{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "H5ypihjGFWly" }, "source": [ "# CS5481 - Tutorial 4\n", "## Data Visualization\n", "\n", "Welcome to CS5481 Data Visualization Tutorial 4. In this session, we'll explore how to leverage the Python library `matplotlib`, along with other supportive libraries (e.g., `panda`, `seaborn`), to create compelling and informative visual representations of data. \n", "\n", "Understanding these visualizations is crucial for data analysis, allowing us to identify trends, patterns, and outliers effectively.\n", "\n", "This tutorial is designed to provide a practical approach to data visualization, ensuring you gain hands-on experience with the tools and techniques commonly used in the industry today." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparation and Environment Setup\n", "\n", "Before we dive into the practical exercises, please ensure your environment is set up with the necessary software and libraries. \n", "\n", "Here's what you'll need:\n", "\n", "- Python\n", "\n", "- Python Libraries\n", "\n", " - matplotlib\n", "\n", " - seaborn\n", " \n", " - pandas\n", " \n", " - numpy\n", "\n", "If you haven't installed these libraries yet, you can install them using pip:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "rlChL5hVFWlz", "outputId": "d07dac79-af64-4f3a-f490-131dcb098f44" }, "outputs": [], "source": [ "! pip install matplotlib\n", "! pip install seaborn" ] }, { "cell_type": "markdown", "metadata": { "id": "4gaem5cMFWlz" }, "source": [ "## 1. Import Libraries" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "id": "uO6IIS7CFWl0" }, "outputs": [], "source": [ "# Import essential libraries for data manipulation and mathematical operations\n", "import numpy as np # Provides support for large, multi-dimensional arrays and matrices\n", "\n", "import pandas as pd # Offers data structures and operations for manipulating numerical tables and time series\n", "\n", "# Import libraries for data visualization\n", "import matplotlib as mpl # Base library providing the foundation for plotting and visualization\n", "\n", "import matplotlib.pyplot as plt # Provides a MATLAB-like plotting framework\n", "\n", "import seaborn as sns # Based on matplotlib, provides a high-level interface for drawing attractive statistical graphics" ] }, { "cell_type": "markdown", "metadata": { "id": "rdoez4FLFWl0" }, "source": [ "### Customizing Plot Aesthetics\n", "Before we dive into the actual plotting, it's essential to set up the visual style and scaling of our figures. This ensures that all our plots not only convey the right information but are also visually appealing and easy to interpret. \n", "\n", "We could configure some key aspects of our plots, such as font sizes and figure dimensions, using Matplotlib's `rcParams`. In addition, we set a clean, grid-based style using Seaborn.\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "id": "YWDV-KiBFWl0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-v0_8', 'seaborn-v0_8-bright', 'seaborn-v0_8-colorblind', 'seaborn-v0_8-dark', 'seaborn-v0_8-dark-palette', 'seaborn-v0_8-darkgrid', 'seaborn-v0_8-deep', 'seaborn-v0_8-muted', 'seaborn-v0_8-notebook', 'seaborn-v0_8-paper', 'seaborn-v0_8-pastel', 'seaborn-v0_8-poster', 'seaborn-v0_8-talk', 'seaborn-v0_8-ticks', 'seaborn-v0_8-white', 'seaborn-v0_8-whitegrid', 'tableau-colorblind10']\n" ] } ], "source": [ "# Set font sizes for different elements of the plots\n", "large = 22; med = 16; small = 12 # Define size variables for easy adjustments\n", "\n", "# Create a dictionary to hold your custom matplotlib settings\n", "params = {\n", " 'axes.titlesize': large, # Font size of the axes title\n", " 'legend.fontsize': med, # Font size of the legend\n", " 'figure.figsize': (16, 10), # Size of the figure in inches (width, height)\n", " 'axes.labelsize': med, # Font size of the x and y labels\n", " 'xtick.labelsize': med, # Font size of the tick labels on the x-axis\n", " 'ytick.labelsize': med, # Font size of the tick labels on the y-axis\n", " 'figure.titlesize': large # Font size of the figure title\n", "}\n", "\n", "# Update the default rc (runtime configuration) settings with your custom parameters\n", "plt.rcParams.update(params)\n", "\n", "print(plt.style.available) # Display the available styles for matplotlib plots\n", "\n", "# Set the style of the matplotlib figures to 'seaborn-whitegrid' for a clean look with grid lines\n", "plt.style.use(\"seaborn-v0_8-whitegrid\")" ] }, { "cell_type": "markdown", "metadata": { "id": "ohKl4qftFWl0" }, "source": [ "# Types of Data Visualizations\n", "\n", "In this tutorial, we will explore five main types of visualizations, each suited for analyzing different aspects of data:\n", "\n", "- **Correlation:** Identifies the relationship between two or more variables.\n", "\n", "- **Deviation:** Shows variations from a standard or reference point.\n", "\n", "- **Ranking:** Displays the order or rank of data points within a dataset.\n", "\n", "- **Distribution:** Illustrates how data points are spread across the dataset.\n", "\n", "- **Composition:** Demonstrates how different parts contribute to a whole.\n", "\n", "We'll cover each type in detail in the following sections, highlighting their uses and best practices." ] }, { "cell_type": "markdown", "metadata": { "id": "BAwRdWNCFWl0" }, "source": [ "## 2. 1 Correlation" ] }, { "cell_type": "markdown", "metadata": { "id": "mMWCA6RQFWl0" }, "source": [ "### 2.1.1 Scatter Plot\n", "A scatter plot is a fundamental visualization for examining the relationship between two variables. It plots pairs of numerical data, with one variable on each axis, to look for patterns and see whether the variables are related. \n", "\n", "If your data contains multiple groups, such as categories or clusters, using different colors for each group can help distinguish them and highlight unique trends or outliers within these groups. \n", "\n", "This technique is particularly useful in exploratory data analysis, where visual cues can prompt further investigation into causal relationships or correlations.\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import numpy as np # For numerical operations\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Import dataset from a publicly available URL\n", "midwest = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/midwest_filter.csv\")\n", "\n", "# Prepare Data\n", "# Extract unique categories from the 'category' column of the dataset\n", "categories = np.unique(midwest['category'])\n", "\n", "# Create a color palette with one color for each category\n", "colors = [plt.cm.tab10(i/float(len(categories)-1)) for i in range(len(categories))]\n", "\n", "# Set up the figure for plotting\n", "plt.figure(figsize=(16, 10), dpi=80, facecolor='w', edgecolor='k')\n", "\n", "# Draw a scatter plot for each category\n", "for i, category in enumerate(categories):\n", " # Select data that matches the current category\n", " subset = midwest[midwest.category == category]\n", " # Plot 'area' vs 'poptotal' for the subset with a unique color and label\n", " plt.scatter('area', 'poptotal',\n", " data=subset,\n", " s=20, # Size of the scatter mark\n", " c=[colors[i]], # Color of the points\n", " label=str(category), # Label for the legend\n", " alpha=0.5) # Transparency of the points\n", "\n", "# Decorations\n", "# Set x and y limits, labels, and font size of ticks\n", "plt.gca().set(xlim=(0.0, 0.1), ylim=(0, 90000),\n", " xlabel='Area', ylabel='Population')\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "# Set the title of the plot and the font size\n", "plt.title(\"Scatterplot of Midwest Area vs Population\", fontsize=22)\n", "\n", "# Display a legend with a title, adjust font size\n", "plt.legend(title=\"Category\", fontsize=12)\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "f39clWpmFWl1" }, "source": [ "### 2.1.2 Correlogram\n", "\n", "A correlogram is a visual tool in data analysis that is used to show the correlation coefficients between multiple variables at once. Each cell in the correlogram represents the correlation between two variables, often visualized through color coding. \n", "\n", "This type of plot is highly effective for quickly identifying relationships within a dataset, making it easier to pinpoint which pairs of variables have strong positive or negative correlations.\n", "\n", "Next, we will learn how to create a correlogram using seaborn's heatmap functionality, which makes it straightforward to generate these comprehensive views of data relationships." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "import seaborn as sns # For high-level interface for drawing attractive statistical graphics\n", "\n", "# Import dataset from a public URL\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")\n", "\n", "# Remove non-numeric columns to prepare for correlation matrix calculation\n", "df_numeric = df.select_dtypes(include=[np.number])\n", "\n", "# Plot setup\n", "plt.figure(figsize=(12, 10), dpi=80) # Set the size and resolution of the plot\n", "\n", "# Create a heatmap of the correlation matrix\n", "sns.heatmap(df_numeric.corr(), # Data source: DataFrame correlation matrix\n", " xticklabels=df_numeric.corr().columns, # X-axis labels as column names from the correlation matrix\n", " yticklabels=df_numeric.corr().columns, # Y-axis labels as column names\n", " cmap='RdYlGn', # Color map: Red to Yellow to Green, indicates strength of correlation\n", " center=0, # Center the colormap at 0, divergence at zero to show +ve and -ve equally\n", " annot=True) # Annotate cells with correlation coefficients\n", "\n", "# Decorations\n", "plt.title('Correlogram of mtcars', fontsize=22) # Set the title and its size\n", "plt.xticks(fontsize=12) # Set the font size of the x-axis labels\n", "plt.yticks(fontsize=12) # Set the font size of the y-axis labels\n", "plt.show() # Display the plot\n" ] }, { "cell_type": "markdown", "metadata": { "id": "8u2PQ51lFWl1" }, "source": [ "## 2.2 Deviation" ] }, { "cell_type": "markdown", "metadata": { "id": "Q1Q-faWRFWl1" }, "source": [ "### 2.2.1 Diverging Bars\n", "\n", "Diverging bars are an excellent visualization technique for showcasing variations across categories based on a single metric. By displaying data as bars that diverge from a common midpoint, this visualization makes it easy to compare the magnitude and direction of differences.\n", "\n", "In the next section, we'll go through how to create a diverging bar chart using Python's matplotlib library, helping to visually communicate the differences in performance across various groups effectively." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Import dataset\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")\n", "\n", "# Prepare data\n", "x = df.loc[:, ['mpg']] # Select the 'mpg' column to calculate Z-scores\n", "df['mpg_z'] = (x - x.mean()) / x.std() # Compute Z-scores of 'mpg' to standardize\n", "\n", "# Assign colors based on the value of 'mpg_z'\n", "df['colors'] = ['red' if value < 0 else 'green' for value in df['mpg_z']]\n", "\n", "# Sort the DataFrame by 'mpg_z' to ensure the bars diverge around the zero point\n", "df.sort_values('mpg_z', inplace=True)\n", "\n", "# Reset index to order by sorted values for more coherent plotting\n", "df.reset_index(inplace=True)\n", "\n", "# Draw plot\n", "plt.figure(figsize=(14, 10), dpi=80) # Set size and resolution of the figure\n", "plt.hlines(y=df.index, xmin=0, xmax=df.mpg_z, color=df.colors, alpha=0.4, linewidth=5) # Draw horizontal lines\n", "\n", "# Decorations\n", "plt.gca().set(ylabel='$Model$', xlabel='$Mileage$') # Set labels for axes\n", "plt.yticks(df.index, df.cars, fontsize=12) # Set y-ticks to car models\n", "plt.title('Diverging Bars of Car Mileage', fontdict={'size': 20}) # Title of the plot\n", "plt.grid(linestyle='--', alpha=0.5) # Add gridlines with custom style and transparency\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "GlTYoXv4FWl1" }, "source": [ "### 2.2.2 Diverging Texts\n", "\n", "Diverging Texts are a variant of Diverging Bars, offering a direct visual representation of data values alongside the graphical depiction. This approach is particularly useful when precise values are as important as visual trends. \n", "\n", "By placing text labels directly on the plot, this format allows for a quick assessment of each item's exact metric while still highlighting the comparison between them in a visually intuitive manner. \n", "\n", "Next, we'll learn how to implement Diverging Texts to enhance the readability and detail of our visualizations." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Import dataset\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")\n", "\n", "# Prepare data\n", "x = df.loc[:, ['mpg']] # Select the 'mpg' column to calculate Z-scores\n", "df['mpg_z'] = (x - x.mean()) / x.std() # Compute Z-scores of 'mpg' to standardize\n", "\n", "# Assign colors based on the value of 'mpg_z'\n", "df['colors'] = ['red' if value < 0 else 'green' for value in df['mpg_z']]\n", "\n", "# Sort the DataFrame by 'mpg_z' to ensure the texts diverge around the zero point\n", "df.sort_values('mpg_z', inplace=True)\n", "\n", "# Reset index to order by sorted values for more coherent plotting\n", "df.reset_index(inplace=True)\n", "\n", "# Draw plot\n", "plt.figure(figsize=(14, 14), dpi=80) # Set size and resolution of the figure\n", "plt.hlines(y=df.index, xmin=0, xmax=df.mpg_z) # Draw horizontal lines\n", "\n", "# Plot texts on the diverging bars\n", "for x, y, tex in zip(df.mpg_z, df.index, df.mpg_z):\n", " # Position text at the end of the bar segment\n", " plt.text(x, y, round(tex, 2), \n", " horizontalalignment='right' if x < 0 else 'left',\n", " verticalalignment='center', \n", " fontdict={'color':'red' if x < 0 else 'green', 'size':14})\n", "\n", "# Decorations\n", "plt.yticks(df.index, df.cars, fontsize=12) # Set y-ticks to car models\n", "plt.title('Diverging Text Bars of Car Mileage', fontdict={'size':20}) # Title of the plot\n", "plt.grid(linestyle='--', alpha=0.5) # Add gridlines with custom style and transparency\n", "plt.xlim(-2.5, 2.5) # Set limits for x-axis to standardize display across datasets\n", "plt.show() # Display the plot" ] }, { "cell_type": "markdown", "metadata": { "id": "1ajxSkmbFWl2" }, "source": [ "### 2.2.3 Area Chart\n", "\n", "Area charts are a compelling way to visualize data by coloring the area between the axes and lines. This type of chart emphasizes not only the peaks and valleys but also the duration of highs and lows. \n", "\n", "By illustrating the magnitude of fluctuations over time, area charts allow viewers to quickly grasp the relative significance of different periods in the dataset. The larger the area under a peak, the longer and more significant that high point is. \n", "\n", "Next, we'll create an area chart to visualize how certain values have changed over time, highlighting their impact through the use of color and area." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import numpy as np # For numerical operations\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Prepare Data\n", "# Load data and parse dates in the 'date' column\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/economics.csv\", parse_dates=['date']).head(100)\n", "# Create an array of indices for x-axis\n", "x = np.arange(df.shape[0])\n", "# Calculate monthly returns as a percentage\n", "y_returns = (df.psavert.diff().fillna(0) / df.psavert.shift(1)).fillna(0) * 100\n", "\n", "# Plot\n", "plt.figure(figsize=(16, 10), dpi=80) # Set the size and resolution of the plot\n", "# Fill area for positive returns\n", "plt.fill_between(x[1:], y_returns[1:], 0, where=y_returns[1:] >= 0, facecolor='green', interpolate=True, alpha=0.7)\n", "# Fill area for negative returns\n", "plt.fill_between(x[1:], y_returns[1:], 0, where=y_returns[1:] <= 0, facecolor='red', interpolate=True, alpha=0.7)\n", "\n", "# Annotate\n", "# Highlight a specific point with an annotation\n", "plt.annotate('Peak \\n1975', xy=(94.0, 21.0), xytext=(88.0, 28),\n", " bbox=dict(boxstyle='square', fc='firebrick'),\n", " arrowprops=dict(facecolor='steelblue', shrink=0.05), fontsize=15, color='white')\n", "\n", "# Decorations\n", "# Create custom x-tick labels combining the month and year\n", "xtickvals = [str(m)[:3].upper()+\"-\"+str(y) for y, m in zip(df.date.dt.year, df.date.dt.month_name())]\n", "\n", "# Set custom x-ticks at regular intervals\n", "plt.gca().set_xticks(x[::6])\n", "plt.gca().set_xticklabels(xtickvals[::6], rotation=90, fontdict={'horizontalalignment': 'center', 'verticalalignment': 'center_baseline'})\n", "plt.ylim(-35, 35) # Set y-axis limits\n", "plt.xlim(1, 100) # Set x-axis limits\n", "plt.title(\"Month Economics Return %\", fontsize=22) # Title of the plot\n", "plt.ylabel('Monthly returns %') # y-axis label\n", "plt.grid(alpha=0.5) # Set grid transparency\n", "\n", "plt.show() # Display the plot" ] }, { "cell_type": "markdown", "metadata": { "id": "eLE55wHyFWl2" }, "source": [ "## 2.3 Ranking" ] }, { "cell_type": "markdown", "metadata": { "id": "FgVr36MhFWl2" }, "source": [ "### 2.3.1 Lollipop Chart\n", "\n", "A Lollipop Chart is a visual tool that combines elements of both the scatter plot and the bar chart to highlight the rank order of items, which shows the differences in magnitude among categories by representing each data point with a 'lollipop'—a line that extends from a baseline to a circle marker. \n", "\n", "This distinctive style not only draws attention to each item’s value but also makes the differences between ranks visually striking. Lollipop Charts are particularly useful for displaying metrics where the rank order is more important than the exact values. \n", "\n", "In the next example, we will create a Lollipop Chart to illustrate the performance of various categories in a clear and engaging way.\n" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Prepare Data\n", "# Load data from a public URL and select relevant columns\n", "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "# Group data by 'manufacturer' and calculate the average 'cty' mileage\n", "df = df_raw[['cty', 'manufacturer']].groupby('manufacturer').apply(lambda x: x.mean())\n", "# Sort the DataFrame by 'cty' to prepare for plotting\n", "df.sort_values('cty', inplace=True)\n", "# Reset index to use in the plotting as x-axis positions\n", "df.reset_index(inplace=True)\n", "\n", "# Draw plot\n", "fig, ax = plt.subplots(figsize=(16, 10), dpi=80) # Set size and resolution of the plot\n", "# Draw vertical lines from the baseline to the y-values\n", "ax.vlines(x=df.index, ymin=0, ymax=df.cty, color='firebrick', alpha=0.7, linewidth=2)\n", "# Draw scatter plot with custom size and color\n", "ax.scatter(x=df.index, y=df.cty, s=75, color='firebrick', alpha=0.7)\n", "\n", "# Title, Label, Ticks, and Ylim\n", "ax.set_title('Lollipop Chart for Highway Mileage', fontdict={'size':22}) # Set chart title with font size\n", "ax.set_ylabel('Miles Per Gallon', fontsize=16) # Set y-axis label\n", "ax.set_xticks(df.index) # Set custom x-ticks\n", "# Set x-tick labels with manufacturer names, rotate for better visibility\n", "ax.set_xticklabels(df.manufacturer.str.upper(), rotation=60, fontdict={'horizontalalignment': 'right', 'size':12})\n", "ax.set_ylim(0, 30) # Set y-axis limits\n", "\n", "# Annotate\n", "# Add text annotations with mileage data\n", "for row in df.itertuples():\n", " ax.text(row.Index, row.cty + .5, s=round(row.cty, 2), horizontalalignment='center', verticalalignment='bottom', fontsize=14)\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "z7zJObHKFWl2" }, "source": [ "### 2.3.2 Dot Plot\n", "\n", "A Dot Plot is a simple yet effective visualization tool that arranges points along a horizontal axis to convey the rank order of items. Because the points are aligned horizontally, it's easier to compare them directly and gauge the extent of their differences. \n", "\n", "This format not only highlights the relative positions but also allows viewers to clearly see the distances between points, which can be critical in assessing the spread and distribution of data points across categories or groups. \n", "\n", "Next, we will create a Dot Plot to demonstrate these characteristics using an example dataset, providing a visual interpretation of item ranking and distribution." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Prepare Data\n", "# Load data from a public URL and select relevant columns\n", "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "# Group data by 'manufacturer' and calculate the average 'cty' mileage\n", "df = df_raw[['cty', 'manufacturer']].groupby('manufacturer').apply(lambda x: x.mean())\n", "# Sort the DataFrame by 'cty' to prepare for plotting\n", "df.sort_values('cty', inplace=True)\n", "# Reset index to use in the plotting as y-axis positions\n", "df.reset_index(inplace=True)\n", "\n", "# Draw plot\n", "fig, ax = plt.subplots(figsize=(16, 10), dpi=80) # Set size and resolution of the plot\n", "# Draw horizontal lines for reference\n", "ax.hlines(y=df.index, xmin=11, xmax=26, color='gray', alpha=0.7, linewidth=1, linestyles='dashdot')\n", "# Draw scatter plot with custom size and color for dots\n", "ax.scatter(y=df.index, x=df.cty, s=75, color='firebrick', alpha=0.7)\n", "\n", "# Title, Label, Ticks, and Ylim\n", "ax.set_title('Dot Plot for Highway Mileage', fontdict={'size':22}) # Set chart title with font size\n", "ax.set_xlabel('Miles Per Gallon', fontsize=16) # Set x-axis label\n", "ax.set_yticks(df.index) # Set custom y-ticks\n", "\n", "# Set y-tick labels with manufacturer names and adjust alignment\n", "ax.set_yticklabels(df.manufacturer.str.title(), fontdict={'horizontalalignment': 'right'})\n", "ax.set_xlim(10, 27) # Set x-axis limits\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "-OKdvawoFWl3" }, "source": [ "### 2.4 Distribution" ] }, { "cell_type": "markdown", "metadata": { "id": "t4jw9JaYFWl3" }, "source": [ "### 2.4.1 Histogram for Continuous Variable\n", "\n", "A histogram is a graphical representation that organizes a group of data points into user-specified ranges. It effectively displays the frequency distribution of a continuous variable, illustrating how many observations fall into each range or \"bin.\" \n", "\n", "Histograms are invaluable for visualizing and understanding the distribution, skewness, and kurtosis of the data, allowing analysts to quickly assess the central tendency and variability of the data. \n", "\n", "Next, we will create a histogram to explore the distribution of a specific dataset, highlighting its practical application in data analysis.\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import numpy as np # For numerical operations\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Import Data\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Prepare data\n", "x_var = 'displ' # Define the variable for the x-axis (displacement)\n", "groupby_var = 'class' # Define the variable to group by (vehicle class)\n", "# Group data by 'class' and select 'displ'\n", "df_agg = df.loc[:, [x_var, groupby_var]].groupby(groupby_var)\n", "# Extract values for each group\n", "vals = [df[x_var].values.tolist() for i, df in df_agg]\n", "\n", "# Draw\n", "plt.figure(figsize=(16, 9), dpi=80) # Set size and resolution of the plot\n", "# Create a color palette\n", "colors = [plt.cm.Spectral(i/float(len(vals)-1)) for i in range(len(vals))]\n", "# Plot histogram\n", "n, bins, patches = plt.hist(vals, 30, stacked=True, density=False, color=colors[:len(vals)])\n", "\n", "# Decoration\n", "# Create a legend mapping colors to class labels\n", "plt.legend({group: col for group, col in zip(np.unique(df[groupby_var]).tolist(), colors[:len(vals)])})\n", "plt.title(f\"Stacked Histogram of ${x_var}$ colored by ${groupby_var}$\", fontsize=22) # Set chart title\n", "plt.xlabel(x_var, fontsize=16) # Set x-axis label\n", "plt.ylabel(\"Frequency\", fontsize=16) # Set y-axis label\n", "plt.ylim(0, 25) # Set limits for the y-axis\n", "# Set custom ticks on the x-axis\n", "plt.xticks(ticks=bins[::3], labels=[round(b, 1) for b in bins[::3]])\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "rF1n45DaFWl3" }, "source": [ "### 2.4.2 Density Plot\n", "\n", "A Density Plot is a smoothed version of the histogram and is used to visualize the distribution of continuous variables. It is particularly useful for examining the underlying shape of the data distribution, such as its skewness and peaking. \n", "\n", "By grouping the data by a categorical response variable, density plots can also help in exploring the relationships between variables, revealing how one variable's distribution varies with another.\n", "\n", "In this tutorial, we'll use density plots to explore how the distribution of city mileage (`cty`) varies with the number of cylinders (`cyl`) in a vehicle. Let’s dive into creating a density plot that illustrates these dynamics." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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frnXr1qlnz55hOd+vvvpKq1atUr169fTAAw8oLu6vcbkTEhJ0//33q3HjxlqzZk2RT4iPPPJIPfnkk3rssceKzX6Qnp4efG9+9913wde/++47bd26VXFxcbrrrruKvN/S09N1xx13FDtfSZo2bZrcbre6d+9erFtBw4YN9eijj0qyP60vb6uI/v37Fxtno2PHjurbt68ke5YJyb6+zj//fEkl/8w///xzud1uHX/88TruuONCPn5ubq7uvvvuYq1mAjO0bN68uUItPQ4WjvdIVZ3/ocr7/fjwww8lSddff32xmYNuvPFGHXXUUcWOsWbNGi1YsEBxcXF69NFHlZycHFxmGIZuvvlmtWvXTrt27Qq28jjYvn37dMsttyghIaHI64G/MyeeeGKR95EkHXPMMZo2bZpmzJihlJSUw34fAOBQBBEAUAGBZreBh4w1a9YEQ4nTTz+9xG3OOussSSq1j3tg+aGaNGkiqegAYkcffbQk6ZVXXilx0MwOHTroiCOOqHAQ0blzZx1zzDEqKCjQrFmziizLzMxUdna2TjjhhHJNRVmagoICrVmzRk888USwme8999xT7Kb4UN9++62k0r9vjRs3Do7RUFqXgFAFjnX66aeX+D1NSEgIPqhW9liB8UAifXN/4YUXKi4uTj/99JPWrFlTZFng4SUjI6PYA0ko6tatq759+8rtdmvevHlFls2YMUOSdMEFF1Sw8qIC4ULHjh1Vt27dYsvj4+PVs2dPSSrSleaoo47SoEGDlJGRUeJ+Aw+SB78PAwN/tm3btsQH4nPPPTc45snBAuPFlPa7Ij09XS1btlRBQYGWLVtW4jqlKe39ELg+Dw40A90TPv/8c+3bt6/I+oHAIhBQhco0zRLP6+AH8coGEeF6j1TF+R+qPN+P3bt3a/PmzZLsQPlQhmGUuK/A9XTkkUfqb3/7W4l19OrVS5JK7G5nmqZOOumkYq8H/s7MmDFD8+fPL9aF5dhjj1Xr1q1LvMYB4HCYvhMAKmD37t2SpNq1a0tScLpB0zQ1ceLEErcJPMDs3LlTOTk5wW0DSpvfPnCTd/BN4M0336yvvvpK69at05AhQ9S0aVOdcsopOvXUU8P2yfLFF1+sxx9/XO+9916R6ekqc4M+a9asYsHGwerXr697771XAwYMOOy+Ap/WHdr65GAtWrTQypUrtWXLlnLXWtKxWrVqVeaxJFX6WIGfXaRHrm/cuLHOPPNMffbZZ3r33Xd17733SrJb+3z88ceSKvdQdsEFF2j27Nl67733gqFDYWGhPvroI9WvX79CLS1KEhg0dMuWLXrsscdKXCfQz/7QmVk2bNig1157Td999502b94st9tdbIDKg/+9bds2SfY4GCVJSUnRkUceWSzYCdS4ePHiUgf+9Hq9JdZ4OKU9iAZacR08UGf79u113HHHaeXKlfrwww+DY5rs379fCxcuVGJiYkjvxYM1atSoxBDx4IfV0sZkCFW43iNVcf6HKs/3Y+vWrcHXSrumSvodFLiecnNzy33NS/bv3ZJqvPTSSzVv3jz98MMPGj58uOrXrx/8O3P66acHrykAqAiCCAAoJ7fbHWz9ELjpD7SM8Pv9mjp16mH3UVIQUZ5Pmhs2bKj33ntP06ZN05w5c/Tbb79p5syZmjlzpuLj43XuuefqnnvuqVQgkZGRoWeeeUa//vqrfv31Vx1//PHKyclRZmamkpKSgs2ay+Poo48u1mzcNE3VqVNH6enp6tGjR8ifcgY+FS1pyr6AwLL8/Pxy11rSsQ5u8lxVxwq0gMnLy9PWrVtLfSCpCpdccok+++wzffDBB7rjjjuUkJCgb775Rrt27VKnTp3UunXrCu/71FNPVbNmzfT9999r48aN+tvf/qbPPvtMBw4c0NChQw/bAiZUgZ/VmjVrigUAhzr4k/nvv/9e119/vfLz81WvXj2dcsopatiwYbD109dff11soMDAz7qsa/DQ9/nBNS5cuFALFy4MucZQlPb+CZzHoYPAXnzxxXr00Uf17rvvBh/EP/nkE3k8Hp1//vkltiopSyQ+HQ/neyTc53+o8nw/Dv7dUdr7oaTXA9fT1q1bD/v3p6TrqbQak5OTNXXqVE2fPl0ffvihfvzxR3388cf6+OOPZZqmzjjjDD3wwANlBrQAUBqCCAAop8zMTHk8HsXFxQXHaAjM9JCSklLuptQVVatWLQ0bNkzDhg3Trl27tGjRIi1YsECffvqpPvjgA23YsEFvvPGGXC5XhfZfv359nX322Zo1a5bef/99HX/88frss8+Un5+vgQMHqk6dOuXeZ7t27XT//fdXqJ5DpaSkKDs7u8wH/3A14Q5sX9I0quE+1tFHH62GDRtq9+7dWrhwYbHxL0pTWFhY6Yf5nj17qkWLFtqyZYsyMzPVt2/fYAuWyo4HYpqmBg0apBdeeEHvv/++brvtNs2cOVOSNGjQoErt+2CB9+LQoUP1r3/9K+Tt/v3vfys/P1/dunXTxIkTiwUId911V7EgIvBwX1hYWOp+c3NzS6zxwIEDGjdunPr16xdyjaEobbaZwPvk0DBt4MCB+s9//qNVq1YFA8fAz7yy3RKqSjjfI9F0/gfXVtr7uaQxRwLX/FlnnVVsZqbKio+P1xVXXKErrrhC+/fv15IlS5SZmam5c+fqiy++0Jo1a/Thhx8GawCAUDFGBACUg9/vDw6o2Lt37+DD+BFHHCHJvkncu3dvxOtq1KiRBg4cqGeffVbTp09XUlKSli9fXulBGgN9qD/++GP5fL6oekAJtEYpq+l6oMtMZT+xCxwr0AS6Ko/lcrl0zjnnSJL+97//Bad/LMtPP/2k008/XRMnTizWlaA8TNMMBg6zZs0KDkyakpKic889t8L7DQgM0PfJJ59oz549WrhwoY455hi1b9++0vsOCPysAn3tQ3HgwIHgdJ4jRowosRVDST/7hg0bSlKp3Svy8vK0fv36sNQYqtL2WVo3kjp16gSnTZ01a5a2b9+u7777Tq1atQpO4xhtwvkeiabzD7T0kEq/pkq6DgN/f6riejpYvXr11K9fPz3++OOaM2eOGjVqpKysLM2fP79KjwugeiKIAIByeOGFF7Rs2TLVqlVLd911V/D11q1bB28iP/rooxK33bZtm+bPn1/iJ6Tl4Xa79fnnnwcH+TtUYACxwDFDUdrDa7du3XTkkUdq165dmjVrlhYvXqy//e1vJQ6kFmmBh4QFCxaUuHzTpk36/fffi6x7sPI8sAe2//LLL0vs356TkxMc0DIcDy833HCD6tSpo1WrVmnMmDFlrrt3717dd9992rt3rzZv3lxkRo+ylHb+F154oUzT1IIFC/Thhx8qOztb/fv3D8snnkcccYROOukkrV27Vm+88YZ8Pl9YW0NIdhcQyR6Ub8+ePSWus3jxYv3888/B78HB34v69esXW/+nn37S8uXLi60bGKz1t99+K/GT6rlz55bYWiJQY2m/KyQ7/AuEW+Xx1Vdflfh64PosKfQJtCj46KOP9MEHH8jv92vw4MEhX0tOCOd7JFrOv1mzZsFwq6RBb30+nzIzM4u9Hvids2bNGq1evbrEff/0009aunRpcOyRw/F6vfrqq680bdq0Epc3b9482CLw4LEtACBUBBEAEIIdO3bowQcf1NixY2Waph5++OEigySapqnrrrtOkjRx4kT98ccfRbbPzs7WXXfdpeHDh+ull16qdD333HOP7rvvPn3xxRfFlq1duzb4AB6YNaI0gU9+A4MxliRwk/7YY4/J5/PpwgsvjIoHlMsvv1xJSUn69ttvi02/l5eXp4cffliWZem0005Tenp6cFko53yojIwMNWrUSJs2bdKECROKLPN6vXrsscfkdrt19NFHlzoTQnm0aNFCjzzyiEzT1KRJk/Tggw8Wm0ZVkn744QddccUVWrNmjY455pjgAJNlCQQKpZ1/8+bN1bNnTxUUFOipp56SFN4WMIFWEa+88opcLpcGDhwYtn1L9lS5xx57rPLy8vTvf/+7WBDw/fff6+9//7suu+wyrVu3TpL9SW/jxo0lqdinu7/88ov++c9/BmcVOPih65RTTlGtWrVUUFCg8ePHF9luzZo1evrpp0sMNi6//HKlpKRoxYoVJfbpf+2113Tbbbfp+uuvL7PbR0nef//9YGhy8DkHppUt6fsdmCVn27Ztmjx5skzTDP6colU43yPRdP6BlkdTpkwp1rpuwoQJJYbLrVu31llnnSXLsvToo48WG8Tz999/14gRI3TFFVcUmX62LC6XS6NGjdKjjz6qN954o9jynTt3BrshVmZ6UwA1F2NEAMBB3nzzzSIP9zk5OcrKytKyZcvk8XiUmpqqZ555JviJ5sGuvvpq/fTTT/roo4+UkZGhHj16qFmzZsF+zLm5uerevbtuvPHGStWYkpKi++67T/fff79uvvlmdejQQW3atFF8fLy2bt2qxYsXy+Px6Nprrz3s4IKBT0e///57XXzxxUpJSdEdd9yhDh06BNcZPHiwxowZowMHDsjlcoVtmsXKSktL06hRo3TPPffo/vvv17vvvqtjjz1Wubm5Wrx4sXbu3KkjjzxSjz/+eJHtQjnnQ9WuXVvPPPOMhg8frueff16ff/65TjzxRHk8Hn377bfKyspS48aNNWbMmAqPyXGo8847T/Xr19cdd9yht99+WzNnzlTXrl3VsmVLud1u/f7778GpGAPNpUNptdC+fXt98cUXmjx5spYvX668vDy99dZbRda55JJLlJmZqQMHDujoo48OfvIZDv3799djjz2mnJwcnX766UWao4eDaZp67rnndO211+qjjz7SsmXLdMoppyguLk5r167VDz/8INM0df/99wenJ5Skm266SaNGjdLYsWO1dOlStWzZUuvWrdP333+vm2++WW3atNHSpUuD3ZMGDhyoU045RXfccYceffRRvfzyy/rmm2/Uvn177dq1S5mZmbrqqqu0YsWKYGuEgBYtWujJJ5/UHXfcoccee0wzZsxQ+/btVVhYqB9//FF//PGH6tevryeeeCKkcT8ObqVx3XXXaciQITrllFOUlpamHTt2KDMzU16vVxkZGTrllFNK3EdglpwDBw6oR48eER0ktaLC+R6JlvMfPny4PvvsM23YsEH9+/fXGWecocTERC1fvlybNm3SiBEjNGbMmGItmkaNGqVrr71W3333nfr06RMc+DcrK0tLliyRz+fTjTfeWOrP/1CGYehf//qXRowYoUceeURvvvmm2rVrp6SkJO3cuVOLFi2S2+3W2WefHZwOFwDKgyACAA7yySefFPm3y+VS3bp11blzZ/Xq1UsXXnhhqYM0mqapZ599Vr1799b777+vH374Qbm5uapfv77atWun888/XxdeeGG5ZscozQUXXKBWrVrp9ddf108//aSVK1fKsiw1aNBAPXr00IUXXqi+ffsedj9dunTRLbfcojfffFO//fabmjZtWuzBJzU1Vb1799bcuXPVo0cPNW3atNL1h8uAAQPUpk0bvfzyy/r222/1888/Kz4+XkcddZSGDBmiK6+8slh//1DOuSQnn3yyPvjgA02ZMkWLFi3SjBkz5HK51KpVK91444269tprg82qw+W0007Tp59+qvfee09ffPGFVq5cqSVLlsjlcql58+YaPHiwMjIyytUd5Oqrr9aaNWv05ZdfatmyZSVO93jmmWeqcePG2rlzZ6UHqTxUrVq11K9fP82YMaPKQq2jjz5aM2fO1Kuvvqr58+dr7ty58vv9wbFUrrjiCnXs2LHINkOHDpXf79dbb72lb775RrVq1VJ6errGjh2rs88+W4WFhTrnnHP05ZdfasGCBerdu7ckaciQIWrQoIFeffVVrV69WuvXr9cxxxyjxx57TBkZGcGpb02zaCPUs88+WzNnztRLL72kJUuWaMaMGUpMTFTTpk113XXXaejQoWrZsmVI53twq4nLL79c6enpeu211zRr1iwVFhbqqKOO0oUXXqgrr7yy1H1kZGTo6aefVmFhYVSMAROqcL1HouX8GzZsqLffflvjx49XZmam5syZo3r16qlLly567rnngtOvHjpIb6NGjfT222/r9ddf17x58zR//nx5PB41atRIvXv31sUXX1zu1lo9evTQ22+/rVdffVVLly7VnDlz5PP5VLduXZ144okaOHBg2LtWAag5DKsyo1oBAGqEG2+8UV9++aWef/559enTx+lyUMXy8vJ05plnKjc3V19++WWlpoGt6c4++2xt2LBB//3vf4PhRTTavn27evXqpXr16ikzMzMi03BGk5p+/gAQaYwRAQAo04oVK/Tll1/qb3/7m3r16uV0OYiAN954Q/v27dOAAQMIIcpgWZa+//57TZ8+vcRZDnbt2qUtW7ZIUpFxSqLRiy++KK/XqyuuuKJGPoTX9PMHgEijawYAoFQ7d+7UnXfeKUn65z//Wax5OaqfpUuXauzYsUpMTNTf//53p8uJaoZh6IknntCKFSt0/vnn6z//+U/wPVJYWKjRo0fL4/GoU6dORQa3jTZz587VG2+8odTUVF199dVOlxNxNf38AcAJBBEAgGKeeeYZbd++XQsWLND+/ft1wQUX6Pzzz3e6LFSRPXv2aOzYsdq5c6cWLFggn8+nxx9/PKofnqPFv/71L11//fWaPXu2fvzxR3Xt2lUej0fLli1TVlaW6tevr1GjRjldZjFr167V1KlTlZWVpYULFyouLk5PP/10qWPghNusWbP0008/lXu7Dh06aMCAAZU+vtPnDwA1HUEEAKCYzMxM/f7772revLluuOEG3XDDDU6XhCpUWFioDz/8UB6PR8cee6xGjBgR1eMZRJMTTzxR7777rl577TUtWrRIc+fOlc/nU4sWLXTllVfqhhtuULNmzZwus5gDBw5o5syZkuwBXP/v//5PXbp0idjxv/76a82YMaPc211wwQVhCSKcPn8AqOkYrBIAAAAAAERMjWgR4ff75fV6ZZqmDMNwuhwAAAAAAKoly7Lk9/sVFxdX6vhiNSKI8Hq9WrFihdNlAAAAAABQI7Rv314JCQklLqsRQUQghWnfvr1cLpfD1SAa+Xw+rVixgmsEZeI6QSi4ThAKrhOEgusEoeA6QSgieZ0EjlXWbGs1IogIdMdwuVy8OVEmrhGEgusEoeA6QSi4ThAKrhOEgusEoYjkdVLWsAhMCA8AAAAAACKGIAIAAAAAAEQMQQQAAAAAAIgYgggAAAAAABAxBBEAAAAAACBiCCIAAAAAAEDEEEQAAAAAAICIIYgAAAAAAAARQxABAAAAAAAihiACAAAAAABEDEEEAAAAAACIGIIIAAAAAAAQMXFOFwAAAAAAwKEKfR55/V6ny5AkxZlxSnDFO11GtUEQAQAAAACIKoU+j4Z/eJ+yC3OcLkWSVCehtiYOfLzSYcTatWv18ssva8mSJdqxY4dSUlKUlpam888/X5deeqmSk5ND2k9WVpZ69+6t0aNHa/DgwZWqac6cObr99tt1wQUX6IknnqjUvkJFEAEAAAAAiCpev1fZhTk6oemxchnOjijgs/z6eftv8vq9lQoiPv74Y91999064ogjNGzYMLVu3Vo5OTn66quv9PTTT+uDDz7Q5MmT1ahRozBWX7YDBw5o9OjRETteAEEEAAAAACAquQxTLtPlbBH+yu9i7dq1GjlypDp27KgpU6YoMTExuOzMM8/UmWeeqRtvvFGjRo3SmDFjKn/AED3zzDNq0KCB4uIiGw0wWCUAAAAAAFVoypQp8nq9evzxx4uEEAE9e/bUE088oREjRqhLly665ZZbiq3z22+/qW3btpo8eXJYalq+fLneeecd3XvvvTLNyEYDtIgAAAAAAKAKZWZmqnPnzkpLSyt1nUGDBkmSzjnnHM2cOVP79u1T/fr1g8vnzZsn0zQ1YMAAeb1FB/EcP368JkyYUGYNY8eODf6/1+vVv/71L5133nk69dRTy39ClUQQAQAAAABAFcnOztbu3bt1zjnnhLT+oEGDNH36dM2ZM0dDhgwJvj5v3jx17dpVzZo1U1ZWVpFtLrvsMvXp06fUffp8PuXm5gb//corr2j79u169dVXy3cyYeJ4EPHrr7/qmWee0fLly+X3+3XiiSfqrrvuUrt27UrdplevXtq8eXOJyyZPnqzTTz+9qsoFAAAAACBkbrdbklSrVq2Q1u/SpYvS0tL04YcfBoOI33//XWvXrtV1111X4jaNGzdW48aNS92nz+fT8uXLJdkzbjz//PO699571bBhw3KcSfg4GkSsX79eQ4cOVdu2bfXss8/K5XLpxRdf1JVXXqn33ntPRx11VKnbnnXWWRoxYkSx18vaBgAAAACASGrQoIEke4aKUA0aNEjjx4/X+vXrdeSRR2ru3LlKTEwMuVVFWR599FEde+yxuuSSSyq9r4pyNIiYOHGiTNPUiy++qLp160qSOnTooF69emnixIl66qmnSt22fv36at++faRKBQAAAACg3BISEtSiRQv98ssvIW+TkZGhCRMmaNasWbr11ls1b948nXXWWapdu3aJ6/v9fvn9pU/v4fP5JElz587VokWLNG3atGBLDUmyLEter1e5ublKTEys8lk0HAsiLMvSF198oR49egRDCEmqW7euevbsqfnz58vv90d89E4AAAAAAMKpT58+mjp1qlatWqW2bduWuM64ceNkWZb+8Y9/KC0tTSeddJLmzZun888/X6tXr9Ztt91W6v6ff/75kAar/PLLL+XxeEpsDbFlyxbNmjVLo0eP1uDBg8t1fuXlWBCxdetW7d+/X23atCm2rE2bNvroo4+0ZcsWtWrVyoHqAAAAAAAIj+uvv14zZszQPffco6lTp6pOnTpFlmdmZmrSpEkaOHCgDMOQZHfPeOCBBzRhwgTVr1+/zLEQQx2sctiwYbr44ouLLb/tttt03HHH6aabborIcAeOBRG7du2S9Fd/mYOlpqYG1yktiNi0aZNuueUWLV26VLm5uTruuON0yy23qGfPnqUeM9AcBThU4NrgGkFZuE4QCq4ThILrBKHgOkEoqut1Ejwfy7K/nPTn8X0+n3xmxb7PjRs31jPPPKPbb79dGRkZuvrqq3XccccpJydHX375paZPn65u3brpnnvuCZ772WefrVGjRmn27Nm67LLLZJpmcFmgG4bf75fP51NqamrwObokPp9PK1asUFpamo488shiy+Pj45WamqpOnToF16+oULZ1LIgoLCyUZJ/woQKvFRQUlLr977//rmHDhunqq6/Wrl279N///lfDhg3TpEmTSg0jVqxYEYbKUZ1xjSAUXCcIRfA68VmSywjvzqtin3AEv08QCq4ThKK6XScFfvt5cd/+fTINZ7vr+y37oX/FihVKNBMqvJ/atWtr1KhRmjt3rl555RXt2bNHCQkJatmypa677jr17NlTa9asKbJNp06dtHjxYh177LHBWS8kaefOnZKkjRs3Fnn9cEq7TgoLC7Vnz55y7asyHAsiEhLsH6DH4ym2LBBSJCUllbjtu+++q6SkJKWkpARf6969u8455xyNHz++1CCiffv2crlclS0d1VAgIeQaQVm4ThCKItfJpxtlDvtEOrWl/K+fK8VV/kbKmLhcxr+/kXV1O1mjS28FiOjG7xOEgusEoaiu10mhz6M6We9pQ/5Wp0uRJNVJqKVOJ3ZSgqv4B+nldfbZZ4e8bosWLXTUUUeVOKbDr7/+GvJ+DnedfPnllyHvK9RjlcWxIKJp06aSpN27dxdbtmfPHklSkyZNSty2pCYngWYkixYtKvWYLperWr05EX5cIwgF1wlC4fJJrtsXSEfVk5bvkGvqr9KNJ1Zup2v2So9/I7VrKGPar9IVx0kdm4alXjiD3ycIBdcJQlHdrpNkl0sTB46W1+91uhRJUpwZF5YQojyysrI0e/Zs3X333WH72UbLdeJoEJGamlqs6YkkrVy5UqmpqWrWrFmJ2/p8PhmGUWxGjYKCAiUmJlZJvQAAlMvnG+0uFH+rKyXGSWOWStd3kMxKdKmY8IPUvJbUvLZ0oFB65WdpLEEEAKB6SnDFR/zhPxqsW7dO69ev19NPP62WLVuW2Boi1jna2aZv375auHCh9u7dG3xt9+7d+vrrr9WvX7/gaKEH+/7779W+fXtNnz69yOvbt2/Xjz/+qC5dulR53QAAHI4x5w8pNUkyDKlJipRTKH29ueI7zPNKM9dIzf6cP7xRsjR3nfMDeAEAgLCaOnWq/vGPf6hBgwaaNGlScFiD6sTRIGL48OFKSEjQzTffrMzMTGVmZurmm29WcnKyhg8fLkmaOXOmjj/+eC1evFiSPVhH+/btNXr0aL300kv6/vvv9eGHH+rqq6+WZVn65z//6eQpAQAgSTIWZkkN/hzryDSkxil2kFBRX26S4l1SvT9vRhok2a0i1u6rdK0AACB6PPTQQ1qxYoVef/11paWlOV1OlXA0iGjevLlef/111alTR7fddpv+7//+T6mpqZo2bVpwDInAdCTWn5/4uFwuTZ48WVdccYXeeustXXvttRo1apSOPvpovfXWWzruuOOcPCUAABS3u1Da7pbqH9RdsGGy9NEfFW/BMGet1CDRbmEh2eFGo2Tp2+gYxAsAACBUjo0REXDMMcdoypQppS4fPHiwBg8eXOS1unXr6u6779bdd99d1eUBAFButdbk2C0WDp4lo0GitKJAWr1Xalv6PN8lsizpsw1SWt2irye5pKXbpSuOr3zRAAAAEeLshKwAAFRDyevcUsohWb/LlBonS19sLP8O/9gn7c23w4yD1U6QftxZ4ToBAACcQBABAECYpazJlZJKaHRYK0FaUIEg4qvNUqMUO8w4WO14ac0eBqwEAAAxhSACAIAwS97glmqVMN1YapK0ZKvkL2dwsGBjyfurFS+5vfZ4FAAAADGCIAIAgHCyLCXsKCjeNUOS6iRIHr+0cne59qfFW4p3y5DsFhJ1E5g5AwAAxBSCCAAAwmlbrgyPJSWX0ILBNKRGSdKSLaHvb/0BaX+BVK+EIEKyW0X8sa9CpQIAADjB8VkzAACoVtYdkK+WSy6XUfLy5Hhp4Wbp+g6h7e/brfY0nYeODxEQbxJEAACqp3yv3ZIwGsSbJY//hArhOwkAQBgZmw7Il2TKVdoK9RPL1yJi0WYppYTWFQGJcdK6/eUpEQCA6JfvlU58VdqT73QlttQk6cdrKh1GrF27Vi+//LKWLFmiHTt2KCUlRWlpaTr//PN16aWXKjk5OaT9ZGVlqXfv3ho9erQGDx5crhquvPJKffvttyUue/jhh3X55ZeXa38VQRABAEA4bcqWFVdGz8d6ifZNVVa21KrO4ff39WapQVLpy5Nc0nqCCABANePx238vT28llfV3NRK8funLLLumMv4kH87HH3+su+++W0cccYSGDRum1q1bKycnR1999ZWefvppffDBB5o8ebIaNWoUvtpL0a5dOz3yyCPFXm/ZsmWVH1siiAAAILzWH5AVV0q3DMm+mWr45zgRF7Ute1978qSNB6Sj6pW+TnKctGZvxWoFACDaxZnOBxFhsHbtWo0cOVIdO3bUlClTlJj419hPZ555ps4880zdeOONGjVqlMaMGVPl9dSqVUvt27ev8uOUJvZ/ogAARBFj/X75Ew7z57VWvD0TxuF8u02qnyQllNrRww4i9hbYTVgBAEBUmjJlirxerx5//PEiIURAz5499cQTT2jEiBHq0qWLbrnllmLr/Pbbb2rbtq0mT54ciZKrFC0iAAAIp2258tc6TBBRL1H6Kuvw+1qyRapTxvgQkh1SmIa0LVc6soyWEwAAwDGZmZnq3Lmz0tLSSl1n0KBBkqRzzjlHM2fO1L59+1S/fv3g8nnz5sk0TQ0YMEBeb9EPIMaPH68JEyaUWcPYsWMrXH+4EUQAABAuliXtzJO/Qa2y16ufJP200+56kVrGoFQLNkl1S5m2M8AwpNrx0laCCAAAolF2drZ2796tc845J6T1Bw0apOnTp2vOnDkaMmRI8PV58+apa9euatasmbKyin6gcdlll6lPnz6l7tPn8yk3Nzf4771792rkyJH6+uuvtX//fh111FG64YYbNHDgwHKeXcUQRAAAEC7ZhTIKfLISyhgjQpISXfYAlEu2SuceXfI6OYXSyt3SaSEMGpUcJ23LKX+9AACgyrndbkn2uAyh6NKli9LS0vThhx8Gg4jff/9da9eu1XXXXVfiNo0bN1bjxo1L3afP59Py5cuD/960aZPOPvtsPf3003K73XrllVd01113KT8/X5dcckmIZ1ZxBBEAAITL1lxZ8aYs12GCCEmqnSB9uan0IOKbrXa3jOQQ/lTHu+wWEQAAIOo0aNBAknTgwIGQtxk0aJDGjx+v9evX68gjj9TcuXOVmJgYcquKsowfP15xcXGqXbt28LUePXro/PPP17hx43TxxRfLMEK4l6kEBqsEACBctuXaA1GG8se7QaI0f2PpyzM3SfVCnCPMZUhbaBEBAEA0SkhIUIsWLfTLL7+EvE1GRoYMw9CsWbMk2d0yzjrrrCLhwcH8fr+8Xm+ZXwH169cvtp+EhAT16NFDO3fu1K5duypwluVDEAEAQLjscEtJITY2TE2SNhyQtpYSIHyyXqqXENq+4s3S9wMAABzXp08frVixQqtWrSp1nXHjxmns2LGyLEtpaWk66aSTNG/ePK1bt06rV68uc/yG559/Xu3atSv1q0OHDtq5c6ekv0KLQxUUFEhSibN6hBtdMwAACJcduaHPdR7vkholS59vlIYeX3TZ1hzpj33SGaWPrF1EostujQEAAKLS9ddfrxkzZuiee+7R1KlTVadOnSLLMzMzNWnSJA0cODDYLWLQoEF64IEHNGHCBNWvX1+nn356qfsPdbDKzZs369xzz9V1112n22+/Pbjc7Xbrq6++Unp6uurWrVvJsz08gggAAMJlh9vuJhGqugnSB2uKBxEfr5Oa1LKn5gxFgss+NgAAiErNmjXTc889p9tuu00ZGRm69tprddxxxyk3N1cLFizQ9OnT1a1bN913333Bbfr3769Ro0Zp9uzZuvzyyxUfX/qU3qEOVtmyZUv17t1bU6ZMkWmaOvXUU7V371699NJL2rVrl/7973+H9bxLQxABAEC4bMkJvUWEJDWtJX29WdqXb0/pGTB9lVS/HM0iE13S7vzQ1wcAIFZ4/U5XELYaevbsqZkzZ2rq1KmaNm2atm3bpqSkJLVu3VqPPPKIMjIyFBf31yN67dq11bt3b82ZMyes02r+5z//0ZQpUzR79my98sorcrlcOvHEE/Xqq6+qW7duYTtOWQgiAAAIl625UoIpyQpt/VrxduAwY410bXv7tfX7pWXbpR6tQj9ugkvKLpQ8PrvLBwAAsS7etMdT+jLL6UpsqUl2TZWUlpam+++/P+T1k5OTddRRR6lz585FXm/VqlWZ402UJSEhQX//+9/197//vULbhwNBBAAA4bIrT6odL6n4AFClalJLGv+DdGU7uzXFf5dJzWvbrRxCFejCsTtfahbaHOUAAES1pDjpx2skTxS0iJDsECLUAanDJCsrS7NmzdLdd98d0eNGAkEEAADhsjff/sSkPEFE81rS5mxpzPf24JSv/yp1aVa+45qGlOSSducRRAAAqo+kOCnEmayrk3Xr1mn9+vV6+umn1bJlS11yySVOlxR2TN8JAEA4WJa0v+DPrhnlYBrSsanSuB+k896T2tSX6oQ4befBkuPsFhkAACCmTZ06Vf/4xz/UoEEDTZo0SQkJFbgviHK0iAAAIBz2F0g+y+4mUY4GEZKkuonSqS3+2r4iEuPsFhEAACCmPfTQQ3rooYecLqNKEUQAABAOu/PsqTvLM33nwVymVJlxJuNMWkQAAICYQNcMAADCYVe+lBIvGRUMIirLFC0iAABATCCIAAAgHPbklW+mi3BzmdIut3PHBwAACBFBBAAA4bAnv/wDVYZTvCntpEUEAACIfgQRAACEw958u1WCU+IZIwIAAMQGgggAAMJhT75z40NIUrzLrgEAACDKEUQAABAOu9xSnJNBhCntK3Du+AAAACFi+k4AAMJhZ54dBjglwZQOEEQAAKqPfK/k8TldhS3eJSWF4el57dq1evnll7VkyRLt2LFDKSkpSktL0/nnn69LL71UycnJIe0nKytLvXv31ujRozV48OBy15GTk6MxY8Zo7ty5ysnJUevWrTVixAj16tWr3PuqCIIIAADCYU++fZfilHiX5PFLbo89jSgAADEs3yud8lL09DpMTZIWX1+5MOLjjz/W3XffrSOOOELDhg1T69atlZOTo6+++kpPP/20PvjgA02ePFmNGjUKX+El8Pl8uummm7R582aNHDlSjRs31quvvqpbbrlFr776qrp161alx5cIIgAACI99+VK9ROeOH/dna4z9BQQRAICY5/HZIcRpaX/9iXOK1y99vcmuqaJBxNq1azVy5Eh17NhRU6ZMUWLiX/cMZ555ps4880zdeOONGjVqlMaMGROewksxe/ZsLV26VDNnztSxxx4rSercubMuvPBCLVu2jCACAICYsb9QahRac8oqYRpSosuevaN5befqAAAgjOJM54OIcJgyZYq8Xq8ef/zxIiFEQM+ePfXEE0+oXbt26tKli04++WRNmDChyDq//fabMjIydOedd6p///4VruXDDz9Ut27dgiGEJCUkJGjWrFkV3md5EUQAABAOOYXOjhEhSUkuBqwEACAKZWZmqnPnzkpLSyt1nUGDBkmSzjnnHM2cOVP79u1T/fr1g8vnzZsn0zQ1YMAAeb3eItuOHz++WHBxqLFjx0qSfvzxRw0ZMqRiJxImBBEAAFRWgc/+inNwjAhJSiCIAAAg2mRnZ2v37t0655xzQlp/0KBBmj59uubMmVMkMJg3b566du2qZs2aKSsrq8g2l112mfr06VPqPn0+n3Jzc3XgwAFlZ2ercePGGjdunGbMmKGdO3eqZcuWuvrqq3XFFVdU7CTLiSACAIDK2vfnSFpOt4iIM/+qBQAARAW32y1JqlWrVkjrd+nSRWlpafrwww+DQcTvv/+utWvX6rrrritxm8aNG6tx48al7tPn82n58uXBWl5++WV16tRJjz32mHw+n9566y098sgjKiws1DXXXFOOs6uYatDbBgAAh+0vsKfPNA1n64gz7VoAAEDUaNCggSTpwIEDIW8zaNAgLV++XOvXr5ckzZ07V4mJiSG3qiiNy2W33mzSpImeeeYZnXrqqerZs6fGjRunNm3aaNKkSbIsq1LHCAVBBAAAlbW3QEqMgkaGhuxaAABA1EhISFCLFi30yy+/hLxNRkaGDMMIDiA5b948nXXWWapdu+QBqf1+v7xeb5lfklSvXj25XC517NixyPYul0vdu3fX7t27tWvXroqdaDkQRAAAUFn7C+wZK5xmGnTNAAAgCvXp00crVqzQqlWrSl1n3LhxGjt2rCzLUlpamk466STNmzdP69at0+rVqzVw4MBSt33++efVrl27Ur86dOignTt3KiEhQa1bty4xbAiEFfHxVT8NeBR8fAMAQIw7UBAdc4vFmfak6wAAIKpcf/31mjFjhu655x5NnTpVderUKbI8MzNTkyZN0sCBA2UYdlfPQYMG6YEHHtCECRNUv359nX766aXuP9TBKiWpX79+evXVV4vMyuHxeLR48WIdccQRRWbqqCoEEQAAVNb+Asnl8PgQkj1Y5l6CCAAAok2zZs303HPP6bbbblNGRoauvfZaHXfcccrNzdWCBQs0ffp0devWTffdd19wm/79+2vUqFGaPXu2Lr/88jJbKoQ6WKUkXXPNNZo5c6auuuoq3XLLLUpMTNS0adO0ceNGPfPMM2E757IQRAAAUFn7oiSIiCOIAABUL16/0xWEr4aePXtq5syZmjp1qqZNm6Zt27YpKSlJrVu31iOPPKKMjAzFxf31iF67dm317t1bc+bMKbNbRnnVrl1b06ZN01NPPaUHHnhAbrdb6enpGjt2bKUHwwwVQQQAAJV1oED2SJEOo2sGAKCaiHdJqUnS15ucrsSWmmTXVFlpaWm6//77Q14/OTlZRx11lDp37lzk9VatWpU53sThNG3aNGKtH0pCEAEAQGXtyZfioiCIiDel7EKnqwAAoNKS4qTF10sen9OV2OJddk2RlJWVpVmzZunuu++O7IEjgCACAIDK2pNvhwBOizelXI/TVQAAEBZJcZF/+I8G69at0/r16/X000+rZcuWuuSSS5wuKeyi4K4JAIAYty8/embNKPBJhVHy8REAACi3qVOn6h//+IcaNGigSZMmKSEhwemSwq4G5ksAAITZ/kIpKQwdRysrEIYcKJQaJTtbCwAAqJCHHnpIDz30kNNlVKko+PgGAIAYl10YHS0iTMOevYNxIgAAQBSLgrsmAABiXK4nOoIIw5ASXX/O4gEAABCdouCuCQCAGOeOkiBCkhJctIgAAABRLUrumgAAiFEFPsnjj54gIt60x4gAAACIUlFy1wQAQIwKdIOIM5ytIyDOpEUEAACIagQRAABUxoFCe4BIV5T8SXWZjBEBAACiWpTcNQEAEKOyC+wBIqOFKbpmAACAqEYQAQBAZRwojK4gwmD6TgAAEN3inC4AAICYlhNFM2ZIkmlI++maAQCoBnz5kj9KwnUzQXIlVXo3a9eu1csvv6wlS5Zox44dSklJUVpams4//3xdeumlSk5ODmk/WVlZ6t27t0aPHq3BgweXqwa/36+33npL77zzjjZs2KDExEQdc8wxuuGGG3TGGWdU5LTKjSACAIDKyC6MriAizpT2EUQAAGKcL1+amSYV7HK6EltiI2nQpkqFER9//LHuvvtuHXHEERo2bJhat26tnJwcffXVV3r66af1wQcfaPLkyWrUqFEYCy/uySef1KuvvqrrrrtO9957rwoKCvTGG29o2LBhGjNmjPr371+lx5cIIgAAqJzsPwerjBZxBoNVAgBin7/QDiGa9pYMhx9bLa+0/XO7pgoGEWvXrtXIkSPVsWNHTZkyRYmJicFlZ555ps4880zdeOONGjVqlMaMGROmwkv27rvvqmvXrho5cmTwtZNPPlldu3bVjBkzIhJERNFHOAAAxKDsQrs7RLSIMxmsEgBQfRhxkhnv7FcYgpApU6bI6/Xq8ccfLxJCBPTs2VNPPPGERowYoS5duuiWW24pts5vv/2mtm3bavLkyZWqJSkpqVgNCQkJiouLU1JS5bufhIIWEQAAVEZ2oaQoCiJcJoNVAgAQZTIzM9W5c2elpaWVus6gQYMkSeecc45mzpypffv2qX79+sHl8+bNk2maGjBggLxeb5Ftx48frwkTJpRZw9ixYyVJV199tcaOHauZM2eqb9++Kiws1KuvvqqCggJdeeWVFTvBciKIAACgMg4URFnXDFPK9ThdBQAA+FN2drZ2796tc845J6T1Bw0apOnTp2vOnDkaMmRI8PV58+apa9euatasmbKysopsc9lll6lPnz6l7tPn8yk3N1eSNGzYMCUlJen+++8Pds9o0KCBXnjhBXXt2rW8p1chBBEAAFTG/mgLIgyCCAAAoojb7ZYk1apVK6T1u3TporS0NH344YfBIOL333/X2rVrdd1115W4TePGjdW4ceNS9+nz+bR8+XJJ0oIFC/Sf//xHF1xwgc477zx5vV5Nnz5d//znPzVp0iSddNJJ5Ti7imGMCAAAKmNfQfTNmuH2SJbldCUAAEB2awNJOnDgQMjbDBo0SMuXL9f69eslSXPnzlViYmLIrSpKU1hYqAceeEDdu3fXqFGjdMopp6hnz54aM2aM0tLS9PDDD1dq/6GKojsnAABiUHahPS5DtIgzJZ8l5fucrgQAAMgeCLJFixb65ZdfQt4mIyNDhmFo1qxZkuxuGWeddZZq165d4vp+v19er7fML0lat26ddu7cqdNOO63I9qZpqkuXLlq9erVycnIqeKahi6I7JwAAYlB2od0dIloEuonkMGAlAADRok+fPlqxYoVWrVpV6jrjxo3T2LFjZVmW0tLSdNJJJ2nevHlat26dVq9erYEDB5a67fPPP6927dqV+tWhQwft3LlTBQX2FN8eT/FunIWFhUX+W5UYIwIAgMrI9Uh1Epyu4i+mYX/leKTSu4oCAIAIuv766zVjxgzdc889mjp1qurUqVNkeWZmpiZNmqSBAwfKMOwPFQYNGqQHHnhAEyZMUP369XX66aeXuv9QB6ts3bq1EhMTtWjRIg0bNiy43O/36/vvv1eLFi2UmppaybM9PIIIAAAqw+2Jrq4ZhiElumgRAQBAFGnWrJmee+453XbbbcrIyNC1116r4447Trm5uVqwYIGmT5+ubt266b777gtu079/f40aNUqzZ8/W5Zdfrvj4+FL3H+pglbVq1dKNN96oCRMm6N5779V5550nn8+n9957T2vXrtXo0aPDet6lIYgAAKAy3N7o6pohSQmm3SICAIBYZ3klfxTUEAY9e/bUzJkzNXXqVE2bNk3btm1TUlKSWrdurUceeUQZGRmKi/vrEb127drq3bu35syZU2a3jPK69dZb1bRpU73xxhuaPXu2XC6X0tPTNXbs2EoPhhkqgggAACrKb0kFvuiaNUOS4mgRAQCIcWaClNhI2v6505XYEhvZNVVSWlqa7r///pDXT05O1lFHHaXOnTsXeb1Vq1ZljjdxOJdccokuueSSCm9fWQQRAABUVO6frQ6iqWuGZLfQoEUEACCWuZKkQZskf5QE62aCXVMEZWVladasWbr77rsjetxIIIgAAKCisv+8OYq2rhkukxYRAIDY50qK+MN/NFi3bp3Wr1+vp59+Wi1btnS05UJVibKPcAAAiCE5hVK8aQ8QGU1MgyACAIAYNXXqVP3jH/9QgwYNNGnSJCUkRNHsXGFCiwgAACoqxyMluJyuojhTdM0AACBGPfTQQ3rooYecLqNK0SICAICKyim0Z6iIOrSIAAAA0Ssa754AAIgNuZ7omzFDklyGdIAgAgAARKcovHsCACBG5ERzEFHgdBUAAAAlisK7JwAAYkSuxx4YMtrEmX/N6AEAABBlCCIAAKionMLoDCJchpTNYJUAACA6EUQAAFBRuZ7om7pTklymlEuLCAAAEJ0IIgAAqKicQkmW01UUF2dKuV6nqwAAACgRQQQAABV1oDB6B6t00zUDAABEpyi8ewIAIEZkF9rdIKJNnCnl0SICAABEpyi8ewIAIEYcKLRbH0Qbl2EHEVYUdhsBAAA1HkEEAAAVlROtXTNMyW9JBT6nKwEAACgmCu+eAACIEbme6GwREfdnTTmMEwEAAKIPQQQAABXl9kTnGBGmIRliwEoAABCVovDuCQCAGOH2/tX6IJoYhpTgsltsAAAARBmCCAAAKirPG50tIiQp3qRFBAAAiEpRevcEAEAMyPdG5xgRkh1E0CICAABEIYIIAAAqotAn+azobRERRxABAACiU5TePQEAEOUCD/nR2iLCRRABAACiE0EEAAAVEfVBhMEYEQAAICoRRAAAUBG5HinBtGeoiEamQYsIAAAQlQgiAACoiFyPFO9yuorSGSKIAAAAUYkgAgCAinB77JkpopVBiwgAABCdovgOCgCAKJbrsWemiFaGpByCCAAAEH2i+A4KAIAo5vZE70CVkj1rxoECp6sAAAAohiACAICKyPHYD/vRKs6gRQQAAIhKUXwHBQBAFHN7o/uvqMtkjAgAABCVovkWCgCA6OX2RO/UnZLdbSSn0OkqAAAAiiGIAACgItwee0DIaOUy7VYbAAAAUcbxIOLXX3/V9ddfr5NOOkmdOnXSNddco19++aVc+5g0aZLatm2r8ePHV1GVAAAcIjcGWkTk0TUDAABEH0eDiPXr12vo0KFyu9169tlnNX78ePl8Pl155ZVat25dSPvYtGmT/vvf/1ZxpQAAHCK7MMpnzTBoEQEAAKKSo0HExIkTZZqmXnzxRZ1xxhnq0aOHnn/+eZmmqYkTJ4a0j0ceeUTdunWr4koBADhEdmF0z5rhMqV8gggAABB9HLuDsixLX3zxhXr06KG6desGX69bt6569uyp+fPny+/3l7mPjz76SEuWLNHIkSOrulwAAIrK9UR/i4gCn2RZTlcCAABQhGNBxNatW7V//361adOm2LI2bdooOztbW7ZsKXX77OxsPf7447r++uvVunXrqiwVAIDicqI9iDAlnyUVlh3qAwAARJpjQcSuXbskSQ0aNCi2LDU1tcg6JXnmmWeUnJysv//971VTIAAAZXF7orxrxp8hiZsBKwEAQHSJc+rAhYX23Obx8fHFlgVeKygoKHHb5cuX6+2339bkyZOVmJgY8jF9Pl8FKkVNELg2uEZQFq4THMx0e6T6ScW6Plh//ttyukuEac8u6ssukOoW/1sLZ/H7BKHgOkEouE4QikheJ6Ecw7EgIiEhQZLk8RT/pCYQUiQlJRVb5vV69eCDD6p///7q0aNHuY65YsWKClSKmoRrBKHgOoEktT+Qp4Jkv3wHSm5xcCA7O8IVFVc3ztDKH1aoYGey06WgFPw+QSi4ThAKrhOEIlquE8eCiKZNm0qSdu/eXWzZnj17JElNmjQptuzVV1/V1q1bNWHCBOXm5hZZ5vF4lJubq6SkJLlcrmLbtm/fvsTXAZ/PpxUrVnCNoExcJziY6V2q+Dq1pbpFW+ZZlqUD2dmqW6eODMPhMSQSsnXc39pIJzZ2tg4Uw+8ThILrBKHgOkEoInmdBI5VFkeDiNTUVK1Zs6bYspUrVyo1NVXNmjUrtiwzM1MHDhxQ3759iy178cUX9eKLL2rq1Knq3r17seUul4s3J8rENYJQcJ1Akj0jRZwplRI2GIbhfBARb8qV75O4XqMWv08QCq4ThILrBKGIluvEsSBCkvr27atZs2Zp7969wUErd+/era+//lqDBg0q8QbugQceUHYJzV2HDBmiwYMH68ILL1Tbtm2rvHYAQA3mt+wgIpoHq5TsoMTtdboKAACAIhwNIoYPH6558+bp5ptvDs5+MWHCBCUnJ2v48OGSpJkzZ+q+++7TSy+9pFNOOaXMkKFFixbq0qVLRGoHANRg+X8+3Efz9J2SHZTkMWsGAACILo5+lNO8eXO9/vrrqlOnjm677Tb93//9n1JTUzVt2rTgGBJ+v18+n8/50ccBAAhwx0oQYdAiAgAARB1HW0RI0jHHHKMpU6aUunzw4MEaPHjwYfezatWqcJYFAEDp3B57bkwzyoMI07BrBQAAiCJR3rkVAIAo5PZICa5SB6qMGgQRAAAgChFEAABQXm6vFB8Df0INumYAAIDoEwN3UQAARBm3x56RItoZokUEAACIOjFwFwUAQJSJpSAihyACAABElxi4iwIAIMq4vdE/Y4ZkT9+ZU+h0FQAAAEUQRAAAUF5uT4wEEYaUS4sIAAAQXQgiAAAorzxv9E/dKRFEAACAqEQQAQBAebm90T91pySZJoNVAgCAqEMQAQBAeeV57IEgo52L6TsBAED0IYgAAKC83F7FRBLhMuxuJAAAAFGEIAIAgPLKKYyNv6AukyACAABEnVi4jQIAILrkeOyH/GjnMqR8gggAABBdYuAuCgCAKJMbQ9N3EkQAAIAoQxABAEB5xVIQUeCTLMvpSgAAAIIIIgAAKK/cWOmaYUqW7DACAAAgSsTAXRQAAFEmzyOZMdAiIlCj2+NsHQAAAAchiAAAoLzyvLHTNUOS8mkRAQAAogdBBAAA5ZXvi42uGYYhxZt2Cw4AAIAoEQN3UQAARJn8GGkRIdlBRC4zZwAAgOhBEAEAQHnFUhARZ9pdSQAAAKIEQQQAAOVhWfYsFDEVRNA1AwAARA+CCAAAyqPQb0+JacbIn1CXQYsIAAAQVWLkLgoAgCgRaF0QKy0iXCbTdwIAgKhCEAEAQHkEWhfEShBhGpKbFhEAACB6EEQAAFAebq897oIRK0GE6JoBAACiCkEEAADl4fbYU2LGCpMxIgAAQHSJoTspAACiQN6fLSJiCWNEAACAKBJjd1IAADiMIAIAAKBSYuxOCgAAh+V5Y2egSsmeNSOXIAIAAEQPgggAAMojzxNjQYRBEAEAAKIKQQQAAOXh9tqtDGKFSRABAACiSwzdSQEAEAXyvLH119Nl2OEJAABAlIilWykAAJyX55WMWOqaYTJYJQAAiCoEEQAAlEeeR4qhHEKmYYcnAAAAUYIgAgCA8oi5FhEEEQAAILoQRAAAUB65MdYiwmVI+QQRAAAgehBEAABQHjme2Jo1w2USRAAAgKgSQ3dSAABEgVyPPe5CrDANKd/ndBUAAABBBBEAAJSH22N3d4gVLkMqJIgAAADRgyACAIDyiMUgwmdJHsIIAAAQHQgiAAAoD7c3trpmBMazcDNOBAAAiA4EEQAAlEeeN7YGqwyEJkzhCQAAokQM3UkBABAFCryx1TXDNJjCEwAARBWCCAAAyiPfF1tBhCTFmbSIAAAAUYMgAgCA8siPsTEiJCmeIAIAAEQPgggAAMqjwBdbY0RIf7aI8DhdBQAAgCSCCAAAQue3JI8/9rpmuExmzQAAAFGDIAIAgFAFBnyMuSCCwSoBAED0IIgAACBUgXEWYm2MCJfBGBEAACBqEEQAABCqPK9kKPaCCJMgAgAARA+CCAAAQpXntQd+NGIsiDBEEAEAAKIGQQQAAKFye+ypMGONYTBYJQAAiBoxeDcFAIBD8n12i4hYY4jBKgEAQNSIwbspAAAckueJzSBCsltzAAAARIEYvZsCAMABed7YG6hSklymlEsQAQAAogNBBAAAocr3SnGxGEQYtIgAAABRgyACAIBQub2SGYN/Ok2DFhEAACBqxODdFAAADsnzxuZfTpfB9J0AACBqxOLtFAAAzsj32lNhxhrTZPpOAAAQNQgiAAAIVV6MBhEuw57xAwAAIAoQRAAAEKpY7d7gMqR8n9NVAAAASCKIAAAgdG6PFIMNImQyRgQAAIgeBBEAAIQq12O3Log1LkMqIIgAAADRgSACAIBQuWM1iDClArpmAACA6EAQAQBAqHI99gwUscY0CCIAAEDUiMG7KQAAHOL2xmiLCEPy+CW/5XQlAAAABBEAAIQsL0aDCPPPmvMZJwIAADiPIAIAgFDlef96qI8lgfCEmTMAAEAUIIgAACBU+bSIAAAAqCyCCAAAQpXvjc3BKg1DijdpEQEAAKJCDN5NAQDgkAJfbLaIkKQ4gggAABAdCCIAAAhVgS82x4iQCCIAAEDUIIgAACBUhbHcIsJgjAgAABAVCCIAAAiFxyf5rNgNIly0iAAAANGBIAIAgFDk++z/xmrXDJdBEAEAAKICQQQAAKEIPMS7YvRPp0kQAQAAokOM3k0BABBheV7JkP0Vi0zGiAAAANGBIAIAgFDke6V4l2TEaBJBiwgAABAlCCIAAAhFnseeeSKWEUQAAIAoQBABAEAo8nxSfAz/2TREEAEAAKJCDN9RAQAQQfne2B2oUrK7lDBGBAAAiAIxfEcFAEAE5XntKTBjlWlIOR6nqwAAACCIAAAgJPkxHkS4DMlNEAEAAJxHEAEAQCjcXsmM4T+bLkPKJYgAAADOi+E7KgAAIijfG9t/NZm+EwAARIlYvqUCACBy8r32gI+xyjTtKUgBAAAcRhABAEAo8mI8iHDRIgIAAEQHgggAAEIR6w/xLkPK9zldBQAAAEEEAAAhcXukGG4QwRgRAAAgWhBEAAAQCrcn9qfvLCCIAAAAziOIAAAgFG6v3aogVpmGVEDXDAAA4DyCCAAAQpHrkVwx/GfTZRJEAACAqBDDd1QAAERQnjf2u2Z4/JJlOV0JAACo4QgiAAAIRV416JohMXMGAABwHEEEAAChyPPEdhARaM2R53G2DgAAUOMRRAAAEIp8X2x3zaBFBAAAiBIEEQAAhCI/xseIMAwpzqBFBAAAcBxBBAAAoSjwSWaM/9mMd0l5tIgAAADOivE7KgAAIqQgxrtmSHaLiHyv01UAAIAajiACAIBQVIcgwmXas38AAAA4iCACAIDD8fklrz+2Z82QCCIAAEBUIIgAAOBwAjNNxHqLCLpmAACAKEAQAQDA4QRaEcR6iwjToEUEAABwHEEEAACHk++VDFWPIIIWEQAAwGGOBxG//vqrrr/+ep100knq1KmTrrnmGv3yyy9lbuP3+/XOO+9o0KBB6tSpk04//XT94x//0B9//BGhqgEANUq+V4ozJSPGgwiDFhEAAMB5jgYR69ev19ChQ+V2u/Xss89q/Pjx8vl8uvLKK7Vu3bpStxs7dqweeughnX766XrhhRd055136ueff9bFF1+srKysCJ4BAKBGcP8ZRMQ6UwQRAADAcXFOHnzixIkyTVMvvvii6tatK0nq0KGDevXqpYkTJ+qpp54qtk12dramTJmiSy+9VLfffnvw9ebNm2vo0KF677339M9//jNi5wAAqAHyq0kQIdE1AwAAOM6xIMKyLH3xxRfq0aNHMISQpLp166pnz56aP3++/H6/TLPojV9hYaFGjhypU089tcjrJ5xwgiRp586dVV88AKBmyffaM07EPMaIAAAAznPs452tW7dq//79atOmTbFlbdq0UXZ2trZs2VJsWcOGDXXVVVcV2+7333+XJB199NFVUzAAoObK80quatAiwpSU63G6CgAAUMM51iJi165dkqQGDRoUW5aamhpcp1WrVmXup6CgQCtWrNDDDz+sY445Rpdcckmp6/p8vkpUjOoscG1wjaAsXCc1l5FbKMNlSJZ12HWtP9exQlg34kxDVk6hLK5hx/H7BKHgOkEouE4QikheJ6Ecw7EgorCwUJIUHx9fbFngtYKCgjL38dhjj2nq1KmSpN69e+uRRx5R7dq1S11/xYoVFS0XNQTXCELBdVLzpK7eoZY+r9wHDoS8zYHs7CqsqGISPYXK37pbfyxf7nQp+BO/TxAKrhOEgusEoYiW68SxICIhIUGS5PEUbyIaCCmSkpLK3McNN9ygAQMGaNOmTfrf//6nCy64QP/973/VoUOHEtdv3769XC5XJStHdeTz+bRixQquEZSJ66TmMn78RUbidtU7aEyj0liWpQPZ2apbp46MaJvuc5+UlFBLHTt2dLqSGo/fJwgF1wlCwXWCUETyOgkcqyyOBRFNmzaVJO3evbvYsj179kiSmjRpcth9NG3aVB06dFCfPn107rnn6tFHH9W7775b4voul4s3J8rENYJQcJ3UQAU+yTDsrxAZhhF9QYTLlPK8XL9RhN8nCAXXCULBdYJQRMt14tjIW02bNlVqaqrWrFlTbNnKlSuVmpqqZs2aFVu2bt06vfnmm8UCjMTERLVt21arV6+uspoBADVUns/Bv5hh5DLsgTcBAAAc5OhtVd++fbVw4ULt3bs3+Nru3bv19ddfq1+/fiV+krRr1y49/PDDmjlzZpHXCwsL9dtvv6lFixZVXTYAoKbJ90qKstYNFWEyfScAAHCeo0HE8OHDlZCQoJtvvlmZmZnKzMzUzTffrOTkZA0fPlySNHPmTB1//PFavHixJOmkk05Sjx49NHbsWD3//PP69ttvNX/+fN10003avHmzbrrpJidPCQBQHeV7JUXhLBjl5TKlfEZVBwAAznJsjAhJat68uV5//XU9+eSTuu2222QYhrp27aonn3wyOIaE3++Xz+cLToNmmqbGjRunV199VR999JGmTJmipKQktWnTRlOmTFHPnj2dPCUAQHXk9tgP8bHONKQCWkQAAABnORpESNIxxxyjKVOmlLp88ODBGjx4cJHXatWqpREjRmjEiBFVXR4AAFKOx36Ij3UugxYRAADAcdXg4x0AAKqY22M/xMc6lyEVEkQAAABnEUQAAHA4ed7q0SLCJIgAAADOI4gAAOBw8rzVp0WEz5I8hBEAAMA5BBEAAByOu5qMERE4B8aJAAAADiKIAADgcPJ91aRFxJ9/9vOYOQMAADiHIAIAgMMp8EpmNfiTafz5lU8QAQAAnFMN7qoAAKhi1aVFhGFI8SZBBAAAcBRBBAAAh1NQTQarlKR4F10zAACAowgiAAA4nAJf9RisUrIDFYIIAADgoHIFER6Pp6rqAAAgOlmWVOivPkFEHF0zAACAs8oVRPTo0UMPPfSQli5dWlX1AAAQXTx+yW/9NeNErKNFBAAAcFhceVbu2rWrPvjgA73zzjtq0aKFBgwYoAEDBqh169ZVVR8AAM4KtB6oLmNEuGgRAQAAnFWuIGLChAnKy8vTF198oXnz5um1117Tiy++qOOOO04ZGRk677zz1KhRo6qqFQCAyAu0HqguXTNM0SICAAA4qlxBhCQlJyfr3HPP1bnnnquCggJlZmZq3rx5Gjt2rP7zn//o5JNP1oUXXqi+ffsqLq7cuwcAILrk++yH9+oSRBiGfU4AAAAOqVRSkJiYqDPOOEOWZSkvL0/z58/XwoULtWjRIjVu3Fh33nmnBgwYEK5aAQCIvDyPPeVldWEa9jkBAAA4pEJBhGVZWrRokWbOnKnPPvtM+fn5atasmW666SYNGjRIiYmJeuGFF3T33Xdr9+7duuaaa8JcNgAAEZLvtWeaqC4M0SICAAA4qlxBxOrVqzVz5kzNnj1bO3fuVHJysvr166dBgwbp5JNPLrLuo48+qgYNGmjy5MkEEQCA2JXnk+KqSbeMAMaIAAAADipXEDFw4ECZpqnu3bvr9ttvV79+/ZScnFzq+qeffrqmTp1a6SIBAHBMnqf6TN0p2WNE0DUDAAA4qFxBxO23366BAweqWbNmJS7PyclRdna2mjdvLklq3769Pv7448pXCQCAU/J91WfqTskeIyKXFhEAAMA55fqI57nnntOePXtKXf71119r6NChwX8nJCSUGloAABAT8r3VK4hwGZKbFhEAAMA5IbWI+O677yTZg1T+8ssvys3NLbaOz+fTJ598UmZQAQBAzHF7JbMadc0wDSmXIAIAADgnpCDi/vvv18aNG2UYhh588MES17EsS5J00UUXha86AACclu8tZ/vBKOcyGKwSAAA4KqQgItDS4dRTT9Ujjzyio446qtg6hmGoUaNGJS4DACBm5XvtAR6rC9MkiAAAAI4KebDK1NRUjR49Wr169VK9evWqsiYAAKJHXjULIlzMmgEAAJx12CBiy5YtatKkieLi4tS9e3fl5uaWOEbEwVq0aBG2AgEAcFR1az1gGlKuz+kqAABADXbYIKJ3795699131a5dO/Xq1UtGCJ8KrVy5MizFAQDguHyvVI0aRMhl2OcEAADgkMMGEY8//rhatWoV/P9QgggAAKqNnMLqN30nQQQAAHDQYYOICy64IPj/gwcPrtJiAACIOm6v3Z2hujANqYCuGQAAwDnlnpBszpw5WrJkSfDf33zzja688kpdfPHFeuWVV8JaHAAAjnN7q1+LiEKCCAAA4JxyBRHTp0/XnXfeqY0bN0qSsrKydPPNN2vz5s1q2rSpnn32Wb355ptVUigAAI5weyRXuXP76GWaUqFfsiynKwEAADVUyNN3StK0adN0zTXX6JJLLpEkvfPOO/L7/Xr77bfVuHFjTZo0Se+8844uv/zyKikWAICIy6tmXTMCrTvyfVJyuW4DAAAAwqJcH/Fs2LBBvXv3Dv57wYIFOvXUU9W4cWNJUufOnYOtJQAAqBbyq1kQETgXBqwEAAAOKVcQkZCQIJ/P7le6fft2rV69Wj169Agu9/l8zKoBAKhe8qrhGBGSfV4AAAAOKFcQ0bp1a82aNUs5OTmaOHGiXC6X+vTpE1z+9ddfKy0tLexFAgDgmPxqFkQYhn0+BBEAAMAh5Qoihg0bppkzZ6pr1656++23ddVVV6lp06aSpFdeeUVTpkzRRRddVCWFAgDgiAJf9eqaIUnxJl0zAACAY8o1StWZZ56pd999V0uWLFGTJk107rnnBpclJCTo7rvv1pAhQ8JeJAAAjinwVa9ZMyQpzqRFBAAAcEy5h8s+9thjdeyxxxZ7nQACAFAtFVbDFhFxtIgAAADOKXcQsXr1ai1ZskT79++X3+8vttwwDP3jH/8IS3EAADjK55c8/uo1RoRkt/CgRQQAAHBIuYKIWbNmaeTIkSUGEAEEEQCAaiPfnimq2rWIcBm0iAAAAI4pVxAxceJEdejQQbfddptatGghl8tVVXUBAOC8wMN6dWsRYTJrBgAAcE65gojNmzfrX//6l04++eSqqgcAgOgReFinRQQAAEDYlGsY8GbNmqmwsLCqagEAILrke+2BHY1qFkQYhpTnc7oKAABQQ5UriLjuuus0depU+XzcvAAAaoA8rxRfzabulCRDUp7H6SoAAEANVa6uGS6XS16vV3379tUZZ5yhhg0bFlvHMAyNGDEibAUCAOCYvD9bRFQ3hv4aiBMAACDCyhVEPPDAA8H/f/PNN0tchyACAFBt5HuluGrWLUOSxBgRAADAOeUKIn7++WfFxZVrEwAAYleeV3JVwxYRpqRcumYAAABnlOvuihACAFCj5Hmr39Sdkh2uEEQAAACHlPtjnu3bt+uJJ57Q4MGD1bNnT61Zs0aStHjxYi1fvjzc9QEA4Jx8b/WbulOyz8lNEAEAAJxRriDi999/14ABA/Tmm28qMTFRu3btCs6g8fnnn+vKK6/U999/XyWFAgAQcXnVNIhwEUQAAADnlCuIePrpp9WiRQt9+umnevPNN2VZVnDZ/fffr9NOO03PP/982IsEAMAR1bVFhMuwQxYAAAAHlCuIWLp0qf7+97+rSZMmxZYZhqEhQ4bo119/DVtxAAA4yu21p7qsbkzDPjcAAAAHlCuIKCgoUN26dctcJz8/v1IFAQAQNarrFJcupu8EAADOKVcQcfTRR+uTTz4pdfl7772n1q1bV7ooAACiQp5XMqphkwjTJIgAAACOKdd8nNdcc43uuece7d27Vz179pRhGPruu++0bNkyzZ49Wz/88INGjx5dVbUCABBZuZ7qO0ZEvs/pKgAAQA1VriBi0KBBys7O1vjx4/Xxxx9Lkh577DFJUt26dXXvvfdq0KBBYS8SAABHuD32Q3t14zKkAlpEAAAAZ5QriJCkK6+8UpdccolWrFih7du3yzAMNWvWTCeccIISEhKqokYAAJxRXVtEmIZUQIsIAADgjJCDiOzsbL3xxhuaP3++1q9fr7y8PDVs2FCtW7dW//791aFDh6qsEwCAyMvzVuMWET7JsqrnGBgAACCqhRRErFy5UsOHD9e2bdvUsmVLderUSUlJSdq3b59++uknLVy4UK+99prGjRunI488sopLBgAgQvK81bRFhClZkjx+KcHldDUAAKCGOWwQkZ2dreHDhysxMVGvv/66unTpUmS5z+fT3LlzNXr0aN1000167733VLt27SorGACAiMnzSq5yTTAVGwKtPPK8BBEAACDiDnt39eabbyovL09Tp04tFkJIksvl0nnnnafXXntNu3fv1htvvFElhQIAEHHVtkVEIIjwOFsHAACokQ4bRHzxxRe69NJL1bRp0zLXa926tS677DJ99NFHYSsOAABH5VfTMSJMwz6vPAasBAAAkXfYIOKPP/4osSVESbp3766srKxKFwUAQFQo8FXPIEKS4kw7aAEAAIiwwwYR2dnZatCgQUg7a9CggXJzcytdFAAAUSG/mnbNkKR40+56AgAAEGGHDSL8fr9MsxoO1AUAwOEU+qrnYJWS3SKCIAIAADggpOk7t2/frrp16x52vW3btlW6IAAAooLfkgr91bdrhssgiAAAAI4IKYgYMWJEVdcBAEB0CYyfUF27ZrhMZs0AAACOOGwQccstt0SiDgAAoksgiKiuLSJMQ8pn1gwAABB5BBEAAJQkr7q3iDBoEQEAABxRTUfgAgCgkvK99swSRjUNIgxDyqNFBAAAiDyCCAAASuL22jNLVFemaBEBAAAcUY3vsAAAqIS8ah5ESMyaAQAAHFHN77AAAKigfK8UV027ZQTkE0QAAIDII4gAAKAkeV57isvqymVKuXTNAAAAkVeN77AAAKiEPG/1nbpTsmcDySGIAAAAkUcQAQBASfK81XfqTskOWdwEEQAAIPIIIgAAKEl1DyJMw54ZBAAAIMIIIgAAKEl+NQ8iXAbTdwIAAEcQRAAAUJI8r1SNcwi5TFpEAAAARxBEAABQErdH1TqJMA07bAEAAIgwgggAAEpS7VtEGHb3EwAAgAgjiAAAoCS5nuo9fafLkAp8TlcBAABqIIIIAABKkuup3oNVmrSIAAAAziCIAACgJLkee0DH6spl0iICAAA4ohrfYQEAUAnuGtA1w+OX/JbTlQAAgBqGIAIAgJLkeat3EBHodkL3DAAAEGEEEQAAlCTPW73HiAiELEzhCQAAIowgAgCAklT3ICJwbm6Ps3UAAIAahyACAICS5Hur92CVhiHFm1I+A1YCAIDIqsZ3WAAAVEK+r3qPESHZQQRdMwAAQIQRRAAAUJLCGhBExBFEAACAyCOIAADgUJYlFfiq9xgR0p9BBGNEAACAyCKIAADgUB6/5Leq9xgRkt3igxYRAAAgwqr5HRYAABUQeDiv7l0zCCIAAIADCCIAADhUoLtCde+aYTJGBAAAiDyCCAAADuX22q0Fqn0QIYIIAAAQcQQRAAAcKs9rT21Z3Rl0zQAAAJFXA+6yAAAopzyvPaNEdWeIWTMAAEDE1YC7LAAAyqnGBBG0iAAAAJFXA+6yAAAopzxPDQkiJOXSIgIAAERWDbjLAgCgnPJ81X/qTklymVIOQQQAAIgsgggAAA6V56n+M2ZI9jnSIgIAAEQYQQQAAIfK89aMIMJlSG6CCAAAEFkEEQAAHIogAgAAoMo4HkT8+uuvuv7663XSSSepU6dOuuaaa/TLL78cdrtZs2bpoosuUufOndWjRw8NHz5ca9asiUDFAIBqr6bMJOEyJXcNOVcAABA1HA0i1q9fr6FDh8rtduvZZ5/V+PHj5fP5dOWVV2rdunWlbvfqq6/qzjvv1PHHH6/nn39e9913n/744w8NHTpUO3fujOAZAACqpVyPPbVldWcyfScAAIi8OCcPPnHiRJmmqRdffFF169aVJHXo0EG9evXSxIkT9dRTTxXbxuv1asKECTrzzDP16KOPBl9v1aqVLr74Ys2cOVM33nhjxM4BAFANuT321JbVncuQ8gkiAABAZDkWRFiWpS+++EI9evQIhhCSVLduXfXs2VPz58+X3++XaRZttFFYWKiHH35YRx99dJHX27ZtK0nauHFj1RcPAKjecj01ZPpOgggAABB5jnXN2Lp1q/bv3682bdoUW9amTRtlZ2dry5YtxZalpKTo/PPP1/HHH1/k9bVr10qSmjdvXjUFAwBqjlyPPX5CdecypQKf01UAAIAaxrG7rF27dkmSGjRoUGxZampqkXUOx+fz6fHHH1dSUpIGDx4cviIBADVTTWoRQRABAAAizLGuGYWFhZKk+Pj4YssCrxUUFBx2P36/Xw8++KC+++47PfbYY2rWrFmp6/p83GyhZIFrg2sEZeE6qTnMXI8d1VtWube1/tzGqsC2EWdIhscvX2ENaQESRfh9glBwnSAUXCcIRSSvk1CO4VgQkZCQIEnyeIrPXx4IKZKSksrcR2Fhoe666y7NmzdP9957ry666KIy11+xYkUFq0VNwTWCUHCdVH/H7j4gWZLnQMXDhAPZ2WGsqGoYXr/qSfrpm2Xyp7icLqdG4vcJQsF1glBwnSAU0XKdOBZENG3aVJK0e/fuYsv27NkjSWrSpEmp2xcUFOimm27S999/ryeffFIZGRmHPWb79u3lcnGjheJ8Pp9WrFjBNYIycZ3UHKaxUqoVL9VNKfe2lmXpQHa26tapIyPapwD1W5L2q8Mxx0mNy3+uqDh+nyAUXCcIBdcJQhHJ6yRwrLI4GkSkpqZqzZo1xZatXLlSqamppXaz8Pv9uuuuu7Rs2TK98MIL6tGjR0jHdLlcvDlRJq4RhILrpAbI90l1E6VKBAmGYUR/EGHaX658v8Q17Qh+nyAUXCcIBdcJQhEt14mjHUL79u2rhQsXau/evcHXdu/era+//lr9+vUr9Qbu5Zdf1ieffKIxY8aEHEIAABCyfG/NGKzSMKR4F1N4AgCAiHI0iBg+fLgSEhJ08803KzMzU5mZmbr55puVnJys4cOHS5Jmzpyp448/XosXL5Yk7d+/X//97391yimnqFGjRlqxYkWRr1WrVjl5SgCA6iDPK5k1IIiQpHhTchNEAACAyHGsa4YkNW/eXK+//rqefPJJ3XbbbTIMQ127dtWTTz4ZHEPC7/fL5/MFRx//7bfflJubq0WLFmnRokXF9tmyZUvNnz8/oucBAKhmCnw1ZxaJOFPKKz5wNAAAQFVxNIiQpGOOOUZTpkwpdfngwYM1ePDg4L+7d+9OqwcAQNXxW5LHXzO6Zkh24EKLCAAAEEE15OMeAABC5P6zdUCNCSIMgggAABBRBBEAABws78+H8prSNcNl0DUDAABEVA25ywIAIER5XvuvYw1pECHT+Ct8AQAAiACCCAAADub22FNaljKFdLVjGH91RwEAAIgAxwerBFCNWJaUv0Py5UmJjaT42k5XhDD6Y6/05Ubpp+1S1gG7RX/jWlL3ltIZR0it6jpdYZjkee2ZJGoKQ7SIAAAAEUUQAaBy/F5p43Rp3f+kHV9IvnzZTzaWVOcY6W+XSG3/KSU1drpSVIDPL32wWpq0VFqzR2qULCXFSYl//vXYkiMtyZIeXCD1PVq661SpdQNHS648t1eKr0lBBINVAgCAyCKIAFAxliVteFtadqfkzZWSmkqpXSVXbckwJX+hVLhb+uNVaeUzUvuHpePvspchJixYbwcMe/OlZrWl09JKbyiQ55F+3iH1nybd10O6+sQY7tng9tScgSolOzfMpWsGAACIHIIIAOXn3iItGirt+U6q3Vqqf2LxgMGVKCW3sL8K9ki/PiFtmS2d/oGUmOpM3QjJvnzp/vnSp39IR9STTmpuj2dYluR4Kb2h1DhF+s9i6eed0pO9Y/R5Ps8rxcVqilIBLkPKLnS6CgAAUIPE4i0iACdtmSfNaSflrpManSalpB2+lUNiqtTwZClnvfTJKVLe1oiUivL7drPU+3/S91ulri2ktHqHDyEO1iBZOrGp9MlaacTHdteOmOP2lO+kY53LpEUEAACIKIIIAKGxLOnXp6UvM6RaR0r1TpDM+NC3N+Ok+h0kX4H0aU+pcG+VlYrysyxp8g/SkPelhsnS8Y3+GgeivJLipA5NpUWbpMe+Cm+dEZHnrWFBBLNmAACAyCKIAHB4fq/0zfXSz4/a40CktKrYfgzTDjB8+dKC8+1QAo4r8Eq3zZOeW2IHCK3qVn58hwSXdHxjadrP0tu/hKfOiKlxLSIMWkQAAICIIogAUDZPjvRFfynrQ6lhNymhfuX2ZxhSvfZS9hpp6T/DUiIqbn++dPn79rScnZpJ9ZLCt++UeOm4RtK/vrCn/owZbq89gGNN4TKZvhMAAEQUQQSA0uXvlD7tIe3/RUrtIrmSw7NfM84OI9a9Jm18Lzz7RLltyZYGviVtzpY6NKl4V4yypCbbM27c8rHkjZXxIvK8MTzlRwXQNQMAAEQYQQSAkmWvleZ2scdyaNCxfONBhCIuRarbTlpyjT0LByJqzR5pwFuSz7LHg6jK2S2Oqi9lHZCm/FB1xwirnMIa1iLCoEUEAACIKKbvBKJV4V4pa5Z0YKX9/8ktpfonSM36SPF1qvbYu5ZIC86VEhpKddpW3afDyc2lwl3SNzdIZ86pWZ9CO+jHbdKQGVLjWtKR9ar+2+4ypdYNpOe+kQYfJzWpVbXHq7QcT4zOO1pBpinlE0QAAIDIIYgAoo0nR/rxfmnNf6WEVCmulj3Io+WTPNmSZ7/U4jzp2NukJmeE/ylyw9vS4mukOq2lWkeFd98lqdNW2vmlfdwjL6v649VwizZJ134o/a2uPTVnpDRIllKTpMcXSmP6Re64FZJTWPMGq8z3OV0FAACoQQgigGhyYI30eS/J8kqNTpXi6xZfx5sj7f/VbrFQ93jpxFFS836VDyT8HmnZ3dLvL0j120tJTSu3v1CZCVLtdGnprVLL86q+tUcN9ukf0oiP7NYJzR34Nh9ZX5q9Wrqxs9SuceSPH7Jcj/1wXlO4DKnAZ8/hSqskAAAQATWo7SkQ5fb9In1yshSXLDU4qeQQQpLiakt120qNz5B8udJXF0qfnCJtX1DxY+//zR4PYt3/pIYnRy6ECEhuIRlx9vSgqBLvr5T+PkdKb+hMCCFJyfFSizrSfxY5c/yQub01LIgwJb8leWJlNFEAABDrCCKAaFCwR/qin5TYyG4dEMqnkmacVLuN1LinVLhPWtBf+uQ0actc+5PNUBTul364S/r4RMmXZ0/PGVe7UqdSIYYh1UmXVo21B8lEWL20TLrnc6ldE+fHZ0irKy3cKP28w9k6yuSuYWNEBEIXZs4AAAARUoPutIAoZfmlry+XZEi1jyl/02gzXqpzjNT4dKlwt7TwYumDI6QVj0p7frD3fzC/V9qxUPruFmlGc2n9NKlh9z8HpXSF7bTKLb6ulNxKWj7SuRqqGcuSHv/KboHQoak9labTEuNioFVEXk1rEREIIhiwEgAARAZjRABO++MVafcSqeEpleufbSbYQUato6X87dLaKdIvj0uypJQ0yZUked2SO8teN6mx1KCzlNAgbKdSabWPljbPkvYslVJPcrqamFbgle74VFqwXurYTEoJ8+yrlZFWV1q4Sfp9j9Qm1elqSpDnlRomOV1F5BiGFGdKebSIAAAAkUEQATipYLf0wx12dwwzTE+KhssecyG5hd0awuu2x5Kw/FJiilTrCMlVKzoHpXMl2/X9cKfU5wunq4lZe/Ok62dJ6/ZJJza1WyFEk8Q4qVltadIP0lN9nK6mBHnemtU1Q5ISTCmXFhEAACAyatidFhBllo20x2SoqsEhDVOK/3P/yc3t/8bVjs4QIqDWUdKuxdLOr52uJCat3i31f0Paki11aBJ9IURAi9rSjJXSnjynKylBfg3rmiHZLSIYIwIAAEQIQQTglJx10rqp9vgO0RwMRJqZYLeK+PE+pyuJOTN/kwa8aXfDOK5RdH+oXydRapAsTVvhdCWHsCyp0Bfd37yqQBABAAAiqIbdaQFR5Od/SyktnJmlItrVOlLa9Y09qCYOK7dQuvMTaeTnUttG0pH1YyPbalJLmvqj5IumWSPzfZKlGtoigq4ZAAAgMggiACfkbpTWvS6lHOl0JdEp0CpixcNOVxL1vt4k9fmftGCDdFJzqVGK0xWFrlGKlOuRvtrodCUHCbQKqGlBhGnQIgIAAEQMQQTghFVj7TEb4us4XUn0SjlC2vmltHe505VEpS3Z0i0fS9d8INVOkNo3kZKidDyI0pjGn60ifnK6koO4PZIhu7iaxGXQIgIAAEQMQQQQad486fcpUnJLpyuJbq5EKeVvdhcWBG3Jlh5eIJ3+qvTDVqlrCymtXmx0xShJ89r2FKPbc52u5E9urxRvxu43tKJoEQEAACIoxj4/A6qBjW9LrngpIdXpSqJfyhFS1odS9lqpTmunq3FMgVdauFF64xf7ob1JitSxmVQ30enKKi853u6iMfM36aaTnK5G9sN4vMvpKiLPEEEEAACIGIIIINJ+e1ZKal7zPnGtiLgUu+XIymekbv91upqIyPdK23OkP/ZJv+6UFmdJ326WElz2A3vXFvasGNVJw2Tp7V+iKIiIq4mNBemaAQAAIocgAoikfSukA79JTXo5XUnsSEmT/nhZOnGUlBj9rUj25Nnhwc87pJU7pa050r4Cu1WD98/ZIUzD7pJvmvb/+y3J47NDiAKfvaxuoh04pMRLJzaTasdX3+yqcS1p0Sbpt13SsY0cLsbtrZlBhCl75FAAAIAIIIgAIumPqVJSC8msZh9pV6WE+nY3ljX/lU54wOlqSpTvlT5YJb2xQvpxu9QgWaoVbw8emeiyx0FwGUWDBMuyZ4m0LEnGX+FEgqvmDVEQZ9qDVr63Urq/p8PFuL1SXA365ge4TCm70OkqAABADUEQAUSK3yete02qdaTTlcSelFb2TCPH3S25EpyuJsjrl6atkMZ8I8myu06cliYl8pu13Bql2EHEvT0cnrDC7al5M2ZIdgqWQxABAAAiowa2PwUcsiNT8rmlxMZOVxJ7EptIlk/a9K7TlQT9tks6/03pmcVSyzr24JFp9QghKio12c4Avt/icCG5NTmIoGsGAACIDIIIIFLWvSYlNZMM3nblZhhScgvp1yf+7MvgrJmrDA18y+6S0amZ3a2gJnWlqAqmYbeK+HC1w4XU2BYRJmNEAACAiOGJCIgEv1fK+sD+ZB8Vk5wmZa+Rdi12rATLkqatb6H7vjB0XCPp6Ab28xvCo2GKNGeNPXinY9xeeyrLmsZlMH0nAACIGG6hgUjY+ZXdtSAh+md9iFpmnJTcSvrtOUcOb1nSI18a+mhrE53YxH5oRng1SJLyPNJSJ7tn1NSHcZfJ9J0AACBiCCKASNgw3W4NQfv9yklJk7JmSnlbI37opxZJ768y1KZWrmpFz3iZ1UpUdM84UFgzm7m4DDsFAgAAiIAaeLcFRJjltwdZZJDKyourZY+zseaFiB526o/Sy8uldo2kRJc/oseuaRom290zHBsKJKfQfiivaVyGlEeLCAAAEBkEEUBV27NU8mZLiQ2drqR6SG4hrX5e8kVmqsHFWdK/v5TaNRYtISKgQbKUXSj9vMOhAnJqaosIUyrwOV0FAACoIWrg3RYQYZtnS4lNmS0jXBIbS/JLWTOq/FBbs6Vhs+1BKesnVfnhILt7RuMU6ZM/HCog11NzW0R4/JKXFj8AAKDq8WQEVLVNM6SEBk5XUX0Yht0947dnq/QwPr/094+keolSizpVeigcon6SNHuNQwfPqalBxJ+3AzV1sE4AABBRBBFAVcrbLu3/mfEhwi0lTdqzTNq3osoOMWWZ9PteuzUEY4xGVsNkaf0+aeN+Bw6e562hXTP+vMgJIgAAQATUwLstIIK2zpOSmkiuRKcrqV7MBCmlpbRqfJXsftUu6T+LpPRUKY7fkhEX75KapEifOtE9w11DW0SYhhRn2F1TAAAAqhi32EBVyvpAiq/ndBXVU3Iraf3rkudAWHfrt6Q7P5Va1pHqMS6EY+okSvN+d+DAed6amz4luKRcZs4AAABVr4bebQER4PdJ2z6jW0ZVSagvxdWR1r0e1t2++bO0bp90ZP2w7hbl1ChFWrpNyo3M5Ch/yffWzBYRkh3A0DUDAABEAEEEUFX2LpOsQlpEVKXk5tKqMZJlhWV3u93SY1/Z40LUxGECoklKvFQ7Xvp6UwQPaln2FJY19Ycfb9I1AwAAREQNvdsCIiDQGoJpO6tOUgvJnSXt/Dosu/vPYqluov1pPJxXLynC40TkeSVL9lgJNZGLFhEAACAyeEICqsrm2bSGqGqmS0puKa0eV+ldrdolvfsrXTKiSYNk6fN1YWvwcniB1gA1tUWEi8EqAQBAZNTQuy2ginnzpN3fSomNnK6k+ktpJW2aKeXvrNRuHsqUWtSxuwQgOjRIkrILpJW7InTAXI89e0QNbRAhkyACAABEBkEEUBV2LpTiUiRXLacrqf7iaktJjaW1L1d4F4s2ST9slY6gAUtUMQ2pYYr05YYIHdDtkRJMyaihSYRpSG5mzQAAAFWPIAKoCts+lxIa1NwHmkhLaiatniBZ/nJvalnSqK+kVnWleFcV1IZKqZMYwXEicj01+yIwaBEBAAAigyACqApb5zE+RCQlNZM8+6Wtn5Z708/W2dN1tqob/rJQeQ2TpeXbIzSGYq7HnjmixrIcmC8VAADURDX5jguoGp4cad9PUkJDpyupOQzzz6k8x5ZrM8uSnvxaallHiuO3YVRKjrPH7ViSFYGDub32gI01lcuUsmkRAQAAqh633kC47Vokxde1x4hA5CSnSds+kXI3hbzJ/HXSlmw7iEB0MgypXqK0YH0EDpbrqbkzZkh2CHOgwOkqAABADVCD77iAKrL9CymhvtNV1DxxyVJSc2nt5JBWtyzpqcX2TBk1+dkzFtRPkj5fH4ED5XpqdouIOFPKoUUEAACoetx+A+HG+BDOSW4urZko+Q//MPXVRmnDPlpDxILUZLvlytbsKj5QbqE9c0RN5TKkHMaIAAAAVY8gAggnby7jQzgpsYnk90pZHx521THf0BoiVsSZ9qCVX4fe66Zicj1SDc4h5DKZNQMAAEQEt+BAOO36RoqrzfgQTjEMKbmZtGpMmav9uE1asZ3WELGkdoK0YEMVHyTXE74pdy1LhT6P8jz5yi7I1d78/dqfny23J08en0eWZYXnOOHkYvpOAAAQGXFOFwBUKzu+lOLrO11FzZacJu34QjqwSqrbtsRVxn0nNa8jxbsiXBsqrEGS3Z3GssKXFRSTXfGuGT6/TzmFbuUU5upAQY7cnjzJLRkyZBqGDMOUJUt+yx8MIRJdCaqbVEd1E2urTkItuUyHL8g4U8rzOlsDAACoEQgigHDa9pkUz8fsjnIlSsktpdXPS13GFVu8YZ/0xTrp5FaRLw0VVy/JHsJhzR4pvap6PmUXlmuwSkuWcgpytdO9R/vyDsg0TbkM+yvJTFRCfEKJoYllSX7LL5/l1/78A9qTt08+v091Emurae1GqptYx5keIi6DIAIAAEQEQQQQLn6PtGep1LCb05UguaX0xytSxyeKdZOZskxqVltK4rdfTDENqVGKtHBjFQcRcYfvsei3/NqZu1vbc3fJ5/cpzoxXrYTkv1o0WJLH8pQaJhiG7MBCpuSyL0Sf369Cn0d/7NmgODNOTWs3VsOUBnIZEexB6TKlfIIIAABQ9RgjAgiXvcvtJ4w4WkQ4LqGB5EqSNrxZ5OX9BdI7v9jdMhB7aiVI89dX4QFyyp6+07Is7XLv0Yrtq7Q1Z6fizHjVTqit5PjESnercJmmkuISVDuhtlymS1uzt+vn7au0N2+/IjaaRJwhefySxxepIwIAgBqKIAIIlx1fSYmNqrADO0JmGFJSc2nls3Y7+D+99bNUJ1Gql+hgbaiwBknS91skr7+KDpDjKXUalf352fp5x2pl7d+qeFecasWnKMEVF/a3u2FICa54pcSnKN4Vp/X7srR611rlefLDe6CSBM7dTasIAABQtQgigHDZPl9y1XK6CgQkt5Ry/pB2fyNJ8vmll5ZJTWs7XBcqrE6CZEn6ZUcVHcBdvEWE1+/Tur0btXbPBpmGoVoJtZTgiq/yvDEQSNROSFGhz6tfd/6uzQe2V+1sG4FzzymsumMAAACIIAIID8uSdi2WElKdrgQBZpyU0lL6bYwku0l/rkdqzMyqMcswpNQkaVFWFR0g11NkjIj9+dn6ZcdqZRfkqnZiihLjSh58sioZhqHk+ETVTkjWztzdWr37D3n8VdRiwTCkBJMpPAEAQJUjiADCIXed5NkvJdRzuhIcLDlN2vS+lL9Tk5ZKTWtVeHZGRInaCdIX66to53leyWXIb1nasG+z1u7ZoHgzTsnxyTIjOWhkCVymS7USklXo8/wZjuRUzYHiXQQRAACgyhFEAOGwc5GU2FgyKjdgHcIsvraU1Fi7VkzWD9ukFgxSGfMaJEvLtkmFVTGeYp5XHsOvVbvWal/+ftVKSFFCXNV3wwiVYRhKiktSghmvNbvXa3vOrvAfJMG0x8oAAACoQgQRQDjs+EqKY3yIqJTUQolrx6llLa8SyIliXq14u/fEj9vCvONCn+T1a/W+9fL6vUqJT5HLjL4/kYYhJcTFKyUhWVuytylr/9bwzqoRR9cMAABQ9aLvLguIRTsypfj6TleBEvgSm8jy5uu8lFlOl4IwMAx79oxwjxOxaOUSe/9xLiXFJUVNK4jSxJkupcSnaJd7j9bt3Sh/uAaxdJkMVgkAAKocQQRQWZ4DUvZqKaGB05WgBNtyTe2ymusCPeN0KQiT2gnSlxvCt79Zv32mt5a8J0uWEhIiPyBlRblMUykJKTpQkKPf96yXzwrDvKYugxYRAACgyhFEAJW16xspvp7kSnK6EhzCkrTxgLTH/JuO9n+rlr6fnS4JYdAgSfpph1RQyckjLMvSGz/N1Ds/z9IxiS3lizekGAkhAkzDUK34ZOV58vX77nXyVzaMMA1aRAAAgCpHEAFU1q4lzJYRpbILpTyP5HIlaK/RUn08Y50uCWGQ8uc4ET9tr/g+/H6/Xvx+muatyVTr1CNU15ckX1z4aowkwzCUEp+kfG+hft+zoXJhhCFaRAAAgCpHEAFU1o4Fkqu201WgBFkHpESXPa7AHiNNp3r/pxRrr9NloZIC40Qs3lyx7f1+v8YteVnfZi1T64ZHKCk+SQl5itkgQvorjMjz5OmPvRtlVWbMCGbNAAAAVYwgAqgMyy/t/o7xIaKQ15K25UiJfz5c5hn1lKsG6umZ4mxhCIvaCVLm+vJv57f8mvjd//TjtpU6qsHflOBKkCQl5Ev+GJ9VxTAMJccnK6fQrXX7NlUsjHCZ0gG6ZgAAgKpFEAFURvYayZcvxdd1uhIcYluO3Xw/7qDfcnvNFurn+f/27jzOjrLK//inqu7a+5LO2ukkEBIWgyDgNoCK44jrMOo47jojPwdccEbHwd0ZdUQEFRFFXEAdcWYAZZdVMGxhSdgCCSFkTzpL79tdq+r5/VHdnU7SnXQn3bfu7ft9v15th7vV6ba67q1T5znnh9jmCJsLSOjqBvtE5LzxP8cYwy9X/Q9P7HiGRQ0tRJ3o8H2xNJhp8I5oWxYV0SS9mX629bZO/AUiNvRmJz8wERERkRGmwccukRC1r4D4DLD0p1RstvVCbL8r3D3MJmZSnOTdEk5QMmkqB/tEPDPOPhHGGH771A08vGXlYCVEdJ/7Y2nwp8mfsW1ZJKMJOlJd7Blon9iTHUsVESIiIjLlpsnHLpGQ7HkIIpVhRyH76R1sUhnfv9Tesumy5vKW3PdCiUsmz1CfiMe2j+/x1z9/O3/e9DCLGlqIR2IH3B9LgymxiRkH49g2yWiS7T276Mn0jv+JETvo8ioiIiIyhZSIEDkSbQ8GozulqOzo29ukcn+d1nxa/Kdp8Z4sfGAyqSqj8ODWQz/uvo2PcMsLd7OovoVEJD7qY2IZU3KjOw8lYjskonE2dG0llU+P70mOxneKiIjI1FMiQuRw5fuCHhFqVFlUvMEmlbExJiB4VjDKU1URpa8uAU/vBvcg0yqf3rmGX676HxbUNZOMJsZ8XDw1vSoihsScKHEnxvqOzeS8cUzDiNga3ykiIiJTTokIkcPVuTJoUumMfXIjhbdnAGwLogc5urVbLZzq/YE6/zDnP0pRqBpcYfHcntHv39S1jUsf/hnNNXOojh98xG5iYHo0qxxNzIlhWxYbOrfgH2qShmNDSokIERERmVrT9GOXSAG0PwqxurCjkP1s7zuwSeX+clYV3dZs3pj/cWGCkikx3CdilHxS20AH3/7Lj2iqaKShou6QrxUfKP3xnWOxLEhEEmS9HNsPNUkjYkFKU2VERERkaikRIXK49iwHpyLsKGSEtBtMHjygSeUouqxmzsr/lJgZmPrAZMpUxg7sE5HJZ/jO8h+TjCaZWTVjXK8TS0/fRAQEyYhkJEF7qouOVNfYD4zYkPXAP0TlhIiIiMgRUCJC5HAYAx2PQ1T9IYpJ62CTSnsca/37aSRPgtPz10x9YDJl6hOwaid4g30ijDFc/ug1DOTTzKuZjTVax9JRxKd5IgIGJ2lEEmzp3jF280pn8GOB+kSIiIjIFFIiQuRwDGyGfC/ENDGjWBiCaRmHWpYxzLLotJp5a/5iLONNZWgyhapiQbPKdR3Bf9/w/J9Y07aeltp5405CwGBFRBm8I0adCLFIjJc6t+D6o+z3kcHfmSZniIiIyBQqg49dIlOg/VGIzwBrml9CLSGd6WBixrgTEUC3NYeE6eUV3k1TFpdMLduCxmTQJ+KJHc9w09o7aambR8QZY2zKGKKZ6V8RMSTuxADD5u5tHLAAwxrs9NqnRISIiIhMHSUiRA5H+wpwKsOOQkbY0Te+3hD7sGw6rWbenvuvYLmNlKSKKNy7Mc2PVvyK5tq5VESTE36NWBklIoaaV/ZlB2gf6DjwATEH+rU0Q0RERKaOEhEih2PPA8HoTikKeR/aUoeRiAA6rRbm+Gs5xn9o8gOTgqiOeTy2w9CQrKc+eRjLpYwhmi2PpRlDbMsiGU2wrWcn6Xxm3ztjtpZmiIiIyJQqo49dIpPEy0LP8xBTo8pisXsgqCZ3DuOI5lsROq35QVWElB5j6Exvx/XjJKNLDuslnDzYfvlURAyJ2A6xSJQNnVvwjD/yDi3NEBERkSmlRITIRHU9BXZcozuLyI7eifWG2F+7tYDjvPuY66+ZvKCkIPYMdNCf6yMZSbNzYO5hvUY8FXw3ZZaIAIg7cTzjs62nde+NEVtLM0RERGRKKREhMlHtj0G8IVhoLaEbyAfnTIezLGOIayXospp5W+47kxeYTLmBXIrtvTtJRhJEnTw7+poP63VimWBZhinDP2nLgmQkTme6m650T3CjbakiQkRERKaUEhEiE9X2oKohikjrYJPKI80LtVsLOM29jnp/2+QEJlPK9V02dG4mHokRsSPEnSytfYdfEeFFgTJMRADYtk0iEmdL93ZyXh4cSz0iREREZEopESEyUW2PQKwu7CgEMEBr/5EtyxiStarosWZzdu6SI38xmVrGsKlrG2ANjqKEuJMl7Sbpy1VN+OViaXAnNu1z2ok5URzbYXPX4EhPVUSIiIjIFFIiQmQi0rshswuidWFHIkBnGnwzOYkICKoiXuf+gkozykhDKRp7BjoYyKVIRhMMlTHYliERSbOzf86EXy+WBr/MExEA8UicgXyalJdVIkJERESmlBIRIhPR8SjEG8GOhh2JADv6jqw3xP7SVh0DVgN/nbt88l5UJlUqn2Z7704SkTjWfmsponb+sJZnxNLlNbpzLEMjPXvyfaTaesIOR0RERKYxffQSmYi2FRCpDjsKAfI+tKcmNxEB0GG18Df5H5IwfZP7wnLEfOOxsXPLcF+I/cWdLNsPo2FlPFV+ozvHErEdiDhs2bYR1/fCDkdERESmKSUiRCZiz3IlIorEnoFgyqAzyUexfhrJWUlel79qcl9YjtjW7lZ84w/3hdhf3MnSl6sh7SYm9LqxdHlOzBiLHYsQ7fO4cc0dYYciIiIi05QSESLj5bvQ9TTE6sOORAiWZUSn4iq2ZdFhtfDW3HeJmMwUbEAOR1e6m65MD4kRfSH259g+CScz4T4R8ZRRImIE40B1LsaNa+9kc5emyIiIiMjkUyJCZLx6ngu+RybelV8mV8oNeulN9rKMIb3MAixOd6+Zmg3IhOS8HJu7t5OIxLEP8bYVdXIT7hMRH6BsR3eOxncgkbGZWTmDy1b8Ctdzww5JREREphklIkTGq32wUaWlM5aw7RxsUmlP1f8VlkWHNZ935L6NY/JTtBEZDzM4qjNiR4iOo0ls3MmxY4J9IhL96hExku9ALAMzq2bQlx3guudvCzskERERmWaUiBAZr7aHIFIRdhRlzwCt/ZM3snMs3dZcoibDq91rp3ZDclB7BtpJ5zMkIvFxPT7uZOjK1JPzxj/ZJjGgRMRIvgPRDNiWzbza2dy27l5e6tgcdlgiIiIyjSgRITJeex6EaF3YUZS97gy43tQnIoaqIv429x9YRtMDwpDOp9nRu2vUUZ1jidgeMSfHroHZ495OQlMz9uE7EHHBdg0V0SQzq5r40aNXk/NUHSQiIiKTQ4kIkfHItENqmxpVFoHWvgIkIQZ1WfOoMN280v2/wmxQhvnGZ2PXVmLO6KM6Dybm5NjZN/6GlTElIvbhD34yiKWD77MqZ5DOp/m/1beGF5SIiIhMK0pEiIxHx6MQawB79LGBUhiegd0DEJ/Yeenhs2w6rBb+Lvd1LOMXaKMC0Nq3G9fziEcm/jcXtXNs65s/7sfH0ntPvgWMDb412MQTsCyLeTVzuGP9fVqiISIiIpMi9I9ea9as4eMf/zinnHIKJ598Mh/72Md4/vnnx/XcFStWcPrpp7N06VJcV129ZQq1PQLR6rCjKHttA+DYECngkavTaqbKtHGK94fCbbTMDeQG2NPfTiI6/iUZIyWcDB3pGbjjLHOIp1URsQ8LvGjwexmSjCaYWdXE5Y9eTV5LNEREROQIhZqI2Lx5Mx/60IdIpVL84Ac/4Mc//jGe5/HhD3+YTZs2jfk8z/O4/PLLOffcczHGFDBiKVu774eIEhFh29EHsQIftYzl0GG18K7sV1UVUQDBkoxtxCMxHOvwsgMR28WxPPakZo7r8dGMEhH786IQT+1726zKGaTyaa5//vZwghIREZFpI9RExJVXXolt21x11VW87nWv4/TTT+cnP/kJtm1z5ZVXjvm8W265hd/97nf85Cc/4YwzzihgxFKWfBe6nlJ/iJBlPOjOFnBZxgid1nxqzU5e4d1Y+I2Xme09O/GNT9w5/GVQlgXxSIadfXMP+VjbNURcJSL250X2Ls0YYlkWc2uCKRobO7eEE5iIiIhMC6ElIowx3H///Zx++unU1NQM315TU8MZZ5zBfffdh++PfvWxpaWFP/zhD7z+9a8vULRS1rqfBSxVRIRs1+DITnvilfpHbLgqIvdVLFQVMVX6sv20pzpJRhJwGEsyRoraebb1NR/ycUNX/ZWI2JfnHFgRAQRTNCpn8KNHr8b1tCRSREREDk9oiYidO3fS09PD4sWLD7hv8eLF9PX10draOupzTznlFObPH38jMpEj0vYIxGcEl1klFIbBZRkhnix2WC3Um1ZOs/4UXhDTmOd7bOraRiISx7aO/K0p4WTYMzAL3xz87zaeChpVmtA7JhUXY4+eiACYWTWD/uwAN6zR34KIiIgcnhCKnAPt7e0A1NcfWO7e0NAw/Jjm5kNf0Rovz/Mm7bVkehnaN0bbR6zd92NFKghOhyUMvVnIuhYVifBiCKoi5vMB+1t83X8fxtYl9Mm0racVMMScKJPxtxa1cwC0D8xgZuWeMR8XHzC40cH/mKQ/cTPiu1Wihw1jB7+b0X4nNhbzamZzywt3c9rcl7OwbvLep8vJwd53RIZoP5Hx0H4i41HI/WQ82wgtEZHLBR8So9HoAfcN3ZbNZid1m6tXr57U15PpZ7R95MSdfyEbnYfb0xtCRAKwdSBB1IriueG+we5mLsdZj3Js///yuHl7qLFMJykvQ2e2m4QdJz+JE5Di9gAb2+uJu+vHfExDm4MbSZKfgn3LdUt3uoTn29Dt0tMz9vtwjVPFpct/xj+2vAtnEqpYypU+m8h4aD+R8dB+IuNRLPtJaImIWCxoRJbPH/hBbShJkUhM7uXPZcuW4Ti6iikH8jyP1atXH7iPDGzFXtdNpOk0sEP7cylrvoHObovKKESckE92TIR2t5kPR/6Ldcn3Y3TydcQ832NLWyuJSHywGmLyxDyP9vwx1NauG/MxjZbBj0B0EmfCGoIkRCQSPcJOF+GxIlCbd6itHft9uNpU81LnFjbHd/Pu499SwOimhzHfd0RG0H4i46H9RMajkPvJ0LYOJrQzq1mzZgHQ0dFxwH2dnZ0AzJw5vtFr4+U4jv445aAO2Ec6H4VEE9iTe4Ik49eZDr5Hi+FP17Joo5njzWOc4t/Eqsi7w46o5G3v2wVYg0mIyT1tTzgZdg3MwWCN2eIlngLjmEnd9NByDGv4f0qP70Cyj4P2xrEth3k1s7nphTt59fyTaambV7gApxF9NpHx0H4i46H9RMajWPaT0C7nzZo1i4aGBtavP7Bkdu3atTQ0NDB79uwQIhMZYc8DEKkMO4qyFnaTyv0ZBidoZL+CZTRB40j0ZvvoTHWRiMSZijP2mJPDMw6dmYYxHzPUrFL25Ucg0X/ox1XGKmiqaOTyR6/B87U2WURERMYn1I9fb3rTm3jooYfo6uoavq2jo4OHH36YN7/5zViaUiBh2/MXiNaFHUXZyvnQkYZ4ka2K6bBaqDU7eYX3x7BDKVme77F5EqdkjMayIBlJ09o3d8zHxAc0MWM0/hjjO0czq7qJznQXt7xwz9QGJSIiItNGqB+/zj//fGKxGOeddx7Lly9n+fLlnHfeeSSTSc4//3wAbrrpJo4//nhWrFgx/LyNGzeyevVqVq9eTXd3NwDPP/88q1evZt26sdcCi0xIrgd610HswMkuUhi7+yFqg1NkOclggkYL78l+WVURh2lb7072LsmYOlE7z/a+sac6JAaM5uGMwncgMTC+x9qWzbyaOVz//G1s79k5tYGJiIjItBDqdcY5c+bwu9/9josvvph/+Zd/wbIsTjvtNC6++OLhHhK+7+N5Hsbs/aj4jW98g8cff3yf13rve98LwLx587jvvvsK90PI9NX+CMTqwEmGHUnZKrZlGSN1WvM5xn+EU93reSL6D2GHU1J6s/10prqoilUy1U0U4k6Gnf1zMWb0dgfJPjBFuo+FyXMglh7/44eWaPzo0V/x3Td9CUfjbUVEROQgQi94PuaYY/jlL3855v3vete7eNe73rXPbf/93/891WGJwO7lEK0NO4qy1Z+HgTw0TO7wnEljLId2q4V3577Mysh7MJZOvMbDL8CSjJHiTpacF6M7W0d9ovuA+xP9wUm37Mt3IJaZ2HNmVTfxUscmbnnhHv7u+LOnJjARERGZFrQyVmQsu+5VIiJErX0Qdw7atD90ndZ8Kk0nr3L/J+xQSsb23l2AmfIlGUMsC5LRFDv7R+8TkewPGjPKvvwIRPJgu+NfuKIlGiIiIjJeSkSIjMZNQ/czEBu7275MHR/Y2V+8yzKGWTYd1gLenfsKtnHDjqbo9WX7aU91kogkKORcy6idZ3vv6H0i4gPB1X/Z19DvZLwNK4eMXKKhKRoiIiIyFiUiREbT8Rg4FcGXFFxnGowpgUQE0GnNI2H6eI37u7BDKWq+8dncvY14gZZkjJRwsuwY7BOxv3hKiYjRGCsYaxofZ8PKkWZVN9Ge6uKmtXdNfmAiIiIyLSgRITKaPQ8G0zKKeV3ANNZaxE0qD2DZtFsL+LvcV3FMPuxoitaOnp34xhAv0JKMkWJOlqyboDdbc+B9aSUiRmWBGxv/5IyRbMumuWYOf1jzJzZ3bZ/82ERERKTkKREhMpqdd0K0OuwoylLeh7ZU0B+iVHRZ84iZNKe714QdSlHqzw7QluokWeAlGUNsy5CMpmjtn7fvHcYQS4OnHhGjcqOHVxEBwRKNmZUzuGzFL8l7StCJiIjIvpSIENmfl4GOJyA2I+xIytLuAYja4JTS0cmyaLcWck7u60RMNuxoiopvfDZ1byMeiRV8ScZIUTvPtr59+0REM2AbVUSMxY8cXkXEkJlVM+jPDXDdc7dNXlAiIiIyLZTSR32Rwmh/FJwERCrDjqQs7egtoWUZI3Rbc7CNx5n5X4QdSlFp7d2Nb3ziTizUOOJOlta+efv0iUgMgEGJiLF49pElIoamaNz+4n282L5x8gITERGRkqdEhMj+dt8XTMtQf4iC688HX6W0LGOYZdFuL+Bvc/9J1KTDjqYoDORS7BloJxGJE8aSjJHiTpaMm6Avt7dPRGIg6IMQcmhFy9iQ6D+y10hGE8yqnMGPVvyKjKtqIREREQkoESGyv9Y7IXpgUzuZejv7giREqeaAepiNweIN+Z+GHUrofOOzqStYkuFY4WeWbMuQjKTZ0Td3+Lb4AHiF751ZOiyID4wyamSCZlbNIOe7/OapGyYhKBEREZkOlIgQGclNQddTEFd/iELzgdb+0lyWMcyyaLcX8o7ct4mbI7yUXOJ29u3BM17oSzJGijo5tvXNH/7vRD+4alQ5JmNDsu/IX8eyLJpr5vDA5kdZ1br6yF9QRERESp4SESIjtT8c9IZwKsKOpOx0pMGYEk9EAL3MxCXGG3M/DjuU0AzkUuzubyuKJRkjxZ0sO0b0iUgMqD/EwXgOVPROzmvFIzHm1szmikd/TXdmkl5URERESpYSESIjWLvugVh96a4NKGGl2qTyAJZFm72It+W/S8KU3wnXyCkZxbAkY6S4kyXrJujNBkuvEv1KRByMH5mcioghDck6ktE4Vzx6DcYc+ZIPERERKV1KRIiMYLXeHiQipKByflAREZ8mZfL9zCBLBX+T+2HYoRTczr49eH5xLckYYluGZDTFjv55ACQGTDEVbBQdzznyZpUjWZbF3Jo5rO/YzN0vPTB5LywiIiIlR4kIkUERtwP6XoRYU9ihlJ1d/RCzwZkuJ4WDVRFn5y+hwnSFHU3BpIp0ScZIUTvP9t6gT0SiD0xxhlkU/MiRje8cTcR2aK6dw2+fvoHtPTsn98VFRESkZCgRITKoOvUExJugCK/kTmcG2N4L0WlWIj9gNZK2ajg7d0nYoRSEMT4bi3RJxkgJJzPcJ6KyJzjZltF5EYinJv91q+NVzKho4JKHf0bOzU3+BkRERKToKREhMqi2/yGN7QxBXw4ybjC2c7pps47ib/KXUW3awg5lyrX27cHzinNJxkhxJ0vOj9GdrSPZFyw/kNH5DsQygD/5/RxmV88klUtz9VPXTfpri4iISPFTIkIEwBhqUisg3hh2JGVnR2+QhJiO/UFTVj39VgNvzX037FCm1PCUjGjxLskYYlmQjKTZ0ddMsk8VEQfjRcAyEE9P/mtblkVz7Vwe2vI4K7atmvwNiIiISFFTIkIEoOspHD8NsYawIykrnoFdA9OnSeVo2qxFnJX/CTX+rrBDmRK+8dnUtbXol2SMFLXzbO2ZT3xAFREHY2zwrcltWDlSPBKjuWYOP33st+zun/5VQyIiIrKXEhEigLXzDvJOA1j6kyiktgGwLYhM41972qqj15rJ23P/FXYoU2JH7y484xf9koyREpE0rf3ziKYtVUQcjAVubOoSEQB1yVrqEjVc+vBVuJ47dRsSERGRojKNP/6LjJ+1/UY8uzrsMMrOtj6IlcEV6TZrEa93f069vz3sUCZVf3aAtoEOkkU8JWM0MTuHb2w2VM/AUyLioNwYJPumdhtzambRme7hmqeun9oNiYiISNFQIkIk0wbdzwYVEVIwKRd6s9OzSeX+MlYNPdZs3p77dtihTBrfeGzqDpZk2CWyJGOIZUHSSbNiQTN+aYVecF5kaisiAGzLpqV2Hss3r+DBzY9P7cZERESkKCgRIbLzTojPwNilU1o+HbT2BUkIu3QupB+RNmsRZ7hX0+hvCTuUSbGtZye+MSW1JGOkODnuW7xAiYhD8J2pr4iAoF/E/Np5/OyJ/2ZL9/SqHBIREZEDKREhsuU6iNWFHUVZ8YEdZbIsY0jGqqbbmss7c/8RdihHrCfTS0eqi2QkQSktyRipyqR5snk2OVtvgwdjbEhOcUXEkNpENU2VjVz84JUM5FKF2aiIiIiEQp/ApLy5adh1DyRmhR1JWelIgTHllYiAoCriNe61NPkbww7lsLm+y+au7SQicewSbu6a9PJEfZ819XPCDqWoGSDRZwq2vVlVTfjG50crrsY3fsG2KyIiIoVVup8iRSbDrrshUgERNaospO295ZeEAMhaVXRZ8/jb3DfCDuXwGMOW7u3YlkXMiYYdzRFxPKjLZFjV2Bx2KEXNj0BlT+G2Z1kWzbVzeLFjI9c9d1vhNiwiIiIFpUSElLct10GsMeheJwWR8aAzA4kynVbQZi3ile7/Mct/MexQJqwj3U1vtp94tHSXZAxxXKjKZnmsaWHYoRQ1LwIVBUxEAETsCAvqmrn1hXt4ZOvKwm5cRERECkKJCClffh523KplGQW2c7A3RLk0qdxfzqqk02rmnGxpVUXk3Bxbe3aQiCSwSzwJAeDkoS6bZmN1I/2R0my4WQh+BCp6C7/dZDRBS908fvLYb3ipY3PhAxAREZEppUSElK+d9wSVENG6sCMpG4ZgWUY5jOw8mHZrEad4f2COvzbsUMbFGMPGrq1E7QhRe3qUstguxD2P6nyWpxu0PGMshRjfOZbaRA2zqpq46IGf0JnqDicIERERmRJKREj52vRbiM/UsowC6kiDW4ZNKveXsyrotObzd9mvhh3KuOzq30PGzRKPxMMOZdJE8mAsqMpneWxGS9jhFK0wExEATZWNJKJxvvPAj8m6ufACERERkUmlRISUJzcF22+GpDrmF5KqIfZqsxZxkncrc73nww7loAZyA+zs20MymsCaBksyhjhuMJqyOp/h8ZkLww6naHkRiGXA8go3OWMky7KYVzOb3mw/lz78MzzfCyUOERERmVxKREh52nEbRCohUhN2JGUj4wUVEfHpUdl/xPJWkg6rhXflircqwvM9NnRuJR6J4VjTK4PkuEFFRE0uQ1esgh0VtWGHVJT8SNCWNMyqCNuyaalrZkPnVn7+xLUYE05SRERERCaPEhFSnjb8CuIztCyjgFoHm1Q6+pUPa7cWcqJ3O83es2GHMqotPTsAiDvTr5mj7QIWOBjqcylWNs4PO6SiZOzByRl94cYRsR0W1jezYvuTXP/87eEGIyIiIkdMiQgpP6lW2P1nSKpBXaH4aFnGaPZWRXwl7FAO0JHqoifTSyIap9RHdY7G9oKKCIAKN8eKmYvCDaiI5eOQDGFyxv5iToxF9S3c8sLd/HnDQ2GHIyIiIkdAiQgpPxt/DYnZEEmGHUnZ6EiBryaVo2qzFvEy727me0+HHcqwjJsZMapz+r1NWL7B9vcmImpzaZ5pmEfemn4/62Rwo+GM8BxNMppgQV0zv3ry/3hs+1NhhyMiIiKHSZ+6pLwYAy/9DBKzwo6krGzrVRJiLK6VoMNq4d25L4cdCgC+8dnQuYWoHZ02ozr357jBdzP4Dljh5nCMz/P1al47Gi8CFT1hR7FXdbyKlrp5/GjF1TzZ+lzY4YiIiMhhUCJCysvu+yHboUREAaVd6MpAYnqe006KNmshx3l/ZoG3KuxQ2Nq9A9f3SESmX1+IIY4L/oh3PwuoyaV5bMaC0GIqZsaGZMg9IvZXl6hhfu1cvv/wVTy7a23Y4YiIiMgEKREh5WXtpVDRDNNsAkAxG+oNYU+/NgOTZqgq4l0hV0V0prroyvSQjCSYjn0hhjgumP0OAdX5LI/MUp+I0RgLKnqKb1JFfbKWuTWz+d5DV7K2bX3Y4YiIiMgEKBEh5aNvA+y6ByrUHb9QPAM7+tSkcjzarUUc6y1nofdEKNvPuBm2DPWFmOa9EoZGd45Ul0uzo6KWtnhlOEEVMT8CVZ1hRzG6xop65lTN5DvLr+CFtpfCDkdERETGaXp/2hQZad2PIDkXHDWpLJQ9A8GE1KgSEYfkWvHBXhFfKvi2fd/jpY7p3RdiJCd/YCIiYnzqs2keb9LyjP15EajqDjuKsTVWNjC7qolvLb9cyzRERERKhBIRUh6yHbDhl6qGKLCtalI5IW3WQpZ4D3KU92jhNmoMm7q345vp3RdipKFmlfurcHM8ojGeB3CjxdWscjSNlQ3Mq57FxQ/+lJU7ng07HBERETkEJSKkPKz9PsTqgy8piJ4sDOQgoUTEuHlWnA5rQUEnaOweaKcv208immQ694UYyckz6o9an0vxVGOzxnjux4sUX7PK0TRU1DO/di4/eOQXPLJ1ZdjhiIiIyEHo05ZMf7muYFlGxcKwIykr23ohHgmWZsj4tVmLWOw9wtHeI1O+rb5sPzt6d5GMJrDLJAkBEMmBP8qPG4zxNDzbMLfwQRUxLwqJAcAvvoaV+6tL1rKgrpkrHvsNd7x4f9jhiIiIyBiUiJDpb833IFYH8YawIykbOQ92D6ga4nB4VowOawHvyU5tr4i8l2dj51YSkThOmU2RcfLBSMr9DY3x1PKMfXkRsP3BZEQJqE1Uc3TDAn7/7E385qkb8I0fdkgiIiKyHyUiZHob2AIv/AAqjwo7krKyoy/oDeHoCHNY2qyFHOU/xjHeQ1Py+r7xWd+xCdu2iTnRKdlGMXNcxlyFUptL89Csoyn+a/+FY2zwHKgs8j4RI1XGKji6cSF/2fQIP3j4F+S8fNghiYiIyAg6TZDp7cl/CyZlxOrCjqRs+ARNKjWy8/B5Vox2awHvnoqqCGPY1LWNvO+SiMQpl74Qexkcb/SKCICaXIauWJJtlXUFjaqoWZBLFH/Dyv0lInGOaljIuvYN/Md9P6A3UwKNLkRERMqEEhEyfe3+C+y4FaqODjuSsrJnAIzRtIwj1W4tZKG/kiXe8kl93Z39e+jL9pOMJrHKLgkBtgeWf+D4ziEOhoZsihVNWp4xkhuDyq6wo5i4qBNhUUMLXZke/u2ub7Oxc2vYIYmIiAhKRMh05aZgxUegejE4ybCjKStbeoImlXJk9vaK+GKQ2ZkE3ekedvbtKbvmlCM5bpCEGCsRAVCVz7J8zuLCBVUC/EhpLc0YybZsWmrnURmt4Gt/voQHNz8edkgiIiJlT4kImZ6e/iL4OU3KKDCN7JxcbdZCWvxnONY78u7/qXyaTd3bSEYTZdeccqSxGlWOVJ9L8WJNE10xJTGHGAsqu0q3c4ZlWcyqbqKlrpmrVv6OXz95Ha7vhR2WiIhI2VIiQqaf7bfCS7+AmuM0O7LAhqoh9GufHL4Vpd1awHtyXzqiqoicm2N9+yZiTpSoXX7NKUeK5ME/xDtfzPeoy6V5tGlhQWIqBb4D1R1hR3HkahPVLG5cxINbHuer915C28A0+KFERERKkBIRMr30b4ZHPgi1x0GkKuxoykrahbYUJLQsY1K1WwuZ5z/H8d69h/V813d5sWMTjm0Td2KTHF3pcfIHX5YxpCqf5S+ztTxjiBudHokICJpYHt24kP7cAJ+/81s8vv3psEMSEREpO0pEyPSR64L7/hoSsyA5L+xoys62wUkZjqohJpVvRQarIibeK8I3Pi91bMY3fplOyDhQJM+4fg0N2RRPNzaTdpRZA/CiUFWCzSrHYls2zbVzmFM9ix+tuJpfrPw9OTcXdlgiIiJlQ4kImR7cFPzlbeBloHpp2NGUHdfAjl41qZwqHdYCZvvrWObdMe7nGGPY3LWNrJcjGU2gJEQgkhtfRUTCy5N0c6yc0TL1QZUAN1q6zSoPpj5Zy5IZR/H49qf51zu/yYvtG8MOSUREpCwoESGlzx2A+/8G+jdB7TI1KAjBjl5wbIjqiDIlfCtCh7WAv89dOL6qCGPY1tNKbxmP6RxLJHfoZpUQpG1q8hnun33MlMdUCrwYJPrB8kq3YeVY4pEYRzUsIGZH+Y/7f8jvnvkjeS8fdlgiIiLTmk4bpLRl2uHe10PfBqg7CWxdki80n6BJpXpDTK12awEz/M2c7N18yMe29u2mI91FRTRZtmM6xxIZZ48IgPpsikdnLiRnl++UkSFuJEjOVHaHHcnUGJqqcUzjIu7ftIJ/u/Pbqo4QERGZQkpESOnqeQHuOhUyu6H+ZCUhQrK7P7hIH9O52pQylhP0ish+Ecv4Yz5ud38buwfagySEpUP8/sYzvnNIpZsj6vusbJw/tUGVAhtyCajqDDuQqZWMJljcsBDbsvmP+3/AVU9cSyqXDjssERGRaUefUqU0bb0B7nwF2HGoPREsnQWHwQCbu9UbolA6rBbqzE5OdW8Y9f72VCc7endREU3i6G/iAJYx2N74KyIsoCaX5v45Wp4BkI9D9TRqWDmWoeqIJTOO5snW1Xzm9q/xyNZVmCMYoSsiIiL7UiJCSos7AI/+E6z4CNQcD9VL1BMiRO1pyHjBtAyZesNVEbkvYht3n/s6U91s7d6hJMRBDI3uHG9FBATLM1bMXERe1SW4UaiaJiM8xyMRibOwfj6NFQ1c+cRv+fp932dr946wwxIREZkW9MlKSkfbI3Db8dB6BzS+FpJzwo6o7G3qgoSjXFAhdVjzqTBdvNq9dvi2zlQXm7u3URFNEtESpTGNt1HlSFVuFtsYTc8g+N1Vd5ZXVYBlWTRU1HHsjMX0ZHq58O6L+PnKa+nL9ocdmoiISElTIkKKn5eBJz8Pf34DRKqg/hSIJMOOqux1Z6A/pyaVBWfZtFsLeXfuyzgmN5iE2K4kxDhE8uBP8F3PAupyKe6dq7HAXgRq2sKOIhyO7TC3ZjZLm47mydbn+NRtX+WWF+4hp+kaIiIih0WJCCluHSvh9pfBpv+GxtdA1VG6/F4kNnQHSQj931F4XdY8IibLqanLlYSYgMOpiABoyKZ4ZOYiMmX+O3ajULsn7CjCNbRco7lmDjevvZvP3PY1Htj8GP5BGsiKiIjIgZSIkOLke7D6W3DPX4EdhYbTIFoddlQyqCcLPRlVQ4TGstjFfN7r/Rf1UZSEGKdI7vCeV+HmiHsujzUtmNyASowbg+oy6hFxMDWJahY3LqQmUc3VT/4v/3bnt1jVuloNLUVERMZJiQgpPqkdQQJi3Q+h4ZVQtRjUKK6obOwKJmXYqoYIRdbN0pqvxlg2741ee+gnCADR7OFVRFhAbT7N3fOOnfSYSokbg6pugnm9gmVZNFbUs2TG0YDFZY/8kgvvvohndq1RQkJEROQQdHYnxWXXn4OlGJnd0PAqiNWFHZHspy8HnRlI6iJ8KDJuhoyXw7EjtPotfMS5gip6ww6rJERyE+8RMaQx08/KGS30ReKTG1QJcWNBn42E+jTuw7ZsZlbN4NimxeS9HJc89DO+cu/3eHbXWiUkRERExqBEhBQHY2DtD+Evb4XKFqh9GajcvCht6AqWZKgaovDS+Qw5L0/EcrCw6KGeNBW83/lZ2KGVhEguGN95OJKeS3U+w1/mLJ7coEqIcSAfg5r2sCMpTo7tMKt6Jsc1HUMqn+Z7D13JhXdfxJNasiEiInIAJSIkfL4Lj58Hq78e9IKo0Ji8YtWbg860qiEKzhgGcinyfh7HckbcYbHDb+G9ztU0UuZdBA/BMgbHPbylGUNqc2n+1Hz85AVVgnLJ8p2cMV6O7TB7MCGR9/P8cMWv+Pyd3+KRravwfTW1FBERASUiJGxeBpa/E7bdEPSDiNWHHZEcxIZOVUMUmjE+/fkUnvH2S0IE+qmlmwb+KfLDEKIrHUPVEEeSiGjMDPBSdROtyZrJC6zEuFGoVSJiXBzbYVZVE8fNCKpofr7yWj5121e5+6UHNPZTRETKnhIREp58P9z319C5ChpOhUhF2BHJQfRkoUuTMgrKMx59uQGMMaMmIYbs8Fs42/4DzdbGAkZXWiJZ8Mf+FY5L1Pg0Zge4q4ybVvo21LRpmcFE2HbQQ2LpjKOpjlfyf6tv4Z9v/iJ/WPMnUl4m7PBERERCoUSEhGMoCdG/EepfAXYs7IjkIAywXtUQBZX3XfpzKSzLwj7E1Jg0lewxs/mkc1GBois90dyRVUMMqc+muH3+CXiU5x+CF4OG1rCjKE2WZdFQUc/ixkXMrp7Jnzc+zE83/Z6fr/o9rb27wg5PRESkoJSIkMJzU3D/30BqK9SepKaUJaArDb1Z9YYolIybJZVL4Vg29jgP0ztMC6+0H+AE68kpjq40HUmjypHqcykyTpQnZ8w/8hcrQfk41Ouc+YhYlkVtoppF9fOZk2jiud0v8Pk7v8W3/vIjjf4UEZGyoUSEFJaXg+V/G1RC1J4E9hHWSsuUM8CLnUESwirPi8AFYwabUua8HI4dTMYYrzxxdppmPhv5D4L/12SkWHpyEhEW0JAd4Nb5Jxz5i5WgfByqO8KOYvqI2zHm187l+JlLaB/o5NKHruKC27/O3S8tJ5PXsg0REZm+lIiQwjE+rPgIdD8NdScpCVEidvVDxlVviKnmG5/+3ACe8XGsiSUhhrSaZlqsjbzOvmMKIixt0ezkLM0AmJHp59GmhXRHE5PzgiXEjUE8DfEBJbsmU9SJMqdmFsfNPIZENMF1z93G/7v5Qn616n+1bENERKYlJSKkcJ6+EHbeCXUngx0NOxoZB88EvSFUDTG1cl6evmw/AM4h+kEcjE+EHWY+n4l8iyjZyQpvWojkgkaLkyHpudTl0tzZfNzkvGAJ8SOQj0Gdzo2nhG3ZNFbUc3TDQhbUN/Nk62o+d+e3+MZ9P+Dx7U/j+V7YIYqIiEwKJSKkMNZfBS/+FOpPBicedjQyTtt6gyL/uKohpoYxpPJp0m4Gx3YO2ZRyPPaYOcTI8m7n10ce3zRhewbHBTOJRVgN2QH+uODlZdm0MluhPhFTzbIsqmKVzK+bxwkzl9CT6eWnj/+Wf77li1y3+lY6U91hhygiInJElIiQqbfrz7Dqs1D3cohUhR2NjFPWg41dUKEkxJTw/GA0p+u7RA5zKcboLLb7C/gn5zLqaZuk1yxt0WxQDTEZPSKG1GdTpCMxnmhqmbwXLRFuFOp3hh1F+Yg6UWZXz2TpjKNpqmzkvk2P8MnbvsJ3lv+YVa2r8X0/7BBFREQmTIkImVq96+GBc6DmWIg3hh2NTMD6Tog5EFUrj0mXdbP05wbAAsea/F9wDw30UM95kYsn/bVLUTQL/iT/mm2gMdPPDQtOmtwXLgF+BBq3q0dEoQXTNmpYWD+f45qOYXd/O5evuJp/vuWL/N/qW9gzoC6iIiJSOnStU6ZOvhf+8hZIzoGK8hx1V6p6srBnAGrLrxfflPKNTyqfxjf+hKdiTNQ2fyF/bd/CH62PsM6cOGXbKQXRzOQ1qhypKdPPMw3z2FZRx/wyKpXPJWDG9rCjKG/xSIw5NbOYXT2T3mwff9n0KDeuvYuljUfxpsVn8srmk4g56sUkIiLFSxURMjWMDw+/H7w0VC0JOxqZAB9Y0xY0qHTKb/n7lMl5OfpyAxhjDnsqxkRkSdJq5vOFyJexKO/S7cka3XnA6/oeMzL9XL/opMl/8SKWT6hZZbEYqpJYUN/MCTOX0Jvt5+on/5dzb/oCVz3xO15s34gxql4REZHio0SETI3V34S2R6D2ZRq3UGK290DOg6Qupk2KobGcGTeLY9mT0pByvFrNfOZaW3mLfUPBtlmMYunJbVQ50sxMP3fPO46eMhrlmUtAIgWJPp3gFpOoE2VWdRPHNB5FS908Vu9ex3/efxmfvv1r/PH5O2jT0g0RESkiSkTI5NtxO6z5LtSdCHYs7GhkAtIuvNQFFUpCTAJD1s3Sl+0vWBXE/nwctvkL+XTk29TQVdBtFw8z3KxyKlS6OWpyaW6Z/7Kp2UARMg5kk9Co5RlFaWjiRnPtHE6YtYTKWAV3b3iAz9z+db58z8Xcu+GhoEeNiIhIiJSIkMnVtwEefh/UHA/RmrCjkQkwBEsy4mpQecRc36UvO0DWy03aWM7D1ckMUlTyqch/hRZDmCI5sM3UJSIg6BVx/aKTSTvl03Ypm1SfiFJgWzYNyToW1s/nhJlLybhZ/m/1Lfy/m/6d7yz/MQ9teYJMPhN2mCIiUoaUiJDJ46Zg+dshMQsq5oUdjUxQaz/05VQNcSTMYDPKgVwKLCuUKogDWWz1F/FG+1ZOtB4POZbCi2XAc2Aq/2+ozaWJ+h5/aj5h6jZSZLwoNG3R0oxSEnUizKyawdGNC1natJg9Ax1c8+T/8fGbvsClD13Fim2ryLjZsMMUEZEyUT6Xb2RqGQOPnQu5Lqg/JexoZILSLqxrh6qYWnocHkPWzZHxcthYROziOrRmSbLDtPDl6L/xkdw95IiHHVLBxNJTWw0BQY5jZrqPa48+hXdsXU3MTP/moPkEzNoYdhRyuBKROLOrZzKrqomMm2VbTyu/WPk/ZN0sL599PH+14FROnvMyKqLJsEMVEZFpShURMjnWXwk7boXaZRBiGbpMnAFW7wmWZMS0JGPC8l5+7zKMAjejnIhW00ySAT7q/CjsUAoqnqIg73T1uRQGizuaj5/6jRWBbBJmbAs7CjlSlmWRjCaYUzOLYxoXsbhxETt6d3H1k9fx8Rv/jW/efxn3bniQ7nRP2KGKiMg0U1yX7aQ0ta2AJz8H9a8Ap3w6x08XG7sgnYea8rlIPik83yPtZvCMHyQgij6va7PFP5r3Ob9kuf9WXjTl0VwxPjC4NGOKWcDsdC+/PuZVvHn7Czjkp36jIcolITkAlV2GgXqVUU0HQ0mJ5OAEmIybpSvTw3XP3cYvVv4P82vn8urmkzll3oksrGvGUvmciIgcASUi5Mikd8MDfwvViyHeGHY0MkGdadjSEyQh9JlyfHwMqVyKvO9iWzYRq3TKSAaoptXM5+uRC/jH/B3kp/kSDcsEEzMy1YXZXn02xZ5ENTctWMa710/vfhzGgXQVzNwEm+rDjkamQiISJ1HVBEDec+nN9nHfpof549o7SUYTnDznBE6Zu4xls46lKlYZcrQiIlJqlIiQw+fn4YFzwKmAioVhRyMTlHbh2T1Bc8pIsV/MLwLG+GTcHDkvFyQgiqwPxHjtMC0cZz/Lx53v8zPvy2GHM6ViaTDW1PeIGDJUFXHt0afx5k3PUM/07hWRTcLsjbDpFWFHIlMt6kRorKinsaKeZuPTn0vxYvtGnt75PH3ZARbWNfOKuS9j2azjWNK4iEgZTZAREZHDo3cKOXyr/gX61kPDabqcXmI8A0/vhqgNCR0FDsoYn4yXI+cGCQjHsrGKtA/EeBhsNvmLeY/za1b4Z/GMeXXYIU2ZeAr8Au/ftbk0yUSO3y15NZ958ZHCbrzA3BjMW2eY0pEkUnRsy6YmXkVNvAqAnJenL9vHA5sf4/YX78PzfZbMWMRJs0/ghJlLWFQ/H8cuncoxEREpDJ2CyOHZcA1s/DU0vhpK9MpwuTLAc3sg76kvxMEY45P1cmTdHJZl49jBKE5jSn9kYZoqtplF/Ef0Aj6Su5s+6sIOaUok+sEUOGdkAfMGurlt0cs5Z/sa5qe7CxtAAWUrYc76sKOQsMWcKI0VDTRWgDGGtJuhJ9PHXS/9heufvw2AYxoXsWzWsRw7YzGLGxYQi8RCjlpERMKmM0iZuLZH4Inzof5kiFSEHY1MgAFe6IDuDFQrCTGqkUswRiYgpptdZh7VVi9fjfwrF7pXMx2vaif6C9Oocn8VXp4Z6T5+fPyZXLzqlmn4mw1kKqGiD6o6DP2N0/WnlImwLIuKaHJ47OfIxMS9Gx7iprV3kfPytNTO5fimY1jadDRLGo+isUKNRkREyo0SETIxA1vgL2+H6mMgPiPsaGSCNnTBrv6gEsLWecM+fOOTHdEDYromIPay2OQfwzJ7Fe91fsl13v8LO6BJZXuGWBZSBWpUub+5/d083ziPh2YdxRm7N4YTxBQzDqRqYN46WPfasKORYjRaYiLn5ejPpVjZ+iwPbV1JX7af6ngVxzQsZGnT0SxuWMhRDS3DzxERkelJiQgZv1wP3Pc3EG+AyoVhRyMTYAjGdG7rhZoYONP5/HqCPN8j62aHp2BM/wTEXi5RNvhL+IRzKev8ZdOqX0RicGxnoZdmDIkan3mpbn54/Os5uWM7VW4unECmWC4B89cY1r22PP5m5MhYlkU8EiceiQNBFYTne6TyaXb2t7GlZzs35u8knc/QVNHA4sZFLGlcxFENLSysmz88WlREREqfEhEyPkMTMtwBqHt52NHIBBjgxQ5o7R9MQpRun8VJlffyZL0cnu+V9BSMI9VPLVvNUXwn+s/8Y+4O9jA37JAmRbIP/JD7483I9NMdS3LlsafzhefuCzeYKZKthEXPhB2FlDLHdqiOV1E92PwSguNzKp9mc/c2XmzfSCqfJu1mmFHRwNENC1jcsJBF9fNZWNdMTSKksicRETki5fnJWybG+LDio9DzHNSfCiU8MaDceAaea4PudLAco9wrIYwx5Pw8WTcHGCzLKtsExEi7zVySDHBp9KP8c/5G0lQd+klFrqIn/ESEBczv7+K+OUs4Y/cGXt22JdyApkC6GmZtgmSvIV1T5gcYmTRRJ0qtE6U2UTN8W5CcyLC1p5UNnZtJ57MM5FPUxKtYUNfM4oaFLKxvZmHdfGZVzcDWZxURkaKmT+BycMbAk5+H1j8FYzp10lYyUi48vQtcP2hMWc49ITzjkXPzgw0oLWzLxkIfUkfaYo5mib2Gb0U+yYXu1Xgl/PZge4ZYOjhJDlvCd5k/0MV3l72Jax66lvpcOuyQJpUXDfpwLHgWXjg97GhkOtubnNj7hx0s68jQle7hoa1PcN/Gh+nLDeBYDvNqZrO4YQGL6ltYUDePlrp5JCLq0iwiUixK95OmFMbq/4QNvwySEI7WZpYCA7T2wboOiEfKeUSnIee55EYsvyin/g8TZbB5yV/KcfZqLoz8O99xv0+pTtKo6AU/El5/iP3NyPTTF03wnyedzfcfvwmH0h8BO1K2EhavNLxwemnuL1K6gmUdlVTHK4dvM8aQcbOk8mlW736BJ3c+x0A+RdbNMaOigYV1zSxuXMjCuqB6oj5Zi2Vp3xURKTQlImRsz30H1l4KDadCpPLQj5fQ9eeC8Zx9OaiKQSzk0vQwDFc/+HkswCrj/g8T5RHlRf8ETrfv5dPOt7jC+xqlmIyo6gp/WcZIFrCgv4MXamdzzTGv4tz1j4Yd0qRK1cDiVWB5BlPu678kdJZlkYwm9mlsaYzB9V1S+QytfbvZ3L2drJulP5ciGU3QUjuXo0f0nZhXMxvHLqKDiIjINKRP53IgY4JKiLWXQsMrIFoE9c1yUCk3mIqxZwASEaiLQzld4DHGJ++7ZL08/lD1g2Wr+uEw5Iizzj+BtznX4RHhSu9LlFIywjKGim7IVoQdyb4cY1jU184NC09iUX8nb9z5YtghTZpMFdguNL8A204IOxqRA1mWNerSDt/3SbsZUvkMT+x4hke2rqQvN4Axhrk1szi6YQFH1y9gYX0zC+qatbRDRGQSKREh+zI+rPocbPwVNJwC0ZpDP0dC4QMdadjeA50ZiDtQmyinhpSGvOeS8/K4votl2dhqPjkpMlTwgr+Mdzq/J0aWy71vYEqkp0ZFL2AFSzOKTYWX5+i+di552Vk0Zfo5sas17JAmhwUDdXD8A4ZtJ5TNAUimAdu2qYxVUBnbm7k0xpD1cqTyaV5oe4nVu15gIJ8i42ZpqmjgqJFTO+rnUxMv/ea+IiJhKMKPahIaLxNMx9h5d9ATQssxik7Wg+4MtKWgPRXcFnOgPlEuzSgNed8l77nkvTyWZWnyxRTJUMFa/0T+xrmJGqubi9xLcImFHdYh1bSBGw07irHV5dLMH+jmS6e8gx88fiNLe/eEHdKkGKiD4x+Ce881eNGyOBjJNGVZFolIPKh+SAa3GRO896Tz6cGpHVtI5zMM5FPUxqtZWD+fYxoXsah+Povq5tNYUa++EyIih6BP7xJI74blb4eBrYONKVV+GBYD5H1I5yHtQioPvdmg70PWDRIPERsqYxAtjYvUR2bwA+DQlwVYWGo8WQBZkqz1l3Gq/RA/ir6fL+V/SS/1YYc1Jsc1VPRApshXk83M9OFZFp9/5Tn84PEbWdLbFnZIRyxTFfTlWLoC1pwZdjQik8uyLGJOlNh+I0Vd3yOdT9Oe6qK1dzd3v7ScvuwAiUicltq5LB5MTiysa2ZuzWwi6jshIjJMiQiBtofhgXPAqQyWY1h6o5wqBsh5kHGDr6wXJBdG/nfOA9+AY0PECno9OBYkHKiKlkfvB9/4uIOVD8GyCytIPqjvQ8HlifOCv4yj7Bf5dexsvpj/JS+aZWGHNaraPcE4Sb8EEnRz0r1YwL+88l1866nbOaVje9ghHRkL+uvglTcb1pxBeRyopOxFbIfqeBXVI5Zn+MYnnc+Qzmd4YsfTPLz1CfpzAxgDc6pncnTDAhbVz2dBXTMLaudRFVf1qYiUJyUiypnvwnPfhjUXQfUSqFigD4+TxDMwkIeBXDDJoj8XNJTMunuTDI4VLKewGPxuBdUOycje/y4fBtf3cH2PvJ/H930syw6SMKp8CJ2Pw0v+scy1tvHT6Hv4hfdvXOd9vKj6Rli+oW435EpoyvDsdC+O8fnKK97Op9Y+yDu2Px92SEektwlanoeW52BrceaqRKacbY3ddyKdT7OufQPP7VlHOp8hlU9TE69ifs1cjmpoYX7tXFpq5zGvZjbxSPEvhRMRORJKRJSrrqeDfhCp7dD4KojWhh1RyfIJEg09GejJBsso0m6QYIg6YAO2HSyjSMTLMckwOs/3cI2HO1j1gGVho54Pxcui1bTQZ2r5iHMFr7Pv4LvuJWw1R4cdGAD1u4JKCK+I+0OMpinTT9xz+dmxf8Xz9XP47JrlJL182GEdFuMEyYizfmP49SXoQCcyaGTfifrk3tuHlnb05vp5bPtTPLTlCQbyKXJenvpkLc01c2ipmYfXmyPRXs382jlUx6vUf0JEpoXQP+2vWbOG73//+zz99NP4vs/LX/5yvvCFL3DCCQefAbZixQouv/xy1q5dSzQa5ZWvfCUXXnghLS0tBYq8RGU74JmvBVMxKhcGSQgtxZgQ1wRJh+4MdKaD3g0QVDPYVtC/oa6spleMR1Dx4A1WPbjGA2OwLRss9XsoJX3U8px/EvOtLVwdfQs3eP/Ib71PkyK8xgyRnKF+V/GN7ByvmnyG47p3sapxPv94+gf44up7OalzR9hhHZbumcEYz2X3w+qzwo5GpLiNtrTDGIPru6TdLF2ZHnb3t5HOpFn+0BOk3QyJSJymykbmVs9kXs1sZlU2MbNqBk0VDTRU1KsPxUH4xifn5sh4ObJulqybI+vlyLo5cl6enDf0PU/eyw82x84PVmwGfaqGLp64JvhM4/k+vhn5ZQAwBN8tGF5eOjTdy7FsbNvBsWwidoSI7RC1o0QcZ/jfUScy+D1K3IkRiwx+d2IkIjHikTjxSIxEJE4yUkKlgCIjWMYM/sWEYPPmzbzrXe9i6dKlnHfeeTiOw1VXXcXzzz/PH/7wBxYtWjTq81auXMlHP/pRzjzzTD7ykY+QSqW47LLL6Onp4aabbqKhoWGfx3uex9NPP81JJ52E45TpATrXBWt/CC98H2L1ULUYokXe0a2ADIaenl5qa2sOOCHO+0HSoWsw8TCQD5IMETv4itrBUgvZyzPBm/NQ1YPve8NvxFjWcMPJUmSM0dWoQZX00WxvJk6Ga73zudH7MGkKP8qubnewLKOYEhHGN1gTHGVjgN3JGnZU1PKaPZs4b90jzMr0TU2AU6h2N6Sr4fff1oHxoIyhp6eH2tpaVY/I2EbsJ57xh0+cs26WvOfiGY+smyWVzwBQE6+ioaKOxmQ9TZWNzKhooC5RQ22ievCrhupYJU4JJCyMMeS9PGk3Q9rNDvfeyLgZUvt/zwVTTFL5NKl8OnismxlONuTcPHl/b7WZhUXEdojYERzbxraGviws7MHPLIOPHPHnOfxZZrCCcyjRMPSaB/15BpMTxgz922DM4L+MGfGI4EFDtxuCBIdnfHzfH0yCuLi+N/zaEdvBwaEyXkEymqAymqQimqQqXkl1rCpYLhRNUhmroCpWQVWscvDflVTFKog6JVZOKIelkOfE49lWqBURV155JbZtc9VVV1FTE3QhPvHEEznrrLO48sor+d73vjfq8y677DLmzZvH5ZdfTjQa/OEcc8wxvPnNb+a///u/+exnP1uwn6Ho9ayBF38CG64OEhB1L4d4Y9hRFbXM4IjMoYqHVD5YYhGxIFJWozIPzRgfb/DL973g34NvjJZlD79Ba6nF9DRANev8l1FHJ+91ruajzhXc7L2fW/wPsN0cVdBYzDT4m7QI+kY0ZAdYVzuLD5/5Id684wXeu+kp5qe6ww5v3HwHrNAucYhMX47tUGEHJ5j7Gzppzw5ezd/Zv4etPa34xsczHnnPDZIXvgtA3IlREUtSFaukIpqgIpqkMhqcpCaiCWJOjNjg1fihE/aI4+BYzvAJO1jYljV4whycLBvM8IUIz3jD1QQ5Lz/8PeflybhZsvksGS9Lxs2Qzg9VKGTJuDlygwmXoVNze0T1QMTeG8fQGO+g35YznFRwLJtkNPj5hpIMIxMO1mAioZQZYwb//w0+g/X09lKRTA4mrPKk8hl2D7Tj+T5mMOkRNAMfrPAYrPoAiNpRKqIJKmMVVMcrqYlXU5eooSZeTfVgMqM6XkVNvHK4iifuxEr+dyjhCu3swBjD/fffz+mnnz6chACoqanhjDPO4L777sP3fWx73ysq3d3drFq1in/6p38aTkIAtLS0sGzZMu69914lIga2wLabYNOvoft5qJgLDadCrC7kwIqP60NvLujr0N5fQarHIucFyyycwYqHhmR5Jx6G3riGvrwR3xmsDhi+bqCkQxmy6KaRbr+Banp4vX0H73F+zUvmOO7y38WD3t+wh3lhB1lSYr7Hov4OZqV7WdU4n7vmHcfLulp52/Y1vHbPRpKeG3aIIlJkLMsiFokRO0STy6ETUW/wZNT1PTJuloFcml2mDc/3Ca7UE3wf/LcZvno/mBoYsQRhn0qA4WUIQYWANaJyYGR1wdAyhb2VCDYRJ0I8EqMuOZRMcPZJIMi+LMvCsYJKCOwIWScWLPOZQHJgaCnQyOWzaTdLfy4VJLIGkxjeYE+vnJcn6wVrkiO2Q8Vg8qomXkVtomYweVE1mKzYm8CojlVSFa9U8kL2EdoZw86dO+np6WHx4sUH3Ld48WL+9Kc/0draSnNz8z73rV+/Ht/3x3zezTffTD6f3ydJMa0ZA+kd0P4o7FkOrXfAwGZIzIJYI8x6A9jqvOyZoLJhaJJF3+BX1h1aYmGBsUlEoDpWPlWyxvj4w1lyM3xFYzjxgAn2sZHLKQY/XDiDVyJEAhZ91NFn6thijmKGtYcPOFfxaefb7DTzedw/k6fNq1jjn8Qe5kKJLs0ppAovz6L+DualumlPVHHFcWfwvWVv5MTOHby6bTMv72xlUX8HTngrLEWkxNiWTcyxQaX4QpDMiDrRCS3NMGZvYmJo4lkqn6E3O8Cmrm2DSSsf1/dHVMEEyQvHcoLqm8FqnKHqi9pENZXRiuGlI0MJjopYUAFUEU0S0z477YSWiGhvbwegvr7+gPuGejy0t7cfkIhoa2s76PNc16W7u5umpqbJDjk8vgvZNkjvhNQ26N8EfS9C1zPB0ot8D8SbIFIZLL+Y9ddgl8cfqyGoash7kPMh5wXJhawH6XwwvSLtBvcPNZK0raDaIe5AZXRvtYOb94mUVA+REVcpYHA94d71hkNrD4cSDWbE/cMJBhhOMoxc3ThU6uhMg9JFKTyXGLtMM7tMMw556ujiVfZyXm/dQR2dpKlgs1nMBrOU7eYodppm9pg5dJhZdNFInnjYP0JRifkec1M9zE31kHaitCequH7hyfx86V9hGcPC/k4W97axYKCLeQPdzMz005TppzqfKaIBqyIiMh1YlkXEikyoAtYYs3damu/i+R5536VtoJOdfW34xsMY8NnbByPv5Yf7oECQxBiaPpOIxqmIJEhGk8NLiyqiSRLR4P64M/g9Egu+Bht9xpxoUDlkR4N/O1EiTkQVNyEJLRGRywWZsdEqF4Zuy2azk/K8oX6cuVyupJpVWqs+g73l2lHvM5YDThXEZkLFUXsnXxgg01m4ICdBdwY6M9bgSTVggpGYsPdc+XA4FtQAtRGwI2NUORiGN2osg+UH1/0P22CJ22ibCZ01+JMpr3Bk9Ps7DFH6aKTPNNJuNVNBP3Pt3RxtbSJqHXyZwWf6r2Gl91cHfUxf1IYqi3wx5V8NU7avVPl5qvw8TfkU6WiMnooKHqo9hr+M8v527lOP8L61T09NIGNI9tsMVPl0p3oKut1SYwxkvQx+yiqbKjyZOO0nMh6luJ84BMtuYoe4eBpU7Xq4gxNKPN8jk8uSyqbwfTPcB2WoF0bYLKx9mp8O9TLZ+33vkqWRvVaGLghaI+4fej0sOK7pGP7hhHcc0WQczwuSOoU4Jx7a1sHmYoSWiIjFguUC+fyB89KHkg2JxIHjaOLx+ISf5/vBae2aNWuOIOIQxD4Bx3wi7ChERCbVROZAfBz4ODunKpTp7zUV7Oa1Bd3k7sHvf1/QrYqIiExva5+fnHPZQp4TD52Hjya0RMSsWbMA6OjoOOC+zs7giv7MmTMPuG/otrGeF41GD1i2EYlEWLZsGbatNe0iIiIiIiIiU8UYg+/7RCJjpxtCTUQ0NDSwfv36A+5bu3YtDQ0NzJ49+4D7lixZguM4Yz5v6dKlB5Sa2LY9XIEhIiIiIiIiIuEJtTPHm970Jh566CG6urqGb+vo6ODhhx/mzW9+86jVC9XV1bzmNa/h7rvvHl6KAbBu3TrWrl3L2WefXZDYRURERERERGTiQk1EnH/++cRiMc477zyWL1/O8uXLOe+880gmk5x//vkA3HTTTRx//PGsWLFi+Hmf+9znaGtr4zOf+QwrVqzgnnvu4YILLmDhwoV84AMfCOvHkRLwwgsvcPbZZ7N06VK2bNlywP0rVqzg/e9/PyeddBKnnXYan/rUp9i6dWsIkUqYDrafnHXWWSxdunTUrwceeCCkiCUMDzzwAB/84Ac57bTTePWrX83HPvYxVq1atc9jdEyRQ+0nOqYIwF133cU//MM/cMopp/BXf/VXnHvuuTz77LP7PEbHEznUfqLjiYx0++23s3TpUr74xS/uc3uxHEtCTUTMmTOH3/3ud1RXV/Mv//Iv/Ou//isNDQ1ce+21wz0kfN/H87x9Om6ecMIJXHPNNfT19XHeeefxla98hZe97GX89re/pbKyMqwfR4rctddey9///d/T398/6v0rV67k3HPPpa6ujiuvvJLvfve7bN26lQ996EPDfUtk+jvUfgLwhje8gRtuuOGAr1e84hUFjFTCdPfdd/OJT3yC+vp6LrvsMv7rv/6L/v5+PvrRj/Liiy8COqbI+PYT0DGl3F133XVccMEFLFmyhCuuuIJvfOMbtLW18YEPfIBnnnkG0PFExrefgI4nEujt7eWiiy464PaiOpYYkTLw2GOPmWXLlpnrr7/eXH755WbJkiVm8+bN+zzmgx/8oHnTm95kcrnc8G1btmwxxx57rLnssssKHbKEYDz7yRve8AZz4YUXhhShFIu3vvWt5h3veIdxXXf4tj179phjjz3WfOMb3zDG6Jgi49tPdEwpb77vm9e+9rXm3HPP3ef27du3m6VLl5ovfOELxhgdT8rdePcTHU9kyNe//nXz9re/3bzuda/bZ58opmNJqBURIoVSV1fH//7v//Ke97xn1Pu7u7tZtWoVb3rTm4hG984zbmlpYdmyZdx7772FClVCdKj9RASCTtCf+tSn+NrXvrZPc+SmpiYaGhrYunWrjikyrv1EJJPJ8MlPfpJPfvKT+9w+b9486uvraWtr0/FExrWfiAx5+umnue666/jSl76Ebe893S+2Y0loUzNECmnJkiUHvX/9+vX4vs/ixYsPuG/x4sXcfPPN5PP5ff5oZfo51H4iAmBZFm9961sPuL2zs5Ouri7mzJmjY4qMaz8RSSaTfPCDHzzg9o6ODrq6ujjqqKN0PJFx7SciAK7r8rWvfY23ve1tvPa1r93nvmI7lqgiQgSGM8n19fUH3NfQ0IDrunR3dxc4KilW27Zt49Of/jSvec1rOPHEE/mHf/gHHnzwwbDDkpB95zvfwfd93ve+9+mYImMauZ8M0TFFhuTzedasWcMFF1zArFmz+PjHP67jiRxgtP1kiI4n5e2aa65h9+7dfOlLXzrgvmI7ligRIQLDo2BHywAO3ZbNZgsakxSvl156iZNPPpnLL7+ciy++mFQqxSc+8Qm90ZexK664gltvvZXzzz+fZcuW6Zgio9p/PxmiY4oA/PrXv+ZlL3sZf/d3fzf833PnztXxRPYx1n4yRMeT8rV9+3Z+8pOf8PnPf57GxsYD7i+2Y4mWZogA8XgcCDLM+xv6o00kEgWNSYrTDTfcQCKRoKKiYvi2V73qVZx99tn8+Mc/5owzzggxOik0YwwXXXQRv/nNb/jYxz7GZz/7WUDHFNnXWPsJ6Jgie73zne/klFNOYdeuXVx//fW85z3v4fvf/76OJ7KPsfaT17/+9TqelLlvfvObHHvssbz3ve8d9f5iO5YoESECzJw5EwjW2u2vs7OTaDQ6ahmTlJ+GhoZRbzv55JN55JFHQohIwuL7PhdeeCG33norn//85/nEJz4xfJ+OKTLkYPsJ6JgiezU0NNDQ0MCyZcv467/+a97//vfz5S9/mR//+MeAjicSGGs/efjhh3U8KWN33HEHjzzyCNdeey2pVGr4dmMMrusyMDAwXCVRLMcSJSJECJoUOo7D+vXrD7hv7dq1LF26dJ+u51K+PM/Dsqx9uhBDUMo2lGmW8vDd736X2267jYsuumi4RHaIjiky5GD7CeiYUu52797NAw88wGmnncbChQuHb7csi2XLlvHUU08xe/ZsHU/K3Hj2k46ODurr63U8KVPLly8nn8+PWg3R2trKrbfeype//OWiOpaoR4QIUF1dzWte8xruvvvu4dIkgHXr1rF27VrOPvvsEKOTYrFy5UqWLVvG9ddfv8/tu3fv5plnnuHUU08NKTIptDvuuIPf/OY3fPWrXx315FLHFIFD7yc6pojneXz1q1/lt7/97T63G2NYvXo1FRUVzJw5U8eTMjee/WTz5s06npSx8847j2uvvfaAr6amJs4880yuvfZa3v72txfVsUQVEVIWtm/fTldXFwB79uwBghE2vb29ACxbtozPfe5zvO997+Mzn/kMH/vYx+jv7+fSSy9l4cKFfOADHwgtdimcQ+0nJ598MsuWLeOiiy6iv7+fl7/85bS2tvLTn/4UY8w+675l+nJdl0suuYTFixdz4oknsnr16gMeo2OKjGc/0TFF5s6dy3ve8x5+//vfE4/HOfPMM8nn89x444089dRTfOYznyEajep4UubGs5/oeFLeFi5cuE+1zJBYLEZjY+NwIqqYjiWWMcYUdIsiIfjiF7/IjTfeOOb969atA4KrUz/4wQ94/vnnicfjnHHGGfz7v/87s2bNKlSoEqLx7Ce9vb387Gc/45577mHXrl0kk0lOPfVULrjgAo499tgCRith2b59O2984xsP+hgdU2S8+4mOKZLP5/mf//kf/vjHP7J161YikQiLFi3iwx/+MG9729uwLAvQ8aTcjWc/0fFE9nfWWWfxyle+ku9+97vDtxXLsUSJCBEREREREREpGPWIEBEREREREZGCUSJCRERERERERApGiQgRERERERERKRglIkRERERERESkYJSIEBEREREREZGCUSJCRERERERERApGiQgRERERERERKRglIkRERERERESkYJSIEBERkaJ088038+EPfzjsMERERGSSKREhIiIiRemZZ54JOwQRERGZAkpEiIiISGjuuOMOzjnnHE488UTOPPNMvvGNb9Dd3c1ZZ53Ftddey+OPP87SpUu59NJLOfXUU/n0pz99wGu88MILLF26lF/84hch/AQiIiIyUZGwAxAREZHydPvtt/O5z32O9773vVx44YXs3r2biy++mBdffJErr7ySL33pSwD853/+JzNnzqS7u5ubbrqJ7u5u6urqhl/nrrvuwrZt3vGOd4T0k4iIiMhEKBEhIiIiofjRj37EK1/5Sr71rW8N35bP57nkkkswxlBZWQnAsmXLADjnnHO4/vrruf322/ngBz84/Jy77rqL0047jdmzZxf2BxAREZHDoqUZIiIiUnCtra1s2bKFV7/61fvc/vd///c8/vjjHHvssQc859RTT2X+/Pnccsstw7e99NJLbNiwgXe+851THrOIiIhMDiUiREREpOB2794NQGNj44Sed8455/D000+zefNmAO68807i8Thnn332ZIcoIiIiU0SJCBEREQlNNpud0OP/9m//FsuyuPXWW4FgWcYb3vAGqqqqpiI8ERERmQJKRIiIiEjBzZo1C4A9e/bsc7vv+/T29pLL5UZ93vz58znllFO466672LRpEy+++KKWZYiIiJQYJSJERESk4ObOncuCBQu4//77McYM337nnXdy2mmn8eyzzwLged4Bzz3nnHNYv349V1xxBXV1dZx55pkFi1tERESOnBIRIiIiEorPfvazbNiwgX/913/l4Ycf5pZbbuE73/kOr3jFKzj55JNpampi7dq13HzzzaxcuXL4eW95y1tIJBLcdtttvOUtbyEajYb4U4iIiMhEKREhIiIioXjb297GD3/4QzZv3sx5553HJZdcwhvf+EauvPJKHMfhYx/7GPX19Xzzm9/kz3/+8/DzqqqqeOMb3wigZRkiIiIlyDIj6yFFRERESsBXvvIVVq1axZ133hl2KCIiIjJBqogQERGRkrJ9+3ZuvfVWPvShD4UdioiIiBwGVUSIiIhISdi0aRObN2/m0ksvxfd9br75ZmKxWNhhiYiIyASpIkJERERKwm9/+1suuOAC6uvr+fnPf64khIiISIlSRYSIiIiIiIiIFIwqIkRERERERESkYJSIEBEREREREZGCUSJCRERERERERApGiQgRERERERERKRglIkRERERERESkYJSIEBEREREREZGCUSJCRERERERERArm/wPaWIsbXCNNAgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "import seaborn as sns # For advanced visualization techniques\n", "\n", "# Import Data\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Draw Plot\n", "plt.figure(figsize=(16, 10), dpi=80) # Set the size and resolution of the plot\n", "# Plot density for cars with 4 cylinders\n", "sns.kdeplot(df.loc[df['cyl'] == 4, \"cty\"], fill=True, color=\"g\", label=\"Cyl=4\", alpha=.7)\n", "# Plot density for cars with 5 cylinders\n", "sns.kdeplot(df.loc[df['cyl'] == 5, \"cty\"], fill=True, color=\"deeppink\", label=\"Cyl=5\", alpha=.7)\n", "# Plot density for cars with 6 cylinders\n", "sns.kdeplot(df.loc[df['cyl'] == 6, \"cty\"], fill=True, color=\"dodgerblue\", label=\"Cyl=6\", alpha=.7)\n", "# Plot density for cars with 8 cylinders\n", "sns.kdeplot(df.loc[df['cyl'] == 8, \"cty\"], fill=True, color=\"orange\", label=\"Cyl=8\", alpha=.7)\n", "\n", "# Decoration\n", "plt.title('Density Plot of City Mileage by n_Cylinders', fontsize=22) # Set chart title with font size\n", "plt.legend() # Display legend to identify plot lines\n", "plt.show() # Display the plot" ] }, { "cell_type": "markdown", "metadata": { "id": "6wa4I2_EFWl3" }, "source": [ "### 2.4.3 Density Curves with Histogram\n", "\n", "Combining density curves with histograms allows for a visual analysis that captures both the precise frequency of data points and their overall distribution trends. \n", "\n", "This dual approach helps in understanding the data's structure at a glance, providing insights into patterns and outliers. \n", "\n", "Next, we'll create a visualization that overlays a density curve on a histogram, showcasing how to integrate these two informative views into a single plot." ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "import seaborn as sns # For advanced visualization techniques\n", "\n", "# Import Data\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Draw Plot\n", "plt.figure(figsize=(13, 10), dpi=80) # Set the size and resolution of the plot\n", "\n", "# Plot density and histogram for compact cars\n", "sns.histplot(df.loc[df['class'] == 'compact', \"cty\"], color=\"dodgerblue\", label=\"Compact\",\n", " kde=True, element='bars', stat='density', alpha=.7, linewidth=3, edgecolor='none')\n", "\n", "# Plot density and histogram for SUVs\n", "sns.histplot(df.loc[df['class'] == 'suv', \"cty\"], color=\"orange\", label=\"SUV\",\n", " kde=True, element='bars', stat='density', alpha=.7, linewidth=3, edgecolor='none')\n", "\n", "# Plot density and histogram for minivans\n", "sns.histplot(df.loc[df['class'] == 'minivan', \"cty\"], color=\"green\", label=\"Minivan\",\n", " kde=True, element='bars', stat='density', alpha=.7, linewidth=3, edgecolor='none')\n", "\n", "\n", "# Decoration\n", "plt.ylim(0, 0.35) # Set limits for the y-axis\n", "plt.title('Density Plot of City Mileage by Vehicle Type', fontsize=22) # Set chart title with font size\n", "plt.legend() # Display legend to identify plot lines\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "3mJB0nLcFWl3" }, "source": [ "### 2.4.4 Box Plot\n", "\n", "Box plots provide a concise overview of the distribution of data. The visualization represents the minimum, first quartile, median, third quartile, and maximum of a dataset, with potential outliers shown as individual points. \n", "\n", "Box plots are particularly useful for comparing distributions between several groups or across different categories, making them indispensable in exploratory data analysis.\n", "\n", "In the upcoming tutorial, we'll learn how to create and interpret box plots using Python's seaborn and matplotlib libraries, demonstrating their practical use in identifying distribution characteristics and outliers in a dataset.\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "import seaborn as sns # For advanced visualization techniques\n", "\n", "# Import Data\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Draw Plot\n", "plt.figure(figsize=(13, 10), dpi=80) # Set the size and resolution of the plot\n", "\n", "# Define a palette to ensure that each class has a different color\n", "palette = sns.color_palette(\"hsv\", n_colors=len(df['class'].unique()))\n", "\n", "# Create a boxplot to show highway mileage distributions by vehicle class\n", "sns.boxplot(x='class', y='hwy', hue='class', data=df, notch=False, palette=palette)\n", "# Note: 'notch=False' means the box plot will not display a confidence interval around the median.\n", "\n", "# Decoration\n", "plt.title('Box Plot of Highway Mileage by Vehicle Class', fontsize=22) # Set chart title with font size\n", "plt.ylim(10, 40) # Set limits for the y-axis to focus on relevant data range\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "eE7UnxElFWl4" }, "source": [ "## 2.5 Composition" ] }, { "cell_type": "markdown", "metadata": { "id": "RHkImyE-FWl4" }, "source": [ "### 2.5.1 Pie Chart\n", "\n", "Pie charts visually represent the proportions of different components within a whole, making them straightforward for showing composition. However, their effectiveness can be limited by the difficulty in accurately interpreting the sizes of similar segments. \n", "\n", "To mitigate potential misunderstandings, it is essential to accompany pie charts with clear annotations of percentages or exact values. This practice ensures that the chart conveys precise and comprehensible information.\n", "\n", "In our upcoming example, we will include detailed annotations to demonstrate how to use pie charts effectively." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "\n", "# Import Data\n", "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Prepare Data\n", "# Group data by 'class' and count instances\n", "df = df_raw.groupby('class').size()\n", "\n", "# Make the plot with pandas\n", "plt.figure(figsize=(8, 8)) # Set the size of the figure\n", "# Create a pie chart\n", "df.plot(kind='pie', subplots=True, autopct='%1.1f%%', startangle=90, colors=plt.cm.Paired(np.arange(len(df))))\n", "# Note: 'autopct' automatically adds labels with the percentage format\n", "plt.title(\"Pie Chart of Vehicle Class Distribution\") # Add a title\n", "plt.ylabel(\"\") # Remove the y-label as it's not needed in pie charts\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "Q8Lmt5mnFWl4" }, "source": [ "### 2.5.2 Bar Chart\n", "\n", "Bar charts are straightforward yet powerful visual tools used to compare quantities across different categories. By displaying data as vertical or horizontal bars, each bar’s length or height directly corresponds to the data values, making comparisons intuitive and immediate. \n", "\n", "Bar charts are particularly useful for highlighting differences in size among various groups or trends over time.\n", "\n", "In our next example, we will create a bar chart to visually represent and compare the frequencies of different vehicle classes. This will illustrate how bar charts can effectively convey differences in data, facilitating quick and easy data interpretation.\n" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_2587262/2685298015.py:30: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " plt.gca().set_xticklabels(df['manufacturer'], rotation=60, horizontalalignment='right')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd # For data manipulation\n", "import matplotlib.pyplot as plt # For creating visualizations\n", "import random # For generating random numbers\n", "\n", "# Import Data\n", "df_raw = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Prepare Data\n", "# Group data by 'manufacturer' and count the number of occurrences\n", "df = df_raw.groupby('manufacturer').size().reset_index(name='counts')\n", "# Calculate the number of unique manufacturers plus one for color selection\n", "n = df['manufacturer'].unique().__len__() + 1\n", "# Generate a list of all possible colors\n", "all_colors = list(plt.cm.colors.cnames.keys())\n", "# Set a random seed for reproducibility\n", "random.seed(100)\n", "# Randomly select 'n' colors from the list of all colors\n", "c = random.choices(all_colors, k=n)\n", "\n", "# Plot Bars\n", "plt.figure(figsize=(16, 10), dpi=80) # Set the size and resolution of the plot\n", "# Create a bar chart\n", "plt.bar(df['manufacturer'], df['counts'], color=c, width=.5)\n", "# Annotate each bar with the count value\n", "for i, val in enumerate(df['counts'].values):\n", " plt.text(i, val, float(val), horizontalalignment='center', verticalalignment='bottom', fontdict={'fontweight':500, 'size':12})\n", "\n", "# Decoration\n", "# Set x-axis labels with a rotation for better readability\n", "plt.gca().set_xticklabels(df['manufacturer'], rotation=60, horizontalalignment='right')\n", "plt.title(\"Number of Vehicles by Manufacturers\", fontsize=22) # Title of the plot\n", "plt.ylabel('# Vehicles') # y-axis label\n", "plt.ylim(0, 45) # Set limits for the y-axis\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ETdXvZPOFWl4" }, "source": [ "# 3. Practice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 Jittering with Stripplot\n", "\n", "In data visualization, it is common to encounter multiple data points that share the same X and Y values. When plotted, these points can overlap, making it difficult to distinguish between them visually. \n", "\n", "To resolve this issue, we apply a technique called \"jittering,\" which slightly adjusts the positions of the data points to prevent overlap and enhance visibility.\n", "\n", "#### Task:\n", "Use seaborn's `stripplot()` function to create a jittered plot of the dataset. Focus on exploring the relationship between the attributes 'cty' (city mileage) and 'hwy' (highway mileage). \n", "\n", "Your plot should help visually differentiate individual points even if they have the same values.\n", "\n", "#### Objectives:\n", "1. Implement jittering to avoid overlapping of data points.\n", "\n", "2. Investigate and visualize the relationship between city mileage (`cty`) and highway mileage (`hwy`).\n", "\n", "This practice will not only enhance your understanding of how to work with overlapping data points but also improve your skills in using seaborn for data visualization.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "-DRZr3KTFWl5", "outputId": "2018682e-8f9f-4e0c-a95c-d0927bc89020" }, "outputs": [], "source": [ "# Data Source\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Draw Stripplot\n", "# Insert your code\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Dot + Box Plot\n", "\n", "The combination of dot and box plots provides a comprehensive view of data distribution, combining the benefits of box plots and scatter plots. \n", "\n", "This method is effective for visualizing the spread and central tendency of data, as well as the density of data points within each category.\n", "\n", "#### Task:\n", "Create a Dot + Box Plot to analyze the highway mileage (`hwy`) across different vehicle classes, grouped by the number of cylinders (`cyl`). \n", "\n", "The box plot should provide a summary of the mileage distribution, while the overlaid dot plot will show individual data points to indicate the count of vehicles in each group.\n", "\n", "#### Objectives:\n", "1. Draw a box plot to summarize the distribution of highway mileage (`hwy`) for different vehicle classes.\n", "\n", "2. Overlay a dot plot on the same graph to show the actual highway mileage data points for each class, providing insight into the data density and distribution.\n", "\n", "3. Group the data by both vehicle class and cylinder count to examine how these factors influence highway mileage.\n", "\n", "This practice will enhance your ability to create detailed visualizations that reveal underlying patterns and distributions in the data.\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "ccLohOJ9FWl6", "outputId": "6ce999c6-9f88-488e-ff35-b4bd38eeff4b" }, "outputs": [], "source": [ "# Data Source\n", "df = pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mpg_ggplot2.csv\")\n", "\n", "# Draw Plot\n", "# Insert your code\n", "\n", "\n", "\n" ] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.9.18" }, "vscode": { "interpreter": { "hash": "88279d2366fe020547cde40dd65aa0e3aa662a6ec1f3ca12d88834876c85e1a6" } } }, "nbformat": 4, "nbformat_minor": 1 }