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.
866 lines
386 KiB
Plaintext
866 lines
386 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Lab 01<br>Task 1: Exploratory Data Analysis with Pandas & Seaborn\n",
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"\n",
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"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",
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"\n",
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"Additionally, this simple first task also serves the purpose of getting you acquainted with Jupyter notebooks.\n",
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"\n",
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"**Dataset:** `datasaurus.csv`\n",
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"\n",
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"---\n",
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"\n",
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"### Objectives\n",
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"\n",
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"By the end of this task you will be able to:\n",
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"- Use `pandas` to inspect a dataset's structure, types, and summary statistics\n",
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"- Apply grouped aggregations to compare subsets of data\n",
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"- Use `seaborn` to produce scatter plots that reveal structure invisible to statistics\n",
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"- Articulate *why* visualisation is an essential — not optional — step in data analysis\n",
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"\n",
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"---\n",
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"\n",
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"### Context\n",
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"\n",
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"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",
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"\n",
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"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",
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"\n",
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"---"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Part 1: Load and Inspect the Data\n",
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"\n",
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"Start by importing the libraries you need and loading the dataset."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"# Configure plot style\n",
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"sns.set_theme(style='whitegrid', palette='tab10')\n",
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"plt.rcParams['figure.dpi'] = 100"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>dataset</th>\n",
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" <th>x</th>\n",
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" <th>y</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>dino</td>\n",
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" <td>55.3846</td>\n",
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" <td>97.1795</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>dino</td>\n",
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" <td>51.5385</td>\n",
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" <td>96.0256</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>dino</td>\n",
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" <td>46.1538</td>\n",
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" <td>94.4872</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>dino</td>\n",
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" <td>42.8205</td>\n",
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" <td>91.4103</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>dino</td>\n",
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" <td>40.7692</td>\n",
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" <td>88.3333</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>dino</td>\n",
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" <td>38.7179</td>\n",
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" <td>84.8718</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>dino</td>\n",
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" <td>35.6410</td>\n",
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" <td>79.8718</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>dino</td>\n",
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" <td>33.0769</td>\n",
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" <td>77.5641</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>dino</td>\n",
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" <td>28.9744</td>\n",
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" <td>74.4872</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>dino</td>\n",
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" <td>26.1538</td>\n",
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" <td>71.4103</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" dataset x y\n",
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"0 dino 55.3846 97.1795\n",
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"1 dino 51.5385 96.0256\n",
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"2 dino 46.1538 94.4872\n",
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"3 dino 42.8205 91.4103\n",
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"4 dino 40.7692 88.3333\n",
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"5 dino 38.7179 84.8718\n",
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"6 dino 35.6410 79.8718\n",
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"7 dino 33.0769 77.5641\n",
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"8 dino 28.9744 74.4872\n",
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"9 dino 26.1538 71.4103"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Load the dataset\n",
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"df = pd.read_csv('datasaurus.csv')\n",
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"\n",
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"# Preview the first rows\n",
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"df.head(10)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 1.1. Structure and data types\n",
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"\n",
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"Before computing anything, always understand what you are working with."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Shape: (1846, 3)\n",
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"\n",
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"Dtypes:\n",
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"dataset object\n",
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"x float64\n",
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"y float64\n",
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"dtype: object\n"
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]
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}
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],
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"source": [
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"# Shape of the dataset (rows, columns)\n",
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"print('Shape:', df.shape)\n",
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"\n",
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"# Column names and data types\n",
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"print('\\nDtypes:')\n",
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"print(df.dtypes)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Unique datasets: 13\n",
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"\n",
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"Rows per dataset:\n",
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"dataset\n",
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"dino 142\n",
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"away 142\n",
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"h_lines 142\n",
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"v_lines 142\n",
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"x_shape 142\n",
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"star 142\n",
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"high_lines 142\n",
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"dots 142\n",
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"circle 142\n",
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"bullseye 142\n",
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"slant_up 142\n",
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"slant_down 142\n",
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"wide_lines 142\n",
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"Name: count, dtype: int64\n"
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]
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}
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],
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"source": [
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"# How many unique sub-datasets are there, and how many rows does each contain?\n",
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"print('Unique datasets:', df['dataset'].nunique())\n",
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"print('\\nRows per dataset:')\n",
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"print(df['dataset'].value_counts())"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 1.2. Overall summary statistics\n",
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"\n",
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"Use `describe()` to get a global numerical summary of `x` and `y`."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>x</th>\n",
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" <th>y</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>count</th>\n",
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" <td>1846.00</td>\n",
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" <td>1846.00</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>mean</th>\n",
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" <td>54.27</td>\n",
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" <td>47.84</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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" <td>16.71</td>\n",
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" <td>26.85</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>15.56</td>\n",
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" <td>0.02</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>41.07</td>\n",
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" <td>22.56</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>52.59</td>\n",
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" <td>47.59</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>67.28</td>\n",
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" <td>71.81</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>98.29</td>\n",
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" <td>99.69</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" x y\n",
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"count 1846.00 1846.00\n",
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"mean 54.27 47.84\n",
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"std 16.71 26.85\n",
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"min 15.56 0.02\n",
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"25% 41.07 22.56\n",
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"50% 52.59 47.59\n",
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"75% 67.28 71.81\n",
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"max 98.29 99.69"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Summary statistics for the entire dataset\n",
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"df[['x', 'y']].describe().round(2)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"---\n",
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"\n",
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"## Part 2: Grouped Statistics\n",
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"\n",
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"The dataset column holds 13 different named groups. Let's compute summary statistics **per group** and see if the groups differ."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr>\n",
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" <th></th>\n",
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" <th colspan=\"2\" halign=\"left\">x</th>\n",
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" <th colspan=\"2\" halign=\"left\">y</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th></th>\n",
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" <th>mean</th>\n",
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" <th>std</th>\n",
|
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" <th>mean</th>\n",
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" <th>std</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>dataset</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>away</th>\n",
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <td>47.83</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>bullseye</th>\n",
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <td>47.83</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>circle</th>\n",
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" <td>54.27</td>\n",
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" <td>16.76</td>\n",
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" <td>47.84</td>\n",
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" <td>26.93</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>dino</th>\n",
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" <td>54.26</td>\n",
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" <td>16.77</td>\n",
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" <td>47.83</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>dots</th>\n",
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" <td>54.26</td>\n",
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" <td>16.77</td>\n",
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" <td>47.84</td>\n",
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" <td>26.93</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>h_lines</th>\n",
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" <td>54.26</td>\n",
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" <td>16.77</td>\n",
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" <td>47.83</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>high_lines</th>\n",
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <td>47.84</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>slant_down</th>\n",
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <td>47.84</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>slant_up</th>\n",
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <td>47.83</td>\n",
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" <td>26.94</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>star</th>\n",
|
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <td>47.84</td>\n",
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" <td>26.93</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>v_lines</th>\n",
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" <td>54.27</td>\n",
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" <td>16.77</td>\n",
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" <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": 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 -0.06\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_64804\\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",
|
|
"\n",
|
|
"---"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"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": "markdown",
|
|
"id": "d6f82ff1",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Part 3: Visualizing the Data"
|
|
]
|
|
},
|
|
{
|
|
"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": {
|
|
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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",
|
|
"\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": [
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"<Figure size 1500x900 with 13 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
|
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}
|
|
],
|
|
"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": []
|
|
},
|
|
{
|
|
"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
|
|
}
|