Matplotlib.axes.Axes.spy() in Python Last Updated : 12 Jul, 2025 Comments Improve Suggest changes Like Article Like Report Matplotlib is a library in Python and it is numerical - mathematical extension for NumPy library. The Axes Class contains most of the figure elements: Axis, Tick, Line2D, Text, Polygon, etc., and sets the coordinate system. And the instances of Axes supports callbacks through a callbacks attribute. matplotlib.axes.Axes.spy() Function The Axes.spy() function in axes module of matplotlib library is also used to plot the sparsity pattern of a 2D array.It is also used to visualize the non-zero values of the array. Syntax: Axes.spy(self, Z, precision=0, marker=None, markersize=None, aspect='equal', origin='upper', **kwargs Parameters: This method accept the following parameters that are described below: Z : This parameter is the array which is to be plotted. precision : This parameter is used to determine whether any non-zero value is to be plotted or not. origin : This parameter place the [0, 0] index of the array in the upper left or lower left corner of the axes. aspect : This parameter is an optional and it is used to control the aspect ratio of the axes. Returns: This returns the following: ret:This returns the AxesImage or Line2D. And it depend on style of plotting Below examples illustrate the matplotlib.axes.Axes.spy() function in matplotlib.axes: Example-1: Python3 # Implementation of matplotlib function import matplotlib.pyplot as plt import numpy as np fig, ax1 = plt.subplots() x = np.random.randn(20, 50) x[12, :] = 0. x[:, 22] = 0. ax1.spy(x) plt.show() ax1.set_title('matplotlib.axes.Axes.spy() Example') plt.show() Output: Example-2: Python3 # Implementation of matplotlib function import matplotlib.pyplot as plt import numpy as np fig, [(ax1, ax2), (ax3, ax4)] = plt.subplots(2, 2) x = np.random.randn(20, 50) x[5, :] = 0. x[:, 12] = 0. ax1.spy(x, markersize = 4) ax2.spy(x, precision = 0.2, markersize = 4) ax3.spy(x) ax4.spy(x, precision = 0.4) plt.show() ax1.set_title('matplotlib.axes.Axes.spy() Example') plt.show() Output: Create Quiz Comment S shubhamsingh10 Follow 0 Improve S shubhamsingh10 Follow 0 Improve Article Tags : Python Python-matplotlib Explore Python FundamentalsPython Introduction 2 min read Input and Output in Python 4 min read Python Variables 4 min read Python Operators 4 min read Python Keywords 2 min read Python Data Types 8 min read Conditional Statements in Python 3 min read Loops in Python - For, While and Nested Loops 5 min read Python Functions 5 min read Recursion in Python 4 min read Python Lambda Functions 5 min read Python Data StructuresPython String 5 min read Python Lists 4 min read Python Tuples 4 min read Python Dictionary 3 min read Python Sets 6 min read Python Arrays 7 min read List Comprehension in Python 4 min read Advanced PythonPython OOP Concepts 11 min read Python Exception Handling 5 min read File Handling in Python 4 min read Python Database Tutorial 4 min read Python MongoDB Tutorial 3 min read Python MySQL 9 min read Python Packages 10 min read Python Modules 3 min read Python DSA Libraries 15 min read List of Python GUI Library and Packages 3 min read Data Science with PythonNumPy Tutorial - Python Library 3 min read Pandas Tutorial 4 min read Matplotlib Tutorial 5 min read Python Seaborn Tutorial 3 min read StatsModel Library - Tutorial 3 min read Learning Model Building in Scikit-learn 6 min read TensorFlow Tutorial 2 min read PyTorch Tutorial 6 min read Web Development with PythonFlask Tutorial 8 min read Django Tutorial | Learn Django Framework 7 min read Django ORM - Inserting, Updating & Deleting Data 4 min read Templating With Jinja2 in Flask 6 min read Django Templates 5 min read Build a REST API using Flask - Python 3 min read Building a Simple API with Django REST Framework 3 min read Python PracticePython Quiz 1 min read Python Coding Practice 1 min read Python Interview Questions and Answers 15+ min read Like