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mirror of https://github.com/gsi-upm/sitc synced 2024-11-16 19:42:28 +00:00
sitc/ml21/visualization/03_Distribution_Charts.ipynb
2024-04-03 22:53:02 +02:00

1236 lines
1.1 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"![](images/EscUpmPolit_p.gif \"UPM\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"# Course Notes for Learning Intelligent Systems"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"## [Introduction to Visualization](00_Intro_Visualization.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"# Distribution charts\n",
"Charts for visualizing the distribution of a dataset."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Plotting Univariate variables\n",
"**display** Draw a histogram and fit a kernel density estimate (KDE)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats\n",
"\n",
"x = np.random.normal(size=100)\n",
"sns.displot(x, kde=True);"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Only the histogram and a rug plot (the observations)\n",
"sns.displot(x, kde=False, rug=True);"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Only the KDE and the rug plot\n",
"sns.displot(x, kde=True, rug=True);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Density'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We can use a shortcut: kdeplot if we want only kdeplot\n",
"sns.kdeplot(x, fill=True) #check fill=False\n",
"#sns.rugplot(x)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Plotting Bivariate distributions\n",
"The most common chart is the **scatterplot**, where each observation is shown with a point at the x and y values.\n",
"\n",
"This is analogous to a rug plot in two dimensions. You can draw a **scatterplot** with **lmplot())** and **jointplot()**.\n",
"\n",
"It helps us to discover **correlations** (positive if the values of both variables increase or decrease together; or negative if one increases when the other decreases)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"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",
" <tr>\n",
" <th>5</th>\n",
" <td>25.29</td>\n",
" <td>4.71</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>8.77</td>\n",
" <td>2.00</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>7</th>\n",
" <td>26.88</td>\n",
" <td>3.12</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>15.04</td>\n",
" <td>1.96</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>9</th>\n",
" <td>14.78</td>\n",
" <td>3.23</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</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\n",
"5 25.29 4.71 Male No Sun Dinner 4\n",
"6 8.77 2.00 Male No Sun Dinner 2\n",
"7 26.88 3.12 Male No Sun Dinner 4\n",
"8 15.04 1.96 Male No Sun Dinner 2\n",
"9 14.78 3.23 Male No Sun Dinner 2"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = sns.load_dataset('tips')\n",
"df.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"**lmplot** shows us a scatterplot of variables x and y, fit a regression model (y ~ x), and plots the resulting regression line and a 95% confidence interval for that regression. \n",
"\n",
"An alternative is **regplot** (only for one relationship and enables detailed configuration of the axes)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f9179351660>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2 variables\n",
"sns.lmplot(x=\"total_bill\", y=\"tip\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"We can observe a positive correlation and a few outliers.\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f91793f26e0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600.25x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Even 3 variables\n",
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"sex\", data=df)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f9179278df0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 572.125x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"A more straightforward function for relating variables with scatter plots is **relplot**.\n",
"\n",
"**relplot** can also be used for continuous variables."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f9179139270>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 572.125x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=df)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f91791a3970>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 601x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We can even show four variables\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", style=\"time\", data=df)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Continuous variables\n",
"fmri = sns.load_dataset(\"fmri\")\n",
"sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri);"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"**joinplot** draws a scatterplot showing each observation with a point at the x and y values. It is like a rug plot for two variables.\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f9179208640>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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T3QO6c+sB7Tri9D+2qsGhR65frNkVJWmsDMhcdLcBQIZz9XuCApIk7Tzi1F1bD8jV70lTZUBmIyQBQIZz9nqCApLPziNOOXsJSUA8CEkAkOHcg8Nhn++J8DwAY4QkAMhw5cWFYZ+fFuF5AMYISQCQ4RxlVq1qcBg+t6rBIUcZM9yAeBCSACDD2W1WPXL94qCgtKrBoUevX8wyADmoqKhYDodxcEb0WAIAALLA7IoSbVzdJGevRz2Dw5pWXChHGesk5ap//dcfqra2Nt1lZDxCEgBkCbuNUIRxM2fOTHcJWYHuNgAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAOEJAAAAAMF6S4AAAAk1ltvvaWysjL/1w6HQ7W1tWmsKDNZvF6vN91FJJPb7ZbdbpfL5VJ5eXm6ywEAIGl897zJSkpsevPNwwSlGNGSBABAljn/hrs0Y848SZL79HG98vSDcjqdhKQYEZIAAMgy5bNqNaN2XrrLyHgM3AYAADBASAIAADBASAIAADBASAIAADBASAIAADDA7DYAQE5w9Xvk7PXIPTis8pJCOUqtstus6S4LJkZIAgBkvVPdA7pz6wHtOuL0P7aqwaFHrl+s2RUlaawMZkZ3GwBE4Or36Ghnr9o6zujoe71y9XvSXRJi4Or3BAUkSdp5xKm7th7g+4mQaEkCgDBogch8zl5PUEDy2XnEKWevh243GKIlCQBCoAUiO7gHh8M+3xPheeQuQhIAhBBNCwTMr7y4MOzz0yI8j9xFSAKAEGiByA6OMqtWNTgMn1vV4JCjjK42GCMkAUAItEBkB7vNqkeuXxwUlFY1OPTo9YsZj4SQGLgNACH4WiB2GnS50QKRWWZXlGjj6iY5ez3qGRzWtOJCOcpYJwnh0ZIEACHQApFd7Darzq0q09La6Tq3qozvHyKiJQnIUJmwenAm1BgJLRBA7iIkARkoE9buyYQao2W3EYqAXER3G5BhMmHtnkyoEQAioSUJyDCZsHpwJtQIZLMzJ4+qoGi8xdZ9+nh6i8lghCQgw2TC2j2ZUCOQzV77v/8c8HVJiU0Oh/FaUQiNkARkmExYuycTagSy3bPPPqvGxkZJksPhUG1tbZoryjyEJCDDZMLaPZlQI5DtGhsbtWzZsnSXkdEYuA1kmExYuycTagSASGhJAjJQJqzdkwk1AkA4hCQgQ2XC2j2ZUCMAhEJ3GwAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAFCEgAAgAHTh6T//u//1g033KDKykrZbDYtXbpU+/fvT3dZADKMq9+jo529aus4o6Pv9crV70l3SQBMriDdBYRz5swZNTc367LLLtMvf/lLVVVV6ejRo6qoqEh3aQAyyKnuAd259YB2HXH6H1vV4NAj1y/W7IqSNFYGwMxMHZIeffRR1dTUaPPmzf7H5s6dm76CAGQcV78nKCBJ0s4jTt219YA2rm6S3WZNU3UAzMzU3W3bt2/X8uXL9elPf1pVVVVqamrS9773vbDvGRoaktvtDvgDIHc5ez1BAcln5xGnnL10uyFzhbvnHT58WK+++qpeffVVdXR0pLHKzGXqkPSnP/1J3/nOd9TQ0KD//M//1Be/+EXdeuut+uEPfxjyPRs2bJDdbvf/qampSWHFAKKVqjFC7sHhsM/3RHgeMLNw97wbbrhB559/vs4//3zNn99IUIqDxev1etNdRChWq1XLly/Xyy+/7H/s1ltv1d69e/X73//e8D1DQ0MaGhryf+12u1VTUyOXy6Xy8vKk1wwgslSOETra2avLH9sR8vnfrL9E51aVJfScQKqEuuctuu5/adZ5F44/dvq4Xnn6Qe3fv1/Lli1LV6kZydQtSdXV1TrvvPMCHmtsDJ+Gi4qKVF5eHvAHgHlEGiOU6BYlR5lVqxochs+tanDIUcZ4JGSuUPc8x7mLNKN2nmbUzlN59dz0FpnBTB2Smpub9dZbbwU89vbbb2vOnDlpqgjIbGaYBp/qMUJ2m1WPXL84KCitanDo0esXM2gbQEimnt32pS99SStWrNDDDz+sz3zmM/rDH/6gp556Sk899VS6SwMyjlmmwadjjNDsihJtXN0kZ69HPYPDmlZcKEeZlYAEICxTtyRdcMEF2rZtm7Zs2aKFCxfqa1/7mh5//HF9/vOfT3dpQEZJdRdXOOXFhWGfnxbh+XjZbVadW1WmpbXTdW5VGQEJQESmbkmSpKuvvlpXX311ussAMlo0XVypCg2+MUI7DephjBAAMzF1SxKAxDDTNHjGCAHIFKZvSQIwdenq4gqFMUIAMgEhCcgBZuzistsIRQDMje42IAfQxQUAsaMlCcgRdHEBQGwISUAGc/V75Oz1yD04rPKSQjlKw4ceurgAIHqEJCBDmWVxSADIVoxJAjKQmRaHTAUzbKcCIPfQkgRkIDMtDplstJgBSJe4Q9K+fft0+PBhWSwWzZ8/X8uXL09kXQDCMNPikMkUqcVs4+qmrAmDAMwn5pD05z//WatXr9aePXtUUVEhSeru7taKFSu0ZcsW1dTUJLpGAJOYbXHIZMmlFjMA5hPzmKTW1lYNDw/r8OHDev/99/X+++/r8OHD8nq9+sIXvpCMGgFM4lsc0kg27X+WKy1mAMwp5pC0a9cufec739G8efP8j82bN08bN27Url27ElocAGO5sjhkrrSYATCnmLvbamtrNTwc/NvbyMiIPvShDyWkKACR5cLikGbcTgVA7og5JH3jG9/QLbfcom9961s6//zzZbFYtG/fPt122236p3/6p2TUCCCEbF8c0tdidtfWAwFBKdtazIBEc554W8MjXklSb2eHJOnw4cNxH8/hcKi2tjYhtWUSi9fr9cbyhunTp6u/v18jIyMqKBjPWL7/Ly0tDXjt+++/n7hK4+R2u2W32+VyuVReXp7ucgDEwbeyeLa2mAGJ4rvnBbNIiul2H6CkxKY33zycc0Ep5pakxx9/PAllAEBo2d5iBiRa45VrVF49x/91oW2aSuyVcR3Lffq4Xnn6QTmdTkJSJDfeeGMy6gAAAAkya8GFqmpYmu4yMl5UIcntdvu7qtxud9jX0qUFAACyQVQhafr06Tp9+rSqqqpUUVEhi8US9Bqv1yuLxaLR0dGEFwkAAJBqUYWkl156STNmzJAkbd68WTU1NcrPzw94zdjYmDo6OhJfIQAAQBpEFZIuueQS//+3trb6W5Um6urq0sc+9jHGLAEAgKwQ84rbvm61yXp7e1VcXJyQogAAANIt6tlt69evlyRZLBbde++9stls/udGR0f1yiuvaOnSpQkvEAAAIB2iDkltbW2SxluSDh48KKv1L2uWWK1WLVmyRHfccUfiKwQAAEiDqEPSb3/7W0nS2rVr9cQTTzDVH0DO8q0A7h4cVnlJoRylLHYJZKOYF5PcvHlzMuoAYBIEgPBOdw/od2+/p6ppRRoaGdOZ/mH94dj7uvTDZ6m6oiTd5QFIoJhDEtKPmxiS5VT3gO7cekC7Jm0m+8j1izU7hQHArD/jrn6PTrzfr58fOKU97V3+x5vrK1XnKJXNmm+KOgEkBiEpw5jlJobs4+r3BP1sSdLOI07dtfWANq5uSkkAMPPPeHf/sDa+dCQgIEnyf/3wtYsISUAWiXkJAKRPpJuYq9+TpsqQDZy9nqCfLZ+dR5xy9ib/58vsP+N9npGggOSzp71LfZ6RFFcEIJkISRnEDDcxZC/34HDY53siPJ8IZv8Z7/OE33apP8LzADILISmDmOEmhuxVXlwY9vlpEZ5PBLP/jFeUhL8G9gjPA8gshKQMYoabGLKXo8yqVQ0Ow+dWNTjkKEv+WJuyovDDJEsjPJ9sVdOKtDLENVrZ4FDVtKIUVwQgmRi4nUF8N7GdBt0RqbqJIX6xzthKxQyvieewlxTq4esW6Z5tBwN+xlY1OPTo9YuDzp2M+qz5eWqurzQc99NcXylrfvDvdam8rnabVY9ev1h3bT0QcI1WNjj0tU8u1PGuPpX1eUwzGy9aU/1emnU24mSZUifMg5CUQew2qx4x+Ac61E0M5hHrjK1UzPAyOscVjVXa8KlFGhweU8/gsKYVF8pRFnwjSVZ93QMerW2uk6SgKfZrm+vkGvBIKo27jkTUPbuiRBtXN8nZ61HP4LBKrPl6taNbVz25yz8mySyz8aIx1Wti5tmIE2VKnTAXi9fr9aa7iGRyu92y2+1yuVxZs0q477ehcDcxmIer36N1W9oMBySvanAETa2P9fWpqClR743kaGevrtm0W60tdWqqqdDQyJiKCvLUdrJbT+8+pn9b16Jzq8riqiMZdafie5VMU60/Uz5/ptSZCL573mV3fFtVDUsTcsz3O97Si19fq/3792vZsmUJOWamoCUpA9lthKJMEs2MrYnfz1hfn4qaEvXeSBxlVi2fM12bXmoPem5yl7IZrmsqvlfJNNX6M+XzZ0qdieQ88baGR/7SBlJQUKDCovg+o/v08QRVlXkISUCSxTpjKxUzvKZyjmTWF0uXshmuq9ln40Uy1foz5fNnSp2JdPAnjyf0eCUlNjkcxpMWshkhCUiyWGclpmIW41TOkez6Jo/5CdWlbIbrmukzTqdaf6Z8/kypM5Ear1yj8uo5kqQ+52kd2v6Unn32WTU2NsZ1PIfDodra2kSWmBEISUCSxTorMRWzGKdyjlTUF02Xshmua6bPOJ1q/Zny+TOlzkSateBC/5ik9zve0qHtT6mxsTHnxhRNFeskAUnm60KavAZRqFmJsb4+FTWlur5omOG6muVaxGuq9WfK58+UOmE+zG4DUiTWWYmpmMU4lXOYZZalGa6rWa5FvKZaf6Z8/kypcyqMZrfl8uy0qaK7DUiRWGclpmIW41TOYZZZlma4rma5FvGaav2Z8vkzpU6YB91tAAAABghJAAAABuhuA4Asx55lQHwISUAO4+aZ/dizDIgfIQnIUdw8s5+r3xP0PZbGt+K4a+uBrNqzDEgGxiQBOSjSzdPV70lTZdnD1e/R0c5etXWc0dH3etNyTaPZswxAaLQkATkoFzf8TCWztNLl4p5lQCLRkgTkIG6eyWOmVrpc3LMMSCRCEpCDuHkmj5m6uHx7lhnJ1j3LgEQiJAE5iJtn8piplY49y4CpYUwSkIN8N8+7th4I2Bmdm+fUma2VbnZFiTaubsr6PcuAZCAkATmKm2dy+Frpdhp0uaWrlY49y4D4EJKAHJaNN890L5BJKx2QPQhJALKGWabe00oHZAcGbgPICmaaei+NtyidW1WmpbXTdW5VGQEJyEC0JAHICiyQCfyF88TbGh7xSpJ6OzskSYcPH074eRwOh2praxN+XLMgJAHICmaaeg+k28GfPD7pEYtuuOGGhJ+npMSmN988nLVBiZAEICuYbeo9kE6NV65RefUc/9eFtmkqsVcm9Bzu08f1ytMPyul0EpIAwMzMOPUeSJdZCy5UVcPSdJeR8Ri4DSArsLo0gESjJQmApPSvL5QITL0HkEiEJGStTLvpp7Nes6wvlAjZuEAmgPQgJCErZdpNP131uvo96uwZUsf7/VrbXKclNRV6evcx9XtG/esLbVzdROgAkJMYk4SsY7ZFBSNJV72nuge0bkubrvjmTn3hmX1q/cFetXWc0ZOrm2Sz5vtrcPaa63oBQKoQkpB1ollU0EzSUW+oYLanvUub9xxTa0ud/zHWFwKQqwhJyDqZtqhgOuoNF8z2tHepqabC/zXrCwHIVYxJQtZJ56KC8Qy+Tke9kYLZ0MiYpPSsL5RpA+4BZC9CErJOuhYVjHfwdTrqjRTMigry0rK+UKYNuAeQ3ehuQ9ZJx6KCUxl8nY56fcHMyMoGh+rPKtPG1U2qTmEwybQB9wCyHy1JyEqpXlRwqjvQp7peXzC7a+uBgBYsXzBLZTjymeo1BIBEIyQha6VyUcFEDL5O9SKIZludOtMG3APIfoQkYIJ4Bw3HMvjaTAOTzbQ6dToH3AOAEUIS8IGpDBqONPi6IM+ito4zKrUWaH/HGX3t52+o3zMa0zmyXboG3ANAKAzcBjT1QcOhBl+vbHDopsvqdeWTu3Tdt1/Wxx/fqZ8fOBW0qjUDk9MzgB0AwsmolqQNGzbonnvu0W233abHH3883eUgiyRi0PDkMT6lRQXad+KMWn+w199qJI0v1ihJrS112vRSe0znyHZmGycFILdlTEjau3evnnrqKS1evDjdpWQVM42PmSxRtfmO4xrwyFZUoDyLRQV5FlVOON7kQcM2a75aW+rUVFOhoZExDY+O6l33oHoHR8LWM3GMz9HOXn3t528EHKe4MF+vdpzR07uPqbW5LuC9sQxMTtb3Ldbjuvo96u4fVp9nRH2eUVWUFKpqWtGUajHTOCkzMPPfUSDbZURI6u3t1ec//3l973vf00MPPZTucrKGmRfuS1RtRsdprq/U2uY6bfjFYT34yYWaXVESMGjYZs3Xk6ubtHnPMW16qd3/9df+/bC/FSiaenqHhgOOM/H8T65u0siYN+D10Q5MTtb3Ldbjnu4e0In3+7XxpSMB12XlB91j6f4ZygZm/jsK5IKMGJN088036xOf+IQ+9rGPpbuUrGHmhfsSVVukTVznVZf7jzdxccXWljpt3nMsoFts4tfR1lNRYjV8n+/81fZi/2PRDkxO1vct1uO6+j363dvvBQUkSdplgp+hbGDmv6NArjB9S9Jzzz2nV199VXv37o3q9UNDQxoaGvJ/7Xa7k1VaRjPzwn2Jqi3SJq6tzeNjgpy9Hp1bVeZfXLGppiKg5Wfy19HW4xkdCwoQE8/vmbA/2sPXLVJXn0d/cvaF7VJJ1vct1uM6ez2qmlYU8vOl+2coG5j57yjMI9Q9z3nibQ2PeEO9bcoKCgo08P6ppB3fLEwdkk6ePKnbbrtNv/rVr1RcXBz5DRof3P3ggw8mubLMZ+aF+xJVW7SbuPqO5xs0/HZnr+HrYq2nd2gk7PvGvNJv1l+i4sI83b/9df36cKf/uVBdKsn6vsV6XPfgcNzXBdEx899RmEeoe97BnzyekvOXlNjkcBhvcZQNTB2S9u/fr87OTp1//vn+x0ZHR7Vz505t2rRJQ0NDys/PD3jP3XffrfXr1/u/drvdqqmpSVnNmcLMC/clqrZoNnGdfDy7zaoZk347970u1noinb+y1CpHmVXrtrSF7FLZuLopoLUgWd+3WI9bXlyo9/vCd/ew+OPUmPnvKMwj1D2v8co1Kq+ek5Rz9jlP69D2p/Tss89q5cqVqq2tTcp5zMDUIenyyy/XwYMHAx5bu3at5s+frzvvvDMoIElSUVGRioqKUlVixjLzwn2Jqi3ccZrrK9V2stvweJPf13ayW831lYZdS+HqieZzxNqlkqzvW6zHdZRZ9Yfj78d1XRAdM/8dhXmEuufNWnChqhqWJuWc73e8pUPbn1JjY2NWByTJ5AO3p02bpoULFwb8KS0tVWVlpRYuXJju8jKamRfuS1RtoY7jm9321mm34fEmv+/p3ce0trlOLfWVMdUTzeeItUslWd+3WI9rt1l16YfP0i0fbVDzpOuy0gQ/Q9nAzH9HgVxh8Xq9yRvZlQSXXnqpli5dGvVikm63W3a7XS6XS+Xl5cktLgP51mAx48J9iartL+skDctmzVd+nkX5k9ZJinT+8pJClRYVqHdwJOZ6wn2Oo529uvyxHSHf+5v1l+jcqrKYjjkVsR534jpJ/Z5R2ROwThICmfnvKMzHd8+77I5vJ7Ul6cWvr9X+/fu1bNmypJzDLEzd3Wbkd7/7XbpLyCpmXrgvUbXFexyj982MI2eHO3+8XSrJ+r7Felwz//xkC64xkD6m7m4D0uld96DePO3WH469rzffcetd92DCz0GXCgCYV8a1JAGp0NHVp7u3HQwYlNxSX6mHr1uk2srShJ4rHfuVsdUFAERGSELWijcIvOseDApIkrS7vUv3bDuof/7MUs0sj27drmilskuFrS4AIDqEJGSlqQSBM32ekCtJ727v0pk+T8JDUqpE2upi8rpMAJDLGJOErDPVPa/cg+FXyo70vJlFsy4TwnP1e3S0s1dtHWd09L1e9lADshgtScg6U93zqrw4/F+LSM+bGVtdTA1dlUBuoSUJWWeqQWB6qTVo4UiflvpKTS/N3O4otrqI31RbKAFkHkISss5Ug8DM8mI9fN2ioKDkm92WCeORjLqEXP0eFeRZtLLBeDNKtroIj65KIPdkbr8BEEIi9ryqrSzVP39mqc70eeQeHFF5cYGml1ozIiAZdQmtbHDo5svqte5Hr+qR6xdrzOsNGJzOukyR0VUJ5B5CErKOb4HGu7YeCAhKsQaBmeXFGRGKJgrVJbTriFNjXq8+e2Gtbt3SptaWOrU210mSamfY2EokCnRVArmHkISslI4FGs0gXJfQnvYutTbXqd8zqk0vtfsf/836S7L+uiSCo8yqlQ0Ow+u7kq5KICsRkpC1UrVAo5lWr47UJTQ0Mhb0GN1E0bv5svqgrsrm+krdfFl9GqsCkCyEJKRNOsKF75y9Q8OabrNqzOtVv2dUfZ5RVUzYwT7a2mKdEu7q96izZ0jdA8MqteartKhAJYX56hkcCXmud92DfxkbVVKg6bbQY6OMuoRs1ny1ttSpqaZCpdYCPb3mAr3acUZP7z6mfs8o3URRcvZ61PqDvf6uyqGRMRUV5KntZLdaf7BX/7auhRa5BDDTLx0AIQlpkY71Znzn3H/ijL71uWXj3U6/bQ9oFfhYY5Xuu/o8ffn5QxFri3X16lPdA7rzpwe0q33CgOp6h2667Fx94Zl96veMBp0r1j3kJg9at1nz9eTqJm3ecyygi625vlJPrm7S//1DB91EUXIPDgd1VU5Ei9zUsQ4VzIYlAJBy6VhvZuI5W1vqdNo1EBSQJGl+dbnu3nYwqtpimRLu6vcEBSRJ2tXu1Kbftqu1pS7oXKe6B8LuIfeuezDovL5B66s+mObf2lKnzXuOBR1jT3uXfrDnmB74qwX8lh4lBm4nF+tQwYxoSULKTXVF7Kmes6mmQpIM92drqqkI2VIwubZYpoQ7ez1BAcnHN6B68rlcA8Nx7SE3cdD60Ejolo/d7V0aHA4eowRjiVhaAqGl49+FbOY88baGR7xJOXZvZ4ck6fDhw0k5fiI4HA7V1tZO+TiEJExJPOMH0rHezKjXq+/fuFxDI2MqLSrQ+33Gv5UaDWwOVVssLQvJGFAdbg8536D1to4zYY8Ry7XO9bEiiVpaAsZYhyqxDv7k8SSfwaIbbrghyeeIX0mJTW++eXjKQYmQhLjFO34g1d0Wp7oH9LV/e127PmiV+f6Ny1VUYNzTHOpxo9piaVmI9JmNzhvpOkSzh1yirjVjRcbl6tISqUB3ZmI1XrlG5dVzknb8Qts0ldiNt29KN/fp43rl6QfldDoJSUiPWActT5TKbgt/nRO6rdpOdmu2vVjN9ZVB3VltJ7vVUl+p3QbdXJNri6Vloay4IOQaO831lWo72R10LntJYchaot1DLhHXeirf62yUqqUlcg3dmYk1a8GFqmpYmu4yMh4DtxGXqexjNXlwsU8yui2M6nx69zFV20u07rJ6NU/an+3N0249fN2iqGvztSz8Zv0lev6mFfrN+ku0cXWTqie0rpzqHtCXtx3UjSvmBp1vZb1D6y5r0NO7jwWda3ZFyZT3kEvEtWbPMqRCKv9dAKJFSxLiMtXxA6nqtjCqs98zqpt/9Kr+/pJz9LW/WqjBkVH1e0Zln7BOUiy1hWtZmNgK8/LRroA1dipKClUzvURFhfn6t3UthueKZQ+5UGOGpnqtGSuCVKE7E2ZDSEJcEjF+IBXdFqHq7PeM6psvHtHVi2brvNn2pNU2sRXGaI2d36y/RDWVxaoqD32MaPaQizRmaCqfh7EiSCW6M2EmdLchLr7xA0bMNH4gljpd/R4d7exVW8cZHX2vNyHrsqSiFSbZ68tkyvcaABKNliTEJdXToacy/fzLn2jUjWcGZLFY/NtxLJ8zPaDOyS0xNmu+7r36PC2rrVC/ZzTuKe+JboUxug5dfcldX4ap7wByFSEJcUvV+IF4p58bvW9lg0O/uHWlptsK/XVObomZuJXH3T87GNM5J3L1ezT2wfpMEwPaxO1HYmmFCXUd7v+rBbJZ8/3HnSwRrVWMFQGQi+huw5TYbVadW1WmpbXTdW5VWVJakOLpSgr1vl1HnLrvhUMBj02evRVqK49Yuq9OdQ9o3ZY2XfHNnfrCM/vU+oO9aus4oydXN8lmzY+5FSbcdXhg++sB25pMlqgxQ8n+XgOA2dCSBFOLd6uCWN43edxQLFuTTObq96i7f1hfef5gwNpM0vj2I3kWi35560pVTGjJika4z7PriFP/65JzDWvO1TFDub46OIDEICTB1GIZ+DzxxjgyFn7PonDbi8SyNclEvu6wLzTXaUntdK35YKp/cWG+v6tt1xGnRsa8Md+wI12HosK8oIX4zDg+LBVYHRxAohCSYGrRDnyefGP8/o3Lo3qfFLzSbyxbk/j4usP2nzijr3yiUW27zwS07DTXV+rJ1U26dUtbXGOEIl2HipLY1naK16nuAd350wMBm/WaKYCwOjiARGJMEkwtmunnRjfGtpPdQatbT36fz+SVfmN5r4+vO6y1pU4P/fyNoPFMe9q7tHnPMbW21MU1Riia65CS8WGTApI0HkDuTMBSA4kQy+rgyVjyAUB2ISTB1KLZqiDU1iNrm+uCwk6k7UV23HGpPrFolh78q4VaGcP2CL7usKaaiqCxSD572ru04pzKuMYImWHLhs6eoaCA5LPriFOdPUMJP2esQSba7lnfwPrLH9uh6779si7/5x26ZUubTnUPJKx2AJmP7jaYitF4l0jTz0NtPXLrlja1ttTpy1c1yjMypmnFhSorLlDf0IjaOs4Ejafp84zqKy8c0q4jTtms+WptqdP/uuRcFRXmqaLEGrb7ytcdFmk8U1FhXtyBJt3T8LsHwgcQV4TnYxXP2KJoumfpkgMQLUISTCOarTWMhNt6ZNNL7bpu6Yd03my7TnUP6I6f/NHw+KXW/IBz+9676aV2rWpwRLxx+rrDIo1nqiiZ2s03nVs2lFrzwz5vi/B8LOINMtHsJB/vjEkAuYfuNphCNOshhep6iXfc0sTjd/YMTWmne193WGfPUMzjmTJFqbUg5Gdrrq9UqTVxv3PFMrZoomi6JdmwF0C0aEmCKTh7Pdp/4ozWfbReTTUVQVPn33EP6qF/P6z9J86otaVOy2unq29oREXuQeVZxrceubl/WGVFBSouzFfv0LAGh0d19nSb7Darjnb2BnSj+c5Rai3QyNiYPKNj+vbnlwWcc+IK1t39Hp3s6tPgyJh6h0YCuupc/R519gype2BYS8+2q/ncSn3152/o14c7/edbcU6ligry5OzzaHBkTH1DI+ru98hWVKA8i0UFeRZVRjGVPp3T7ytshbrlow2SFDAwvbm+Urd8tEEVNuNZf0b1RvocUwkykbolM2nD3nivXzzHBBCMkART6B0a9m8FYjR1/nT3oPafGF+x+kevnNDSmgo9/uu3dcNH5mjz7mMBg6Wb6yu17rJ6DQ6P6YHtr+vBTy5U79BwwHYjm15qD/h68k3fN12/3zMqmzVf00utunvbQe2e8LpVDQ49dO1CffXf3tCv3+wMeP+Xr2rUnVfOU54lTw+8cCjgM7XUV2pNc53/+M31lVrbXKcNvzisBz+5MOR4m3Sv/2O3WTVnhk1XL56t1g/WgCoqyFNnz5DmzrAF3WhD1fvQtQv9ITLU55hqkAnXLRlNl5wZGF2/KxqrdO/V5+nLzx+K6+cg3T9DQKahuw2mUFFiNdwKxDd1fkaZ1b9dyHmz7f7/Pj0pIPnes+m37TrtGtC86nLdtfWAKkqsQduNhNp+ZOJ0fUn6yicadf8LhwICkjTe7XPPtoOaP7s86P1f/8VhdfUO64EXXg+qb/ek4/vO56vVaAZXvNuzJFp1RYmuWjhLcytLNdterLmVpbpq4SzNmnSDDVfvPdsOan51edDjEz9HNF2o8TLDTMFIQl2/edXlunvbwbh+DszyMwRkElqSYAqe0bGgsOKzp71LnpEx/3Yhrc11Af8N9Z7W5jrNLC/Wppfa5Rkd04pzKgNeH277Ed/7m+srtehsu+7Zdsjwdbvbu7S2OXjftD3tXbrryvkhp8z7jj/5600vtRsOHI51sHEyu1SiGTwert5Q12zi5/AFmbu2HkjKKuLpnikYSajrN5UtcxiwnlucJ97W8Ej4nQeSqaCgQIVF6fl5cp8+nrBjEZJgCr1DI2Gff693SN4P/r77ptlHmm4/8fm+oRFZJ808i/T+0qICNdVO15/PhF87J9RxegdHDR8P9T7f10bjbWIZo2OGLpVI9Ya6ZhM/R7KDTDpnCkYS6vrFu2VOuGNG815knoM/eTzdJaRVSYlNDodxa3QsCEkwhUhjUOzFhRoYHg8dvmn2kabbT3zeaAxLpPf3DY1o00vtEbc4CXWcsuLwU+Inv8/3dXlJYVBL0AybVTZrfsBg8ol8n88sawBF+n6GumaTv09mDjLJFOr6xbNlTqRjRvNeZJ7GK9eovHpOWs7d5zytQ9uf0rPPPqvGxsa01OBwOFRbWzvl4xCSYAqRBtPOqbRp5xGnmusr/duGtJ3s1sr6SsMVrpvrK/Wue1CnXIMBY1gmnsN3HKNuPt/xfa9rqa8MGpMkjQ/C9r1u8vv7hkZDfqbmSe/zfX1FY5Ws+Xlat6UtqCXo6TUXqPUHe4OC0sTPZ5YulXDfz1DXzEyDptMt1PUL97MY6fplyoB1JMasBReqqmFpWs79fsdbOrT9KTU2NmrZsmVpqSFRGLgNU4g0mPZD0226auEsff3aRXrztFtrm+v0ximX1rbUaWV94HvGZ7c1qNpeordOu/1jWCafw7d1ScuktX9aPpht9vTuY5KkN065dO/VC4Jet6rBoYevG69n8vlvu7xBc6aX6KufDN7eZPLxfbPb3jrt1gN/tSDkwNxv/bZd9159nuH1Cbf6+ESp6lIJ9/18+LpFemvSNTPToGkzCHX93jrt1sPXLYpr0HkmDFgHzMbi9XrTN7IrBdxut+x2u1wul8rLyyO/AWnl62YKNwbF1e9RV59Ho2NejXm9yrNYNOr1qmdwRKXWfJUU5mv0g8eN1h6aeI7ykkKVFhWod3DEf07f1iXd/ePLBlgskldelRYW+Nc4mlibb50k18D468usBcrLs+jubQf96zo11VRIks6eXqIKmzXg+Pl5FuV/sE6Ss9ejyx/bEfL6vPilVcqzWEJen6OdvWHf/5v1l+jcqrI4vjPxCfX9jOb7jORcP659dvPd8y6749tpbUl68etrtX///oxvSaK7DaYSzRiUqY5TMXr/zCnk58nHc/V7ArrLJs5G8m1xMrPcOKj8ydkX9lx9QyNaWjs95PNm61IJ9b3K1bFGsUrG9ePaA9Gjuw1IsHi31JASs4giXSoAkBi0JCHlzLItQrLqmMq4oES0BJl9DSAAyBSEJKTUqe4B3ffCIc2vLldTTYVOuwbVaStU7QybPjTdltI67vzpgYDFHhO1ltBUWoMStYgiXSoAMHWEJKSMq9+j+144pM9eWBu0R1tLfaUe+dRinT0j+UHJ1e8JCkjSeFfYnVsPaNMU1xIqKy4Iu2RAWXH4v3a0BAGAOTAmCSnj7PVofnW54X5pu9u7dPe2gynZP6qzZyjkdiG7jjjV2TM0peP3DY1ozQdbmkzU/MHGtn0RVheXxluCzq0q09La6Tq3qoyABABpQEsSUsY9OBx276ldKVrssHsg/JihSM9H4hoY1q1b2tTaUqfW5joNjYypqCBPbSe7deuWNv3of140peMDAFKDkISUKS8u1GnXYNjXpGKxw1Jr+O1CigvzdKp7IO6xSeXFher3jIYMg2z/AACZge42GHL1e3S0s1dtHWd09L3ehHSDOcqsqihJ//5RpdaCoK4wn+b6Snm90l1bD8T9mX0z1Iyw/QMAZA5akhAkWbvI221Wzam0hR3UXFyY/NxeYSvULR9tkKSAsVG+7Ux++1bnlPY5S9QMNQBAehGSECDZu8h/aLpND39qse752YGAoOQb1PzA9tf1T59ektQgYbdZNWeGTVcvnh0wZuhd96AGh0f1/+34k6Spdf2lc4aaWdahMntNABAJIQkBUrGL/MjomJbWTtdag0HN/Z7RlAzerq4o0YpzKtX+Xq//sVOuQT3074fV7xmVNPWuv3SsVZSsVsBsqwkAokFIQoBE7yJv1ILgGhgOOag5nnPEqyDfos17jhl2/WXi2KFktwJmS00AEC1CEgJEu1p0NN0np7oHdN/zhzR/duDq2tXlxbr9Yw1a9CG7hkbGVFyYr1c7zujp3cfU7xlVaVGBjrzbo+6BYZVa81VaVKCKksKYb6aufo86e4YMj+Pq9+j+7a9rTXOdvAocm9RSX6mHr1sUsNt6JnQTpaIVMBtqQvpk0t8nQCIkYZJo9g6LpvvE1e/Rfc8f0mcvClxd22bN19M3Ltf+4+/r8V8f8b+/ub5ST65u0nN/6NC+42d097aDAc/d8tEGzZlhU3WU3TNG245MPM7A8Kh+fbhTLx/tMlzPyDM6lnHdRIluBUwEM9aE9Mi0v0+AREjCJJFmZkmKqvuks2dI82cHr67d2lKnjb9tD1pxe097lyySvnzVebr+uy8HPSdJVy+erasWzor4m2eobUcmHmf5nOmSFHI9o4/Oq9I3f/16QruJkv1b9FT2jEsWM9aE1KPbFZmKkIQg4WZmHe3sjar7pHvAeHXtcCtu727v0mn3oH/g9ER72rvU2lwXVfeMs9cTctsR33FGvd6wx7BZ8xPaTZSK36KjaQVMNTPWhNSj2zX1nCfe1vBI+H/nkqW3s0OSdPjw4bScPxSHw6Ha2tqY3kNIgqFQM7Oi7T4ptebrPYM90IZGxsK+f3A4OCBNfG803TORahw/zkjYm3deniXsMWLpJkrVb9FmXJ/JjDUh9eh2Tb2DP3k8zRVYdMMNN6S5hkAlJTa9+ebhmIISIQkxibb7pNRaILvB6tpFBeEXiwz3fFFBXlTdM5FqLCrIU6k1P+zNeyBMWJNi6yZK5W/R6VyfKZNqQmrR7Zp6jVeuUXn1nLSdv9A2TSV2450N0sF9+rheefpBOZ1OQhKSJ9rukwpbofqHR4NW12472a3m+sqgMUm+93catD5J44OuO3uG/GOJItW4ssFhGEya6yv1rntQ9WeVhb15u/o9CesmSvVv0elYnykSM9aE1KHbNfVmLbhQVQ1L011GxmPvNsTE130yeW+yyd0ndptV00sKdc9VjVpZ/5fXPr37mG75aINWhnj/pR8+K+g536y0yz58VlQ3WrvNqg3XLQo4r+846y5rUH1VmSpshf7XnltVpqW10+Uos8rZ61Fbxxl19Xn08HWLIn7OaPBbNHJdtP9uAGZDSxJiNrEFpm9oWPYSqzyjY3rHPaj+4VH/rK1ZFSUqsebroWsXqs8zon7PqOwlhaqaVqRNYbpfNq1uUmfPkFwDw7JZ81VqLVCFLbZ1ks6eYdOj1y/Smf5h9XlGVWrNV1Fhvt7vG9Kc6TbDNZ0mjxu6orFKGz61SEMjYxod82p0zKt+z4j6h0fl6o++i4zfogG6XZGZCEmIi6/7JNKsrXDdLOEeT8g/nBaLHvnlmwEz3Xy1TRRqYPWLhzslSfdfs0B3bz8Y98w0Bi8D4+h2RaYhJCFuZl77xF9be+Tawg2snlddrrt/dkC7Jo2hivUz8ls0AGQexiQhbtHM2koHV79Hp12DUdcWbmB1U01FUEAKdZxoeSUp/AoDAAAToCUJcYtl1layV5t29XvU1eeRV9IDLxzS6ovCT32dWFu4gdWR1nWKdmYaWzIAQOYhJCFuRuHCZs1Xa0udmmoqNDzm1dH3elVckKf7t7+uX38wxkeKPSCEC1m+ALKkpkJtHWe0p71La5rrwh5v4oyycAOrKwzWegp1nHC1m7VbEgAQGiEJcZscLmzWfD25uilgQ1tJaqmv1JrmOr18tMu/5UgsASFcK0ypNd//3JoVc/3njbQe08QZZeEGVs+ptE15ZloiF5NkF3UASB1CEuI2OVy0ttQFbWgrje/J5tX45rYTw1M0ASFSK8zXPrnQ/9zErrGndx/Tk6ubJCmgnlAzysINrJ7qzLRELSZJlx0ApBYhCVMyMVwMjYyG3LzWt7HsZJECQqRWmD7PiP/riVua9HtGdeuWNrW21Km1uU5DI2M6x1GqantxzEsPTHVmWiIWk6TLDgBSj5CEKfOFi7aOM2FfZzQIOlJAiNQK4+u+k4K72Po9fwltqxocUwoSU1nfJRGLSbKLOgCkHksAIGGi2Vh2omgCQqRjlhcX6orGKknjXWxrm+vUXB+4qWK6F21MxJYM7KIOAKlHSxISJlyLSUt9pdpOdvu/jjYghDtmc32l9nec0b1XnydpfIVsXxfbzZfWq6gwTxUlVlMs2miGLrt0Y9A5gExDSELChBvk/PB1i+QZHdPH5lfFFBBCHbO5vlJrm+t065Y2LZ8zXf/46SW6+6qRgD3W7DarqW7E6eiyM0swYdA5gExk6pC0YcMG/exnP9Obb76pkpISrVixQo8++qjmzZuX7tIQQqgWE2l8XE08q03PrijR1z65UO3v9WpoZExFBXlqO9mtu7Ye8K/J1PF+v+zFhdrfcUZf+/kb/rFK6bwRJzKgxDPLzizBhEHnADKVqUPSjh07dPPNN+uCCy7QyMiIvvzlL+vjH/+43njjDZWWlqa7vLSL9iYcy83a99ruAY9KrQWSZTzTWCQV5OepcsJ7Qx134rF7h4aVlyfd9/wh7e/o9oea484+nT29RLbCfPWPjKpnYERlReM/jnl5kjU/zx+yBkfG5B4Y1szyYr3rHtSdWw+o3zNquCbTynqHfn5LizwjY/JK6hkc0Zn+8cCWn2fRWWVFEZcciDfYTHxvqbUg4YGt1Jqve68+T90Dwyqz5stmLVCFrdCwvnfdgzru7NPqC2u1trlOr3ac0dO7j2nnEafu3HpA//TpJZpZXhxXHRNFc73iHXQ++dhlRQXqGxqRa4DuOgCpYeqQ9B//8R8BX2/evFlVVVXav3+/Vq1alaaqzCHaVoJYWhOMXuvr1vrRKyf0uYvmaMMvDuvLnzhPY16v7n/hUMC+ZqsaHNpw3SINj3l17/MHtau9S+s+Wq+2jjNq6+gOEWoqdeMH3Wb9nlH/+bbuP6nbPzZPX37+UMA6Ry31lfo///Mj+vXhdwzXZNrV7tT9L7yuKxfN0j3bDgV9jkd++aa++smFhkFlKi0voa7dk6ub/J9tKi0n4Wqz2wxe+9M/BnxvJtay64hTRzt7NTrmnVKLUrTXK55B50bH9i1K6ruedNcBSLaMmt3mcrkkSTNmzEhzJekVqfvC1e+J6XXhXrunvUub9xzTebPt2rznmOZVl+ve5w/qv/7UFbTx684jTu088p6+8kFAksY3iN3T3hVyocldHxy/taUu4Hz/7/k1+urPXzdcmPJrP39dqz58luFq2uPHdAa1kviOO7+6POizx3qtJot07XyfzXe8WDfFjev7OOnaTK6le2A44udKVE2xDjoPdezdkz5DNN8bAJgKU7ckTeT1erV+/Xq1tLRo4cKFIV83NDSkoaEh/9dutzsV5aVUtN0XXX0eLamp0JoVczU0MqbiwvyAbpeJ3RzhjulbCHLTS+3+/4baG62qvFi7J9ygfWsjNdVURL3Q5J72Lt115fyQIWh3e5du9YTfeNZoTaaJn2NyF89U1iGK5tpNFOt0/Vhqi7aWooK8Ka2vFEtNsQ46j+V6skYUcl2oe57zxNsaHvGmq6wgBQUFKixK399T9+njcb0vY0LSunXrdODAAe3evTvs6zZs2KAHH3wwRVWlR7TdF15JbR1nAsLJxG6XiTfrSMf0hY7J/w31Oh/f2kihXh/qfb2DoyFeOa7Umh/2+clrMk0+z+SgMpV1iKK9dj6xTtePpbZoammesBxDvOsrxVJTrIPOY72erBGFXBbqnnfwJ4+nvhiTKymxyeFwRH7hBBkRkm655RZt375dO3fu1Nlnnx32tXfffbfWr1/v/9rtdqumpibZJaZUNN0Xrn6PHnjhUFBrjO/r1pa6gJt1tAtBTv5vqNf5+FbBDvX6UO8rK44QggrzQm5g2zxpTSaj80wOKlNZhyiWRTSjXWE73toivdZeUuhfOmHye5NVkxTbOlGxLkqaCWtEAckS6p7XeOUalVfPSWNlf9HnPK1D25/Ss88+q8bGxrTV4XA4VFtbG9N7TB2SvF6vbrnlFm3btk2/+93vVFdn3MUzUVFRkYqKilJQXfpE033h7PUEjUvx2dPepZsvrQ+4WUdatNEXdtpOdmtlfaXedQ8aHvtd96BW1lf6z+3baLbTPRh1qGmur1Sne0gt9ZUBXXc+LfWV+vP7A1rb/JdxTD4r6yt102UN+sIze0OexyioTGXrkGiune848az8HUtt4V67st6hweHRgIHPsQa2eGryiXadqGivZ7hzAbki1D1v1oILVdWwNPUFGXi/4y0d2v6UGhsbtWzZsnSXExNTD9y++eab9eyzz+pHP/qRpk2bpnfeeUfvvPOOBgYG0l1aWkWzzUWkLouiwryAG1aoY/pmhb1xyvWX/7bUqdpeErT9R0t9partJVrb8petQXwbzRYV5OmhaxdqZb0j6D1rm+v09O5jAef76f6TuvfqBYbnuO+aBbrjp3/UrVva1FQ7Xd+/cbk2r7lA/3H7Sl2zZLYGh0fVVFth+DnePO02DCpT2Tok3Hu/fu0ifbyxSr9Zf4k2rm5SdRwzsWKpLdRrW+ordWPzXN0yISBNZauWRGy1EuuxJ/+spHu7GQDZz+L1es0zsmsSi8V41cHNmzdrzZo1UR3D7XbLbrfL5XKpvLw8gdWln28dGaPui6Odvbr8sR0h3/ub9Zfo3KqygMdOdw/od2+/p2p7sYoL82UvKRxf99Ei5ckiWbzaf6JbX/v5G5LGu+xWnFPp3/6juDBPD2x/XXuOdunvVp2jlnqHRse8KisukK0wX155VZiXp17PqL/mMutf1kkqLSoYX5MpTyrKz1Pv4LDK/Oskjai8uEBlxQV65BeH9fOD7/jr9t0sqytK9K57UN39Hnm942Oy+obGj5tnUUzrJMWzdchU3pvo409+bVnx+BpD7oHE1pbMz5yqzwBkE98977I7vm2qlqQXv75W+/fvz7iWJNN3tyG0cN0XsXaHuPo9+t8G0659r/et7TNzWrEunDsj5E3xnz69RF194ytrP2CwjtIj1y9WY/XUFgL9+nWL9KUr5hnWMLO8eEqLJE5l65CpvDfRx092Lak4T6o+AwCEYuruNsQv1u6QaKZ0+47rKLNqWnGh3IPDcvZ5Atapsdusqiy16oHtrxuuo5SIdW3sNqvOrSrT0trpOreqjBspACApTN2ShKmJZUZRtFO6o1lleSprDqWTWTaDBQCYAyEpy0XTZeHq96ikMF/f/vyygAUnfXuOSX9ZViCajUqnsuZQuphlM1gAgHkQknJcNHuOtdRXqrgwL+oWoqmsOZQO7FIPADBCSMph4fYck8Znr/2x44zuvWaBXj7apXPPCj/g2tdCFO2gcbN0b2Vq9yAAILkISTks0h5Zd105X5J07bf2qKm2QvdefV7Y4/laiKLZhsJM3VuZ2D0IAEg+QlIOixQOTr4/4N/3bU97l9o6ukO2EF3RWKWy4gId7ez1twz946eXGK5rk6jurUS1RGVa9yAAIDUISTksUjiwFeZr3Ufr1VRToaGRMZUU5uuhaxfqaz9/Qy8e7vS/7orGKt179Xm64yd/NGwZOueswEUrE9G9lciWqKlsSQIAyF6EpBwWLhx8dP5Zqii1qq3jjL81SZJWNji04bpFuvuqRn8LUVlxQVBAkkK3DLkHh2Wz5qu1pc4fwCbOqovUvZXogdax7lIPAMgNhKQcFiocrKyv1L1Xn6d7nz8UtCHtriNO3bPtoDaubvK3EB3t7I2pZcheUqgnVzdp855jAQHMN6uuvCR8C1cyBlrHsqYUACA3EJJynC8cvOMe1J/PjG8c3HayW8ec/do9KSD5TA4isQ58Li0q0OY9x4IC2J72Llkk/fNnloY9XqTzdQ/Et6I322AAACYiJEGS9NC/Hw5onfn258NvQjgx+MQ68Ll3cCQoIPnsbu9S7+CIZobZizjS+YaGx+TqZ9o+AGBqCElZKpaZX0bdV0UF4bf1Ky7M1x9PnlGFzarRMa++f+NyWSyWoNW6VzY4NOr16uh7vf4apjrl3lFm1coGh7/mieObJKmoMF/d/cNJDUlmWeMpVXLt8wKAREjKSkYzv3wDrs+eYQt6vVFoaTvZreb6Su1p7woaZF1hK9Rp14Aki77xn28FtApNXK17WW2FblwxV9d+a4/6PaP+2WdTnXJvt1n1wF8t0H0vHFJbR7fh+KaVHwy6TsaaS2Za4ykVcu3zAoBP+OYCmJqr36M/vdert9/t0ZvvuPXqifd15N0e7Xj7Pe0/cSbgtbuOOHXXzw7ov8/0Bx2jpDA/6NhP7z6mf/h/5uvy+WfpydVNaus4oy88s083/Z9X9bnvvaKndx9TcWGe2jq6A963p71Lz+w5rp9+8WItrZ3u39pE+svss7LiAq1qcBh+pmin3FskNdVO13N/9xE9YzC+adcH53L1xzc+KZRIM+sSfb50y7XPCwAT0ZKUoU51D+i+Fw7psxfWBg2Cnrz3ms/u9i6d6OpXWVFBwKrXS2oq/K1GPv2eUXX3efS5i+boB0YhpL1LYxrfumRiC874c06tcQ0GPS6N31z7hkamPOW+stSqAye71VRToV1RDjBPhFzbwiTXPi+QLZwn3tbwiDehxywoKFBhUex/392njye0jlQiJGUg32/3S2oqQs4Sk4wDTPfAsJy947/9+1oI9p84oydXNwW8V5JGveN/wUKFkD3tXWptrjN8bmhkLGT97oFhnXNW2ZSm3PuWLzh82h32dYneUiTXtjDJtc8LZIuDP3k83SUEKCmxyeEw7kEwM0JSBvL9dr9mxVzD1hopdIApKsjz39h8LQT9nlHduqVNrS11am2u09DImM5xlCo/z6Ijnb1hawkVhsIN/J64x9tUWiFmV5Sob2gk7GsSvaVIrm1hkmufF8gWjVeuUXn1nIQdr895Woe2P6Vnn31WjY2NMb/f4XCotrY2YfWkCiEpA/l+uw/XWmP0fHN9pdpOduu6pR8KaiHo94wGBK7nb1qhOkep3usZCnsOozC0sr5S77oHDV+f6G0+qqYVpWRLEd/sLteAR1v+9iLtOdoVMIsv0eczC7ZsATLTrAUXqqphacKO937HWzq0/Sk1NjZq2bLwS8RkEwZuZyDfb/eRpulPfL65vlJrm+v01mm3HGXWqFoI7Dar5lTa1FJfafialfWOoDDUUl+ptS11qraXqHnS+5KxzYev223yQPBEnutU94DWbWnT5Y/t0Ke+83ut/t4req1jvIvSZs1P+PnMJBXXFwDMipakDOT77X7iNP3JVjY4VG0v1rc/v0xFBXlqO9mt//uHDn31kwv9N7ZVDQ7tO3EmaA+1d92D/haCD0236ZFPLdbd2w4GLSnw4F8tUIHFohe/tEp9QyP+fdz6hkbUOzish69dJM/omP+5ZG3zkcwtRULN7trd3iWLxaIXbm5WnsWS1VuYsGULgFxFSMpAvt/u73/hkNZ+MO5oYlDy/ZZvs+arqCBfPYPDum7ph+RoqfPf2Ow2qx69frFOvN+vjS8dCVpj6JIPnyX7B0sqnT3Dpk0mv0kma0uRcLO7dh1xKs9i0blVZQk/r9mwZQuAXERIylCzK0r0T59eoq4+jx64ZoFGx7zq94zKXhIYYMLd2GzWfH3rpfaQawxtXN0UcJxcvEkyuwsAchchKYNFCi6RtpJw9nq0q/0vrSQTV9b2jI7pHfeguvuH1T3gUVlxbm5FwewuAMhdhKQsFc1WEhNbSWzWfMPtPXwDvld/7xUtnzM957aiYHYXAOQuZrdloWi3kpjYStLaUhdyYcrNe46ptaUuJ7eiYHYXAOQuWpKyULRbSUxsJWmqqYhqYcpc3IqC2V3ZJ1JXNABIhKSsFO1gY18ryV1bD8S0MGUuDlbO1YHr2SiarmgAkOhuy0qxDDb2tZKc4ygN+56JC1MyWBmZKtquaACQCElZydeNZsRosLHdZlW1vTjke3zbmYR6f7Rc/R4d7exVW8cZHX2vlxsSUi6armgA8CEkZaF4BhuHeo9vdtvTu49NabDyxK09rvv2y7r8n3foli1tOtU9EPOxgHix7hWAWDAmKUvFM9h48ntKiwpkzc+Ta8Cjf1vXEvdg5UhdHBMXrQSSiXWvAMSCkJTF4hlsbPye8OOVIol2th2QbKx7BSAWdLch6czUxcG4qNzGulcAYkFLUgySsbZKPMfMtDVeZtis+v6NyzU0Mqbiwny92nFGT+8+pn7PqKTUdXEw9RsS614BiB4hKUrJuMHGc8xMu9Gf6h7QV54/FLBHXHN9pZ5c3aRbt7Rp+ZzpKeniYFwUJmLdKwDRoLstCslYWyWeY2baGi/+etsD6/VtdXLv1eelrIuDqd8AgFjRkhSFZAw8jueYmTYAOly9e9q79MA1C1SdotYvM42LAoBkc7/ToYKixP376j59PGHHyiSEpCgk4wYbzzEz7UYfqd6+oZEUVcLUbwC5Zf+zjyT8mCUlNjkcxosOZytCUhSScYON55iZdqM3U71M/QaQS3bs2KGysrKEHtPhcKi2tjahxzQ7QlIUknGDjeeYmXajN1O9Ezfz3Tlp0DtTvwFkm6VLl6q8vDzdZWQ8i9fr9aa7iGRyu92y2+1yuVxT+oE51T0Q8gYb77iaeI6ZjDqSyWz1+pZPYOo3gGyUqHsexhGSYpCMG2w8x8y0G32m1QsAmYqQlFh0t8UgGWurJG7rEPPKtHoBAJBYJwkAAMAQIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMBAQboLSDav1ytJcrvdaa4EAIDoTZs2TRaLJd1l5LSsD0k9PT2SpJqamjRXAgBA9Fwul8rLy9NdRk6zeH1NLVlqbGxMp06dIpFHye12q6amRidPnuQv5xRwHROD65gYXMfESPV1jOe+5fV61dPTwz0vQbK+JSkvL09nn312usvIOOXl5fxjmgBcx8TgOiYG1zExzHwdLRaLaWvLRAzcBgAAMEBIAgAAMEBIQoCioiLdf//9KioqSncpGY3rmBhcx8TgOiYG1zH3ZP3AbQAAgHjQkgQAAGCAkAQAAGCAkAQAAGCAkJSjdu7cqWuuuUazZ8+WxWLR888/H/C81+vVAw88oNmzZ6ukpESXXnqpXn/99fQUa1IbNmzQBRdcoGnTpqmqqkrXXnut3nrrrYDXcB0j+853vqPFixf71565+OKL9ctf/tL/PNcwPhs2bJDFYtHtt9/uf4xrGdkDDzwgi8US8GfWrFn+57mGuYWQlKP6+vq0ZMkSbdq0yfD5b3zjG3rssce0adMm7d27V7NmzdIVV1zh3+YF0o4dO3TzzTfrv/7rv/Tiiy9qZGREH//4x9XX1+d/DdcxsrPPPluPPPKI9u3bp3379umjH/2oPvnJT/pvPFzD2O3du1dPPfWUFi9eHPA41zI6CxYs0OnTp/1/Dh486H+Oa5hjvMh5krzbtm3zfz02NuadNWuW95FHHvE/Njg46LXb7d7vfve7aagwM3R2dnoleXfs2OH1ermOUzF9+nTvv/zLv3AN49DT0+NtaGjwvvjii95LLrnEe9ttt3m9Xn4eo3X//fd7lyxZYvgc1zD30JKEIMeOHdM777yjj3/84/7HioqKdMkll+jll19OY2Xm5nK5JEkzZsyQxHWMx+joqJ577jn19fXp4osv5hrG4eabb9YnPvEJfexjHwt4nGsZvSNHjmj27Nmqq6vTZz/7Wf3pT3+SxDXMRVm/dxti984770iSZs6cGfD4zJkzdeLEiXSUZHper1fr169XS0uLFi5cKInrGIuDBw/q4osv1uDgoMrKyrRt2zadd955/hsP1zA6zz33nF599VXt3bs36Dl+HqNz0UUX6Yc//KE+/OEP691339VDDz2kFStW6PXXX+ca5iBCEkKavIO01+tlV+kQ1q1bpwMHDmj37t1Bz3EdI5s3b55ee+01dXd3a+vWrbrxxhu1Y8cO//Ncw8hOnjyp2267Tb/61a9UXFwc8nVcy/CuvPJK//8vWrRIF198sc4991w988wz+shHPiKJa5hL6G5DEN9MDt9vTT6dnZ1Bv0FBuuWWW7R9+3b99re/1dlnn+1/nOsYPavVqvr6ei1fvlwbNmzQkiVL9MQTT3ANY7B//351dnbq/PPPV0FBgQoKCrRjxw49+eSTKigo8F8vrmVsSktLtWjRIh05coSfxxxESEKQuro6zZo1Sy+++KL/MY/Hox07dmjFihVprMxcvF6v1q1bp5/97Gd66aWXVFdXF/A81zF+Xq9XQ0NDXMMYXH755Tp48KBee+01/5/ly5fr85//vF577TWdc845XMs4DA0N6fDhw6qurubnMQfR3Zajent71d7e7v/62LFjeu211zRjxgzV1tbq9ttv18MPP6yGhgY1NDTo4Ycfls1m0+c+97k0Vm0uN998s370ox/phRde0LRp0/y/XdrtdpWUlPjXqOE6hnfPPffoyiuvVE1NjXp6evTcc8/pd7/7nf7jP/6DaxiDadOm+cfD+ZSWlqqystL/ONcysjvuuEPXXHONamtr1dnZqYceekhut1s33ngjP4+5KH0T65BOv/3tb72Sgv7ceOONXq93fKrr/fff7501a5a3qKjIu2rVKu/BgwfTW7TJGF0/Sd7Nmzf7X8N1jKy1tdU7Z84cr9Vq9Z511lneyy+/3PurX/3K/zzXMH4TlwDwermW0fjrv/5rb3V1tbewsNA7e/Zs76c+9Snv66+/7n+ea5hbLF6v15umfAYAAGBajEkCAAAwQEgCAAAwQEgCAAAwQEgCAAAwQEgCAAAwQEgCAAAwQEgCAAAwQEgCAAAwQEgCEJc1a9bo2muvjeq1l156qW6//fawr5k7d64ef/xx/9cWi0XPP/+8JOn48eOyWCx67bXX4qoVAOJBSAKySDRhJBHvSYa9e/fq7/7u79JdBgD4scEtAFM466yz0l0CAASgJQnIEmvWrNGOHTv0xBNPyGKxyGKx6Pjx49qxY4cuvPBCFRUVqbq6WnfddZdGRkbCvmd0dFRf+MIXVFdXp5KSEs2bN09PPPHElOobGRnRunXrVFFRocrKSn3lK1/RxK0jJ3e3AUC6EZKALPHEE0/o4osv1t/+7d/q9OnTOn36tAoLC3XVVVfpggsu0B//+Ed95zvf0fe//3099NBDId9TU1OjsbExnX322frxj3+sN954Q/fdd5/uuece/fjHP467vmeeeUYFBQV65ZVX9OSTT+qb3/ym/uVf/iVRHx8AEo7uNiBL2O12Wa1W2Ww2zZo1S5L05S9/WTU1Ndq0aZMsFovmz5+vU6dO6c4779R9991n+B5Jys/P14MPPuj/uq6uTi+//LJ+/OMf6zOf+Uxc9dXU1Oib3/ymLBaL5s2bp4MHD+qb3/ym/vZv/3ZqHxwAkoSWJCCLHT58WBdffLEsFov/sebmZvX29urPf/5z2Pd+97vf1fLly3XWWWeprKxM3/ve99TR0RF3LR/5yEcC6rj44ot15MgRjY6Oxn1MAEgmQhKQxbxeb0Aw8T0mKejxiX784x/rS1/6klpbW/WrX/1Kr732mtauXSuPx5PUegHATOhuA7KI1WoNaJk577zztHXr1oCw9PLLL2vatGn60Ic+ZPgeSdq1a5dWrFihm266yf/Y0aNHp1Tbf/3XfwV93dDQoPz8/CkdFwCShZYkIIvMnTtXr7zyio4fPy6n06mbbrpJJ0+e1C233KI333xTL7zwgu6//36tX79eeXl5hu8ZGxtTfX299u3bp//8z//U22+/rXvvvVd79+6dUm0nT57U+vXr9dZbb2nLli3auHGjbrvttkR8bABICkISkEXuuOMO5efn67zzztNZZ52l4eFh/eIXv9Af/vAHLVmyRF/84hf1hS98QV/5yldCvqejo0Nf/OIX9alPfUp//dd/rYsuukhdXV0BrUrx+Ju/+RsNDAzowgsv1M0336xbbrmFxSMBmJrFO3GhEgAAAEiiJQkAAMAQIQnAlHR0dKisrCzkn6ksGwAA6UR3G4ApGRkZ0fHjx0M+P3fuXBUUMJEWQOYhJAEAABiguw0AAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMAAIQkAAMDA/w8kcbSA41SLqAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"total_bill\", y=\"tip\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"The default value for kind is \"scatter\". If we modify this parameter, we have different charts.\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f91790d6560>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add regression and kernel density fits\n",
"sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"reg\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"We can group individual samples into hexagons with kind=\"hex\" for large datasets. \n",
"\n",
"This chart is called **hexagonal bin plot** or simply **hexbin plot**.\n",
"\n",
"It uses a lighter or darker color to represent the density of data."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f91792569b0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"hex\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"We can also show a **contour plot**. KDE plot replaces the scatterplots and histograms with density estimates.\n",
"\n",
"Contour plots or 2d density plots show the density of points, much as a topographic map shows elevation. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f917962f0a0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"kde\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Pairwise relationships of the dataset\n",
"We can plot multiple pairwise bivariate distributions in a dataset with **pairplot**."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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0dzjwdbsNOXIpchQy5KuymWNKlCRibR5ksjrx9FtfYs6k4XjgpsthsbuRp5ThjNmOZW99iaenj+V5oJ8xKCci6me+hZgWRxfy1XI4XR5YHK4+L8qM1aQkkFouxepZlVhb24QX3m/wP2406LBgSjmGDVJjKGfKKM2IcZGzWJsHnet04t5vXYbd/zoHAHC4PLB1udFstmPhty7DuU7hZvAzFYNyIqJ+5Ltd/PnRNqycWYln3zmEXY2t/u19uXUcrUlJdbkedcfb/T/XVJVhTW0TagPeG4B/LLdWFOM7Y4b0y0VZjIEUpR+xpmKItXmQRAK0Whx4q/5U0DnIaNBhuD4HxVqlIONKB6k6Z3GhJxFRPwlc8FVTVYa1u5qCLoZA3xZ/RWsG8tS0MVhT2+R/rLIkPyQg99nV2IrCPAVaLKlf8HWy3Yb5G+tw/fPbMf2lj3H9L7ZjwcY6nGy3pfy9aeAQ82JKsTbp8XiB1R82hpyDdjW2YvWHjXAP6C42vZfKcxZnyomI+knggq/Kkvyw7a2Bvi3+Ks5XYdXMypBmIAAwYViBf7bO4fJE3Y/D5Ul5rmusQGrVzErOmFNcxLyYEoh8XAo5JluXOyQg99nV2Apbl7ufRyR+qT5nMSgnIuongQu+YgXFfQmIIzUDeWZGBR7ctBc7GlqgkEW/UaqQZaU811XsgRSlD7EupgwktiY9Vkf0oDvW9kyU6nMWg3Iion4SuOArVlCcioA4cLbO4/Wiulwf9gJjNOjQ3OHAhGEFSR9DoHQIpCg9iHUxpZhpVdE/k1jbM1Gqz1nMKSci6ie+BV8AUHe8HUaDLuzzUrn4S6uW49LCXJQX5WHFjApU98hz9VVfue6ywSmf1WMgRckSeGz1JORiSjEr0ihCjn+f6nI9ijSKfh6R+KX6nMWZciJKC+lSoSPaOH0Lvh7ctBdrapuwcmYlAIRUX+mvxV/F+SqsnlmJ5g4HTLYuqOVS5MhlyFf3T51ysValoPSjVcuxYkYFPvrqLArzFHC4PFBmS3HGbO+XL5jpyPeZ9cyRri7X41kBF6CKWarPWRKv1zug19eazWZotVqYTCZoNBqhh0NE5yVybIq11FlP8Y7TF7h3OrqgVcnhdHvQ6XD1y+IvsX25Odlu8+e5+/i+mLBOujDS9bp5rLUTizfXY2fAl9xqgw5PTx+LUl2OgCMTN985QSwLUMUuleesuIPyvXv3xr3TioqKXg8o2dL15EI00MV7bJqsTszfWBc293lyuV40FTrSYZyp/HLTl2CfQYG4pON184zZjvv/+EXYaiJVBh1+8b3xKNKw7nY4Yvuing5Sdc6KO31l/PjxkEgkiBTD+7ZJJBK43VyxS0TJkS4VOsQ+zlSW8uprsC+2qhSUfto6nRHL+9U2tqKt08mgPIx0uQspNqk6Z8UdlDc1NcV+EhFRkqVLhQ6xjzNVXxpYa5zEINbxF2t7JuKxKz5xB+XDhg1L5TiIiMJKlwodQo8z1i3oVH1pEPsdAsoMsY4vsZwnxKTF4sTnR9swf4oBlSX5/sWxe461YU1tE49dAcQdlL/xxhtx7/S2227r1WCIiHpKlwod0cZZZdBBmZ26CrTx3IJO1ZcGsd8hoMyQK5eiyqBDbYSc8ly5VIBRiZvF0YWVMyuxdldTUHdho0GHlTMr0engsdvf4g7Kb7/99riex5xyIkqmwDKC4Va7i2UmR6uWY9n0sXjwL3uDAgOjQYc5xjIseWM/nvvuuKSPN95b0Kn6ciP0HQIiAFBmS7HkttFY8sb+oOOvyqDDktvGQJktfFAutgWV+So5nn3nUEguvu/nZbePFWJYGS3uoNzjid4SmogoVQI7UYq5QofT7cH40gLMNZbB4fJAIctC3fF2LNxYB6vTnZLbwfGmj2jVciy9fQwe3lwfErQsvX1Mr8eVLncyaGAz2134/iufdNfdvnkELHY3cpVSNJsd+P4rf8f//fibGCxgIRkxLqh0uj0RF8fuamyF0824r7+xeRARpYV0qNBhsnUF3QbuKRWpHPGmj5isTjy59cuwXxqe2vplr2fx0+VOBg1sZnsXWixO3LV+d9jtQqZRiXVBpcXhirq9M8Z2Sr64g/KVK1fixz/+MZRKJVauXBn1uQsXLuzzwIiIUiGVt5CFSOWI9z1bLE68f6AZ7x9oDvu8vszip8udDBq4xJxGJdbF0GL+zHzElvKTanEH5b/85S9x5513QqlU4pe//GXE50kkEgblRCRKqb6FLEQqR7zv2ZcFmfFcGNPhTgYNXGJOoxLrYmgxf2aAOFN+Ui3ujp6p8PLLL+Pll1/Gv/71LwDA6NGj8dhjj+Hmm28GAHi9XjzxxBN45ZVX0NbWhokTJ+LFF1/E6NGj436PdOxMRpQJ+vvYNFmd+K8//RMjhmpCyn8dOmVOyiJMk9WJ02Y7TrTZIJFI/KXFJgwrSGnb+HjaPh9utuD657cDANRyKWqqyoI+h0v1ORimD21FnokXxkyXrtfNVLY/74vDzRZMXV0bcsz5zg9vzq/CpYW5gozteGsnahtbUKhR+sd1xmRDlUGPEl3o+aC/pEOH5FToc065L6aXSCQJv/biiy/GM888A4PBAABYv349pk2bhrq6OowePRrPPvssnn/+eaxbtw6XXXYZli5dihtuuAGHDh1CXl5eX4dORBmktdOJ719VGrb811xjGVo7+3YLOVzwWl2ux18XVqNAnZ2UC0ikGet40kd8s2K7j7Zh5cxKbPj0KACgsiQf9i43TppskEkluKhAHfR+YsyFJQpHrGlU+lw51sy5Equ2NYSce9bMuVKwGWmT1QmH24u/1p/CzoAFn9UGHa4s08FkFa5OuVhTfnxSlVbT65ny1157Db/85S/R0NAAACgvL8d9992HH/7wh30a0KBBg/Dzn/8cNTU1KC4uxn333YdFixYBABwOB4qKirBixQrcfffdce0vXb/xEw10/X1sfnWmA0+8uT9stQGjQYclU0ejvKh3X/b7Y1YnGTPWJ9tt2P7VWbz35WnMmjgMa3c1BX0eVQYdnrmjAhcP6g7MA2fXw/ng/msEm+Gj1OF1M7lMVifmb6jDzsbQ80N1uR6rBfpye7y1Ew9urg97Tqwy6LB8+ljBZsvrjrVh+ksfR9y+Zd4kjC8t6McRXZDKu4e96mbx6KOP4t5778XUqVPxpz/9CX/6058wdepU/PSnP8UjjzzSq4G43W784Q9/QGdnJ775zW+iqakJp0+fxo033uh/jkKhwDXXXIOPP478H8rhcMBsNgf9IyLhCX1sejzeqOW/3J7eZ/LFM6vTF7FmrE3W+PZfnK/ChGEFGFWsDQnIAaC2sRUPba7370+subCUXEIfmwNdi8UZNiAHgJ1JOD/0lsXpjnhOrG1shcUpXM+ZXEX0RI6cGNtTJVnn4kh69Vu9/PLLePXVVzFz5kz/Y7fddhsqKiqwYMECLF26NO591dfX45vf/Cbsdjtyc3OxefNmjBo1yh94FxUVBT2/qKgIR48ejbi/5cuX44knnkjwNyKiVBP62LQ6o5f3svbhApTq4DWZt3ItDhcqS/Ijlm7cGbC/WNUZNKrsjKuOMBAJfWwmkxj/Hs32rrDrOHw55UJ9uY31vkJ+6ZZLs2A06CLe2ZRLU9chOZpUp9X0Kih3u92YMGFCyOPf+MY34HIlVtfy8ssvxxdffIH29nZs2rQJs2fPxvbtF26X9sxV93q9UfPXH3roIdx///3+n81mM0pKShIaExEln9DHplYV/USpVfW+/Jc6RgvvvpYWS2bQr1Fm45TJHtf+olVnuGFkIeTSrJC0HS4CTT9CH5vJItZFyVpVdtR29po+nHv6IuaXbgFLIrbbnJhrLAOAoMDctwbIZHMC6P/UmlRPwPTqq8YPfvADvPzyyyGPv/LKK7jzzjsT2pdcLofBYMCECROwfPlyjBs3Dr/61a8wZMgQAMDp06eDnt/c3Bwyex5IoVBAo9EE/SMi4Ql9bPoCzHD6Uv7LZHViz7F2GA26pO/bJ5n1hPW5cuTHCAJ8+/M1Bur5uU0u12PJbaPx0Ob6lN3Gpf4j9LGZDKlOK+iLHIUsbLrYrsZWrNvVJFgqRkGOHFURzltVBh0KcoS7w5CryMbCjXWoLC3Aa7Mn4KU7r8BrsyegsrQACzfWIUchzi8yfZ2AifsvIfBbtEQiwW9+8xu8++67uPrqqwEAn3zyCY4fP47//M//7NOAvF4vHA4HysrKMGTIELz33nuorKwEADidTmzfvh0rVqzo03sQUebxBZg9L9xGgw7zrjPA6nRDqw59Xazb4S0WJ57a+iVWzuw+T/Wc1XlyWu9b2Psks56wVi3HMJ0aVQYdasPcGu65v0gVLcReHYEyS4vFic+PtmH+FEPYFBEh/x4tdlf03G27C0UCfA8q0iixbPpYPLy5PuhcUGXQYdn0sSjSKPt/UOfpc+WYMKwgbJqdkDXUU13bPe6gvK6uLujnb3zjGwCAw4cPAwAGDx6MwYMHY//+/XG/+cMPP4ybb74ZJSUl6OjowB/+8Ad89NFHePvttyGRSHDfffdh2bJlKC8vR3l5OZYtWwa1Wo1Zs2bF/R5ERD45cim+M3Yo5kwaHtRmvmbdZ5gwrCCkSko8t8N9tzP3nzRh0U0jAHTnp8uyJKhtbIE5CbdZk93K/qICNZ65oyJkpjvS/sI1BjrS0hn1PfrajIgoERZHV9QUkU6HcPnR3akW0bYLN7ZSXQ5+8b3xaOt0wmx3QaOUoSBHLmhADnSfc1bMqMBHX51FYZ7iQg11sx3XXTZYsPNFss/FPcUdlH/44YcJ7/zEiRMoLi5GVlb4LJkzZ87gP/7jP3Dq1ClotVpUVFTg7bffxg033AAAeOCBB2Cz2TBv3jx/86B3332XNcqJqFdaLE489Jf6sNt6zu7GW6M7MF/0l+81+J/ny33MTVJeZrJrMF88SI3Vfdhfb2/jijXvl9JbvkqOZ985FDZFBACW3T5WiGEBANQx0lPUiuhrUlKtSKMUPAgPxwvgr3tPBVWumVyuxzWXDRZuUEhtPfyUJjKNGjUKX3zxBS655JKw21977bWor5dIJFiyZAmWLFmSgtERUaZJZJFOvOkZ0fJFJQB+8b3xfR22X7Jb2fdlf725jctmRJQqTrcnaslTp9vTzyO6QCHLipguVmXQQSkTppKImPnPFY3iPFck+1zsk9K/hF72JSIiSolEZnfjDeDjyRftLZPVicPNFtQda8PhsxZRLZ6Mtgg00m3cVNdzp8xlcUQ/zjpjbE8lp8uDOcaykMXgRoMOc4xlcLiE+8IgVpl6rhBmyS8RkQD0uXIsv2NsUI6ibyHYhGEFQbO78QbwqSqRdbLdhkV/3hty67avaR7JzOdO9DYumxFRqmiU2VFrgfe1KkZfdDpcWLixDjVVZag5H4T71rMs3FiH3901UbCxAeJc4yH2c0WqPjMG5USUMTqd7pAcRaNBhzVzrsTwQeqgk2q86RmxgndlthQma2KVH0xWZ0hADnTPEC3atLfXbblTkc+dyG3cVJcTo8yVp5ThtdkTsPrDxpCFnq/NnoA8pXDhjlYlh9Xpjtiwqy89EvoqVV/++0rM54pUrothIhMRZYRIOYq7Glvx0oeNUPVoABRveka0+udGgw5b60/hv/70T3zdZo07FaW5wxG1LXdzhyPm79uTGOo4p6pWPJGty42XPmwMu7bjpQ8Pw9YlXMt4sf7dx/ryL2S6nKg/sxSeR1P61TFa500iomSJ51Zib+pqx5OeEalElq/6yoOb9uKZGRV4YNPeoIAh2sxKe4wSab0poSaGuuKpLidGmavT4cLOCGs7dja2CJpTrlXLsfT2MWHrgS+9ve99DHorni//A7X0YG+l+jya0qCcCz2JKNXivZXY2xzFeNIzivNVeGraGJgdXTh+zhaUL1pTVRa2Oku0KgI58ugl0tQxtocjlhzNVJYTo8zV6Yg+Ex5reyqZrE48ufVLjC8twNweOeVPbf0Sz313nCB//6n48p9MYjxXpPo8mtKg/Msvv0RxcXEq34KIMlgiJfZSnaN4zurEKZMd836/J+jxypL8iLmkkWZWcuQyGA26sFVdjAYdcuSJn7rD/f6BC+O6PF4cPmvpl0VeqSonRpkrVs64kDnlLRYn3j/QjPcPNEfcLsTxkCOXRl0c25sv/8kmtnNFqq8jcf+V3nHHHXHv9C9/+QsAoKSkJPERERHFKZFbialuj6xRZuNcZ2g+YaxyZ+FmVvLV2bj3+nLcMnYoijRK/8XytMkGQ2Eu8tWJn/h7/v5quTRsB0QxLPIiSpRCloVqgz5sOka1QQ+FgLXAxXKXqqdcefTFsbm9+PI/0KX6OhL3X6lWq437HxFRf0jkYtebutqJ0OfK0dzhCKlFHCsYCDezolXLMUSjxN/qT+Gu9bsx7/d7ULPuM/yt/hSGaJTQquUJ1zDv+fvHSqsRU010olhcXi/mTzGgusfxV23QYf4UA9wCptOKtZKIQi6NujhWIYKZcrFJ9XUk7q9Ba9eu7dMbERElW6IXu1TmKGrVclx72WCU6XMAXGjvXXe8PWI3v2idLxdv2ReycG1nYyse2bIPy+4Yi2OtVrTbuqDMluKDg804dMqMJ6aN8c9wh1v8Wpyvws+/Ow5tnU64vd6E02qIxEoqkaDL5cHDt4yEFxJ02Lr/7gEvWjucyBKw8ESuUha1o2euQKk1Fnv0xbEWuwtFmn4eVBpI5XWE9yaIKG315lZiKnMUh+aroJZLsez2seh0umB1upGvzsb3J5Tg4c31UasIBAbRKrkU40ry8fnRNlidwQvUdjS04GirFXf+5lP/Y75KL4+/vg/PfXccOp3ukFz7G0YW4tFbR3UH+w0teOnOK6L+LkI35yBKhC5HDo8XePyNfUEzv1UGHZbcNga6HOG+YHY6XJhjLIMXCBqbr6OnUJVhTLbod8OEXugpZqm6jvQ6KP/zn/+MP/7xjzh27BiczuD/sHv27InwKiKi5BFj2axIJ+toMyvhKsgYDTqsnFmJhRvrQgLznhdL34W+srQAzR0OPLn1y5Bc+8uHavDQ5nr/c3uTVtOTGDsBUmayuzxY0iMgB4DaxlYseWMffvG98RAqudZk64ra0XPDD4Xp6KmOkTMuhoWemaZXQfnKlSuxePFizJ49G6+//jrmzp2Lw4cP47PPPsM999yT7DESEUWU6K1EoQJJX7Due/8jLZ3IVTiglGXhiTf3hwTRvuCipqosJM0kXEC9q7EVNcYymGxdYRe/9qwCU3e8PWKFl3gWLKWyqx1RotqszrDpIUB3YN5mdaJIo+znUXULl2YX2MdFsJxyWVbUtBohF8dmql4F5S+99BJeeeUVzJw5E+vXr8cDDzyASy65BI899hjOnTuX7DESEUUV763Ek+02PPb6PowYqkFlST5OmexoVmejdJAaFxWoUz7OcIFstUGP2cbh+PjIuZAZcV+gHcho0KHueHvY/TtcnoizWz2rwKypbcLKmZX+9/GJ5y5DIqUoifpDh90Vtbxfh1245kH6XDnWzLkSq7Y1hFQ5WTPnSsG6UzrcnqhpNQ539MpRlHy9CsqPHTuGSZMmAQBUKhU6OjoAAP/xH/+Bq6++GqtXr07eCImIksBkdeLpt77EwuvL0WF3wXR+keSuw634zc4jeOK2Mbh4UGhgHmtmPd6Z90iB7M7GFnjgDTsjDgQH09XlesyeNBwLN9aF/R3zVdkRa5j3nPWyOt1Bt9S1qmwUqOVxLVgSQ3dQokB5ShlWz6rEmtrgEp/VBh1Wz6oUtE45ALy4LXyVkyyJBKvPfznubxa7Cw9u2osVMyrw4M0jYLG7kaeU4YzZjkWb9uJ/fvANQcaVyXr1VzpkyBC0trZi2LBhGDZsGD755BOMGzcOTU1N7OJJRKLU2unEjyZfihVvHwyZFZprLMOSN/fjFz0668VK0YgnhcMXtDtc7oiBbLgZcZ9L9DnYMm8S8pTZyFXK8Mjm+pAZdaD7dvMwnRq5ClnYxa/hqsBYnW6s3taIyeX6hGa3xVp3mTKXUpaFtbVNIakY3dVFJHjq9tHCDAznv8RGaWcv1JfYXKUMz8yowJoepVGNBh2emVEhWFWYTNarhKEpU6bgzTffBADcdddd+OlPf4obbrgB//7v/47p06cndYBERMng8njxi3cOhp2tWrurCSOGatBiubBoPVaKhm82KdJ2k9WJk+02zN9Yh+uf345/tVqjji9ck6HJ5XoM1SoxvrQAlxbmokijxBPTxoTUyK0u1+OZOypwUYE6Yh3dQ6fMWDZ9bFLq64q17jJlLrvLE7W8nz1GE69UEmuVE4U0K2yvgl2NrVi3qwkKKXPK+1uvvga98sor8Hi6/8B/8pOfYNCgQaitrcXUqVPxk5/8JKkDJCJKBo/HG/Gi7ZupDpzhjZWi0dYZfXvPKiixFk1pVcGBbKRgOZ6FrdGe09v6uoFpOrkKGZbfMRZPbf0yZNY+GV3tiBLVYYueMy5kTrlYq5zYXZ6wC72B7sWxQn6RyVS9CspPnDiBkpIS/8/f+9738L3vfQ9erxfHjx9HaWlp0gZIRJQMVmf0i7LD5Qma4Y2VomGOcZHvWQUlWrUTo0EHe5cbr82egByFDLocOQrzFACAw82WkHz1eBa2RnpOb+rrhl2gWq7HmjlXombdZ/7APN5Zd5ZSpGRTK6IHtjkClvfLypJgyojBGFWsDVmE+uVJE6RZwjQ2ssQ4h1kEqp+eyXoVlJeVleHUqVMoLCwMevzcuXMoKyuD2x2a70hEJCStKnrQl6/Khkwqgcnand8ZK0VDEyPfMlchw33fKsfYi7RwuDzIkcvwrZFFyMKhoPxSX077gvP1yN+5rxrlRXmiKTkYcYFqQwskAP62sBptVmfcs+5i+b1oYMmVR++aGWkBdH/IzpLgwZtH4ok39wctQq0y6PDY1NGQCRSU56mifyZCL47NRL36xL1eb1CNTR+LxQKlUpg6oERE0ehz5bhhZCEuP18OMXC26sBJE3KVMtz8q52YMKwAz8yoiNkttCAn8najQQcvgM//dQ4vvN/gf3zKiMF4ctpoWJ1umO0u5CplaD6fm251ujG5XI8hGqWoSg7GSuNxebwYX1oQ177E9HvRwOJwu3FX1SX4ztihKNIo/cf3aZMNQ7UqOAScLFQrZPjZH78I29joqa1f4rnvjhNkXBpldtQvMrEmJij5EgrK77//fgDdRe8fffRRqNUXyoe53W58+umnGD9+fFIHSESUDFq1HI/eOgoPba4Pma16ctoYzF7zD1id7qAAMVq30CKNMux2o0GHB749Aj9/52BIDvsnR87hkyOtKC/KQ5vVCVuXG2fMdvz838Zhw6dH8eS0MdCq5TjcbElZycFEU0eSWWmFpRQpVTrtLnjhxV/rTwUFmdUGHeZWCdfKHgDMtq7Ii1AbWmC2dQnS2Mje5Y5ap9zexayH/pZQUF5X110b1+v1or6+HnL5hZOnXC7HuHHj8LOf/Sy5IyQiSgKT1YnFW8K34X709X2YVnmRP1j3BYiXFuZGXRiZI5fi4VtGYl5nF3IUUngBfHioGW2dTmw7eDbofdRyKVbOrOyudrB5n/9xo0GHBVPK8fT0sSg8f2FOVcnB3qSOJLPSCkspUqpo1XI8995XIcf3zsZWeAA8NW2MMAMD0B6juopQ1VdMtq6gXgUOlwcKWRbqjrdj4cY6bPjhREHGlckSCso//PBDAMDcuXPxq1/9ChqNJiWDIiJKtmiztOHqhPsCxEgLI8MFuL788HCd8GqqyiKWHwOAZbeP9T+WipKDvU0diZXGk0ilFZZSpFRxuiNXEtnV2AqngN0pYy0yFar6ikaZ7e9VEA6Px/7XqyKUa9eu9QfkJ06cwNdff53UQRERJVusWdqedcKjXZAiBbi+mudDtaG3oitL8lF3rB3zpxjw2uwJeOnOK7BmzpWYP8WAumPt6AyoDpOrlKG6Rz1xn8nleuQqZTjcbEHdsTYcPmuByRq9DjIQX+pIOJHqnvemvrkvwA+HpRSpL2JWEhGwJGKOXAajQRd2m1HARag8HsWnV38JHo8HS5cuxS9+8QtYLBYAQF5eHv7rv/4LixcvRlYWC84TkbjEmqUNrCMe64IUa9bd6fKElD90ebz+9JXAmSmjQYeVMyv9+Zsn22147PV9mD1pODxeb9A+JpfrsfT2MVi8uR7vH2gOejxW9ZK+pI7EUxs9Hr4AP1KePvPJqbdyFNHDmVjbUylfnY0FU8oBhOZuL5hSjny1MDPSWrUcS28fg4c31wfl4VcZdFh6+xgejwLo1V/p4sWL8dprr+GZZ56B0WiE1+vFrl27sGTJEtjtdjz99NPJHicRUZ9ES8MwGnSoO94OIL4AMVaA6/Z4sfg7I7H8bwf9wftQrRIr3g7fURQAnr59TNAM/MeHW4NyPfNV2Riuz8Fjr+8LCsiB+KqX9DV1pDf1zcNJVoBPFEgCRO0DEKZgXL/RquUYNkiNWyuKg3K3mzscGD5ILdjfvsnqxJNbv8T40oLutLuAnHJfVRgel/2rV0H5+vXr8Zvf/Aa33Xab/7Fx48bhoosuwrx58xiUE5HoRJulfXLaGJhtTkwff1FcAWKsAFetkGH/STNW3DEWti4POuxdkMuy/OkrPUsyrqltQpfbGzQD78v1VMulqKkqQ2VJPr5us2HWxGEYMVSDNbVNQd00Y1UvSWZueF8lK8An8snKAuaeXxfSczZ6rrEMApUC9xuar8I1lw2GydYFs60LWlU2Rg7VYIiAtflbLE68f6A55Et+4HYep/2rV0H5uXPnMGLEiJDHR4wYgXPnzvV5UEREqRBplhbont0227u6p9zOi1Q6MNas+zv7T6PuWBtKBqkxckge9LlyNJ61RE1fsTldcHuD9xVYsSXcaxaebzjkEy0FRauWY8WMCnz01VkU5in8XwrOmO247rLBvPhSWpPLsvCHfxxDZWlBSCWRP/zjGB65daSg4zvW2onFm+uDSiNWG3R4evpYlOpyBBlTOlRDyrTuv70KyseNG4fVq1dj5cqVQY+vXr0a48YJUwSfiCgePWdpI7WQv+c6Q0gLeV/edqRZ92qDHo/cOhKnTQ4AwCs7DuPRW0bhsTf247+/fXnU6itP3z4GgQUi1HIpXpxViQK1AguuK8eDN40AIMG2Q2fw6+1HADShpqosKFiPlYLiBfDXvaeCOopOLtfjmssGx/XZEYmVFN1dM5e8sS+kD8GS28ZACuGmys+Y7SEBOdBdrnHx5n147nvjBKlTrjk/KbFiRgUKNQpY7G7kKWU4c76hmdDVVzKx+6/E6/V6Yz8t2Pbt23HLLbegtLQU3/zmNyGRSPDxxx/j+PHj+Otf/4rq6uq49rN8+XL85S9/wcGDB6FSqTBp0iSsWLECl19+uf85Xq8XTzzxBF555RW0tbVh4sSJePHFFzF69Oi43sNsNkOr1cJkMrGEI5GICHVsBs68DMqR45HN+4KCVB+jQYfK0oKgC/zkcj1+/t1x6HS44PZ6IZNIYO1yw+p0w+ny4O9HWv1pJb7b5hflK+FyAxKJF7eu2hVxXG/fV42hGiUWbKzD7qNtWD2rEmtrm4Iu5EaDDvOvM8De5cE9G/Zg1cxK3LV+t39s0XLKTVYn5m+sC7tANdZrKbOk43Wz6awFT7/1JUYUa/3pYb6Z8oMnzVh8y0iUDc4VZGwHT5tx0ws7I25/+75qjBjS/5/zWbMdJnsXHn9jf9BkQfcXmdHQKrMxWIAvC0Dmnq96NVNeVlaGr776Ci+++CIOHjwIr9eLO+64A/PmzYPLFX/Zoe3bt+Oee+7BlVdeCZfLhcWLF+PGG2/El19+iZyc7ts5zz77LJ5//nmsW7cOl112GZYuXYobbrgBhw4dQl5eXm+GT0QZqufMy2uzJ4QNyIHwtct3NLSg6awFFqfbP+vdXdKwLeIM+CO3jMIzb3+JheerL0RitrkwYkj3DPz2r85iTW1TSPtr3z5vGTsUNVVl/jKO8SxOZTdNGsjsLg/eP3gW7/do2uXzX9++POzj/aHDFj0uirU9Vexd7pCAHOhuqLbkjf1YPn1shFemXqaer3odlJ86dSpkQWdraytKSkrgdsfXmvXtt98O+nnt2rUoLCzE559/jsmTJ8Pr9eKFF17A4sWLcccddwDoXmRaVFSEDRs24O677+7N8IkoA5msTjz2+j6MK8nHnEnD4XB5YpZJ61m7HAAU2VKs+rDRfyGrLMmP2HxjV2Orv6zhvGsNUd9Lo+weS3G+ChOGFeChv9RH3Oeim0ag4uJ8qLOl2PZf10AXR55lOuSPEvWWxeEKWhTdcyF1p0O4OuW5yujnmVjbU8XidEdsuFTb2AqLM75YLhUy9XzVq4LikTJeLBYLlMre3+owmUwAgEGDBgEAmpqacPr0adx4443+5ygUClxzzTX4+OOPe/0+RJR5Wjud+P5Vpag71oa71u/GvN/viXmhDqxd7iOTSoIuZOEC90DnOrub8vz9SCuqDeEbdVQZdCjIuRBUW2KM60SbDbeuqsWSN/dDmS2Na8aI3TRpIMtTyrByZmXQ8V2z7jPUHWvDypmVggW+AKCUZUVtHqQMc57pD7ECWyED30w9XyX0V3r//fcDACQSCR577DGo1Wr/NrfbjU8//RTjx4/v1UC8Xi/uv/9+VFVVYcyYMQCA06dPAwCKioqCnltUVISjR4+G3Y/D4YDD4fD/bDabezUeIkouoY9Nl8cbstCy7nh71NrGvtrlgY+1dQZfqMIF7oHcnu5JjDW1Tdg8bxKWbj0QlDJTdb4CQ+BCr3gbHcVTn9xHTCURSVyEPjaTQSHNiriQWgLgqWljhBkYAJPNGbVco8kmTPAb6zwTa3sqZer5KqGvZ3V1dairq4PX60V9fb3/57q6Ohw8eBDjxo3DunXrejWQ+fPnY+/evdi4cWPINkmPqv9erzfkMZ/ly5dDq9X6/5WUlPRqPESUXKk8Nk1WZ8y28x6PN+SCvaa2CXONZSGzWNXleiyYUo41tU1Bj801lsHlCb5T6Avsw6ky6PxBudXpxql2O/77psvx2uwJeOnOK/Da7AkYX1qApVu/DBpztPbXPb8s+PIrY/FVjOm5X3bTpIFw3bS7PFFTMewx7milUp5SjoUb61BZWhB07FeWFmDhxjrBZn1z5FJURTl35cil/TyiCzL1fNWr6itz587Fr371q6Styl6wYAG2bNmCHTt2oKzswsKqI0eO4NJLL8WePXtQWVnpf3zatGnIz8/H+vXrQ/YV7ht/SUlJWq0iJxqIkn1s+qqotFmd6HJ7sOvwhcon4cpm7Tl6Dne8/PeQ/fjyUL8zZgjsXR6o5VJkZUmQJQGys7JgsjmRo8hGrlKGRzbX4/KhmqCFnd2lC6/AKZMNRRqlP5f1tMmGoVoVJADmrPsMRoMOt4wdipMme9gc9A/uvwaXFl6oDhG2VKNBh7lVZZi/Ibg++ZZ5kzC+tCChz43dNMlnIFw3d//rHP5zzT8i5pT/tuYqTBg+SJCxmaxOLN5cj+lXXBxSenDznhN4evpYQY7B+hNtkMtkeGrr/qBF5VUGHR6bOhrOLhfGXBzfeSVVMu181askq7Vr1yblzb1eLxYsWIDNmzfjo48+CgrIge4FpUOGDMF7773nD8qdTie2b9+OFStWhN2nQqGAQqFIyviIKHmSeWyGC1gDG+qES+vQqsKfyH2dM6dWDMUv3/8qak3cJ6aNweOv7wu5Fe2FF3+rPxXSGGRuVRmcbi+MBh0WXFcOW5cbS986EHYcPfM3JQC+M3aof1GqQpaFM2Y7JGHqLScy08ZumtTTQLhu5p7PKY/UaEvInHKtWo7/vmkEHt5cH1J6UKiAHADU8mz8+yt/x4oZFVh08whY7G7kKqVoNjsw69VP8H8//qYg4wqUaecr4f5KAdxzzz3YsGEDXn/9deTl5flzyLVaLVQqFSQSCe677z4sW7YM5eXlKC8vx7Jly6BWqzFr1iwhh05EAjFZnSEBOXAhQPY11OlZNitWjuKeY+0h+9zR0IJFm/bi0VtHQZolgT5Hjue+Ow6tnU4smTq6OzVFAjy99cuwjUGA7kD+vusvg0Ylw+cHzuHHky/B2Iu0QTN5r9d9DV2OHAdPmWG2uzA4V47HXt8fsX56YNOggZxfSRQvVbY0ak750wKW9zvZbsPiHgE50J1Ws3hzPZ79t3GCNMPR58oxcqjG3+sgUDXPK4IQNCh/+eWXAQDXXntt0ONr167FnDlzAAAPPPAAbDYb5s2b528e9O6777JGOVGGila/tmdt8cDZ52ht5iddosPNK8M399jZ0ILj56y4a/1u/8z5JQFNSL463RESkPtf29iKppZO3LV+N9RyaXc+6YeNeOH9Bv9zjAYd/veuiXj8zf3Ydr7Gcrz10wd6fiVRvDodrqg55UKWRDTZukJ6DvjUNrbCZOsSrEPlU9PG4JEt9SHpK0IujM1kggbl8aSzSyQSLFmyBEuWLEn9gIhI9GLVr/WVKFTLpShQy3G42QKzvQsaVTaUsix88OUZvH+w2f/8yeV6TCyLnmvq22e4tJh4x1NTVYbVAfXNfXY1tuKRLfUYX1rgD8pjlVnMVcjwzn3VGKJRMiAnAoLWWPRmeypZ7NG/EMTanipmWxee3Lof40sLMNdYFtQF9amt+7Fk6mieX/qZoEE5EVGi4ikXqJZLsWbOlXhky76Q8oNzjGX4+Eir/yK9o6EFj7+xPyglxMe3CHSYToXN8yZBJs1CW6cTp812AN2z77kxGhD5yhdGazJU29jqz1MPfE0kaoUUT791AKtmVkZ9HlGmEGuDnnjeW8jmQdsOnvVPBvT0s28L90UmUwlTsZ6IqJfiKRf46K2j8OK2xpAUkNrGVqzd1YSaquBF5TsbWvDNS4JLg6nlUqycWYkvT5pwyuTAqm0N2HbwDPLV2XC4PDh4ugNfne6AWi5FdYTxVBv0qP+6uyma0x199jtwe7Qyi0aDDi63N+5SiESZQCWLXt5PJROuvF+WBFGP56zwFZ5TTszNgzIVZ8qJSLR85bB86Sf68+3kn5lRgQc37Q1atFldrscTt40G0N2wJ1qb+sC8cx9pliSokVBNVRnW7mpCZWkBNnx6FP9x9XAos7Ow4u2DQSkoP/+3Ctxz7aXweL0hjUHmXWfAP/7V/djg3OjVLQrzLmxfU9uElednwcM2G7F2Xyx50STqZu1yYY6xDF6EHjNzjGWwdgmXUy7NkkRtHiQVKCqPVbVpoHbNFDMG5UQkSuHKHgaWKFw1szJi/dq6Y21R9x0uZ9vqdKOytAA1xjJky7KgU8uxelujP4A/ZbLhrfpTITnhg3LkqFm/GzVVZajpkZd51/rP/Ckm8vOttiN1Dw1Mg7E63Xhw016snlWJh78zEmabC7lKGZrNdvz58+O4tLB7oTsvmkTdLHY3Fm6sC3scLtxYh/VzrxJsbAppFjZ+etR/fgkc28ZPj2LJ1NGCjEuZnYUqgy7sItQqgw6qbCZT9DcG5UQkOpHKHvZcaBlpEVK8bep9qsv12HOszZ/zrc+V439rJuK12ROglsvw7dFD0Gy2hw2oHS6Pv9a5jy8XfdXMSqjlMqyZcyW8XuCHVZcACD9bZg5ota2WS/HSrCtw+KwFhecbEtm63Gg22/HTGy7HrFc/YSlEogC5SlnIcdhzu1A6u9z4wdXDccpk8z8mkUhQrFXiG6UF6OwSKHfbCzw2dTQ+/9c5/3lGmS3FGZMNE8oGIfHWktRXDMqJSHSilT3sWX88nGg1yat6tKmvNujw9O1j8ML7X2H+FAOuKC2AOlsKi8OJwXkKSCQSWB0uFOer8NrsCVi0aW9QLnfPAN+Xi96ziUl1uR5zjcNxVdmgsDN5f/rJN/G3e6vRYe9CYa4Cp80ObO0xM2806DBcn4OX7rwCWlU2jrR0QqNy+tN6iDJVzvm1HeHOG9XlekFbxnfaXZBIEKbBmB53VZehU6DqK4Ny5Dh0xoK/hhnXpYV5uLwoN8qrKRUYlBOR6MQqMxgrlzpi3rlBj4e+MwLNZgdeuvMKf5fM02Y7fvqty/Dw5nqs3tYIfa4cv//h1Xhy6/6QDny//+HVuPM3n/gD87rj7ZgyYjBGFWtRWZKPbGkWZFIJKksLUHes3V/lZWdDC7xeL8aXFoQ06zAadJDLsnDD8zsAAH9dWIVVHzaELZ8IAIu/MxLffuFCXfWenUeJMo7Hi6emjcYjW/aFr7ntEW7atyBHjpc/asS40gLMOf+F3Nc47Hd/P4qHbxkp2NhWfdAQpvFZCyABVrO6U79jUE5EohMr/SSeXOqeeedKuRR7jrbh3/7n7yE1i40GHRZ/Z6T/4rRiRkVIQA50V295aut+rJhR4Q+s//CPY/jDj6/G42/sD9vee+HGOv/71Ta24v9dawh53vzryuEIuIXt8ngjNkLZ1dgKV48AI1z9dKJM4pVIotbcfuxWYfK2AcDl8eD7E4eF3D3zpa65PNErM6VKi8UZsUnZzjjuSFLyMSgnItGJln4SLpc6UpWWwLzz/SdNeHjzPqjlUsyfYkBlSX7QjJUnIIGyUKOI2h1w0c0j/D//142X45fvHkKNsQwP3jwCFrsbeUoZzpxflBmu/vlrsyf4g4Zmsx1ZEuCDgIZGVkfijVDiSeshGqisXW58cuQcRhVr/Y9JJN1VTf5+5BysQuVtA/B4gA09Fnr6zjsbPj2KB24aEXsnKdDXO5KUfAzK08y5c+dgNpsTfp1Go8GgQdG7FhKJRaT0k3Bt5cNVaaku1+PxqaMBeDE4VwGtWg6rwx0x39to0OH28RdBLZfC6nTDYo9+Abc53fjzT74JrSobWVnAFaUFYVNdHr11NJpNdqwOeK1ClgV7QIAwriQfZ8wO/Hr7Ef9jMmn0EmmyCCXUeBGlTNVp74p4bK+cWYlOh4DHhgSYFWWmXCjJuCNJycWgPI2cO3cOZZdeCnN7e8Kv1eTno+nwYQbmlDZilT0EIldp2dnQgsff2IfK0gL883g7VsyoQK5S5q89Hi5X+4k3L3T1zFVGXxSmUWZjxFANAKCpxYInt+6LmOryWEC5s2qDHh99ddZ/Ya4u12POpOFYEJDi0v3aFlQb9GFvLVcb9KiNcMuZF1HKVINyFfjlB5HXYTw1bYwQw/KLdN4BgMduHSXEkBK+I0mpx6A8jZjNZpjb2zHlv1+GOr8w7tdZ25ux7ef/D2azmUE5pZVoZQ+B6FVafE2CVm9rxIOb9mLJbaMx6RJdxJJpOxtaMGfScABAs9kRtX5vQc6FMdm7PFFTXXz530aDDo/cOhLTX/oYQPdFb9n0sXjizf0h6Siv7DiCtXOuBCQIuQMw/zoD5q77LOS9eBGlTNbljnwc7mpsRVeMjrqp5PUi6tiEWoOayB1J6h8MytOQOr8QOfqhQg+DSHCxciJ9TYJ8F5x4O+ct2rQXv//h1Xhq6/6QSg7Lpo9FkUbpfyxWyojF3oXXZk9A3fF2eAFs+OHEoFn/J6aNgcMVfFGcMKwAwwapsTrMnQKr040Jwwp4ESUKYLJFPw5jbU8lqzN6ycNY21MpnjuS1H8YlAukN7nhJ06cSNFoiNJTIk2COh1d0KqjPz9fnY0NP5wIaZYEXniwYkYFOuwumO0uaJQyFOTIgwJyIHbKiEouw/d+/QmMBh0uylfhO2OGBF3wol0UTdbusoteADj/fWIoL6JEIcTcMj5fFf3YjLU91WLdkaT+w6BcAH3JDQcAl0u4b9VEYhItJ9LYo0mQVJIFeBExLaXaoMOHh7rzvasNOvx8RgUk0oDGQBEm2dXZ0qipLs1mu39B18KNdbhq+KCQC2C4i2K4BayB9ch5ESW6IFce/TjMFbB5EHO3KV4MygXQ29zw1qMH8PdXHoHbLVxpJyIxiZQTGRgEA9252DKpBM++fRBzjGXwAiGVUp6YNga3rqoFABw43QG724vFm74Ied6y6WNRqsvxP+b1erHktjFY8kaYpiW3j0WX243K0gJ/vfJ4KqREWsDKeuREEXi9WHr7mLDNg5bePhZC9oxn7jbFi0G5gBLNDbe2Ncd+ElGG8aV/nDbb0W7tgsvjxd+PtPqD4OpyPZZPH4sOhwvvHzyLj4+cQ01VWUire4fL7V9wuWJGBRZvqQ9bUeXhzfX4xffG+9NYpBIJPPBi/hQDFp2vU56rlKLT4YLX64U8Kwtrapv8+47nNnq0BaysR04UqtPlwY/W78aLd16Bh6VZ6LB1IU+VDZfbg/947VO8OnuCoONj7jbFg0E5EaU9X/rHGbMd7VYnrrlsMG4ZOxQSSXdN7zylDKfMdqjlUtRUlYU0DlpT24RrLhvs319g86Bwr7E6LqSQyeVSPPzHL0JaVQPdM/a3jh3qL7V4w8hC5CplONxsCWl0FIhNPYgS02EPTesMzDizhNne35i7TbEwKCeiASFcDrYvjWXF3w7iv759edTmInnKC6fDTnt3o6EfT74E148sRLPZAYlEgobmDni9gFKWhZZOJzRKGdTZUhw43RF2TL6yjIUaJW4YWYhHbx2Fn/3pnxHzxH3Y1IMoMVq1DP9711X4+HArijRKOFwedDrdOGOy4X/vugpOgVrZEyWCQTkRiZ7J6kSLxRlxdjlSDrZvtruytAAKaRY2Rmh1vfHTo3jklu4GHpPL9cjPycbKmZVYt6sJL7zfAKB7xvy12RPw0oeN/seA7pzV3//watz5m0/QYnGGjN3h8qAwT4Gl08eGBORA+DxxLgwjSoxaKsXxdhveqj8VlHZmNOgwXJ+DkoAvvURixaCciETLZHXitNmOE202SCQSf6rJhGEFQbPL8TQRcrg9uPPqYVhTGzxT/q0Rg3Hfty6D3eXBn37yTeSrsqGWS7FuV1PQgrGaqjKs/rAxYufOFTMqcNf63SHvr5BloUAth8XuijtPnAvDiBLj9Hjx6s4jYb90v7rziP9LN5GYMSjPIL2pc67RaNgFlARxst2GRX/eG9Rq3pdqsnBjXdDssskWOkMdyOHyQAJgbW1woK2WS/H9icPwzNsHg4LtDT+cGFJarbIkP2I30NrGViy6eUTI40aDDs0dDkwYVoAjLZ1Rx9gzT5wLw4ji53C5MWvisLDpaXONZXC4WLWMxI9BeQZwWjsASRaqq6sTfq0mPx9Nhw8zMKd+5U9HaQyfjuJbONlicaLT6Ya9K3q+qEKWBa8XIYsx777mEjSb7agxluHOicP8M2sdjtBFYb7uoJF0OoIv+kaDDgumlGP4IDW0ajk0yuhfHMLliXNhGFF8JJBg7a6mkDtZvp8f5Uw5pQEG5RnA5bABXg+qFv4K+UUXx/06a3sztv38/8FsNjMop34VTzoK0N06e8mb+zGuJB9Ggy7kggx0NwWq/9oUsnhSLZfi5tFD8cTW/SE5qLdVFEMtl/rLGALB3UHDyVdl472fTobJ1gW1XIocuQz56mzmiRP1g569BwLtamyFcFXKieLHoDyDqPIHJ1QXnUgosUoC+mat1XIpdja04POjbVg9qxJZkISku8y7rhxZEi/UiuCOfjVVZXiqR0AOdF/An9q6H4/cMhIPb97nf7zueHvEwL/KoENBjtxfuzwc5okTpU5nmLtbiWwnEgMG5UQkOrFKAipkWZhcrkeW5EId8XxVNv77psvxgGQE2qxOuNxe7DnWhrvWf4ZvlObjyWljgoLqaDniOxtb8cDNI1Bt0PuD/DW1TXht9oSQwN/X5TNaQA50p+TYnG7c961yPHzLSEglEkizJNCFqVNORInJUUQPZ2JtJxID/pUSkehES/XwLZ5cMaMCHY4urJ5VGVJRxbe4y9dJc2djK7zwYsF15QC6Z8Nj5Yif7XBgjnE45hiH+zt//uNf53DbuKFYfOtImG0uaJSymDPkQPga6r765AzIifpOKkHQl+hA1QY9pJIwLyISGQblRCQ6kVI9qsv1eGraGBScz9V2tLhDKqoAoQtCge48dYfL3d1h01iGwXmKqGMo1qrw7DsHse3gWf9jRoMOC64rxyC1HCOGaOL6XSLVUA9Xn5yIekcuzcK86y6FB96QNSLzrjNALo2+JoRIDBiUE5EoxVMS0O7y4PNj7Zg/xYDKkvyg2sRrapv8C0IBQCWX4tfbD2NksRaFGiXcHm+UmTUd3B4vvjWyCHdOHOafKT9jtiMrK/aiz0DRFq32rE9ORL1jd3uwYGMdVsyowIM3j4DF7kauUoZmsx0LNu7B7344UeghEsXEoJyIRCtcScDA7p4ejxcrZ1aGrU28cmYl8pQyzJ9iwMFTZqizpfjB1cNxymQDADR3OPDo1FF46s39QaUSjQYdZhvLMHvtP/D9q0pRpFFiUI4cnQ4XTprsWPrWAbw5vyruQDrWotWe9cmJKHEWexeemVGBNT3KIhoNOjwzowIWHmeUBhiUE1Ha6Jmb/d79k/H8+19FrE286KYR+OJYGx6bOhoWexdkWRL4UkvdHi9Otdtxz5RyLLp5JDodLlgcLtQdb8fCjXWwOt1Yva0RRoMOlaUFQUG/yRb/BT7WotVw9cmJKDGDchT45fsNEc8FT00bI8Swgpwx29HW6YTZ7oJGJUOBOvZ6FMosgiZZ7dixA1OnTkVxcTEkEgm2bNkStN3r9WLJkiUoLi6GSqXCtddei/379wszWCISlMnqxGOv78O4kny8NnsCXrrzCrjcXlSWFkAtl4Y8f1djK5wuD2obW/HUm1+iQK2AQiYJqlfs9npx5KwFVocLRRoF1n/8L6ze1uivTx64YDSQvcuNk+22uMbtW7QaDuuTUzoyWZ043GxB3bE2HD5rgckavTFWf+hye1B3PpXNd35YM+dKzJ9iQN2xdnS5oy/sTrVjrZ24/49f4KZf7cT3fv133PTCTvzXH7/AsdbonX4pswg6U97Z2Ylx48Zh7ty5mDFjRsj2Z599Fs8//zzWrVuHyy67DEuXLsUNN9yAQ4cOIS8vT4ARE5FQWjud+P5VpRFTVXyz24HOWhwAgJ2NLXB7vXB7gbfqT4Xc3p5/nQHwwp/DbrJ1wd7lxsdHWkP2azTo8PGRVvzP9sNxLdJkfXIaSKJVEirOVwk2rk6HK2oqm5B1ys+Y7Xhoc33ILH5tYyse3lyPX3xvPGfMCYDAQfnNN9+Mm2++Oew2r9eLF154AYsXL8Ydd9wBAFi/fj2KioqwYcMG3H333f051Ix24sSJhF+j0WjYBZSSyuXxRm2jHVhpxSew4oLHC6z+sDHi65+8bUxQDvvJdhte3n44JCCfayzzB+rxLtKMZ9FqOIH58xpVNvSsaU4CEnMloQK1HL94L3Iq21IB01faOp0Ru43WNrairdPJoJwAiDinvKmpCadPn8aNN97of0yhUOCaa67Bxx9/HDEodzgccDgc/p/NZnPKxzpQOa0dgCQL1dXVCb9Wk5+PpsOHGZiTX1+PTY/HG7WNdmClFaA7gK473u7/2e5yR3293RU8y16cr8Kjt47C8XNWf/WVwHxzILFFmuEWrUYj1hlJGnjiPTbFXEnI4fJEPb5j9SVIJbM9+ix9rO2UOUQblJ8+fRoAUFRUFPR4UVERjh49GvF1y5cvxxNPPJHSsWUKl8MGeD2oWvgr5BddHPfrrO3N2Pbz/wez2cygnPz6emxandEvXIEX3cAZbd/PnQ53pJee33/odqlEgrvW7474mlQt0hTzjCQNPPEem2KuJBRrbLG2p5JGGT3UirWdMofoq+lLJMFtuLxeb8hjgR566CGYTCb/v+PHj6d6iAOeKn8wcvRD4/6nzi8UesgkQn09NrWq6EFoySA1/vDjq7HhhxNRWVrgn9H2BeiyrOgt/bRhAmyhFmnGMyNJlCzxHptiriQU672FHFtBjhxVBl3YbVUGHQpy+AWbuon269mQIUMAdM+YDx061P94c3NzyOx5IIVCAYUieqc+Iup/fT02fQHyjjDBanW5HupsKawOF4Zolagsycdz3x3nTzl5cNNePPtvFagu14cNdqvL9SjShI5NqEWaYp6RpIEn3mNTnyvHDSMLcflQTUizrkOnzIJWElLKslBl0IV09wW6A19lAg2/kq1Io8Sy6WPx8Ob6oPFVGXRYNn0s88nJT7RBeVlZGYYMGYL33nsPlZWVAACn04nt27djxYoVAo+OiPqbVi3H0tvHhL2wPXnbaBw7Z0On0wW1XIZ1u5r8DYHUcilWzqzE7z45itmThsPjDc5NrzbosXBKecT37e0izb4Q84wkZS6tWo5Hbx2FhzbXBy2q9gWXQqZUdXk9eGzqaDz55v6Q88NjU0ejyytsScRSXQ5+8b3xF+qUK2UoyGGdcgomaFBusVjQ2HjhwG5qasIXX3yBQYMGobS0FPfddx+WLVuG8vJylJeXY9myZVCr1Zg1a5aAoyYiIZisTjy59UuMLy3AXGOZf5ZOnyvHU299iW0HzwLoDsJfmz0BgAQ7G1tQU1Xmr9ryyZFzqKkqQ83512tV2bB3uTF77T+idulMdJFmX0W7K8Da5iQUk9WJxVv2hS3t98iWfYKudVBLpVj+9kHMNZZh0c0jYLG7kauUotnswK/e/woP3TRCkHEFKtIoGYRTVIIG5bt378Z1113n//n+++8HAMyePRvr1q3DAw88AJvNhnnz5qGtrQ0TJ07Eu+++yxrlRBmoxeLE+wea8f6BZv9j3Y1B2oKCBKvTjbvW78Yjt4zE4ltHwuPx+mf1fF06A702ewKsTreoUkJY25zESMzVV7o8XvznN4dj9bYG/10yAKg26DB/Sjm6PN4oryYSB0GD8muvvRZeb+QDRSKRYMmSJViyZEn/DYqIRClcnvXEYYNQWZKPB8/PjOUpZThjtmPRpr14ePM+/HVhVcxSaL7tYksJESJthigaMa91sHa58bM//RMv3nkFHpJmocPWXdu/y+3BPb/fg//5j28INjaieIk2p5yIKFDPPGt9rhwX61R4pMft9CqDDr//4dW48zefwOp0oyBGEFuYp8ANIwtFmRLS32kzRNGIea2Ds8uN1+ZciSfe3B9yPnhtzpXoFNGdMKJIRF8SkYgyl8nqxOFmC+qOtUEmlQSVJ1wxoyIkIAe681uf2rq/O81DlR21rKHRoEPDmQ48euuojA1+Az/jw2ctMFlZbpHCE6pEaDx0uYqQgBzoPh88+eZ+6HJZlY3EjzPlRCRKPTtaquVSrJlzJbwAdja0oFCjiNq6+qGbR6IwTxExPzuwwdCEYQUZ2ZCHXUMpEdEqIC29fYygx4/VGbljb21ja9jmYERiw6CcUubEiRMJPV+j0bADKAEI39HS6nSjZt1nePTWUXjs1lE41xl9RrfT6fIHCcX5Kjw1bQwaz1rgcHn89ct9DYaEXqQmBHYNpUSFq4DkO5ae2volnvvuOMH+ZsTc0ZMoXgzKKemc1g5AkoXq6uqEXqfJz0fT4cMMzClilQer042H/lKPD+6/BlpV9PzVnvmv56xO3LV+d8Tni6n6Sn8QcyUNEqdwFZB6bhfqb0bMHT2J4sWgnJLO5bABXg+qFv4K+UUXx/Uaa3sztv38/8FsNjMop7iqPAzNV0Xt4NezdbWYF6kJQcyVNEicxPw3I+aOnkTx4l8ppYwqfzBy9EPj+qfOLxR6uCQi8QTQvtbVVQZd0LZIravFvEhNCPySQokS89+MB148euvosOeDx6aOhgesU07ix5lyIhKdeDtaJtK6mg15grFrKCVKzH8z+hwFHt5cH7Gj57LpYwUbG1G8GJQTkegkUuUhkdbVbMhzAb+kUKLE/DejVcux6KYRWLy5PqSj59PTx/LvmdICg3IiEp1UVnlgQ54L+CWFEiXWvxnfOWNcaQHmiKwyDFG8GJQTkeiIucrDQMMvKZQoMf7N8JxBAwGDchKVRGubA6xvPhCJucoDEYkPzxk0EDAoT4Jz587BbDbH/fzeBJ4DXW9rmwOsbz4QibnKAxGJD88ZNBAwKO+jc+fOoezSS2Fub0/4tS6XK/kDSlO9qW0OsL75QCXmKg9EJD48Z9BAwKC8j8xmM8zt7Zjy3y/HXWu79egB/P2VR+B2u1M8uvTjq21OmU3MVR6ISHx4zqCBgEF5kqjzC+MOJq1t4ReiENEFYq3yQETixHMGpTsG5UQkWmKs8kBE4sVzBqWzLKEHQERERESU6ThTTkSiZbI60WJxwmzvgkaVDX0OZ8GIhMbjkig1GJTTgMD65gPPyXYbFm3ai509Fm09M6MCxfkqAUdGlLl4XBKlDoNySmusbz4wmazOkAs/AOxoaMGDm/Zi1cxKzswR9TMel0SpxaCc0hrrmw9MLRZnyIXfZ0dDC1tmEwmAxyVRajEopwGht/XNmfYiTmyZTSQ+PC6JUotBOWWkvqS95Gk02LF9O/Lz8+N+DQP5xLBlNpH48LgkSi0G5ZSRepv2YjrVhJ0vPoDKysqE3o/564lhy2wi8eFxSZRaDMopoyWa9mJta044mGf+euLYMptIfHhcEqUWg3KiXuhtDnt/OXfuHMxmc8KvE1OaDVtmE4kPj0ui1GFQTjTAnDt3DmWXXgpze3vCrxVbmg1bZhOJD49LotRgUB6gN7OLvaneQZmpN38rbrcbUqk04fcxt7djyn+/DHV+YdyvY5oNERGRcBiUn9eX2UUAcLlcyR0QDRh9qfQiyZLC63H36n3luYNEnWJDREREFzAoP89sNvdqdrH16AH8/ZVH4Hb3LnCiga+3lV58f1u9fR3/JomIiNLHgA/KvV4vAMRMS+no6AAAeFyehIIZj8sDAOg8dwYyWXwfZ+e5swm/ZqC/Lh3G2NvX+V7j8fTub6u3r0v0d7O1dY+zo6Mj5vGSl5cHiUQS977DiffYJKL48dgkEqd4jk2J13f0DVAnTpxASUmJ0MMgGlBMJhM0Gk2f9sFjkyj5eGwSiVM8x+aAD8o9Hg9OnjyZlNmDTGI2m1FSUoLjx4/3+QSfqQbyZ5iM40nIYzOd/ttwrKkxUMea7sdmMqTTf1ux4GeWuEQ/s3iOpwGfvpKVlYWLL44/H5eCaTQaHqB9xM8wPDEcm+n034ZjTQ2ONZQYjs1kSKf/tmLBzyxxyfzMspKyFyIiIiIi6jUG5UREREREAmNQTmEpFAo8/vjjUCgUQg8lbfEzFK90+m/DsaYGxzpw8fNKHD+zxKXiMxvwCz2JiIiIiMSOM+VERERERAJjUE5EREREJDAG5UREREREAmNQTkREREQksAEflHu9XpjNZnA9K5G48NgkEicem0TCGPBBeUdHB7RaLTo6OoQeChEF4LFJJE48NomEMeCDciIiIiIisWNQTkREREQkMAblREREREQCY1BORERERCQwQYPyHTt2YOrUqSguLoZEIsGWLVuCtnu9XixZsgTFxcVQqVS49tprsX//fmEGS0RERESUIoIG5Z2dnRg3bhxWr14ddvuzzz6L559/HqtXr8Znn32GIUOG4IYbbuCKcKIkM1mdONxsQd2xNhw+a4HJ6hR6SEREAwrPsxSLTMg3v/nmm3HzzTeH3eb1evHCCy9g8eLFuOOOOwAA69evR1FRETZs2IC77767P4dKNGCdbLdh0aa92NnQ4n9scrkez8yoQHG+SsCRERENDDzPUjxEm1Pe1NSE06dP48Ybb/Q/plAocM011+Djjz8WcGREA4fJ6gy5UADAjoYWPLhpL2dyiIj6iOdZipegM+XRnD59GgBQVFQU9HhRURGOHj0a8XUOhwMOh8P/s9lsTs0AiQaAFosz5ELhs6OhBS0WJ7RqeVLei8cmkTjx2Eyt/jzPUnoT7Uy5j0QiCfrZ6/WGPBZo+fLl0Gq1/n8lJSWpHiJR2jLbu6Ju74ixPRE8NonEicdmavXneZbSm2iD8iFDhgC4MGPu09zcHDJ7Huihhx6CyWTy/zt+/HhKx0mUzjTK7Kjb82JsTwSPTSJx4rGZWv15nqX0JtqgvKysDEOGDMF7773nf8zpdGL79u2YNGlSxNcpFApoNJqgf0QUnj5Xjsnl+rDbJpfroc9N3i1VHptE4sRjM7X68zxL6U3QoNxiseCLL77AF198AaB7cecXX3yBY8eOQSKR4L777sOyZcuwefNm7Nu3D3PmzIFarcasWbOEHDbRgKFVy/HMjIqQC8bkcj1WzKhgniMRUR/xPEvxkni9Xq9Qb/7RRx/huuuuC3l89uzZWLduHbxeL5544gn8+te/RltbGyZOnIgXX3wRY8aMifs9zGYztFotTCYTv/0TRWCyOtFicaLD3oU8ZTb0ufKUXyh4bBKJE4/N1BDiPEvpRdCgvD/w5EIkTjw2icSJxyaRMESbU05ERERElCkYlBMRERERCYxBORERERGRwBiUExEREREJjEE5EREREZHAGJQTEREREQmMQTkRERERkcAYlBMRERERCYxBORERERGRwBiUExEREREJjEE5EREREZHAGJQTEREREQlMJvQAiCh1TFYnWixOmO1d0Kiyoc+RQ6uWCz0sIiISCV4nxINBOdEAdbLdhkWb9mJnQ4v/scnlejwzowLF+SoBR0ZERGLA64S4MH2FaAAyWZ0hJ1oA2NHQggc37YXJ6hRoZEREJAa8TogPg3KiAajF4gw50frsaGhBi4UnWyKiTMbrhPgwKCcagMz2rqjbO2JsJyKigY3XCfFhUE40AGmU2VG358XYTkREAxuvE+LDoJxoANLnyjG5XB922+RyPfS5XFlPRJTJeJ0QHwblRAOQVi3HMzMqQk64k8v1WDGjguWuiIgyHK8T4iPxer1eoQeRSmazGVqtFiaTCRqNRujhEPUrX/3ZDnsX8pTZ0OeKp/4sj00iceKxmVnEfJ3INKxTTjSAadU8uRIRUWS8TogH01eIiIiIiATGoJyIiIiISGAMyomIiIiIBMagnIiIiIhIYAzKiYiIiIgExqCciIiIiEhgDMqJiIiIiATGoJyIiIiISGAMyomIiIiIBMagnIiIiIhIYAzKiYiIiIgEJvqg3OVy4ZFHHkFZWRlUKhUuueQSPPnkk/B4PEIPjYiIiIgoKWRCDyCWFStW4H/+53+wfv16jB49Grt378bcuXOh1Wpx7733Cj08IiIiIqI+E31Q/ve//x3Tpk3DLbfcAgAYPnw4Nm7ciN27dws8MiIiIiKi5BB9+kpVVRU++OADfPXVVwCAf/7zn6itrcV3vvMdgUdGRERERJQcop8pX7RoEUwmE0aMGAGpVAq3242nn34aM2fODPt8h8MBh8Ph/9lsNvfXUIkoCh6bROLEY5NIHEQ/U/5///d/+N3vfocNGzZgz549WL9+PZ577jmsX78+7POXL18OrVbr/1dSUtLPIyaicHhsEokTj00icZB4vV6v0IOIpqSkBA8++CDuuece/2NLly7F7373Oxw8eDDk+eG+8ZeUlMBkMkGj0fTLmIkoFI9NInHisUkkDqJPX7FarcjKCp7Ql0qlEUsiKhQKKBSK/hgaESWAxyaROPHYJBIH0QflU6dOxdNPP43S0lKMHj0adXV1eP7551FTUyP00IiIiIiIkkL0QfmqVavw6KOPYt68eWhubkZxcTHuvvtuPPbYY0IPjYiIiIgoKUSfU95XZrMZWq2WuXHUL0xWJ1osTpjtXdCosqHPkUOrlgs9LFHisUkkTjw2MwuvW+Ih+plyonRxst2GRZv2YmdDi/+xyeV6PDOjAsX5KgFHRkREFIrXLXERfUlEonRgsjpDTmwAsKOhBQ9u2guT1SnQyIiIiELxuiU+DMqJkqDF4gw5sfnsaGhBi4UnNyIiEg9et8SHQTlREpjtXVG3d8TYTkRE1J943RIfBuVESaBRZkfdnhdjOxERUX/idUt8GJQTJYE+V47J5fqw2yaX66HP5Up2IiISD163xIdBOVESaNVyPDOjIuQEN7lcjxUzKlheioiIRIXXLfFhnXKiJPLVe+2wdyFPmQ19Luu9RsJjk0iceGxmFl63xIN1yomSSKvmyYyIiNIHr1viwfQVIiIiIiKBMSgnIiIiIhIYg3IiIiIiIoExKCciIiIiEhiDciIiIiIigTEoJyIiIiISGINyIiIiIiKBMSgnIiIiIhIYg3IiIiIiIoGxoydlLF9rYbO9CxpVNvQ5A6+rWSb8jkRE1Hu8TiQuVZ8Zg3LKSCfbbVi0aS92NrT4H5tcrsczMypQnK8ScGTJkwm/IxER9R6vE4lL5WfG9BXKOCarM+SAAoAdDS14cNNemKxOgUaWPJnwOxIRUe/xOpG4VH9mDMop47RYnCEHlM+Ohha0WNL/RJQJvyMREfUerxOJS/VnxqCcMo7Z3hV1e0eM7ekgE35HIiLqPV4nEpfqz4w55ZQUyV70kMqFJxpldtTteTG2p4NM+B2JiNKJ2BZUapTZUMulqKkqQ2VJPhwuD5TZUuw51oY1tU28ToSR6msrg3Lqs2Qvekj1whN9rhyTy/XYEeYW1ORyPfS56b/qPBN+RyKidCHGBZX6XDnWzLkSq7Y1YPW2Rv/jRoMOa+ZcyetEGKm+tjJ9hfok2Yse+mPhiVYtxzMzKjC5XB/0+ORyPVbMqBgQpaAy4XckIkoHYl5Q+eK2RuxqbA16bFdjK178sDHCKzJbqq+tnCmnPoln0UMif6TJ3l8kxfkqrJpZiRaLEx32LuQps6HPHVi1WTPhdyQiErv+uq4lqsXixM7G8OPaKeC4xC6V11YG5dQnyV700J8LT7TqgR+gZsLvSEQkZmJdUCnWcaWDVF1bmb5CfZLsRQ9coEhERAOJWK9rYh1XJmNQTn3iW/QQTm8WPSR7f0REREIS63VNrOPKZAzKqU+SveiBCxSJiGggEet1TazjymQSr9frFXoQqWQ2m6HVamEymaDRaIQezoDlq7+arEUPyd4fiQ+PTSJx4rGZGmK9rol1XJmICz0pKZK96IELFImIaCAR63VNrOPKRGmRvvL111/jBz/4AXQ6HdRqNcaPH4/PP/9c6GERERERESWF6GfK29raYDQacd111+Fvf/sbCgsLcfjwYeTn5ws9NBI5sbU0JiIiEhteK8VD9EH5ihUrUFJSgrVr1/ofGz58uHADIkEketIQY0tjIiLKXGIMfnmtFBfRL/QcNWoUvv3tb+PEiRPYvn07LrroIsybNw8/+tGP4no9F6ykv0RPGiarE/M31oXtoDa5XI9VMysFPxESj00iseKxmXxiDH55rRQf0eeUHzlyBC+//DLKy8vxzjvv4Cc/+QkWLlyI3/72t2Gf73A4YDabg/6RcExWJw43W1B3rA2Hz1pgsjoTfn3PExnQ3Zr4wU17w+4vnpbG1P94bBKJ00A6Nvt6zUnVmBK9jvUHXivFR/TpKx6PBxMmTMCyZcsAAJWVldi/fz9efvll/Od//mfI85cvX44nnniiv4dJYSRjZiCek0bPb/JsHSxOPDaJxGmgHJtinI0Gencd6w+8VoqP6GfKhw4dilGjRgU9NnLkSBw7dizs8x966CGYTCb/v+PHj/fHMKmHZM0M9OakwdbB4sRjk0icBsKxKdbZaEC8wS+vleIj+plyo9GIQ4cOBT321VdfYdiwYWGfr1AooFAo+mNoFEWyZgZ6c9LwtQ7eESFPjq2DhcFjk0icBsKxKdbZaEC8wS+vleIj+pnyn/70p/jkk0+wbNkyNDY2YsOGDXjllVdwzz33CD006iEwl8/hcmP+FAPUcmnY58Y7M+A7aYQT6aTB1sFERJnFbO+CWi7F/CkGvDZ7Al668wqsmXOl/zokZCpGb65j/YHXSvHpU/WV3bt348CBA5BIJBgxYgQmTJiQzLH5bd26FQ899BAaGhpQVlaG+++/n9VXRCZcLp/RoMNcYxkWbqyD1ekOev4H91+DSwtz4973g5v2Bn2b9500hkbJE2TrYHHjsUkkTul4bB45a8GRlk6s3dWEXY2t/sd916FL9Dm4ZHB815xU6O11rD/wWikevQrKT5w4gZkzZ2LXrl3+Jj7t7e2YNGkSNm7ciJKSkmSPs9fS8eSSbqKVVTIadKgsLcDqbY3+x3pTaincSQOA6Gq+Uvx4bBKJUzoem2fMdtz/xy+CAnKfKoMOv/jeeBRplAKM7AKxBr9irJ+eqXqVU15TU4Ouri4cOHAAl19+OQDg0KFDqKmpwV133YV33303qYMkcYuWy7ersRU1xjL/z729LaZVB58kxLrKnoiI+p/F7gobkANAbWMrLHYXigT+ftHzOiYGvJaKS6+C8p07d+Ljjz/2B+QAcPnll2PVqlUwGo1JGxylh1gry7WqbGyZNylpMwOxVtmz4QERUWYRa4UTMeO1VHx6FZSXlpaiqyv0D9zlcuGiiy7q86AovcRaWV6glsedPx4PMa+yJyKi/ifWCidixmup+PSq+sqzzz6LBQsWYPfu3fClpO/evRv33nsvnnvuuaQOkMSvv1eWc0aEiIgCibXCiZjxWio+vQrK58yZgy+++AITJ06EUqmEQqHAxIkTsWfPHtTU1GDQoEH+fzTw9XdZJc6IEBFRIJb3SxyvpeLTq/SVF154IcnDoHRXnK/CqpmV/bKynA0PiIiop/68Dg0EvJaKT5/qlKeDdCztRLGJueYrxYfHJpE48djMHLyWikvcM+Vms9l/cJrN5qjP5UFMqZbMGRHWaCUiokxUnK/Cz787Dm2dTpjtLmhUMhSo5YLXdM9UcQflBQUFOHXqFAoLC5Gfnw+JRBLyHK/XC4lEArfbHWYPAxsDu/gl67NKRs3XU+02fPTVWRTmKeBwedBm7cI/ms7h2ssGc5aAiCjN8FqcmNPtNvzrnBU5CincHi9cbi+aWjrh9XgxhNfAfhd3UL5t2zb/ws21a9eipKQEUqk06DkejwfHjh1L7gjTAIvvxy8Zn1WyTromqxNHz1mxde/JkLbMZfocqOVSnsyJiNIEr8WJMVmdsDjdWLWtIegaWGXQYcltY2CyCl8SMdO+ZPUqp1wqlfpnzQO1traisLBQVDPlqc6Ni9Zivjft5AeyZHxWJ9ttWPTnvdjZ2PeT7tGWTjy8pT5sFzijQYdlt4/FMH1OQvuk+DFvlUic0vHY5LU4ccdbO/HQ5nrUhrkGVhl0WD59LEp0wl0DM/FLVq9KIvrSVHqyWCxQKjMrDyme4vvUra+flcnqDAnIfa9dtGkvTNbEPutOZ+S2zLsaW9HpdCW0PyIiEgavxYmzON1hA3IAqG1shcUp3ARrrG6jiV7v00VCJRHvv/9+AIBEIsGjjz4KtVrt3+Z2u/Hpp59i/PjxSR2g2A304vuRbh315paSyRb9IGqzOlF3rC3i/po7HCEBuc/OhhacMTsSGmtnjBNOrO2JivWZJfs2Xabd9iOizJUO12KxnZMt9ugTTxaHcBNTLRYnPj/ahvlTDKgsyYfD5YEyW4o9x9qwprZJ8G6jZ8z2lCyOTSgor6urA9A9U15fXw+5/MIHIpfLMW7cOPzsZz/r86DSyUAuvh/p1tHS28fgya1f4v0DzUGPR7uldLLdBnuXJ+r7mWxduGv97oj7a7dFP6m2WZ3491c+8f98w8hCPHrrKCzesi/s7a98VfT/NtnSLJxstyXlNlms23DJvk2Xibf9iChzif1aLMZzcq4yegiYq+hVK5uksDi6sHJmJdbuasLqbY3+x40GHVbOrESnQ7gvWcfOp/30zMNfNn0sSvuY7pNQ+sqHH36IDz/8ELNnz8bf/vY3/88ffvgh3nnnHfz6179GeXl5nwaUbgZqa99ot44e3lyPEUM1IY9HuqXk29fHR1phNOjCvp/RoEPd8fao+8uRS8O88gJVj+2XD9Xgoc31EW9/aVTZqI7w367aoMdHh5qTcpss1m24M2Z7Um/TZeptPyLKXMrsLFRFuL5UGXRQZvcqWzcpxHpOVspifGYy4T4zrSoba3c1haSY7mpsxdpdTdDEmFRLlTNme0hADnSn+zy8uR5nzPY+7b9Xn/jatWvTZvFHqg3U1r7R8vNqG1tRWZIf8nikvD3fvtbUNmGusSwkMDcadJhrLMOa2qao+8uRy6IG9T1VluRHzBnf0dCCTocLK2ZUhATm1QYd5lYNxys7jiQlFzFWrmNbZ3JzIZlbSUSZpsPhwpwI15c5xjJ0CJyKIcZzssPtifqZOdzR726nkt3librmy+4SZmxtnc6I46ptbEVbZ9/+Wwp3b2IAGYitfWPl5zkiHBDh8vZ8+7I63Vi4sQ41VWWoMZbB4fLg4gIV3v3yDBZurIM1TA534P7y1dlYMKX7TkzPEobzryvHh4eag14baYz+cdm6cMngXDx66ygcP2eFw+WBQpaFuuPtmL/hwnj6mosY67M0x8jrS/T90yG3kogomUzWrpDri+98vnBjHdbNvVKwsYn1nNxhd0X9zNbXXCXIuADAbIt+XYy1PVViXa9jbY+FQXmSJKORjZjEys9TRLitFS5vL3BfVqc7KD/stdkTgn6Otj+tWo5hg9S4taI46ATS3OGAvcuNX28/EtcYe+5bKpH4c9nj/Z0SEeuz1MTI60v0/cWeW0lElGwaVXbI9SWQkOc9sZ6T85SyGJ+ZcCFirOtirO2pkupxCZcwRKIWLVe+qkf+t0+kHPpo+2rucCSUkz80X4XvjBmC4bocFGuVGK7LwZQRhdjw6dGQmfa64+0R8+UC952qdQEmqxOHmy1we70Rc9cnl+tRkJPc9x+o6xyIiCLRqrKj5kdrBcpBBsR7Ti5Qy6N+ZgUCTjQW5MQYW45An1mKx9Wr5kHpJB2bIIjFyXYbHty0FzvCVF95auuXeK9H9ZUVMyoitqY/1tqJh3s0KfA1J5BKs8K+T7T9xTNWX/WVR7bsi7lv3+t3H21DTVWZP2e+pECNIo0i4bsggSvt1XIpVs6sxLpdTUG/f+A4In3WiXwGPd8/mftLBR6bROKUrsfm0dZOLA5znXl6+lgME7AJDgCcarfho6/OojBP4S/vd8Zsx3WXDRa0nb2YP7NIcUMyqpyIdVwMyikqX13VnrnykR6PtI//+tM/MWKoxl9v1Je3duiUGc99dxwA9Dknv69jNVmdaLN24dEt9djZI3hOpGxVuM5yarkUNVVlmHSJDspsKbSq0HEk8pn25fMQCx6bROKUzsfmyXYbTLYu/3lPq8oWRRnYZHajTpYzZjse/stejCzWhlybD5w0YdkdFUmpvd3XMfrrgStlKMhJTj1wsY6LQTml3OFmC65/fnvE7R/cfw0uLcztxxGFl6w2zeny+wqNxyaROPHYTK5kXVuS7eApM2761c6I29++tzqk/DGlFnPKKeXEuvK8p2SVrUqX35eIiFJPrCURU11JhBLH6iuUcv298ry3rYyTFUyLdaU9ERH1P7FO1GiUMn9qZbhW9kJVOMlk/MQp5Xwrz3dEuHWXzJXnfWllnKxguj9/XyIiEjexTtQMypF3lyX+sDGklf1rsydgkEAVTjIZ01co5fqr62lfWxknq2zVQO3ySkREiRNrSUSFLAsvfdgYtpX9Sx8djtnrg5KPM+XUL3xdT9utXeh0utDpdCNflQ21XJq094gnby9aQOwLpiOVEkwkmB6IXV6JiChxyby2JFOLxRlUaSzQzjiumZR8DMoHqN7mVadqvyarE6fNdpxos0Eikfhz1iYMK0haSahk5O0lM5geaF1eiYjEzlcS0WzrglaVDY1ISiKKcaJGrLnumYxB+QDUl7zqVOw3XH1Wo0GHlTMrsXBjHR7ctDcpJaGSlbfHYJqIKP0cPd/UZZcIG+EA4ru25Cqih4A5MbZT8jFhaIDpa151svfrf11j8Ot2NbZi7a4m1FSVJVwSyte+vu5YGw6ftfjfW6x5e0RElFon220hATkA1Da2YvHmepxstwk0MvGSS7NgjNAy3mjQQS5liBhJpDikr/g1aIDpa151pPSU3u432ut2NbaixlgGIP7bZLFm68WYt0dERKllsnWh7lg75k8xhC3vZ7J1iSKNRUzabU7MPX8NDvwyYzToMNdYBpPNCUD4Owxik6psBIBB+YDTlxyxaH9oFkfv9htrPA6XB0B8qSWxZutXzawUZd4eERGllsXehZUzK7F2V1NIeb+VMyvRGeMalolyFdmY+eqnqKkqQ42xDA6XBwpZFuqOt2Phxjq8Ob9K6CGKTjxxSF/iDQblA0w8edXhZsMBRPxDW7RpL568bTQ2z5sEs82Fz46ew5raJlid7qD99mY8CllW3Kkl8c7Wiy1vj4iIUkuXq8ALHzSELe8HAE9NGyPEsERNnyvHhGEFQV9ifJjyGV5fsxFiSauEoeXLl0MikeC+++4TeiiiFSuvWpmdhfkb63D989sx/aWPcf0vtmPBxjqcNtsj/qHtbGjBkZZOPPfuIXR5PPjypAkrZ1b6yxlGO3ijjcdo0KG5wxF3aglXihMRUThdbk9IQO6zq7EVXW5PP49I/NhTI3GpjkPSZqb8s88+wyuvvIKKigqhh9JrySxTGGlfvoPs8df3YfRFWlQZ9HC5vchVypAjl+LTpnM4cMqM+VMMmFBaAK06GzJpFtqtXVgz50p//h2AoNa7hXkKVJYWYMOnRzGqWOtfpLn3eDuendH93+RwsyXieB7ctBe7j7b59wkAFxeokK+Wo0ijhMnqDKlhXpinCPp8xNQVLVUlJ4mIKHEWuytqy3iLwyX0EPF1mxVmu8tfrjFPKcNFBWpBx+Rbi9WzjORQ5t+Hleo4JC2CcovFgjvvvBOvvvoqli5dKvRweiWZCwNi7as4X4XHp47GQ3/Zixfeb/A/x2jQYf51Bmz40dX45XuHML4kH8+9eyhkgceLs66AF168VhuamzfXWAaZRILV2xrx6C2j8KOqMnQ63Zi/sS7qeFbNrESbtQuPbqkP2ufkcj2W3j4Gp812/KrHrcfq89/WfZ+PWNrXp3KRBxERJS5XKYuaUx6r/F+qibVc47HWTjwUZlzLpo9FqQjKSIpNquOQtEhfueeee3DLLbfgW9/6ltBD6ZVklimMZ18mqxMP/aU+pFPXrsZWrP6wEZ//6xz+7RslWLurKWz+3SmTDWtqw29bu6sJWnX3N0GLwwW7yxP37/bo6/tCxrSjoQWLN9ejsdkS8n47e+xDDLfaUlVykoiIek+dLY14TVu3qwnq7OR1j07U123WqOUav26zCjKuM2Z7SEDuG9fDm+txxmwXZFxiluo4RPQz5X/4wx+wZ88efPbZZ3E93+FwwOFw+H82m82pGlrckrkwIJ59AQipC+7jK0NYqFFEzL8r0ihRGyU378GbJQC6S1A5my1x/W7Rxr2zsRVzzpdlirYPQPiuaKle5DGQifHYJKKBcWxanO6I17TaxlZYAgoT9Dez3RV1bGa7Cxf185gAoK3TGXVcbZ1OFGmU/Twq8UtlHCLqoPz48eO499578e6770KpjO8PY/ny5XjiiSdSPLLEJHNhQDz78sbYh8PlgcUe+QTlK1MYSZu1C0aDDnXH2zFqqCbmeID4SyNG24ePkNVVuNi098R4bBLRwDg2zTbxnpvFOjazPXqefaztmSxVcYio01c+//xzNDc34xvf+AZkMhlkMhm2b9+OlStXQiaTwe0ODSwfeughmEwm/7/jx48LMPJgyVwYEM++4ilDqFFF/j6mkEX/s5BlSTDXWIY1tU0xn+srwajKluKlO6/AmjlXYv4Ug79ySzzv2Z8LOGMR02LTdCPGY5OIBsaxqVGJ99ws1rFplNHnZWNtp+QTdVB+/fXXo76+Hl988YX/34QJE3DnnXfiiy++gFQamiOmUCig0WiC/gktme3f49mXPleO6mhlCM0OdNi7IrbXbe5wRHyPaoMeNqcbCzfWwep0o+54e8T9BJZgvOlXOzHv93tQs+4z1B1rCyqpWG3QRcxdE1ut1GT+t8w0Yjw2iWhgHJu5cimqIlyLqgw65MqFyynXKGVRxyZU8FuQI0e1IfK1viCH17P+JuqgPC8vD2PGjAn6l5OTA51OhzFj0qcRQDIXBsSzL6vTjfnXGUIONqNBhwVTynHp4BzM31CHucaykIC6ulyP6y4bHPY9jAYdZhuHY8H5gBwA1tQ2Ya6xLORLwORyPZZNH4vH39gfkoPtWzBaU1WGyeV6PD19LAyFuWHHkuoFnCarE4ebLag71obDZy0xF2qKYbEpEREFkwJYevvYkODXV+FEuJAcuKhAjaenRx6bUGURJQDmTzGguue116DD/CkGSAQZVWaTeL3eWCnIonLttddi/PjxeOGFF+J6vtlshlarhclkEvzbv6+2dTIWBkTal8nqxPyNdfj8aBt+PPmS7jrlHi/UcilkWRKos6X4zqpaWJ3ukJquClkWLtHnoGxwbsh75Chk2H20DU9t/TKokycA3DCyEEunj4XF7goaT2unE1N+sT3i7/D2vdUYqlX6x+2rU251uqENU6c82fpS2jCZ/y0zlZiOTSK6IB2PzYYzHbjn93vw4g+ugMvtRYetC3mqbMikEtzzuz148c4rUF6UJ8jYTFYnlv/tAO6qviRkbK/tPIKHbh4pyPXj0GkzTrbbccpkQ5FG6Y8DzpjtGKpVoThficuHpMd//4Ei7RKGPvroI6GH0GvJXBgQaV+B1UFeeL8hqE45APzx7qv9QbXV6Q5pr/vHu7+JssHh3yNHIcPfhhUE1eecXK7Hk9PGoEijRFHAsWuyOtFqiT7rbO9y+/ff34s3Y5U2XDWzMup4hFxsSslRWnYJTp44Eddziy++GMeajqR4RETUWxaHC181W3DD8zvCbu8UsHlQi8WJN/55Cvo8pX8SzOJ0Y8+xNrzxz1P4UfWlglxPvF7gN7VHwlZgMRp0ePSWUf0+pkyXdkE5RRerOkisBSXRctviLQN0st2GRX/eiznG4X0aSyqxtCGdPHEC//Zi5Ds5gf58zzUpHg0R9YVGmR21o6eQ1xuLoytqY6NOhzDVV7xAxJKIuxpbY1Zyo+RjUJ5G4mnt3rM6iFouxd3XXILrRxRCkS2F0+XBn+6+GhqVHBZHF5o7HFDIuk9cB06akCOXou5YW9D+z5jtaLM60WF3IU8hQ5akezW5MluK02Y7Dp2xQKOSoUAth1KW1T0D3diCCWUFWDZ9jP+2WOAJ8hvDCgRdFJmupQ3j+RsgIso0+lw5fltzFRrOdAQ9fpFWhd/WXCXo9SZfJcfvPz2KJbeNhsvthdnWff6WSSV4dcdh3HNtuSDjinX3QMi7C5mKQXmaiDf/ObAFrFouxYuzroBanoUOuwvL/3YQdcfasXJmJV7o0dK+yqDD0tvHYtZvPsXxNhuA7lzxR24dhcWb64OaCRkNOsw1lmHjp0cxc+IwfyUW3z4OnDJDLZdi7EVarK1tCuriaTTo8NrsCRiiUQoaTMZquZwjcEvmcPqSA09ENNC53B5srT8VdG0zGnRYMFiYoNfH4/Vg3rXlWLwltJ390tvHwuON3hskVXIU0Ze/xtpOySfq6iuZJlIlkERauwdWB7n7mkugkmfhyNlOrP6wsbubZ1VZ2FbEtY2tWLylHtMqL/QVu3yoBg/3CMiBC9VTRhZr/VVUfPt4ZEs9VsyoQE1VGV7rEZD7XvvSh43IypJE/Z1TTS7NiljK0WjQQS4V16GRyN8AEVGmOdfpxCs7j6CytACvzZ7g74tRWVqAV3YcxrlO4c6RsqwsPLl1f8jYxpcW4Kmt+yHLEuZ6kyuPXqoxVy6+yamBjp+4SESbBbV3uRPKf/blfp/rdOKkyY5CjdIfhFeW5Ics7vTZ1diKmoB29/E8d/W2xqDX1Da2YtHNI6K+dmdjK7rcHkFnftttTsw9P+6esypzjWUw2ZwAclI6hkQwB56IKDK7y41ZE4eFzdueayyD3RW5i3WqdXZFH1tnlzBjc7g9mGMsC8ktNxp0mGMsg8MtzAx+JhPXdGCGijUL6vJEX24RKf/5sdf3wWTrCmphH62dfc/t8T635/M6He6Yr/V6IejMb64iGws31gXNXLw2ewIqSwuwcGMdchTi6syZrjnwmai07BLIsuUx/5WWXSL0UIkGDAkkYe8C++7sSoSsuu1F1LEJtaKyw+6Keh202JlT3t84Uy4CsWZBPTGC8nCrylssTuxsbMWcgFlsIHo7+57b431uz+dpVdlwxxiz2+MVdOZXnyvHhGEFYWfzxdiZs+cC3p6ErCxAweKt6sKKLkTJI+ZKImIdm0aZHbY0sg+vK/2PM+UiEGsW1Op0R23tLsuShORkWxxdmD/FAO35KikbfjQR86cYsO+kKWIudbVBj/qvTVDLpZg/xYDBeYqILXiNBh3qjrf7/9enyqCDLEsCp8sd8bWTy/WwOqN/A0/1zG+6deb0LeANR4xfIoiI+pOYK4mIdWy8rogPZ8pFINYsqFaVjWdmVODBTXuDGvdUl+sx7zoDbl6509+h89FbR+Ebw/KRo8jGP4+1BX0DrjLoUFNVhoqL8gGE5pDNu86APcfO4cVZV+CUyYZzFiceuXUklm49gJ2NLUHP9VVfmWssw8KNdf7H5xjLsPxvBzCuJB+zjcPhgTfofXxBb8+uoD315Rt6vGUD4627Lga+LxE9/wbE+iWCiKg/5UXpsRHP9lQSa5UTXlfEh0G5CASWMezJ921Vq5YHBZC+tvc16z7zB+S+5gRft9tQd6wtbIUViUSCn914ORbdNAJOlwdnLQ7IpVmoO96Ou9Z/hr/Mm4T2TifeOl9WyteM4f9ddymys7KgVnTXOlfJpZg1cRikEgme++44KGTd+/CVR7xz4jAs2FiHmqoy1BjLkKfMhi5H7v9dTFZnxN+5ug/f0HsuHvV9UbmiNB9WpzskSE+nzpzp9CWCiKg/yWVZqC7Xh02LrC7XQx4jHTOVfFVOelYyA4SvclKcr8LPvzsObZ1OmO0uf8+RIo1SsDFlMgblIhDvt1VfAGmyOnHKZIdWlY3Vs67AnmNtkGVdWOTiq4oSzs6GFsyZNBx3rd8ddnuHzYVV58snAvDnm63e1gijQYdFN43AL9/7Cvd9qzziPoDuxZ+BuWof3H8NLi3MDfmdey72NBp0mHetAWZbV9RgM9xsOICQgNz3ReWhv9QHfa7pWts7nb5EEBH1lywv8PjUUVjyxv6g4LfKoMPjU0chS8CkcrsrepUTe4zCCKl0qt2Gj746i8I8BRwuDywOF+qOtePaywZjaBpeI9Mdg3KRSKiFfY9Attqgx8O3jMQL7zcASKzCSk85ClnUBSkSCeJKPwlc/BkpN02WJcHNY4ZgzqThcLg8/tn2u9Z/hitK8/GL740P+209UinFJ6eNwedH2/yPRarJ7qvwsmpmJQNcIqIBwA1g2V8PYHxpAeYay4KuKcv+egCP3DJKsLG127qwMODOceDYFm6sw29rrhJkXCarE0fPWbF178mQLwtl+hyo5VJeI/sZg3IRiTULarI68djr+zCuJN8fyPpa1581O3Dft8pRXa6HxwO8tbAKClkWHF0evH/wDH69/Yg/kC4ZpMKaOVei/ut2eL3A2Iu0cLg8KFBnI0cuxa//4xtQyqRweTyQZkkgzZJAlyPvLikl8cLp9iBPKYuYfhK4+DNabtq5Tice3rwv5HG1XIrxpQXdddbbbdCospGrkKHT4YLL48VTb+4PaUq0o6EFj76+DzVVF+4SRKuV3tcKL76ZeoujC/lqOZznZxh6psfEm99ORES9Z+tyo+GMBfd96zLIpFnoON/KfnCeAq/XfQ2bQLXAASBHLoVaLkVlST4KNQpY7G7kKWWoLMmH+vw2IbRbu/DKjsOoLC3wf1nwxRSv7DiMx28dLfj1KtOuoQzK00hrpxPfv6o0pAHBlBGDMeOKi/DqzsP+2XKgOzief50BV5cNQsVF+bhnwx5Ulubjnf1nsKa2qbsu6YeNIa+5q6oMHq8Xa3c1Bd0G9C3w3PDpUdw9+VIsvX1MSMfPKoMOT08fiw6bE9PHXxQ159kcpgZqYMpJz0Wqc4xlyJJIQgJyH19qjk+sOwa9rfDim6n//GgbVs6sxLPvHApZzPrMjApIADwgUHMkIqJM4nK58du7rsIjW/aFtLL/7V1XwSxg1+OcbCn+8ONv4vE3Qsf2hx9/E9kClVC3uVxRmxrZXMLWKReywaBQWBIxjbg83rDpGKOKtXhsy76wLe1Xf9iIw2c7ccpkwyO3jMRcYxnW1DZ1zyh/2Bj2NWtrm3DKZAtZlOJrdDCuJB+Hz1rQZu3C/OvKsXVBFTbPm4R159sG//ztgxis6T5gjrR0BpVqDKQJsxo+UspJ7fn3lmXFf/aKVWe9NxVeAhs9xUqP+eirs4I1RyIiyiSDchQhATnQfe14dMs+DMpRCDQyICtLEhKQA91jW/LGPmQlcF1LJjE3XIrVVHGgXkMZlKcRj8cbNt+7siQ/4uzxrsZWFGmUKNIocVlRnr86SmVJfsTc8Z3nXxNO3bF23Dx6KN6qP4VpL+7C91/9BLeuqsVz7x6Cy+vFH/5xDLdfcTF+9scvcP3z2zH9pY9x/S+2Y8HGOpxstwXtqyBHjqoeNdOjjWtXYysKcqIH0hcXqPx1V3111MPpbQ3WwEZP0ca6o6EFhXnhLwK+1BkiIkoOi9Md8Xxc29gKS4x1UKkk1rF5vNGbGsXoAZhSsZoqDtRrKIPyNBKp4U48CzsdLg+aOxz+vPLeLgatqSrDU1v3R/xmvWJGBdbuagqb893z222RRoll08cGBeaxxuVye6MG2kM0SqyaWYkP7r8GN44sxNO3j01qg6DARk99WVCb6uZIRESZpMMW/Zwq5DnXLNKxWcKkkCayPZViNVUcqNdQ5pSnCZPVCbVchpfuvMK/EGNNbROsTnfMNI1w23vzGiD64sldja148OYRUWePey6uLNXl4BffG++vkRqrwYPJ2oW5xjL/+/mEKx/pk8za3oGNnnr7GQJsX0xElEx5qujnVCHPuRqRji03xvU21vZUitVUcaBeQzlTngZOtdvw132n8XVA+kexVokXZ10BtVyKuuPtqI4we2w06HDGbEez2e6viAJET+2oPv+a3rDYo9+GC/fttkijxIihGlxVNgjFWmXEtr9Ggw67j7Vh4cY6VJYWYMMPJ+Iv/28SPrj/GqyaWRmxpqpWLcelhbkYX1qASwtz+7RyO7Atcaz0mOYOR8RtbF9MRJQ8SllWSDqkT5VBB6WAzYO0quyoY9PGCNpTRcyfWeC1tqeBfA1lUC5ygXVE71q/G/N+vwc16z7DW/WnoMzOwt3XXIIDJ0148vYxqO7xB9xdfaUchsJcXHXJIHx50uTftqa2CQumlKPaEPyaaoMec6vKMFSrCgk4jQYdLoqx4jnc4s1Asb7d+poK9TwYq86vBvfdHdh7vB1l+hxcMazvgXYiAse3prYJc41lIZ+Tb9b+2ssGJzV1hoiIwnN5PXj01tEhQWaVQYfHpo6Gyytcg57ifBWe7pGqCVyoViZkJZFon5mQIsUCA/0aKvF6vQKm8qee2WyGVquFyWSCRqMRejgJO9rSiYe31IdNCak26PDktDFQK2SwOVyApLtzWIfNBbVCCpVMiiwJ8I9/ncOz7xzC968qRWVJvr9xwTmLA9+8RAdLlxsWuwsaZTY8Xi/uePljAN3544HPrzvejqkVQ7H0rQMRWxmvCNOZ1GdyuT7uhj2+2qS+lJNcZXedcrNNHO3lfePrdHRBq5LD6fag0+EKGVvP30PocYuJ0MemLFuOf3txe1zP/fM918DVFd/Conj3m8g+ifqT0Mdmbxxt6cSKtw9gxjdK/LXAc5VSNJsd2PT5cSy6aSSG6XMEGZvJ6sTDm+txxxUXh4xt854TeHr6WEGuCyarE4s312O6yMbVc4yZdA1lTrlA4i2I3+l0Ra2S4nB7UBahUgoAHDxlxgObulvMh8sFf2tBFQpy5BgxpPvE++VJk38xaLjn3zJ2SNjA2/ftdWi+Cs9E2R7vwRT4PLO9C5AA+hw5LhmcG9frUy3edvfxPo+IiHrP2uXCHd8owZoeJf58NbetXcItWmyxOPFW/Wm8VX867Paf3nC5INcJrVqOh28Z1efrdSpl2jWUQbkA4i2Ib7I60emInqP9dZsNQzXKhBr09Ny+4u2D/hnsHLkMRoMu7BcBo0EHdbYMxfmqqIsnc+RSPDVtDDqdLlidbmhV2SjMUyR0YGVi0wAiIuqdTodblK3sAcBki35HzBSjOksqxbqeU/9iUN7PwhXEV8ulqCjJx79aOnHaZEO+Wg65NAtL3tiPe28oj7nPU+cXZQYeRCarE2fMDkgAvDnfCECCbYfO4Nfbj/hnwgEgVynFjoYW/z7y1dlYMKX7PXvONiyYUo58dbb/vcIdtNGCaa06jg8IsZsGxJsCk+4yrb0wEVFv5SplsDrdEauDCVlJRC2P/t5qubSfRhKdF4CA/YIIDMr7Xc+C+OHays+fYsCXJ02YNXEYDpw0o9qgx87GMDncBj3qv+5evNlu7cKwQWoMzVd1B8Z//mdQrfDuRZ8GVFyUj3s27IHV6UaVQYdmc3eFkCNnO7HsrQN4ZkYFhg9S49aKYtxVdQlkUgkK1NnwegFVdvQTR7KC6XiaBgz04JR3CoiI4qeQZaG6XB9xvVOsErapJM2SRL2OSwXq6Al0V3f76KuzKMxTwOHyoM3ahX80ncO1lw2OWNGMUodBeT/rWRA/XKv2ypJ8AMDaXU24qmwQ5l13KTzwhsxcz7vOgH/8q/uxVdsacGtFMaaMKMSiP+8Nad7je+0tY4eipqoMXxxrw2NTR2PWq58A6D6hBQbP3xkzBG3WLjy6pT5oX9ECw2QF05naNMCHdwqIiBIjk0gw79pL4fGGuVZea4BMIlzgq5BmRb2OK6TCfGEIrO7Wc1xl+hyo5VJea/oZSyL2s54F8cO1ane4PP7HxxRrcdf63agsLcBrsyfgpTuvwGuzJ6CytAB3rf8ME4YNQt3xduxqbEVhngJtnc6w38aB7sC8SKPELWOHYq6xDLNe/QQtFieqDTp/DfPA9rWPvr4vrs6cPskKpjO1aYBPprYXJiLqLYvTHfVaKVQrewBwuD1Rx+ZwC1Ousd3ahVXbGsJ26F61rQHt1oE9ASZGnCnvZ76C+L6VzoGt2NVyKWqqylAySIXj52z+7dHy5KRZEqypbfI/N9bCTofLg3ZrF+5avxtA9zfiJ6aNQUOzBWvmXIk9x9rQ6eg+EBOd9U5WMN3zMwo0kJsG+GT6nQIiokSZbV1Rr5VCnjctDlfUsXU6hKkME626267GVnQ6hatYk6k4U97PehbE9+W5+XLL64614Z39Z/wdvmLlwVmdbv/CTYUsK2bzHoUsC/nqbP839VvHDsWbe0/i7v/9HDXrPkPdsTZoVHJYHIkHhsnqwJWpTQN8Mv1OARFRosTayh4Q7zm9M8bdg1jbKfk4Uy6AwBJEHq8X1eV6jCvJ9+eWHzrdgWnji7HxRxMhgQQbfzQRuw63+rtZ+hgNOuw51ub//80dDowYkhdxsYvRoEOz2Y7BeQrM+/0eVBl0mGMsw1NvHfA/Z1djKx57fR+emjbGP3PvayCkzJZiz7E2rKltCnsS8QXTyah5msllmjL9TgERUaLylDJUGXSoDTPzW2XQIU/A6iu5McYmVGWYWJ+JkJ9ZpuInLpDAkoIrZlTgXy2dWL2tEWq5FM/MqMCSN/YH3VaqMuiwcmYlFm6sg9Xp9jdEWLix7nxllXLYu9xY9tYBPHnbaDz2+v6g3PLA50izgL/eW42/1p/y7y/QjoYWdHk8WDPnSqza1hB0y81o0GHNnCuDAsOepft+/t1xSem+mWlNA3yS+eWGiCgTuFwuLL19LB7ZUh8U/Ppa2btcwqViWB0uPDZ1ND7/1zkUapT+Sa4zJhsmlA2CVaD0FakkRlUYARfHZioG5SJQnK/CaVN3Dnm4aiwAUNvYCgkk+P0PJ8LmdOPiAhXOmO34w4+vBgB8eKjZX4P8uxNK8I3hBbj3W+Vwebz+Gqi+5zz33XGQSMJ37PTxeoEXtzWGXQCSJZFg9cxKANFL94ml+2Y6yuQ7BUREicrKkuKJN/djfGkB5vZoHvTkm/vx+NTRgo3N5fWirdOJt+pPBX1hqDbocMngXOgEuvspzZJgbtVwAN6gog7VBh3mVg0XtFRjpmJQLhJaVfdBWVmSHzFY3tnYgjnG4bhr/W68fW81vvvrT8I+z+314oX3G/DC+w1ht8dTr9Xt8Uas4rIzoAIIS/elTqbeKeiL0rJLcPLEibie63YzX5JooOh0uvHBwbP44ODZsNt/9m3hjneZRIKVYaqc7GxshQfA0mljBBmXLkeO5X89gHGlBZjT44vMxk+P4bnvjhNkXJlM9EH58uXL8Ze//AUHDx6ESqXCpEmTsGLFClx++eVCDy2pfHnEgdVYwvFt71llxZf/fUVpAdTZ0oh56FUB5Q+NBl3YldeTy/Wwxlh17VvoGalCy+6jbWi3dvW5IyW7WlIiTp44gX97cXtcz/2/nxhTPBoi6i/mGK3qhay+YutyR61yYusS5guDVi3HE9PG4MFNe4MmA5kqKRzRB+Xbt2/HPffcgyuvvBIulwuLFy/GjTfeiC+//BI5OTlCDy9IuAASQNjHzpgdMNm6kKOQQimTIksCPDltNCyO6Aenb5Y7TynD9p9dC5vLDYvdBV2OHI+9vi/owKou1+ON+VVwdLng8Upw8LQZxkt06PJ60elw4drLBmP+dR5/8A4Aj946CleU5sPt8UYdR54yGxZHF+ZPMQQtBN17oh3ZUgkmXzYYjWctkEgk/sWh3xhWgOXTx+LiQeq4Pjur040HwqTGrJhRAbVcihaLEyabE2qFDFkSCWRZEugYtBMRZRyNKhslBSq8eOcVkEmz0GHrvpZ0uT245/d7BK2+0ul0Q58rx4oZFSjUKGCxu5GnlOGM2Y5Fm/aGrOvqT8X5Kiy7Yyw67N3rwLSqbOQqZaLp5plpE3OiD8rffvvtoJ/Xrl2LwsJCfP7555g8ebJAowoVLre6ulyPe64zoGbdZ7A63VDLpVg39yqs+uCroPyt7kWYBkglEuQoZBEXXhjPz3JXGXRwuT148p2DmDlxGPafNOEfTedCb401tODxN/ahsrQAdcfacO/15XB5vXhky76QcW5dUAWpRIJHtuzDQ3+px/wphqgz6fpcOaRZEtQdawv+ImDQY951l+Lff/2J/0RjDFik+uBf9mLFjApcVHAhMI+Ulz7vOgM+P9oW9N67j7bh6DkrXtzWGLKQda6xDMv/egBPTBvDVvRERBkkXy7F/951FRZv2RdSJOF/77oKCgEXLRaos/H7H16NJ7eGFnD4/Q+vhkANPQEAR1s78fDm+pBxPT19LIbphJ34jLZmbaBe49OuTrnJZAIADBo0SOCRXBCuLbpaLsW4ku4Z5//5wTe6K5nMrAwJyIHu21erP2xE41kLvjxpxkPfGYFqgy7oOb6g88uTJswxluFX73+FkcVarN3VhOsuL4x6a8zXHbSx2YLFm+tDUk52NrRgyRv78fGRVn+gu6a2CXONZTD2GIdvphoAHu1x8gO6895Xf9iImqqyoDGs3dWEmqoy1Da24mir1d8RNFpL+VXbGoL2A3QvhF21rSHkS4vvPS4fqonYcZSotzxeQJYtj+sfc9VpoDNZnTjcbEHdsTYcPmsRxfnWBYQE5EB3kYRHtuyDkG1wFNKskIAc6B7bU1v3QyFQVP51mzUkIPeNa/HmenzdZhVkXED02GAgX+NFP1MeyOv14v7770dVVRXGjAm/MMLhcMDhcPh/NpvNKR9Xz7bovkZAa3c1Bc0i//6HE0MCcp9dja2oMXYHoM1mB/77phFYJJHgnNWJAnU2XG4vTNYujCrW+ssYzpw4LGoFFR9fHnqRRhnx/Xc0tGD2pOH+n61ONxZurENNVRlqjGXIUcjQ6XDBMDgXQ/NVONxsibgQNPB3CfdYu63L3xE0Wkv5cPuJthDW9/zV2xrDdhwlYQlxbCaL1+PCv/3Prriey1x1SjeJHJtinb20OCPnbdc2tsIiYIqIWMdmtkfu6Fnb2Aqz3YWL+nlMPtFig0hdxQeCtArK58+fj71796K2tjbic5YvX44nnniiH0cV2hY9UllDU4yFKIGLPK1t3SUS5/1+T8znx8pH8+Whx7uI1D+GgLbAL915Beb9fg+2zJuEYciJ2Qo+3Hv5HlPIsvyLbhLdT7y/A1vRi48QxyYRxRbvsRlr9lLIiltiXujZIdKxifkzixUbDNRrfNoE5QsWLMAbb7yBHTt24OKLL474vIceegj333+//2ez2YySkpKUjq1nC91Is7mxShHGU6ow3PNlWZKI+d/GgGor6mxpyMJM3yJMq9Md9f0vLDDt/l1jtQ0Oty+FLMs/nunjL+rVfuL9DNmKXnyEODaJKLZ4j00xz15qVNkJd6HuL3mq6O8t1Ng0Ih0XEDs2GKjXeNEH5V6vFwsWLMDmzZvx0UcfoaysLOrzFQoFFApFP42uW8+26JFmc+uOt0cNns+Y7ZBAAi+8OGmy4yKtKuLzq88Ht0aDDrWNLZh7Ps0j8LmBXT/VcikKNYqQhZm+RZj/949jaO5whLyP7zl1x9uDWrxHawUf+EWg5+8311iG//vHMejP54pH2091uT5kTM0dDlSX68NeGMKNk8RDiGOTiGKL99g02aLn8ca6G5xKGrkUr82egNUfNoZc416bPQGa8030hKBVZaPKoAtqHORTZdBBGyM4ThWNUhZ1XBqlcCFitNhgIF/jRb/Q85577sHvfvc7bNiwAXl5eTh9+jROnz4Nm80m9ND8fG3RJ5frAUSezfUtnqw+/zyf7uor5TAMzsXFBSoM1apw4KQJFxeosGBKechiy2qDHnOrynDgpAlzjWV4ZccRLNxYh1vHFuPt+6rxx7uvxoYfTkRlaYE///yRW0Zi+V8PhO3QuW5XE5bcNhrXXjbY/zsEjm2usQyHTpmD6pb2/J39YyvXY8GUcn+Jxe7x6vD41NE4a3Hg//5xDE9OGxNzP5PL9Xh2RgW+M2YIPrj/GmyZNwkf3H8NvjNmCFaEeX6kcRIRUXKo5dGDNLWAgW8WvHjpw/BdqF/66DCyEL3MbyoV56vw9PSxqOpxLfdVOREqF/+iAnXUcQVWSetv0WKDgXyNl3i9XuH+UuMgiVDGaO3atZgzZ07M15vNZmi1WphMJmg0miSPLpivnqbH68WTW78MO5s7ZcRg/ODqYchXyeHyeIPqlMuyJLC53HB7AJO1CxqVDIrsLGRBAmuXG1aHG3kqGSQAPB4v1HIZbC43Omwu5CplkEsl+LrNjpJB3Qe43eWBxe6CWiGFNEuCm17YGXHsH9x/DS4tzPX/DiZbF9Ty7tdJo9T/9j0/sBU8AP9jOQoZ5NIsmGxO5Cgit4oPt59oB12i4yTxScWxKcuWJ9Q86N8TWLyZ7Of++Z5r4OqKr4JAIp1Kiy++GMeajsT1XKJwIh2bX53pwBNvhlYRAbonRpZMHY3yorz+HKrfgVNm3PyryNe4v91bjZFDUxsDRPN1ayfMThe8kKDD1oU8VTYk8EIjl+EigUsPft1mhdnu8l9/NUqZoAF5oERjg3SXFukr6SKwLfqKGRV4cNPeoFsvRoMOsyYOwwN/3otnZlSELAatLtdj3rWX4q71u4NqfP/3t0fg19sbcWlhXo9cudM4dMqMx6eOxkN/2RtUWaW6XI/l08f6T0J1x4LrfffkWzSRaGv3SM8PfSz6SSdZ70s0ECXSqfTP91yT4tFQppJlSaKmSkqzhKsFbnFEL3oYa3sqnTHb8UCY0oNA96z0L743HkUapQAj63ZRgVqwKiuxZNq1XvRBeboqzldh1cxK/zc8uSwLf9132l9mMFx1lp0NLfB4vaipKvPnxO1qbIVK1oD515fj5+8cDMmVm2ssw4k2a0ipw50NLUGNejJ10QSRWPlqn8eDtc9JDHQ5ciz/6wFUlhagxlgGh8sDhSwLdcfb8X//OIbnvjtOsLHlKaKHM7G2p1JbpzNq6cG2TqegQTmJB4PyFDFZnWjucKDd1oUcuRRZWRJ/QO2rzhK4Utzp9qAwT4lsqQR2pxtXlBb4V42PKNbgF+8cDJsrBwA/u/FyAAi78txk60Kuwhlz0USuUobDzZZ+bWWbae1ziQKx9jmlG61ajiemjcGDm/YGTRCJIc9XJZdGXbSoEjDf3WyPPksfaztlDgblSWSyOtFu7YLF6YLF7oJMmoVdjS14ZccRPHLLSFQb9NjZ2AKHyxOxwVBgxZTK0nysnFmJLIkkasOcB2+WRNxftUGHp24fi+H6HDwTJqVmcrkeS28fg8Wb6/H+geagx1PZDEKsDSiIiCiynneBxZLna+ty4dFbR+OprfuDAvMqgw6PTR0NW5dwgW+sKiZCVjkhceFfQpKcarfh6DkrVm1rCM4TN+ixelYlHvhzd2MFwAuFLCtiCovv58AUlrsnXxr1vdusXZFTYhpb8ejr+7B6ZmXYk2muUhYSkAOpbQYh5gYUJE7xLnRkmgdR6okxz1cCCVa8fQDjSwswt0dqzTN/O4BFN40QbGwFOfKos/gFOeL6LEk4DMqTwGR14qOvzmLr3pNhguIWAF58/6pS3LV+N/7w46uRq5BBlS2N2S7e9/8fvnlk1PfPzpJEbT+/M6CpQ8+T6dGWTsy8qhR3XHFxSDOhVDWDEHMDChKneBc6Ms0jfqzoQgOJxwtsO3gW2w6eDbv9v78tXFBepFFi+fSxqG1sQaFG6U8vPWOyocqgZz45+TEoT4IWixOFeYqICzl2NrZijrEMVqcbJ9ps0P3/9u48Pqr63h//azL7TGYmMEMg1IDRibIFTAUFshRwabFoBapXalsErrdeAbF82yIuuFxZtLUWpaUPuSL21vUni/S21uWqSLAqapAoiERBQtlMmsxkJpl9fn8kM8xyZktmcs4kr+fjMQ+dcz7z+bzP53w+c94ZznxGr0JBgqUeQyJ/gKggyS921pZbUDpIh0On25PWJ/STtCfaOnH3joaoL4mGfkwotL55Ln7KdqD+fC6RlHBFF+pPUq2u4hRx9RUAkMsL8LeGU90f1HWpKbfgOxcWixgVSQ2T8iywu7wJf8UzJLRfr1LAXKhCpzeAP9z47bhPp0Mif4DojN0tuAxV6Ms1JUVaOD3J33BiV1cJ30KS4vaZXKzKwpVgiIgom3QqueBiB6Hrq5hf9Dx7vY3+F+LdvGWTYjApzwKjRol/OZP/CIhaUYDLRg3BiMFarHr506SfTkf+TH2N1Yy9X/8Lm+uOYGF1GRZPs0KjlMOkjf5yzTCjJqOfpE12C0no9plc/ZTtQP35XCIiyg29Uo4n50/Ehrca4xZPeHL+ROiV4iXlvGWT0iX8e/CUEUuhCmfa3aiK+anakBqrGaftLiy7/ALcE5OQA11J8FN7upLu0Oorm+uOoMZqwYLqsvCn6Pub2lBm0ePbIwfh/OLCqEmc6U/SprqFBEDOlrjq65/PtXV48OUZB+qPteLLbxywdaT3K4pERJQflAUyPLn7K1SOGIQn50/EH278NjbfNKnr+e4jUIr4w0a8ZZPSxU/Ks8CkU2HaBUNQZun61crYX+lcNWsM/vbpSTQ7PILfvg695u7vj8EPLhoOe6cX226dCo2iAG5fAH9edGncJ+NCMlmqKtUtJCMG61CSw6UJ+2pZLS69SETU/7V7/bjh0pEJlxlu94q3MhNv2aR0MSnPkpIiLXQqOdZcWwGHx4d2lw+KAhnqGpvxg9/vQYfHjz/c+O2kdRxpduLWZz7GjlunYtQwY3h76Ed2vmp2wqj1JP2RnXSXqkp1C0mxQZ2yjt7K9bJaXHqRiGiACCLpMsP3fH+MGFEB4C2blD4m5VkUSjK/POPA95+oi9sf+eVNIaH9kX815+qT3tAtJEI/JiT2L7NlC+/jIyIaGIJAwhXQ9jS2INi34UQZCNdbyg4m5cjs594TlY3cPlgv/FdxfVNbwh8QCH25M/Kv5tN2F452ryO+oKos/C3yTD/pTRSzVH+ZLVt4Hx8RUfadtrvQ6vTA7vLBqFVgkE4l+lrbqZY87BB5ScT+fr2l7BjwSXkmn0QLlb1idDHumTUGd+34NLxdp5Jj802TEASiyh46acfq2RW4O6IscPaetxc+OBb+q/lEWydWvPRJwlVa0v2kN9XxSfGX2bKF9/EREWXXsRYnVm5viPpUutpqxprZFRhh1osWV2GKn6rXS+Cn7Pvz9ZayQ/xRKqJM7jlOVPbCEmPcG1SHx4+FW/binlljsGrWGDjdvqi/ijd0/7Vs6/RCp5JDXiCDvECG31w3IfypezpriKf6pHeg31PN+/iIiLLntN0Vd70DgLrGFty5vQGPXH+RaJ+Yq+UFSX/KXi3nYnMkfQN6lKZzz3GqspWlRYL3sXV4/Fi5rQEFMhkuGhG9hKFJp8L5xYX49shBGFViRPlQA84bcnZ/qjXEK0uLAKT+pDeT4+uP+nrpRSKi/qzV6Ul433ZdYwtaU/xeRy65/QHcVFUWtzRxldWMm6rK4PYn/4E/IikY0J+UZ3LPcaKyqX7Jsyf3LaeKy+0LpPVJL++p5n18RETZYnclvy871f5cau/04bbn6rGwugwLq8rg9gWgVhSgvqkNtz1Xj6cXXCJabETpGtBJeSb3HCcqm2pFlZ7ct5wqriKtMq1PenlPdRfex0dE1HvGFPdlp9qfS4UaBTo8/qg1ymP3E0ndgL59JXTPsZDYT6ITlQ2tqJJOHdmIq6bcgvOLC9P6YZ9Mjo+IiCiZQXpVwutdtdWMQXrxrikmrTJpbCbtwPgQivLbgE7KM7nnOFHZQyftWDO7Iqv3LSeL6+G549P+Ig3vqSYiomwZatRgzeyKuOQ3tPqKmMsiDi/SYnWC2FbPruAvOFNeGPD/npPJPcfJymb7vuVs3QvNe6qJBpZAEFAoU89vvz/9nx1Pt04AGH7OOTh25Ku0yo4oOw8njh/Pap2UWyPMejxy/UVn1ynXKDBIL/465QAw0qzHwz+cAFunN3y9M2mVTMgpbwz4pBzI7J7jRGVzcd9yturkPdVEA0cw4MMP/7gnZbkXbqnKep0A8NLi76Rd74njx/HD3+/Kap2Ue0ONGkkk4UKGF2mZhFPeGtC3rxARERERSQGTciIiIiIikfH2FSIiyppM7j/P5L72dKV7nzqQm3vVM2lfViBHMJBeH/C+eqL+r98n5cFgEABgt9tFjoSo/zAYDJDJZL2qI9O56fell7ykW04KZftj+8GAD7M3vJNW2ZeW1KZdb7rj5MTx45i9/s20ym5fNiPr14ZM2n9pSS1+mGZfpRurGHOTiFJLZ27KgqHZ108dP34cpaWlYodB1K/YbDYYjcZe1cG5SZR9nJtE0pTO3Oz3SXkgEMCJEyey8unBQGK321FaWoqmpqZev8EPVP25D7Mxn8Scm/l0bhhrbvTXWPN9bmZDPp1bqWCfZS7TPktnPvX721cKCgpwzjnniB1G3jIajZygvcQ+FCaFuZlP54ax5gZjjSeFuZkN+XRupYJ9lrls9hlXXyEiIiIiEhmTciIiIiIikTEpJ0FqtRr33nsv1Gq12KHkLfahdOXTuWGsucFY+y/2V+bYZ5nLRZ/1+y96EhERERFJHT8pJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpH1+6Q8GAzCbreD32clkhbOTSJp4twkEke/T8rb29thMpnQ3t4udihEFIFzk0iaODeJxNHvk3IiIiIiIqljUk5EREREJDIm5UREREREImNSTkREREQkMoXYAaTjn//8J1asWIFXXnkFnZ2duOCCC/Dkk0/i4osvFjs0yhJbhwfNDg/sLi+MWiUsehVMOlWvy2arzXzU349vIMrGOT1td6HV6YHd5YNRq8AgnQpDjZocRZwejlUiojxIyltbW1FVVYXp06fjlVdeQXFxMb788ksUFRWJHRplyYm2TqzYuh+7DzeHt9WWW7Bu7ngML9L2uGy22sxH/f34BqJsnNNjLU6s3N6APY0t4W3VVjPWzK7ACLM+6zGng2OViKiLLCjxhUjvuOMO7NmzB7t37+7R6+12O0wmE2w2G4xGY5ajo96ydXiw5Ln6qAtySG25BY/Pqwx/YpZJ2Wy1mY/y5fg4N9OXjXN62u7C8hf3RSXkIdVWMx65/qI+/8Q8X8bqQMO5SSQOyd9TvnPnTkycOBHXXXcdiouLUVlZiU2bNiUs73a7Ybfbox4kXc0Oj+AFGQDeOdyMZoenR2Wz1WY+kurxcW72XDbOaavTI5iQA0BdYwtanX0/LqQ6Vgcazk0iaZB8Uv7VV19h48aNKC8vx6uvvopbbrkFt912G/70pz8Jll+7di1MJlP4UVpa2scRUybsLm/S/e0R+zMpm60285FUj49zs+eycU7tLl+v9ueCVMfqQNOf5qbb7YbD4Uj74Xa7xQ6ZKEzySXkgEMC3v/1trFmzBpWVlfjZz36Gm2++GRs3bhQsv3LlSthstvCjqampjyOmTBg1yqT7DRH7MymbrTbzkVSPj3Oz57JxTo2a5F8hSrU/F6Q6Vgea/jI33W43SkeeC4PBkPajdOS5TMxJMiT/Rc+SkhKMGTMmatvo0aOxdetWwfJqtRpqtbovQqMssBSqUFtuwTsJ7im1FKp6VDZbbeYjqR4f52bPZeOcDtKrUG01oy7BPeWD9H0/LqQ6Vgea/jI3vV4vvjl9Ctc8/Bco1Km/JOxzd2Lnr66G1+vtF8dP+U/yn5RXVVXh0KFDUdu++OILjBw5UqSIKJtMOhXWzR2P2nJL1Pbacgsemjs+6ktemZTNVpv5qL8f30CUjXM61KjBmtkVqLaao7aHVl8RY1lEjlXKBYVaC6VGl/KRTuJO1Jckv/rK3r17MXXqVNx///24/vrr8cEHH+Dmm2/GE088gRtvvDHl6/kt8vwQWqe43eWFQaOEpTD1OuXplM1Wm/lI6sfHuZm5bJzTqHXKNQoM0ktnnXKpjtWBJl/npsPhgMFgwJz1b0Cp0aUs73V1YNuyy9He3o7CwsI+iJAoOcnfvjJp0iRs374dK1euxAMPPICysjL87ne/Syshp/xh0qV/Ec6kbF/UI1X9/fgGomyc06FGjehJeCyOVSKiPEjKAWDWrFmYNWuW2GEQEREREeWE5O8pJyIiIiLq75iUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkcgUYgeQyn333Yf7778/atvQoUNx6tQpkSIaWGwdHjQ7PLC7vDBqlbDoVTDpVKK2G9rncHtRpFPB4wvA4fb1aXw9IVZfUrRcnYd8Ob+n7S60Oj2wu3wwaRVQKwpg6/SiUCPdmImIBgLJJ+UAMHbsWLzxxhvh53K5XMRoBo4TbZ1YsXU/dh9uDm+rLbdg3dzxGF6kFaVdGYBfbd2Pj75uxWPzKvHwq4ewp7GlT+PrCbH6kqLl6jzky/k91uLEyu0NUXOmymrGgqoyzNv0PiaOHCS5mImIBoq8uH1FoVBg2LBh4ceQIUPEDqnfs3V44pIMAHjncDPu2Loftg6PKO2+/cU32H24GQury/DUniNRyUVfxNcTYvUlRcvVeciX83va7opLyAFgT2MLntpzBAuryyQXMxHRQJIXSfnhw4cxfPhwlJWV4YYbbsBXX32VsKzb7Ybdbo96UOaaHZ64JCPkncPNaHbk5qKdqt1igxoAUFlaFJdc9EV8PSFWX0qN2HMzV+chX85vq9OTcM7saWxBZWkRAGnFTH1D7LlJRF0kn5Rfeuml+NOf/oRXX30VmzZtwqlTpzB16lS0tAhfXNauXQuTyRR+lJaW9nHE/YPd5U26vz3F/ly16/YFov6bSK7i6wmx+lJqxJ6buToP+XJ+7S5f0v2Rc0oqMVPfEHtuElEXySflM2fOxNy5c1FRUYHLL78cf/3rXwEATz/9tGD5lStXwmazhR9NTU19GW6/YdQok+43pNifq3bVioKo/yaSq/h6Qqy+lBqx52auzkO+nF+jJvlXiCLnlFRipr4h9twkoi6ST8pj6fV6VFRU4PDhw4L71Wo1jEZj1IMyZylUobbcIrivttwCS2FuVmhI1e6ZdjcAoL6pDVVWc5/H1xNi9aXUiD03c3Ue8uX8DtKrUJ1gzlRZzahvagMgrZipb4g9N4moS94l5W63GwcPHkRJSYnYofRrJp0K6+aOj0s2assteGju+Jwtm5aq3WkXDEFtuQWb645gQVVZXGKe6/h6Qqy+pGi5Og/5cn6HGjVYM7siLjEPrb6yue6I5GImIhpIZMFgMCh2EMn84he/wNVXX40RI0bgzJkzePDBB7Fr1y40NDRg5MiRKV9vt9thMplgs9n4138PhNZebnd5YdAoYSns23XKhdoN7XO6vTBpVfD4A3C6fX0aX0+I1ZdSJdbczNV5yJfzG7lOuVGrgEZRAHunF3q1dGOmvpWv102HwwGDwYA569+AUqNLWd7r6sC2ZZejvb0dhYWFfRAhUXKSX6f8+PHjmDdvHpqbmzFkyBBMnjwZ7733XloJOfWeSSfORTpZu2LF1Fv5Gnd/k6vzkC/nd6hRg6FGjdhhEBFRDMkn5c8//7zYIRARERER5VTe3VNORERERNTfMCknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiElleJeVr166FTCbD7bffLnYoRERERERZoxA7gHTt3bsXTzzxBMaPHy92KHnD1uFBs8MDu8sLo1YJi14FAGhxeuAPBOEPBtHe6YNeLYdWKUehWgGVogDNDg86PF4UaVVwevywu7wwaJQoVMnhCQRg7/SF6zPpVFFtOdxeFOlUcHsDsLu8KNQooFXK0eHxweHyw6RTQK2Qw+H2ocPjR5FWCaNWCbfHD4fHB2f3tmKDOly30HG1dXjh9PjgdPth0Ha1UaRVwqRThWOxdXqgUytQIJNBUSCDOSLeyLpO292wdXrD/SCTAcEgMFigfGzfho7X4wvA4fZ19aG8AHaXB0bt2e2x/ZXu+UpWPh2n7S60Oj2wu3wwahUYpFNhqFHTqzrz3T9bO2B3+WDv9MKkVcKgUeBbg3QAhMexzeWFXiWHXq0Ij7FItg4P/uX0ADLA7euaH4XdY0lRIIMx5jWR59mgUUAtL+ga+24/CtVdb8myAmCQVoUgkPD8RdZj0iqhVyvgcPnC46dQrRCcVy5fAK0dHrS7fDBqusaryxeAw+VDoUaBQpU8acyJxmYm4zfRe1M2xn8u5pGU2yWi/iMvknKHw4Ebb7wRmzZtwoMPPih2OHnhRFsnVmzdj92Hm8PbasotWDLdCpfXj//e/RV2N7aE980YNQR3XjUa9+/8DAdPteOZf5+MO7Y3YE9EmWqrGffMGoub//Qhmh0e1JZb8NDc8QgCWLF1Pz76uhWPzavEw68einvdTVVluGPrfqybOx5P7TkStb+m3IJbp52PRU9/iA6PP7ztobnjMbxIG3VcJ9s68fW/OvD4m4ej67BasPSycpQY1bhzx6dRx11lNWNBVRnW/u0g7v/BuHCdJ9o6seKlT6L6ocpqxpLpVpgL1bhrewPu/P6YuBhCfZvoeKusZqyaNRb3/+UzvPn5N+HtteUWrBM4pkTnK1n5dBxrcWKlwDlcM7sCI8z6HtWZ775uceJOgT5ZPbsCWnkB/l/3ed3wo0r85tVDcWNj6YxyjBysQ0nEGFr91wNYdvkF+K+/fCZY/huHGyUmLUqKtFHnWaeS47F5lXHzocpqxr9Xn4c2pxcb3jwcVWfo/KnkBfhlinpqrBbcOv3svNKp5Nh80yT8vrvORK+rtppx3zXj0OnxY1hMzCGxYzOT8ZvovWnxdCsWbtkbfg/oyfjPxTyScrtE1L/IgsFgUOwgUpk/fz4GDx6MRx99FNOmTcNFF12E3/3ud2m91m63w2QywWazwWg05jZQibB1eLDkufqoC0RIjdWMqypKsHL7p1Hbl8ywov5YK/Y0tuDJ+ROxOeZCHVLdneAuevpDAMDaORX42/6T2N3YHFVHrCqrGQuryhLWW2U1o3LEIGx4szG8rbbcgsfnVUZ9Gv+3T0/hf/efEKyjxmrBzIphuDPm2CLr39/UhsfnVXYd87P12N0Y30dVVjNmVZSg2KjB0+8ejYsh1LfJjrfaasZFMccjdEyxdcYSKp+O03YXlr+4L2Fsj1x/keifmPf13Pxnawd+tXV/wj554AfjMOORXVgyw4p9x1pRl2Cczho/HFeNGwYAWPJcPW6aei627DkSlTzHlgeAGaOK8Yv/75PweU42ftbMHoe/NZwUjKHaasaSGeW44Yn3UtYTOa9iy6Uav0tmlKPMoo+KOVJobIb6IZ3xm2ysp/MekEwu5lE6xGo3l/L1uulwOGAwGDBn/RtQanQpy3tdHdi27HK0t7ejsLCwDyIkSk7y95Q///zz+Pjjj7F27dq0yrvdbtjt9qjHQNPs8AheIABgd2MLigWSscrSovDFudioFrxQA0BdYwuKjerw82KDOpzYRtYRa0/365Ltrywtitr2zuFmNDs8UcdVbEhcx+7G5oSJZqj+UJ3NDo9gQn42Vg2KjWrBGEJ9m+x46wSOR+iYYutMp3w6Wp2epLG1OjOvs7fEnpt2ly9pn7h9AQBd51UoGQa6x4ZBfXYMHW5GsVEtmJBHli82qNHqjD7PycbPUKMmYQx1jS3Qq+Vp1RM5r2LLpRq/erU8LuZIUXMpzfGbrGw67wHJ5GIeSbndbBJ7bhJRF0kn5U1NTVi2bBn+/Oc/Q6NJ71O9tWvXwmQyhR+lpaU5jlJ67C5v0v2h5CPRNofLn/T1kfsjXydUb6LXpRtXe8Sx2F3elG0k2x/a1+7yptVHoXhjY0inrWT722PaThVLbPl02F2+Xu3PBbHnpr0zRT9370/nvEaOoXTGtdsXiOvzdMZqIonmYLK6Ysul00aqcZLOXEo0f4Skeg9IJhfzSMrtZpPYc5OIukg6Kf/oo49w5swZXHzxxVAoFFAoFNi1axcee+wxKBQK+P3xF8OVK1fCZrOFH01NTSJELi6jRpl0v1oRf9ojtxVq5HH7I0Xuj3ydUL2JXpduXIaIYzFqlCnbSLY/tM+gUabVR6F4Y2NIp61k+w0xbaeKJbZ8Ooya5F8XSbU/F8Sem0Ztin7u3p/OeY0cQ+mMa7WiIK7P0xmriSSag8nqii2XThupxkk6cynR/BGS6j0gmVzMIym3m01iz00i6iLppPyyyy5DQ0MD9u3bF35MnDgRN954I/bt2we5PP5iqFarYTQaox4DjaVQhdpyi+C+GqsZZ+yuuO31TW2otpoBAGfs7vD/x6q2mnHG7g4/P9PuDrdV39SGqgSvq+p+XbL99U1tUdtqyy2wFJ69F9NSqMKZ9sR11FgtgscWWX+oTkuhCjUJ+qiqu4/O2N2CMaRzvNUCxyN0TLF1plM+HYP0qqTncJC+7+9xFXtuGjWKpH0SSgjrm9pQk2wct7vDY6i23IIzdnfK8mfa3Rikjz7PycbPabsrYZ3VVjOc7rMfSKSad6FxGFsu1fh1uv1xMUeKnEvpjt9kZdN5D0gmF/NIyu1mk9hzk4i6SDopNxgMGDduXNRDr9fDbDZj3LhxYocnWSadCuvmjo+7UNSUW7BkRjmGF2lRY43ed+CEDfddMw415Ras2Lof98waG5fAVFvNWHX1WKzYuh9A1wVn+gVDwm1trjuCBVVlcRf60JdDV2zdjwVVZXH1dq0KU47NdUeitj00d3zUF6RMOhWmXTAES2eUx7VRY7XgtsvKUW21xB13aPWVQyft4TpNOhUemjs+LjHvWn2lHBPLBmP7x8cFY0h1vFXd/XTghC1qe63AMcXWmU75dAw1arBmdoXgOVwzu0L0L3mK4VuDdFidoE9Wz65AoVJ+9rxWl8XNkdBqKtMvGBIeQ+vmjsf2j4/jnqvHJix/4dBCTL9gCIYaNVHnOTR+YuOpsppRYtJiyYzyuDpD5+/cwbqU9dRYo+fV5rojWDqjPDzmE70utPpK2WBdXMwhkWMzk/Gb7L1p6Yzo94BMx38u5pGU2yWi/icvVl+JxNVX0hdaN7e9e53x0Cc2UeuUu3zQqeTQxaxT3unxwpRgnfL2Tl+4vth1yp3urtd13UPrRaFaAa2qe51ytx8mbdc65U732bWTI9cp7/D4Ycp0nXJNVxvx65R7oVPJIS+QQZ7GOuW67rWl5TIgkOY65aHj9fgDcLp90HevU97u8sCgObs9tr/SPV9ZXadco8AgvXTWKRdrbobWKQ/1s1FgnXKn2wtTxHr7OpUcepUCRbrU65S3d/qgU3fNqWTrlLd3r+MfuU65Xq2ADIBMBgzSxaxTHnP+IusxRqxTHjquQo1CcF5FrlMeWifdFbHOfrJ1ypONzUzGb6L3pmyM/1zMIym3mwv5et3k6iuU7/IuKc9Uvr65EPV3nJtE0pSvc5NJOeU7Sd++QkREREQ0EDApJyIiIiISWc6Tco/Hg0OHDsHn6/t1kYmIiIiI8kHOkvKOjg4sWrQIOp0OY8eOxbFjxwAAt912G9atW5erZomIiIiI8k7OkvKVK1fik08+wdtvvx31a5yXX345XnjhhVw1S0RERESUd3L2s347duzACy+8gMmTJ0Mmk4W3jxkzBl9++WWumiUiIiIiyjs5+6T8m2++QXFxcdx2p9MZlaQTEREREQ10OUvKJ02ahL/+9a/h56FEfNOmTZgyZUqumiUiIiIiyjs5u31l7dq1+N73vocDBw7A5/Nh/fr1+Oyzz/CPf/wDu3btylWzRERERER5J2eflE+dOhV79uxBR0cHzj//fLz22msYOnQo/vGPf+Diiy/OVbNERERERHknZ5+UA0BFRQWefvrpXDZBRERERJT3cvZJ+YwZM3D//ffHbW9tbcWMGTNy1SwRERERUd7J2Sflb7/9NhoaGlBfX49nnnkGer0eQNcvfPKeciIiIiKis3L2STkAvPHGGzh16hQmT56Mo0eP5rIpIiIiIqK8ldOkvKSkBLt27cL48eMxadIkvP3227lsjoiIiIgoL+UsKQ+tS65Wq/HMM89g2bJl+N73voc//OEPuWqSiIiIiCgv5eye8mAwGPX87rvvxujRozF//vxcNUlERERElJdylpQfOXIEFoslatvcuXNx4YUX4qOPPspVs0REREREeSdnSfnIkSMFt48bNw7jxo3LVbNERERERHknq0n5nDlzsGXLFhiNRsyZMydp2W3btmWzaSIiIiKivJXVpNxkMoW/4GkymbJZNRERERFRv5XVpPypp54K//8f/vAHBAKB8I8GHT16FDt27MDo0aPx3e9+N5vNEhERERHltZwtifiDH/wA//M//wMAaGtrw+TJk/HII4/g2muvxcaNG3PVLBERERFR3slZUv7xxx+jpqYGAPDSSy9h6NCh+Prrr/GnP/0Jjz32WK6aJSIiIiLKOzlLyjs6OmAwGAAAr732GubMmYOCggJMnjwZX3/9da6aJSIiIiLKOzlLyq1WK3bs2IGmpia8+uqruPLKKwEAZ86cgdFozFWzRERERER5J2dJ+apVq/CLX/wC5557Li699FJMmTIFQNen5pWVlblqloiIiIgo7+Tsx4N++MMforq6GidPnsSECRPC2y+77DLMnj07V80SEREREeWdnCXlADBs2DAMGzYsatsll1ySyyaJiIiIiPJOTpPybNi4cSM2btyIo0ePAgDGjh2LVatWYebMmeIG1kun7S60Oj2wu3wwahUYpFNhqFHT63ptHR6ctrth6/RCr5ZDo5TD6w9AJgMUBQVodXpg0CqgkhfA7Q8AQSAQBBwuHwxaBYwaJYYXaWHr8KDZ4UG7ywOTVgWXLwBHd6xFMbHaOjxo6/DC6fHB6fGjSKuEUatEh9sHbyCIQDCIDrcPJp0KhWoFnG4fbJ1emLRK6NUKOFw+2F1eGLVKWPQqmHSqcPu2Tg/0mu54fQHBekKvA4Bmhyeurp70Yap60inTW0JtANk5xnTayvbxZFuymJPNrxNtnbB1etHe6YVBq0ShSg63P4DWDi/0Kjm0Sjl8wSAUMhl0EeOzUK2Aunve+CPGdKjdUL320NhWyeH0+tDu8qNIp4RGXgCHxwen2w+9WgEZAMgAvVIOXyCAAlkB2jo9KNScPZZ/tnbA7vKF6zRoFPjWIF2v+ibb57on9eXjeBML+4po4JB8Un7OOedg3bp1sFqtAICnn34aP/jBD1BfX4+xY8eKHF3PHGtxYuX2BuxpbAlvq7aasWZ2BUaY9T2u90RbJ1a89Al2R9RbZTVjyXQrXN4Annnva/x4ykjYXT78z3tH8aNLR+KpPUfi4lg9uwIP//1zvHXoGzw2rxK/fu2LqDI1VgtWzx6HEWY9TrZ14ut/deDxNw9Hlym34J5ZY7DulYN48/Nvouq/qaoMd2zdj3Vzx8e1f8XoYtwzawzu2vEpdh9uhk4lx2PzKgXjvKmqDLc9V48Ojx815RYsnm7Fwi170eHxAwBqyy1YN3c8hhdpM+vDrfux+3BzeFtsPemU6a3YNnQqOTbfNAm/f7MRuxuz225fHE+2JYvZ7w/gDoH59dDsCvgA3Cmw755ZY/Gff/4IzQ4Pqqxm3DajHIP0Kvy/F/ehrrusTiXHk/Mn4g9vNUbNsVkVw/DL741KWO/yFz7CvdeMjRvDVVYzFlSV4bn3v8Y9s8bi928fxpVjSzBv0/u4ZkIJ/nOaVbDO1bMrMDLJ+0SyvpEB+FUWz3VPxk4+jjexsK+IBhZZMBgMih1EpgYPHoxf//rXWLRoUcqydrsdJpMJNptNEqu+nLa7sPzFfVEX2pBqqxmPXH9Rjz4xt3V4sOTZ+qiELaTKasb3K0pwwubCJ8faMLNiGE7YXKg/1powjgVVZahvaktYpsZqxkM/nIBdX3yD/91/ImE9F40YhA1vNsbFs7CqDJtjkhQAWDLDGtVm7PPYeioj6o99DnRdwB6fV5nWJ0u2Dg+WPFcfdQGMrQdAyjK9/RRLKI5k/dCbdtM55lx9KtfTuZks5ppyC2aOG4Y7t38at++VZdV48K8Hk475RU9/2FWP1YyZFSVR9SQ6B0/Onyg4lkP1/up7o/DQ3z9POob3HWvFvdeMxX07P0PliEH4wUXDcd/OzxLW+dDc8YKfmKc6nzMrSrByW4PgvkzPdU/GjpjjLd/k49wUm8PhgMFgwJz1b0CpSf0vSl5XB7Ytuxzt7e0oLCzsgwiJksvZ6iu54Pf78fzzz8PpdIZXc4nldrtht9ujHlLS6vQIXmgBoK6xBa1OT4/qbXZ4BBNyANjT2IKhRg0qS4uwu7E5/P/J4ig2qpOW2d3YAlunF8UGddJ6KkuLBOMpNgq/LrbNZDHsiak/9jkAvHO4Gc2O9Pq02eERvABG1pNOmd4SaiNZP/Sm3b44npBszc1kMe8+3Jzwj9ogZCnHfLie7jkTKdE5SDSWQ/Uq5AUpx3BdYwt8/mD4eej/E9Vpd/kE96U6n8UGdcJ9mZ7rnoydvhxv+S4f5yYR9U5eJOUNDQ0oLCyEWq3GLbfcgu3bt2PMmDGCZdeuXQuTyRR+lJaW9nG0ySW6mKa7P/HrvEn3u30BuH2BuP9PxOHypyzT7vKmLJNov8PlT6t8pvULlW9P0Tchqfqw3eVNq0xvCbWRzrnIVlvZqFdItuZmOmNdSHtn8tfFjsl0x2KisZxuu6F6Q+XcvgDsKV6T6Lz0tG+S1ZlIT8ZOX463fJePc5OIeicvkvILL7wQ+/btw3vvvYf//M//xPz583HgwAHBsitXroTNZgs/mpqa+jja5Iya5Lfxp9qf+HXKpPvVigKoFQVx/59IoUaesoxBo0xZJtH+Qo08rfKZ1i9U3pCib0JS9aFBo0yrTG8JtZHOuchWW9moV0i25mY6Y12IQZv8dbFjMt2xmGgsp9tuqN5QObWiAMYUr0l0XnraN8nqTKQnY6cvx1u+y8e5SUS9kxdJuUqlgtVqxcSJE7F27VpMmDAB69evFyyrVqthNBqjHlIySK9CtdUsuK/aasYgfc/uEbQUqlBTbhHcV2U147TdhfqmNtRYLeH/r0oSxxm7O2mZGqsZJq0SZ9rdSeupb2oTjOeMXfh19U1tUf2TLIaqmPpjnwNd915aCtPrU0uhCrUJ+jBUTzplekuojWT90Jt2++J4QrI1N5PFXFNuwRm7S3CfDMGkc++M3X22Hqs5rp5E5+CM3Z20Xp8/kHIMV1vNUMhl4ecKuSxpnYn+eE91Ps+0uxPuy/Rc92Ts9OV4y3f5ODeJqHfyIimPFQwG4XYLX1ykbqhRgzWzK+IuuKHVV3q6LKJJp8JDc8fHJeZdq6+Uo8Skxecn7FhUU4YSkxYHT9iwoKosLlkIre6w/ePj2Fx3RLBM1+orFRhepMW0C4Zg6Yzy+DLlFqy6eiwOnLDF1b+gqgwrtu7HgqqyuH44dNKONbMrwhejUAxC/bWgqgyb646E21s6ozz8HOi6cD00d3zaX4Yy6VRYN3d83IUwsp50yvSWUBub645g6YzyuPPb23b74niyLVnMD88dj2qrRXC8GFUKrE4w91ZdPRYrtu4H0D1nZpTj4nMHR5XdXHcES6ZbUWONbnf7x8eT1rv4mY8Fx3Bo9ZWDJ2x4cHYFNr3zZXhMP7n7q4R1rp5dkXBZxFTnc9oFQ7J2rnsydvJxvImFfUU08Eh+9ZU777wTM2fORGlpKdrb2/H8889j3bp1+Pvf/44rrrgi5eul+i3yqHWUNQoM0md5nXKXF7ruNZe9ga77SJUFBWjt8KBQc3a95ch1ygs1Cpi0seuUd62PHFqn3CCwpnrkOuUdHj9MEeuU+wJB+APB8PZCTdf64vbu9cVD65S3u7wwaJSwFMauU9613rpaUQCXL4AOd3w9odcBCMccWVdP+jBVPemU6S2hNoDsHGM6beX6ot/buZks5mTzK7xOeffrQuuUt3WcnTP+YBDyiHXK211e6CPXKY8Y06F2hep1en1wuLrKaRSp1ym3dXqgV5+tM7ROeahOY4brlAv1TbbPdU/qE2O85at8nJti4eorlO8kv0756dOn8ZOf/AQnT56EyWTC+PHj007IpWyoUZOVJDxW6NPcvqynt20OFXjP72mdfXXs2ernnrSRi3b74niyLVnMyebX8CJtRms8C43PbNQrLHr98W8N0uFbPaglWd9k+1z3pL58HG9iYV8RDRyST8qffPJJsUMgIiIiIsqpvLynnIiIiIioP2FSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJTiB1AKmvXrsW2bdvw+eefQ6vVYurUqXjooYdw4YUXihKPrcODZocHdpcXRq0SFr0KJp0Ktg4P2jo88AUAl8+PDrcfRq0CMgD+YBAahRzKAhk6/X4oZAVw+QJod3lh0iqhkhegtcMDvVoBpbwA/3K6YdQqoVHI4XD74PT4YdQooJIX4F9OD7QqObTK7voCfticPph0CmjlcrR7/FH1hsprlHKoCmQIAnB4/HC4fCjUyKFTKtDpCz1XQC0vgNsfiHve7vLBoFZArSiAsrueTp8fgQC66nT7wjG2dnigU3e/1heAw322rtaOrnh0KgW0Sjmcbh98wSAUBTK4vV3t6NVy6NVd+9tdPthdXhSqu+pu6/SgUHO231OdoyKtEipFAewuH+ydXf1i1CoxvEib9HzmerxQek60dcLW6UWH24dBehU8ofGk7nrrkhUAeoUcvkAQTq8fHR4/DGoFZDIgiCC0SgU6PX60u7vGr0lVgABksHv8sHd2nZNClRzugB+tjq6xp1HKUQAgiACUBV1zKlTWoJIjCMDp9cPh8sKsV8PtD8Dl8WGwXg1nd1mTVgmdSo5Onw/KAjnkAAIywOPrGuOh+IPoem8YrO8aE6GxUqhWQK8ogB9d8zVUp14lR6fPD3unD3p11/uLTAYYNGfHdLp9au/0okinRKFaAZc3kHKMCo3lyJg5vomIekfySfmuXbuwePFiTJo0CT6fD3fddReuvPJKHDhwAHq9vk9jOdHWiRVb92P34ebwtitGF2PVrDE4aXPBHwxiw1uN2NPYEt5fU27BzTXnQasswJY9R7Dsigtx985Po8pUWc1YUFWGHz/5ASpHFOHfq8+D3eXDk3VHBMv9ZHNXuSXTrSgxafDAXz7Db66/CCu2NyQsP/m8wbjzqtG4f+dn2N3YAp1KjsfmVeKpPdFtVFvNuKmqDLc9V48Ojz/u+eWjinHHVaOx7m8HcMOlI+NeX2U1Y1F1GWydPvx33VeC8dz25Nn4LQY1Wp0ePP5/h7E7st+sFtw6/XwsevpDdHj8Ua+ft+l9TBw5COvmjo9LRCLPkaVQhWf+fTLufnl/3DGunl0BlbwAv4o5n7XlFsF6e0JovGSz/v7u6xYn7tregI+PteGxeZX47RtfCI6n598/hkU1ZVFjZcaoIVjxvdG4a3sD6mLm463TosdVtdWM/7p2HJa/uA9NrZ2osppx+2XlKDZoouaUTiXHk/Mn4g9vNeKj7pgefeMwDp1qxzP/PhkrY+ZfqN6NbzfiP2rPx/0vfxY1xkPxP/v+1/iP2vOhKJDhp5s/QIfHjwuKC/HETyfirh3xdUbOx1Adz73/OVZdPRYjzcnfE79uceLO7jgTvQcIjVGhsVxTbsHi6VYs3LI33Jcc30REPScLBoNBsYPIxDfffIPi4mLs2rULtbW1Kcvb7XaYTCbYbDYYjcYet2vr8GDJc/VRFyUAWDLDim+ZNAgC+GvDyaiLW0hNuQVXjRuGYqMGm2MugCFVVjMqRwzChjcbsWb2OPyt4WRUMiFUrspqxqyKEkw534y7dnyatF4AqD/WGi6zZIY16nmiNmKfh15XOWJQwtfXWM2YWVGCO7d/mjL+pTOs+P2bjVHJSqI4YrfVllvw+LzK8CdzsefoyfkTE/Z3jdWMqyqGY+X2hrh9sfX2RKLxkq36+4Nkc/NEWyd++dIn2NPYktZYDY3J0FjJZHwDXcnur743Ctds2AMAWNs9ByPHZWSdkf+fbJxVW82495qxuG/nZynjn1UxHP+0dWLDm414fXltytfEzs99x1rx8A8nJEyII/s0VR9FjtFkY1moLzm+81+2rpt9zeFwwGAwYM76N6DU6FKW97o6sG3Z5Whvb0dhYWFOYnK73fB6vWmXVyqVUKvVOYmFpC/v7im32WwAgMGDBwvud7vdsNvtUY9saHZ4BC9KlaVFKDZqMNSoEby4AcDuw80oNmpQbFQnLLOnsQWVpUUAgKFGjWBCHltuT2MLio0adHoDKeutLC2KKhP7PFEbsc9Dr0v2+t2NLRhq1KQVv16tEEzIheKI3fbO4WY0OzzhfbHnKFl/725sQbFR+I0vtt6eSDReslV/Pspkbto6veFzl85YjR0rmYxvAKhrbIFCfvbtsNioiRuXkXVG/n+ycVbX2AKfP5hW/MVGdTiudF4T+7yusQW2zsQX/8g+jT2GWJFjNNlYFurLgTq+81murpsDndvtRunIc2EwGNJ+lI48F263O6cxORyOtB+5jIXiSf72lUjBYBDLly9HdXU1xo0bJ1hm7dq1uP/++7Pett0lfLFz+wJpvd7tC8Dh8qcsk06dkfvdvgDsSS7EierLpA2h2DJ9faJ96fZJom3tEecl9hz1pG6hensi0XjJVv35KJO5GTmm0x1rsfMinddEak/RZqL6U42z9jTnZ2Sdmc7p0PNk4yq2zlR9FKor1VgW7MsBOL7zWa6umwOd1+vFN6dP4ZqH/wKFOvUtXT53J3b+6mp4vd6cfFoe+iPhm9On0n7NkKHD0PT1UX5630fyKilfsmQJ9u/fj7q6uoRlVq5cieXLl4ef2+12lJaW9rpto0YpuF2tSO8fG9SKAhRq5CnLpFNn5H61ogBGrXBsyWLMpA2h2DJ9faJ96fZJom2GiPMSe456UrdQvT2RaLxkq/58lMncjBzT6Y612HmRzmsiGVK0maj+VOPMkOb8jKwz0zkdep5sXMXWmaqPQnWlGsuCfTkAx3c+y9V1k7oo1Nq0bqfJNan9kUDx8ub2laVLl2Lnzp146623cM455yQsp1arYTQaox7ZYClUobbcEre9vqkNZ+wunLa7UGU1C762ptyCM3YXztjdqE5QpspqRn1TGwDgtN2FmjTKVVnNOGN3QassSFlvfVNbVJn6praE8Ua2Efs8VE+y19dYzThtd6UVv9PtQ401vl+F4ojdVltugaXw7H2rsecoWX/XWM040y78z3Kx9fZEovGSrfrzUSZz06RVhs9dOmM1dqzEjneh10Sqtprh85/9xPeMwByMjCPy/5ONs2qrGQq5LGUsXXPZHY4rndfEPq+2mmFKksxH9mnsMcSKHKPJxrJQXw7U8Z3PcnXdJGkK/ZGQ6pFO4k7ZJfmkPBgMYsmSJdi2bRvefPNNlJWViRKHSafCurnj4y5Oh07aUW21wFpciCXTrXEXudDqK9biQmz7+DhWXT027mIbWkFhc90RVFnNKDFpsaC6LGW5JdPLMeV8C257rj5lvQdO2HDfNeNQ0x3/5rojWFAV30Z1xGuEnn9+wo77rhmHz0/asaCqLO54q6xmLKguQ4lJm1b8FoMaSy+zxiXmNVYLlkwvD7cb+/racgsemjs+6stksedoxdb9uGdWfL9UW814cHYFpl0wJO58CtXbE4nGS7bq7++GF2mxenYFqq3m8FgVHGtVZfj8hD1urBw4YRM89zXl8eOqa5WUCix+5uNwvdbiQjzY3X7I5rojWDLdippyS1RMycbZf11bgU3vfBk192LjP3DChqUzynHB0MJwXIv//DEevLYi5fwM1XHwhA2rZ1ckXfUksk9DxyP0HhA7RhON5ZpyC5bOiO5Ljm8iop6T/Oort956K5599lm8/PLLUWuTm0wmaLWp/4rL9rfIQ2v1tru8MGiUsBQmWKe8e23xVOuUGzVKqBXx65QbNEpolcLrlGu61ylXRaxTbtQpoItYp9yoVUItUD7ROuVOV9e6x2pFxDrlMc/1agU0igIoCmQAutcpDwLBIOB0+2BItk55d12tHR5olHLoVQpoVV3rlPuDQchlMrh9wuuUt7u80HevU27r9ECvPtvvqc6RKWKd8tA5MwmsUx57PrMl1/Xns3TmZqJ1ykNrdEMGFCrPrlPe6fFDr1agQGCd8kK1AkUR65SHzknkOuU6dddciV2nPFQ2dp3ywXo1PDHrlIfK6pOsUx6KX2id8tB4j1ynPDLWTp8f7Z0+6CL6wNiDdcpD7xOG7nXKU41RobEcGTPHd//B1VcYT1/EQ/Ekf0/5xo0bAQDTpk2L2v7UU0/hpptu6vN4TDrhi06i7emK/Pz/vCGJB3/ZEIGNQtuSlc+xZP+Wkem/cxTHXQ9Sr00vdC6+lUHZbMp1/f3d8CJtTta8FhwPIsyVWH0xVnrap8ne+4iIqPckn5RL/IN8IiIiIqJek/w95URERERE/R2TciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRST4pf+edd3D11Vdj+PDhkMlk2LFjh9ghERERERFllULsAFJxOp2YMGECFixYgLlz5+akDVuHB80OD+wuL4xaJSx6FUw6Va/rACBYbzbaIxoITttdaHV6YHf5YNQqMEinwlCjJqM6bB0etDg98AWCCASD6HD7YNKpOO+IiEhSJJ+Uz5w5EzNnzsxZ/SfaOrFi637sPtwc3lZbbsG6ueMxvEjbozp0Kjk23zQJv3+zEbsbo+t98NpxeOB/D+CNg2d63B7RQHCsxYmV2xuwp7ElvK3aasaa2RUYYdanVceJtk6sevlT3HDJCDy150hUXZx3REQkJZK/fSWXbB2euIQcAN453Iw7tu6HrcPTozoWVpfh8TcPRyXkoXrv3N6AUSXGHrdHNBCctrviEnIAqGtswZ3bG3Da7kpZR2hujioxxiXkAOcdERFJS79Lyt1uN+x2e9QjkWaHJy4hD3nncDOaHakv1kJ1VJYWxSUAIXWNLagsLepxe0T5KpO52er0JJ1Drc7052ay+ch5R5TZ3CSi3Ol3SfnatWthMpnCj9LS0oRl7S5v0rraU+xPVIfbF0j6mkT702mPKF9lNjd9SetKtb+rTNd8SjUfOe9ooMtkbhJR7vS7pHzlypWw2WzhR1NTU8KyRo0yaV2GFPsT1aFWJO/WRPvTaY8oX2U2N5N/3SXV/q4yXfMp1XzkvKOBLpO5SUS5I/kvemZKrVZDrVanVdZSqEJtuQXvCNzCUltugaUw9coMQnXUN7WhymoW/CfzaqsZ9U1tPW6PKF9lMjcH6VWotppRl2AODdKnPzeTzUfOO6LM5iZRNrndbni96f9rpVKp7NdjVfJJucPhQGNjY/j5kSNHsG/fPgwePBgjRozoVd0mnQrr5o7HHVv3RyXVteUWPDR3fFrLpQnVsbnuCDbfNAkFMlncqi4PXjsO//W/B6LqyKQ9ooFgqFGDNbMrcOf2hqjEPLT6SjrLIobm5r0vf4oFVWUAELf6CucdUc9lmlAB/T+povS53W6UjjwX35w+lfZrhgwdhqavj+ZsDIn9R4Lkk/IPP/wQ06dPDz9fvnw5AGD+/PnYsmVLr+sfXqTF4/Mq0ezwoN3lhUGjhKUws/WLE9WxIUG9v7luQq/aIxoIRpj1eOT6i86uU65RYJA+s3XKhxdp8ZvrJqDF6cF9V4+FPxBEh8cPk5bzjqg3epJQAblPqih/eL1efHP6FK55+C9QqFMvTetzd2Lnr66G1+vNyfiRwh8Jkk/Kp02bhmAwmNM2TLreX5wT1ZFoG5MBotSGGjUZ/1hQLM43ouzLNKECcp9UUX5SqLVQanRihyGJPxIkn5QTERGRNEkloSLKFjHHdL9bfYWIiIiIKN8wKSciIiIiElm/v30ldD86f6GMKHsMBgNkMlmv6uDcJMq+vpqbDocDAOBxOhDw+dOq1+fuBACcPHkSer2+VzEKcTqdGcXEeBhPNuKx2+0IBJL/SB2Q3tyUBXP9LUqRHT9+nL9ORpRlNpsNRqOxV3VwbhJlH+cmkTSlMzf7fVIeCARw4sSJrHx6MJDY7XaUlpaiqamp12/wA1V/7sNszCcx52Y+nRvGmhv9NdZ8n5vZkE/nVirYZ5nLtM/SmU/9/vaVgoICnHPOOWKHkbeMRiMnaC+xD4VJYW7m07lhrLnBWONJYW5mQz6dW6lgn2Uum33GL3oSEREREYmMSTkRERERkciYlJMgtVqNe++9l7+61gvsQ+nKp3PDWHODsfZf7K/Msc8yl4s+6/df9CQiIiIikjp+Uk5EREREJDIm5UREREREImNSTkREREQkMiblA9jatWsxadIkGAwGFBcX49prr8WhQ4eiygSDQdx3330YPnw4tFotpk2bhs8++0ykiKVv7dq1kMlkuP3228Pb2IfSkc6YlyKhcSUl//znP/HjH/8YZrMZOp0OF110ET766COxw4rj8/lw9913o6ysDFqtFueddx4eeOCBtH4iO9feeecdXH311Rg+fDhkMhl27NgRtZ/vI6nl6/yWEqm/10hFrt7zmJQPYLt27cLixYvx3nvv4fXXX4fP58OVV14Jp9MZLvPwww/jt7/9LTZs2IC9e/di2LBhuOKKK9De3i5i5NK0d+9ePPHEExg/fnzUdvahdKQz5qUm0biSitbWVlRVVUGpVOKVV17BgQMH8Mgjj6CoqEjs0OI89NBD+OMf/4gNGzbg4MGDePjhh/HrX/8ajz/+uNihwel0YsKECdiwYYPgfr6PpJaP81tKpP5eIxU5fc8LEnU7c+ZMEEBw165dwWAwGAwEAsFhw4YF161bFy7jcrmCJpMp+Mc//lGsMCWpvb09WF5eHnz99deD3/nOd4LLli0LBoPsQ6mLHfNSk2hcScmKFSuC1dXVYoeRlu9///vBhQsXRm2bM2dO8Mc//rFIEQkDENy+fXv4Od9Hekbq81tK8uG9Ripy+Z7HT8opzGazAQAGDx4MADhy5AhOnTqFK6+8MlxGrVbjO9/5Dt59911RYpSqxYsX4/vf/z4uv/zyqO3sQ2mLHfNSk2hcScnOnTsxceJEXHfddSguLkZlZSU2bdokdliCqqur8X//93/44osvAACffPIJ6urqcNVVV4kcWXJ8H+kZqc9vKcmH9xqpyOV7niIrtVDeCwaDWL58OaqrqzFu3DgAwKlTpwAAQ4cOjSo7dOhQfP31130eo1Q9//zz+Pjjj7F37964fexD6RIa81KSbFxJyVdffYWNGzdi+fLluPPOO/HBBx/gtttug1qtxk9/+lOxw4uyYsUK2Gw2jBo1CnK5HH6/H6tXr8a8efPEDi0pvo9kTurzW0ry5b1GKnL5nseknAAAS5Yswf79+1FXVxe3TyaTRT0PBoNx2waqpqYmLFu2DK+99ho0Gk3CcuxD6Uk25sWW7riSgkAggIkTJ2LNmjUAgMrKSnz22WfYuHGj5JLyF154AX/+85/x7LPPYuzYsdi3bx9uv/12DB8+HPPnzxc7vJT4PpI+Kc9vKcmn9xqpyOV7Hm9fISxduhQ7d+7EW2+9hXPOOSe8fdiwYQDOfkoTcubMmbhPbAaqjz76CGfOnMHFF18MhUIBhUKBXbt24bHHHoNCoQj3E/tQWhKNealINa78fr/YIYaVlJRgzJgxUdtGjx6NY8eOiRRRYr/85S9xxx134IYbbkBFRQV+8pOf4Oc//znWrl0rdmhJ8b04M1Kf31KST+81UpHL9zwm5QNYMBjEkiVLsG3bNrz55psoKyuL2l9WVoZhw4bh9ddfD2/zeDzYtWsXpk6d2tfhStJll12GhoYG7Nu3L/yYOHEibrzxRuzbtw/nnXce+1BCUo15qUg1ruRyudghhlVVVcUtO/fFF19g5MiRIkWUWEdHBwoKoi97crlcEksiJsP34vTky/yWknx6r5GKXL7n8faVAWzx4sV49tln8fLLL8NgMIQ/hTGZTNBqteG1StesWYPy8nKUl5djzZo10Ol0+NGPfiRy9NJgMBji7lfU6/Uwm83h7exD6Ug15qUinXElFT//+c8xdepUrFmzBtdffz0++OADPPHEE3jiiSfEDi3O1VdfjdWrV2PEiBEYO3Ys6uvr8dvf/hYLFy4UOzQ4HA40NjaGnx85cgT79u3D4MGDMWLECL6PpCFf5reU5NN7jVTk9D0vJ2u6UF4AIPh46qmnwmUCgUDw3nvvDQ4bNiyoVquDtbW1wYaGBvGCzgOxy0mxD6UjnTEvVVJepuwvf/lLcNy4cUG1Wh0cNWpU8IknnhA7JEF2uz24bNmy4IgRI4IajSZ43nnnBe+6666g2+0WO7TgW2+9JTg258+fHwwG+T6Sjnye31Ii5fcaqcjVe54sGAwGe5/aExERERFRT/GeciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNykoSbbroJ1157bVplp02bhttvvz1pmXPPPRe/+93vws9lMhl27NgBADh69ChkMhn27dvXo1iJ+ru3334bMpkMbW1tYodCRMjsGkn5SyF2ACRd06ZNw0UXXRSV3ObiNbmwd+9e6PV6UWMgyhex83bq1Kk4efIkTCaTuIEREQBg/fr14A+w939MyqlfGjJkiNghEOUtlUqFYcOGiR0GEXXjH8gDA29fIUE33XQTdu3ahfXr10Mmk0Emk+Ho0aPYtWsXLrnkEqjVapSUlOCOO+6Az+dL+hq/349FixahrKwMWq0WF154IdavX9+r+Hw+H5YsWYKioiKYzWbcfffdUZ8ixN6+QkTChObtli1bom5f2bJlC4qKirBjxw5ccMEF0Gg0uOKKK9DU1CRu8ET9zEsvvYSKigpotVqYzWZcfvnlcDqdUbevhG7BjH1MmzYtXM+7776L2tpaaLValJaW4rbbboPT6RTnoChtTMpJ0Pr16zFlyhTcfPPNOHnyJE6ePAmlUomrrroKkyZNwieffIKNGzfiySefxIMPPpjwNaWlpQgEAjjnnHPw4osv4sCBA1i1ahXuvPNOvPjiiz2O7+mnn4ZCocD777+Pxx57DI8++ij++7//O1uHTzRgJJq3sTo6OrB69Wo8/fTT2LNnD+x2O2644QYRIibqn06ePIl58+Zh4cKFOHjwIN5++23MmTMn7raV0tLS8Fw9efIk6uvrYTabUVtbCwBoaGjAd7/7XcyZMwf79+/HCy+8gLq6OixZskSMw6IM8PYVEmQymaBSqaDT6cL/jH3XXXehtLQUGzZsgEwmw6hRo3DixAmsWLECq1atEnwNAMjlctx///3h52VlZXj33Xfx4osv4vrrr+9RfKWlpXj00Uchk8lw4YUXoqGhAY8++ihuvvnm3h040QAjNG8///zzuHJerxcbNmzApZdeCqDrD+PRo0fjgw8+wCWXXNKnMRP1RydPnoTP58OcOXMwcuRIAEBFRUVcOblcHp6rLpcL1157LaZMmYL77rsPAPDrX/8aP/rRj8ILIpSXl+Oxxx7Dd77zHWzcuBEajaZPjocyx0/KKW0HDx7ElClTIJPJwtuqqqrgcDhw/PjxpK/94x//iIkTJ2LIkCEoLCzEpk2bcOzYsR7HMnny5Kg4pkyZgsOHD8Pv9/e4TiJKTKFQYOLEieHno0aNQlFREQ4ePChiVET9x4QJE3DZZZehoqIC1113HTZt2oTW1takr1m0aBHa29vx7LPPoqCgK6X76KOPsGXLFhQWFoYf3/3udxEIBHDkyJG+OBTqISbllLZgMBiVCIe2AYjbHunFF1/Ez3/+cyxcuBCvvfYa9u3bhwULFsDj8eQ0XiLKLqF5nmzuE1H65HI5Xn/9dbzyyisYM2YMHn/8cVx44YUJE+kHH3wQf//737Fz504YDIbw9kAggJ/97GfYt29f+PHJJ5/g8OHDOP/88/vqcKgHePsKJaRSqaI+eR4zZgy2bt0alZy/++67MBgM+Na3viX4GgDYvXs3pk6diltvvTW87csvv+xVbO+9917c8/Lycsjl8l7VSzQQCc3bWD6fDx9++GH4VpVDhw6hra0No0aN6osQiQYEmUyGqqoqVFVVYdWqVRg5ciS2b98eV27r1q144IEH8Morr8Ql2t/+9rfx2WefwWq19lXYlCX8pJwSOvfcc/H+++/j6NGjaG5uxq233oqmpiYsXboUn3/+OV5++WXce++9WL58efifzWJfEwgEYLVa8eGHH+LVV1/FF198gXvuuQd79+7tVWxNTU1Yvnw5Dh06hOeeew6PP/44li1blo3DJhpwhOZtLKVSiaVLl+L999/Hxx9/jAULFmDy5Mm8n5woS95//32sWbMGH374IY4dO4Zt27bhm2++wejRo6PKffrpp/jpT3+KFStWYOzYsTh16hROnTqFf/3rXwCAFStW4B//+AcWL16Mffv24fDhw9i5cyeWLl0qxmFRBpiUU0K/+MUvIJfLMWbMGAwZMgRerxd/+9vf8MEHH2DChAm45ZZbsGjRItx9990JX3Ps2DHccsstmDNnDv7t3/4Nl156KVpaWqI+Ne+Jn/70p+js7MQll1yCxYsXY+nSpfiP//iP3h4y0YAkNG9j6XQ6rFixAj/60Y8wZcoUaLVaPP/88yJES9Q/GY1GvPPOO7jqqqtwwQUX4O6778YjjzyCmTNnRpX78MMP0dHRgQcffBAlJSXhx5w5cwAA48ePx65du3D48GHU1NSgsrIS99xzD0pKSsQ4LMqALMifiCIioiS2bNmC22+/PbxuORERZR8/KSciIiIiEhmTcpKUY8eORS3jFPvozTKKRERERFLF21dIUnw+H44ePZpw/7nnnguFgosGERERUf/CpJyIiIiISGS8fYWIiIiISGRMyomIiIiIRMaknIiIiIhIZEzKiYiIiIhExqSciIiIiEhkTMqJiIiIiETGpJyIiIiISGRMyomIiIiIRPb/AyOokJmXL2EnAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 750x750 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df);"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 612.125x540 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df, hue='sex');"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f9172a3f880>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 850.25x750 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df, hue='sex', diag_kind=\"hist\") ## Previously it has used diag_kind='kde'"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Categorical distributions\n",
"We can represent categorical scatter plots with **catplot**. The main challenge is that all the values of the categorical variables correspond with a point.\n",
"\n",
"There are two implementations:\n",
"* **strip** (the default), which adjusts the positions of points on the categorical axis with a small amount of random “jitter”:\n",
"* **swarm**, which prevents points from overlapping.\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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VRdQWsYdgDwBRUII6+eyul6e2iD0EewCIgBLUqWF3vTy1Rexh6R0ARBBpmJg54cSys16e2iL20LMHgAgYJnY2KubZQ88eACKgiIvzUTEvOnr2ABABG6vADQj2ABABw8RwA4rqAAAcxawmfneG6Xv6ejci2AMAHKOnFfGoqGcupcP4a9as0bhx49S3b1/17dtXEydO1EsvvdT5uGEYuuuuuzR48GDl5OSooqJCNTU1KWwxALeicI4z9LQiHhX1zKU02A8ZMkT333+/du7cqZ07d+qrX/2qZs2a1RnQV65cqYceekhVVVXasWOHioqKNG3aNDU1seQFQPzYLZzDDUHi9XSpI0slzdkexn/99ddtv+m4ceNiblD//v31wAMP6Prrr9fgwYO1aNEi3X777ZKklpYWFRYWasWKFZo/f76t92MYH0A0s6q2my6vKyvupxcXXi6J4eFksToXwwr82vrjqTG/vuu59CLb6+zHjx8vn88nq3uDwGM+n09tbeE7FUXT1tam5557Th9//LEmTpyoAwcOqK6uTtOnT+98TnZ2tqZMmaLq6mrLYN/S0qKWlpbO3xsbG7vdlnRCIgrQc3Z6g1TSS47KqSO04MldCo00B+ubteKlt1VdeyLi9Y6KeuZsB/sDBw4kpAFvvPGGJk6cqE8++US5ubl6/vnndfHFF6u6ulqSVFhYGPT8wsJCffDBB5bvt3z5ct19990JaavThPY0AkOP9DSA7rFTOIfh4eSYUVqkoQV+HaxvDntszbbP5t2trneBpZKrt9bqvWNNGlmYp4UVJZ5fKmk72A8dOjQhDfjc5z6nPXv26KOPPtLvfvc7XXfdddq2bVvn476QahaB0QMrd9xxh2699dbO3xsbG1VcXBz/hjsAPQ0gPuz0BqmklzzHGluiP0nW1zsq6oWzHex///vf237Tr3/967afm5WVpREjRkiSLr30Uu3YsUO//OUvO+fp6+rqNGjQoM7nHz9+PKy331V2drays7Nt//fTGT0NID7s9AYZHk4eqxsrM1zv7LEd7L/xjW/Yel6sc/YBhmGopaVFw4cPV1FRkV5++WV9/vOflyS1trZq27ZtWrFiRczv7yb0NID4idYbZHg4ecxurKxwvbPHdrBvb2+P+3/8Jz/5iWbOnKni4mI1NTXp2Wef1datW7Vx40b5fD4tWrRIy5Yt08iRIzVy5EgtW7ZMfr9f11xzTdzbko7oaQDJxfBwcpjdWE26qEBrX6nlehejlO56d+zYMV177bU6evSo8vPzNW7cOG3cuFHTpk2TJC1evFhnzpxRZWWlTp06pQkTJmjz5s3Ky+NOTqKnAcSKVSzOZ3ZjNf7CflzvYmR7nf3DDz+sG2+8Ub1799bDDz8c8bk/+tGP4tK4eGCdPRKFgJGeWC8PL7Id7IcPH66dO3eqoKBAw4cPt35Dn0/vv/9+3BrYUwR7JAIBI31RdAVeFNM6+0StuQfSBcse0xerWOBFPZ6zDwwMRFr7DrgNASN9sYrFHZhG656YN8L593//d40dO1a9e/dW7969NXbsWD3xxBPxbBvigI07EmNUYa7pcQKG81VOHaHQvglZ3enF7sZF+ExMwX7p0qW6+eabdfXVV+u5557Tc889p6uvvlq33HKLfvrTn8a7jYgRX4jEIWCkr8AqlrLifvJnZaqsuJ8em1tOVncaYRvb7rOdoNfV+eefr0ceeUTf+c53go4/88wz+uEPf6gTJ07ErYE95eUEPRKREmtTTR3LgDyKIeTUGrN0o86cDS/e5s/K1Fv3XJGCFjlfTHP2bW1tuvTSS8OOl5eX69y5cz1uFOKDeeXEosBK+upJsGYDqtQj76L7YhrGnzt3rtasWRN2/PHHH9d3v/vdHjcK8cG8MhCup9NbDCGnHtNo3We7Z991Jzmfz6cnnnhCmzdv1mWXXSZJeu2113T48GF973vfi38rERPK6QLherpskhGz1KN6aPfZDva7d+8O+r28vFySVFvbcTc7YMAADRgwQDU1NXFsHnqCLwQQrqfBmiFkZ2AarXtsB/stW7Z0+82PHDmiwYMHKyMj5hV+6CG+EECwngZrRsyQjhIahS+++GIdPHgwkf8JAOiWns73snQP6SimpXd25eXlae/evbrooosS9Z+IystL7wCYY9kkvCalW9zCGut4vYXznVxdp7c21dTp0S37dfOze/js4Vr07B3IbEc1ScrKzNCYQXlcjFyGHfRSh88eXkHmnAOZLQ2SpNa2dkreuhDrtlOHzx5ekdBhfHbCi43V0qAAtlJ1F9Ztp06kz56plfTEeTOX0J59AmcIXM2q8l1XBAL3oNJh6lh99gPzstlEKg2x+Ze1hAb7t956S0OHDk3kf8KVzJYGhSIQuAelP1PH9LOX9OFHn4Q9l+F952NaxprtYfzZs2fbftP/+q//kiQVFxd3v0UIqny372ijWs+1Bz1OIHAXKh2mTuhnPzAvWwfrm9Xa1m76fEbUnI0pMWu2g31+fn4i24EQoUuDCATuRqXD5DGb0w1s+TyranvE1zKi5myUMraW0KV3TpCOS+8AJEa0pXZW+6QHnkelPGfbVFNnWsqY88bSOwAeEm1O1yphz5+VScBIA5Qythbz0rv//M//1H/8x3/o0KFDam1tDXrsr3/9a48bBgDxFm1O12qTm1VzxhMw0gRTYuZi6tk//PDD+v73v6+BAwdq9+7d+tKXvqSCggK9//77mjlzZrzbCABxYWeZ49D+fmX4pAyfNKzAT88QrhBTsF+9erUef/xxVVVVKSsrS4sXL9bLL7+sH/3oR2poCE+OAAAniLTMMTCff7C+We2G1G5IH5xslquTmlxqU02dZlVt15ilGzWrajvr7BVjsD906JAmTZokScrJyVFTU8cQ2LXXXqtnnnkmfq0DgDiKNKfLGm13oLCOuZjm7IuKilRfX6+hQ4dq6NCheu2111RWVqYDBw5QNQ+Ao1nN6bJGO31EKokb6abNy3P5MfXsv/rVr+q///u/JUk33HCDbrnlFk2bNk1z5szRN7/5zbg2EACSgbLF6SFaz52bNnMx9ewff/xxtbd3VJhasGCB+vfvr+3bt+vqq6/WggUL4tpAAEgGq0z8QLXKQG9y39EmZWb41NZusOV0CkTruRf27aiCGMrrN20xFdU5dOiQiouLw3a1MwxDhw8f1oUXXhi3BvYURXUA2GVVrdKsGE9A16I8SDyrwkf+rEz9Ys540/Pkk/TYtd5eVRFTz3748OE6evSoBg4cGHT85MmTGj58uNrazCtQAYCTWc3nm/UmA5gPTq5IJXGtztPQ8/t4OtBLMc7ZG4Zhulf96dOn1bt37x43CgCcxGoeOMDr88HJNKnkfPPjFxVYnqfjjeG7GHpNt3r2t956qyTJ5/Np6dKl8vv9nY+1tbXpf//3fzV+/Pi4NtCrImWbAkguq95kgNfng5OpuvaE+fH369kIJ4Ju9ex3796t3bt3yzAMvfHGG52/7969W2+//bbKysq0fv36BDXVO1gnCjiLWTGeALacTi6r3vvbRxsjFk3yupgS9L7//e/rl7/8ZVokvKVjgt6squ2md6dlxf06t+IEkFyB5L19RxvV69Ns/NGD+rLldJIERjvf+FuD2i2i1mPXlktSUJLlpIsKVF17wvOjpD3e4vbIkSPy+Xy64IIL4tWmuErHYB8p2/Ste65IQYsAIHUirYboKrRDFG1LYy+JKUGvvb1d99xzj/Lz8zV06FBdeOGF6tevn+69997O9feIHcU9gNSitrqzRFoN0VVooiQlkD8TU7BfsmSJqqqqdP/992v37t3661//qmXLlumRRx7R0qVL491Gz2HeCUgdcmacJ9pqiIDQDhHV9D4T0zr7DRs26IknntDXv/71zmNlZWW64IILVFlZqZ///Odxa6AXBTbrsCruQZY+0HOh36VJJeeruvaEXv9beL4Ma+lTK9pqCMm8Q0R2/mdiCvYnT57U6NGjw46PHj1aJ0+e7HGjYF7cI3T+KdDj8OL8E9ATZt+laMHEi71BpzAtZayOYjnHGz8J6hB1Nank/LDz6tVR0piCfVlZmaqqqvTwww8HHa+qqlJZWVlcGoZw7OYExIfdOeCuvNgbdIpIo51WNtXUac228Ln5BVO8uXoipmC/cuVKXXXVVfrTn/6kiRMnyufzqbq6WocPH9Yf//jHeLcRn2L+CYgPu3PAAV7tDTpB6HTLL+aMt9W5sbqhq66tj3cT00JMCXrDhw/Xu+++q29+85v66KOPdPLkSc2ePVvvvPOOhg4dGu824lNk6QPxYfVdCpXh61jO9dhcb2+ikio9SZakcxSsRxvhhCbi1dfXq7i4mI1wEiTaFpwA7DH7LoUKrMcmyKdOT6YuSc4LFvNGOGbYCCexAvNWZcX95M/KpMcBxMjsu3RTRQnfLYeJpXceqJGw72j4c7zcOYp5I5yf/exnbISTAlZbcALoHr5LzmfVOx+Yl236fKtKe1m9MjTG46WNuxXsd+/eLUmdG+FkZWV1PpaVlaWysjLddttt8W0hAMCTKqeOMA3eH9Q3a1NNXdjNmlVS3phBfT2/r0i3gv2WLVskpddGOACA9DSjtEjDCvw6WN8cdNyQ+by92dB9x/HGRDUxbcSUoLdu3bp4twOfiqVCHlX1UovPH0icY40tpsfN5u0zM3ySSX54rwyL/Yk9JKYEPSRGLMtMqOOdWnz+3sRGOcnTnSXHbRZ731od9xKCvYPEskMTuzqlFp+/93CDl1zd2RhszCDzZXWjBzHlTLB3kFiWmVA4InU21dTpDZNNUyQ+fzfjBi+5urPkmB1DrcU0Z4/EiKUIBIUjUsNqiU8An797WSWBvU0SWMLYXSYZSw19r6Bn7yCx3JVyJ5sakTZS4fN3t0yLZC+r40iezmTZuiaNHJirSgJ9J4K9g8RSIY+qeqlhNX2S4ROffxqJJdHOKtnrHElgKUUuRWQM4ztMLFW9qASWfFbTJ5cM6UegTxNme9oveGqX1s4tj/h9GjMoz/TcjyEJLKXYAjwyevZADJg+SX+xJtpx7p2JZOXICPZADJg+SV+BoXuz3rkUPThw7p2JLcAj8xlWW9i5RGNjo/Lz89XQ0EB5X8Djoq2ikDr2r/d6HXWnM6taKcl0C3BuxDoQ7AF4RqQevURwcLJAgN93tEmtbe1Bj/l80tq55ZLEsjsLJOgB8AyreV2po0dPcHCmaCMygVyLFxdeTjKeBYK9g7ChCpBYVqsoGLp3tkh1LQJIxIuMBD2HYI0okHhk0qenSCMyASTiRUbP3iFYI+oujNI4S9fzMbS/X5J0vKmFed00YKfDE+2Gje8jCXqOMWbpRp05G74Rsz8rU2/dc0UKWoRYmc0vBhKIvHaBcQLOR/qKNlef1StDYwb1jXjDxvnvwDC+Q7BG1D3YFc1ZrM7HD5/ZzTSZw1nN1fuzMvX4teW64fLhereuSTc+uUtjlm7UipfetvUeXvw+EuwdIp5zibHU+0b8UMnLWazOR+u5di14krwYJ4s0V7/70Edas622c0T0zNk2rdlWGxbw+T52INg7RLyqcpHol3qM0jiL1fmQJEP2enjcQKdGpO/S+uqDpo9t+Evwcb6PHUjQc5B4bGhDol/qVU4dYVrJi4zv1KicOiLivK9ZD69rQldh32wdrG/ufGzvkQbNf3KXhhX4dceVY/heJVCk79KNFue0uTU494nvY4eU9uyXL1+uL37xi8rLy9PAgQP1jW98Q++8807QcwzD0F133aXBgwcrJydHFRUVqqmpSVGLnY8hq9SjdrqzzCgtUlam9aUutIcXOjrWNdB3dbC+mVGzBIv0Xco5L9P0Nf6sTNvv4SUp7dlv27ZNCxcu1Be/+EWdO3dOS5Ys0fTp0/XWW2+pT58+kqSVK1fqoYce0vr16zVq1Cjdd999mjZtmt555x3l5XlrGMaO0F5IwMC87BS0xrvYdjh9hPbw7BRwCTAMadFv92jVnPGc7wSx+i7NmzRMa7aFT8HMmzTM9nt4SUp79hs3btS8efNUWlqqsrIyrVu3TocOHdKuXR3DM4ZhaNWqVVqyZIlmz56tsWPHasOGDWpubtbTTz+dyqann9DsP8BDxgwy7xgMK/CH9fDsFHDp6kxrGz38FLh95mjdNKWksyfvz8pUZUWJFl8xOsUtcyZHzdk3NHSUsezfv78k6cCBA6qrq9P06dM7n5Odna0pU6aourpa8+fPT0k7U8VOYYhjjS2mrz3e+Ekymgg4ktm8rSTNvGRQ2HOtSupGQl5Matw+c7Run0lwt8Mx2fiGYejWW2/Vl7/8ZY0dO1aSVFfXcadcWFgY9NzCwsLOx0K1tLSosbEx6McN7GbZk3kKhJtRWqQFk8MTstZuqw37Dpktg7WDvJjEYTVEzzkm2P/Lv/yLXn/9dT3zzDNhj/lCvnmGYYQdC1i+fLny8/M7f4qLixPS3mSzWxiC2t+AueraE2HHQr9DgdGz8zIylNUr/PLok0yPS9xQJwrLiePDEcP4P/zhD/X73/9er7zyioYMGdJ5vKioY0isrq5OgwZ9Ntx2/PjxsN5+wB133KFbb7218/fGxkZXBPxIWfahw/sLJpeo+v169nQGuoi2UsWqNOuwAn9QHX1DYilXgnW9pplh2qT7UhrsDcPQD3/4Qz3//PPaunWrhg8fHvT48OHDVVRUpJdfflmf//znJUmtra3atm2bVqxYYfqe2dnZys52X+a51TziwLzsoAvU3iMNev1vDZ6r+wxEY/UdCvTIrbLw8/1Z2vrjqUHH1s4t1+qttdxQJ0C0evgBTJt0T0qD/cKFC/X000/rxRdfVF5eXuc8fH5+vnJycuTz+bRo0SItW7ZMI0eO1MiRI7Vs2TL5/X5dc801qWx60lkVhjDDXS8QLlpxle7UqGApV+LYXfrItEn3pDTYr1mzRpJUUVERdHzdunWaN2+eJGnx4sU6c+aMKisrderUKU2YMEGbN2/2zBr7aFtz3vzsHtPXcdcLBAsUV7HqkUfr+SM57Cx9ZNqk+9ji1sHsbM04q2q76QWqrLifXlx4eVLaCbjBppo6056/F6utpZLVNS2wnp5pk9g4Jhsf4exk4JN9D8QHZVWdweqatmrOeL11zxV6ceHlnJMYOCIbH5/pOmz/ybk20+eEDtEP7e/XoZMdJXIv7O/XT64cw5cBCGGnKBVz8akXbboFsWEY30HsZqGWFfdTZUWJlv9xX1gd/NBhfgD2psQAN2MY30HsZKH6fNKkiwo0/8ldphvemBXaAbzOblEqwK0YxncQqyzUDJ/U+7zMzuGsR6PcFJCJDwTrydbPdob/4QycK2sEewexWvpzyZB+mnRRgdZXH9SNNob5WSoEBOvusrpA0Nh3tEmtbe2dxwOlWtfOLZckAksSRQvkoVM1Xc8V54U5e0exWvoz4+IibbRZB5qlQkC47iyrs5M7M6zAT75MEvVkGXJOVqZkyPM3ZMzZO4jV0p9t7/7d1uuHFfgJ9ICJ7iyrs5M7E1j90hU5AIljlXNx01O7OnfBs5qqOdPaxgY6YhjfccyW/pw5a74ET+ooNMHSFCA6u8vq7FRwa7cYDyVfJjGszkm78dlw/dD+4aMtobxcSpxgnwZyzss0Dfj+rEy9dc8VKWgR4F5W8/t2kC+TGNHOSWB6xueTok1Me/WGjGH8NDBv0rBuHQcQu8qpI2J+LZUrE8Osql6o400tWju3vGOOPgKv3pDRs08Dt88cLUna8JeDam5tkz8rU/MmDdPiK0Z3PoclJ0BqZffKYCotzsw2Ajt0stl0GmVgXrZWb9mvM63W055eLiVONr4LUB0MiB+rrO5o2Hwqvqyuawsml2jtK7VRh+tD+bMytWrOeM/ekDGM70Cbauo0q2q7xizd2JlpGgnVwYD4sZOgF8on7/YYE8Xqurb+Lwe1YHJJ0MqKgXnZEd8rsJGOVwO9RLB3nMDd7N4jDbaXi/SkOhiAYKMKc20/N8P36ZLXa1nyGm+RltKtfaVWlRUleuueK1RZUaLjTS2W78PuhR2Ys3eYSL10qyH57lYHA/CZ0HyXSSXn6/W/NYQNEw/My9bplnMsdU2SSBn4hiEtfeFNrd6yX6//zXrKhamVzxDsHSaWXnrl1BGm1cEYVgTMRSqH+/rfGrRgcomq369ni9UUMruudXW8qSVij17iGtgVwd5hYumls/8zYF+0criGIVW/X0+P0AHsFMqxMuz8PlwDuyDYO0x3e+mhQ5C/mDOeDHwgAjvlcMl3SS07+xNE4vNJP5k5OvoTPYQEPQca2t+vDF9H8s+AvCwN7e/Xzc/uCcvMjyWZD/A6O9n25Luklp0bMjOBhEmra6aXEewdJBC8D9Z3FI1oN6S/N7XqYH3zZ8H8yc+CuVUy36Lf7uEPHLAQLdve55MmlRR0a/kr4ium5Y8+af7kEh2sbw6+ZtIBksQwvqPYuZs1JC3/4z7NKC2KuDSFfZydwSzTu7r2BJUOU2RTTZ0azpw1fSy7V4ZGD+qrSSUFWtOlRgX7oiefVe6S/9NSuCML8zTpooKgJMpJJQVa/+rBsNd4efObrgj2DmL3bjawvWa0pSn8gadW6Lzj3iMNQeeLIJJcVvPAwwr8+smVYzqTuWZVbQ97Dt+n5LLKxB+Yl607rhwTdh6izfGTg8EwvqN0p5iHFH1ziDeOfMQwZILYqXJoa6SGSodJY3U+jjW1BM3vUqQq9QIrjIYV+IOOH6xvNh2Wj/ZdIweDYO8odnZ2kqQLC/pI+uwLYbXLU7sh5q0SwG5ipN2RGoJIckSa9up6Hgv7mpdeJWAk14zSIuXnnBd23OwGOdJ3jZojHQj2DmJ1Nxuq65KSGaVFWjVnfNSbBHqQ8WN3LwK7IzUEkeSwcz667oseqqG5VZtq6rq9dwViZ3eUxerc+rMyKZX7KYK9w1jdzQZkmWyjGbhJCGwMYRX46UHGh90LkJ2RGnodyWN35CywL7rZEPL8J3ex3DWJrIJ44AY5cOO172j4tY3Nb4IR7B0o0pDUmEHh2/R2ZnzXNWnkwNzOfZ9D0YOMj2gXoIDQm7Cy4n66aUrwbl30OpIn9HxYTX8ZkhY9u0fHGiOXYu18PqNmCWN2gxa4Qe46nda15HFWrwy+WybIxnegSFn2ob1As4xvs84LPcj4iVblMHS5HcvrnGNGaVHnuVjx0ttasy08SJ9pbev2+zJqlhgzSou0YHKJNlQfVPPZNvnPy9R1lw/T9NIi01UTUkeHiFLH4ejZO5DVcGOlSb170/ljdSwnogeZGGY99sDnS1XD9LCpps400MeKUbPECJyn5rMdN2DNZ9u0dlstqyZiQM/egbqzsY3VH/zxphZt/fHURDfVs7r2ELuKZYtiJF+s5VjNMGqWOJG+T2zt3T0Ee4eyCiah+IN3Fnob6aE75Vh7Zfh0rj18n9VeGT6VXpDPDpMJZHWe9h7+SMMK/PKpYyQzgBsvawzjp7lICSxIPrvJe0gtu8sifZJpoJekNsMwnVpD/EQ6TwfrmzunLJmujI5gn+YizR8j+bj5Sg9W5yl0tcTQCDUvyMJPPDvLJfP9WXrrnitUWVGiR7fs15ilG1XxwBZVPLCFWghd+AwjtPqwuzQ2Nio/P18NDQ3q2zd82RoQb5tq6mzlWyC17JynMUs36sxZ6+z8DJ+0hr0NEipwnvYe/sj0cX9Wpn4xZ3zE2vg+nzy/BwXB3sVYAgb0zKyq7ZbLYAMIJMlhdS7KivtJhhH1PJUV9/P0kjyG8V2KJWBAz9kZRmY4PzkiTZHZSbjcd7TR02WOCfYutfyP+8KOcVEC7AuMjJ2XkaGcrEz1yrCO+qy2SLxI+Ul2Ei5bz7V7uvPD0juH6skQ/KaaOh2sbzZ9jIsSEF3Y/uhtHb3IYQV+0+8Wqy2Sw2pJsllVy2i8Vv+Cnr0D9XQIPlLBEC5KQHRWxVyk8B3xWG0Rf93dWTC01z+swB+0JC8r0zzUeanzQ8/egXpahS3S/BUXJaBDpNGzSJUp7Va3RGzM9vtY8NQu0yRIuyOgVsl9Xur8EOwdqKdV2Kyq6g07vw8XJUDWAWXB5BJV157QJ+fMl9uNLMyzXd0SsbHq7Nz01C5dckF+Z0Dvzk1BtM2rvIBhfAfqaRU2q6zVn8wc3dOmAa5gFVDWbKvV3iMNpnO/XgsOqWLV2Wk3FDSlGWkENBTFx+jZO1Ksd6Fdh7QCe9ofb2phqBEI0Z3a+Bk+6ZIh/fgOJUmkLb6lzwJ6d0dAvT4iQ7B3oMBd6PI/7tOhkx31n4f29ytSomnokNbB+maKfaSQ1VwihY6cIVpA6ar3eZmeLsaSbHYy69871tStTcD43lFBz7HClv4ocqWuSNWluFAll9W5WzC5JGwPdW7IUmNTTZ3tpVrDCvzKzzlP+442KTPDp7Z2Q2MG5XkyYCRLoETuG0c+ktk+RGXF/VRZUWI6Aho6PN/da6lbMWfvUFbzUYt+u8d0OQpbqzqH1blb/5eDpscpdJR8M0qLtGCyvfn3g/XN2nukQa1t7Tpztk2tbe2eLMqSTDNKi/Tiwsu1Zm655VJHu/Pw3ZnbdzOG8R3KKnifae3IEg7NPLUcljQ67my9dAebatHOXShuyFKjuvaE6XF/VqakjuHghuZWywJVXivKkgqBgG611DHaPPymmjq98Tfz6Rqvfe/o2TuQ3d5C17tTqxrezWfbNP9JeiDJZLWaIufTIBLKS2t9ncTqpqy5tU0jB+aqsqJExxpbIr6H1wJGKgR6+W/dc4VeXHi57STJwPC92TSA5L3vHcHeYQJ/oJG21ewqcLEJ3AFbVYoyq5WPxLBa+jhv4jCqrzlIpHrqgZGzwr7ZEd/DawEjnUSqJOrF7x3B3mEi/YGa6XqxmVFapLPt7abPO3TSfCgS8Wc1l3j7zNGeX+vrJNF2tDMM6ePWc7J6ihcDRrJ0t1yuGauRmwyTJD4vYM7eYbqz/lcKv9j4pIhL9JAcVnOJXl/r6zRD+/t16GSz5VDv35taTY8PK/DrJ1eO8VzASIZolfHsLqOzymO6ZEg/T543evYOY2erxoCBedl6dMv+oLvfCz8tphPK6jjiIx49ESRPIKAcrLcO9JHk+7M8GTCSIVL2fHc2CbOaTvPqaAzB3mEqp46wHDYMdbypJeyPfubYQWGv90n6yZVj4txSBPR0l0IkX3eny0KRmJc4kZYRUyI3dgzjO8yM0iINtdgzOxrDkKrfr9faa9mVKxkCw4lmS3tYluVs3Z0uC0ViXuJEqoz3bp35TRYlcqMj2DtQtOU+kbx3rIk/8CQwq8oVit6fc9ktl2uWA+PloeBkiLQ3yKNb9nt+q9pYMYzvQJHm7TN8HaUihxWYz8HzR58ctoaBDTGH71BW87k3VZQED/teW67Hrg0eCl4wuSQsVwbxE2n4nXn42FEb34Ei9Rr9WZl6654rTGt7m9WFRmKMWbrRdi0EyZu1uJ0uUH+9O9Nd1FlPvVjOGxjGTzuBnnu0MpLs8pRYVsPAGT6pd69MNYfcCDCH7zyxTHdFShDj3CYH05SxIdg7UKQh4q7DVVZ/9NHWqaLnrOYV184t183P7jF9DXP4qRfLTXDX13xyjv0NkJ6Ys3cgq0zh7F4Ztoar2OUp8SLNK1rlXJBPkVqxLJEMfY3VpCfnFk5Hz96BrIaIRw+yzjmg95F8ViMrkbKJrTDtknixDMHbScQkQQzpgJ69A3U345Teh7N0t5gHRXmSI1KxllCBiohWy/MyfKJQC9IKPXsHmlFapAWTS7Sh+qCaz7bJf16mrrt8mOUFhd6H83QniYikr+SIVKylKzs1FC4Z0k8vLrw8ru0DEomevQNtqqnTmm21nRndzWfbtHZbrWVPL9LuTvQ+nK87PU7Ezu6ImZ2b54bmVkZekFYI9g7U3QQ7q4SwS4b001v3XKEXF15OoHcwEvqSw+70ip1Sugfrm5lqQVphGN+ButvTiyUhDM7B+UseO9MrdkvpMtWCdELP3oEi9fTMtlJld6f0xvlLvkhbEpsN91thqgXpgnK5DmRVCnfBlBKtCRnKp1QnEF3XpY2FfbPDdpUM/R5tqqnT8j/ui7r7ZFkxiXpIDwzjO5BVKdxHo8zld72YSR2757FmG14Xml1vFsBDh+RnlBZFTdRjqiXxulN/gloVkdGzTyNWm69k9cpQ67l2y9fR+4eXRVov31Vgk6mASJsd+bMytWrOeKZaEshqCeSwAr8+/OgTZWb41NZuaMygPE0qOV9rtjHqGUlK5+xfeeUVXX311Ro8eLB8Pp9eeOGFoMcNw9Bdd92lwYMHKycnRxUVFaqpqUlNYx3Aai7/XJt1oJcoles0keaLEX92suuljn3ru56TSFtNE+gTz2pk5WB9s1rb2nXmbJta29q190hDWKCXuO6FSmmw//jjj1VWVqaqqirTx1euXKmHHnpIVVVV2rFjh4qKijRt2jQ1NXkzKcYqcajdxtgMiUTOQLW85IsUtLs609oWdE4mlZxv+n2rZEvVpLB7kxYJ173PpDTYz5w5U/fdd59mz54d9phhGFq1apWWLFmi2bNna+zYsdqwYYOam5v19NNPp6C1qReate0/L9P2a1mz7QxsUpR8VjfJwwr88mdlKicr/HtkGFL1+/VhqyQev7Zci68YnYRWw+5NWiSB6x6jaQ5O0Dtw4IDq6uo0ffr0zmPZ2dmaMmWKqqurNX/+fNPXtbS0qKWlpfP3xsbGhLc1nqIlmXRdJzxm6UZb70kikXNQLS/5rBJep0f5Hr13rIm901PIrP5EdwSue2z53cGxwb6uruPOq7CwMOh4YWGhPvjgA8vXLV++XHfffXdC25Yo3f2jtCr+kdUrQ4P75eh44ydhFzaklt367IivSEGbc+JMoTdpA/Oy9UF9s6xif68Mn87rlaGz59p1Xq8MtbUZenTLfjWcORv2XC8WRHJssA/whYy/GYYRdqyrO+64Q7feemvn742NjSouLk5Y++KpuxuiWFVeq/rO5wnuDkW1POexc05Y1pUaoTdpm2rqtHprrd4+2qjMDJ9az7Xr3KdJS+faDZ1r7Vg9EfjfSKswvDaa5tgKekVFHSc40MMPOH78eFhvv6vs7Gz17ds36CdddHeIl8pr6Ydz5jzRzglJlc4xo7RILy68XO/cN1Nv3XOFSgfHfn332siNY3v2w4cPV1FRkV5++WV9/vOflyS1trZq27ZtWrFiRYpblxixDCcyp5h+OGfOE+mcsAWxc8Wase/F0bSU9uxPnz6tPXv2aM+ePZI6kvL27NmjQ4cOyefzadGiRVq2bJmef/55vfnmm5o3b578fr+uueaaVDY7YexuwQkgeUiqdC67GfvDCvyeH01Lac9+586dmjp1aufvgbn26667TuvXr9fixYt15swZVVZW6tSpU5owYYI2b96svDx3Dr9EyxoGkHwk8DmXnYx9n0/6yZVjPH8dpVwuAERgtTGVF3uHThRI2gt0kCZdVKDq9+vpMIVw7Jw9ADgBI27OZpaxX117ouPmzDAsl+p5DT17AIArmG2ew4Y4HejZpxm7631ZF5xYfL6A87Bywho9+zQSacvHrnvXS+LuNoHoPQDOZLUtcej2xV7k2KI6CBdpy8euxT6W/3Ff2HPYbCV+2MwGcCarpXisnCDYpxU7BSQMQ/rgZLPpY6wLjg/WXQPORK0SawT7NGK3gITVzgHc3cYHvQfAmShHbY0EvTRid8vHC/v79cHJZjZbSRA2swGci3LU5kjQSzNdC0iYbfkYKPZhSKwLTqDQQh58vu7BSgu4EcE+zRF0gPhhpQXcimH8NGPW63hx4eVBj8+q2k6vBIgB67ThViTopZFo+2qz7zbQM6y0gFsR7NNItPXdrP8GeibaSovAyNmYpRs1q2o7N9JJwGceHwT7NBKt10GvBOiZSOu0GTlLPj7z+CHYp5FovQ7WfwM9E2mdNiNnycdnHj8k6KWRaOu7Wf8N9JzVOm1GzpKPzzx+6NmnkWjVoageBSQOI2fJx2ceP6yzBwAbNtXUmY6ccUOdOHzm8UOwBwCbKGKVfHzm8UGwBwDA5ZizBwDA5Qj2AAC4HMEeAACXI9gDAOByBHsAAFyOCnqAQ5htX8y2qgDigaV3gAMENvzoyueT1s4tJ+AD6DGG8QEHYMMPAIlEsAccgA0/ACQSwR5wADb8AJBIBHvAASqnjpDPF3yM7YkBxAvBHnAAticGkEhk4wMA4HL07AEAcDmCPQAALkewBwDA5Qj2AAC4HMEeAACXI9gDAOByBHsAAFyOYA8AgMsR7AEAcDmCPQAALkewBwDA5Qj2AAC4HMEeAACX65XqBgBAutlUU6fVW/br3WOnNaowV5VTR2gG2xHDwdjiFgC6YVNNneY/uSvomM8nrZ1bTsCHYzGMDwDdsHrL/rBjhiGt3lqbgtYA9hDsAaAb3j122vT4e8eaktwSwD6CPQB0w6jCXNPjIwvzktwSwD6CPQB0Q+XUEfL5go/5fNLCipLUNAiwgWAPAN0wo7RIa+eWq6y4n/xZmSor7qfH5pZrOsl5cDCy8QEAcDl69gAAuBzBHgAAlyPYAwDgcgR7AABcjmAPAIDLEewBAHA5gj0AAC5HsAcAwOUI9gAAuBzBHgAAlyPYAwDgcgR7AABcjmAPAIDLEewBAHC5XqluQKIFdvBtbGxMcUsAAOi+vLw8+Xy+Hr2H64N9U1OTJKm4uDjFLQEAoPsaGhrUt2/fHr2Hzwh0fV2qvb1dH374YVzujJyksbFRxcXFOnz4cI//CJB4nK/0wvlKL24/X/TsbcjIyNCQIUNS3YyE6du3ryv/uN2K85VeOF/phfNljQQ9AABcjmAPAIDLEezTVHZ2tu68805lZ2enuimwgfOVXjhf6YXzFZ3rE/QAAPA6evYAALgcwR4AAJcj2DvcwYMH5fP5tGfPnlQ3BQng8/n0wgsvpLoZAFyOYJ9CPp8v4s+8efNS3UR007x580zP5f79+02ff/ToUc2cOTPJrfS248ePa/78+brwwguVnZ2toqIizZgxQ3/5y19svX79+vXq169fYhuJHp8nBHN9UR0nO3r0aOf//+1vf6uf/exneueddzqP5eTk6NSpUwn5b7e2tiorKysh7+11V1xxhdatWxd0bMCAAUG/Bz7/oqKiZDYNkv7xH/9RZ8+e1YYNG3TRRRfp2LFj+vOf/6yTJ0+mumnogvMUZwYcYd26dUZ+fn7Y8QMHDhiSjN/97ndGRUWFkZOTY4wbN86orq7ufM6dd95plJWVBb3uF7/4hTF06NDO36+77jpj1qxZxrJly4xBgwYFPYb4CXzOoaZMmWIsXLjQuOWWW4yCggJj8uTJhmEYhiTj+eefT24jPezUqVOGJGPr1q2Wz3nwwQeNsWPHGn6/3xgyZIhx0003GU1NTYZhGMaWLVsMSUE/d955Z5Ja7x3RzlPgurh79+6w12zZssUwjM/O1Z/+9CejvLzcyMnJMSZOnGi8/fbbSfgXOA/D+GliyZIluu2227Rnzx6NGjVK3/nOd3Tu3Lluvcef//xn7du3Ty+//LL+8Ic/JKilsLJhwwb16tVLr776qh577LFUN8eTcnNzlZubqxdeeEEtLS2mz8nIyNDDDz+sN998Uxs2bND//M//aPHixZKkSZMmadWqVerbt6+OHj2qo0eP6rbbbkvmP8ET7Jwnu5YsWaIHH3xQO3fuVK9evXT99dfHqZXphWH8NHHbbbfpqquukiTdfffdKi0t1f79+zV69Gjb79GnTx898cQTDN8n2B/+8Afl5uZ2/h6Ykx8xYoRWrlyZqmZBUq9evbR+/Xr94Ac/0Nq1a/WFL3xBU6ZM0be//W2NGzdOkrRo0aLO5w8fPlz33nuvbrrpJq1evVpZWVnKz8+Xz+djCiaB7Jwnu37+859rypQpkqT/9//+n6666ip98skn6t27dyKa7lj07NNE1z/wQYMGSepIYOmOSy65hECfBFOnTtWePXs6fx5++GFJ0qWXXprilkHqmAv+8MMP9fvf/14zZszQ1q1b9YUvfEHr16+XJG3ZskXTpk3TBRdcoLy8PH3ve99TfX29Pv7449Q23GOinSe74nHtdAOCfZo477zzOv9/YKvD9vZ2SR3DjkZIIcSzZ8+GvUefPn0S2EIE9OnTRyNGjOj8CVxg+Pydo3fv3po2bZp+9rOfqbq6WvPmzdOdd96pDz74QFdeeaXGjh2r3/3ud9q1a5ceffRRSebfKSSW1XnKyOgIXV2ve1bnJ9K100sI9i4wYMAA1dXVBf3hsy4fsO/iiy/Wxx9/rJ07d+rcuXN68MEHddlll2nUqFH68MMPg56blZWltra2FLXU2wLnKbC6peuKJq55kTFn7wIVFRX6+9//rpUrV+qf/umftHHjRr300kvs6wyEqK+v17e+9S1df/31GjdunPLy8rRz506tXLlSs2bNUklJic6dO6dHHnlEV199tV599VWtXbs26D2GDRum06dP689//rPKysrk9/vl9/tT9C9yp2jnKScnR5dddpnuv/9+DRs2TCdOnNBPf/rTVDfb0ejZu8CYMWO0evVqPfrooyorK9P//d//kSEMmMjNzdWECRP0i1/8QpMnT9bYsWO1dOlS/eAHP1BVVZXGjx+vhx56SCtWrNDYsWP1m9/8RsuXLw96j0mTJmnBggWaM2eOBgwYQNJlAkQ7T5L0q1/9SmfPntWll16qm2++Wffdd1+KW+1s7HoHAIDL0bMHAMDlCPYAALgcwR4AAJcj2AMA4HIEewAAXI5gDwCAyxHsAQBwOYI9AAAuR7AHYEtFRUXQ9q8A0gfBHgAAlyPYAwDgcgR7AGE+/vhjfe9731Nubq4GDRqkBx98MOjxp556Spdeeqny8vJUVFSka665RsePH5fUscf4iBEj9K//+q9Br3nzzTeVkZGh2trapP07AHQg2AMI8+Mf/1hbtmzR888/r82bN2vr1q3atWtX5+Otra269957tXfvXr3wwgs6cOCA5s2bJ0ny+Xy6/vrrtW7duqD3/NWvfqWvfOUrKikpSeY/BYDY9Q5AiNOnT6ugoEC//vWvNWfOHEnSyZMnNWTIEN14441atWpV2Gt27NihL33pS2pqalJubq6OHj2q4uJiVVdX60tf+pLOnj2rCy64QA888ICuu+66JP+LANCzBxCktrZWra2tmjhxYuex/v3763Of+1zn77t379asWbM0dOhQ5eXlqaKiQpJ06NAhSdKgQYN01VVX6Ve/+pUk6Q9/+IM++eQTfetb30rePwRAJ4I9gCDRBvs+/vhjTZ8+Xbm5uXrqqae0Y8cOPf/885I6hvcD/vmf/1nPPvuszpw5o3Xr1mnOnDny+/0JbTsAcwR7AEFGjBih8847T6+99lrnsVOnTundd9+VJL399ts6ceKE7r//fn3lK1/R6NGjO5PzurryyivVp08frVmzRi+99JKuv/76pP0bAATrleoGAHCW3Nxc3XDDDfrxj3+sgoICFRYWasmSJcrI6OgbXHjhhcrKytIjjzyiBQsW6M0339S9994b9j6ZmZmaN2+e7rjjDo0YMSJoWgBActGzBxDmgQce0OTJk/X1r39dX/va1/TlL39Z5eXlkqQBAwZo/fr1eu6553TxxRfr/vvvD1tmF3DDDTeotbWVXj2QYmTjA0iYV199VRUVFTpy5IgKCwtT3RzAswj2AOKupaVFhw8f1o033qhBgwbpN7/5TaqbBHgaw/gA4u6ZZ57R5z73OTU0NGjlypWpbg7gefTsAQBwOXr2AAC4HMEeAACXI9gDAOByBHsAAFyOYA8AgMsR7AEAcDmCPQAALkewBwDA5Qj2AAC43P8HrQFCrLf/5DcAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 511.111x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"day\", y=\"total_bill\", data=df, kind='strip');"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 511.111x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"day\", y=\"total_bill\", data=df, kind='swarm');"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600.25x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Adding a a third variable\n",
"sns.catplot(x=\"day\", y=\"total_bill\", hue='sex', data=df, kind='swarm');"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Distribution of observations within categories\n",
"Boxplots and violin plots provide an excellent way to understand the distribution of categorical variables when we have a lot of data."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Boxplot\n",
"Boxplot shows the three quartile values of the distribution along with extreme values.\n",
"\n",
"A rectangle is drawn to represent the second and third quartiles, usually with a vertical line inside it, to indicate the median value. The lower and upper quartiles are shown as horizontal lines on either side of this rectangle.\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f9171ed3df0>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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o0kEPAICr4Z49AACGI+wBADAcYQ8AgOG4Zx+GGhoafB303G43HfQAANdEyz7MVFRUKDc3V2VlZWpqalJZWZlyc3NVUVFhd2kAgBBFyz6MNDQ0qKioSB6PR4sWLZLT6fRNqlNUVKTMzExa+ACALmjZh5Hy8nLFxMT4gl6SnE6nFi9erOjoaBbCAQBcEWEfRjoXwukM+k5Op5OFcAAAV0XYhxEWwgEA9AZhH0ZYCAcA0Bt00AsjLIQDAOgNwj7MsBAOAKCnCPswxEI4AICe4J49AACGI+wBADAcYQ8AgOEIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhiPsAQAwHGEPAIDhbA37rVu3avTo0YqLi1NcXJwmTpyoiooK337LspSfn69hw4YpMjJSWVlZOnLkiI0VAwAQfmwN+4SEBK1du1ZVVVWqqqrSN7/5Tc2YMcMX6IWFhdqwYYM2b96sgwcPyu12a8qUKWptbbWzbAAAwkq3V7377W9/2+2Djh49uluvy8nJ8Xu+evVqbd26VQcOHNDIkSO1adMm5eXlaebMmZKk0tJSuVwu7dy5U/Pnz+92PQAAXM+6HfZ33HGHHA6HLMu64v7OfQ6HQxcuXOhxIRcuXNDLL7+s9vZ2TZw4UTU1NWpsbNTUqVN9r3E6nZo8ebIqKyuvGvZer1der9f3vKWlpce1AABgkm6HfU1NTVAKeP/99zVx4kSdPXtWMTEx2rVrl0aOHKnKykpJksvl8nu9y+VSbW3tVY+3Zs0arVy5Mii1AgAQjrod9snJyUEp4LbbbtPhw4f1+eef65VXXtHs2bO1f/9+336Hw+H3+s6rB1ezYsUKPf74477nLS0tSkxMDHzhPXD27FnV1dXZWkNPJSUlKSIiwu4yAAAB0O2wf/3117t90OnTp3f7tYMGDVJaWpokady4cTp48KB+8pOf6Ec/+pEkqbGxUUOHDvW9/uTJk11a+5dzOp1yOp3d/vr9oa6uTvPmzbO7jB4pKSlRRkaG3WUAAAKg22H/7W9/u1uv6+09+06WZcnr9SolJUVut1t79uzRnXfeKUnq6OjQ/v37tW7dul4f3w5JSUkqKSkJ6DFra2u1evVq5eXlBeWqS1JSUsCPCQCwR7fD/uLFiwH/4j/+8Y+VnZ2txMREtba26qWXXtK+ffv0xhtvyOFwaMmSJSooKFB6errS09NVUFCgqKgozZo1K+C1BFNERETQWsnJycm0wAEA19TtsA+GEydO6MEHH9Tx48cVHx+v0aNH64033tCUKVMkScuXL9eZM2e0YMECNTU1afz48dq9e7diY2PtLBsAgLDS7bAvLi7WvHnzFBERoeLi4mu+dvHixd065nPPPXfN/Q6HQ/n5+crPz+9umQAA4Au6HfYbN27UAw88oIiICG3cuPGqr3M4HN0OewAAEHy9GmcfrDH3gN0YJgnARH2+Z985o961xr4D4YJhkgBM1Ouwf+6557Rx40Z99NFHkqT09HQtWbJE3//+9wNWHNDfgjFMUgruUEmGSQL4Mr0K+yeeeEIbN27UokWLNHHiREnSr3/9az322GP65JNPtGrVqoAWCfSXYA6TlBgqCcAevQr7rVu36uc//7nuv/9+37bp06dr9OjRWrRoEWEPAEAI6dV69hcuXNC4ceO6bB87dqzOnz/f56IAAEDg9Crsv/e972nr1q1dtpeUlOiBBx7oc1EAACBwun0Z//KV5BwOh5599lnt3r1bEyZMkCQdOHBA9fX1ys3NDXyVAACg17od9ocOHfJ7PnbsWEnSsWPHJElDhgzRkCFDdOTIkQCWBwAA+qrbYb93794eH7yhoUHDhg3TgAG9ulsAAAACIKgpPHLkSH3yySfB/BIAAOBLBDXsO2fXAwAA9uH6OgAAhiPsAQAwHGEPAIDhghr2rIQHAID96KAHAIDh+rye/bX8z//8j4YNGxbMLwEAAL5Et8N+5syZ3T7ov/3bv0mSEhMTe14RAAAIqG6HfXx8fDDrAAAAQdLtsN++fXsw6wAAAEHC0DsAAAzX6w56v/zlL/Wv//qvqqurU0dHh9++3/zmN30uDAAABEavWvbFxcV66KGHdMstt+jQoUO6++67NXjwYH388cfKzs4OdI0AAKAPehX2zzzzjEpKSrR582YNGjRIy5cv1549e7R48WI1NzcHukYAANAHvQr7uro6TZo0SZIUGRmp1tZWSdKDDz6oF198MXDVAQCAPutV2Lvdbn322WeSpOTkZB04cECSVFNTw6x5AACEmF510PvmN7+pf//3f9ddd92lhx9+WI899ph++ctfqqqqqkeT7wAAQtOJEyfC5rZsbW2t37+hLj4+Xi6Xq1+/Zq/CvqSkRBcvXpQkPfLII7rpppv0q1/9Sjk5OXrkkUcCWiAAoH+dOHFC33swV+c6vHaX0iOrV6+2u4RuuWGQUy/88/P9Gvi9CvuGhga/qXC/+93v6rvf/a4sy1J9fb2SkpICViAAoH81NzfrXIdXZ4ZP1sUIZk8NpAFnm6WP96u5uTn0wz4lJUXHjx/XLbfc4rf99OnTSklJ0YULFwJSHADAPhcj4nUx+ma7y0AA9KqDnmVZV1yrvq2tTREREX0uCgAABE6PWvaPP/64JMnhcOiJJ55QVFSUb9+FCxf0n//5n7rjjjsCWiAAAOibHoX9oUOHJF1q2b///vsaNGiQb9+gQYM0ZswYLV26NLAVAgCAPulR2O/du1eS9NBDD+knP/mJ4uLiglIUADOFy3AuhnLBNL3qoHf5crcNDQ1yOBy69dZbA1YUAPOE43AuhnLBFL0K+4sXL2rVqlVav3692traJEmxsbH6u7/7O+Xl5WnAAFbOBeCP4VzBYddQLoSXXoV9Xl6ennvuOa1du1Z/+qd/Ksuy9O677yo/P19nz54Nm7+GAfQ/hnMB/a9XYV9aWqpnn31W06dP920bM2aMbr31Vi1YsICwBwAghPTqevvp06c1YsSILttHjBih06dP97koAAAQOL0K+zFjxmjz5s1dtm/evFljxozpc1EAACBwenUZv7CwUNOmTdObb76piRMnyuFwqLKyUvX19SovLw90jQAAoA961bJPSUnRhx9+qL/8y7/U559/rtOnT2vmzJk6evSokpOTA10jAADogz4thPPFjnifffaZEhMTWQgHAIAQ0uuFcK6EhXAAAAg9vV4I58knn2QhHAAAwgAL4QAAYDgWwgEAwHB9XggHAACENlasAQDAcIQ9AACGI+wBADAcYQ8AgOEIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhuvVdLlAqDhx4oSam5vtLuNL1dbW+v0b6uLj4+VyuewuA0CAEPYIWydOnND3HszVuQ6v3aV02+rVq+0uoVtuGOTUC//8PIEPGIKwR9hqbm7WuQ6vzgyfrIsR8XaXY4wBZ5ulj/erubmZsAcMQdgj7F2MiNfF6JvtLgMAQhYd9AAAMBxhDwCA4Qh7AAAMR9gDAGA4wh4AAMMR9gAAGM7WsF+zZo3+5E/+RLGxsbrlllv07W9/W0ePHvV7jWVZys/P17BhwxQZGamsrCwdOXLEpooBAAg/tob9/v37tXDhQh04cEB79uzR+fPnNXXqVLW3t/teU1hYqA0bNmjz5s06ePCg3G63pkyZotbWVhsrBwAgfNg6qc4bb7zh93z79u265ZZb9N577+mee+6RZVnatGmT8vLyNHPmTElSaWmpXC6Xdu7cqfnz5we8JuZaDw7mWgcA+4TUDHqdIXvTTTdJkmpqatTY2KipU6f6XuN0OjV58mRVVlYGPOyZaz14mGsdAOwTMmFvWZYef/xxfe1rX9OoUaMkSY2NjZLUJSBcLtdVW7Rer1de7/+HdUtLS7drYK714GCudQCwV8iE/d/+7d/qt7/9rX71q1912edwOPyeW5bVZVunNWvWaOXKlX2qhbnWAQAmCYmhd4sWLdLrr7+uvXv3KiEhwbfd7XZL+v8WfqeTJ09etYW4YsUKNTc3+x719fXBKxwAgDBga8vesiwtWrRIu3bt0r59+5SSkuK3PyUlRW63W3v27NGdd94pSero6ND+/fu1bt26Kx7T6XTK6XQGvXYAMN2AM5/bXYJx7HpPbQ37hQsXaufOnXrttdcUGxvra8HHx8crMjJSDodDS5YsUUFBgdLT05Wenq6CggJFRUVp1qxZdpYOAMaLrHnb7hIQILaG/datWyVJWVlZftu3b9+uOXPmSJKWL1+uM2fOaMGCBWpqatL48eO1e/duxcbG9nO1AHB9OZNyjy5G3mh3GUYZcOZzW/6Isv0y/pdxOBzKz89Xfn5+8AsCAPhcjLyRzsqGCIkOegAAIHgIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhguZhXAAXB+YgjWweD/RHYQ9gH7FFKxA/yPsAfQrpmANLLumX0V4IewB9CumYAX6Hx30AAAwHGEPAIDhCHsAAAxH2AMAYDjCHgAAwxH2AAAYjrAHAMBwhD0AAIYj7AEAMBxhDwCA4Qh7AAAMR9gDAGA4wh4AAMOx6t0VDDjzud0lGIX3EwDsRdhfAWtDAwBMQthfwZmUe3Qx8ka7yzDGgDOf8wcUANiIsL+Ci5E36mL0zXaXAQBAQNBBDwAAwxH2AAAYjsv4CHv09g8s3k/APIQ9wh6d/wDg2gh7hD1GTwQWoycA8xD2CHuMngCCY8DZZrtLMI5d7ylhDwDwEx8frxsGOaWP99tdipFuGORUfHx8v35Nwh4A4MflcumFf35ezc3h0bKvra3V6tWrlZeXp+TkZLvL+VLx8fFyuVz9+jUJewBAFy6Xq98Dqa+Sk5OVkZFhdxkhiXH2AAAYjrAHAMBwhD0AAIYj7AEAMBxhDwCA4eiND6BfMVFLYPF+ojsIewD9golagseOSVoQXgh7AP0inCZqYZIWmIawB9Bvwm2iFiZpgSnooAcAgOEIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhiPsAQAwHJPqXAFzTQcW7ycA2IuwvwxzdwcPc3cDgH0I+8swd3fwMHc3ANiHsP8C5u4OP9wmCCzeT8A8hD3CFrddgofbLoBZCHuELW67BA+3XQCzEPYIa9x2AYAvxzh7AAAMR9gDAGA4wh4AAMMR9gAAGI6wBwDAcIQ9AACGI+wBADAcYQ8AgOEIewAADEfYAwBgOFvD/u2331ZOTo6GDRsmh8OhV1991W+/ZVnKz8/XsGHDFBkZqaysLB05csSeYgEACFO2hn17e7vGjBmjzZs3X3F/YWGhNmzYoM2bN+vgwYNyu92aMmWKWltb+7lSAADCl60L4WRnZys7O/uK+yzL0qZNm5SXl6eZM2dKkkpLS+VyubRz507Nnz+/P0sFACBshew9+5qaGjU2Nmrq1Km+bU6nU5MnT1ZlZeVVP8/r9aqlpcXvAQDA9Sxkw76xsVGSuixf6nK5fPuuZM2aNYqPj/c9EhMTg1onAAChLmTDvpPD4fB7bllWl22XW7FihZqbm32P+vr6YJcIAEBIs/We/bW43W5Jl1r4Q4cO9W0/efJkl9b+5ZxOp5xOZ9DrAwAgXIRsyz4lJUVut1t79uzxbevo6ND+/fs1adIkGysDACC82Nqyb2trU3V1te95TU2NDh8+rJtuuklJSUlasmSJCgoKlJ6ervT0dBUUFCgqKkqzZs2ysWoAAMKLrWFfVVWlb3zjG77njz/+uCRp9uzZ2rFjh5YvX64zZ85owYIFampq0vjx47V7927FxsbaVTIAAGHH1rDPysqSZVlX3e9wOJSfn6/8/Pz+KwoAAMOE7D17AAAQGIQ9AACGI+wBADAcYQ8AgOEIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhiPsAQAwHGEPAIDhbF0I53px9uxZ1dXVBfSYtbW1fv8GWlJSkiIiIoJybABA/yLs+0FdXZ3mzZsXlGOvXr06KMctKSlRRkZGUI4NAOhfhH0/SEpKUklJid1l9EhSUpLdJQAwTDCuckrBvdJpylVOwr4fRERE0EoGcN0L5lVOKThXOk25yknYAwD6BVc57UPYAwD6BVc57cPQOwAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhiPsAQAwHGEPAIDhCHsAAAzHDHrAZVioA4CJCHvgMizUAcBEhD1wGRbqAGAiwh64DAt1ADARHfQAADAcYQ8AgOEIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhiPsAQAwHGEPAIDhCHsAAAxH2AMAYDjCHgAAwxH2AAAYjrAHAMBwhD0AAIYj7AEAMNxAuwsAgN46e/as6urqAn7c2tpav38DKSkpSREREQE/LnAtDsuyLLuLCKaWlhbFx8erublZcXFxdpcDIIA+/PBDzZs3z+4yeqSkpEQZGRl2l4HrDGEPIGwFq2UfTLTsYQcu4wMIWxEREbSSgW6ggx4AAIYj7AEAMBxhDwCA4Qh7AAAMR9gDAGA4wh4AAMMR9gAAGI6wBwDAcIQ9AACGI+wBADAcYQ8AgOEIewAADEfYAwBgOMIeAADDEfYAABiOsAcAwHAD7S4g2CzLkiS1tLTYXAkAAD0XGxsrh8PRp2MYH/atra2SpMTERJsrAQCg55qbmxUXF9enYziszqavoS5evKhPP/00IH8ZhZKWlhYlJiaqvr6+zz8ECD7OV3jhfIUX088XLftuGDBggBISEuwuI2ji4uKM/OE2FecrvHC+wgvn6+rooAcAgOEIewAADEfYhymn06mnnnpKTqfT7lLQDZyv8ML5Ci+cry9nfAc9AACud7TsAQAwHGEPAIDhCPsQ98knn8jhcOjw4cN2l4IgcDgcevXVV+0uA4DhCHsbORyOaz7mzJljd4nooTlz5lzxXFZXV1/x9cePH1d2dnY/V3l9O3nypObPn6+kpCQ5nU653W5961vf0q9//etuff6OHTt04403BrdI9Pk8wZ/xk+qEsuPHj/s+/pd/+Rc9+eSTOnr0qG9bZGSkmpqagvK1Ozo6NGjQoKAc+3r353/+59q+fbvftiFDhvg973z/3W53f5YGSX/1V3+lc+fOqbS0VMOHD9eJEyf01ltv6fTp03aXhstwngLMQkjYvn27FR8f32V7TU2NJcl65ZVXrKysLCsyMtIaPXq0VVlZ6XvNU089ZY0ZM8bv8zZu3GglJyf7ns+ePduaMWOGVVBQYA0dOtRvHwKn833+osmTJ1sLFy60HnvsMWvw4MHWPffcY1mWZUmydu3a1b9FXseamposSda+ffuu+pr169dbo0aNsqKioqyEhATrhz/8odXa2mpZlmXt3bvXkuT3eOqpp/qp+uvHl52nzt+Lhw4d6vI5e/futSzr/8/Vm2++aY0dO9aKjIy0Jk6caP3+97/vh+8g9HAZP0zk5eVp6dKlOnz4sDIyMnT//ffr/PnzPTrGW2+9pd/97nfas2ePysrKglQprqa0tFQDBw7Uu+++q3/6p3+yu5zrUkxMjGJiYvTqq6/K6/Ve8TUDBgxQcXGxPvjgA5WWluo//uM/tHz5cknSpEmTtGnTJsXFxen48eM6fvy4li5d2p/fwnWhO+epu/Ly8rR+/XpVVVVp4MCBmjt3boCqDC9cxg8TS5cu1bRp0yRJK1eu1O23367q6mqNGDGi28eIjo7Ws88+y+X7ICsrK1NMTIzveec9+bS0NBUWFtpVFiQNHDhQO3bs0A9+8AP97Gc/01133aXJkyfrb/7mbzR69GhJ0pIlS3yvT0lJ0dNPP60f/vCHeuaZZzRo0CDFx8fL4XBwCyaIunOeumv16tWaPHmyJOnv//7vNW3aNJ09e1YRERHBKD1k0bIPE5f/gA8dOlTSpQ4sPZGZmUnQ94NvfOMbOnz4sO9RXFwsSRo3bpzNlUG6dC/4008/1euvv65vfetb2rdvn+666y7t2LFDkrR3715NmTJFt956q2JjY5Wbm6vPPvtM7e3t9hZ+nfmy89RdgfjdaQLCPkzccMMNvo87lzq8ePGipEuXHa0vTIR47ty5LseIjo4OYoXoFB0drbS0NN+j8xcM73/oiIiI0JQpU/Tkk0+qsrJSc+bM0VNPPaXa2lp5PB6NGjVKr7zyit577z1t2bJF0pX/TyG4rnaeBgy4FF2X/9672vm51u/O6wlhb4AhQ4aosbHR7wefcflA940cOVLt7e2qqqrS+fPntX79ek2YMEEZGRn69NNP/V47aNAgXbhwwaZKr2+d56lzdMvlI5r4nXdt3LM3QFZWlv73f/9XhYWF+uu//mu98cYbqqioYF1n4As+++wzfec739HcuXM1evRoxcbGqqqqSoWFhZoxY4ZSU1N1/vx5/fSnP1VOTo7effdd/exnP/M7xle/+lW1tbXprbfe0pgxYxQVFaWoqCibviMzfdl5ioyM1IQJE7R27Vp99atf1alTp/QP//APdpcd0mjZG+CP//iP9cwzz2jLli0aM2aM/uu//osewsAVxMTEaPz48dq4caPuuecejRo1Sk888YR+8IMfaPPmzbrjjju0YcMGrVu3TqNGjdIvfvELrVmzxu8YkyZN0iOPPKL77rtPQ4YModNlEHzZeZKkbdu26dy5cxo3bpweffRRrVq1yuaqQxur3gEAYDha9gAAGI6wBwDAcIQ9AACGI+wBADAcYQ8AgOEIewAADEfYAwBgOMIeAADDEfYAuiUrK8tv+VcA4YOwBwDAcIQ9AACGI+wBdNHe3q7c3FzFxMRo6NChWr9+vd/+F154QePGjVNsbKzcbrdmzZqlkydPSrq0xnhaWpr+8R//0e9zPvjgAw0YMEDHjh3rt+8DwCWEPYAuli1bpr1792rXrl3avXu39u3bp/fee8+3v6OjQ08//bT++7//W6+++qpqamo0Z84cSZLD4dDcuXO1fft2v2Nu27ZNX//615Wamtqf3woAseodgC9oa2vT4MGD9fzzz+u+++6TJJ0+fVoJCQmaN2+eNm3a1OVzDh48qLvvvlutra2KiYnR8ePHlZiYqMrKSt199906d+6cbr31VhUVFWn27Nn9/B0BoGUPwM+xY8fU0dGhiRMn+rbddNNNuu2223zPDx06pBkzZig5OVmxsbHKysqSJNXV1UmShg4dqmnTpmnbtm2SpLKyMp09e1bf+c53+u8bAeBD2APw82UX+9rb2zV16lTFxMTohRde0MGDB7Vr1y5Jly7vd/r+97+vl156SWfOnNH27dt13333KSoqKqi1A7gywh6An7S0NN1www06cOCAb1tTU5M+/PBDSdLvf/97nTp1SmvXrtXXv/51jRgxwtc573Iej0fR0dHaunWrKioqNHfu3H77HgD4G2h3AQBCS0xMjB5++GEtW7ZMgwcPlsvlUl5engYMuNQ2SEpK0qBBg/TTn/5UjzzyiD744AM9/fTTXY7zla98RXPmzNGKFSuUlpbmd1sAQP+iZQ+gi6KiIt1zzz2aPn267r33Xn3ta1/T2LFjJUlDhgzRjh079PLLL2vkyJFau3Ztl2F2nR5++GF1dHTQqgdsRm98AEHz7rvvKisrSw0NDXK5XHaXA1y3CHsAAef1elVfX6958+Zp6NCh+sUvfmF3ScB1jcv4AALuxRdf1G233abm5mYVFhbaXQ5w3aNlDwCA4WjZAwBgOMIeAADDEfYAABiOsAcAwHCEPQAAhiPsAQAwHGEPAIDhCHsAAAxH2AMAYLj/Aypx9YqAp63CAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 511.111x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"day\", y=\"total_bill\", kind=\"box\", data=df)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f9171d2bf10>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 572.125x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", kind=\"box\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Violinplot\n",
"Violinplots combine a boxplot with the kernel density estimation.\n",
"\n",
"* the thin line at the center is the interquartile range\n",
"* the thin line is the 95% confidence interval\n",
"* the white dot is the median\n",
"* the spread of the violin shape is a kernel density estimation\n"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f81c0fc4880>"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"total_bill\", y=\"day\", kind=\"violin\", data=df)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f9171dc4ac0>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 596.375x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(y=\"total_bill\", x=\"day\", hue=\"time\", kind=\"violin\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"# References\n",
"* [Seaborn](http://seaborn.pydata.org) documentation"
]
},
{
"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": {
"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
}