2.7.6 · D1Statistics & Probability — Intermediate

Foundations — Mutually exclusive events — addition rule

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Before you can trust a single line of the parent note, you must be able to read every squiggle in it without flinching. This page builds each one from nothing, in an order where each idea leans on the one before it.


1 — An "outcome": the atom of everything

Roll a die once. It lands showing a face. That face is the outcome. You cannot split it further; it is the atom.

Why the topic needs it: every probability we compute is really "how many dots are in the group I care about". If you don't see outcomes as countable dots, the addition rule is just symbols.


2 — The sample space and the count

Figure — Mutually exclusive events — addition rule

Figure 1. The teal rectangle is the whole sample space for one die roll; each orange dot is a single outcome (faces 1–6). The plum arrow points at one dot to remind you "one outcome = one dot". The label in the corner is the counter reporting six dots total — this is exactly the denominator you will divide by for every probability.

The symbol is a machine that counts how many dots are inside whatever you put in the brackets:

  • = how many dots total (for a die, ).
  • = how many dots are in group .

Why the topic needs it: the parent's very first line is . That whole formula is nothing but "wanted dots over total dots". is the counter.


3 — An "event": a fenced-off group of dots

The word subset literally means "a group taken from inside ". Every dot in an event is also a dot in ; an event never invents new outcomes.

The curly braces just mean "the collection containing these listed dots".

Why the topic needs it: the addition rule combines two events and . Everything is a fence around dots.


4 — Plus and minus : combine and take away

Before any formula, pin down the two humblest symbols in the whole note.

Why the topic needs it: every formula ahead (, , ) is built from just these two moves. If is a mystery, the general rule is a mystery.


5 — Probability : fair counting

The letter is read "the probability of". It always spits out a number between and :

  • means the event has no dots — it can never happen.
  • means the event contains all the dots — it always happens.
  • means half the dots are yours.

Why the topic needs it: the entire addition rule is derived by first counting dots, then dividing everything by at the end. is just the counter with the total divided out.


6 — Union : the word "OR" as a picture

Figure — Mutually exclusive events — addition rule

Figure 2. Two overlapping fences: the orange disc is event , the teal disc is event . Everything shaded — orange part, teal part, and the middle lens marked "both" — is the union . Notice the lens in the centre: those dots belong to both fences, which is exactly why blindly adding "orange dots + teal dots" would count them twice. This picture is the reason the general rule needs a subtraction.

The symbol looks like a cup that scoops up everything from both fences into one bigger fence. Read out loud as "or".

Why the topic needs it: the addition rule answers exactly one question: what is ? — the chance that at least one of the two events happens.


7 — Intersection and the empty set

The symbol is an upside-down cup — a cap — and read as "and". It keeps only the shared dots.

Why the topic needs it: "mutually exclusive" is defined as . That single line says "the two fences share no dots", so their overlap is empty, so there is nothing to double-count.


8 — Putting it together: the general addition rule

Now that , , and all mean something, we can state the master formula the whole parent note rests on.

Why the topic needs it: this is the rule the parent "earns" the special case from. The mutually-exclusive shortcut is just this formula with the overlap equal to zero.


9 — Mutually exclusive: fences that never touch

Figure — Mutually exclusive events — addition rule

Figure 3. Here the orange fence and the teal fence sit apart with a clear gap between them (plum arrow) — no dot is shared, so . Compare with Figure 2, which had a "both" lens; that lens has vanished. With no overlap to remove, the subtraction term in the general rule is zero and plain addition is exactly right.

Why the topic needs it: this is the entire topic in one condition. "Can both happen at once?" — if no, the overlap is and you just add; if yes, subtract the overlap first.


10 — Complement : everything outside the fence

Picture the whole sample-space rectangle; is a fenced patch inside it; is all the rest of the rectangle.

Why the topic needs it: the parent's "handy corollary" and Worked Example 4 ("") are just the addition rule applied to and . You cannot understand the shortcut without .


11 — Sigma : "add up many pieces"

The letter is a counter that walks from up to ; each step you write down and add it on. The big Greek (capital sigma, "S" for Sum) just means "sum all of these".

Why the topic needs it: when many events are pairwise mutually exclusive, plain addition extends to all of them at once, and is the compact way to say "add every single one".


Prerequisite map

Outcome one result

Sample space S all outcomes

Counter n counts dots

Event fence around dots

Probability P equals wanted over total

Plus and minus combine and remove

Union cup means OR

Intersection cap means AND

Empty set means no overlap

General addition rule

Mutually exclusive fences never touch

Addition rule P A or B equals sum

Complement A prime not A

P not A equals 1 minus P A

Sigma add many events

Everything upstream of General addition rule must be solid before the parent note makes sense. If any box confuses you, re-read its section above.


Equipment checklist

Cover the right-hand side and test yourself out loud.

What is an outcome?
One single result of one trial — the atom that "lights up".
What does mean and what does count?
is the sample space (all outcomes); counts how many outcomes there are in total.
What is an event, in dot-picture terms?
A subset of — a fence drawn around some of the outcomes you care about.
What do the and signs each do to dot-counts?
puts counts together; takes a count away (used to remove double-counted overlap).
Write the probability formula for equally likely outcomes.
= wanted dots over total dots.
Why can a probability never exceed ?
You can't want more dots than exist, so forces the fraction .
What does mean and how do you read ?
All dots in or or both; read as "or" (it collects).
What does mean and how do you read ?
Only dots in both and ; read as "and" (the overlap).
What is and what is ?
The empty set — a group with zero dots; .
State the general addition rule.
— add both, subtract the overlap once.
Define mutually exclusive in symbols and in picture.
— the two fences share no dot, they never touch.
Why does plain addition work for mutually exclusive events?
The overlap is empty so ; the subtraction term vanishes, leaving .
What is and what two properties link it to ?
All dots not in ; and are mutually exclusive and exhaustive, so .
What does mean?
Add up , one term per counter value.

Connections