Population Sampling
Measuring centre and spread
Frequency Tables & Graphs
Probability
Venn Diagrams
100

What is random sampling?

A way to sample where there is no pattern involved with the sampling. It eliminates any bias

100

What is the mode?

The most occurring number in a data set.

100

What are the three column labels of a frequency table?

What you are surveying e.g. type of pet, tally & frequency

100

What is the probability formula?

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

100

What is the missing value?



200

What is the process of collecting data from every member of a population called?

Census or population statistics

200

What is the range of the following data?


12, 11, 31, 22, 16, 33, 18, 19

33 - 11 = 22

200

How many people chose Oranges as the nicest fruit?


30

200

What is a sample space?

It is a list of all possible outcomes. 

The outcomes must be equally likely. 

200

How many outcomes are in circle A (multiples of 3)?

10 


3, 6, 9, 12, 15, 18, 21, 24, 27, 30

300

Is the following a biased sample?

Asking people in a doctors waiting room if they are currently suffering from an illness?

Yes

300

What is the mean of the following data set?


2, 4, 1, 5, 6

2 + 4 + 1 + 5 + 6 = 18


18/5 = 3.6

300

How many people did not choose kiwifruit, blueberries and apples as the nicest fruit?


45

Orange = 30, Banana = 10, Grapes = 5

300

What is it called when there are two possible outcomes. E.g. probability if you win vs. probability if you lose?

Complements 

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

300

What is the Pr(student who plays soccer)?


11+13 = 24

24/40 = 3/5

400

Is the following a biased sample?

You want to do a survey on the use of the skate park in Dimboola, so you send a letter to every home owner and business owner in Dimboola. 

No

400

What is median of the following data set?


1, 2, 3, 4, 5, 6, 7, 8

4 + 5 = 9 


9/2 = 4.5

400

What are two differences between a bar graph and a histogram?

Histograms do not have gaps and they also collect data between intervals.

400

If I roll an 8 sided die, what is the probability of rolling an even number?

2, 4, 6, 8, = 4/8 = 1/2 

400

What is the Pr (cat and dog)?


5/30 = 1/6 

500

200 sheep are taken from a paddock and given microchips and released. Some time later, a sample of 50 sheep are taken and it is found that 20 of these are micro-chipped. What is the estimated population of this mob of sheep?

(50/20) x 200 = 500

500

What is the mean and the mode of the following data set?

4, 1, 6, 3, 8, 2, 4, 7, 4, 3

Mean = 4+1+6+3+8+2+4+7+4+3 = 84/10 = 8.4 


Mode = 4 

500

If I were to fill in a the following frequency table using the data below, what is the tally for the interval 11-15?
1, 4, 5,6, 8, 8, 11, 13, 13, 14, 15, 17, 18, 19, 19


5

11, 13, 13, 14, 15

500

If I roll a green die and a red die, what is the probability of rolling a number that is not one?

25/36


500

What is the Pr (students who study only spanish or chemistry)


70 + 17 = 87

87/ 70+3+17+15+60+5+85+5 = 87/260