Welcome

LIVE Classes

Courses

Practice Platforms

Leaderboard

Rewards

Referral

Profile

Finish

Welcome LIVE Classes Courses Practice Platforms Leaderboard Rewards Referral Profile Finish

Welcome to HCL GUVI

Hey there! Welcome to HCL GUVI—Grab Your Vernacular Imprint—where tech learning is easy, fun, and curated specially for you. Incubated by IIT Madras & IIM Ahmedabad in 2014 and now part of HCL Group, we're making quality tech education accessible to all.

Join 3M+ learners breaking barriers and upskilling for a brighter future. We're here to guide you every step of the way! 🚀

LIVE Classes

Zen Classes are HCL GUVI's most refined and flagship product—live, expert-led tech programs for beginners and pros. With IITM Pravartak affiliations, master Full-Stack, Data Science, DevOps, UI/UX, and more in multiple languages!

Explore More

Courses

Looking for flexibility? HCL GUVI's 200+ self-paced courses let you learn anytime, anywhere! From free lessons to IIT-M & Autodesk-certified programs, gain in-demand skills in your preferred language.

Explore More

Practice Platforms

Enhance your coding skills with HCL GUVI's Practice Platforms—interactive, structured, and designed to help you master programming effortlessly.

CodeKata:

A structured coding practice platform with 1500+ coding problems designed by industry experts. Ideal for beginners and professionals preparing for tech interviews with real-world coding challenges.

Try Now >

WebKata:

An interactive platform to master HTML, CSS, JavaScript, and Bootstrap with a live coding environment. Perfect for hands-on web development practice without any setup.

Try Now >

SQLKata:

A practice ground for mastering SQL queries used in real-world applications. Write, optimize, and refine your queries to build strong database skills.

Try Now >

Debugging:

Hone your bug-fixing skills with real-world debugging challenges in Python, C++, JavaScript, and Golang. More languages coming soon!

Try Now >

IDE:

A free online compiler supporting 20+ programming languages with auto-complete, debugging, and AI-powered code generation—all in the cloud!

Try Now >

Leaderboard

Climb the leaderboard as you earn Geekoins by learning and practicing! The top scorers get featured, making learning competitive and rewarding. Keep going—you could be next!

Explore More

Rewards

Earn Geekoins by watching videos and practicing problems, then redeem them for exciting rewards. The more you engage, the more you win!

Explore More

Referral

Love learning with HCL GUVI? Share it with friends! Invite them using your unique link or code and unlock exciting rewards—Amazon vouchers, iPhones, and more. A Win-Win.

Explore More

Profile

Your HCL GUVI profile is your digital portfolio! Track progress, showcase skills, add projects, and build a resume. Keep it updated—opportunities await!

Explore More

That's It! You Are Ready!

You're all set to dive into your learning journey with HCL GUVI. Explore, upskill, and make each step count—exciting possibilities awaits!

Home
Sales Data Analysis Project for Beginners Using Data Science

Sales Data Analysis Project for Beginners Using Data Science

The Sales Data Analysis project is a practical data science project that examines historical sales data to uncover revenue trends, top-performing products, quarterly performance, and customer insights. It uses Python with pandas, Matplotlib, and Seaborn to clean, aggregate, and visualize real-world sales datasets. Built entirely in Google Colab, the project is beginner-friendly, end-to-end, and demonstrates how raw data is transformed into actionable business insights through structured analysis and visualization.

6 Modules

31 Lessons

English

0.5 Hr

Reading Plan

MODULE 1

Introduction

4 mins

Introduction

1 min

What Is Data Science?

1 min

What Is Sales Data Analysis?

1 min

Aim of the Project

1 min

MODULE 2

Pre-requisites and Tech Stack Used

4 mins

Pre-requisites & Tech Stack Used

1 min

Basic Requirements

1 min

Tech Stack Used

1 min

Input and Output

1 min

MODULE 3

Necessary Concepts

7 mins

Necessary Concepts

1 min

Data Cleaning

1 min

Handling Missing Values

1 min

Data Type Conversion

1 min

Data Aggregation and Grouping

1 min

Exploratory Data Analysis (EDA) and Data Visualization

1 min

Charts Used in the Analysis

1 min

MODULE 4

Step-by-Step Implementation

6 mins

Step-by-Step Implementation

1 min

Dataset Download and Environment Setup

1 min

Loading the Dataset

1 min

Understanding the Dataset

1 min

Data Cleaning and Preparation

1 min

Exploratory Data Analysis and Visualization

1 min

MODULE 5

Data Analysis and Insights From Sales Data

5 mins

Data Analysis and Insights From Sales Data

1 min

Revenue Trends Over Time

1 min

Conclusion

5 mins

Conclusion

1 min

Learning Outcome

1 min

Live Output and Analysis Overview

1 min

MCQs

1 min

Resources

1 min

Contributors

Jebasta

Sales Data Analysis Project for Beginners Using Data Science

Learn how to analyze real-world sales data using Python to uncover revenue trends, top products, quarterly performance, and customer insights. This beginner-friendly handbook guides you through data cleaning, aggregation, exploratory analysis, and visualization using Pandas, Matplotlib, and Seaborn in Google Colab.

Sales Data Analysis - Datascience project

This handbook helps learners gain hands-on experience in data analysis by working with a real-world sales dataset. It explains how to clean, aggregate, and visualize sales data to uncover revenue trends, top products, quarterly performance, and customer insights, all in a clear and beginner-friendly way using Python, Pandas, Matplotlib, and Seaborn

Sales Data Analysis - Beginner Datascience project

This project is ideal for beginners who want to get started with data analysis. It’s perfect for students, freshers, and anyone with basic Python knowledge who wants to understand how real-world sales data can be analyzed and visualized using practical, hands-on implementation.

Prerequisites

This course is suitable for:

Basic knowledge of Python programming
Basic understanding of data analysis concepts (columns, rows, missing values)
A Google account to access Google Colab
Access to the sales dataset in CSV format
Internet connection to upload the dataset and run the project in Colab

Run & Test your Code with our very own IDE that supports 16 languages

Open IDE

6 Modules

31 Lessons

English

0.5 Hr

Contributors

Jebasta

Recommended Handbooks

4.7

C++ Handbook

Level up your programming skills with our C++ Tutorials hub, guiding you from beginner to advanced. Start your journey now!

English

6272

3 Hrs

4.7

Python Basics Handbook

Level up your programming skills with our Python Tutorials hub, guiding you from beginner to advanced. Start your journey now!

English

7387

3.5 Hrs

4.6

Javascript Handbook

Level up your programming skills with our JavaScript Tutorials hub, guiding you from beginner to advanced. Start your journey now!

English

6200

2 Hrs

ReactJS Projects Handbook

Learn ReactJS by building projects that mirror real-world applications. Strengthen your skills with step-by-step guidance and hands-on coding experience.

English

2.5 Hrs

Computer Networks Tutorial

A complete guide to computer networking, from fundamentals to protocols, routing, addressing, and real-world data communication.

English

1.5 Hrs

Operating System Tutorial

Your complete guide to Operating Systems, from fundamentals to advanced topics like memory management, scheduling, threads, and deadlock handling.

English

1 Hr

DBMS and SQL Tutorial

A complete handbook to guide you through DBMS fundamentals and SQL mastery, perfect for building data-driven applications, managing data systems, or preparing for database roles.

English

0.5 Hr

Java Tutorial

Beginner-friendly Java handbook covering core concepts, OOP principles, and hands-on programming examples.

English

2 Hrs

C Language Tutorial

A step-by-step C programming handbook for beginners. Understand C syntax, logic, memory, and hands-on coding to build solid programming foundations.

English

0.5 Hr

PHP Tutorial

Step-by-step PHP handbook for web developers. Master server-side scripting with practical code and concepts.

English

0.5 Hr

Android Tutorial

Beginner-friendly Android handbook covering app fundamentals, UI design, and hands-on development concepts.

English

1 Hr

Linux Guide Tutorial

A practical Linux handbook covering command-line basics, file management, and system operations.

English

2.5 Hrs

Data Structures and Algorithms Tutorial

Learn core data structures and algorithms with practical examples to improve coding efficiency and problem-solving skills.

English

0.5 Hr

Computer Architecture

A beginner-friendly guide to computer architecture covering processors, memory, and system-level concepts.

English

0.5 Hr

HTML 5 References Tutorial

A handy HTML5 reference guide covering modern tags, attributes, and semantic elements.

English

1.5 Hrs

Docker Tutorial

A hands-on Docker handbook covering containers, images, and modern application deployment basics.

English

0 Hr

GIT (Using Github) Tutorial

A hands-on Git and GitHub handbook for managing code, tracking changes, and collaborating on projects.

English

0.5 Hr

Go Language Tutorial

A beginner-friendly Go handbook covering core language concepts and modern backend programming.

English

0.5 Hr

GIT Guide

A practical Git guide covering version control basics, branching, and real project workflows.

English

1 Hr

CSS Tutorial

A beginner-friendly CSS handbook covering page styling, layouts, and responsive design basics.

English

1 Hr

Advanced Data Structures

A focused handbook covering advanced data structures for efficient and scalable problem solving.

English

0 Hr

Spring Framework Tutorial

A hands-on Spring Framework handbook covering core concepts and backend development fundamentals.

English

1 Hr

Spring Boot Tutorial

A practical Spring Boot handbook focused on building and running modern Java backend applications.

English

0.5 Hr

Kotlin Tutorial

A beginner-friendly Kotlin handbook covering modern language features and real-world development concepts.

English

1 Hr

Apache Cordova Tutorial

A hands-on Apache Cordova handbook for building cross-platform mobile apps with web technologies.

English

0 Hr

Python Tutorial

A beginner-friendly Python handbook covering core concepts and practical programming examples.

English

1.5 Hrs

SASS-SCSS Tutorial

A hands-on SASS / SCSS handbook for writing clean, reusable, and scalable stylesheets.

English

0.5 Hr

MongoDB Tutorial

A hands-on MongoDB handbook covering NoSQL concepts and modern database operations.

English

0.5 Hr

Numpy Tutorial

A hands-on NumPy handbook for fast numerical computation and data manipulation using Python.

English

1.5 Hrs

PL-SQL Tutorial

A hands-on PL/SQL handbook for writing procedural database programs and business logic.

English

0.5 Hr

Python Built-in Functions Tutorial

A handy reference guide to Python’s built-in functions for cleaner and faster coding.

English

0.5 Hr

Pandas Tutorial

A hands-on Pandas handbook for data manipulation, cleaning, and analysis using Python.

English

2.5 Hrs

Elasticsearch Tutorial

A hands-on Elasticsearch handbook covering indexing, searching, and data analysis concepts.

English

0 Hr

Matplotlib Tutorial

A hands-on Matplotlib handbook for creating charts and visualizing data using Python.

English

0.5 Hr

Web Scraping Tutorial

A hands-on web scraping handbook for extracting and working with data from websites.

English

0 Hr

Networking with Python

A hands-on handbook for building network-enabled applications using Python.

English

0.5 Hr

Tkinter Tutorial

A hands-on Tkinter handbook for building desktop applications with Python.

English

0.5 Hr

Java Programs Tutorial

A hands-on Java programs handbook for practicing core concepts and problem-solving in Java.

English

2 Hrs

Java Examples Tutorial

A hands-on Java examples handbook focused on logic building and practical coding.

English

3.5 Hrs

Servlet Tutorial

A hands-on Java Servlet handbook for building server-side web applications.

English

0.5 Hr

JSP Tutorial

A hands-on JSP handbook for creating dynamic server-side web pages with Java.

English

0.5 Hr

Java Type Conversion Tutorial

A concise Java handbook explaining type conversion and casting with clear examples.

English

0.5 Hr

Java 8 Tutorial

A hands-on Java 8 handbook focused on modern language features and functional programming.

English

0.5 Hr

Java 9 Tutorial

A practical Java 9 handbook covering modules and platform enhancements.

English

0 Hr

Java 10 Tutorial

A focused Java 10 handbook covering language refinements and performance upgrades.

English

0 Hr

Java 11 Tutorial

A hands-on Java 11 handbook focused on modern APIs and long-term support features.

English

0 Hr

Java Util Library Tutorial

A hands-on Java Util library handbook covering essential utility classes and collections.

English

0.5 Hr

Movie Recommendation System Project Using Content-Based Filtering

Build a movie recommendation system that suggests similar movies using genre similarity and average ratings. A simple, practical ML project for beginners to understand real-world recommenders.

English

0.5 Hr