Types of Data in Data Science

Data Science with Python 6 min min read Updated: Mar 07, 2026 Beginner
Progress 3 / 10
📑 Table of Contents
Introduction to Data Science and Python
Python Programming Fundamentals for Data Science
Setting Up Data Science Environment
NumPy for Scientific and Numerical Computing
Pandas for Data Analysis and Manipulation
Data Cleaning and Data Preprocessing Techniques
Exploratory Data Analysis and Statistics
Data Visualization using Python Libraries
Feature Engineering and Data Transformation
Machine Learning Fundamentals
Supervised Machine Learning Algorithms
Unsupervised Learning and Clustering
Model Evaluation and Optimization
Real World Data Science Projects
Data Science Career Guide and Interview Preparation
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Types of Data in Data Science in Data Science with Python

Beginner Topic 3 of 10

Types of Data

Data scientists work with multiple types of data formats.

  • Structured Data
  • Semi Structured Data
  • Unstructured Data

Structured Data

Structured data is organized into rows and columns such as relational databases.

Python Example

python import pandas as pd df = pd.read_csv("customers.csv") print(df.describe())

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Ensemble Learning Techniques Pair Plot Analysis with Seaborn Building a Data Preprocessing Pipeline Regression vs Classification in Machine Learning Customer Segmentation using Clustering Machine Learning Workflow

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