrOjtAJojZHXNqAGNqJQVCpxQyUMivmLl7vkF2DmLCahpRa7MN84DJTblLZ/A4K8UMpU6qF+3bnODoR8eWny/z6m0tYbgZ0gjV/Ch11Q2Ejge8wXw2Zr7p05f3FUF11BjrUWslMsSWe+hxmxz0IIckHDrOVJvaCmoXlQFhD1mfQ2V62j5R42DrJvmPTHY0RgG0LZspNco5M68gqM+jqFHDl9GyjYtSZl0iOP4Wz7c1YQ9twtt2NvfWuNhNwJWijaTQVs9UQa65JvRbiuRLpXrkF0sZwdjbh5dGQl0dDpqqpsOptGzPsXufTm7N49/U5enIWPTmLYsZaFmbb0LvcYJ6voDHS47CwsOuE99yQ513X52iEhkojolpPqDQiRoIK1uwkpgJh6DBVEVQjgTIWYHHLGsP7dxim6vB//VCQdSHrQs6BwIW+wHDfTg8sw8k58Ox0W8YBS4JZbWRwzbBqjIDZ0yeYOX2CyekqmVyBYvd1eIM7sarjmNGDqHMvo86+hCgMYA1tb3tL50PFDepnD8PYIXLNmZSSbZ/EVg1Eiw4bOzma2UFCv5dJe5DR6YC+jGZLKd0uVYjQMZXcOtw1O0FIKrWI7oLHYPePz/S7VhDSxuoZQY0dxlipjpoUgt6iz9i0Qe79ULqjSfs6FTIW9+/N84Wnynz3YI237cilXo+bQzbnYOIIwuohl/E4O1Unm3FSEdRMgaQyuaLXaq+/keiH/x964hjWwBYCz2amvHQf42awqhNor4Dnulw33MX+47Pcd9twxyJMz7GYnZnDs+qI+vQromfr6jTJ8R+RnHwO4gYi19NWs5bFztTyBYRxQqUeM18NMSbNA3UFTsfGgxdDrAz1SFPMWJyeifm7x+aQAjb0Oty6wWN7v00pYyCukzFw5zBAkv6sdKoFT8hJEFHIItNOpJO+OI/qjUi9SJ2kLNSkiZVEOCqigEFkwGREmym3fVCyvXVptDE0YkM5BFemhbeOMNw0JKnFUI0EM004XYaJjGCBCvH3zwki1SqKxZBx4PqegPf3sYprgFVjBMizL7C2/CK0JiYDxNKjMngTqv82MvkNZCZeQjRmMQe/S3L4+8i+jVhrdiFsh+jUC5jxg8vWedr2qeTWEvq9hH4P2l70bA5PWIDg3g0RGI2lmiTSRbl5ou7N5HyXaj0mHzis6c1d81qiHxfCDRBdQ+j5sVRiCchmXFwnStUQVIPgwNcIR+4gKa1n11qfPWMRjx1Kw3U9OTudxNwsCLBmjiPyA4Qiz7mpOiMDOXAzIKyVQ3WD28DNpOKpA1va+aaWDWwNVGKkRFbH0V3DXL+ph/0nZjl6tsx1w12LBzMaEdVwa1MIHdIMfDK5K9eMU+NHCB//f0FIrDXbsTfeiuzdcNHjaKOpNmLmqhFRpBBWKkh7peVJjUhzaDzi5dGQI+MhI902D97mM5JT/Ke9Llt6LQJHYCwHbXto22exVug8iPNCYItvAmCEgGKAFtVWlWsMSYhQESJuIqIGUjUQcYRp5W+MoEXjPo9STmowFnQeU4OWMowkkBWGrN8am4KiI3jvZljUfkr3NQYIE4giHtwlqcWCaiyoRYJaLOj3ogs+xypeK6waIyDeeCcToYfreViqiZU0EHGDqnYxzQS3UUFUxtKHAUAn6PHD6PHDiwcRFnHQQ9npJwx6Sfyepe0aSJ+Jo3OSH56zsaWh6GnWBjGWiojcLhCCeWeAdaUCYTOt7h/uz79mtURXGzLfmzYzC+sIL0i9oy6fc5M1bM9FxjWCg/9K5eZfwTgZ3nNDju2DbmqIzoftYdwAqzJO3q0xE/XQlXMp5ryLhuqEZWMP35CSAcJ62gQwYxNGagk70TgBVnMeE5bYsrZAxrN48dhMaoySENksI+vTCKPRtosTFJmLYoLLNES6Po+ePpkWnvaux9l5L/b6ve2c2kqIE0W5HjNXaaJNWngbZK7gETYGdEylHvGl55qcnNFoA3lPcMNalx3rAnSmgLF9dpZsjLSJLZsrtnJLPmySGqG4joybCBUtKgZZDibrk8i+1Oikg2yRDPTi7xcau7Y3xdJtF7v+bYME5HxUpc5w6YL3jSGqVzFXyHRcxauDVWMEGDdL6BZRuQu1yAyJ0oy765jfPELO0bimiUgaiGYZmmWU3w35fmI7x0w1QkqWhXMWjNATZ20m6pKip6mEkpv6QySKZjCIMJrEzRLKPLZjEUUJ6wdzKzZ5eyNCCInVM0wyerDdFC/wbHzPIjaG+rb3knvu82QOf4v6jvvxHcnOtSlhY3QuZqjrPN9TSLSXQ8QNutRJzp0NCTaPYGcKqPLEimOw199IcvRJkjP7cDbfTs53qNUT3AvcWu1ksMrnMD2b2bm+xAtHp0mmTuCreroqdzJpgSipmOvsfIMwTvCclR8pYzTJ0R8S7/83kBJrYCvCzeBsu/ui160ZJczXQiq1lORyWV5Qy/CkpQqaU7OKc2XD7VsLZIp5Yia5a0eW60ZKrO3Ptz3JV0W+1BhE0oD6LNTniDIuqqlRlo10UtbpynZjgVDwKpcunG/AFopiOw3dilfctoqri9WrflEIbEtgkxITpprg2QHZTBEnv6b9QMWxYbYadjREY1XBN084TNYlXZ7mXRsj0Iqvn8ywuUfQzK5JKahCUHF6caWNJQUbBws49uu3luiVQtgusnsYPXUCMindu6eY4cxEFSc/QHPDz5A5/hjx+EvEg7sBeOlsky88VeaBO4psG1wqv2ScDNJKcOfPMHEsZGjzJnADTBJ1ZJ3J4iCya4jk5DPYm27Dc+3OURnLgaiONXOMvd0RTx8yvHymxp4Nnb0XyxLMVkIGuzs/UnpulOjZh9Bz55ADW3D3vPeiNG9tDI0wYbbSpBEqrIsx4lptSlI6s05zNHGIsnwOzTl8/3CVU5MhWd9mz03DOLbFr90/0OFAlw9jDEqbVk2YQSmDVjF2VMVuTCNVhJE2lp/FzQfYNNHakCiDUurC/nmLf5tFoQeJQEiBJcUlDNgqfhKwaoyAdvLUJBjR+ZLYlsQGlNbMVENcS6YCppAymOSiyrAxUI0h74Jvg9Lw7g0NdpUaHJjx+PqpgC4fevp6MAJsFVHPr6cZGroLNluHS9Srndsi/CTAynZBswddn0P4eTKuRda3iWIF627FmTlOcORRKsW16EyJbYMegwWbrzxb5n95Ww+FC+2BtHFyRaqzU1RPRgSFInp+FOkXlnQHRYjUO1t/I/Hzj2DmR3G71mBbEqVNyggzBpE0Ec0yMqoikoh13RvpyoS8cE6xZ0Pnz+Q5FpV6THc+wb3AO0pOPU/0zL+AG+De+gtYa3etmBNSOs0HzZSbJMrgOpLshaG41hjRrVCWEBjbRwfdGCcD3SWefWGM7+0bY3KuSTHrct9tw9y4tfcVLXCMMTQjRZIstK1PX1zHwrMEnhXjMo+TVJC+QBa7sB2n/TyUSgGzFwjKamPSQl5t0MagTSqEqk0ajVAalFpUBk+UWvL/glRAV7aMlUQj4gYiriPjRhoOFDIlvkirLSVkpAUyQIRJml9ckA86Lze1imuDVWMEPD0mOTg1xHCYMOQ36QqsFduOW1JiyXTSmK2GYFJ6ryUkxsCRWckT52xiBb+2u0a3nfDrOyCyMjx6rofnzhnWFC3etSuTyuVHFZrBABEuSRKxfX2JbMb5iTZGALI0hIlqbbp3T9Hn1EQV17Go7bgfd3w/2k8JA7Yl+MAtBf76OzN89dkyv/X25cxCIQVersDEfJN1IoHyxGJH1HZOIK0NEpkiSIvo4Pdwtr+ZgkmYrypsx0KGZYROFyXGCTDSxg7nuX44y/cP16mGmpy3PEYmWkSvuWpEfyl9rExUR7gBsm8j9sZbcHa8bUVvKIoV5XrEXOue8jwL70JatmlNuMagMkWMV8BYburFCUkzStKwruNxaqKGFIKfv3sjOzeWOjIBL4W0L5FCCkEx51LK+zh2qpZgmQRdL6Mrk2kzR9uFTOmyCRyyxaS7WBTaxM00x2hq6LiGblbRYQ3drKX9xMI6RDVEVEeqK6sN6pQVMkJiLJfwlg8DK2sSruLq4KfeGM1VQx7bP8902ebFKQfI4EhDfybhTeti1hUlsUprEM7nESwYJUg9ocMzaU5osiEpeYqfGWygpYNyS1SUy9cPhJybV+xZ63LXZi99oJMGiZsncovMlUN2buymsELLgp80CGljdQ+jxo9grLSteD7j0IwSPDdLOHwrAPb0EYRKGOjfztt35vjGi1WePFJl5+DyW9eyBJF0GatLerJDuNEc0l1quIxJlaVlz3r0+BHMhpvwtaFar2O56WRknPO+A9tDxjX2DGR57BC8eKbJHZs70+x9J1UWL7ox7P8Wevo0/tv/KzJTwN3z3mX7G2NoxorZSpNaI0FKQaZTPkir1AgJgQp60Zliu6cVQKUe8eT+CZ4+OMk7bl3HvT153nnrOmxLXjm7T2uaoUYZTca1Ge7PkQ9cbEtitE4XELNTqGYFI0Ta7O9VaOJojE6VxadPp+1IZs6kihMdINwA6WVTCn1uKO3h5QZoJ8A4AdoOSLAI45gwjDBKIVpK35bQqRfebLbVv9GLSuBJkiC8a98/6qcRP/XGyBhoRAplBJu7YbhLMNeAiYqFa+o4YZ0nJwo8OR7QH2j6A81A1jCYM5R8gxTw8BGLg7MOJU/xnk0Rmwc8cAZIpMV4WfHIi3XCxPCO7T7bBtNJROi0OKOZ6aPeTOgueIz0/3SJLQovm9K958YQmQLdBY+T4zHuAoHKGLyzz2LPnaShY+7YvJtDYyGPHaywfaBreRtyIONZxInmTAWKzQaFkotnL97mYmFFvmYHevIYZvYc7sAmTE2jbatjpMZYLoN6hsFCln0XMUYCQzD1IsmzjyF0khITxPKwmDY67V5biYhihWMJgk75IBUjkxAjLXR+EO0XliTXJ+caPPHSOC8cncYYw871Jdb0pizCKwnHGWMII0WUaGwp6Cn6dOW8dq+mVBF8Dj032vKCPPDzHa//ZZ8zCdGzZ9EzZ1DTp9EzpyFuRQMcH9k9jL1uNyLXk94nrR/czBW32Eha4b4oVjTDhMi1mZtvtMONlhTYtkRKQVirknPfuDV9b2T81BujUt7jf/vQTfzTt17m8NkKZyqC27aWuHV3gIWmEtcYiqa4PgkZr9u8OGXz7ET6EL51XZ1b+kN29WbY0OuyZTCHsJx2Mnb/aMR3DjXJeoIP3ugzEBhEXG13hG1k11KNBVnfYm3/61v89GqhTfeO6nhuQDFwqIWtpnVCUNv1frL7v0Jw6BugYj54yx56ugKi5sphGceWOLZPMw5oTswR5LMUA28JM1F2rUH4edTYQdyBLXiOhdKms+6ZtEE12DMA3zicMF1NltHNZX2a4NC3sMtnCPNryd36szjFpSSBKFFU6hFzlRADnfNBkNLHVYSxfZLi2lTV/IIJ+OxUjf/7awewLcnN1/Vyx65BSvnOvbVWQpwomqECBIWsy7p+n8C3lxgZ06yi5s5hokaqv/gKvCBjTNq9diY1Omr6NGZ+nIXwqcj3Ya3ZidW9DtkznBqgV7Gnk21JbEuScW2KWY9SKWAqcIgTTdgKRTbChCRUGKVXU0fXCD/1xgjA82xu2NLL9Zv7ePzFMR7bP8OBs3V+5vpB+rqKFHNruGV9E6c5jRWWmQ5txmuSoYJPMyNZU7hAjUEpHjvc5MUxxUgR3r1N4LkKZWdRVndaQChd6pGhGKQhqh+nSdsbGSndex3J6CHQCaW8T7keL5aXWA61Xe8nOPA1gqPfRqgYr+8eJmcUp2Zirl+3slafky9hqRqNUFFvpm3L81kHS6ThK2vwOpITT6MbFTK+x1w5xLZWWBDYPnu6K3yTgBfOhLx1+wXGqFlG1qeoX3cf88XtaOHTQzoRNyLFfDWk2kiVqjtSsxfo0Eph/BxJYQ3GCZYk1WcrIYfPzHPbjn7W9AS889Zhrt/cTda/fOFcrVOWntbguRZr+9IwXLvr7cJw4iZ6bgzdmEM4mStWGQcwzQrx0R8ydvo5dKPVksF2kaW1WNvuxuoZRpbWvSphviuFJSWWK/Fdm2KrJE1pTVSXWLkrM+qreHWwaozOQynv8Z47Rjh2rsyT+yf4yvdOsH2ki1u29+G7PmFuLTLTS1djmr5MGS1stLAROka2ivtqoebhg4bRCty4PuCWbb1o26N+Xnglpe0qsr5Fd94jUeaqSPm/USBsL6V7T5/E8Qt05TzK9YiM1zIM0k67ih78Ov6pJzAb9/KdgyHPnWrSnbVYW1phMrZccDJ4OsFIh0ojotKM6cq6ZDP2ojEaP4S/bu/FC++FoOALNnQZ9p1ucs91GZzZYzgzJ+Cm+0m6N1K+7TfB9vA1TM+HSCEo12Ki5CKhuAtICTro6djD6bEXRnnq5QksKdi5vkQucLhj15XRsxthQpxo+roydOU8Mt7ye86oGF2eSNtxWA4y09XhSBeHLk8SH3kcdfoF0Ap/ZCeqtBGrZxhR6H/VO9m+WrCkxHdsxE9gScUbAT+9M+AKEEKweW2R4f4czxye4qXjMxwfrXDr9j62jXShLY8wt4ZY9eA0Z3GiMsr2ibwuzlYE39o3TZxo3nbTGjatKSypp4gTTZykNUWlnEup4NFoKga7gx8r/v6TgJTuXcHU5+nKZZirhhh9XnRKWtS3vxtZv41c0MU7d1Y4Oh7y5afL/E/3dOPana+f9ruwKqNgOfiuhTaphzFfiyjlPOzSWpLRg7jrb8SSkkSnbQ86wvbY0xfy/aMV7Oe+Ta56EhX0QNxob48TTb0RMzUfUm1G9BYznUNx0DJCChX0LSMlQHq//PDAON97YYwoUezd0stb9q4hF1xZCxGlNNVmQs5P22L4bgcjpBW6OoueH00Npp+/IqOx0G8pPvw4euwQSBt7/Y3YW+6kZ3iY2dn6FY15FT99WDVGK8B1LO7YOcB164o8/uI439s3xsHTc9y1e5C+rkxqlLKDhMEABjhwcpYnXhonn3F49+0jdBfS1a1uJYe1MfiOxUB3QNZ3kFJgWrUWhexPB4PuUpClIZJmFRtFT9Fner65dCIXEp3tA2PoPvltPjqU8KnjN/Gtl6q8d09n8odxfIy0W4XFFlKkJAfV8l6C3EZys9/DzJ2jmO1nphxieyusjFXMbezj7uJBdNWisemthGv2krN8wqhGpR7TiBKEgFxgEye68yLDGGRYRXtpOI4Vygi+v2+U/3h+lK3ritx78zr6S1fYC8kY6s20Pme4P0cp5y1j1xljUnmiudFUscHNXpnSuFaocwdIjjyOnj0HboCz/R7sTbemhINVrOIysWqMAEsIlE7DIVKCY0msVrK7u+Dz3jtHOHK2zA8PjKehu/Vd3LKtH9+1SLTh+/vGOHxmnuH+HPfcuAbPsZZ4QV1Zl3zWxbuAoBBGikLW/akkLnSCkDZ27whq7AjFbI5qIyaONY6zfIVu3Cy9Y0/wsYGQ/+P4nWwbdNky0CHWLwQ6KCFr03DedbYkZHyL2FqHPutSO7kfZ8cgSqcFnguyAFqnHX+1MQTTB8hPH+CA2ciXazfzc24vZqpBUNXUm2nhs+8sFk8aNLVmKnbbhooRcROV60dne5YRE46em6fRVOze1M3tOwdYP5hn49CVU43jRFFvKrrzHoM9QUd2nQlrqNkFcsKVUbRNEpGcfJbkyBOY+hwi242z973YI3tXrNF7tWGMXtSxM2bp72hSaaHz1MFbvxv9qogereJVxqoxArqLPsP9WRzLot5MqIcJzWbcbp7m2JItawusH8jx9KFJ9h+f5cRohb1bezlyZp6p+SY3bu1l79YeojidgC70gjohSgzr+n86iQsrIaV7DyLmxxkoBZwar6b1MufP2ULQ3PAzGMth/fH/4H/uijlZfRd0MkaAcbIIUvrzhUkb27FJujfiTB9mamaeSFlUKlF7geBG83jRPI3cCGF2M3W3hzONPibmfMbnY0Z6Uwaa1mrZeT3bolwNyflOOg/GDcCgujek6uPnYWymzqM/OsOxc2XW9ATs2lgi49lXbIi0NszXQpSGzWuLHbsCmzhEl8cw1bmURp25/HOYZpX42A9Jjj0FcQPZPYxz/X1YQ9te1VyQ0QriJsakbD+xoK7KAgev9Ya0007LVqo3pxAYIVv9jTRSawQaadJaI7RCRw10swqAMGbpcZVCrKp2XxOsGiPSanApUnmfbOvhVUoTJTqlfTYTGlGCNoY9m3vZMFjgqZcn+MFL4zi25K03rWWoO0MYa4pZl0IHL+hCKKXbSe1VLIUs9GGaVdw47ByuayEcvg1jOfz/7d13kJ3VffDx73nq7ffu3d7UK6KJYokegbUSSAIMeOICtiPXhHkThwQbyExIIJBE9tiOKR47mTEZQ2yI3xeMsalOjLEoFhYgiSLUtdJqe739Kef9464WrXZX2l1tQeh8ZjTavc9z7z17bvk9z3nO+f0W7PwNs9PPkvauGXLdpfiAGn4gVkxuaw6dfeeUzsVq3040vR+7bCGO62PhkOh6m0jPLjwjSCE+A4SJa5YzNwC2LtnZnGVG2ciz+YQm8IFM1iFq5JFmEDdeO6iNPak8//tGE1t2dRC0dRrOr+e8ReXjKhmSy7sUXJ/FNQm0ksCgrAtSSihk8FOdyHQnaCYER1/ywk914OzYiLf/LfA99OpFxaJ/pTPG3M6RDAQg3wNNQwsn0YJRfIojF54UeFIgpcD1oeD5OK7EcX0KuWK6IjnsA/enTJLFhdGloTB9IosuQNd8DFE8UzYEaEIStEKoQ8Spp74JgZJ4kEjQpCddIBIw0PuH6YK6RtA2KInaSNn/pnd9YmGL0pjF3uYUsbBFWTxASdQ+5lnQ0TI5j+pSNXFhOAPZvZvfJx40SGcNCgUPyxoa4As1S5Gaid30Bq/uSBEKhzizfmiA8O0Yeq574IB60LZQEi9YgtX6Lk7JLMpz+wm1vonuO6Tic+hJnj5o8aqhwfykx/YOnT/JpyE8ckCyNUm6p5NA3SyIDh2We3LjXva3pLjw9CouPqOKwDAz3I7H833SGZdQwGRmVYya8ghtbcWp1NJz8bM9yL52pJMrDqGNYXKC9Fzc93+P8/5LgChOSpi7HC16dIb78Rl0BiR0tEgSLRAlI0160w6dTfmBAFNcBy0HftH7c9NpQmDqAtuTw5mMAAAgAElEQVQ0jhtcpZRYhoYAXF/ieKI/T15xW8H1qRI+QbXudcqpYEQxyeXs6hhdqTxNbWk0zR9yxiKEwDJ1LFPvH/oIUlcRxfflmK75eJ5POudhmzpxtZ5hRMKwMMpm4bXuoiIRpLE1g+kP+S4HwKk6nXzFYt7Z2Et+VxPzcp3EowHQrWLNHN3EDyaLw3WFDPQP6Rz5YPm68wnueJ7Q9qfRCymydimtFefg2iXDtm9xqc+2NoP9LSlOLxl++rPm5hDSozNYg6XHiQqN9p4cr2xr5oy5pcyqirJ62QwsQxvXe0FKSTZXnBxTVxEhEbXRRP/EmHwaP9WJn+kurmGyxr5WyGvbQ+HNp5CpDvS607HOWHXcmkujarfvFrMt+D5SN9AiSfRgjDwWXVmHjuYcjpfD0LXiItwJrOclhEDXNYwRpkyK3Ngq5CoTRwWjfkIIktEA0aBJU3uGrlSeSMAY8U0LxZXdoy274vuymH9MF9SVh0lE7I9M0bzJIgIRRLwKs6eZskSAtq4c4dDwb1lN0/nE0ijmpieoOdQBhwZvTy+8Cjc5B6vlbQJNmwGQQkfqBmgGTsls8jVLCTRtplAyi57KZaRzLiOFiPqoT8SUvNtpcGa+FzjiUFpKDDeNpwfJhmegY/BeYze7m3rZvr8bQxdUl4aYVRWlPDG+ASHH9cnmXRIRm+r+CQrSc/CyveQy+3HbuxC6OeYS6FCc2FDY+hxe41uIcAn2hTeiV84bVzsHHtN3oVDMByd1Ey1aViwTr9n0Zh062nJk81k0oRGwNYJq+PqUo17xo5iGzozKCImIxYH2NPmCTyioj7vs9+GjV8+XVJQEKY0HPlIF8yabFiuHQpZoPkUqUKzKOpKSiEHuws/y1I4etuztxcRl3RkB6mISL1SGNAJ4kQpy1WcjpI/wnf46QC7SCuOUzkNPt2F27SNSuoAUUYYd16M4D2JRqcfmFpNCXxe6reEZgWIyTjdDIZCkECyjN+Pyu7f209yZwbZ0Ljmrmo8tqhi4NjlWUkoyWQ+hwezqWPEsvZDB6zniLKiidHwZE6TE2/8mha3PgZvHWHAJ5qJLT2h2nHTyuGkH6bposXK0YAxft8nkXbq68vSkupFIApZOVC1xOKWpYDQMIQTxiE04aNLcmS6uRwnoY64Fc3jFe2ksQHkiqKZwj4MQGlqyFr95J+URaOxw8bxhL1MDELAtLj69nDPnJnllV4bSugiuLtjTVqC2RCKSs4qlIUZIhpmbeQHh935NaN9LRGetos8Ba4TXfXGpx+vNBu90Bjg93owvdDwrQl94Bm05k/JQ8Zqj43p8bHEF82sTzKmNjTv3mef59GVdSqM2VSUWWqEPr7kN6eQHnQUJwwScMT2239tG4c2n8Dv2oZXOwDp7LVqsYnwNpRiEpJtDWCECNfNJ9fnkHZ+evjwdvV34vsQ0NCKh41/nUU4NKhgdg6Fr1JVHSUQCNLb0kcs7o/rwHK4DEw1ZzKoKDZt2RRk9oZsY5TMRzTsojxePqo8nFtRZdXrx+kam4PPIq90ETI0Vi0KcG9XR5QgXoHSL7OxLCb3/LMlDr9JXeiEjnR2VhySlQZ8tbQZL4gLHk7zRJNh8qIm8B5+6Yh62ZXDtJbMRQpDOuWTz7rhmUGbzLp7rMatEJyI7kS29+OO8FnQk6Tk421/Cff/3YFhYS69Gn3n2uKdpSydXrFFlhzGSc/HMIJ15gx0H2sm7HrqAoD2x14GUjwb1LTkKkaDJ/PoEbd1Z2rqyBGx92LMc1/XJ5F2CtsGcmuHXeCjjI6wQIllHpL0RYYZp78oTGGZ23XBClsZNFyZ4bluKJ99M8Uo4xKpZORZWasOepfihJLn68wnuf5VK+z1aoouHPTsSAhYnXX5/0OLpxjg7ujTyLtTGBefVSOLZAziiHM8onoXZhkZHT46gHRn12ZHvS9KpLBGRocrOYqQ90E2EHTnhMwqvdReFN3+FTHei15+JdUYDwo6M67GKQSiHsCMYyTpcI0hHqkDLoW6isSC6BrExpjEaC9fz6ezN09GTo703RyrjoOvFKrDFrN3FSsyGLohFA+TzDoamFffR+/fRitO/x5r9XJkYKhiNkqFrVJeGiYctGlvT9KYLRILFqdye75POupi6xoyKCLGIraZsTwItnIR8hgqRpa2jWLJ6tEfYM0stvnRpCe8eyvPC2ykeftvmT9KSj88dfsjPLZ1HIdVGtOMdevUSvFgNBU/QlRN0ZgWdOY2zynKclXR5pcliW5vGnDKDc2ZYVPVncRdegWCqEV+zyQfLwAyTGu3ZkfRxMn14vR3UBFyiYQvNCiH0E//IynyKwtZn8Rq3IsJJ7Is+h14xZ3yPNRCEohjJOgpagPZUnvbubqSEUFAnHrbpck58lpqUkkzepb0nVww6R/zfncojj3gpbVMfKGEuRx7VHdYX1yymulSlMppqKhiNUShgMr8uTntPlubODILiWoea0jAlMXtc5Z2V0RFCoJXUYOebKItkae31RpxdN9L9T6sJsLDK5o3325kTzQI2jT0QNKEsBL6Enhy0Z2Be3fnomQ7KWjfxb7uv4mDhg0wFAkl9BKorq7hkoc5v30tTmzAGAhEUi/K5uoXwHYKpg/i6hTRL6ezRCAVGyHrg5hHZHgrdbZhCUlMeww7GJ+S6ipQ+3t43KLz9PLgFjEWXYS64eFwTFKSTAzcPdgSjtJ48Nq19eTp6u9E48SnZUkr2NvfR1J4eCDjtPbliqqZ+hi4ojQWoLg1xxpwkpfEAZfEApbHAoJEL35d4vo/rFYNTJBykozuN5/m4fvE2r3+b4/rMrDq1ilx+WKhgNA6aJqgoCRENWaSzDvGIPaQejDI5hKZjV80m2tZF2oZcwR02C/Wx6Jrg/HkxtN7iwtBfvS9o6isGo84suH7xS/QbFxtosy/FfvdpPh95id8HryAeEJRZOaIhCxmuxNd0ls222N2S49XdOWaXGcQCR9UG0kxcy0T4LtFcM+k+QSEwAytWUrxu5XsIJ4OW7sDPpci5PvF4gtKSENoEpdjx2vdR2PoMsvsQWtnM4gSFaPmYH+dwEBKBKFppPTlsmrqzdKe60XVBJGieUOBMZx3e3NnO5vfb6eorFlCMBE1K4wGWzE4OBJuyeIB4xBrVc2maQNN0zP63SUk8UEwNNIxMzkVX17OmhQpGJyBoG2pywjTQrCBa6QzKnN009mljGq47TBp2sW6Q53LjmQYv7hN0ZWF+KZSFfMpDEDRA6jHc2RdQued3fNx4nVTsNAp2HNdODOS5E0LwJwuD/PQPKX67Pcu6M0PDfklKzcC1IhjkybXuI1Rox7djaLkehPTJejrSCFNTHiI0hoJ5x+JnunHefgHvwDZEMIZ13nXodWeMOWBIz0EW0miBGCJZRxab1o4sfZluDEMjGhp/EDp8FrR5exvv7u/G9yUzq6KsWFrLvLrhS14oHz3qVVZOSno4gZWspsJt4lAGIiPUDDoWP5BAT7UQsQ3WLBj5woKbmEGudAHxjvfJRevIxGcN2ScW0Fg+J8BLO3Nsb3FYVDXymhndskkVdCK+jpXvxdNtsnlJJGRSnghOyDo06RZwdmzE3bERJMUhufkXIYyxreUp5rRLIYWOXj6XtCwGoXSuB8vQiEXGvzYok3N5a1c7m7e309GbI2DpnL+onHMXlFM2zsXAyslLBSPlpKXFK4nk08QK3WTygsBIdYhGIM0gUugDtY5GIpwcTvWZkO2h7NDLZCN1OIHkkP3OqDXZ0erw0s48M5IGIWvkoKJrgp6cTyxo4TqSitIgseDohp2O+TdJSWb3m+ReewqZ7UWvXYJ5+kq00NgrtkrPRRbSiFAJObuMQ+0FcoU+bEsbdw0uKSWNrSk2v18sXOn5krryMNdcPIvTZiXVcPcpTAUj5aQlNA29bAal+QzpTgfP18Y23i8EMphAZDrAHOZIXEpwcvhWAD9cTmHx1cTf/AnV+56mcd4nkUdlCNeE4PKFAX72eprf7cixesnI2TZ1Dbp6c0SCBjMqohOyINrvaqKw5WmynY2IeBX2edejl80c12PJfBqJJB+poyVrkOrOELR1YuHxDR/mCi5bdnWyeXsbrd1ZLFNj6YIyzl1QTmVSZSVVVDBSTnLCsLAr51CZe4+mlEM4ZI0pw4FvhTEyw9Q68j2Em8MPJvCDSRACPRyndeYqqnf/goqDv6WlfuWQ+kjJsM75M21e25tnd7vDnLLBX95SSvKOhy4EZfEAtmkMt552TGSuj8Lbv8Hb/ybYYRIX30C+7LRxLVyVvofMp3CNCK0k6OmSWKZHfJzDcd19eZ7ddIDN21txXJ/q0hBrL5zJ6bOTKiOJMogKRspJTwQiRKpnEN+7m1RBJziW4TpNxw/EB9c68hzwHbxIJfKoRaBm5Vxaes+nqn0TuXA1PaVnDHnIc2ZY7GxzePH9HLUJA9soRpuC4+JLiIVNov1DcrmCx77mPqIhk0TEHtPFeum5uLtexdn+O/BcjHkXYi66lHBFkkJXZvR9cPjxCllcJ0+3XkprJoBhMO6JCa7r8/Lbzfx+yyGEEJw+O8m5C8upKZua9TvycFkIiv9zxM+5vEsu7yJh0D5SSlxXjjtdk3JiVDBSPhK0aBnJihTZg624RhhDH/03im9H0XM9IEG4uWKl0FgtGENX4pumRk/1x+jLtVDW9BK5YAWEBheY0zXB5QuD/Hxzmpd35bhkno3r+gRtg3jEGnRdJGjrSFlM99ObcQjZBsmoTcA2Rlw4LaXEO7QdZ9uzyHQXetUCzDNWoUVKR/03D348Hy/TS69r0OpXgBEgGh5/cuCdB3p45rX9dPblOW1WCTdcsQC8kRPcTgTP9yk4Pq77QeVWXRMIAbqmoWmgCx1NQChoUshb6Nrhad+iv8Bm8eegmr03LVSvKx8JQmjY5TOoyKRo7kjhIAjaBkIcOUtO8kEp0KGz50SuGz8Yxw+XF+sdjSAWttlffTkL9v5fqvc9Q0fiJmDwkFhlTOesOpM3DzjMKdM5vT48YvoiIcC2dGyKpSEOtqcxDY1kzC5m+egfbvOzvXiNW3Eb30L2tiKiZSdc3sEr5Ej19tEm4xSsBOETKG3Sncrz3B8aeW9/N6Uxm882zGduTZySaICu7vS423i0w4UuHdfH8yUCMAyNSNAiEjQIWAa2qY/4d5SXR2k7xuQSZXqoYKR8ZAjdIFI3nxmRVnozDh29efDBtg30gdxyovjtLwQfXKwR+IEERu8B/HDFkOtAR7MsDSsQ5kDdSmbtfYLEjl+Tq7oIx+pfe9R/XWhprcHeDo+Nux3OnDm6Lz/T0DANDdeTtHZlae/oIZnZh936DrJ9DwBaSS3m2WvRZy5FaOO77uL7PtneHtrTHplgNYFIhOg4p5S7ns8r25p5aUszQsDl59SyfEnlhJVK8bxihWXXlUhRfNVCtkGixCZkm9imrmbhfQSoYKR8pAgriF0xk3KgxPPpTuVp7czg+pJQwBj5C1JKPC+PcLIjlpc4Uixs0epU0FZzCRUHX2RWz15cI0Q6VEMqWEMwWU+wopJrz7F5aGM3v30vTcPpo0xCKn0CPXuJtbyD2bET4bs4dhx/1oUEZ52NXXICpR2kJJvL0dXWRcpMYCYriFjjXyu082D/kFxvnsUzS2g4v25CKhh7nk8m5yEplpqI9p/12JaBbekq9+NHkApGykeWoWuUxYOURG16UgVaOjNkcx4Be5gjaSHw4nUYXfuLAWm4qd5HsC0d29DpSCyBsjn4bbsJpA4SyTQR790JLeCbIaKJej5dXc7/7k5ysGYWtckRvvilRE+1YLa+i9X6LpqTwTcCFCqXUKg4DTdaQ8718NMQ9lMkIgEMrZhLz5eHL9hLPF/iCejszuD7EteX+FLiecX8bCKfxkdDJGcQioyQH28UelJ5ntt0gHf3dZGM2Xxm5Xzm1Y6/lMVheccjX/AwdY3q0lD/NTY16+5UoIKR8pGnaxrJWIBExKY3U6C5M0M2XSBgHVUKRDNwE/UYnXuKSUCHmcAAxRlYvi8J2DotnRmseJR84jRK6pciTR09343R3YjR04jR3cjywnaWJyC9NYBRPgMvUY8br8cPlSLyfVit72K1vo2e6UQKHad0Dk7FaTjJ2QPXrgQQtAykhELB42BbCq04Igj9/wuKo4R5T5LOOv2jkQIhBIZ0sGUBP1GGHzn2NbFj8TyfV95u4aUth5ASVpxTywUnOCTn+5JsoVg0MRI0qa4O918rU2c/pxIVjJRThqYJEhGbWNgilXVo6czQ0x+U7MNBSTdxS2ZidO1BegV8YQ5kde6fIYygWJ6+JGqDhFgshHTdgVp9frCEQrCEQvWZICVaroe2fbvpbNzL6Z0HCbW/X9zPCKC5OQDcWC2ZeStxyhcc86xMCLAsnWMNrIUCJu7hkg3SR8unkGYQr2TOcc/4jmVXUw/PvNpIR2+ORTMSNHysnsQJDMm5rk8274IoZt8uidoq1+MpTL3yyilHE4JYyCIaNEnnXFo6M/SmC5iG1j+kJdDsGuzufWiWJBgMYFs6lmlg9BdiO3zUHg1a9OTcoyfTfUAI/GCC0kXn8Jveufy0Ocf/udCg0m1C723Ct2M4FYvxg2NP13M8wskgpMSLVRcff5wZwLtTeZ7vH5Iridp8+uPzmV83viE5KSX5gkfBlVimRm15hFjYmrDJDsrJSwUj5ZQlRLHkQbgmRibv0tWbxzQ0graBaSQw62LQvgdsGzHCsFbQNsj50NfnHHdG11VnRtndVuD/vaPxZ5ecjlY1dMHshPActHwfnh3Hj1aAPr4JCo7r8/K2ZjZuPQQI/mRpDRcuqcIYx8w135dkcx6e9ImFLeoqgoQDxoTUaVI+GlQwUk55QgjCAZPwkLINMbyyWci2vchAZNhp1EIIKkuCtHekMfThy5gfFglorD4jwuOb+9i0J8uyOROck01KhJMBO4wbn4EMjK9InJSS9/Z189ymRnrSBZbMKuHj541vlpyUkt50nkzOpSwRoCQa+GBIVFGOoIKRohyDHorjldbhdzRCMDZsvrdIyCIeNknl3OOmIjqrPsCWA3leeCfNwiqbRGiCvpjdPMLLF9dJVdYje/PjepjWrizP/GE/ew/1UVES5HOXLGTWOCufuq5POuewsDJOTUlAVUFWjkm9OxTlOPRIKVqiGpntKyZUHUZpvDgxwPNHrosExTOpdWdFQcJTb438eKPme2j5FEIz8JJz8SMV45opl827PPPafn745Ns0d2S4cvkMvrLutHEHomzOJe/6zK6OUV8ZVYFIOS51ZqQoo6DFKsD38PvaEcGh63MMXaOiJMih9jSR0LHLLJSEda44LczTW1O88E6ai+aHjln7aFhSIpwsAokbq0YG4uOaoOD7kjd3tvM/fzxIJu9y7sJyViytJRQY31eD70tSGYdo2KSuPKLWCCmjpoKRooyCEAItUQW+i5/uRhsmIEUCJpGgSa7gjZiH7rCPzQmyr8Ph9zsyvLY7w1n1AZbPDVEePc5HUvoIJwfSww8kimdC+vhqDDW2pnjmtf0c6shQXxHhs8tmUF06/utYBccjV/CoKQuTjAfUOiFlTKY8GDU1NXHrrbfS0dHB7Nmz+fa3v004PHxa+Y0bN/KjH/2I//zP/5ziVirKUEJoaCV14LvIXAoRiBy1XVCWCNLY0ofvy2MmHNWE4E8/Fqelx+XV3Rne3J/j9b055lVYLJ8bZG6FNfjL3C2geQWk0PCDJchAbNxrhvoyBV54/QBbd3cSDZlcd+lslsxOjntmm5SSdNbFMDTm1SbGfValnNqm/F3zj//4j3zmM59hzZo1PPDAAzz44IPceuutg/bxfZ+HHnqIH/7whyxYsGCqm6goIxKahlY6A69tb7EktzX4QMoydMoSQVo7s4RDx/94VcYNrlka4+OnRXh9b5ZNe7I8/EoPZRGdZbMDLK2WWLpEmmHcaCXSDME4kqN6nk9LV5adB3vYuLUZ35dcfGY1F59RdUJF7jzPJ5V1KY3bVCXDar2QMm5TGowcx2HTpk088MADAFx33XXceOONQ4LRrl272LVrF3fffTc/+clPprKJinJcQjPQy2bite5GFrLA4KGtaMiiL+NQKHhYxxmuOyxsa1y2MMxF84K805jm1T15frU1zW/e0zhnfpLzT6smbo9uarUvJe09OZra0zS1pznYlqa5MzMwuWJBfZyG8+tJxgJj+ruPls0XU/jMrIqeUCYGRQEQ8oSn84xea2srN9xwA7/73e8AcF2Xs88+m23btg27/2uvvcb999+vApLyoeQ7eXIH3kfoGpo5+Is9X/DYdbCbcMAcXX0gzwUnW/w5EEWGkuzp8PjdW4fYsrMNAZwxr5zLltYyqzo2aEitO5WnsbmP/S297Gvuo7Glj1yhWMzOMjXqK6LUV0aZURVlZmWMZPzEgpDfv3YoErKYVR0bU3VaRRnJpL2Lnn76af75n/950G0zZ84cMi49GSuwOzpS+MeZYnuk8vIobW19E96O8VLtObYPU3ukVUkk10Rne0//Lf0FdxDYXp625u4jrqEUt8kj6igJ6SF8F6mZ+OEyfDtSzJiQh5KIzjUXzeSys6rY9F4rb7zfzls72qgpCzG3Nk5rZ5amjjR9GQcoXoeqTAY5Z2EFpTGb2rIwZfHA4GAovRMqdOe4HpmcR2UySEnQoK8ny/FeiQ/T6wWT057y8vFNgVc+MGnB6Morr+TKK68cdJvjOCxbtgzP89B1nba2Nioqxl+bRVGmm7CCBMoW0qu1gvSLN8piStVExKeXXnK+xDJFcbsEDqdclSA1HRmIFycjjHBglojYrDyvnsvOqmHLrg5ee6eVl946RGnMZlZVlJqyMLVlYaqSIQxDoyQRntDKqoelsy5CwLy6+DDZKhTlxEzp+bVpmpx33nn8+te/Zt26dTzxxBNceumlU9kERZlwmh1EjySH3K4D1YFSdhzsQQ+ZJzwKYJk65y2q4NyF5bieP6VreHrTBWIhi7qKiJqkoEyKKX9X3XnnnTz22GNcddVVvP7663z9618H4Kc//Sn/9m//NtXNUZRJFQqYVCSCpLPuhD2mEGLKAlExt5xDImIzozKqApEyaab8ymNtbe2wExI+/elPD7lt2bJlLFu2bCqapSiTpjwRpDuVx3G9kyojgZSS3oxDWSxAdVlYLWJVJpU6zFGUSWboxRltmZx34rnopojvS3rSDpWJIDUqEClTQAUjRZkCkaBJadwmk/WmuynH5fk+fRmHurIwVaVhVXNImRIqGCnKFKlKhkED1/Onuykj8jyfVMalviJCWWL8JcoVZaxUMFKUKWLoGnVlYdK5iZvMMJGK9YdcZlVFTzg7g6KMlQpGijKFYmGLRNgm+yELSAXHI1twmVMTH1dFV0U5USoYKcoUEkJQXRrC8yWe/+EYrss7Ho4rmVsTJxJUi1mV6aGCkaJMMcvUqSkLT+jao/HK9Sc7nVMTI6SyKijTSAUjRZkGJVGbcMAkm5++gJTJuSAEc2vjBG2V7FSZXioYKco0EEJQVx5BSuhLOxScqZ3yncm6mIbG3JoY9gnUM1KUiaKCkaJME9vSWTSjhBmVETQh6E0XSOecSV8Ym8o42JbO7OrYSZURQvloU+fmijKNNE0Qj9jEIzbZvEtXX56O3hxISdA2MIwTP170fUnB9XCc4oSJaMiivjKCrqljUeXDQwUjRfmQCNoGQdugoiRIb7pAW3eOTLqAaWgELH3UmRCklBQcj4Lj40uJpgliIYtYiUnQNrFMTWVVUD50VDBSlA8ZQ9dIxgKURG0yeZeOnhw9qTxCCIK2jj5M5mzX9ck7Hp4PulnA0HWSsQDhgIlt6Sq3nPKhp4KRonxICSEIB0zCAROnNERPqkBrdxY352KZGlKC40oEEtsyKIsHiYRM6msSdHZOfHE9RZlMKhgpyknANHTKEkGS8QDprEN7Tw7b1IiELIKWgXnEtaXhzpwU5cNOBSNFOYloQhANWURD1nQ3RVEmlDqEUhRFUaadCkaKoijKtFPBSFEURZl2KhgpiqIo004FI0VRFGXaqWCkKIqiTDsVjBRFUZRpp4KRoiiKMu1UMFIURVGmnQpGiqIoyrT7SKYD0rSxZygez30mk2rPsan2HJtqz7F92NqjgJCTXVZSURRFUY5DDdMpiqIo004FI0VRFGXaqWCkKIqiTDsVjBRFUZRpp4KRoiiKMu1UMFIURVGmnQpGiqIoyrRTwUhRFEWZdioYKYqiKNPulApGv/zlL7nqqqtoaGjgkUceGbL93Xff5brrrmPVqlX83d/9Ha7rTmp77r//ftasWcOaNWvYsGHDsNtXrFjBNddcwzXXXDNsmyfSTTfdxJo1awae76233hq0/eWXX2bdunU0NDTw3e9+d1Lb8t///d8D7bjmmms499xzueuuuwbtM1X9k0qlWLt2LQcOHABG1w9NTU189rOfZfXq1fz5n/856XR60trz6KOPsnbtWtatW8ftt99OoVAYcp/HH3+ciy++eKCvJvL1O7o9t99+Ow0NDQPP9fzzzw+5z2R+1o5sz4svvjjofbR8+XK++tWvDrnPZPaPMkryFNHc3CxXrFghu7q6ZDqdluvWrZM7duwYtM+aNWvkG2+8IaWU8vbbb5ePPPLIpLVn48aN8k//9E9lPp+XhUJBfu5zn5PPPffcoH2++tWvys2bN09aG47k+768+OKLpeM4w27PZrPysssuk/v375eO48j169fL3/72t1PStvfff1+uXLlSdnR0DLp9KvrnzTfflGvXrpVLliyRjY2No+6Hr3zlK/Kpp56SUkp5//33yw0bNkxKe3bv3i1Xrlwp+/r6pO/78hvf+Ib88Y9/POR+d911l/zlL385IW04VnuklHLt2rWypaXlmPebrM/acO05rLW1VV5xxRVyz549Q+43Wf2jjN4pc2b08ssvs3z5chKJBKFQiFWrVvHMM88MbJOqulMAAAj8SURBVD948CC5XI6zzz4bgOuuu27Q9olWXl7ObbfdhmVZmKbJ3LlzaWpqGrTPtm3b+OEPf8i6deu46667yOfzk9ae3bt3A7B+/XquvvpqHn744UHbt2zZwsyZM6mvr8cwDNatWzep/XOkf/iHf+Cv//qvSSaTg26fiv557LHHuPPOO6moqABG1w+O47Bp0yZWrVoFTOx76ej2WJbFnXfeSSQSQQjBggULhryPALZu3crjjz/OunXr+Nu//Vt6enompT3ZbJampibuuOMO1q1bx/e//3183x90n8n8rB3dniNt2LCBT33qU8yaNWvItsnqH2X0Tplg1NraSnl5+cDvFRUVtLS0jLi9vLx80PaJNn/+/IEP4969e3n66ae57LLLBran02kWL17MrbfeyuOPP05vby8PPvjgpLWnt7eXCy64gAceeICHHnqIn/3sZ2zcuHFg+/H6b7K8/PLL5HI5rrzyykG3T1X/3HPPPZx33nkDv4+mH7q6uohEIhhGMSn+RL6Xjm5PbW0tF110EQCdnZ088sgjXHHFFUPuV15ezl/8xV/w5JNPUl1dPWTIc6La097ezvLly7n33nt57LHHeP311/n5z38+6D6T+Vk7uj2H7d27lz/84Q987nOfG/Z+k9U/yuidMsHI932E+CBtvJRy0O/H2z5ZduzYwfr16/nGN74x6IgtHA7z7//+78ydOxfDMFi/fj0vvvjipLVj6dKlbNiwgWg0SjKZ5IYbbhj0fNPVPz/72c/4sz/7syG3T3X/HDaafhjutsnuq5aWFj7/+c9z/fXXs2zZsiHbH3jgAc4991yEEHzpS1/ipZdempR21NfX88ADD1BRUUEwGOSmm24a8rpMx3vp0Ucf5TOf+QyWZQ27far6RxnZKROMqqqqaGtrG/i9ra1t0Kn80dvb29uHPdWfSH/84x/5whe+wN/8zd/wiU98YtC2pqamQUeUUsqBI+3J8Prrr/PKK6+M+HzH67/JUCgU2LRpE5dffvmQbVPdP4eNph+SySR9fX14njfiPhNp165dfOpTn+ITn/gEN99885DtfX19PPTQQwO/SynRdX1S2rJ9+3aeffbZQc919OsyHZ+13/zmN1x11VXDbpvK/lFGdsoEowsvvJBXXnmFzs5Ostkszz33HJdeeunA9traWmzb5o9//CMAv/jFLwZtn2iHDh3i5ptv5tvf/jZr1qwZsj0QCPCtb32LxsZGpJQ88sgjrFy5ctLa09fXx4YNG8jn86RSKR5//PFBz3fWWWexZ88e9u3bh+d5PPXUU5PaP1D8Yps1axahUGjItqnun8NG0w+maXLeeefx61//GoAnnnhi0voqlUrxxS9+kb/6q79i/fr1w+4TCoX4j//4j4HZkQ8//PCk9ZWUknvvvZeenh4cx+HRRx8d8lxT/Vnr7Owkl8tRX18/7Pap7B/lGKZh0sS0efLJJ+WaNWtkQ0OD/NGPfiSllPJLX/qS3LJli5RSynfffVdef/31ctWqVfKWW26R+Xx+0tpy9913y7PPPlteffXVA//+67/+a1B7nnnmmYH23nbbbZPaHiml/O53vytXr14tGxoa5EMPPSSllPLqq6+Wzc3NUkopX375Zblu3TrZ0NAg77nnHun7/qS251e/+pX8+te/Pui26eqfFStWDMzOGqkf7rjjDvnCCy9IKaU8cOCAvPHGG+WVV14p169fL7u7uyelPT/+8Y/lkiVLBr2Pvve97w1pz6ZNm+S1114rV69eLb/2ta/J3t7eSWmPlFI+/PDD8sorr5QrV66U3/rWtwb2mcrP2pHteeutt+QnP/nJIftMZf8ox6cqvSqKoijT7pQZplMURVE+vFQwUhRFUaadCkaKoijKtFPBSFEURZl2KhgpiqIo004FI+Wksn79ejo7O/nyl7/Mzp07p60dW7du5S//8i+Pu9/999/PCy+8MAUtUpSTm5rarZxUFi5cyCuvvDIkaeqH1U033TRQSkJRlJFNfv4URZkgt99+OwCf//zn2blzJ4899hiZTIbvfOc7VFdXs2fPHoLBIF/5ylf4yU9+wp49e2hoaOCOO+4A4H/+53/4wQ9+gOM4BAIBvvnNb7J06VLuu+8+9u3bR3NzM21tbSxatIh77rmHSCTCjh07uOuuu+ju7kYIwfr167n22mt57bXXuPvuu3nqqae47bbbiEQibN++nebmZhYuXMi//uu/8sQTT7Bt2zY2bNiArutqVb+iHMv0rrlVlLFZsGCB7OjokCtWrJBbtmyRr776qly8eLF8++23pZRSfvGLXxyoE9XR0SGXLFkim5ub5Z49e+TatWtlZ2enlLJYI+miiy6S6XRafv/735eXXnqpbGtrk57nyVtuuUX+y7/8i3QcR15xxRXy2WeflVIWa2JdcsklcvPmzfLVV1+Va9askVJK+c1vfnNQbaprr71W/vznP5dSSnnjjTfKp59+ehp6SlFOLurMSDnp1dXVcdpppwEwY8YMotEolmWRTCYJh8P09PSwadMmWltb+cIXvjBwPyEE+/fvB2D16tWUlZUBcMMNN3Dvvfdy/fXXk8/naWhoAKCyspKGhgZeeumlIZmxL7nkkoGM0AsWLFD1cBRljFQwUk56R5cFGC57t+/7XHDBBXzve98buO3QoUNUVFTw/PPPD8rS7Ps+mqbhed6w5SGGK5EdCAQGfhZCINWlWEUZEzWbTjmp6Lo+bDA4ngsuuICNGzeya9cuAF588UWuvvpqcrkcUCwx0NfXh+/7PPbYY6xYsYI5c+ZgGAbPPfccUKwZ9Oyzz3LhhRdOensV5VSjzoyUk8rq1au56aabSKfTY7rfvHnzuOuuu7jlllsGauz84Ac/IBwOA1BWVsaXv/xlurq6OP/88/na176GaZo8+OCD/NM//RP33Xcfnudx8803s3z5cl577bVRPe/ll1/Od77zHRzHGVKzSlGUD6ip3cop77777qOrq4u///u/n+6mKMopSw3TKYqiKNNOnRkpiqIo006dGSmKoijTTgUjRVEUZdqpYKQoiqJMOxWMFEVRlGmngpGiKIoy7VQwUhRFUabd/wdSwEI1x4+XqAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 435.975x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Style semantic adds dashes - hue is mapped to region\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", hue=\"region\", style=\"event\",\n",
" kind=\"line\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a1bfe6048>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 435.975x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Style semantic now dashes are False and markers are True to identify subsets\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", hue=\"region\", style=\"event\",\n",
" dashes=False, markers=True, kind=\"line\", data=fmri)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting with date data"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Matplotlib will take care of formatting dates\n",
"df = pd.DataFrame(dict(time=pd.date_range(\"2017-1-1\", periods=500),\n",
" value=np.random.randn(500).cumsum()))\n",
"g = sns.relplot(x=\"time\", y=\"value\", kind=\"line\", data=df)\n",
"g.fig.autofmt_xdate()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Showing multiple relationships with facets"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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