Title: Distributions
1Distributions Graphs
2Variable Types
- Discrete (nominal)
- Sex, race, football numbers
- Continuous (interval, ratio)
- Temperature, Test score, Reaction time
3Frequency 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
4Common of Graphs
- Bar Chart (discrete)
- Histogram (continuous)
- Scatterplot (2 variables)
5Distribution Shapes
- Normal
- Center
- Spread
- Shoulders
- Skew
There will be numerical ways to describe all
these, but for now, just consider the shape
visually.
6Normal
7Central Tendency
8Variability (spread)
Central tendency and Variability
9Skew
The tail!
10Kurtosis - shoulders
11Odd Shapes
12Modern Stat Graphs
13Boxplot
Same distribution as a (sort of) histogram
Boxplot for a normal distribution
14Boxplot with outliers
15Boxplot with Skewed Distribution
16Exam and Course Distributions Psych Stats Fall
2007
17Course Grades Sp 2008
18Stem-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
19Stem-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
20Final 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.
21Definition
- Political party is an example of what kind of
variable? - 1 continuous
- 2 discrete
- 3 intensity
- 4 objective
22Definition
- A distribution with a long tail to the right
(high) end is called ________ - 1 leptokurtic
- 2 negatively skewed
- 3 platykurtic
- 4 positively skewed
23Graphs
- Which boxplot shows a skewed distribution?
4
2
3
1
24Discussion 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?