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A thematic map is a type of
map A map is a symbolic depiction of interrelationships, commonly spatial, between things within a space. A map may be annotated with text and graphics. Like any graphic, a map may be fixed to paper or other durable media, or may be displayed on ...
that portrays the geographic pattern of a particular subject matter (theme) in a geographic area. This usually involves the use of map symbols to visualize selected properties of geographic features that are not naturally visible, such as temperature, language, or population. In this, they contrast with general reference maps, which focus on the location (more than the properties) of a diverse set of physical features, such as rivers, roads, and buildings. Alternative names have been suggested for this class, such as ''special-subject'' or ''special-purpose maps'', ''statistical maps'', or ''distribution maps'', but these have generally fallen out of common usage. Thematic mapping is closely allied with the field of
Geovisualization Geovisualization or geovisualisation (short for geographic visualization), also known as cartographic visualization, refers to a set of tools and techniques supporting the analysis of geospatial data through the use of interactive visualization. ...
. Several types of thematic maps have been invented, starting in the 18th and 19th centuries, as large amounts of statistical data began to be collected and published, such as national censuses. These types, such as
choropleth map A choropleth map () is a type of statistical thematic map that uses pseudocolor, meaning color corresponding with an aggregate summary of a geographic characteristic within spatial enumeration units, such as population density or per-capita inco ...
s, isarithmic maps, and
chorochromatic map A Chorochromatic map (), also known as an area-class, Qualitative data, qualitative area, or mosaic map, is a type of thematic map that portray regions of categorical or nominal data using variations in color Map symbol, symbols. Chorochromatic ...
s, use very different strategies for representing the location and attributes of geographic phenomena, such that each is preferable for different forms of phenomena and different forms of available data. A wide variety of phenomena and data can thus be visualized using thematic maps, including those from the natural world (e.g.,
climate Climate is the long-term weather pattern in a region, typically averaged over 30 years. More rigorously, it is the mean and variability of meteorological variables over a time spanning from months to millions of years. Some of the meteoro ...
, soils) and the human world (e.g.,
demographics Demography () is the statistical study of human populations: their size, composition (e.g., ethnic group, age), and how they change through the interplay of fertility (births), mortality (deaths), and migration. Demographic analysis examin ...
,
public health Public health is "the science and art of preventing disease, prolonging life and promoting health through the organized efforts and informed choices of society, organizations, public and private, communities and individuals". Analyzing the de ...
)


History

According to Arthur Robinson, thematic maps were largely an Industrial Age innovation, with some Enlightenment-era roots; almost all of the modern graphical techniques were invented between 1700 and 1850. Prior to this, the most important cartographic development was the production of accurate general base maps. Their accuracy improved slowly, and even in the mid-17th century, they were usually of poor quality; but they were good enough to display basic information, allowing the production of the first thematic maps. One of the earliest thematic maps was one entitled ''Designatio orbis christiani'' (1607) by Jodocus Hondius, showing the dispersion of major religions using map symbols, in the French edition of his ''Atlas Minor'' (1607). This was soon followed by a thematic globe (in the form of a six- gore map) showing the same subject, using Hondius' symbols, by Franciscus Haraeus, entitled ''Novus typus orbis ipsus globus, ex Analemmate Ptolomaei diductus'' (1614) An early contributor to thematic mapping in England was the English astronomer
Edmond Halley Edmond (or Edmund) Halley (; – ) was an English astronomer, mathematician and physicist. He was the second Astronomer Royal in Britain, succeeding John Flamsteed in 1720. From an observatory he constructed on Saint Helena in 1676–77, Hal ...
(1656–1742), who introduced the Enlightenment conception of the thematic map as a tool for scientific thinking. His first significant cartographic contribution was a
star chart A star chart is a celestial map of the night sky with astronomical objects laid out on a grid system. They are used to identify and locate constellations, stars, nebulae, galaxies, and planets. They have been used for human navigation since tim ...
of the constellations of the Southern Hemisphere, made during his stay on
St. Helena Saint Helena (, ) is one of the three constituent parts of Saint Helena, Ascension and Tristan da Cunha, a remote British overseas territory. Saint Helena is a volcanic and tropical island, located in the South Atlantic Ocean, some 1,874 km ...
and published in 1686. In that same year he also published his first terrestrial map in an article about trade winds, and this map is called the first meteorological chart. In 1701 he published the "New and Correct Chart Shewing the Variations of the Compass", see first image, the first chart to show lines of equal
magnetic variation Magnetic declination (also called magnetic variation) is the angle between magnetic north and true north at a particular location on the Earth's surface. The angle can change over time due to polar wandering. Magnetic north is the direction that ...
and possibly the first
isarithmic map A contour line (also isoline, isopleth, isoquant or isarithm) of a function of two variables is a curve along which the function has a constant value, so that the curve joins points of equal value. It is a plane section of the three-dimensi ...
. Early chorochromatic (nominal area-class) maps also appeared in the late 18th century as scientific instruments for exploring geographic phenomena such as
geology Geology (). is a branch of natural science concerned with the Earth and other astronomical objects, the rocks of which they are composed, and the processes by which they change over time. Modern geology significantly overlaps all other Earth ...
and
language Language is a structured system of communication that consists of grammar and vocabulary. It is the primary means by which humans convey meaning, both in spoken and signed language, signed forms, and may also be conveyed through writing syste ...
. The early to middle 19th century could be considered, as Robinson called it, a "golden age" of thematic mapping, when many of the current techniques were invented or further developed. For example, the earliest known
choropleth map A choropleth map () is a type of statistical thematic map that uses pseudocolor, meaning color corresponding with an aggregate summary of a geographic characteristic within spatial enumeration units, such as population density or per-capita inco ...
was created in 1826 by
Charles Dupin Baron Pierre Charles François Dupin (; 6 October 1784, Varzy, Nièvre – 18 January 1873, Paris, France) was a French Catholic mathematician, engineer, economist and politician, particularly known for work in the field of mathematics, where t ...
. Based on this work Louis-Léger Vauthier (1815–1901) developed the population contour map, a map that shows the
population density Population density (in agriculture: Standing stock (disambiguation), standing stock or plant density) is a measurement of population per unit land area. It is mostly applied to humans, but sometimes to other living organisms too. It is a key geog ...
of Paris in 1874 by isolines.
Michael Friendly Michael Louis Friendly (born 1945) is an American-Canadian psychologist, Professor of Psychology at York University in Ontario, Canada, and director of its Statistical Consulting Service, especially known for his contributions to graphical metho ...
(2008)
"Milestones in the history of thematic cartography, statistical graphics, and data visualization"
One of the most influential early works of thematic cartography was a small booklet of five maps produced in 1837 by Henry Drury Harness as part of a government report on the potential for construction of railroads in Ireland. Included were early chorochromatic and flow maps, and possibly the first proportional point symbol and dasymetric maps. Another example of early thematic mapping comes from London physician
John Snow John Snow (15 March 1813 – 16 June 1858) was an English physician and a leader in the development of anaesthesia and medical hygiene. He is considered one of the founders of modern epidemiology and early germ theory, in part because of hi ...
. Though disease had been mapped thematically, Snow's cholera map in 1854 is the best-known example of using thematic maps for analysis. Essentially, his technique and methodology anticipated the principles of a geographic information system ( GIS). Starting with an accurate base map of a
London London is the Capital city, capital and List of urban areas in the United Kingdom, largest city of both England and the United Kingdom, with a population of in . London metropolitan area, Its wider metropolitan area is the largest in Wester ...
neighborhood which included streets and water pump locations, Snow mapped out the incidence of
cholera Cholera () is an infection of the small intestine by some Strain (biology), strains of the Bacteria, bacterium ''Vibrio cholerae''. Symptoms may range from none, to mild, to severe. The classic symptom is large amounts of watery diarrhea last ...
deaths. The emerging pattern centered around one particular pump in Broad Street. At Snow's request, the handle of the pump was removed, and new cholera cases ceased almost at once. Further investigation of the area revealed that the Broad Street pump was near a cesspit under the home of the outbreak's first cholera victim.
Charles Joseph Minard Charles Joseph Minard (; ; 27 March 1781 – 24 October 1870) was a French civil engineer recognized for his significant contribution in the field of information graphics in civil engineering and statistics. Minard was, among other things, noted ...
has been hailed as perhaps the first master of thematic mapping and
information visualization Data and information visualization (data viz/vis or info viz/vis) is the practice of designing and creating Graphics, graphic or visual Representation (arts), representations of a large amount of complex quantitative and qualitative data and i ...
. In the 1850s and 1860s, he integrated thematic maps (especially flow maps) with statistical charts to create visual narratives, most notably his 1869 map of Napoleon's 1812 invasion of Europe. By the early 20th century, established methods were in place for manually drafting a variety of thematic maps, but they were still produced in far fewer numbers than general reference maps, and occupied a relatively small portion of cartographic education. Their popularity vastly increased in the second half of the century, due to several influences: first, the
Quantitative revolution In geography, the quantitative revolution (QR) was a paradigm shift that sought to develop a more rigorous and systematic methodology for the discipline. It came as a response to the inadequacy of regional geography to explain general spatial d ...
in geography and the rise of cartography as an academic discipline, both of which increased the role of thematic maps as tools for scientific analysis and communication; second, technology that facilitates map design and production, especially the
personal computer A personal computer, commonly referred to as PC or computer, is a computer designed for individual use. It is typically used for tasks such as Word processor, word processing, web browser, internet browsing, email, multimedia playback, and PC ...
, the
geographic information system A geographic information system (GIS) consists of integrated computer hardware and Geographic information system software, software that store, manage, Spatial analysis, analyze, edit, output, and Cartographic design, visualize Geographic data ...
(GIS),
graphics software In computer graphics, graphics software refers to a program or collection of programs that enable a person to manipulate images or models visually on a computer. Computer graphics can be classified into two distinct categories: raster graphics ...
, and the
Internet The Internet (or internet) is the Global network, global system of interconnected computer networks that uses the Internet protocol suite (TCP/IP) to communicate between networks and devices. It is a internetworking, network of networks ...
; and third, the widespread availability of large volumes of data, notably the first digital releases of national
census A census (from Latin ''censere'', 'to assess') is the procedure of systematically acquiring, recording, and calculating population information about the members of a given Statistical population, population, usually displayed in the form of stati ...
es in the 1990s.


Purposes

The most common purpose of a thematic map is to portray the geographic distribution of one or more phenomena. Sometimes this distribution is already familiar to the cartographer, who wants to communicate it to an audience, while at other times the map is created to discover previously unknown patterns (as a form of
Geovisualization Geovisualization or geovisualisation (short for geographic visualization), also known as cartographic visualization, refers to a set of tools and techniques supporting the analysis of geospatial data through the use of interactive visualization. ...
). Thematic maps accomplish these two goals by leveraging the natural ability of the human
visual perception Visual perception is the ability to detect light and use it to form an image of the surrounding Biophysical environment, environment. Photodetection without image formation is classified as ''light sensing''. In most vertebrates, visual percept ...
system to recognize patterns in a complex visual field, which is necessary for common tasks such as
object recognition Object recognition – technology in the field of computer vision for finding and identifying objects in an image or video sequence. Humans recognize a multitude of objects in images with little effort, despite the fact that the image of the ...
. A thematic map usually focuses on visualizing the distribution of values of a single property or type of feature (a ''univariate'' map), occasionally including two ('' bivariate'') or more ('' multivariate'') properties or feature types that are hypothesized to be statistically correlated or otherwise closely related. By focusing on a single subject matter, the thematic map is typically intended to be used for a narrower range of tasks than a reference map. These tasks tend to fall into three types: # Provide specific information about particular locations. For example, "what is the Hispanic proportion of Chicago?" # Provide general information about spatial patterns. For example, "where is maize grown?" # Compare patterns on two or more maps. For example, "how did the vote change between the
2008 2008 was designated as: *International Year of Languages *International Year of Planet Earth *International Year of the Potato *International Year of Sanitation The Great Recession, a worldwide recession which began in 2007, continued throu ...
and
2012 2012 was designated as: *International Year of Cooperatives *International Year of Sustainable Energy for All Events January *January 4 – The Cicada 3301 internet hunt begins. * January 12 – Peaceful protests begin in the R ...
U.S. presidential elections?"


Mapping methods

Cartographers use many methods to create thematic maps. These are often referred to as different types of ''thematic maps'', but it is more proper to call them types of ''thematic map layers'' or ''thematic mapping techniques'', as they can be combined with each other (forming a bivariate or multivariate map) and with one or more reference map layers in a single map. For example, a cartogram technique could be used to distort the sizes of countries proportional to one variable, with the countries being filled with colors representing a second variable using the choropleth technique.


Choropleth

A choropleth map shows statistical data aggregated over predefined regions, such as countries or states, by coloring or shading these regions. For example, countries with higher rates of infant mortality might appear darker on a choropleth map. The summary variable being mapped may be nominal or quantitative, but usually represents a geographic field.
Visual variable A visual variable, in cartographic design, graphic design, and data visualization, is an aspect of a graphical object that can visually differentiate it from other objects, and can be controlled during the design process. The concept was first sys ...
s filling each region are used to represent each aggregate summary value: hue is commonly used for qualitative variables, such as predominant land use, while
lightness Lightness is a visual perception of the luminance (L) of an object. It is often judged relative to a similarly lit object. In colorimetry and color appearance models, lightness is a prediction of how an illuminated color will appear to a stand ...
is most common for quantitative differences, such as population density. Choropleth maps are the most popular form of thematic map due to their intuitive nature, widespread availability of such aggregate statistical data, and GIS data for common regions. The loss of information inherent in aggregate information can result in interpretation issues such as the
Ecological fallacy An ecological fallacy (also ecological ''inference'' fallacy or population fallacy) is a formal fallacy in the interpretation of statistical data that occurs when inferences about the nature of individuals are deduced from inferences about the gro ...
and the
Modifiable areal unit problem __NOTOC__ The modifiable areal unit problem (MAUP) is a source of statistical bias that can significantly impact the results of statistical hypothesis tests. MAUP affects results when point-based measures of spatial phenomena are Aggregate data, a ...
. Choropleth maps, in almost all cases, must employ normalized or rate data (such as people per square mile, or disease cases per 100,000) to avoid creating a misleading map. This step is often ignored, leading to potentially misleading maps.


Proportional point symbol

The proportional symbol technique uses point symbols of different sizes (height, length, area, or volume) to represent quantitative statistical values associated with different areas or locations within the map. For example, a disc may be shown at the location of each city in a map, with the area of the disc being proportional to the population of the city. This type of map is useful for visualization when raw data cannot be dealt with as a ratio or proportion. Although circles are the most typical symbol because they are more compact due to their low perimeter to area ratio, studies show that it is easier for the reader to estimate the size of the symbol if it is a square or a bar. Proportional symbol maps are commonly used for variables representing total counts or amounts.


Cartogram

A cartogram is a map that intentionally distorts geographic space based on a given variable, usually by scaling features so their size is proportional to their value of the variable. For example, the countries of the world could be scaled proportional to their population. The features being distorted may be lines (such as making the length of subway lines proportional to travel time), but most commonly it is regions that are scaled. The distorted shapes are sometimes used as a basis for additional thematic mapping techniques, such as the choropleth, and can be used to display absolute data not appropriate for choropleth maps.


Isarithmic or isoline

Isarithmic maps, also known as contour maps or isoline maps, depict continuous quantitative
fields Fields may refer to: Music *Fields (band), an indie rock band formed in 2006 * Fields (progressive rock band), a progressive rock band formed in 1971 * ''Fields'' (album), an LP by Swedish-based indie rock band Junip (2010) * "Fields", a song by ...
(sometimes conceptualized as "statistical surfaces" by cartographers), such as precipitation or elevation by partitioning space into regions, each containing a consistent range of values of the field. The boundary of each region, an ''isoline'', thus represents the set of locations of constant value. For example, on a topographic map, each contour line indicates an area at the listed elevation.


Chorochromatic or area-class

A chorochromatic or area-class map represents a categorical or nominal variable distributed over space (also known as a discrete field), by using different area
symbols A symbol is a mark, sign, or word that indicates, signifies, or is understood as representing an idea, object, or relationship. Symbols allow people to go beyond what is known or seen by creating linkages between otherwise different concep ...
(usually color hue) to represent regions of homogeneous value. Common examples include maps of surface geology,
soil Soil, also commonly referred to as earth, is a mixture of organic matter, minerals, gases, water, and organisms that together support the life of plants and soil organisms. Some scientific definitions distinguish dirt from ''soil'' by re ...
,
vegetation Vegetation is an assemblage of plants and the ground cover they provide. It is a general term, without specific reference to particular Taxon, taxa, life forms, structure, Spatial ecology, spatial extent, or any other specific Botany, botanic ...
,
land use Land use is an umbrella term to describe what happens on a parcel of land. It concerns the benefits derived from using the land, and also the land management actions that humans carry out there. The following categories are used for land use: fo ...
, city zoning, and climate type. p.129


Dot

A dot distribution map places small point symbols over a given space to indicate the distribution of a given phenomenon. The location of each dot may represent the actual location of a single instance, as in the map made by Dr. Snow during the
1854 Broad Street cholera outbreak The Broad Street cholera outbreak (or Golden Square outbreak) was a severe outbreak of cholera that occurred in 1854 near Broad Street (now Broadwick Street) in Soho, London, England, during the worldwide 1846–1860 cholera pandemic. The Broa ...
, where each dot represented one death due to cholera. Alternatively, aggregate statistical data (the same used in choropleth maps) may be mapped by randomly placing dots within each aggregation region (e.g., country, state, county) to show the general density of instances; this latter form is usually called a ''dot density map''.


Flow

Flow map A flow map is a type of thematic map that uses linear Map symbol, symbols to represent movement between locations. It may thus be considered a hybrid of a map and a flow diagram. The movement being mapped may be that of anything, including people, ...
s are maps that use line symbols to portray movement or relationship between two or more places, such as air travel, monetary aid, or economic trade. The lines may be schematic straight lines or curves, or may represent the actual travel route. Some flow maps simply show the presence of connections, while others use
visual variable A visual variable, in cartographic design, graphic design, and data visualization, is an aspect of a graphical object that can visually differentiate it from other objects, and can be controlled during the design process. The concept was first sys ...
s such as size (width) or color to represent the properties of each connection.


Dasymetric

A
dasymetric map A dasymetric map () is a type of thematic map that uses areal symbols to visualize a geographic field by refining a choropleth map with ancillary information about the distribution of the variable. The name refers to the fact that the most co ...
is an alternative to a choropleth map. As with a choropleth map, data are collected by enumeration units. But instead of mapping the data so that the region appears uniform, ''ancillary information'' is used to estimate a more detailed distribution of the phenomenon within each enumeration unit. For example, land cover data (forest, water, grassland, urbanization) may be used to refine the distribution of county-level population density.


Reference layers

While the thematic information is the core of a thematic map, other geographic features may also be included as ''reference information''. The primary purpose of reference information is to establish the location of the thematic information in a context understood by the map readers (i.e., to answer questions such as "where is this red region in the real world?"). Common reference layers include government administrative boundaries, roads, cities, a latitude/longitude graticule, or even
terrain Terrain (), alternatively relief or topographical relief, is the dimension and shape of a given surface of land. In physical geography, terrain is the lay of the land. This is usually expressed in terms of the elevation, slope, and orientati ...
. These layers play a secondary role in the use of the map, so they are usually included sparingly, and symbolized to be low in the
visual hierarchy Visual hierarchy, according to Gestalt psychology, is a pattern in the visual field wherein some elements tend to "stand out," or attract attention, more strongly than other elements, suggesting a hierarchy of importance. While it may occur natura ...
, but not so faded that they cannot be used.


See also

* André-Michel Guerry *
Nautical chart A nautical chart or hydrographic chart is a graphic representation of a sea region or water body and adjacent coasts or river bank, banks. Depending on the scale (map), scale of the chart, it may show depths of water (bathymetry) and heights of ...
*
Topographic map In modern mapping, a topographic map or topographic sheet is a type of map characterized by large- scale detail and quantitative representation of relief features, usually using contour lines (connecting points of equal elevation), but histori ...


References


Further reading

* * * * * * {{Authority control Thematic maps Diagrams