How to make 3D Volume plots using plotly?

This recipe helps you make 3D Volume plots using plotly

Recipe Objective

Make 3D Volume plots using plotly.

Volume plot this shows many partial transparent isosurfaces for rendering the volume. The opacityscale parameter of this plot results in a depth effect and generates better volume rendering. Three-dimensional volume visualization is a method that allows one to observe and manipulate 3D volumetric data. It represents 3D objects in terms of surfaces and edges approximated by polygons and lines.

Step 1 - Import libraries

import plotly.graph_objects as go import numpy as np

Step 2 - Take Sample Data

x_data = np.linspace(-5, 5, 10) y_data = np.linspace(-6, 6, 12) z_data = np.linspace(-6, 6, 12) X, Y, Z = np.meshgrid(x_data, y_data, z_data) values = (np.sin(X**2 + Y**2))/(X**2 + Y**2)

Step 3 - Plot graph

fig = go.Figure(data=go.Volume( x=X.flatten(), y=Y.flatten(), z=Z.flatten(), value=values.flatten(), opacity=0.2, )) fig.show()

What Users are saying..

profile image

Anand Kumpatla

Sr Data Scientist @ Doubleslash Software Solutions Pvt Ltd
linkedin profile url

ProjectPro is a unique platform and helps many people in the industry to solve real-life problems with a step-by-step walkthrough of projects. A platform with some fantastic resources to gain... Read More

Relevant Projects

Time Series Analysis with Facebook Prophet Python and Cesium
Time Series Analysis Project - Use the Facebook Prophet and Cesium Open Source Library for Time Series Forecasting in Python

Build a Logistic Regression Model in Python from Scratch
Regression project to implement logistic regression in python from scratch on streaming app data.

BERT Text Classification using DistilBERT and ALBERT Models
This Project Explains how to perform Text Classification using ALBERT and DistilBERT

Build Real Estate Price Prediction Model with NLP and FastAPI
In this Real Estate Price Prediction Project, you will learn to build a real estate price prediction machine learning model and deploy it on Heroku using FastAPI Framework.

House Price Prediction Project using Machine Learning in Python
Use the Zillow Zestimate Dataset to build a machine learning model for house price prediction.

Build a Hybrid Recommender System in Python using LightFM
In this Recommender System project, you will build a hybrid recommender system in Python using LightFM .

AWS MLOps Project for ARCH and GARCH Time Series Models
Build and deploy ARCH and GARCH time series forecasting models in Python on AWS .

Model Deployment on GCP using Streamlit for Resume Parsing
Perform model deployment on GCP for resume parsing model using Streamlit App.

Recommender System Machine Learning Project for Beginners-2
Recommender System Machine Learning Project for Beginners Part 2- Learn how to build a recommender system for market basket analysis using association rule mining.

End-to-End Speech Emotion Recognition Project using ANN
Speech Emotion Recognition using RAVDESS Audio Dataset - Build an Artificial Neural Network Model to Classify Audio Data into various Emotions like Sad, Happy, Angry, and Neutral