Histogram – Construction & Interpretation
Histogram is the "Bar Diagram" for Continuous Data! 📊
What is a Histogram?
[!NOTE] Definition: A graph of a frequency distribution in which class intervals are plotted on the X-axis and frequencies on the Y-axis.
- It consists of adjacent rectangles (no gaps).
- Area of rectangle represents frequency.
Difference: Histogram vs Bar Diagram
| Basis | Histogram | Bar Diagram |
|---|---|---|
| Data Type | Continuous Series (0-10, 10-20) | Discrete/Categorical |
| Gaps | No Gap between bars | Equal Gap between bars |
| Width | Depends on class interval | Arbitrary (Equal) |
| Dimension | Two-Dimensional (Area matters) | One-Dimensional (Height matters) |
Construction Rules 🛠️
1. Equal Class Intervals
- Draw rectangles with Height = Frequency.
- Width = Class Interval.
- Example:
- Class: 0-10, 10-20
- Freq: 5, 10
- Draw bar from 0 to 10 with height 5.
- Draw bar from 10 to 20 with height 10.
2. Unequal Class Intervals
- If class widths are different (e.g., 0-10, 10-30), we must adjust frequency.
- Frequency Density = Frequency / Class Width.
- Plot Frequency Density on Y-axis.
3. Inclusive Series
- Convert to Exclusive Series first.
- (0-9, 10-19) → (-0.5 to 9.5, 9.5 to 19.5).
- Histogram must have continuous boundaries.
Uses of Histogram 🌟
-
To Find Mode:
- The highest bar represents the Modal Class.
- Join the top corners of the highest bar to the adjacent bars.
- The intersection point gives the Mode on X-axis.
-
Visualizing Distribution:
- Is it symmetric? (Bell curve)
- Is it skewed? (Tail to left or right)
Summary
- Histogram = Adjacent rectangles for continuous data.
- No Gaps between bars.
- Area represents frequency.
- Used to find Mode graphically.
- For unequal classes, use Frequency Density.
The Bottom Line: If data is continuous (like height, weight), use a Histogram, not a Bar Chart! 📏
Test Your Knowledge
Question 1 of 5
1. Histogram is drawn for:
