Differences between Spatial Data and Non-spatial Data
The
following table highlights the key distinctions between spatial and non-spatial
data, focusing on their definitions, representations, usages, storage formats,
data types, applications, analysis methods, visualization techniques, tools,
and their importance in various contexts.
|
Spatial Data |
Non-spatial Data |
|
Definition |
Data
that includes geographic locations and shapes. |
Data
that does not include geographic information |
|
Examples |
Coordinates,
maps, and satellite images. |
Text,
numbers, dates |
|
Representation |
Points,
lines, polygons, raster grids. |
Tables,
lists, text documents. |
|
Usage |
Used
to map and analyze geographic phenomena. |
Used
to describe attributes and characteristics without location context |
|
Storage
Format |
Shapefiles,
GeoJSON, KML, and raster files. |
CSV
files, spreadsheets, databases. |
|
Data
Types |
Vector
(points, lines, polygons), raster. |
Integer,
float, string, boolean, date. |
|
Applications |
Urban
planning, environmental monitoring, transportation networks. |
Customer
databases, financial records, inventory systems |
|
Analysis
Methods |
Buffering,
overlay, spatial statistics. |
Statistical
analysis, data mining, and machine learning. |
|
Visualization |
Maps,
3D models, heatmaps |
Charts,
graphs, reports. |
|
Tools
and Software |
GIS
software (ArcGIS, QGIS), remote sensing tools. |
Spreadsheet
software (Excel), and database management systems (SQL). |
|
Importance |
Essential
for understanding spatial relationships and patterns. |
Crucial
for managing and analyzing attributes and non-geographic information. |
Reference:
Kumar,
M., Singh, R.B., Singh, A., Ram Pravesh, Syed Irtiza Majid and Tiwari, A.
(2023). Non-spatial Data Management. Advances in geographical and
environmental sciences, pp.105–123.
Spatialpost,
(2023). Difference Between Spatial and Non-Spatial Data: An In-Depth
Understanding | Spatial Post. [online] Available at: https://www.spatialpost.com/difference-spatial-and-non-spatial-data/#:~:text=Spatial%20data%20refers%20to%20information%20that%20is%20tied
(Accessed 22 June 2024).
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