How did survival rates vary across passenger classes?
Survival rates differed noticeably by passenger class. First-class passengers had the highest survival rate, followed by second-class passengers, while third-class passengers had the lowest survival rate. This suggests that class status played an important role in survival outcomes.

Did gender make a difference in survival?
Gender showed a major difference in survival outcomes. Female passengers had a much higher survival rate than male passengers.

Which age group had the best chances of survival?
Survival rates differed by age group, showing that some groups were more likely to survive than others. The chart highlights which age category experienced the strongest survival outcomes.

How does family size affect survival?
Family size appeared to influence survival. Passengers traveling alone or in very large family groups may have had different survival patterns than those traveling in smaller groups.

Does paying a higher fare increase chances of survival?
The correlation analysis measured the relationship between ticket fare and survival. A positive correlation would suggest that passengers paying higher fares were somewhat more likely to survive, while a weak correlation would indicate that fare alone was not a strong predictor.

The correlation between fare and survival is 0.156, indicating a weak positive relationship. This suggests that passengers who paid higher fares were slightly more likely to survive, but fare alone was not a strong predictor of survival
Do passenger class and fare together influence survival outcomes?
Regression analysis was used to examine whether passenger class and fare jointly influenced survival. The regression output indicates whether these variables significantly predicted survival and how strongly they explained variation in the outcome.


Did embarkation point affect survival rates?

Differences in survival rates across embarkation points were analyzed. Variation across groups suggests embarkation location may have influenced survival outcomes.