A&A SL: Core Topics: Statistics

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Standard Deviation

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A&A SL Core Textbook Chapter 12 Lessons A-J

28 Terms

1

Standard Deviation

  • a form to more accurately represent the spread of data

  • the square root of the variance

  • measures the degree to which the data deviates from the mean

  • a non-resistant measure of spread

  • only useful if the data is symmetrical

  • if a sample from a large population the sample standard deviation (s) is a more accurate estimate

<ul><li><p>a form to more accurately represent the spread of data</p></li><li><p>the square root of the variance </p></li><li><p>measures the degree to which the data deviates from the mean</p></li><li><p>a <strong>non-resistant</strong> measure of spread </p></li><li><p>only useful if the data is symmetrical </p></li><li><p>if a sample from a large population the <strong>sample standard deviation</strong> (<em>s</em>) is a more accurate estimate </p></li></ul>
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2

Variance

  • represents a more accurate spread of data

  • the average of the squares of the distances from the mean

  • If data values (x) are situated close around the mean (μ) then (xᵢ - μ)² would be too small and have too small of a variance

<ul><li><p>represents a more accurate spread of data</p></li><li><p>the average of the squares of the distances from the mean</p></li><li><p>If data values (<em>x<span>ᵢ</span></em>) are situated close around the mean (<em><span>μ</span></em>) then (<em>xᵢ - μ</em>)<span>²</span> would be too small and have too small of a variance</p></li></ul>
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3

Percentiles

  • the values below which a certian percentage of the data lies

    • Q1 is the 25th percentile

    • Q2 is the 50th percentile

    • Q3 is the 75th percentile

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4

Frequency Graph

  • made of the cumulative frequency

  • a smooth graph with curves

<ul><li><p>made of the cumulative frequency </p></li><li><p>a smooth graph with curves </p></li></ul>
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5

Cumulative Frequency

  • shows the number/proportion of numbers that lie above or below a particular value

  • can create column for the cumulative frequency within a frequency table

  • will create a frequency graph which create a graph of smooth curves

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6

parallel box and whisker diagram / parallel box plot

  • a visual comparison of the distribution of two data sets

  • used to easily compare statistics such as the median, range, and IQR

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7

Outliers

  • extraordinary data separated from the main body of data

  • applies to any value larger or smaller than the boundaries

    • upper boundary = upper quartile + 1.5 x IQR

    • lower boundary = upper quartile + 1.5 x IQR

  • outliers are marked with an Astrid on a Wisker box plot

  • it is possible to have more than one outlier

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8

negatively skewed box plot

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positively skewed box plot

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symmetrically distributed box plot

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11

Five Number Summary

  • made up of:

    • the minimum value

    • the lower quartile Q1

    • the median Q2

    • the upper quartile Q3

    • the maximum value

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Box and Whisker diagram / Box Plot

  • will show the five number summary of the data set

  • rectangular box represents the “middle“ half

  • lower whisker shows the 25% smallest values

  • upper whisker shows the 25% largest values

  • shows the systematic distribution of a box plot

<ul><li><p>will show the five number summary of the data set</p></li><li><p>rectangular box represents the “middle“ half</p></li><li><p>lower whisker shows the 25% smallest values</p></li><li><p>upper whisker shows the 25% largest values</p></li><li><p>shows the systematic distribution of a box plot</p></li></ul>
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13

Interquartile range

  • AKA: IQR

  • the median divides the ordered set into halves and then in half again by quartiles

  • IQR = Q3 - Q1

  • Lower Quartile (Q1)

    • middle value of the lower half

  • Upper Quartile (Q3)

    • middle value of the upper half

  • Interquartile range (IQR) (Q2)

    • the range of the middle half of data

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14

The Range

  • the difference between the maximum data value and the minimum data value

  • Range = maximum - minimum

  • not particularly reliable as it only uses two data values

  • easily influenced by extreme values and outliers

  • useful for choosing class intervals

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15

approximation

  • calculated mean represents the approximated value

  • reason to why you need to know each individual data value

  • a result of assuming data values within classes

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16

midpoint / mid-interval value

  • a representation of all data values in a class interval

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17

finding the median

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18

solving for the mean

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19

product column

  • helps to add the data values

<ul><li><p>helps to add the data values</p></li></ul>
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20

frequency column

  • found in a frequency table

  • used to easily find the mode

<ul><li><p>found in a frequency table</p></li><li><p>used to easily find the mode</p></li></ul>
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21

median characteristics

  • gives data a halfway point

  • only accounts for middle values

  • not affected by extreme values

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22

mean characteristics

  • commonly used and easy to understand

  • accounts for all values

  • affected by extreme values

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23

mode characteristics

  • gives the most usual value

  • only accounts for common values

  • unaffected by extreme values

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24

bimodal

  • when a data set has two values that occur most frequently

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25

center of the data

  • measured with the mean, median, and mode

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26

mode

  • most frequently occurring value in a discrete data set

  • the modal class in continuous data sets

  • if a data set has two values that both occur most frequently it is bimodal

  • if the data set has three or more most frequently occurring values the mode becomes inapplicable

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27

median

  • middle value of an ordered data set

  • splits data in half

    • EX: the median mark for a test is 73% then you know that half the class scored less than or equal to 73% and half the class scored greater than or equal to 73%

  • if there is an odd number of data values the median is one of the original values

  • if there is an even number of data values then the median will be the average of the two middle numbers

  • if there are n data values listed in order from smallest to largest the median is the (n+1/2)th data value

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28

mean

  • the statistical name for an arithmetic average

  • mean = the sum of all data values / the number of data values

  • use ˉx to represent the mean of a sample

  • use μ to represent the mean of a population

    • you do not always have data from all the population members so the exact value of μ is unknown

    • collect data from a sample of a population and use the mean of the sample ˉx as an approximation for μ

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