Distributions - PowerPoint PPT Presentation

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Distributions

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Distributions & Graphs Variable Types Discrete (nominal) Sex, race, football numbers Continuous (interval, ratio) Temperature, Test score, Reaction time Frequency ... – PowerPoint PPT presentation

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Title: Distributions


1
Distributions Graphs
2
Variable Types
  • Discrete (nominal)
  • Sex, race, football numbers
  • Continuous (interval, ratio)
  • Temperature, Test score, Reaction time

3
Frequency Distributions
  • Graphic representation of data
  • Easier to understand than raw numbers
  • Helps communicate to others
  • Basic kinds of frequency distributions
  • Ungrouped simple tally
  • Grouped used to simplify
  • Uses
  • Relative and cumulative frequency
  • Shape

4
Common of Graphs
  • Bar Chart (discrete)
  • Histogram (continuous)
  • Scatterplot (2 variables)

5
Distribution Shapes
  • Normal
  • Center
  • Spread
  • Shoulders
  • Skew

There will be numerical ways to describe all
these, but for now, just consider the shape
visually.
6
Normal
7
Central Tendency
8
Variability (spread)
Central tendency and Variability
9
Skew
The tail!
10
Kurtosis - shoulders
11
Odd Shapes
12
Modern Stat Graphs
  • Box plot
  • Stem-leaf

13
Boxplot
Same distribution as a (sort of) histogram
Boxplot for a normal distribution
14
Boxplot with outliers
15
Boxplot with Skewed Distribution
16
Exam and Course Distributions Psych Stats Fall
2007
17
Course Grades Sp 2008
18
Stem-leaf diagram
  • Frequency Stem Leaf
  • 1.00 2 . 0
  • 2.00 3 . 00
  • 3.00 4 . 000
  • 4.00 5 . 0000
  • 3.00 6 . 000
  • 2.00 7 . 00
  • 1.00 8 . 0
  • Stem width 1.00
  • Each leaf 1 case(s)

(Approximately) Normal distribution
19
Stem-leaf of volcano heights
  • Frequency Stem Leaf
  • 8.00 0 . 25666789
  • 8.00 1 . 01367799
  • 23.00 2 . 00011222444556667788999
  • 21.00 3 . 011224445555566677899
  • 21.00 4 . 011123333344678899999
  • 24.00 5 . 001122234455666666677799
  • 18.00 6 . 001144556666777889
  • 26.00 7 . 00000011112233455556678889
  • 12.00 8 . 122223335679
  • 14.00 9 . 00012334455679
  • 13.00 10 . 0112233445689
  • 10.00 11 . 0112334669
  • 9.00 12 . 111234456
  • 5.00 13 . 03478
  • 2.00 14 . 00
  • 3.00 15 . 667
  • 2.00 16 . 25
  • 2.00 17 . 29

20
Final Grade Pct Sp 08
  • TotPct08 Stem-and-Leaf Plot
  • Frequency Stem Leaf
  • 12.00 Extremes (lt.48)
  • 3.00 5 . 669
  • 12.00 6 . 011333344444
  • 18.00 6 . 555566677777889999
  • 28.00 7 . 0000111122222223333333444444
  • 34.00 7 . 5555555566666667777777888888
    889999
  • 29.00 8 . 0000011111111222222333334444
    4
  • 13.00 8 . 5555566667788
  • 16.00 9 . 0000011111123344
  • 3.00 9 . 566
  • Stem width .10
  • Each leaf 1 case(s)

Note that SPSS has the boxplot with larger
numbers at the top, but the stem-leaf shows
larger numbers at the BOTTOM, so one is backwards
from the other.
21
Definition
  • Political party is an example of what kind of
    variable?
  • 1 continuous
  • 2 discrete
  • 3 intensity
  • 4 objective

22
Definition
  • A distribution with a long tail to the right
    (high) end is called ________
  • 1 leptokurtic
  • 2 negatively skewed
  • 3 platykurtic
  • 4 positively skewed

23
Graphs
  • Which boxplot shows a skewed distribution?

4
2
3
1
24
Discussion Question
  • When might you prefer a graph to a table of
    numbers for presenting a result?
  • Name a variable you think would be interesting
    for college students to see as a graph. What
    kind of data would you put in the graph? Why
    would it be of interest?
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