{"id":6281,"date":"2021-03-08T10:00:27","date_gmt":"2021-03-08T10:00:27","guid":{"rendered":"https:\/\/prwatech.in\/blog\/?p=6281"},"modified":"2024-03-26T07:41:13","modified_gmt":"2024-03-26T07:41:13","slug":"python-matplotlib","status":"publish","type":"post","link":"https:\/\/prwatech.in\/blog\/python\/python-data-visualization\/python-matplotlib\/","title":{"rendered":"Python Matplotlib"},"content":{"rendered":"\r\n

Python Matplotlib for Beginners<\/span><\/h3>\r\n

 <\/p>\r\n

Prerequisites<\/strong><\/p>\r\n\r\n\r\n\r\n

Hardware : Local Machine<\/strong><\/p>\r\n\r\n\r\n\r\n

Software : Jupyter Notebook<\/strong><\/p>\r\n\r\n\r\n\r\n

Programming Language : Python <\/strong><\/p>\r\n\r\n\r\n\r\n

Definition:<\/strong><\/p>\r\n\r\n\r\n\r\n

Matplotlib is a cross-platform, data visualization and graphical plotting for Python.<\/strong><\/p>\r\n\r\n\r\n\r\n

Jupyter Notebook Introduction:<\/strong><\/p>\r\n\r\n\r\n\r\n

Jupyter<\/strong>\u00a0is a free, open-source, interactive web tool which known as a computational\u00a0notebook<\/strong>, which anybody can\u00a0use<\/strong>\u00a0to combine software code to get the computational output, explanatory text in a single document.<\/p>\r\n\r\n\r\n\r\n

PLOT A LINE IN Matplotlib:<\/strong><\/p>\r\n\r\n\r\n\r\n

You can run the following code in Jupyter Notebook:<\/strong><\/p>\r\n\r\n\r\n\r\n

Click this link to open Jupyter Notebook – https:\/\/jupyter.org\/<\/a><\/p>\r\n\r\n\r\n\r\n

\"\"<\/figure>\r\n\r\n\r\n\r\n

plt.plot() –<\/strong><\/p>\r\n\r\n\r\n\r\n

A function which is used to plot the points between x and y.<\/p>\r\n\r\n\r\n\r\n

plt.show()<\/strong><\/p>\r\n\r\n\r\n\r\n

Function which shows the plot.<\/p>\r\n\r\n\r\n\r\n

What is Matplotlib?<\/p>\r\n\r\n\r\n\r\n

<\/code><\/code>matplotlib.pyplot<\/strong>\u00a0is a collection of command style functions which makes matplotlib work like MATLAB<\/p>\r\n\r\n\r\n\r\n

Each\u00a0pyplot<\/code>\u00a0function can make any changes to a figure. For example It can create a figure, It can also create a plotting area in the figure, A function which plots some lines in a plotting area<\/p>\r\n\r\n\r\n\r\n

\u00a0What is Pyplot? <\/strong><\/p>\r\n\r\n\r\n\r\n

Pyplot package can be considered as\u00a0plt<\/code>.<\/strong><\/p>\r\n\r\n\r\n\r\n

SIMPLE PLOT:<\/strong><\/p>\r\n\r\n\r\n\r\n

\u00a0Let’s display a simple line plot by using the math module which uses mathematical functions.<\/p>\r\n\r\n\r\n\r\n

Here is the program for the reference Simple Plot<\/strong>:<\/p>\r\n\r\n\r\n\r\n

\"\"<\/figure>\r\n\r\n\r\n\r\n

What is Numpy?<\/p>\r\n\r\n\r\n\r\n

NumPy is a module for the Python programming language for large multi-dimensional arrays and matrices<\/p>\r\n\r\n\r\n\r\n

import numpy as np<\/strong> – In simple terms making short “numpy<\/strong>” to “np<\/strong>” to make your code easier to read.<\/p>\r\n\r\n\r\n\r\n

import math<\/strong> – . The math module uses mathematical functions<\/p>\r\n\r\n\r\n\r\n

np.arrange()<\/strong> –<\/p>\r\n\r\n\r\n\r\n

NumPy\u00a0arange()<\/code><\/strong> Creation of an array using routines based on numerical ranges. It is also for Setting the coordinates<\/strong><\/p>\r\n\r\n\r\n\r\n

np.sin() – <\/strong><\/p>\r\n\r\n\r\n\r\n

It is a mathematical function which helps user to calculate trignometric\u00a0sine<\/strong>.<\/p>\r\n\r\n\r\n\r\n

plt.plot() –<\/strong><\/p>\r\n\r\n\r\n\r\n

A function which is used to plot the points between x and y.<\/p>\r\n\r\n\r\n\r\n

MULTI PLOT:<\/strong><\/p>\r\n\r\n\r\n\r\n

This allows to draw multiple graphs in a single plot.<\/p>\r\n\r\n\r\n\r\n

\u00a0<\/h2>\r\n\r\n\r\n\r\n

A subplot () function is known as wrapper function which allows user to plot more than one graph in a single figure<\/p>\r\n\r\n\r\n\r\n

Here is the program for the reference Multi Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n

\"\"<\/figure>\r\n\r\n\r\n\r\n

plt.plot([1, 2, 3)]<\/strong><\/p>\r\n\r\n\r\n\r\n

Plot a line, Implicitly creating a subplot<\/p>\r\n\r\n\r\n\r\n

What is a Subplot?<\/strong><\/p>\r\n\r\n\r\n\r\n

Subplots can connect to main plots.<\/p>\r\n\r\n\r\n\r\n

plt.subplot(211)<\/strong><\/p>\r\n\r\n\r\n\r\n

Creation of a subplot that represents the top plot of a grid with 2 rows and 1 column.<\/p>\r\n\r\n\r\n\r\n

plt.subplot(212, facecolor=’y’)<\/strong><\/p>\r\n\r\n\r\n\r\n

As we can see it creates 2nd subplot with yellow background<\/p>\r\n\r\n\r\n\r\n

\"\"<\/figure>\r\n\r\n\r\n\r\n
\u00a0<\/pre>\r\n\r\n\r\n\r\n
BAR PLOT:<\/strong><\/p>\r\n\r\n\r\n\r\n
A bar graph is the visualization which shows the comparison among discrete categories. X axis of the chart shows the categories which are compared, and Y axis represents a measured value.<\/p>\r\n\r\n\r\n\r\n
Here is the program for reference for Bar Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
fig = plt.figure()<\/strong><\/p>\r\n\r\n\r\n\r\n
figure()<\/strong>\u00a0A function which is used to create a\u00a0figure\u00a0object.<\/p>\r\n\r\n\r\n\r\n
\u00a0<\/pre>\r\n\r\n\r\n\r\n
ax = fig.add_axes<\/strong><\/p>\r\n\r\n\r\n\r\n
\u00a0<\/strong>It is a figure module of matplotlib which is used to add axes to the figure.<\/p>\r\n\r\n\r\n\r\n
ax.bar()<\/strong><\/p>\r\n\r\n\r\n\r\n
A\u00a0module of matplotlib is used to make a bar plot.<\/p>\r\n\r\n\r\n\r\n
plt.show()<\/strong><\/p>\r\n\r\n\r\n\r\n
Function to show the plot.<\/p>\r\n\r\n\r\n\r\n
HISTOGRAM:<\/strong><\/p>\r\n\r\n\r\n\r\n
A histogram represents the numerical data. It is also known as the other form of Bar Graph.<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference Histogram:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
np.array()<\/strong><\/p>\r\n\r\n\r\n\r\n
A function which includes Array elements<\/p>\r\n\r\n\r\n\r\n
ax.hist()<\/strong><\/p>\r\n\r\n\r\n\r\n
It is an essential function that is to plot a histogram graph.<\/p>\r\n\r\n\r\n\r\n
ax.set()<\/strong><\/p>\r\n\r\n\r\n\r\n
A function which is know to be a property, In other words it is a batch setter, Be it Title set or a Label Set<\/p>\r\n\r\n\r\n\r\n
plt.show()<\/strong><\/p>\r\n\r\n\r\n\r\n
A function to show the plot.<\/p>\r\n\r\n\r\n\r\n
PIE CHART:<\/strong><\/h3>\r\n\r\n\r\n\r\n
A Pie Chart displays one series of data. Pie charts shows the size of subjects in one data series in different divisions, The data points are shown in percentage in a Pie chart.<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference Pie Chart:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
import numpy as np<\/strong><\/p>\r\n\r\n\r\n\r\n
In simple terms making short “numpy<\/strong>” to “np<\/strong>” to make your code easier to read.<\/p>\r\n\r\n\r\n\r\n
fig = plt.figure()<\/strong><\/p>\r\n\r\n\r\n\r\n
figure()<\/strong> A function which is to create a figure object.<\/strong><\/p>\r\n\r\n\r\n\r\n
ax.pie<\/strong><\/p>\r\n\r\n\r\n\r\n
A function of Matplotlib library which is to plot a pie chart Graph.<\/p>\r\n\r\n\r\n\r\n
plt.show()<\/strong><\/p>\r\n\r\n\r\n\r\n
A function to show the plot.<\/p>\r\n\r\n\r\n\r\n
Matplotlib – Scatter Plot<\/strong><\/p>\r\n\r\n\r\n\r\n
Scatter plots are knows to be of plotting data points on horizontal and vertical axis in the attempt to show how much one variable is affected by another.<\/p>\r\n\r\n\r\n\r\n
\"Matplotlib:<\/figure>\r\n\r\n\r\n\r\n
A scatter plot is a diagram which is displayed in a graphical format where each value in the data set is represented by a single dot.<\/p>\r\n\r\n\r\n\r\n
Here is a program for the reference Scatter Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
fig = plt.figure()<\/strong><\/p>\r\n\r\n\r\n\r\n
figure()<\/strong> A function which is to create a figure object.<\/strong><\/strong><\/p>\r\n\r\n\r\n\r\n
ax = fig.add_axes()<\/strong><\/p>\r\n\r\n\r\n\r\n
To add the coordinates<\/p>\r\n\r\n\r\n\r\n
ax.scatter<\/strong><\/p>\r\n\r\n\r\n\r\n
It is a module of Matplotlib library which is to plot a scatter plot graph.<\/p>\r\n\r\n\r\n\r\n
ax.set_title()<\/strong><\/p>\r\n\r\n\r\n\r\n
To set the Title on the Top of the Graph<\/p>\r\n\r\n\r\n\r\n
CONTOUR PLOT<\/strong><\/h4>\r\n\r\n\r\n\r\n
Contour plots displays a 3 dimensional surface on 2 – dimensional plane.<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference Contour Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
np.linespace<\/strong><\/p>\r\n\r\n\r\n\r\n
The np<\/strong>.\u00a0linspace<\/strong> is a tool in Python for creating numeric sequences. It is kind of similar to np.arrange() function.<\/p>\r\n\r\n\r\n\r\n
np.meshgrid<\/strong><\/p>\r\n\r\n\r\n\r\n
The\u00a0numpy.meshgrid<\/code>\u00a0function is used to create a rectangular grid out of two given 1 – dimensional arrays.<\/p>\r\n\r\n\r\n\r\n
np.sqrt<\/strong><\/p>\r\n\r\n\r\n\r\n
A Function which is to determine the positive square-root of an array, in a specific way, element-wise.<\/p>\r\n\r\n\r\n\r\n
ax.contour<\/strong><\/p>\r\n\r\n\r\n\r\n
It is a function of matplotlib is to Plot contours. contour<\/strong>draw contour lines.<\/p>\r\n\r\n\r\n\r\n
fig.colorbar(cp)<\/strong><\/p>\r\n\r\n\r\n\r\n
It is a function of matplotlib is\u00a0 to add a color bar to a plot.<\/p>\r\n\r\n\r\n\r\n
ax.set_title()<\/strong><\/p>\r\n\r\n\r\n\r\n
To set the Title on the Top of the Graph<\/p>\r\n\r\n\r\n\r\n
plt.show()<\/strong><\/p>\r\n\r\n\r\n\r\n
A function to show the plot.<\/p>\r\n\r\n\r\n\r\n
QUIVER PLOT<\/strong><\/p>\r\n\r\n\r\n\r\n
A quiver plot displays the velocity vectors as arrows with components.<\/p>\r\n\r\n\r\n\r\n
\u00a0<\/pre>\r\n\r\n\r\n\r\n
 <\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference Quiver Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
 <\/p>\r\n\r\n\r\n\r\n
VIOLIN PLOT<\/strong><\/p>\r\n\r\n\r\n\r\n
Violin plots<\/strong> are identical to box plots, exception is that they also show the probability density of the data at different pace of values.<\/p>\r\n\r\n\r\n\r\n
A violin plot is much more informative than a plain box plot.<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference Violin Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
 <\/p>\r\n\r\n\r\n\r\n
3 D CONTOUR PLOT<\/strong><\/p>\r\n\r\n\r\n\r\n
 ax.contour3D() <\/strong><\/p>\r\n\r\n\r\n\r\n
It is a function creates three-dimensional contour plot.<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference 3D Contour Plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
Output:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
3D WIREFRAME PLOT<\/strong><\/p>\r\n\r\n\r\n\r\n
Wireframe plot takes a grid of values and projects it onto the specified three-dimensional surface<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference 3D Wireframe plot:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
Output:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
GRIDS<\/strong><\/p>\r\n\r\n\r\n\r\n
The grid() function of axes object sets visibility of grid inside the figure to on or off.<\/p>\r\n\r\n\r\n\r\n
Here is the program for the reference Grids:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
 <\/p>\r\n\r\n\r\n\r\n
Output:<\/strong><\/p>\r\n\r\n\r\n\r\n
\"\"<\/figure>\r\n\r\n\r\n\r\n
 <\/p>\r\n","protected":false},"excerpt":{"rendered":"
Python Matplotlib for Beginners   Prerequisites Hardware : Local Machine Software : Jupyter Notebook Programming Language : Python Definition: Matplotlib is a cross-platform, data visualization and graphical plotting for Python. Jupyter Notebook Introduction: Jupyter\u00a0is a free, open-source, interactive web tool which known as a computational\u00a0notebook, which anybody can\u00a0use\u00a0to combine software code to get the computational […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32,1676],"tags":[],"class_list":["post-6281","post","type-post","status-publish","format-standard","hentry","category-machine-learning","category-python-data-visualization"],"acf":[],"yoast_head":"\nPython Matplotlib for Beginners - Prwatech<\/title>\n<meta name=\"description\" content=\"Master Python Matplotlib for Beginners - Prwatech - Dive deep with our expert instructors and comprehensive curriculum.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Matplotlib for Beginners - 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