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VI_Lab_01_EDA/claude/lab02_task1_datasets_v2b.ipynb
thepurpose d689ada45e Add deploy assets and update telemetry datasets
Prepare deployment package and clean telemetry/lab data: add deploy/ (README, datasaurus.csv, datasets and lab01 notebooks), add new lab02 dataset notebook variants (lab02_task1_datasets_v2/ v2b) and solutions for task3, and update multiple lab02 telemetry and git-activity notebooks. Clean and normalize claude/dataset_A_indie_game_telemetry_clean.csv (fill/standardize timestamps, session lengths and other fields) to improve consistency for downstream analysis.
2026-02-24 10:07:31 +00:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "d321d996",
"metadata": {},
"outputs": [],
"source": [
"# 43679 -- Interactive Visualization\n",
"# 2025 - 2026\n",
"# 2nd semester\n",
"# Lab 1 - EDA (guided)\n",
"# ver 1.0 - 2026-02-20 Initial version\n",
"# ver 1.1 - 2026-02-23 Added more comments and explanations\n",
"# ver 1.2 - 2026-02-24 Added code for additional visualizations"
]
},
{
"cell_type": "markdown",
"id": "d44c354e",
"metadata": {},
"source": [
"# Lab 01<br>Task 1: Exploratory Data Analysis with Pandas & Seaborn\n",
"\n",
"This task serves two purposes. It introduces you to some of the basic tools to start understanding datasets and shows you why descriptive statistics may not be enough to understand the nature of a dataset.\n",
"\n",
"Also, this task also walks you through some basic visualizations of the datasets to show how the type of visualization matters when trying to understand the data.\n",
"\n",
"Additionally, this simple first task also serves the purpose of getting you acquainted with Jupyter notebooks.\n",
"\n",
"**Dataset:** `datasaurus.csv`\n",
"\n",
"---\n",
"\n",
"### Objectives\n",
"\n",
"By the end of this task you will be able to:\n",
"- Use `pandas` to inspect a dataset's structure, types, and summary statistics\n",
"- Apply grouped aggregations to compare subsets of data\n",
"- Use `seaborn` to produce scatter plots that reveal structure invisible to statistics\n",
"- Articulate *why* visualisation is an essential — not optional — step in data analysis\n",
"\n",
"---\n",
"\n",
"### Context\n",
"\n",
"The **Datasaurus Dozen** is a collection of 13 small datasets created by Matejka & Fitzmaurice (2017) to demonstrate a modern version of Anscombe's Quartet.\n",
"\n",
"This task will take you through the same journey a data analyst faces: you will start with raw numbers, run the usual summaries, and then discover, through visualisation, that numbers alone were hiding the story.\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "350a4fd8",
"metadata": {},
"source": [
"## Part 1: Load and Inspect the Data\n",
"\n",
"Start by importing the libraries you need and loading the dataset."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ed1a7a01",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Configure plot style\n",
"sns.set_theme(style='whitegrid', palette='tab10')\n",
"plt.rcParams['figure.dpi'] = 100"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "9cf77ef2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dataset</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>dino</td>\n",
" <td>55.3846</td>\n",
" <td>97.1795</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>dino</td>\n",
" <td>51.5385</td>\n",
" <td>96.0256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>dino</td>\n",
" <td>46.1538</td>\n",
" <td>94.4872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>dino</td>\n",
" <td>42.8205</td>\n",
" <td>91.4103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>dino</td>\n",
" <td>40.7692</td>\n",
" <td>88.3333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>dino</td>\n",
" <td>38.7179</td>\n",
" <td>84.8718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>dino</td>\n",
" <td>35.6410</td>\n",
" <td>79.8718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>dino</td>\n",
" <td>33.0769</td>\n",
" <td>77.5641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>dino</td>\n",
" <td>28.9744</td>\n",
" <td>74.4872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>dino</td>\n",
" <td>26.1538</td>\n",
" <td>71.4103</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dataset x y\n",
"0 dino 55.3846 97.1795\n",
"1 dino 51.5385 96.0256\n",
"2 dino 46.1538 94.4872\n",
"3 dino 42.8205 91.4103\n",
"4 dino 40.7692 88.3333\n",
"5 dino 38.7179 84.8718\n",
"6 dino 35.6410 79.8718\n",
"7 dino 33.0769 77.5641\n",
"8 dino 28.9744 74.4872\n",
"9 dino 26.1538 71.4103"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load the dataset\n",
"df = pd.read_csv('datasaurus.csv')\n",
"\n",
"# Preview the first rows\n",
"df.head(10)"
]
},
{
"cell_type": "markdown",
"id": "a2e51209",
"metadata": {},
"source": [
"### 1.1. Structure and data types\n",
"\n",
"Before computing anything, always understand what you are working with."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6a45f4e3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape: (1846, 3)\n",
"\n",
"Dtypes:\n",
"dataset object\n",
"x float64\n",
"y float64\n",
"dtype: object\n"
]
}
],
"source": [
"# Shape of the dataset (rows, columns)\n",
"print('Shape:', df.shape)\n",
"\n",
"# Column names and data types\n",
"print('\\nDtypes:')\n",
"print(df.dtypes)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d01329b3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unique datasets: 13\n",
"\n",
"Rows per dataset:\n",
"dataset\n",
"dino 142\n",
"away 142\n",
"h_lines 142\n",
"v_lines 142\n",
"x_shape 142\n",
"star 142\n",
"high_lines 142\n",
"dots 142\n",
"circle 142\n",
"bullseye 142\n",
"slant_up 142\n",
"slant_down 142\n",
"wide_lines 142\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"# How many unique sub-datasets are there, and how many rows does each contain?\n",
"print('Unique datasets:', df['dataset'].nunique())\n",
"print('\\nRows per dataset:')\n",
"print(df['dataset'].value_counts())"
]
},
{
"cell_type": "markdown",
"id": "1545a53f",
"metadata": {},
"source": [
"### 1.2. Overall summary statistics\n",
"\n",
"Use `describe()` to get a global numerical summary of `x` and `y`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a92b670e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1846.00</td>\n",
" <td>1846.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>54.27</td>\n",
" <td>47.84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>16.71</td>\n",
" <td>26.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>15.56</td>\n",
" <td>0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>41.07</td>\n",
" <td>22.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>52.59</td>\n",
" <td>47.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>67.28</td>\n",
" <td>71.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>98.29</td>\n",
" <td>99.69</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y\n",
"count 1846.00 1846.00\n",
"mean 54.27 47.84\n",
"std 16.71 26.85\n",
"min 15.56 0.02\n",
"25% 41.07 22.56\n",
"50% 52.59 47.59\n",
"75% 67.28 71.81\n",
"max 98.29 99.69"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Summary statistics for the entire dataset\n",
"df[['x', 'y']].describe().round(2)"
]
},
{
"cell_type": "markdown",
"id": "16b1a9e3",
"metadata": {},
"source": [
"---\n",
"\n",
"## Part 2: Grouped Statistics: The Reveal\n",
"\n",
"The dataset column holds 13 different named groups. Let's compute summary statistics **per group** and see if the groups differ."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e7693c95",
"metadata": {},
"outputs": [
{
"data": {
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"2\" halign=\"left\">x</th>\n",
" <th colspan=\"2\" halign=\"left\">y</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" </tr>\n",
" <tr>\n",
" <th>dataset</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>away</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.83</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bullseye</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.83</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>circle</th>\n",
" <td>54.27</td>\n",
" <td>16.76</td>\n",
" <td>47.84</td>\n",
" <td>26.93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dino</th>\n",
" <td>54.26</td>\n",
" <td>16.77</td>\n",
" <td>47.83</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dots</th>\n",
" <td>54.26</td>\n",
" <td>16.77</td>\n",
" <td>47.84</td>\n",
" <td>26.93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>h_lines</th>\n",
" <td>54.26</td>\n",
" <td>16.77</td>\n",
" <td>47.83</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>high_lines</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.84</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>slant_down</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.84</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>slant_up</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.83</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>star</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.84</td>\n",
" <td>26.93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>v_lines</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.84</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wide_lines</th>\n",
" <td>54.27</td>\n",
" <td>16.77</td>\n",
" <td>47.83</td>\n",
" <td>26.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>x_shape</th>\n",
" <td>54.26</td>\n",
" <td>16.77</td>\n",
" <td>47.84</td>\n",
" <td>26.93</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y \n",
" mean std mean std\n",
"dataset \n",
"away 54.27 16.77 47.83 26.94\n",
"bullseye 54.27 16.77 47.83 26.94\n",
"circle 54.27 16.76 47.84 26.93\n",
"dino 54.26 16.77 47.83 26.94\n",
"dots 54.26 16.77 47.84 26.93\n",
"h_lines 54.26 16.77 47.83 26.94\n",
"high_lines 54.27 16.77 47.84 26.94\n",
"slant_down 54.27 16.77 47.84 26.94\n",
"slant_up 54.27 16.77 47.83 26.94\n",
"star 54.27 16.77 47.84 26.93\n",
"v_lines 54.27 16.77 47.84 26.94\n",
"wide_lines 54.27 16.77 47.83 26.94\n",
"x_shape 54.26 16.77 47.84 26.93"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Compute mean and standard deviation of x and y for each sub-dataset\n",
"grouped_stats = (\n",
" df.groupby('dataset')[['x', 'y']]\n",
" .agg(['mean', 'std'])\n",
" .round(2)\n",
")\n",
"\n",
"grouped_stats"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "837a2552",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset\n",
"away -0.06\n",
"bullseye -0.07\n",
"circle -0.07\n",
"dino -0.06\n",
"dots -0.06\n",
"h_lines -0.06\n",
"high_lines -0.07\n",
"slant_down -0.07\n",
"slant_up -0.07\n",
"star -0.06\n",
"v_lines -0.07\n",
"wide_lines -0.07\n",
"x_shape -0.07\n",
"Name: corr(x,y), dtype: float64\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\sss\\AppData\\Local\\Temp\\ipykernel_58292\\2163207487.py:2: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
" correlation = df.groupby('dataset').apply(lambda g: g['x'].corr(g['y'])).round(2)\n"
]
}
],
"source": [
"# Also compute the Pearson correlation between x and y per group\n",
"correlation = df.groupby('dataset').apply(lambda g: g['x'].corr(g['y'])).round(2)\n",
"correlation.name = 'corr(x,y)'\n",
"print(correlation)"
]
},
{
"cell_type": "markdown",
"id": "c40be027",
"metadata": {},
"source": [
"> **Question:** Look at the table above. Are the 13 datasets statistically different from each other? \n",
"> Write your answer in the cell below before moving on.\n",
"\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "cc4c40dd",
"metadata": {},
"source": [
"<!-- ## Part 3: Now Let us Actually Look at the Data\n",
"\n",
"We will focus on three sub-datasets: **`dino`**, **`star`**, and **`bullseye`**. These three were chosen because they produce a dramatic visual contrast despite their identical statistics.\n",
"\n",
"Later, feel free to explore the remaining 10 groups. -->"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d4fde0b1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Rows in subset: 426\n"
]
}
],
"source": [
"# Filter to the three focus datasets\n",
"focus = ['dino', 'star', 'bullseye']\n",
"df_focus = df[df['dataset'].isin(focus)].copy()\n",
"\n",
"print(f'Rows in subset: {len(df_focus)}')"
]
},
{
"cell_type": "markdown",
"id": "86d8b1b6",
"metadata": {},
"source": [
"### 3.1 — Individual scatter plots"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c2f4c527",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 3, figsize=(15, 5), sharey=True)\n",
"\n",
"colors = sns.color_palette('tab10', 3)\n",
"\n",
"for ax, name, color in zip(axes, focus, colors):\n",
" subset = df_focus[df_focus['dataset'] == name]\n",
" ax.scatter(subset['x'], subset['y'], color=color, alpha=0.7, s=40, edgecolors='white', linewidths=0.4)\n",
" ax.set_title(name, fontsize=14, fontweight='bold')\n",
" ax.set_xlabel('x')\n",
" ax.set_ylabel('y')\n",
"\n",
"fig.suptitle('Same statistics, completely different data', fontsize=16, fontweight='bold', y=1.02)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "538ecb6f",
"metadata": {},
"source": [
"### 3.2 — Side-by-side with statistics overlay\n",
"\n",
"Let's add the mean and standard deviation annotations to make the point explicit."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d677b3ec",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x550 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 3, figsize=(15, 5.5), sharey=True)\n",
"\n",
"for ax, name, color in zip(axes, focus, colors):\n",
" subset = df_focus[df_focus['dataset'] == name]\n",
" \n",
" ax.scatter(subset['x'], subset['y'], color=color, alpha=0.65, s=40,\n",
" edgecolors='white', linewidths=0.4, label='observations')\n",
" \n",
" # Mean crosshair\n",
" mx, my = subset['x'].mean(), subset['y'].mean()\n",
" ax.axvline(mx, color='black', linestyle='--', linewidth=1.0, alpha=0.6)\n",
" ax.axhline(my, color='black', linestyle='--', linewidth=1.0, alpha=0.6)\n",
" ax.scatter([mx], [my], color='black', s=80, zorder=5, label=f'mean ({mx:.1f}, {my:.1f})')\n",
" \n",
" # Stats box\n",
" stats_text = (\n",
" f\"mean x = {subset['x'].mean():.2f}\\n\"\n",
" f\"mean y = {subset['y'].mean():.2f}\\n\"\n",
" f\"sd x = {subset['x'].std():.2f}\\n\"\n",
" f\"sd y = {subset['y'].std():.2f}\\n\"\n",
" f\"corr = {subset['x'].corr(subset['y']):.2f}\"\n",
" )\n",
" ax.text(0.03, 0.97, stats_text, transform=ax.transAxes,\n",
" fontsize=8.5, verticalalignment='top', fontfamily='monospace',\n",
" bbox=dict(boxstyle='round,pad=0.4', facecolor='white', alpha=0.85, edgecolor='grey'))\n",
" \n",
" ax.set_title(name, fontsize=14, fontweight='bold')\n",
" ax.set_xlabel('x')\n",
" ax.set_ylabel('y')\n",
"\n",
"fig.suptitle('Datasaurus Dozen — statistics are identical, shapes are not',\n",
" fontsize=14, fontweight='bold', y=1.01)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e295910e",
"metadata": {},
"source": [
"> **❓ Question:** What would a data analyst have concluded if they had only looked at the summary statistics table? \n",
"> What does this tell you about when and why visualisation is necessary?\n",
"\n",
"*(Double-click to write your answer here)*\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "86dea1fb",
"metadata": {},
"source": [
"## Part 4 — Small Multiples: All 13 Datasets at Once\n",
"\n",
"Seaborn's `FacetGrid` makes it easy to produce a *small multiples* plot — the same chart type repeated for each group. This is a powerful pattern for comparing distributions across many categories."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d7eb9f5a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x900 with 13 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, col='dataset', col_wrap=5, height=3, aspect=1.0,\n",
" sharex=False, sharey=False)\n",
"g.map(sns.scatterplot, 'x', 'y', alpha=0.6, s=18, color='steelblue', edgecolor='white', linewidth=0.2)\n",
"g.set_titles(col_template='{col_name}', size=10)\n",
"g.figure.suptitle('All 13 Datasaurus Dozen datasets — identical statistics',\n",
" fontsize=13, fontweight='bold', y=1.01)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "becc716d",
"metadata": {},
"source": [
"---\n",
"\n",
"## Some Exploration\n",
"\n",
"For each chart type below, run the cell and then answer the key question:\n",
"\n",
"> **Does this chart type reveal the structural differences between datasets, or does it hide them?**\n",
"\n",
"---\n",
"\n",
"### Histograms\n",
"\n",
"Plot the marginal distribution of `x` and `y` separately for each focus dataset."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "83a2bc01",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YfUV/2y/aLKYri+mn4vUxMjzKFicP9ttvv2xO8lBNnQAAzc3IcgDIuZjjNUbmxQi3GDkZSY+4/D+SBXGTtJhjNRIPkdSoJC16J2xiCo3e07j0HuEZl8NXEqsx0rl3sixG7FUSEJGEWdLcxIsmHGIkauWmljFfbCQrw6I3dRusmEolEi6RYIobBoZIoMScyjH3bUzx8IUvfOE174v1ifc1q2rqb9E2qMwBPNC2HKr1XZLK+ytzalfWPUaUxs1Fa9kv+tpmeltaMm1RlfmUe6//omWK7S2S6r0TvYsbeb609Vt0O4/5o2O0bmU7j2RfTMcRYnqJgYr6jtHfkTSv3OQ16jbmxo51jtG7i5umpl7rVOnHcbIwPivqKNYrkvqRdK7Mvd6XSJJG/4hkaiT8K4nwwZxY6922cT+AGHVfGbUc++/+2HDDDbO6iDm542qfqK8QU4f0V0y9FPVQ6TOVvhdXVcTUI5X1jP4XU3NVRktHbIl/x1Qw1fT/gWyvA9lX9NX3+9t+cWVN1GX0j4iVlXLG1EixjrEPiBHmA6mT/m6LAEBjGVkOADkXyb1PfvKT6ctf/nI2BUJMlxKX/Vfmy42Re5WD+MqBfiXBHsmamNe1cmOyiy66KLvxXOXGZZHoCpFgimT7G9/4xuyy+RAj8mIqgPicmK/6qaee6vc6904Cxk0lI2ESU2FUbt7We/qOwYj1j7mEY/1iCoMob6xnZSRgLUdXD6Va1F+t2nKo1re3mMqhMhf81772tezmfJV1788NEwfSLyrbTIxYjaRwzBs9GDEiOEa1xxQksb1Vkue9E8qVskWbxLYc61W5GeuiKusXZYjPXNxNgWPUd2WUeJQ75qmOpHYklCvJyY9+9KMDLk+cbIg5myPJGDdj/Ne//pWtc0ztsbRkar3WKcRNJCtTuFSmhglx488lTXtS6T+x/jEfdexPI9FamTKmmn1TTOlRKWdlaph77703uynoQFRu9Bk3x4wkbyRqt9hii36/P5LDMTVJlGXq1Kk9N9KMvhcnQuO+BdFecaLm2GOPzdoiEsQx0vrtb397z7zsAzWQ7XUg+4q+ts3+tl+MNo97dMQc7hHz4v4csQ+ozKFf2QcMpE5qva8AAOpDshwAci4uw6/MNf69730vu4Fg3HCtciO+mDc4bvQZIjEeIqEQl7dHEiKcfvrpPfNMR6IqRivGfLGRWIj3xIj1EAmVSIqFZ555Jh188MHZ50TSpffowaWJkZWVZMT555+flSESWpU5uReX8BuouAS/MjL17LPPzuapjkv8I1EVPvOZz6RWVIv6q1VbDtX69hbJq+OPPz47CRQnfuLGk7Hu0ef7MxJ5IP2iss1EEjjmjY4E3GBE4vDCCy/MTkCdd9552WNx88Ley6zMjRwjZOMGiLF9x6jgeN2iKusXSff4zNtuu63P5UayOBK10e4xKjaSfDH9RGXEbrw37m8wUEceeWS2f4lRwpE0j+TipEmTsnaJ5GGcyFuceq1TJGIvvfTSnrqM/WHlBrSRyI++tzg77bRTz7+jj8X+dMqUKT2P9Z4/u79i1HZM71PpR5Fojf4W69n7yp6lif7Xe0qTWLeBTFMT/efyyy/P6jVu2Bz795g3vLIfiO0+pvIK0c+jLfbaa68s+Rv3U4ib91ZjINvrQPYVfW2b/W2/uFln3PA1kuAR86KfxPz7kTSP9fz0pz894Dqp9b4CAKgPyXIAyLlILMQouUh4rLfeetkl9TGKMUYORxIgRsNVRIImRsPFKPGYW7gy2jIu8Y9RfDGKc7XVVss+M6bp+NSnPpVd1t77pnWRSI+RepEYiNdtsMEG2QjZyo3b+nOjs5hXPUYzx3viMvlVV101S+BURs9G4izmGx6sOAEQNz6NxEckpaJeon5iuodY1pISec2sVvVXi7YcyvVddN1jhHYk22I9o7/Hum+77bY17ReRwI0bKMbzsb30vsllNSJpG8nCGGkbybaYizlG+UZCtSJGu8ZJrlhWJKIjAR3bYe/XVHz+85/PbqIZZYh6rdwMti9x89KYpzk+Lz4r6i3aPEZbx0mDauYHj6tSYsqKaM8Y6Rz9KNY7pjqJaTQ23XTTJb6/1usUSdVIkkYSNOoiptYJkeSsnFSMkcR/+tOfFjsKPE4URp+Nvhr7wUiOVk4YxvQw/bl6YVHR12I6rLiaI9oqRoTHyc2B3CA21qX3SPJIyA5E1EHUa+zjYx1iW4k26n2T4RjtHicwYnuK8kdbxsjzSLL3nqJroPq7vQ5kX9HXttnf9ou+GtPZRMxbY401sn4bcTH6SCTXe9/Ms791Uut9BQBQH21lk6YBADUS8wDHaMBINEQSonfyLpJBcal8JEXiUnuam7aE1rP33ntn95KIpHtMe9MfcfIhxNULcSUAAECRucEnAFAzMfouRm3GnL8x4jVG4MWl/XGzubg5aKjMf05z05bQGmLqkZgy5brrruu56XKMtgYAYOAkywGAmokpET7ykY+kb3/729mN2GKqiN5ipHlMq0Dz05bQGmIO97POOmuhaYRi3n0AAAZOshwAqKmYTznmYv35z3+e3QwtpvNYYYUVsrla42ZnK664ohpvEdoSml/Mqx8J8piPPebyPuqoo7I57wEAGDhzlgMAAAAAUHjtha8BAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAgCZUKpUavQoAAFAokuVAjz//+c9pgw02yH7+85//ZI8de+yx2d8HHHCAmgKAIXL99den/fffX30DUFg77bRTdiw6ZcqUmnzeBRdckH3errvu2vPYPvvskz32pS99qSbLAFqfZDmwRGPHjk2ve93r0gorrKCmAGAIXHnllemQQw5Jjz32mPoGAIAhNGwoFwa0nuOOOy77AQCGxksvvaSqAQCgAYwsh4J65ZVX0te+9rX01re+NW266abp4IMPTk899dRrXtfXNCyVqVruvvvudOKJJ6att946bbnllllSfe7cuQu9/84770yf/vSns9dsttlm6WMf+1i64YYb0lC7/PLLe9b7N7/5TfbY3/72tzRx4sTssW9+85tDvk4AFM/MmTPT5z//+bT99tunjTfeOO24447Zpd+zZ8/uuUT8nHPOyf79+OOPZzHqmmuuyf5+5JFH0uc+97n0lre8JW200UbZ7yOPPHKh+F25nPzrX/969u+IvfGaofDiiy/2XDK/xx57pO7u7uzxGCUfj8X6Pvvss0OyLgDkx8svv5z+93//Nzvm/J//+Z8sbvY+sdzXVCp//etfe47//vWvfw1oebfcckvae++9s2VFHI1pW2IqmHK5vNB9ReKxd7zjHVlMjt8RexcsWJA9/53vfCdb9lZbbZXmz5/f877f/e532ePxnkrsnz59epo0aVLafPPNs5849r7vvvvSUIqY/eEPfzhbtx122CGL6eErX/lK9ljUw4wZM4Z0naBRJMuhoE499dR08cUXZ3OTt7W1pRtvvDFLfA/EUUcdlX7yk59kwT+CaRzMX3TRRT3PR1J63333TX/4wx/SvHnzsi8Xf/nLX9JBBx2UJa+HUnzZ2XbbbbN/n3baaen5559Pxx9/fPalIE4WTJ48eUjXB4BiHuzvt99+6de//nV67rnn0jLLLJNmzZqVfvjDH6ZDDz00e008Fj+ho6Mjmwqts7Mzi7Uxh/l1112X5syZk73m6aefTtdee20WzxYVB/ARc8Mb3/jGISlfrNPpp5+efa+4//770xVXXJF++ctfZvOvV757mNYNgIH69re/nf7f//t/2fFkJJgjbsbJ43r4xz/+kR0b3nHHHVnsHTlyZJYkjhPZF154Yc/rTj755OyxOLE9ZsyY9MQTT6RvfOMb6Zhjjsmef//735+GDx+eXnjhhXTzzTf3vC++A4S3v/3tafnll89Oou+1117ppptuyhLw7e3t6Y9//GP6xCc+kaZNm5aGSnznOOOMM7LyPvnkk1niP044VI7b48T72muvPWTrA40kWQ4FFAfXV111Vfbvj3zkI+muu+7KAvKaa645oM8ZPXp0Fvhvu+229KY3vSl7LIJ8iC8WJ510UpaM3nnnndPtt9+ejTL/6Ec/mj1/5pln9jmSvV7iwD3OilcSEx/60IfSAw88kEaNGpV9KYgvBwBQTw8++GD697//ncWeGLV26623ph//+MfZSLk4AI0Tz5EQr5zAXXXVVbM4++53vzubv3ydddbJRqLFSeiIvZURdJWkeG9xsP2rX/0qu3l3JfYOhRiFFyP8wvnnn59OOeWU7N977rlnlhgAgIGKBO4vfvGL7MrmL3zhC9ljcfx677331rwyIz7H6PAtttgiO36NOBrHtXFFdiS/QyS4f/CDH2R/x4CxeE2cGB43bly2nnHCeMUVV8yuHgsRjyvHyJWrrD/wgQ9kvyMBHwn13XffPUvQx89nPvOZ7AR7JKyH0oQJE9IRRxyR/TtOeMe/I4H/5je/OUveQ1GYsxwKKL5UVC6NPuyww7JEcYz0ioPbL37xi/3+nDjwrYwQi0u1/v73v/dcDhdfZJ555pmeqVwisR5iqpbKaPRIrMelXr3FAX9cnj4YsYxILCxq9dVXz5474YQT0qOPPtpzhjySDwBQb3FSOkafRayMk9UxFcs222yTXZUVN9Re2gHspZdemh3Ax0izn//859ko88XNcR4J+DXWWKMnybCoGJEXI8aqtdpqq2Uj+/oSiYxI6MdIvFi3iL99jX4HgP54z3vek8XB8KlPfSqbQjOuXI7j2k022aSmlVi5GiuOZyNBHInimFI0YvWIESOy5+KEdYxyj0TygQce2PPeytQlcTI8pvuMAVq//e1vswR5rG88Hq+JY+g4fq58VoiT4zHILFSmbYkkfCwnBn71FldxVRLw1eo92r23T37yk9lUMTHYLUbNL7vsstmgs0XXAfJMshwKKM5cV0adxRnvihjBNhBx5rwiLhEPlXncKonyCKpxkNz7dSuttFJ2mVrlNb3FF4O47Gsw4ovI4rz3ve/NRpJHHcRJgphbFQCGQiTE41Lys88+O7uqK0amxeXNMTItRn/HCevFHYzGAXlc7h0j2eJAO6ZnqcTX3nOoVqy88spLXJeYBmYw8XbYsMUfRsTI+RgxF/dGCdttt13P1DIAMFC9j1kj/kSyORK5lePaxd2jqxqRHI9k9CWXXJIN5KpcvRVTphx99NHZgLHKXOMxAK2vWBpXMoc4Kb7KKqtkV1THtKe///3vs8d32223nlHqlc+KaULjp7c44RxlXG655RZ6PF432GPmxYnvIXFCP5LlIa5oixPkUCSS5VBAEegrB94RuCOA9w7q1RwoL3pwHwnxygF8fJGpjG6LRHZMA7O4A/m4fDumR6mXc889t+dLVXy5iXna4+YrADAU4sZdcQAeJ4crl1tPnTo1u9w5RoPH6Lm+xCjuGFkeMTumUosRdjF6O26ivbiE9ZLU894hcUL8W9/6Vs/fV199dXbDz7jJGQBUE1cq4hguTvj2Pq6tHItWbq7Ze5R3NeKEb9zUM+7vFXE6RobHaOs4dozpWCrHsTF4rDIyvJLcjivIKmJwVsS/iPs/+9nPsmldQjxWEZ8V5Yup1SpTnXR1dWXJ9MVNFRqDv+KnHqLe4pi5IkbDx7rHHOxQFOYshwKKO1lXLiG74IILsi8VkcC+7LLLapoMqFxSHoF87ty52XLiLH0kCOIg/m1ve1saSvHlpJIciBEBlTnp4mYxAFBvccl0JIwj/sWB/i677JI++9nP9kxp9uyzzy50MjpiZ5zYjtFxMd95iIPnGFUeJ59/9KMf9Xx2vK5ZxAj5ONheb731sptox4nzmAYtygMAAxU3xayM8I5j1ko8iZPMoXLcGdOyxDFnJNR/+tOfVlXRcewax8sxRWnE55hKJeYQD/G5Mao7lhtXaUcsv/LKK7Pn/va3v2XTtcT0Kvfdd1/P51WOO2NUeQzaWn/99bMpWiriPSGOSePK61hGjGCP4+n4PdSi/JG8j8FvlTnXTzvttCG93xg0mmQ5FFB8mTjggAOyf8fotDhwj6A+Z86cmi0jkvGVy8njZicxJ2ssJ0bGxWMxd2ll9PlQiKRCHKjHAXtcDhfzrlVG78XNRuPGaQBQTxF/4lLySCTHtGAxPclb3vKWbORajI57xzvekb2ucjVWHITHQXQciMeNxkJcrRXviSuxKnOWh0Uv3W6UmCYmTkRHEiFu7hk/keCPe4WcddZZjV49AFpQHL9+7GMfyxLIcewW4oRzJJ5DxNPw0EMPZSekY6rNau/LEVOkRAyL5Hd87rbbbpv22muv7LlIoq+77rpprbXW6kmCn3zyydlxbtyLKxLdcX+SmLqk4g1veEN2LFzRe1R5iDnP4/5e06dP77mXScT3OFEeN/0cSnHFWuVEfNzn69RTT82mgInvGDGqHopCshwKKm6iGTfgitFpkbyOs8ZxeVgtve9970vf+973sqBfmdO8cvl5zM06lGKe1zhQjy8icTfzyheA+OIVIxMied/XnK8AUCsxb3dMt/Lxj388jR8/Pkuax4njuNQ7pmKpzAkaJ7AjCRCXcsco84hdccAcsTvuLxJxOw7UY/RXZR7XuEy60SKRX0liVJIaG2ywQc8J+hg11wzrCUBrOeaYY7IbT8bJ1zh+23vvvRc6ARvHljH6O0aCxyCpSGrHPUKqEYnuOEkdJ7DjRHYcK8ZJ7P333z87jo1Eevjyl7+cxeVIhse0KTGdSoxGv/jii18zRWkcD4eYVmXRBPg666yTLS+S/BHv40qxyjFz5X1DIUa9x2C3EOsSA8uiTEcddVT2WMy5HtOqQRG0lWWHAAAAAKCm4sR4TOUyY8aM7GR473t6AM3JDT4BAAAAoEbiPl0xHUwky2O0e4w2X9xNuYHmIlkOAAAAADW8h1fM9z179uxs6rSDDjoou98I0PxMwwIAAAAAQOG5wScAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiFu8HnX/7yl1Qul9Pw4cMbvSoA0DQWLFiQ2tra0uabb17TzxV3AWDo4q7YCwCDi70NH1n+zDPPpKOOOiptu+222cpOmjQpPfzwwz3Pf/GLX0wbbLDBQj877bRT1cuLRHn8LOn5+fPnL/E1rSiv5QrK1nq0WWvKa7vltVwDLdvS4uNg1qEV6jbP/WAw1Is60VdsQ/Yt9du/1ivmDEXsLUJ8UMZ8KEI7FqWcypgP5Qb21f7Gx4aPLD/kkENSqVRKU6ZMSWPGjEnnn39+2m+//dJvfvOb1NnZmR544IF04IEHpr333rvnPR0dHVUvrzKifOONN+7z+blz56Zp06alddddN40ePTrlRV7LFZSt9Wiz1pTXdstruQZatvvuu68u67C0uNss8twPBkO9qBN9xTZk31If9Yq7QxV7ixAflDEfitCORSmnMubD3Ab21f7G3oaOLH/++efT6quvnk499dS0ySabpAkTJqSDDz44PfXUU2n69OlZtv+hhx5KG220UVp55ZV7flZYYYVGrjYAAAAAADnT0JHlY8eOTeecc07P388++2y67LLL0qqrrpqdYXj00UezMw7rrLNOI1cTAAAAAICca/g0LBUnnnhiuuqqq9KIESPSRRddlA3Ff/DBB7PnLr/88nTzzTen9vb2tMMOO6TDDz88Lbvsso1eZQAAAAAAcqJpkuWf/OQn00c/+tF05ZVXZvOYT506NUuWR4J8lVVWSRdffHE20vzMM8/Mpmj53ve+lz1XjZjeJUas92XevHkL/c6LvJYrKFvr0WatKa/tltdyDbRsERvjzuD1sKS42yzy3A8GQ72oE33FNmTfUh/1jLtDEXuLEB+UMR+K0I5FKacy5sO8BvbV/sbetnKT3So3bva52267pU033TSddtpp2bzm48aN63n+nnvuSR/5yEeyUejxmmomc4+7rgIAC4uru2p9MzBxFwCGLu6KvQAwuNjb0JHlMUf5rbfemnbZZZc0bNirqxKjxWO+8rjJZ/y7d6I8rLfeetnvWbNmVZUsr9wdPJbRlzizMXPmzLTWWmulzs7OlBd5LVdQttajzVpTXtstr+UaaNnihtr1sqS42yzy3A8GQ72oE33FNmTfUh/1jLtDEXuLEB+UMR+K0I5FKacy5sO8BvbV/sbehibLn3766XTEEUekSy+9NG2//fbZYwsWLEj3339/2mmnndLRRx+dJc3jpp+9R6iFwQT+GHIfc6IvSTTY0l7TivJarqBsrUebtaa8tltey9XfstXzUvD+xN1mked+MBjqRZ3oK7Yh+5baqmfcrXz+UMSzIsQHZcyHIrRjUcqpjPnQ2YC+2t/YW92k3zWy/vrrZzfsPPXUU9Mdd9yRzVF+7LHHpjlz5qT99tsvG3EeI88vvPDCbL7ym266KR1//PHZNC0TJkxo5KoDAAAAAJAjDb/B57nnnpvOOeecdPjhh6cXXnghbbXVVtlNPsePH5/9nHfeeWnKlCnpW9/6Vlp22WXT7rvvng477LBGrzYAAAAAADnS8GR5JMBPOumk7Kcv7373u7MfAAAAAACol4ZOwwIAAAAAAM1AshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACq/hyfJnnnkmHXXUUWnbbbdNm2++eZo0aVJ6+OGHe56fNm1a2nvvvdNmm22Wdtppp/T973+/oesLAAAAAED+NDxZfsghh6RHHnkkTZkyJf34xz9Oo0aNSvvtt1+aN29eeu6559L++++f1lxzzXT11Vdnrz377LOzfwMAAAAAQK0MSw30/PPPp9VXXz1Nnjw5rb/++tljBx98cHr/+9+fpk+fnm699dY0fPjwdPLJJ6dhw4alCRMm9CTW99xzz0auOgAAAAAAOdLQkeVjx45N55xzTk+i/Nlnn02XXXZZWnXVVdO6666b7rzzzrTNNttkifKKmK5l5syZ6emnn27gmgMAAAAAkCcNHVne24knnpiuuuqqNGLEiHTRRRel0aNHp1mzZvUk0itWWWWV7Pe///3vtNJKK1W1rHK5nObOndvnczH9S+/feZHXcgVlaz3arDXltd3yWq6Bli1iY1tbW13WY0lxt1nkuR8MhnpRJ/qKbci+pT7qGXeHIvYWIT4oYz4UoR2LUk5lzId5Deyr/Y29beV4ZRN46KGHUldXV7ryyivTL3/5yzR16tR02GGHpd122y19/vOf73ndY489lnbeeefsdVtttdWAl3Pfffel+fPn13jtAaD1xQnrjTfeuKafKe4CwNDFXbEXAAYXe5tmZHlMuxJOO+20dM8996Qrrrgiu9nnoontl19+OfsdI8+rFfOgV5a3qDizEdO8rLXWWqmzszPlRV7LFZSt9Wiz1pTXdstruQZatjhpXS9LirvNIs/9YDDUizrRV2xD9i31Uc+4OxSxtwjxQRnzoQjtWJRyKmM+zGtgX+1v7G1osjzmKI+beO6yyy4985K3t7dnQf2pp57K5i6P371V/n7d615X9XJjyP3Sku3RYINJyDervJYrKFvr0WatKa/tltdy9bds9bwUvD9xt1nkuR8MhnpRJ/qKbci+pbbqGXcrnz8U8awI8UEZ86EI7ViUcipjPnQ2oK/2N/Y29AafcZPOI444IkuYVyxYsCDdf//9acKECWnrrbdOd911V+ru7u55/rbbbktrr712WnHFFRu01gAAAAAA5E1Dk+Vx884ddtghnXrqqemOO+5IDz74YDr22GPTnDlz0n777Zf23HPP9OKLL6YTTjghGyp/zTXXpMsuuyxNnjy5kasNAAAAAEDONDRZHs4999y03XbbpcMPPzx9+MMfTrNnz85u3jl+/Phs9Pill16aZsyYkfbYY4904YUXpqOPPjr7NwAAAAAA1ErDb/C57LLLppNOOin76csmm2ySfvjDHw75egEAAAAAUBwNH1kOAAAAAACNJlkOAAAAAEDhSZYDAAAAAFB4kuUAAAAAABSeZDkAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiS5QAAAAAAFJ5kOQAAAAAAhSdZDgAAAABA4UmWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOAAAAAEDhSZYDAAAAAFB4kuUAAAAAABSeZDkAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiS5QAAAAAAFJ5kOQAAAAAAhSdZDgAAAABA4UmWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOAAAAAEDhSZYDAAAAAFB4kuUAAAAAABTesEbXwOzZs9O5556bbrzxxvTiiy+mDTbYIH3hC19IW221Vfb8/vvvn/70pz8t9J5tttkmXX755Q1aYwAAAAAA8qbhyfIjjjgi/ec//8kS5iuuuGKWBD/ggAPST37yk7TOOuukBx54IJ100klp55137nnP8OHDG7rOAAAAAADkS0OT5Y888ki65ZZb0tSpU9OWW26ZPXbiiSemP/zhD+naa69Ne++9d3rmmWfSpptumlZeeeVGrioAAAAAADnW0DnLx40bl6ZMmZI23njjnsfa2tqynzlz5mSjyuPfa6+9diNXEwAAAACAnGvoyPLlllsuve1tb1voseuuuy4bcX788cenBx98MC277LLp5JNPzkagjx49Ou26667p4IMPTiNGjKh6ueVyOc2dO7fP5+bNm7fQ77zIa7mCsrUebdaa8tpueS3XQMsWsTFOUNfDkuJus8hzP1iaJbX7/PnzU2dnZ/a7lv0j+kSraqa+Uq9ttpp2a6Z6aSbqRb00Iu4ORewtQt9WxnwoQjsWpZzKmA/zGthX+xt728pNdLRy9913p09/+tPpLW95S7rggguyhPnPf/7zdNxxx2XTtEybNi2deeaZ2fPxuxr33XdfdsAHACwsTkT3vtqrFsTd5hb3gdnoTRNTe8fQjZ8odb+S/vb3+9OCBQuGbJl5NNRtp92gNeJuEHsBoPrY2zTJ8uuvvz4deeSRaYsttkgXXXRRGjlyZHrllVfSSy+9lMaOHdvzul/+8pfp8MMPz0aar7TSSlV9cYgir7vuun0+H2c2Zs6cmdZaa61sJFVe5LVcQdlajzZrTXltt7yWa6Ble+ihh7Kz7PVIli8p7jaLPPeDJYk2j/KWbjwzlWc/+prnS6Vymj//5TRixMjU3j74EZBty6+Z2nc8OqvvJvkK2rJ9ZWltV9Nl9aPdmqVemo16US9DHXeHKvYWoW8rYz4UoR2LUk5lzId5Deyr/Y29DZ2GpeKKK65Ip512WjbFyle/+tWeKVaGDRu2UKI8rLfeetnvWbNmVZUsD1ExMaXLkkSDLe01rSiv5QrK1nq0WWvKa7vltVz9LVs9LwXvT9xtFnnuB0vSPufxlGbPfO0T3d2pNHduah89OnV0dNRgQa9+Rh4O4pqlryy27Wq6kP63W7PUS7NRL+plqKdRGqrYW4S+rYz5UIR2LEo5lTEfOhvQV/sbext6g88wderUdMopp6RPfOIT6dxzz11oLvJ99tknm4Jl0bPkcdlpnIEAAAAAAIBaaOjI8hkzZqSvfOUr6Z3vfGeaPHlyevrpp3ueGzVqVNpll12y5zfZZJP01re+NUuUx1zlBxxwQFpmmWUaueoAAAAAAORIQ5Pl1113XXZzp9/+9rfZT2977LFHOuOMM7Ih8pdffnmWNF955ZXTfvvtlyZNmtSwdQYAAAAAIH8amiw/8MADs58lielZ4gcAAAAAAOql4XOWAwAAAABAo0mWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOAAAAAEDhSZYDAAAAAFB4kuUAAAAAABSeZDkAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiS5QAAAAAAFJ5kOQAAAAAAhSdZDgAAAABA4UmWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOTaytrS11dnZmvwEAAACA+hlWx88GFlEqlVN7e/8T35Eonzhx4pAsCwAAAACKTLIchlAkry+4YXp6/Ll5/Xp9uVRK87q6UueoUamtvf8Xgqw+rjMdutN6g1hTAAAAACgWyXIYYpEon/nMS/16bam7lF6aOzeNGd2d2jvMmgQAAAAA9SL7BgAAAABA4UmWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOAAAAAEDhSZYDAADkVamUz2UBANTBsHp8KAAAAE2gvT2lm89OafZj9V3O8muktMOR9V0GAECdSZYDAADkWSTKn3240WsBAND0Gj4Ny+zZs9OXvvSltMMOO6Qtttgi7bXXXunOO+/sef7WW29NH/zgB9Omm26adt111/SLX/yioesLAAAAAED+NDxZfsQRR6S//OUv6dxzz01XX311euMb35gOOOCA9M9//jM9/PDDafLkyWn77bdP11xzTfrwhz+cjj766CyBDgAAAAAATT0Ny6xZs9Kqq6661Nc98sgj6ZZbbklTp05NW265ZfbYiSeemP7whz+ka6+9Nj3zzDNpgw02SIcffnj23IQJE9L999+fLr300rTddtvVY9UBAAAAACigqkaWx+jve++9t8/nYgqVd7/73f36nHHjxqUpU6akjTfeuOextra27GfOnDnZZy2aFN92223TXXfdlcrlcjWrDgAAAAAA1Y8s/853vpPmzp2b/TsS1T/60Y/SzTff/JrXxZQqI0aM6NdnLrfccultb3vbQo9dd9112Yjz448/Pv3kJz95zQj1VVZZJc2bNy8999xzaYUVVkjViPWvlGVR8dm9f+dFXsvVSmWLk0CdnZ2pXCqlUnepX+/pLpUW+t1fsYxKnTTjiaVWabNqKFvr0Wavin1F7KfqYUlxt1nkuR/0JzZ1l7pT6u5+zfOl/8aTyu9BK3WnjiaOT63UV5bWdjXVj3ZrlnppNo2ul2brJ81SL82gnnF3KGJvEdpQGfOhCO1YlHIqYz7Ma2Bf7W/s7Xey/OWXX04XXnhh9u/44EiWL6q9vT0tu+yy6aCDDkrVuPvuu9Nxxx2X3vWud6Udd9wxdXV1vSbxXvl7/vz5qVoLFixI06ZNW+JrZs6cmfIor+VqhbLFgcrEiRPTvK6u9NIAv7jGtjAQ87riUCWlGTNmNHWwbPY2Gwxlaz3a7P+PsbXWn7jbLPLcD5YUmyLOlJYQmwYahxanfUxXGtMC8akV+kp/226o263R9dKsGlUvzdpPKoreX+oVd4cy9hahDZUxH4rQjkUppzLmw8wG9dX+xN5+J8sjAV5Jgm+44YbpqquuSptsskmqleuvvz4deeSRaYsttkhnn3129tjIkSNfkxSv/B1f/Ko1fPjwtO666/b5XHyxiwZba621BrWMZpPXcrVS2SpnrzpHjUpjRvdvZE+MKI+Dm1GjRqWO9v7PmhTLCGuvvXZTjtxrlTarhrK1Hm32qoceeqhudbykuNss8twP+hObIs6k0aNf83ypVxyKQRGD1uTxqZX6ytLarqb60W7NUi/NptH10mz9pFnqpRnUM+4ORewtQhsqYz4UoR2LUk5lzId5Deyr/Y29Vd3g8x//+EeqpSuuuCKddtppadddd01f/epXe7L8q622WnrqqacWem38PXr06GwE+2C+NMZnLEk02NJe04ryWq5WKltbe3tq7xhYwqFjgO+JZYRmD5Kt0mbVULbWU/Q2q+el4P2Ju80iz/1gSTraO1LqePWqpL5EorxjCc/3WyynBeJTK/WVpbVdTQyg3ZqlXppNo+ul2fpJs9RLI9Uz7lY+fyjqtghtqIz5UIR2LEo5lTEfOhvQV/sbe6tKlodbbrkl/f73v8/OCCw6j2Us/Ctf+Uq/Pmfq1KnplFNOSfvss0864YQTFlrxrbbaKt1+++0Lvf62227LRp/XZHQTAAAAAABUmyyPm32eeeaZ2TQpcZPNRTPz/c3Ux3x2kVR/5zvfmSZPnpyefvrpnufiUsFIoO+xxx7ZtCzx+6abbkq//vWv06WXXqrxAAAAAABobLI8pk3Zfffds6lTBnNTkuuuuy678chvf/vb7Ke3SI6fccYZ6Zvf/GY666yz0ve+9730+te/Pvv3dtttV/UyAQAAAACgJsnyGAH+oQ99aNB37z7wwAOznyXZYYcdsh8AAAAAAKiXqib+njhxYpo+fXrt1wYAAAAAAFplZPnxxx+fDjvssOyupZtuummfdzwfP358LdYPAAAAAACaM1m+1157pVKplCXNF3czz2nTpg123YAqje0cnkqlcmpv79/NdmthqJcHAAAAAA1Plp9yyimLTZIDjTdm5LAscX3BDdPT48/Nq/vyVh/XmQ7dab26LwcAAAAAmipZ/sEPfrD2awLUXCTKZz7zkpoFAAAAgHoky++4446lvmbrrbeu5qMBAAAAAKA1kuX77LNPNg1LuVzueWzRaVnMWQ4AAAAAQK6T5d///vdf89jcuXPTnXfemX72s5+lCy64oBbrBgAAAAAAzZss32abbfp8fMcdd0yjR49OF110UbrkkksGu24AAAAAADAk2mv9gVtttVW6/fbba/2xAAAAANBvMWVwZ2fna6YOBqjpyPIlueGGG9KYMWNq/bEAAAAA0KNULqX2tsWPA41E+cSJE4dkWUCBk+X77rvvax4rlUpp1qxZ6fHHH0+f+cxnarFuAAAAANCnSF5PuXdKeuLFJ/p8PnJVXV1dadSoUam9vfpE9/hlxqdJm0zSClAAVSXLy+Xyax6Lnc7666+fJk+enPbcc89arBsAAAAALFYkyh994dE+n+vu7k5z587N7q/X0dGhFoH6JMsvv/zyat4GAAAAAAD5m7P85ptvzm7mOWfOnLTCCiukLbfcMm2//fa1WzsAAAAAAGjWZPn8+fPTwQcfnP74xz9ml7GMGzcuPffcc+mSSy5J2267bfZ7xIgRtV9bAAAAAACog6rubnDBBReku+66K5155pnp3nvvzZLm99xzTzr99NPTX//613TRRRfVfk0BAAAAAKCZkuU///nP02c/+9n0vve9r+cGCcOGDUsf+MAHssevvfbaWq8nAEDdtLW1pc7Ozuw3AAC0Et9locHTsDz77LNp4sSJfT4Xjz/55JODXS8AgMUrlVJqr+qcf58iUb647zb1WB4AACxJqVxK7W3ttfkuW8NlQd5VlSxfc801s2lYtttuu9c8d8cdd6TVVlutFusGANC3SFzffHZKsx+rSQ11l7pTV1dXGjVqVOpof/WquR7Lr5HSDkdqCQAAhkwkr6fcOyU98eITS31tqVTq+S7bPsABHuOXGZ8mbTJpEGsK+VJVsvxjH/tYOuOMM7KN8L3vfW9aaaWV0tNPP51Nz/Ktb30rm4oFAKCuIlH+7MO1+azu7lSaOzel0aNT+u8UcwAA0EiRKH/0hUeX+rru7u40d+7cNHr06J7pkoEhTJbvtdde6f77709nn312Ouecc3oeL5fLaY899kiTJjkjBQAAAABAzpPl8+fPT6eddlr61Kc+lW6//fb0/PPPZzcT2HnnndOECRNqv5YAAAAAAFBHA5rI6IEHHkh77rln+u53v5v9HYnxGGX+8Y9/PJ1//vnpiCOOSDNmzKjXugIAAAAAQGOT5f/617/Svvvum81Nvvbaay/03PDhw9PRRx+dZs+enSXOn3zyyXqsKwAAAAAANDZZPmXKlLT88sunn/zkJ2nXXXdd6LnOzs603377pR//+Mdp5MiR6ZJLLqnHugIAAAAAQGOT5bfeemv69Kc/nVZYYYXFvmbllVfO5jG/5ZZbarV+AAAAALlRKpdyuSyAQt3g86mnnkprrbXWUl+3/vrrp1mzZg12vQAAAAByp72tPU25d0p64sUn6rqc8cuMT5M2mVTXZQAUNlkeI8ojYb40zz33XBo7dmxVKxPTt/zxj39Ml19+ec9jX/ziF9OPfvSjhV63+uqrpxtuuKGqZQAAAAA0UiTKH33hUY0A0KrJ8q233jpdc8016b3vfe8SX/fTn/40TZw4ccArcuWVV6bzzjsvbbXVVgs9/sADD6QDDzww7b333j2PdXR0DPjzAQAAAABg0HOW77PPPunPf/5zOuOMM9LLL7/8mufnz5+fzjzzzHTzzTenT3ziE/392PTkk09myfCzzz77NdO8lMvl9NBDD6WNNtoomw+98rOkedMBAAAAAKBuI8s33njjdNxxx6WvfOUr6Wc/+1nabrvt0utf//rU3d2dnnjiiSyRHlOwfP7zn0/bb799v1fg73//exo+fHj6v//7v/SNb3wjPf744z3PPfroo2nu3LlpnXXWGXDBAAAAAACg5snyECPGN9xww/Ttb387/e53v+sZYT5mzJj01re+NX3qU59Km2666UA+Mu20007ZT18efPDB7HfMYR4j1tvb29MOO+yQDj/88LTssssOaDkAAAAAAFCTZHnYcssts5/w7LPPpmHDhqXlllsu1UMkyyNBvsoqq6SLL744G2keU71Mnz49fe9738ueq0ZM7xIj1vsyb968hX7nRV7L1Upla2trS52dnalcKqVSd6lf7+kulRb63V+xjOx3uf/LGozK8qINYvvKS5tVQ9lajzZ7VWy7sZ+qhyXF3cHsT7tL3Sl1d9fkM0v/3Y9Vfi/8ZHfqGMA+rpUsrS6XWC/VyEFdNss+ox7bwWDarVnqpdk0ul6arZ80S700g3rG3XrE3iK2Yb3KWNkuI7bGlfr1VInfi9suW70d+1OXtfouU3l/V1fXkHyHibKNGjWq3/1kMOVcWj9pFq3eX/tDGZsj9g44Wd5bvecOP+igg9LHP/7xNG7cuOzv9ddfP5uz/CMf+Ui67777BjyKvWLBggVp2rRpS3zNzJkzUx7ltVytULYI4nHz23ldXemlAX5xjYA8EC/Pf/Wqj5dfnj/gZVVjXterN92dMWPGgAJXs7fZYChb69FmKY0YMaIuddufuFvN/jT2jaUa7+P62t+2j+lKY6rYx7WC/tblQOPQ4uSpLhu9z6jndjCYdmt0vTSrRtVLs/aTiqL3l3rF3XrE3iK3Ya3L2Hu7rOcJjdA14tX4vbTtslXbcSB1OdjvMqOWHZVK5VKWwB5KMaPDQPpJNeXsbz9pFq3aXwdCGRsbeweVLK+3GDleSZRXrLfeetnvWbNmVZ0sjznS11133T6fix1DdMq42WjsePMir+VqpbJVzl51jhqVxozu3wiCGFEewS4CcscArqQYOWLkq79HjkhjRo9O9RZlCmuvvXa/R5a3QptVQ9lajzZ7VdxQu16WFHcHsz/NDlZqtI8r9drfvubKtQHu41rJ0upyifVSjRzUZbPsM+qxHQym3ZqlXppNo+ul2fpJs9RLM6hn3K1H7C1iG9arjL23y9F13i5HLWW7bPV27E9d1uq7zLhlxqX2tvZ0yV8vSY+/+P/fa69eNll5k/ShDT6URo3sXz8ZTDmX1k+aRav31/5QxuaIvU2dLD/66KPTU089lS677LKex2JEeRhM4I8d6tJ2NrHh1TtwNUJey9VKZWtrb0/tHQMLXh0DfE8sI/vdNvBlVaOyvIEGrFZps2ooW+spepvV81Lw/sTdanS0d6TU8eqVLbUSBxcdi35mLKeKfVwrWVpd9lkv1chRXTbLPqMe28Fg2q1Z6qXZNLpemq2fNEu9NFI9427l84eibovQhvUqY81i61KW0Z/tstXbsT91Odj6rtTlv+f+O/3rpX+lelt92dWz323tbQNa72rK2d9+0ixavb/2hzI2NvbWP4s2CLvssku69dZb04UXXpjNV37TTTel448/Pu22225pwoQJjV49AAAAAAByoqlHlr/jHe9I5513XpoyZUr61re+lZZddtm0++67p8MOO6zRqwYAAAAAQI40VbL8jDPOeM1j7373u7MfAAAAAACol6aehgUAAAAAAIaCZDlAjW8YETfjqPdNmwAAAADI8TQsMNRKpXJqb5fUpHb9JBLlEydO1C8BAAAAWoxkOYUWCdALbpieHn9uXt2Xtdkay6ePbbNm3ZdDY/tJuVRK87q6UueoUamtfeAX76w+rjMdutN6Va4pAAAAANWSLKfwIgE685mX6l4P45fvLHxdF6GflLpL6aW5c9OY0d2pvcNMVwAAAACtQiYHAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwYcm1tbamzszP7DQAAAADNYFijVwBofWM7h6dSqZza2/uX/I5E+cSJEwe1zIEsDwAAAACWRrIcGLQxI4dliesLbpieHn9u3lJfXy6V0ryurtQ5alRqax/4BS6rj+tMh+60XpVrCwAAAACvJVkO1Ewkymc+89JSX1fqLqWX5s5NY0Z3p/YOs0EBAAAA0HiyVAAAAAAAFJ5kOQAAAAAAhSdZDgAAAABA4UmWAwAAAABQeJLlAAAAAEDTamtrS52dndlvqKdhdf10AAAAAKApjR0xNpXKpdTeNnTjaatZXiTKJ06cOGTLo7gkywEAAACggEYPH50lkqfcOyU98eITdV/exitvnPZcb88BL69UKqWurq40atSo1N7e/8T3+GXGp0mbTKpybSkiyXIAAAAAKLBIXD/6wqN1X85qY1arannd3d1p7ty5afTo0amjo6OOa0jRuQYBAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAACgYNra2lJnZ2f2G4BXDfvvbwAAqK/OcSmVSim1D9F4jaFcFgA0mbEjxqZSuZTa2/qOhZEonzhxYk2XuaTlAbQCyXIAAIbGiDGvJq9vPjul2Y/Vd1nLr5HSDkfWdxkA0MRGDx+dJa6n3DslPfHiE695vlQqpa6urjRq1KjUXoOTyxuvvHHac709F7u8WqssDyC3yfJLLrkk/fGPf0yXX355z2PTpk1Lp512Wvrb3/6WVlhhhbTffvulfffdt6HrCQDAIESi/NmHVSEADIFIXD/6wqOveby7uzvNnTs3jR49OnV0dAx6OauNWW2Jy6u1yvIAaqlpro258sor03nnnbfQY88991zaf//905prrpmuvvrqdMghh6Szzz47+zcAAAAAAORmZPmTTz6ZvvzlL6c///nPaa211lrouauuuioNHz48nXzyyWnYsGFpwoQJ6ZFHHklTpkxJe+7pUhsAAAAAAHIysvzvf/97lhD/v//7v7Tpppsu9Nydd96ZttlmmyxRXrHtttummTNnpqeffroBawsAAAAAQB41fGT5TjvtlP30ZdasWWn99ddf6LFVVlkl+/3vf/87rbTSSkOyjgAAAAAA5FvDk+VLEndlHjFixEKPjRw5Mvv98ssvV/255XI5u4lFX+bNm7fQ72bU1tY24PfMnz8/dXZ2Zr+reX/UWbOqts2iHqJOyqVSKnWXUr3FcrLf5f4vr/u/76n8rueyBmOgy6u2XIsuL9q83n1zoP2klco2UK2wf6xGXss10LJFf6smPgw27g5mu+wudcedqWrymaX/bnuV3ws/2Z06mnS7rHddLrFeqvHfuuwu167tlrasWrdbs+wz6rEdDKYum6Vemk2j66XZ+kmz1EszqGfcrUfsLWIb1quMle0yYmvcYLOeKvG7XCr3uaxax/mlLa/W+rO8WpWxGctWq3I2e9kGW8bK61vhu7x9a3PE3qZOlo8aNSpL7vZWSZLH3ZqrtWDBgjRt2rQlviamemlGMWXNxDe9KQ0b4J2qIxgvv/zyVS3zle7udP/f/57VWzMbaJtFnUycODHN6+pKL9Xxi2TFy/Nf7bsvvzx/wMuLE0dDtaxqVLu8gZarYl7Xq/1/xowZdf+CXm0/aYWyVatZ94+DlddyDaRsi56grpX+xN1qtsvYzko13sf1te22j+lKY5p8u6x3XVa7T1vUsDh5Hyfxu+anV+ocn+rdbo3eZ9RzOxhMXTa6XppVo+qlWftJRdH7S73ibj1ib5HbsNZl7L1d1vOERqjkU+J4be4QxPn+Lq9WBrK8wZaxmcs22HK2StmqLWPXiFdf30rf5e1bGxt7mzpZvuqqq6annnpqoccqf7/uda8bVMJ53XXX7fO52HCiU8bNRiOINZs4AxKJ8q9f/2B6/Ln+71RilGvskKJTdLT3f6r61ceNTp/bef203nrrNe0ZuGrbrHI2qXPUqDRmdP3Pno4c8epVESNHjkhj+nmyJ9otAkGcOBpIu1WzrMEY6PKqLVdFtFlYe+21h2Rk+UD6SSuVbaCaff9YrbyWa6Ble+ihh+q2HkuKu4PZLmM7SzXax5V6bbvti267Tbxd1rsul1gv1fjvl9MRo0akEfWOT3Vqt2bZZ9RjOxhMXTZLvTSbRtdLs/WTZqmXZlDPuFuP2FvENqxXGXtvl4MZBDiQpFAcr40egji/tOXVWn+WV6syNmPZalXOZi/bYMs4qoW+y9u3Nkfsbepk+dZbb51+8IMfZJdldPx3JPVtt92WdfAVV1xxUMFpaRtkBMOh2ElU64nnu9Ijz/X/jFhMHxGjYiOR2d7R/51K2393QK3wBajaNosyDqROqlWpy7a2gS8vkq7VtFs1y6pGtcsbaLka2S8H2k9aqWwD1ez7x2rltVz9LVs9LwXvT9ytRkd7R0oDvNJqaeKLd+U7x///YEfTb5f1rss+66Ua/63Ljrbat93illWvdmuWfUY9toPB1GWz1EuzaXS9NFs/aZZ6aaR6xt3K5w9F3RahDetVxprF1qUsI7S1ty1xWbVal/4ur1YGsrzBlrGZy7bo+wa6fq1Stt7vH2idtNp3efvWxsbe+mfRBmHPPfdML774YjrhhBOy7P8111yTLrvssjR58uRGrxoAAAAAADnS1MnyGD1+6aWXZvMK7bHHHunCCy9MRx99dPZvAAAAAAColaaahuWMM854zWObbLJJ+uEPf9iQ9QEAAAAAoBiaemQ5AAAAAAAMBclyAAAAAADqfpPNuIFpvW90nZtpWGg+YzuHp1KpnNrbh6YTD+WyaF1D3S8BAAAAiq5ULqX2turHXkeifOLEiUOyrGpJlrNEY0YOyxKSF9wwPT3+3Ly61tbq4zrToTutp0Voqn652RrLp49ts6ZWAQAAAAqtva09Tbl3SnrixSeqen+pVEpdXV1p1KhRqb198Ynw8cuMT5M2mZQaQbKcfomE5MxnXlJbFK5fjl++s66fDwAAANAqnnjxifToC49W9d7u7u40d+7cNHr06NTR0ZGakTnLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMtpeW1tbamzszP7DQAAAABQjWFVvQvqYGzn8FQqlVN7+8CS3pEonzhxojYBAAAAAKomWU7TGDNyWJYov+CG6enx5+b1+33lUinN6+pKnaNGpbb2/l8ssdkay6ePbbNmlWsLAAAAAOSJZDlNJxLlM595qd+vL3WX0ktz56Yxo7tTe0f/k+Xjl++scg0BAAAAgLwxZzkAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiS5QAAAAAAFJ5kOQAAAEOmra0tdXZ2Zr8BAJrJsEavAAAAwEJKpZTa2/O3rDzrHNfvuoxE+cSJEwe/TG0HANSYZDkAANBcIuF689kpzX6svstZfo2UdjiyvssoihFj+t1u3aXu1NXVlUaNGpU62juqW562AwDqQLIcAABoPpFwffbhRq8F9Wi37u5Umjs3pdGjU+qoMlkOAFAHrjcEAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAalra0tdXZ2Zr+B/LPNA5BXwxq9AnlQKpVTe7sDA2DwxnYOH/J9in0YAEvUOS6CRUrtix9nE4nyiRMnqkjIsVK5lNrb2odkm++9LAAYSpLlNRBJrQtumJ4ef25eqrfN1lg+fWybNeu+HKAxxowcNqT7lNXHdaZDd1qv7ssBoIWNGPNqovzms1Oa/VifL+kudaeurq40atSo1NHeMbjlvX7LlLbYd3CfAdRcJK+n3DslPfHiE6lUKvVs8+1LOJFWjfHLjE+TNplU088EgP6SLK+RSGrNfOalVG/jl++s+zKA4uxTAKDfIlH+7MN9P9fdnUpz56Y0enRKHYNMlo99vUaBJhWJ8kdfeDR1d3enuXPnptGjR6eOwW7zANBEWiJZ/uSTT6YddtjhNY+ffvrp6YMf/GBD1gkAAAAAgPxoiWT5P/7xjzRy5Mh0/fXXL3TToGWXXbah6wUAAAAAQD60RLL8wQcfTGuttVZaZZVVGr0qAAAAAADkUEvcXvqBBx5IEyZMaPRqAAAAAACQUy0zsnzcuHHpE5/4RJoxY0Z6wxvekA466KA+5zHvj3K5nN2MpC/z5s1b6PfSxLQwnZ2dqVwqpVJ3KdVbLCf7XR7Y8rr/+77K73ovrxp5Llu1y8tr2aotV7XLG4w8l6338mKfF/vGJRno/rFV5LVcAy1btH/vqc5qaUlxtxqV2Ntd6s5uKlgLpf9uC5XfCz/ZnTr6uZ20mqXV5RLrpRr/rcvucu3abmnLqnW7Ncs+ox7bwWDaraZ9JQf9pFn6S7P1k5r2lxbfN9cz7tYz9kabxc09ax4feql8ZqPbtl7b76J1WU+VuiyXyn0uq9btuLTl1Vp/llerMjZj2WpVzmYv22DLWHl9V1fXkO1Tql1Oo783DMX+q9TPdqxHLOhv7G36ZPkrr7yS/vnPf6Z11103HXvssWmZZZZJv/jFL9KkSZPSd7/73bTddtsN+DMXLFiQpk2btsTXzJw5s1+fFZ1k4sSJaV5XV3qphl9GFufl+S+/+vvl+VUtL3YOQ7m8oVxWM5dtsMvLa9kGWq7BLm8ol9UKZQvzuuIwM2UnIvsbkPu7f2w1eS3XQMo2YsSIuiy/P3F3ICqxN7azUo23k7623fYxXWnMALeTVtHfuqx2n7aoYfPnp86U0vyu+emVOu/j6t1ujd5n1HM7GEy71aKv5KmfNLq/NGs/qUV/ycO+uV5xt96xt3cSvlbxobeuEa9+ZrO0ba2338XVZT3Mnz+/5xhjScuqVTv2d3m1MpDlDbaMzVy2wZazVcpWbRlHLTsqlcqlNGrUqDQUXul+Jd3/9/uz/XCrfs8civ3X0tqxXrGgP7G36ZPlw4YNS3/+859TR0dHT8feaKON0vTp09O3v/3tqpLlw4cPz5LvfYkGiE4Zc6RHJ1iayhmJzlGj0pjR9T8DN3LEyFd/jxyRxowe3e/3xSjX6IhRhx3t7XVfXjXyXLZql5fXslVbrmqXNxh5Lltl3xXWXnvtfo0sH8j+sVXktVwDLdtDDz1Ut/VYUtytRiX2Zt8LarSdlHptu+2LbrsD2E5azdLqcon1Uo3/fjkdMWpEGlHvfVyd2q1Z9hn12A4G02417Ss56CfN0l+arZ/UtL+0+L65nnG33rF39OjRtY8PvYxqkrat1/a7aF3WUyUpFMcYfS2r1u24tOXVWn+WV6syNmPZalXOZi/bYMs4bplxqb2tPV3y10vS4y8+nupp/DLj04GbHZjWW2+9qvZfjf7eMBT7r1I/27EesaC/sbfpk+VhzJgYM7Cw6Hh//OMfq27cpTVqdMqBNHxbe3tq76j/FPCxnOx3W3XLi+TdQN432OUNRJ7LNtjl5bVsAy3XYJdXjTyXrffyBhKIB7p/bBV5LVd/y1bPS8H7E3er0dHekVLHq1dH1Ep8YYsT9As/+OrfzfiFdajqss96qcZ/67KjrfZtt7hl1avdmmWfUY/tYDDtVpO+kqN+0iz9pdn6SU36S4vvm+sZdyufX48+t2ib1Sw+LLKMZmrbem2/9ai7vpYR2trblrisWq1Lf5dXKwNZ3mDL2MxlW/R9A12/Vilb7/cPtE7Cv+f+O/3rpX+leqrV/qvR3xuWphb7jKV9Rj1iQX9jb9Pf4DNGkG+xxRbZ6PLe/va3v9X0TDkAAAAAAMXV9MnyCRMmpHXWWSedfPLJ6c4770wPP/xwOv3009Nf//rX7CafAAAAAAAwWE0/DUsMu7/44ovTOeeckw477LA0Z86cbDL5uLnn+uuv3+jVAwAAAAAgB5o+WR5WWmmlbDQ5AAAAAAAUchoWAABoFnFjoLjRUL1vzkc+6C8AAK2lJUaWA5APpVI5tbe35XZ5QBPpHBc7gZjTr7Yf29mZTQnYp1J3Su0dNV0erdlPlthf6rg8yIOxI8amUrmU2tuGbjsZ6uUB0LwkywEYMpG4vuCG6enx5+bVfVmrj+tMh+60Xt2XAzSpEWNeTUjefHZKsx+r2cd2l7pTV1dXGjVqVOronRh//ZYpbbFvzZe3WJXl0ZT9ZLH9Zfk1UtrhyJovB/Jk9PDRWeJ6yr1T0hMvPlH35Y1fZnyatMmkui8HgNYgWQ7AkIpE+cxnXlLrwNCIBOizD9fu87q7U2nu3JRGj06po1eyfOzr67O8xaksj9qoV7strr8ASxWJ8kdfeFRNATCkXGcEAAAAAEDhSZYDAAAAAFB4kuUAAAAAABSeZDkAAAAAAIUnWQ5Av7S1taXOzs7sNwAAAFA7jrmbw7BGrwAAjTO2c3gqlcqpvX3pCfBIlE+cOHFI1qsV9bceW3V5hdY5Lio8pfYhGmNQ6k6pvWNolgXke38CAAyZsSPGplK5lNrbqovz1RxzD2Z59E2yHKDAxowcliVcL7hhenr8uXlLfG25VErzurpS56hRqa2Kg/zN1lg+fWybNVNe9bcea2H1cZ3p0J3Wq/ty+K8RY15NbN18dkqzH6tvtbx+y5S22HdoltV7eUD+9ifBNg4AQ2b08NFZ4nrKvVPSEy8+MeD3l0ql1NXVlUaNGpXa+3HMPX6Z8WnSJpOqXFsWR7IcgCzBO/OZl5ZYE6XuUnpp7tw0ZnR3au8YeLJ8/PKdua/p/tQjLSwSW88+XN9ljH390C2r9/KAoWUbB4DcikT5oy88OuD3dXd3p7lz56bRo0enjg5XmjaKcfoAAAAAABSeZDkAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiS5QAUWltbW+rs7Mx+AwCA74gAxTWs0SsAAPUwtnN4KpXKqb19yUnwSJRPnDhRIwBAK+kcl1KplFL7EI7/GurlMSTGjhibSuVSam9buG19RwQoJslyAHJpzMhhWaL8ghump8efm7fY15VLpTSvqyt1jhqV2qo8AN5sjeXTx7ZZcxBrCwAMyIgxryaubz47pdmP1b/yll8jpR2OrP9yGHKjh4/OEuVT7p2SnnjxiZ7HS6VS6urqSqNGjUrtNTxJsvHKG6c919uzZp8HQG1JlgOQa5Eon/nMS4t9vtRdSi/NnZvGjO5O7R3VHQiNX75zEGsIAFQtEuXPPqwCGbRIlD/6wqM9f3d3d6e5c+em0aNHp46OjprV8GpjVqvZZwFQe64hAwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAAFrI2BFjU6lcavRq5M6wRq8AAAAAAAD9N3r46NTe1p6m3DslPfHiE3Wvuo1X3jjtud6eKe8kywEAAAAAWlAkyh994dG6L2e1MaulImiJaVhKpVL6+te/nrbffvu02Wabpc985jPpsccea/RqAQAAAACQEy2RLP/mN7+Zpk6dmk455ZT0gx/8IEuef/rTn07z589v9KoBAAAAAJADTZ8sj4T4d77znfS5z30u7bjjjmnDDTdMX/va19KsWbPSb37zm0avHgAAAAAAOdD0yfJ//OMf6aWXXkrbbbddz2PLLbdcmjhxYrrjjjsaum4AAAAAAORDW7lcLqcmFqPHDz300HTPPfekUaNG9Tz++c9/PnV1daVLLrlkQJ939913pyjy8OHD+3w+nnvllVfSsGHDUltbW78+M143Z96C9Eqp/lU5Ylh7WmbksKqWF2Xrb5lqsbyBynPZBrO8vJatmnINZnnVynPZqlleXss2mHINdFm1MKy9LS3XOTxb7yUZSExbsGBB9potttiipuu6tLhbraw8Xc+nVHqlNh9Yjv/KqS21pfhvIR0jUxq5TG2XtzhDuaz+LG9J9VKP5dVSvZa1uDpptrYb6mXVsq80W9kGY9F6KXo/qWV/Geq6bB+W0qixS429/VWvuFvv2Dtn/pzUXequyfenxRnRMSKNGT4mvTD/hfTKELTtkpZXjzIOZfn6s6xalrGZ2q7WZWzWstWinK1QtkHlR5psm6tlGVup7QZaxo72jrTciOVqFncHEnuHpSY3b9687PeIESMWenzkyJHp+eefH/DnVRpjcY0Sjy+6rP6IpMVQyvPy8ly2oV5enss21MvLc9mGennKVjtL+4IxkJgWr63HAe/S4u6gjBpb049rG+LlNc2ylrK8OrRcy9dlW4u03VAvqy3HZRuMPuulwP2k5v1liOuyVvGsXnG38tm9f9dSJC6GyrIjlh2yZeV9eXku21AvT9nUZdH7yVAvr5axrL+xt+mT5ZXR5DF3ee+R5S+//HLq7Owc8OdtvvnmNV0/AEDcBYBm4ZgXAHI8Z/lqq62W/X7qqacWejz+ft3rXtegtQIAAAAAIE+aPlm+4YYbpmWWWSb9+c9/7nlszpw56f77709bb711Q9cNAAAAAIB8aPppWGKu1b333judffbZaYUVVkirr756Ouuss9Kqq66a3vWudzV69QAAAAAAyIGmT5aHz33uc+mVV15JX/ziF1NXV1c2ovzb3/52ze/uDQAAAABAMbWVy+Vyo1cCAAAAAAAaqennLAcAAAAAgHqTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8AqbLJ89e3b60pe+lHbYYYe0xRZbpL322ivdeeedPc/feuut6YMf/GDadNNN06677pp+8YtfpFbxzDPPpKOOOiptu+22afPNN0+TJk1KDz/8cM/z06ZNS3vvvXfabLPN0k477ZS+//3vN3R9qzFjxoysbNdcc00uyvXkk0+mDTbY4DU/lfK1ctl++tOfpve85z1p4403Tu9973vTr371q57n/vWvf6XJkydn2+Bb3/rWdN5556Xu7u7U7P785z/32V7x8453vKOlyxZeeeWVdP7556e3v/3t2Xb2iU98Iv31r3/teb5V++OLL76YvvzlL2ftsc0226Qjjzwy21+2+n7/kksuSfvss89Cjy2tjUqlUvr617+ett9+++w1n/nMZ9Jjjz2WiqAIMXIw8hZfByvP8Xkw8hjbByPv3wsGI6/fKYokz8fNRf1ukOdYX5S4nec4XJSYWpT4+GKrHoOXC2r//fcv77bbbuU77rij/M9//rP8v//7v+VNNtmk/PDDD5cfeuih8sYbb1w+99xzs39feuml5YkTJ5b/9Kc/lVvBRz/60fKHP/zh8j333JOt/6GHHlp+61vfWp47d2752WefLf/P//xP+bjjjsue+/GPf5yVNX63ivnz55c/+MEPltdff/3y1VdfnT3W6uW68cYbs/V98skny0899VTPz7x581q6bD/96U+zbeeKK64oP/LII+VvfvOb5Q033LB89913Z+34rne9qzxp0qTyAw88UP7tb39b3mabbcrnn39+udm9/PLLC7VT/PzmN78pb7DBBlm7tHLZwte//vXyW97ylvIf/vCH8syZM8snnHBCecstt8z6Zyv3x0996lPlt73tbdn29uCDD5YPPvjg8nve856sPVt1vx/bVmxTe++9d89j/WmjCy64IHvN73//+/K0adOyuok+G3WRd3mPkYORx/g6WHmNz4OR19g+GHn/XjAYef1OUSR5Pm4u4neDvMf6IsTtvMfhosTUosTHT7XoMXghk+XRESM43HnnnT2PlUql8s4771w+77zzyieeeGL5Qx/60ELvOeKII7JGbnazZ8/O1jV2GhWRCInyRvC/+OKLs8C/YMGCnufPOeecbGfTKmJ9991334UCfKuXa8qUKeXdd9+9z+datWyxTb397W8vn3HGGQs9HttRlOnaa68tb7TRRlmfrfjBD35Q3mKLLVouYffSSy9lZT322GOzv1u9bO973/vKp59+es/fL7zwQra9XXfddS3bH++///6sDDfddFPPYy+++GJ5q622Kl9zzTUtt9+fNWtWefLkyeXNNtusvOuuuy6ULF9aG0Uf3HzzzctXXnllz/PPP/98duAbfTfPihAjByOP8XWw8hifB6NIsX0w8va9YDDy+J2iSPJ83FzU7wZ5j/V5j9tFjMN5jalFiI/3t/AxeCGnYRk3blyaMmVKdslKRVtbW/YzZ86c7LKy7bbbbqH3xCVZd911V5xcSM1s7Nix6Zxzzknrr79+9vezzz6bLrvssrTqqqumddddNytbXPowbNiwhco2c+bM9PTTT6dmd8cdd6Qf/vCH6Ywzzljo8VYv1wMPPJAmTJjQ53OtWra4vO/xxx9Pu++++0KPf/vb384umYpyvelNb8r6bO9yxWU6cclRK7n44ovTvHnz0jHHHJP93eplW3HFFdPvf//77PK2uJwttrkRI0akDTfcsGX7Y6xf2GqrrXoeGzNmTHrDG96Qbr/99pbb7//9739Pw4cPT//3f/+XXbLW29La6B//+Ed66aWXFirvcsstlyZOnJjtY/Ms7zFyMPIaXwcrj/F5MIoU2wcjb98LBiOP3ymKJM/HzUX8blCEWJ/3uF3EOJzXmFqE+DizhY/BC5ksj6TA2972tqwjVlx33XXpkUceyeZvnTVrVhYce1tllVWyDfS5555LreLEE0/MOl7M+XPaaael0aNHL7Zs4d///ndqZvGF7Oijj05f/OIX02qrrbbQc61crvDggw9mX8xinqo3v/nN2VyAN998c0uXLQJ5mDt3bjrggAOyvvjhD3843XDDDS1drkVVvlAfeOCBafnll89F2U444YQsERtzwsXB0de+9rVsfus111yzZcvW1zrGl5IoT7Rhq+33Y966Cy64IK2xxhqveW5pbRTPh0X3o/GaynNFkLcYORh5jq+Dlcf4PBhFie2DkcfvBYORx+8URVKU4+YifDcoSqzPe9wuWhzOc0wtQnxcpYWPwQuZLF/U3XffnY477rj0rne9K+24446pq6troS8EofL3/PnzU6v45Cc/ma6++uq02267pUMOOSQbidhX2UaOHJn9fvnll1MzO+mkk7IbHyx6FjW0crnixg7//Oc/0/PPP58OPfTQbPRG3MQhbiwTNzto1bLFmd0QZ4CjD37nO99Jb3nLW9LBBx/c0uVa1NSpU9Oyyy6bPvrRj/Y81uple+ihh7IyfeMb38jOcMcNN+JGHHGmvlXLFl9A1llnnezmInHjnyhHjCKKILxgwYLc7PfD0toovnyEvl7TzG1Ya3mLkYOR1/g6WHmNz4NRlNg+GHn8XjAYefxOUWR5PW4uwneDIsT6IsTtosXhPMfUIsTHjVv4GPz/H9NfUNdff33WIeMuumeffXZPJ1y0YSp/d3Z2plYRl42FOCt+zz33pCuuuCKNGjXqNWWrbGxx5ryZ7/Ycl2hce+21fT7fquUKcWlN3PG5o6MjK0fYaKON0vTp07PLqVq1bHGWNMQZ7z322CP79xvf+MZ0//33p+9+97stW66++uYHPvCBnrYLrVy2OOv7hS98ITuDX7lcKoJcBPMYydyqZYuge+GFF2YjanbYYYesf8bBQtx9vL29PTf7/bC0Nqr01XhN734br2m1sg5GnmLkYOQ5vg5WXuPzYBQltg9G3r4XDEZev1MUVZ6Pm/P+3aAosb4IcbtocTivMbUo8XFECx+DF3pkeQS/OOMYDRXzIFXO1MRlSU899dRCr42/o1PGmZ9mFpcyxGVjcVa1IjphBP4oQ1zi0FfZwute97rUrOIM/zPPPJONYIgz4vET4gzVpz/96ZYtV+95m3oHgLDeeutlZ99atWyVdavM/1cRfTHm5WrVcvUWcz8/9thjrxmh0cpliwODOMvbe27KEPNixyW3rVy2mL8w9iXxJfq2225Lp59+enbpV1zq1sr7/UUtrY0ql9729Zpmb8PBymuMHIy8x9fBymN8HowixPbByOP3gsHI83eKosnjcXORvhsUKdbnPW4XKQ7nOaYWKT5OaNFj8MImy+NyjlNOOSWby+rcc89daOh/nNmJyeZ7i0aNs+gROJtZTPZ/xBFHZJfgVMRGGGcao5NuvfXW2WT5MU9Q77Ktvfba2Q0GmlWMXvjlL3+ZnVms/ITPfe5z2Zn/Vi1XiDPd0bdi59Hb3/72tyzotWrZ4qYb8WUlAsGi88jFjjHKFf2ycilZpVzxnripRSuIERrRBouubyuXrTJnWNwcZ9F2W2uttVq2P0Zb7L333tmXrpjvbplllsm+UEY7xaWLrbzfX9TS2ij6YJS/9z4n5rGMuoj35lleY+Rg5Dm+DlZe4/NgFCG2D0YevxcMRl6/UxRNXo+bi/TdoCixvghxu0hxOM8xtSjx8cVWPgYvF9A///nP8pve9KbyIYccUn7qqacW+pkzZ075wQcfzJ4/66yzyg899FD529/+dnnixInlP/3pT+VW8OlPf7r8rne9q3z77beXH3jggfIRRxxR3nrrrcuPP/54+emnn87+fcwxx5SnT59evvrqq8sbb7xx+Zprrim3mvXXXz9b/9DK5eru7i7vueee5fe85z3lO+64I+tzX/nKV8obbbRR1n6tXLZvfOMb5c0337x87bXXlh955JHyN7/5zfKGG25Yvu2228pdXV3lnXfeuXzAAQeUp02bVv7tb39b3mabbcoXXHBBuVUcd9xx5f322+81j7dy2aI/7rXXXuVdd921fOutt5ZnzJhR/trXvlZ+4xvfWP7rX//a0v3x4x//eHnvvffO9vH33ntvebfddivvv//+2XOtvN+PtohyVfSnjc4999ysT15//fVZH/3Upz6VxY358+eX864oMXIw8hJfByvP8Xkw8h7bByOP3wsGI8/fKYoi78fNRf5ukMdYX5S4XZQ4nOeYWqT4+PEWPQYvZLL8oosuyoJDXz/RGcNNN92UNWLsWKMD/+IXvyi3ivji8uUvf7n8lre8pbzJJptkSZDohBX33HNP+SMf+UhWtre//e3lyy+/vNzqAb7Vy/Wf//ynfOyxx2ZtFjvBj370o1mAz0PZvvOd75R32mmnbCf4vve9LwtmFTNnzsx2lFHmt771reXzzjsvCxyt9MX6sMMO6/O5Vi7b7NmzyyeddFJ5xx13zL6IRX/885//3PL9cdasWdnB3pZbblnebrvtsv3kiy++2PN8q+73F02W96eNXnnllfKZZ55Z3nbbbcubbbZZ+TOf+Uz5scceKxdBUWLkYOQpvg5WnuPzYOQ5tg9GXr8XDEZev1MURd6Pm4v83SCvsb4ocbsIcTjvMbUo8XFWix6Dt8X/Gju2HQAAAAAAGqs1JhIDAAAAAIA6kiwHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyYEj97ne/SxtssEG64IILeh57+OGH0yabbJKOP/54rQEA4i4AtCzHvNDa2srlcrnRKwEUy1FHHZV+9atfpZ/97GfpDW94Q/roRz+a5syZk37605+mMWPGNHr1ACBXxF0AEHuB/pEsB4bc888/n3bbbbe0zjrrpG233TYbZT516tS02WabaQ0AEHcBoKU55oXWJVkONMSNN96YJk+enNrb29PBBx+cDj30UC0BAOIuAOSCY15oTeYsBxrizW9+c1pllVVSqVRKb3/727UCAIi7AJAbjnmhNUmWAw1x4YUXptmzZ2dTsXzxi19MCxYs0BIAIO4CQC445oXWJFkODLl77703XXrppemggw5KZ511VnrwwQfTRRddpCUAQNwFgJbnmBdalznLgSE1f/789IEPfCB1dHSka665Jg0fPjx95StfSVdeeWX60Y9+lCZOnKhFAEDcBYCW5JgXWpuR5cCQOu+889KMGTPSKaeckiXKw2GHHZbNX37MMcdkXywAAHEXAFqRY15obUaWAwAAAABQeEaWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOAAAAAEDhSZYDAAAAAFB4kuUAAAAAABSeZDkAAAAAAIUnWQ4AAAAAQOFJlgMAAAAAUHiS5QAAAAAAFJ5kOQAAAAAAhSdZDgAAAABA4UmWAwAAAABQeJLlAAAAAAAUnmQ5AAAAAACFJ1kOAAAAAEDhSZYDAAAAAFB4kuUAAAAAABSeZDkAAAAAAIUnWQ4AAE2oVCo1ehUAAKBQJMuBHn/+85/TBhtskP385z//yR479thjs78POOAANQUAQ+T6669P+++/v/oGoLB22mmn7Fh0ypQpNfm8Cy64IPu8XXfdteexffbZJ3vsS1/6Uk2WAbQ+yXJgicaOHZte97rXpRVWWEFNAcAQuPLKK9MhhxySHnvsMfUNAABDaNhQLgxoPccdd1z2AwAMjZdeeklVAwBAAxhZDgX1yiuvpK997WvprW99a9p0003TwQcfnJ566qnXvK6vaVgqU7Xcfffd6cQTT0xbb7112nLLLbOk+ty5cxd6/5133pk+/elPZ6/ZbLPN0sc+9rF0ww03pKF24IEHZusc69Lb6aefnj3+wQ9+cMjXCYDimTlzZvr85z+ftt9++7TxxhunHXfcMbv0e/bs2T2XiJ9zzjnZvx9//PEsRl1zzTXZ34888kj63Oc+l97ylrekjTbaKPt95JFHLhS/K5eTf/3rX8/+HbE3XjMU/va3v/V8R7jnnnt6Hn/uuefSm970puzx3//+90OyLgDkx8svv5z+93//Nzvm/J//+Z8sbvY+sdzXVCp//etfe2LSv/71rwEt75Zbbkl77713tqyIozFtS0wFUy6XF7qvSDz2jne8I4vJ8Tti74IFC7Lnv/Od72TL3mqrrdL8+fN73ve73/0uezzeU4n906dPT5MmTUqbb7559hPH3vfdd18aSk8//XRPrP7lL3/Z83h3d3fabrvtssevuOKKIV0naBTJciioU089NV188cXZ3ORtbW3pxhtvzBLfA3HUUUeln/zkJ1nwf/HFF7OD+Ysuuqjn+d/85jdp3333TX/4wx/SvHnzsi8Xf/nLX9JBBx2ULr/88jSUPvShD2W/b7311uygPcT6XHfdddm/99hjjyFdHwCKebC/3377pV//+tdZLFpmmWXSrFmz0g9/+MN06KGHZq+Jx+IndHR0ZFOhdXZ2ZrE25jCPuDVnzpzsNXFge+2116bjjz/+NcuKA/iIueGNb3zjkJQvDvw33HDD7N+/+MUvFpp/PU7Sr7jiitlJAgAYiG9/+9vp//2//5cdv0WCOeJmnDyuh3/84x9p8uTJ6Y477shi78iRI9OMGTOyE9kXXnhhz+tOPvnk7LE4sT1mzJj0xBNPpG984xvpmGOOyZ5///vfn4YPH55eeOGFdPPNN/e8L74DhLe//e1p+eWXz06i77XXXummm27KEvDt7e3pj3/8Y/rEJz6Rpk2blobKSiutlN72tre9Jobffvvt6dlnn83K8t73vnfI1gcaSbIcCigOrq+66qrs3x/5yEfSXXfdlQXkNddcc0CfM3r06Czw33bbbdlZ6BBBPsQXi5NOOik7E73zzjtnQTZGmX/0ox/Nnj/zzDP7HMleLzFyLw7S42A9kvghRr39+9//FvgBGBIPPvhgFndGjRqVjVqLE7g//vGPs5Fya6+9dnbiORLicZAeVl111SzOvvvd787mL19nnXWyhHSchI7YWxlBV0mK9xYH27/61a+ym3dXYu9Q2HPPPXuSAZUReJXEwO67756GDTMLJAADEwnrSODGlc1f+MIXssfi+PXee++teVVGfI7R4VtssUV2/BpxNI5r44rsSBiHSHD/4Ac/yP6OAWPxmjgxPG7cuGw977///uzYM45BQ8TjyjFy5SrrD3zgA9nvSMBHQj1iZCTo4+czn/lMdoI9RqoPpUoMj+8e8Z2k97pHWaJ8UAS+rUIBxZeKSGKHww47LBu5FjfwjMvXvvjFLw4omFZu/LnDDjukv//97z2Xw8UXmWeeeaZnKpdIrIeYqqUyGj0S6x/+8IcX+sw44I/L0wcjlhGJhd7i4DzO7sflcPEFJhIHlYP3OIPuBqYA1FuclI7RZxEr42R1jLLeZpttsquy4obaSzJhwoR06aWXZgfwMdLs5z//ec/VUX3NcR4J+DXWWKMnybCoGJEXl6hXa7XVVstG9i3qfe97XzrrrLPSk08+mSUZ1ltvvSyxH1zFBUA13vOe92RxMHzqU59K3/zmN7Mrl+O4dpNNNqlppVauxorj2Rjd/eY3vzmbUjRi9YgRI7LnIq7FCeEYCR7TfVZUEsxxMnzixInZ1c2//e1vswR5rG88Hq+JY884fq58ViVBHYPMQmXalkjCx3LiSvBFpxKtJLGr1Xu0e0UcF6+88srZ1eeR/I8Efqx/7+Q+FIFkORRQnLmujDqLM94VMYJtIHqfWY5LxENlFFklUR6BffXVV1/odXGJV1ymVnlNb/HFIA6wByO+iPQlvqxEsjzO1seodlOwADCUIiEel5KfffbZ2VVdMTItpiWLkWlxEjdOWC96QFwRB+RxuXeMZIsD7ZiepRJfe8+hWhEHu0sS08AMJt4uboR4XFIeB/sx32n8xJVncVVXTM9SmaIFAAai9zFrxJ9INsf0J5Xj2r5E7KlGJMcjGX3JJZdkA7kqV29FfDv66KOzAWOVucZjAFpfsTSmWAtxUnyVVVbJjj1j2tPKfTt22223nlHqlc96/vnns5/e4mR4lHG55ZZb6PF43WCPmfsSdRtJ8W9961tZDI/vGjEFSxz3V6ZogSKQLIcCikBfOfCOwB0BvHdQr+ZAedGD+0iIVw7g44tMZXRbJLJjGpjFHcjHTVQeeOCBVA8xGiFumBJfeGIamEjYC/wADKWIQ3EAHieHK5dbT506NbtpVowGj9FzfYlR3DGyPGJ2TKUWMS2mY1n0xtUVMdXLktTz3iGRSIiD7DgpHScEglHlAFQrjtsqIkFduQdV5bi2cixaublm71He1YiEcdzUM0ZYR5yOkeFxY864x1dMx1I5jo1jycrI8EpyO64gq4gruCP+Rdz/2c9+ll1xtWhMjM+K8sXUajGSPXR1dWXJ9Hh/X84444zsp14xPJLlf/rTn3quDu+d3IciMGc5FFDc0btyCdkFF1yQfamIBPZll11W02RA5ZLyCORz587NlhNn6SNBEAfxjTg7XZmHLW6IFgR+AIZKXDK91VZbZfEvDvR32WWX9NnPfrZnKrAYvdX7ZHTEzjixHaPjYr7zEAerMdIrTj7/6Ec/6vnseF2ziFF548ePz64gi4PtKE9cyg0A1YjpMysjvOOYNeJjiJPMoXLcGdOyxDFnJNR/+tOfVrWsOHaN4+WYojTic1ydHHOIh/jcGNUdy42rtCOWX3nlldlzf/vb37LpWmJ6lfvuu+81x58xqjxGia+//vrZFC0V8Z4QNzCNuBnLiBHscTwdv4da3EMlyhf1WJnqxQlvikayHAoovkwccMAB2b9jdFocuEdQnzNnTs2WEcn4yuXkMd9ZzMkay4mRcfHY8ccf3zP6fCjFiL3KGfJg7jUAhkpcjh2Xksdot/e+971pu+22S295y1uykWsxOu4d73hH9rrK1VhxEB4H0XEgHjcaC3G1VrwnrsSqTCcWFr10u5EigfDBD37wNeUGgGqPXz/2sY9lCeS4QjjECedIPIeIp+Ghhx7KTkjvtNNOVd+XIwZTRRyL5Hd87rbbbpv22muv7LlIoq+77rpprbXW6kmCn3zyydlxbtyLKxLdcX+SuBl3xRve8IbsWLhi0cRzzHkex6fTp0/vuZdJxPc4Ud6oE81xgqAi6jimVIMikSyHgoqbaMadxGN0WiSv4+7WcXlYLcVNvr73ve9lQb8yp3nl8vOYm7UR4rK4SsIhvuj0/iIDAPW0zDLLZNOtfPzjH89GXkfSPE4cx6XeMRVL3DQzxAnsSAJEzIpR2XEQHQfMEbvj/iIRt+NAPUa/VZLQcdOwZhKxvyJusA0A1TrmmGPSJz/5yezqqkic77333tnNpCvi2DJGf8dI8LjyKpLacY+QasTxYZykjhPYcSI7RrHHSez9998/O46NRHr48pe/nMXlSIbHtCkxnUqMRr/44otfM0VpJSbGtCqLJsDXWWedbHmR5I94H1eKVY6Ze8fSoSSGU3Rt5b7uCASQU3EZe4x2i8vKjjzyyJ5L6gCA2ojDi4ixP//5z7Okxh//+Mee6d8AoEjixHiM1J4xY0Z2MjzmA292cUPxKVOmZCfsY772GGAHReIGn0AhxIi7GJEQ88DFJW0xSiAulQMAamfSpEnpnnvuSbNnz87+3nfffSXKASicuE9XTAcTyfIY7R6jzRd3U+5mETcZjRuZxv3MKleKS5RTRKZhAQohLluv3FU8LsuLM/qVu6cDALWLt3HJelyOHvdHOeigg1QtAIUTV1Qtt9xy2UCtytRpcb+RZo/hcRPSOE6Oq7EjeQ5FZBoWAAAAAAAKz8hyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwhhWtBv7yl7+kcrmc3eQPAHjVggULUltbW9p8883FXQBo0bgbHPMCQPWxt3AjyyNRHj9Len7+/PlLfA3V1bt6rT31qk5bhb7a/PW6tPjYbJ/bCHnsx3ksU17LpUytIY/tlNdyNbpM9YyP9YzpeesHeS9bXsuV57IpV+vRZq2jv/Gx4SPLn3nmmXTGGWekP/zhD+nll19OW2+9dTrmmGPShAkTsue/+MUvph/96EcLvWf11VdPN9xwQ1XLq4wo33jjjft8fu7cuWnatGlp3XXXTaNHj65qGajXoaK/qtNWoa82f73ed999qR6WFndbSR77cR7LlNdyKVNryGM75bVcjS5TveJuPWNvo+usnvJatryWK89lU67Wo81aR39jb8OT5YccckgqlUppypQpacyYMen8889P++23X/rNb36TOjs70wMPPJAOPPDAtPfee/e8p6Ojo6HrDAAAAABAvjR0Gpbnn38+GyV+6qmnpk022SQbTX7wwQenp556Kk2fPj0bGv/QQw+ljTbaKK288so9PyussEIjVxsAAAAAgJxp6MjysWPHpnPOOafn72effTZddtlladVVV80upXn00UezyxnWWWedRq4mAAAAAAA51/BpWCpOPPHEdNVVV6URI0akiy66KJtz6sEHH8yeu/zyy9PNN9+c2tvb0w477JAOP/zwtOyyy1a9rBixHkn4vsybN2+h39SGeq0P9apOW4W+2vz1GrEx7gxeD0uKu60kj/04j2XKa7mUqTXksZ3yWq5Gl6mecbdesbfRdVZPeS1bXsuV57IpV+vRZq2jv7G3rdwktw6O6Va6urrSlVdemX75y1+mqVOnphtvvDFdeOGF6dBDD00777xzNtL8zDPPTK973evS9773vSx5Xs1k7nHHZABgYXHCutY3AxN3AWDo4q7YCwCDi71NM7I8pl0Jp512WrrnnnvSFVdckf374x//eBo3blz23Prrr5/NWf6Rj3wkO/jedNNNq747eGV5fZ0RmjlzZlprrbWyG4xSG+q1PtSrOm0V+mrz12uctK6XJcXdVpLHfpzHMuW1XMrUGvLYTnktV6PLVM+4W6/Y2+g6q6e8li2v5cpz2ZSr9Wiz1tHf2NvQZHnMUX7rrbemXXbZJQ0b9uqqxGjxCOpxk8/4dyVRXrHeeutlv2fNmlV1sjyG3Mc0L0sSO9ulvYaBU6/1oV7VaavQV5u3Xut5KXh/4m4ryWM/zmOZ8louZWoNeWynvJarUWWqZ9ytfH69ypXHfpD3suW1XHkum3K1Hm3W/Pobewc+j0kNPf300+mII47IEuYVCxYsSPfff3+aMGFCOvroo9N+++230HtiRHnIwwg1AAAAAACaQ0OT5TGtStyw89RTT0133HFHdkPPY489Ns2ZMydLkseI80ikx7zlMV/5TTfdlI4//vi02267Zcl0AAAAAACohYbPWX7uueemc845Jx1++OHphRdeSFtttVV2k8/x48dnP+edd16aMmVK+ta3vpWWXXbZtPvuu6fDDjus0asNAAAAAECONDxZHgnwk046Kfvpy7vf/e7sBwAAAAAAcjkNCwAAAAAANAPJcgCg9ZRKQ768/t49HQAAgNbU8GlYAAAGrL09pZvPTmn2Y/WvvOXXSGmHI+u/HAAAABpKshwAaE2RKH/24UavBQAAADlhGhYAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACg8yXIAAAAAAApPshwAAAAAgMKTLAcAAAAAoPAkywEAAAAAKDzJcgAAAAAACk+yHAAAAACAwpMsBwAAAACg8CTLAQAAAAAoPMlyAAAAAAAKT7IcAAAAAIDCkywHAAAAAKDwJMsBAAAAACi8hifLn3nmmXTUUUelbbfdNm2++eZp0qRJ6eGHH+55ftq0aWnvvfdOm222Wdppp53S97///YauLwAAAAAA+dPwZPkhhxySHnnkkTRlypT04x//OI0aNSrtt99+ad68eem5555L+++/f1pzzTXT1Vdfnb327LPPzv4NAAAAAAC1Miw10PPPP59WX331NHny5LT++utnjx188MHp/e9/f5o+fXq69dZb0/Dhw9PJJ5+chg0bliZMmNCTWN9zzz0bueoAAAAAAORIQ0eWjx07Np1zzjk9ifJnn302XXbZZWnVVVdN6667brrzzjvTNttskyXKK2K6lpkzZ6ann366gWsOAAAAAECeNHRkeW8nnnhiuuqqq9KIESPSRRddlEaPHp1mzZrVk0ivWGWVVbLf//73v9NKK61U1bLK5XKaO3dun8/F9C+9f1Mb6rU+1Ks6bRX6avPXa8TGtra2GqzVwOJuNWI9Ozs7U3epO6Xu7lR3pe7UkVJ6+eWXc/cdIa/bZh7LpUytIY/tlNdyNbpM9Yy79Yi9zVBn9ZTXsuW1XHkum3K1nqK1WVsdY9fi4lktP6s/699WruVSB+Ghhx5KXV1d6corr0y//OUv09SpU9Nhhx2Wdtttt/T5z3++53WPPfZY2nnnnbPXbbXVVgNezn333Zfmz59f47UHgNYXJ6w33njjmn5mPeJuJMonTpyYXvrBp1PpP9NTvbWvvF4a87FL0/3335+7L8EA5CvuBse8ANTD8OHD08Q3TUzDOoZm7PUr3a+k+/9+f1qwYMGQxt6mGVke066E0047Ld1zzz3piiuuyG72uegBdmVUV4w8H0zjVpa3qDgIjmle1lprrexgnNpQr/WhXtVpq9BXm79e46R1vSwp7lajMhogviekQXwf6LdYTkpp/Pjx6eGHH87Vd4S8bpt5LJcytYY8tlNey9XoMtUz7tYj9jZDndVTXsuW13LluWzK1XqK1GZ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"text/plain": [
"<Figure size 1500x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 3, figsize=(15, 8), sharey=True)\n",
"\n",
"for col_idx, var in enumerate(['x', 'y']):\n",
" for ax, name, color in zip(axes[col_idx], focus, colors):\n",
" subset = df_focus[df_focus['dataset'] == name]\n",
" sns.histplot(subset[var], ax=ax, color=color, bins=15, kde=False)\n",
" ax.set_title(f'{name} — {var}', fontsize=12, fontweight='bold')\n",
" ax.set_xlabel(var)\n",
"\n",
"fig.suptitle('Histograms — marginal distributions of x and y per dataset',\n",
" fontsize=13, fontweight='bold', y=1.01)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "exploration_md",
"metadata": {},
"source": [
"> **Answer:** Partially. Histograms show the marginal distribution of one variable at a time, so they reveal that the datasets differ along each axis individually. But they lose all information about the *relationship* between x and y — you cannot see the dinosaur or the star from a histogram alone. They reveal more than summary statistics, but less than a scatterplot.\n",
"\n",
"---\n",
"\n",
"### KDE plots\n",
"\n",
"Overlay density curves for the three focus datasets on the same axis."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3cc44f9f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"\n",
"for ax, var in zip(axes, ['x', 'y']):\n",
" sns.kdeplot(data=df_focus, x=var, hue='dataset', ax=ax, fill=True, alpha=0.3, linewidth=1.5)\n",
" ax.set_title(f'KDE of {var} — three focus datasets', fontsize=12, fontweight='bold')\n",
" ax.set_xlabel(var)\n",
"\n",
"fig.suptitle('KDE plots — overlaid density curves per dataset',\n",
" fontsize=13, fontweight='bold')\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "exploration_md",
"metadata": {},
"source": [
"> **Answer:** Same limitation as histograms — KDE plots show the marginal density of one variable at a time. The three curves look somewhat different from each other (especially for y), but you cannot reconstruct the actual shapes from them. The structural difference between dino, star, and bullseye is heavily underrepresented.\n",
"\n",
"---\n",
"\n",
"### Pair plots\n",
"\n",
"Plot all pairwise combinations of variables, coloured by dataset."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "exploration_cell",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 811.375x700 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.pairplot(df_focus, hue='dataset', plot_kws={'alpha': 0.5, 's': 20},\n",
" diag_kind='kde', height=3.5)\n",
"g.figure.suptitle('Pair plot — dino, star, bullseye', fontsize=13,\n",
" fontweight='bold', y=1.01)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "exploration_md",
"metadata": {},
"source": [
"> **Answer:** Yes — the off-diagonal scatter plot (x vs y) fully reveals the structural differences, showing the dinosaur, star, and bullseye shapes clearly. The diagonal KDE plots add the marginal distributions. For a dataset with only two variables the pair plot is essentially a scatter plot with extras, but the pattern scales well to datasets with many variables.\n",
"\n",
"---\n",
"\n",
"### Box plots\n",
"\n",
"Summarise the distribution of `x` and `y` per dataset using box plots."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "exploration_cell",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\sss\\AppData\\Local\\Temp\\ipykernel_58292\\1218167074.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df_focus, x='dataset', y=var, ax=ax,\n",
"C:\\Users\\sss\\AppData\\Local\\Temp\\ipykernel_58292\\1218167074.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df_focus, x='dataset', y=var, ax=ax,\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"\n",
"for ax, var in zip(axes, ['x', 'y']):\n",
" sns.boxplot(data=df_focus, x='dataset', y=var, ax=ax,\n",
" palette='tab10', width=0.5, linewidth=1.2)\n",
" ax.set_title(f'Box plot of {var} per dataset', fontsize=12, fontweight='bold')\n",
" ax.set_xlabel('dataset')\n",
" ax.set_ylabel(var)\n",
"\n",
"fig.suptitle('Box plots — do they reveal the structural differences?',\n",
" fontsize=13, fontweight='bold')\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "exploration_md",
"metadata": {},
"source": [
"> **Answer:** No — and this is the most important result. The three box plots look nearly identical for both x and y: same median, same IQR, same whiskers. Box plots summarise only five statistics per group (min, Q1, median, Q3, max), so they suffer the same blindspot as the summary statistics table. The dinosaur, star, and bullseye are completely invisible. Some chart types hide structure rather than revealing it — and box plots are a prime example."
]
},
{
"cell_type": "markdown",
"id": "3c09cd29",
"metadata": {},
"source": [
"---\n",
"\n",
"## Key Takeaways\n",
"\n",
"- Summary statistics (mean, SD, correlation) can be completely identical across datasets with totally different structure\n",
"- Visualisation is not a finishing step — it is a **diagnostic step** that must happen early\n",
"- Different chart types reveal different aspects: scatterplots show point-level structure, histograms show marginal distributions, box plots summarise spread but can hide shape\n",
"- The small multiples pattern (FacetGrid) is a powerful way to compare many groups at a glance\n",
"\n",
"--> In **Task 2**, you will move to a real-world dataset with real problems — and discover that the \"hard work\" you just did manually can be partially automated."
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}