Organizing and Displaying Data

Organizing and Displaying Data

Overview
  • Frequency Distributions

    • Ungrouped
    • Grouped (Class intervals)
  • Graphs

    • Frequency Histograms
    • Frequency Polygons
    • Bar Graphs
  • Excel Exercise to create a histogram (Horvath p. 53-70)

Frequency Distribution
  • Definition: A frequency distribution lists all possible data values or types and the frequency of occurrence of each.
  • Purpose: Organize and describe data in table form.
  • Can be used to construct a frequency histogram to visualize data patterns.
Types of Frequency Distributions
A) Ungrouped Distribution
  • Characteristics:

    • Lists frequency of all possible data values in the dataset.
    • Can be qualitative (nominal/ordinal) or quantitative (small sets of values).
  • Examples:

    • Categorical: Blood Types, Majors, Teams
    • Quantitative: Number of kids in a household, Towns lived in.
B) Grouped Distribution (Class Intervals)
  • When to Use:

    • When the dataset contains too many possible values to list individually.
    • Data is ranged across intervals for organization.
  • Examples:

    • Annual salary, Reaction times, Weight, Commuting time.
    • Can include continuous values or discrete (e.g., age).
Creating Ungrouped Frequency Distribution


  • Example Data: Chin-up scores: 7, 15, 14, 9, 8, 13, 12, 15, 8, 12, 9, 9, 10, 13, 11, 10, 12


  • Frequency Table:

    Score (X)TallyFrequency
    15II2
    14I1
    13II2
    12III3
    11I1
    10II2
    9III3
    8II2
    7I1

Cumulative Frequency Distribution Example
ScoreTallyFrequencyCumulative Frequency
15II217
14I115
13II214
12III312
11I19
10II26
9III33
8II21
7I11
Grouped Frequency Distribution


  • Steps to Construct:

  1. Count the Scores: Total N = 17.
  2. Identify Highest and Lowest Scores: (MAX = 15, MIN = 7) gives a range = 8.
  3. Identify Smallest Unit of Measurement: Smallest = 1.
  4. Decide Number of Class Intervals (e.g., 5).
  5. Determine Class Interval Width ($i$): Use formula for width, e.g., i=MAXMINni = \frac{MAX - MIN}{n}.
  6. Rounding/Adjusting Width (to make a prettier class interval).
  7. List Out Class Intervals: e.g., 6-7, 8-9, 10-11…


  • Example Class Interval Frequency Table:

    Class IntervalFrequency (f)
    14-153
    12-135
    10-113
    8-95
    6-71
  • Types of Distributions
    Ungrouped Distributions
    • Used for nominal/ordinal values or when items are few (< 15).
    Grouped Distributions
    • Used for continuous values (e.g., weight, height) or when there are too many values.
    • Class intervals are calculated to effectively group data.
    Graphs and Histograms
    Bar Graphs
    • Used for grouped data.
    • Categories on the x-axis with spaces in between bars.
    Histograms
    • Used for ungrouped data.
    • No spaces between bars, showing frequencies of interval/ratio data.
    Excel Exercise for Creating Histograms
    1. Enter data in Excel.
    2. Select Tools/Data Analysis.
    3. Choose Histogram from Analysis Tools.
    4. Input data and class intervals.
    5. Format the histogram to add title and labels, ensuring bars meet proper spacing for interval/ratio data.