Frequency Distributions - PowerPoint PPT Presentation

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Frequency Distributions

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A frequency distribution is a table used to organize data. The left column (called classes or groups) includes numerical intervals on a variable being studied. – PowerPoint PPT presentation

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Title: Frequency Distributions


1
Frequency Distributions
  • A frequency distribution is a table used to
    organize data. The left column (called classes
    or groups) includes numerical intervals on a
    variable being studied. The right column is a
    list of the frequencies, or number of
    observations, for each class. Intervals are
    normally of equal size, must cover the range of
    the sample observations, and be non-overlapping.

2
Construction of a Frequency Distribution
  • Rule 1 Intervals (classes) must be inclusive
    and non-overlapping
  • Rule 2 Determine k, the number of classes
  • Rule 3 Intervals should be the same width, w
    the width is determined by the following
  • Both k and w should be rounded upward, possibly
    to the next largest integer.

3
Construction of a Frequency Distribution
  • Quick Guide to Number of Classes for a Frequency
    Distribution
  • Sample Size Number of Classes
  • Fewer than 50 5 6 classes
  • 50 to 100 6 8 classes
  • over 100 8 10 classes

4
Cumulative Frequency Distributions
  • A cumulative frequency distribution contains the
    number of observations whose values are less than
    the upper limit of each interval. It is
    constructed by adding the frequencies of all
    frequency distribution intervals up to and
    including the present interval.

5
Relative Cumulative Frequency Distributions
  • A relative cumulative frequency distribution
    converts all cumulative frequencies to cumulative
    percentages

6
Histograms and Ogives
  • A histogram is a bar graph that consists of
    vertical bars constructed on a horizontal line
    that is marked off with intervals for the
    variable being displayed. The intervals
    correspond to those in a frequency distribution
    table. The height of each bar is proportional to
    the number of observations in that interval.

7
Histograms and Ogives
  • An ogive, sometimes called a cumulative line
    graph, is a line that connects points that are
    the cumulative percentage of observations below
    the upper limit of each class in a cumulative
    frequency distribution.

8
Histogram and Ogive for Example 2.1
9
Stem-and-Leaf Display
  • A stem-and-leaf display is an exploratory data
    analysis graph that is an alternative to the
    histogram. Data are grouped according to their
    leading digits (called the stem) while listing
    the final digits (called leaves) separately for
    each member of a class. The leaves are displayed
    individually in ascending order after each of the
    stems.

10
Stem-and-Leaf Display
Stem-and-Leaf Display for Gilottis Deli Example
11
Tables- Bar and Pie Charts -
Frequency and Relative Frequency Distribution for
Top Company Employers Example
12
Tables- Bar and Pie Charts -
Figure 2.9 Bar Chart for Top Company Employers
Example
13
Tables- Bar and Pie Charts -
Figure 2.10 Pie Chart for Top Company Employers
Example
14
Pareto Diagrams
  • A Pareto diagram is a bar chart that displays the
    frequency of defect causes. The bar at the left
    indicates the most frequent cause and bars to the
    right indicate causes in decreasing frequency. A
    Pareto diagram is use to separate the vital few
    from the trivial many.

15
Line Charts
  • A line chart, also called a time plot, is a
    series of data plotted at various time intervals.
    Measuring time along the horizontal axis and the
    numerical quantity of interest along the vertical
    axis yields a point on the graph for each
    observation. Joining points adjacent in time by
    straight lines produces a time plot.

16
Line Charts
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