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HomeBlogSkill Building & Careers
Skill Building & Careers

Matplotlib for Beginners: Line, Bar and Scatter Charts in Python

Learn Matplotlib basics: making line, bar, scatter and histogram plots, adding titles and labels, and saving figures, with short code examples.

The Teyro TeamOct 26, 20261 min read
On this page6 sections
  1. Direct answer
  2. Examples
  3. Good chart habits
  4. Where Teyro fits
  5. The bottom line
  6. More guides

Charts turn numbers into understanding.

Direct answer

Matplotlib creates charts in Python. Import matplotlib.pyplot as plt, call a plotting function such as plot, bar, scatter or hist, add a title and axis labels and show or save the figure.

Examples

import matplotlib.pyplot as plt

months = ["Jan", "Feb", "Mar", "Apr"]
sales = [120, 150, 90, 180]

plt.plot(months, sales, marker="o")
plt.title("Monthly sales")
plt.xlabel("Month")
plt.ylabel("Units")
plt.show()
plt.bar(months, sales)
plt.scatter([1, 2, 3, 4], [2, 4, 5, 8])
plt.hist([1, 2, 2, 3, 3, 3, 4])

Good chart habits

  1. Choose the right chart: line for trends, bar for comparisons, scatter for relationships.
  2. Label axes and add units.
  3. Keep it simple.
  4. Use colour with purpose and check accessibility.
  5. Save with plt.savefig("chart.png", dpi=150).

Where Teyro fits

Teyro's Data Science for Beginners course turns this into short lessons you can play in a few minutes a day. It has 50 lessons, and you can start free.

The bottom line

A clear chart often communicates more than a table.

More guides

  • Exploratory Data Analysis (EDA)
  • Jupyter Notebook for Beginners
  • Mean, Median and Mode
  • What is data science for beginners
  • Data Science for Beginners course

Frequently asked questions

What is Matplotlib?

A Python library for creating static, animated and interactive charts.

How do I make a simple chart?

Import matplotlib.pyplot, call plot or bar with your data, add labels and call show.

How do I save a chart?

Use plt.savefig with a file name.

Learn it by playing

Data Science for Beginners turns this into short, playable lessons. Free to start.

See the Data Science for Beginners course

Free to start · No credit card needed

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Written by

The Teyro Team

Learning Team at Teyro

We build Teyro — an AI-powered learning platform that turns skill-building into a daily habit through bite-sized, gamified lessons. We write about the learning science and study strategies that shape our product.

More from The Teyro Team

On this page

  • Direct answer
  • Examples
  • Good chart habits
  • Where Teyro fits
  • The bottom line
  • More guides

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