ITPFL7 Lesson 7: Data Visualization

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What does the Data-Ink Ratio measure?

The proportion of 'data-ink' to the total amount of ink used in a table or chart

What is the purpose of creating a summary table for data visualization?

To reduce the size of the data set by highlighting important relationships and trends

According to Edward R. Tufte, what does the Data-Ink Ratio encourage chart creators to examine?

If all elements in the chart are relevant to the chart's message

What is one of the benefits of Data-ink optimized charts?

Saving space by occupying less space and accepting resizing better

What is the role of a clear message in data visualization?

Having only necessary elements will make the message clearer and easier to consume by the audience

What is one of the erasing principles mentioned in the text?

Erase non-data-ink, within reason

Which type of chart is a graphical means of visualizing three variables in a two-dimensional graph?

Bubble chart

What type of chart is useful for time series data collected over some time?

Line chart

Which type of table provides a tabular summary of data for two variables?

Crosstabulation

What kind of data visualization tool illustrates multiple metrics and automatically updates these metrics as new data become available?

Data dashboard

What type of graphical representation of data uses different shades of color to indicate magnitude?

Heat map

How should text and numbers be aligned in a table for easier reading?

Left-align text and right-align numbers

When should tables be used instead of charts?

When the reader needs to refer to specific numerical values.

What should be done to reduce redundant data-ink in charts and tables?

Erase redundant data-ink within reason.

What kind of chart is a common form of chart used to compare categorical data?

Pie Chart

How can GIS be applied in business site selection?

To analyze and select optimal locations for new facilities.

Study Notes

Data Visualization

  • The Data-Ink Ratio measures the proportion of ink used to display actual data to the total amount of ink used in a graph.
  • Creating a summary table for data visualization helps to organize and summarize data, making it easier to understand and visualize.
  • According to Edward R. Tufte, the Data-Ink Ratio encourages chart creators to examine the efficiency of their graphical designs and eliminate non-data ink.

Benefits of Data-Ink Optimized Charts

  • One of the benefits of Data-ink optimized charts is that they effectively communicate information, allowing viewers to quickly understand the data.

Role of Clear Message in Data Visualization

  • A clear message in data visualization is crucial to effectively communicating information and avoiding confusion.

Erasing Principles

  • One of the erasing principles mentioned in the text is to eliminate non-data ink.

Types of Charts

  • A 3D scatter plot is a graphical means of visualizing three variables in a two-dimensional graph.
  • A line chart is useful for time series data collected over some time.
  • A contingency table provides a tabular summary of data for two variables.
  • A dashboard is a data visualization tool that illustrates multiple metrics and automatically updates these metrics as new data become available.
  • A choropleth map is a graphical representation of data that uses different shades of color to indicate magnitude.

Designing Tables

  • In a table, text and numbers should be aligned for easier reading.

When to Use Tables Instead of Charts

  • Tables should be used instead of charts when exact values are important, or when the data requires precise comparison.

Reducing Redundant Data-Ink

  • To reduce redundant data-ink in charts and tables, eliminate non-data ink and focus on displaying only essential information.

Common Charts

  • A bar chart is a common form of chart used to compare categorical data.

GIS in Business Site Selection

  • GIS (Geographic Information System) can be applied in business site selection to analyze demographic data, traffic patterns, and other location-specific factors.

Learn about data visualization techniques including creating summary tables and generating charts. Understand how it can help in identifying data errors and highlighting important relationships and trends in the data. Explore the concept of Data-Ink Ratio and its importance in designing effective visuals.

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