R Introduction

R Tutorial

📘 R Introduction

R is a powerful programming language and software environment mainly used for statistics, data analysis, and data visualization.
It is widely used by data analysts, statisticians, researchers, and data scientists.


1️⃣ What is R?

  • R is an open-source programming language

  • Designed for statistical computing & graphics

  • Developed by Ross Ihaka and Robert Gentleman

  • Based on the S programming language

📌 R is both:

  • a language

  • a software environment


2️⃣ Why Use R?

✔ Excellent for data analysis
✔ Powerful statistical functions
✔ High-quality graphs & charts
✔ Huge collection of packages
✔ Free & open source


3️⃣ Where is R Used?

  • 📊 Data Analysis

  • 📈 Statistics & Mathematics

  • 🤖 Machine Learning

  • 🧬 Bioinformatics

  • 📉 Finance & Economics

  • 📑 Research & Academia


4️⃣ Features of R ⭐

  • Interpreted language

  • Vectorized operations (fast calculations)

  • Built-in plotting tools

  • Rich package ecosystem (CRAN)

  • Works on Windows, Linux, macOS


5️⃣ R vs Other Languages (Quick View)

Feature R Python Excel
Data analysis ⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐
Statistics ⭐⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐
Visualization ⭐⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐
Learning curve Medium Easy Easy

6️⃣ Installing R & RStudio

  • R → core language

  • RStudio → IDE (recommended)

📌 Always install R first, then RStudio.


7️⃣ First R Program ⭐

print("Hello, R!")

Output:

[1] "Hello, R!"

8️⃣ Basic Concepts in R

You will learn:

  • Variables

  • Data types

  • Vectors

  • Operators

  • Functions

  • Loops & conditions

  • Data frames


9️⃣ R is Case-Sensitive ⚠️

x <- 10
X <- 20

x and X are different variables


🔟 Advantages of R

✔ Free & open source
✔ Best for statistics
✔ Large community
✔ Academic & industry usage


1️⃣1️⃣ Limitations of R

❌ Slower for very large data
❌ Uses more memory
❌ Not ideal for web/mobile apps


1️⃣2️⃣ R for Exams & Interviews ⭐

Commonly asked topics:

  • What is R?

  • Features of R

  • Difference between R and Python

  • Applications of R

  • Data types in R


📌 Interview Questions & MCQs

Q1. What is R?

A) Database
B) Programming language
C) Operating system
D) Web server

Answer: B


Q2. R is mainly used for?

A) Web development
B) Game development
C) Data analysis & statistics
D) Mobile apps

Answer: C


Q3. R is:

A) Paid
B) Open source
C) Closed source
D) Licensed only

Answer: B


Q4. Is R case-sensitive?

A) Yes
B) No

Answer: A


Q5. Which IDE is commonly used with R?

A) VS Code
B) Eclipse
C) RStudio
D) NetBeans

Answer: C


🔥 Real-Life Use Cases

✔ Data science projects
✔ Statistical reports
✔ Research papers
✔ Business analytics
✔ Machine learning models


✅ Summary

  • R is a statistical programming language

  • Best for data analysis & visualization

  • Open source and powerful

  • Case-sensitive language

  • Widely used in academics & industry

  • Very important for exams & interviews

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