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VI_Lab_01_EDA/claude/lab02_task1_datasaurus.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lab 02 · Task 1 — Exploratory Data Analysis with Pandas & Seaborn\n",
"\n",
"**Estimated time:** ~30 minutes \n",
"**Dataset:** `datasaurus_dozen.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 deliberately constructed to share *identical* summary statistics while looking completely different when plotted. It was 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",
"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": 1,
"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": 2,
"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>69.62</td>\n",
" <td>48.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>dino</td>\n",
" <td>69.15</td>\n",
" <td>52.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>dino</td>\n",
" <td>69.48</td>\n",
" <td>58.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>dino</td>\n",
" <td>69.74</td>\n",
" <td>56.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>dino</td>\n",
" <td>68.19</td>\n",
" <td>58.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>dino</td>\n",
" <td>67.65</td>\n",
" <td>61.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>dino</td>\n",
" <td>68.17</td>\n",
" <td>67.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>dino</td>\n",
" <td>66.89</td>\n",
" <td>68.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>dino</td>\n",
" <td>65.23</td>\n",
" <td>68.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>dino</td>\n",
" <td>64.93</td>\n",
" <td>73.59</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dataset x y\n",
"0 dino 69.62 48.31\n",
"1 dino 69.15 52.54\n",
"2 dino 69.48 58.04\n",
"3 dino 69.74 56.07\n",
"4 dino 68.19 58.11\n",
"5 dino 67.65 61.52\n",
"6 dino 68.17 67.49\n",
"7 dino 66.89 68.56\n",
"8 dino 65.23 68.87\n",
"9 dino 64.93 73.59"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load the dataset\n",
"df = pd.read_csv('datasaurus_dozen.csv')\n",
"\n",
"# Preview the first rows\n",
"df.head(10)"
]
},
{
"cell_type": "markdown",
"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": 3,
"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": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unique datasets: 13\n",
"\n",
"Rows per dataset:\n",
"dataset\n",
"dino 142\n",
"star 142\n",
"bullseye 142\n",
"circle 142\n",
"x_shape 142\n",
"h_lines 142\n",
"v_lines 142\n",
"dots 142\n",
"slant_up 142\n",
"slant_down 142\n",
"wide_lines 142\n",
"high_lines 142\n",
"away 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",
"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": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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"\n",
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"</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>54.26</td>\n",
" <td>47.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>16.76</td>\n",
" <td>26.95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>19.96</td>\n",
" <td>-36.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>39.75</td>\n",
" <td>22.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>54.43</td>\n",
" <td>48.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>68.21</td>\n",
" <td>72.99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>91.36</td>\n",
" <td>124.08</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y\n",
"count 1846.00 1846.00\n",
"mean 54.26 47.83\n",
"std 16.76 26.95\n",
"min 19.96 -36.50\n",
"25% 39.75 22.02\n",
"50% 54.43 48.68\n",
"75% 68.21 72.99\n",
"max 91.36 124.08"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Summary statistics for the entire dataset\n",
"df[['x', 'y']].describe().round(2)"
]
},
{
"cell_type": "markdown",
"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": 6,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe thead tr th {\n",
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" .dataframe thead tr:last-of-type th {\n",
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"</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>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bullseye</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>circle</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dino</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dots</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>h_lines</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>high_lines</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>slant_down</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>slant_up</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>star</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>v_lines</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wide_lines</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>x_shape</th>\n",
" <td>54.26</td>\n",
" <td>16.82</td>\n",
" <td>47.83</td>\n",
" <td>27.04</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y \n",
" mean std mean std\n",
"dataset \n",
"away 54.26 16.82 47.83 27.04\n",
"bullseye 54.26 16.82 47.83 27.04\n",
"circle 54.26 16.82 47.83 27.04\n",
"dino 54.26 16.82 47.83 27.04\n",
"dots 54.26 16.82 47.83 27.04\n",
"h_lines 54.26 16.82 47.83 27.04\n",
"high_lines 54.26 16.82 47.83 27.04\n",
"slant_down 54.26 16.82 47.83 27.04\n",
"slant_up 54.26 16.82 47.83 27.04\n",
"star 54.26 16.82 47.83 27.04\n",
"v_lines 54.26 16.82 47.83 27.04\n",
"wide_lines 54.26 16.82 47.83 27.04\n",
"x_shape 54.26 16.82 47.83 27.04"
]
},
"execution_count": 6,
"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": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset\n",
"away 0.02\n",
"bullseye 0.12\n",
"circle 0.00\n",
"dino 0.42\n",
"dots 0.58\n",
"h_lines -0.09\n",
"high_lines 0.86\n",
"slant_down -0.65\n",
"slant_up 0.62\n",
"star 0.00\n",
"v_lines 0.08\n",
"wide_lines -0.10\n",
"x_shape 0.01\n",
"Name: corr(x,y), dtype: float64\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\SSS\\AppData\\Local\\Temp\\ipykernel_20604\\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",
"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",
"*(Double-click this cell to write your answer here)*\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 3 — Now Let's 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": 8,
"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",
"metadata": {},
"source": [
"### 3.1 — Individual scatter plots"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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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",
"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": 10,
"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",
"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",
"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": 11,
"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",
"metadata": {},
"source": [
"---\n",
"\n",
"## ✏️ Your Turn — Free Exploration\n",
"\n",
"The cells below are yours. Here are some things to try:\n",
"\n",
"- **Histograms:** Use `sns.histplot()` to plot the distribution of `x` or `y` for two contrasting datasets. Do the distributions look different?\n",
"- **KDE plots:** Try `sns.kdeplot(data=df_focus, x='x', hue='dataset')` to overlay density curves for the three focus groups.\n",
"- **Pair plots:** Use `sns.pairplot(df_focus, hue='dataset')` — what does it add?\n",
"- **Box plots:** Use `sns.boxplot(data=df, x='dataset', y='x')` — can boxplots reveal the structural differences?\n",
"\n",
"> **Key question to keep in mind:** For each plot type you try — does it reveal the structural difference between the datasets, or does it hide it?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Your exploration here\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"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
}