All Images

Introduction to Data Visualization


Cartography Checklists


Figure 1

Flood-Risk USA Map
Flood-Risk USA Map

Figure 2

Bad USA Map
Bad USA Map

Figure 3

A choropleth map of median household income across U.S. counties in 2021. Green shading indicates higher income. The map shows a clear pattern but requires additional context for full interpretation.
A choropleth map of median household income across U.S. counties in 2021. Green shading indicates higher income. The map shows a clear pattern but requires additional context for full interpretation.

Figure 4

A map of U.S. population density by county. Lighter shading indicates greater population density. This map is positively correlated with the income map above — higher-density counties tend to have higher median incomes.
A map of U.S. population density by county. Lighter shading indicates greater population density. This map is positively correlated with the income map above — higher-density counties tend to have higher median incomes.

Fundamentals of Map Design


Figure 1

An annotated diagram showing all essential map elements including title, legend, scale bar, north arrow, and source citation. Including these elements is necessary to convey accurate information to the audience.
An annotated diagram showing all essential map elements including title, legend, scale bar, north arrow, and source citation. Including these elements is necessary to convey accurate information to the audience.

Figure 2

Examples of sequential, diverging, and categorical color palettes. Using the wrong palette type for your data can produce an inaccurate or misleading representation.
Examples of sequential, diverging, and categorical color palettes. Using the wrong palette type for your data can produce an inaccurate or misleading representation.

Figure 3

Examples of different map projections showing how each distorts shape, area, distance, or direction differently. Each projection has a specific purpose for which it is best suited.
Examples of different map projections showing how each distorts shape, area, distance, or direction differently. Each projection has a specific purpose for which it is best suited.

Figure 4

A choropleth map of U.S. states shown in varying shades of green, where darker green indicates higher values.
A choropleth map of U.S. states shown in varying shades of green, where darker green indicates higher values.

Figure 5

A proportional symbol map of the USA where circles of varying sizes are centered on cities. Larger circles represent larger populations.
A proportional symbol map of the USA where circles of varying sizes are centered on cities. Larger circles represent larger populations.

Figure 6

A dot density map of the USA where dots are distributed within regions. A greater concentration of dots indicates a higher presence of the mapped variable in that area.
A dot density map of the USA where dots are distributed within regions. A greater concentration of dots indicates a higher presence of the mapped variable in that area.

Figure 7

A non-contiguous cartogram of U.S. states where each state is separated from its neighbors and resized according to a data value, preserving recognizable state shapes.
A non-contiguous cartogram of U.S. states where each state is separated from its neighbors and resized according to a data value, preserving recognizable state shapes.

Figure 8

A multivariate map of the USA combining choropleth shading for one variable and dot density for a second variable, demonstrating how two datasets can be shown together.
A multivariate map of the USA combining choropleth shading for one variable and dot density for a second variable, demonstrating how two datasets can be shown together.

Figure 9

A grid showing the same choropleth dataset classified using four different methods. Notice how the apparent spatial pattern changes significantly depending on the classification chosen.
A grid showing the same choropleth dataset classified using four different methods. Notice how the apparent spatial pattern changes significantly depending on the classification chosen.

Acquiring Vector Datasets from Data Repositories


Getting Started with QGIS: Your First Map


Figure 1

The QGIS Symbology panel showing marker style, size, and color options for the airports layer.
The QGIS Symbology panel showing marker style, size, and color options for the airports layer.

Figure 2

The QGIS Print Layout window showing a map and option to add title, legend, scale bar, and north arrow.
The QGIS Print Layout window showing a map and option to add title, legend, scale bar, and north arrow.

Figure 3

A finished map showing 76 airports in Alaska as point symbols, with a title, legend, scale bar, north arrow, and data credit.
A finished map showing 76 airports in Alaska as point symbols, with a title, legend, scale bar, north arrow, and data credit.