Introduction to Discrete & Continuous Probability Distributions

  ✅ 1. What is a Probability Distribution? A probability distribution describes how probabilities are distributed over the values of a random variable . Random Variable : A variable whose values are outcomes of a random phenomenon. ๐Ÿงฎ 2. Types of Probability Distributions Type Description GIS Example Discrete           Takes countable values  Number of landslides per year in a          valley Continuous          Takes infinite values over an                 interval Rainfall (mm), elevation, temperature  ๐Ÿ“Œ Discrete Probability Distributions ๐ŸŽฏ 3. Binomial Distribution ✅ Definition : Used when an experiment is repeated n times , and each trial has two outcomes : success or failure. ✅ Conditions : Fixed number of trials (n) Only two possible outcomes per trial (success/failure) Constant probability of success (p) Trials are in...

Venn Diagrams


 Venn Diagrams

1. Introduction

  • Venn diagrams are visual tools used to show relationships between different sets.

  • Developed by John Venn in the 1880s.

  • Very useful in Economics (e.g., market segmentation, resource allocation) and Animal Science (e.g., species distribution, common traits among animals).

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2. Basic Concepts

  • Set: A collection of distinct objects (e.g., all dairy animals, or all consumers of organic products).

  • Elements: Items inside a set.

  • Universal Set (U): All possible elements under consideration.

  • Subset: A set entirely contained within another set.

  • Intersection ( ∩ ): Elements common to two or more sets.

  • Union ( ∪ ): All elements from two or more sets (without repetition).

  • Complement ( A' ): Elements not in set A.

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3. Components of a Venn Diagram

  • Circles represent sets.

  • Overlapping areas represent common elements (intersections).

  • Non-overlapping areas represent unique elements.

  • Rectangle often represents the Universal Set.


4. How to Draw a Venn Diagram (2 Sets Example)

Suppose:

  • Set A = {Consumers who buy local products}

  • Set B = {Consumers who buy organic products}

Steps:

  1. Draw two overlapping circles.

  2. Label one circle A and the other B.

  3. Fill in:

    • Overlap (A ∩ B) = Consumers who buy both local and organic products.

    • A only = Consumers who buy only local products.

    • B only = Consumers who buy only organic products.

  4. Outside the circles = Consumers who buy neither.

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5. Examples in Economics and Animal Science

Economics Example:

  • Set A: People investing in stocks.

  • Set B: People investing in bonds.

  • Venn diagram shows:

    • People investing in both.

    • Only stocks.

    • Only bonds.

    • Neither (saving in cash, etc.)

Animal Science Example:

  • Set A: Animals with four legs.

  • Set B: Animals that are herbivores.

  • Venn diagram shows:

    • Animals that are both four-legged and herbivores (e.g., cows, goats).

    • Four-legged non-herbivores (e.g., lions).

    • Herbivores without four legs (e.g., certain birds).


6. Key Formulas

For two sets A and B:

  • Union:

    n(AB)=n(A)+n(B)n(AB)n(A ∪ B) = n(A) + n(B) - n(A ∩ B)
  • Intersection:

    n(AB)n(A ∩ B)

    (elements common to both)

  • Complement:

    n(A)=n(U)n(A)n(A') = n(U) - n(A)

Where:

  • n(A)n(A) = number of elements in set A

  • n(U)n(U) = number of elements in universal set U


7. Three-Set Venn Diagram

For sets A, B, and C:

  • More complex, includes 7 regions.

  • Useful for showing overlaps among three categories (e.g., farmers who raise cattle, sheep, and goats).

Formula for Union:

n(ABC)=n(A)+n(B)+n(C)n(AB)n(AC)n(BC)+n(ABC)n(A ∪ B ∪ C) = n(A) + n(B) + n(C) - n(A ∩ B) - n(A ∩ C) - n(B ∩ C) + n(A ∩ B ∩ C)

8. Practical Tips for Students

  • Always define your sets clearly.

  • Start by filling intersection regions first.

  • Double-check that total counts match the Universal Set.

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9. Simple Practice Questions

  1. In a university, 70 students study Economics, 50 study Animal Science, and 20 study both. How many students study at least one of these subjects?

  2. Among a group of farm animals:

    • 15 cows eat grass.

    • 10 goats eat grass.

    • 5 eat both grass and shrubs.

    • Draw a Venn Diagram to represent this situation.

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