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Understanding Graphs for Data Analysis

May 18, 2025

Graphical Representation of Data

Introduction

  • Presenter: Dr. Nick
  • Topic: Understanding different types of graphs and their uses.

Purpose of Graphs

  • Simplify the analysis of large data sets.
  • Help identify patterns and answer questions.
  • Aid in effective communication of findings.

Types of Graphs

1. Pictograph

  • Description: Uses pictures or objects lined up in rows to represent data.
  • Use Case: Best for categorical data; counting instances, not measurements.
  • Example: Lining up fruit pieces to identify the most popular fruit.
  • Variants: Data cards for individual data representation.

2. Bar Chart (Column Chart)

  • Description: Uses the length/height of bars to represent frequency.
  • Use Case: Suitable for categorical and some numerical data.
  • Features: Easy to compare categories; can order by size for better insights.

3. Pie Chart

  • Description: Circle divided into segments representing category proportions.
  • Use Case: Only for categorical data with 5 or fewer categories.
  • Cautions: Avoid 3D effects and 'exploding' segments.

4. Dot Plots

  • Description: Each dot represents a data point, stacked for duplicate values.
  • Use Case: Ideal for numerical data; visualizing distribution.
  • Example: Number of shoes owned by individuals.

5. Stem and Leaf Plots

  • Description: Combines aspects of a histogram and table.
  • Use Case: Quick visual of data shape; uses first digit as 'stem' and second as 'leaf'.
  • Example: Test scores.

6. Scatter Plot

  • Description: Displays relationship between two numerical variables.
  • Use Case: Does not join dots; useful for identifying correlations.
  • Example: Relationship between Lego set size and price.

7. Time Series Plot

  • Description: Special scatter plot for data over time.
  • Use Case: Horizontal axis represents time; dots connected to show trends.
  • Example: Monthly visitor data to New Zealand.

Conclusion

  • Graph choice depends on context and investigation purpose.
  • Sometimes multiple graphs are suitable.
  • Statistical software can assist in creating appropriate graphs.

Additional Resources

  • Visit the Statistics Learning Center website for more learning materials.