Titanic dataset EDA - Full ML Preprocessing Process

(EDA) what I have done on the dataset as practice:

Main Findings from the Titanic Dataset:

Overall Survival: Only about 38% of passengers survived the disaster.

Gender Matters: Women had a much higher survival rate (74%) compared to men (19%). This follows the "women and children first" evacuation policy.

Class Matters: First class passengers had better survival rates than third class passengers. Wealthier passengers had better access to lifeboats.

Age: Most passengers were young adults (20-40 years old).

Ticket Prices: Most passengers bought cheap tickets, but some paid very high prices for luxury accommodations.

Combined Effect: Being a woman in first class gave you the best chance of survival. Being a man in third class gave you the worst chance.

Key Lesson:

The Titanic disaster shows how social class and gender affected survival chances. This is a historical example of inequality in emergency situations.