Techniques for summarizing data Flashcards

1
Q

what are numerical measures?

A

-central tendency:
—mean, median, mode

-dispersion:

variance, standard deviation, coefficient of variation, interquartile range

-Relative standing: quantiles

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2
Q

what does variance and standard deviation measure?

A

measures the average scatter around the mean

  • the greater the spread or dispersion of the data, the larger the range, variance and SD
  • the smaller the spread or dispersion of the data, the smaller the range, variance and SD
  • if values are all the same (no variation in data), range, variation and SD will be 0

cannot be negative

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3
Q

what is the coefficient of variation?

A

relative measure of variation, that is expressed in terms of a percentage

denoted by symbol :CV

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4
Q

formula for coefficient of variation

A

CV = (S/X̄) x 100%

S= sample standard deviation

X̄= sample mean

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5
Q

how to interpret coefficient of variation

A

compare two or more sets

CVcalories = 36.08%

Cvsugar= 57.84%

Relative to the mean, amount of sugar is more variable than calories

If only one data set

CVcalories = 36.08%

standard deviation is 36.08% of mean

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6
Q

Describe Z score

A

is useful in identifyig outliers. Values located far away from the mean will have very small (negative) Z score

or very large (positive) Z scores

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7
Q

Formula for Z score

A

Z = (X - X̄) / S

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8
Q

when is a Z score considered an outlier?

A

if it is less than -3 or greater than +3

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9
Q

Describe skewness

A

Measures the extent to which a set of data is not symmetric

Left or negative skewed: Mean < median

Symmetric: Mean = median

Right or positive skew : Mean > median

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10
Q

what are quartiles?

A

quartiles splits data into four parts:

First quartile (25% of values are smaller or equal to Q1 and 75% are larger or equal to) , second quartile, third quartile and fourth quartile (25% of values are larger or equal to Q4 and 75% are smaller or equal to)

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11
Q

Formula for Q1

A

Q1 = (n+1)/4 ranked value

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12
Q

Formula for Q3

A

Q3= 3(n +1) /4 ranked value

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13
Q

What is the formula for interquartile range?

A

Q3 - Q1

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14
Q

what does interquartile range measure?

A

interquartile range measures the spread in the middle 50% of the data.(not influence by extreme values)

eg. IR= 44-35 = 9

Interquartile range in the time to get ready is 9. The interval 35 and 44 is referred to as the middle 50

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15
Q

what does box plot look like?

A
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