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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

BasisHistogramBar Diagram
Data TypeContinuous Series (0-10, 10-20)Discrete/Categorical
GapsNo Gap between barsEqual Gap between bars
WidthDepends on class intervalArbitrary (Equal)
DimensionTwo-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 🌟

  1. 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.
  2. 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:

Discrete Series
Continuous Frequency Distribution
Individual Series
Qualitative Data