IDW interpolation library for python
Project description
All in one IDW package for python
This is an example map created using pyidw library.
Features
- Simple IDW
- IDW with external raster (eg, elevation raster) covariable.
- Accuracy Score.
- Builtin raster visualisation with co-ordinate and colour bar.
Why pyidw ?
Inverse distance weighted interpolation is one of the simplest geospatial interpolations available in GIS. Although it is easy to produce an idw raster using conventional desktop GIS software (eg. ArcGIS, QGIS). It was never straightforward to create such a beautiful map image using python. This is why I have created the pyidw library where you can create beautiful idw maps of your desired location using your favourite programming language 🐍
pyidw also incorporates a clever technique to use additional raster data as a covariable using simple linear regression. For example, if you are working with temperature data, it is widely known that temperature is inversely proportional to elevation, the higher the elevation, the lower the temperature is. With pyidw, you can easily add elevation data with traditional idw calculation and improve your interpolation accuracy.
Installation
pyidw library can be installed using simple pip install pyidw
. However, if you are facing trouble installing pyidw on your windows machine, please try the commands below on the windows command line.
pip install wheel
pip install pipwin
pipwin refresh
pipwin install numpy
pipwin install pandas
pipwin install shapely
pipwin install gdal
pipwin install fiona
pipwin install pyproj
pipwin install six
pipwin install rtree
pipwin install geopandas
pipwin install rasterio
pip install pyidw
pipwin refresh
If you have any questions or facing any problems, feel free to contact me at: yahyatamim0@gmail.com
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