Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult...

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Transcript of Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult...

Page 1: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 2: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 4: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 5: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 6: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Ask students what they think statistics is.

Statistics is used to make sense of raw data

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Page 7: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 8: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 9: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 10: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 12: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 13: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 14: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Height = continuous

Nationality = nominal

Education level = ordinal

results of rolling 2 dice = discrete

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Page 15: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia.

If you wanted to study the size of green ant nests on the JCU campus, the population would be all green ant nests on the JCU campus.

Often it is not possible to measure/count every unit in a given population

Information from the sampled units is used to infer the characteristics for the entire population of interest

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Page 16: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 17: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 18: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 19: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 20: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 21: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 22: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 23: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 24: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 25: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Research has shown that there is a strong positive correlation between ice cream sales and number of drownings. 

Cause effect relationships cannot be determined conducting correlational research.

In experimental research, when possible confounding variables are controlled, cause effect relationships can be determined.

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Page 26: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What is the weight of Australian people?

What is the average height of Kangaroos in Australian zoos?

How motivated are JCU students and how does this relate to their GPA?

What is the average income of males in Sydney?

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Page 27: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 28: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 32: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

• If no number is repeated in the data set, there is no mode

• Bimodal when two most frequent measurements

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Page 33: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 37: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 38: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 39: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

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Page 40: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

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Page 41: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

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Page 42: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

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Page 43: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

What is the third step?

Square each value for  _ - ̅

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Page 44: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

What is the third step?

Square each value for  _ - ̅

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Page 45: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

What is the third step?

Square each value for  _ - ̅

What is the fourth step?

Add  up all squared values

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Page 46: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

What is the third step?

Square each value for  _ - ̅

What is the fourth step?

Add  up all squared values

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Page 47: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

What is the third step?

Square each value for  _ - ̅

What is the fourth step?

Add  up all squared values

The we can put all values in the formula and calculate the standard deviation.

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Page 48: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Mean: $855

Mode: $1000

Median: 420, 650, 770, 860, 940, 1000, 1000, 1200  (860 + 940)/2 = 900 Q1 = (650 + 770)/2 = 710 Q3 = 1000

Range = maximum value – minimum value: 1200 ‐ 420 = 780

Interquartile range = Q3 ‐ Q1 = 1000 ‐ 710 = 290

Standard deviation: 241.07

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Page 49: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 50: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

ORIGINAL POPULATION:

Mean: $855

Mode: $1000

Median: 420, 650, 770, 860, 940, 1000, 1000, 1200  (860 + 940)/2 = 900 Q1 = (650 + 770)/2 = 710 Q3 = 1000

Range = maximum value – minimum value: 1200 ‐ 420 = 780

Interquartile range = Q3 ‐ Q1 = 1000 ‐ 710 = 290

Standard deviation: 241.07

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Page 51: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 52: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 53: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What do we have to calculate first? 

The mean

What is the second step?

Subtract the mean of the sample from the measurement of each data unit in the sample

What is the third step?

Square each value for  _ - ̅

What is the fourth step?

Add  up all squared values

The we can put all values in the formula and calculate the standard deviation.

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Page 56: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 57: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 58: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 59: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 60: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 61: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 62: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What can the standard deviation be used for?

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Page 63: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

The empirical rule tells us approximately 68 % of data values will fall within 1 standard deviation of the mean

95 % of data values will fall within 2 standard deviations of the mean

99.7 % of data values will fall within 3 standard deviations of the mean

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Page 64: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 65: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

What does this mean? 

68 % of the population has an IQ between 85 and 115.

Only a very small percentage are highly gifted (130 and over) only around 2 %.`

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Page 66: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

0.5 (50 %)

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Page 67: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

0.84 (84 %)

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Page 73: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Image accessed: https://statistics.laerd.com

The probability of having an IQ of 105 or less is 0.6255 (62.55%)

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Page 74: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 75: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Hypothesis testing aims to make a statistical conclusion about accepting or not accepting the hypothesis

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Page 76: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Hypothesis testing aims to make a statistical conclusion about accepting or not accepting the hypothesis

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Page 77: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 92: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

The mean of the population – assumed to be 6 days according to the null hypothesis, is the mean of the sampling distribution

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Page 93: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 94: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 99: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 100: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 101: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 102: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Make sure you use axis titles and a legend

Each category has its own bar with gaps between bars

Column graphs can be combined to compare data

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Page 103: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

The area of the circle is proportional to the frequency

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Page 104: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

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Page 109: Basic Statistics 2019 SP1 presentation4 - jcu.edu.au · If you wanted to study the height of adult females in Australia, the population would be all adult females in Australia. If

Avoid 3 D

Use informative captions 

Do not overload graphs

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