DEV Community

Aditi Sharma
Aditi Sharma

Posted on

πŸš€ Day 17 of My Python Learning Journey

Univariate Analysis in Data Analysis πŸ“Š

Today I explored Univariate Analysis β€” analyzing a single variable at a time.
It’s the first step to understand data distribution and spot patterns.

πŸ”Ή What it involves:
β€’ Categorical Data β†’ frequency tables, bar charts, pie charts.
β€’ Numerical Data β†’ histograms, boxplots, descriptive stats (mean, median, mode, variance).

πŸ”Ή Why it matters?

βœ… Reveals data distribution
βœ… Detects outliers & anomalies
βœ… Helps in choosing the right model/technique

⚑ Fun Fact: A simple histogram can uncover hidden data problems that fancy ML models might miss!

Python #EDA #DataAnalytics #UnivariateAnalysis #100DaysOfCode

Top comments (0)