Update README.md

README.md

@@ -8,7 +8,7 @@ pretty_name: Gym Activity and Calories Burned Analysis
 # 🏋️ Gym Activity and Calories Burned Analysis
 **Author:** Daniel Halali
 
-**Project Overview:** Exploratory Data Analysis (EDA) on Gym Member Behavior.
+**Project Overview:** Exploratory Data Analysis (EDA) on Gym Member Behavior
 
 ## 🎯 Research Goal
 The primary objective of this project is to analyze the factors influencing calorie expenditure among gym members. By examining workout types, session durations, and member demographics, this study aims to identify the most effective patterns for energy output.
@@ -18,15 +18,17 @@ The primary objective of this project is to analyze the factors influencing calo
 ### 1. How does the Workout Type affect Calories Burned?
 - **Visualization:** Grouped Boxplot
 - **Insight:** HIIT and Strength Training show a higher median calorie burn compared to Yoga and Cardio.
-![Workout Type Chart](chart1.png)
+![Workout Type Chart](chart1)
 
 ### 2. Is there a correlation between Workout Duration and Calories Burned?
-- **Visualization:** Scatter Plot.
+- **Visualization:** Scatter Plot
 - **Insight:** There is a strong positive correlation; as session length increases, calorie expenditure consistently rises.
+![Duration vs Calories Chart](chart2)
 
 ### 3. Does gender influence the average calories burned?
-- **Visualization:** Bar Chart (Means).
+- **Visualization:** Bar Chart (Means)
 - **Insight:** Average calorie burn is consistent across all gender categories, suggesting duration and intensity are more critical factors.
+![Gender Chart](chart3)
 
 ## 📊 Visualizations Included
 In the attached `.ipynb` file, I have included: