2.2 Displaying and Describing Categorical Data Flashcards
Visualizing Categorical Data
pie charts and bar charts
Pie Charts Contains?
Add in percentages, highlight a group, more informative title, create an other category
Bar Charts
lists the categories on the horizontal axis, draws rectangles above each categories where the heights are equal to the category’s frequency or relative frequency, categorical data
Pareto charts
where the bars are arranged in decreasing order
Pie Chart: pros and cons
Pro: can easily picture relative frequency
Cons: not effective if there are too many categories or if some relative frequencies are too small
Bar Chart: pros and cons
Pro: can handle more categories and easily compare categories with pareto chart
Cons: relative frequencies can be deceiving and can arrange bars however you want
Mode
the most frequently occurring value
Unimodal, Bimodal, Multimodal
Uni: On distinct mode
Bi: Two modes with same ( or very close) frequency
Multi: More than two modes with (or close) frequency
Variability
For categorical data, think of it as diversity in the data values
High variation
each value is represented with about the same frequency (many observations in many different categories)
Low Variation
A small number of values appear a large number of times (many observation fall into few categories)