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Learning Paths

Each learning path is one chapter: a guided route through a topic, one small course at a time. Pick a class to see its chapters in order.

All CoursesLearning Paths
ChaptersStudent playlists

Statistics & Data Science · Essentials

by StemPy Lab
Chapter 2
Describing Distributions
Spread of Data, Tables and Graphs

Thirty students write down how long their journey to school takes. A list of thirty numbers says very little. A picture of the list says a lot: where most values sit, how far they spread, and whether a few lie far away. In this chapter you draw histograms and box plots, read the shape of a distribution, find outliers with a clear rule, and measure spread with the standard deviation. You also learn to compare a value with its group through a z-score. Small Python programs do the counting, so you can spend your time on what the numbers mean.

3 courses
StemPy LabStemPy Lab
Chapter 3
Probability Rules
Probability and Chance, Tables and Graphs

A bus is late on some days and on time on others. A coin lands heads five times in a row. A game at a fair costs a coin to play. How likely is each thing, and what happens in the long run? This chapter finds probabilities from data and from equal chances, and checks every rule with a simulation. You will add and multiply chances, draw probability trees, read two-way tables and work out whether a game is fair. The Python is short and explained line by line.

3 courses
StemPy LabStemPy Lab
Chapter 5
Two Variables: Scatter Plots, Correlation and Regression
Correlation and Regression, Tables and Graphs, Study Design and Experiments

Do students who practise more type faster? Is a mountain town cooler than a town by the sea? When we measure two things about each person or place, a scatter plot shows how they move together. This chapter puts a number on that pattern, fits the line that predicts one measurement from the other, and then asks the hard question: does one thing really cause the other? Every idea starts with a made-up data set or a simulation, and short Python programs do the arithmetic. It suits a curious student from Class 9 onwards and any adult who reads graphs in the news.

3 courses
StemPy LabStemPy Lab

Statistics & Data Science · First Steps

by StemPy Lab
Chapter 1
Data, Tables and Graphs
Data and Sampling, Tables and Graphs

Collect facts, sort them into tables, and show them in graphs that are easy to read.

2 courses
StemPy LabStemPy Lab