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Data Applications Services: Common Types of Data Visualizations

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Resources for more information on types of graphs

Histogram

Icon displaying a representation of a Histogram

Definition

A Histogram is a diagram that groups data into bins (rectangles) whose height is proportional to the frequency of a variable and whose width is equal to the bin size. A Histogram shows the distribution of a single variable.

Type(s) of Data Shown With the Graph

Quantitative

What the Graph is Used to Show

Distribution of data

Violin Plot

Icon displaying a representation of a Violin Plot

Definition

A Violin Plot displays the distribution of data using density curves. It is the combination of a box plot and a density plot.

Type(s) of Data Shown With the Graph

Quantitative

What the Graph is Used to Show

Distribution of data, Relationships between variables

Heat Map

Icon displaying a representation of a Heat Map

Definition

A Heat Map visualizes the magnitude of data through variations in color. 

Type(s) of Data Shown With the Graph

Quantitative, Qualitative

What the Graph is Used to Show

Comparisons of variables, Relationships between variables, Distribution of data, Changes in the data over time

Timeline

Icon displaying a representation of a Timeline

Definition

A Timeline is a plot of events in chronological order, where time is put on the horizontal scale of the plot and the variable being measured is on the vertical scale.

Type(s) of Data Shown With the Graph

Qualitative

What the Graph is Used to Show

Changes in data over time

Bar Chart

Icon displaying a representation of a Bar Chart

Definition

A Bar Chart displays data as equal-width rectangular bars with lengths proportional to each bar's numeric value. Typically, the bars are vertical, but horizontal bars can also be used. A Bar Chart, while somewhat similar in appearance to a Histogram, is used to show similarities and differences between multiple variables. 

Type(s) of Data Shown With the Graph

Quantitative, Qualitative

What the Graph is Used to Show

Comparisons of variables

Network Diagram

Icon displaying a representation of a Network Diagram

Definition

Network Diagrams (also called Network Graphs) visualize the interconnectivity between a set of entities (represented by a vertex or node).  The connections between the vertices are called edges (or links). 

Type(s) of Data Shown With the Graph

Quantitative, Qualitative

What the Graph is Used to Show

Relationships between variables

Venn Diagram

Icon displaying a representation of a Venn Diagram

Definition

A Venn Diagram shows all possible logical relationships between a finite collection of sets.

Type(s) of Data Shown With the Graph

Quantitative, Qualitative

What the Graph is Used to Show

Relationships between variables

Area Chart

Icon displaying a representation of a Area Chart

Definition

An Area Chart is a Line Chart with the area below filled in with a color or texture. 

Type(s) of Data Shown With the Graph

Quantitative

What the Graph is Used to Show

Changes in the data over time or continuous interval, Distribution of data

Scatter Plot

Icon displaying a representation of a Scatter Plot

Definition

A Scatter Plot shows the relationship between two quantitative variables, where the data is displayed as a collection of points. For each data point, the values of one variable appear on the horizontal axis and the values of the other variable appear on the vertical axis.

Type(s) of Data Shown With the Graph

Quantitative

What the Graph is Used to Show

Relationships between variables, Distribution of data

Box and Whisker Plot

Icon displaying a representation of a Box and Whisker Plot

Definition

A Box and Whisker Plot displays the distribution of variables through their quartiles. The lines extending out from the boxes are the "whiskers", which are indicators of variability outside of the lower and upper quartiles. Outliers can be displayed as individual points.

Type(s) of Data Shown With the Graph

Quantitative

What the Graph is Used to Show

Distribution of data, Relationship between variables

Line Chart

Icon displaying a representation of a Line Chart

Definition

A Line Chart (or Line Graph) displays data as a series of points connected by straight line segments. 

Type(s) of Data Shown With the Graph

Quantitative

What the Graph is Used to Show

Changes in the data over time or a continuous interval, Distribution of data

Gantt Chart

Icon displaying a representation of a Gantt Chart

Definition

A Gantt Chart is a horizontal bar chart that visually illustrates a project plan or activity over time.

Type(s) of Data Shown With the Graph

Qualitative

What the Graph is Used to Show

Changes in the data over time, Distribution of data

Sankey Diagram

Icon displaying a representation of a Sankey Diagram

Definition

A Sankey Diagram is a directional flow chart, in which the width of the arrows are proportional to the flow quantity.

Type(s) of Data Shown With the Graph

Quantitative, Qualitative

What the Graph is Used to Show

Comparisons of variables, Weighted networks, Relationships between variables

Choropleth Map

Icon displaying a representation of a Choropleth Map

Definition

A Choropleth Map is a map that displays divided geographical regions or areas that use differences in coloring, shading, or patterns to show a relation to a data variable. 

Type(s) of Data Shown With the Graph

Spatial, Quantitative, Qualitative

What the Graph is Used to Show

Geographical data, Distribution of data, Comparisons of variables

Refrences

Moore, D. S. (2009). Introduction to the Practice of Statistics. WH Freeman and company.

Ribecca , S. (2024). The Data Visualisation Catalogue. https://datavizcatalogue.com/

Healy, Y. H. and C. (2017). Find the graphic you need. From data to Viz. https://www.data-to-viz.com/