Population + Normal distribution Flashcards

1
Q

Median

A

n+1/2 if even. Middle value if odd

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2
Q

Descriptive tests

A

Median , IQR

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3
Q

Statistical tests

A

SD, mean, SE

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4
Q

IQR range

A

75%-25% i = 0.25(n+1)

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5
Q

Spread

A

Distribution of data = IQR and range

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6
Q

Location

A

Mean and median

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7
Q

5 figure summary and how is it displayed

A

Median, Range (Max/min). Upper quartile, Lower quartile. Box and whisker plot

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8
Q

Histograms

A

Display distribution of data, large samples and appropriate bin size make this easier

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9
Q

u and sigma (o)

A

u = population mean, o = population SD

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10
Q

Qualitative vs Quantitative data

A
Qualitative = categorical
Quantitative = numerical data - continuous
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11
Q

Normal distribution

A

Bell shaped curve - symmetrical equal populations located same distance away from mean
Peak located at u, width determined by sigma

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12
Q

Mean

A

Average m = x1+x2+x3/n

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13
Q

Standard deviation

A

Deviation around mean s = SD
Sum of each value ((x) - mean)2 ( squared to remove - then square rooted to remove square. Divide sum of the mean by n-1

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14
Q

AUC

A

Always =1

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15
Q

x=u + zo (sigma)

A

P depends on the value of z. For given values of z allows the visualisation of the values that differ by a set SD from the mean

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16
Q

1SD

A

P = 0.84, 2P-1 = 0.68

17
Q

Cumulative probability

A

Value of P for a given value of X

18
Q

2SD

A

P = 0.977, 2P-1 = 0.954

19
Q

1.96 SD

A

0.95

20
Q

UP/Lq

A

u +/- 0.675o

21
Q

Importance of normal distribution

A

Arises empirically - statistical test assume/require normally distributed data.
Variables normally distributed due to biological mechanisms

22
Q

Rapid screen of normality

A
  1. 5% of population below u-2o

16. 5% population below u-o

23
Q

Distribution free methods

A

Don’t require statistical tests - Assumption of normality isn’t critical. At best hypothesis tests and cannot cope with anything but the simplest structure

24
Q

Best way to assess normality

A

Probability plot. Large samples clustering of data around u, largest and smallest will symmetrically vary around u by o

25
Q

3 SD

A

99.7%

26
Q

Outliers effect on median and mean

A

Mean often skewed by outliers. Median more resistant may be a better descriptor