What are the chances?

Introduction to Statistics

George Boorman

Curriculum Manager, DataCamp

Measuring chance

What's the probability of an event?

$$ P(\text{event}) = \frac{\text{\# ways event can happen}}{\text{total \# of possible outcomes}} $$

Example: a coin flip

$$ P(\text{heads}) = \frac{\text{1 way to get heads}}{\text{2 possible outcomes}} = \frac{1}{2} = 50\%$$

line of probability from left where 0 percent = impossible, to right where 100 percent = will certainly happen.png

Introduction to Statistics

Assigning salespeople

Box with Amir, Brian, Claire, and Damian's names.png

  • Sampling
Introduction to Statistics

Assigning salespeople

Pulling out Brian's name from the box.png

$$P(\text{Brian}) = \frac{1}{4} = 25\%$$

Introduction to Statistics

Morning meeting

Pulling out Brian's name from the box.png

Introduction to Statistics

Afternoon meeting

Pulling out Brian's name from the box.png

$$P(\text{Brian}) = \frac{1}{4} = 25\%$$

  • Sampling with replacement
Introduction to Statistics

Independent probability

Two events are independent if the probability of the second event does not change based on the outcome of the first event.

Introduction to Statistics

Online retail sales

Order Number Product Type Net Quantity Gross Sales Discounts Returns Net Sales
200 Basket 13 3744.0 -316.80 0.00 3427.20
201 Basket 12 3825.0 -201.60 -288.0 3335.40
202 Basket 17 3035.0 -63.25 0.00 2971.75
203 Art & Sculpture 47 2696.8 -44.16 0.00 2652.64
204 Basket 17 2695.0 -52.50 -110.00 2532.50

wooden_baskets.jpg

1 Image credit: https://unsplash.com/@rodriguezedm
Introduction to Statistics

Probability of an order for a jewelry product

Product Type Order Count
Basket 551
Art & Sculpture 337
Jewelry 210
Kitchen 161
Home Decor 131
... ...
Total 1767
Introduction to Statistics

Probability of an order for a jewelry product

$$P(Jewelry) = \frac{Order \ Count(Jewelry)}{Sum(Total \ Order \ Count)}$$

$$P(Jewelry) = \frac{210}{1767}$$

$$P(Jewelry) = 11.88 \%$$

Introduction to Statistics

Probabilities for all product types

Product Type Order Count Probability
Basket 551 31.18%
Art & Sculpture 337 19.07%
Jewelry 210 11.88%
Kitchen 161 9.11%
Home Decor 131 7.41%
... ... ...
Total 1767 100%
Introduction to Statistics

Let's practice!

Introduction to Statistics

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