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A python library for performing high-spatial, high-temporal interpolation

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LADI

pypi image License

LADI: LAndslide Displacement Interpolation is a python library designed for performing high-spatial, high-temporal interpolation of landslide surface displacements. LADI is specifically useful for combining in-situ monitoring data with remote sensing geospatial data.

Motivation

LADI was developed to serve as a method of combining high-spatial, low-temporal resolution data with low-spatial, high-temporal resolution data to produce a high-spatial, high-temporal interpolation. Specifically enabling the combination of high-spatial resolution landslide surface displacement data derived from remote-sensing sources (such as sequential lidar, photogrammetry, or InSAR) with high-temporal in-situ surface displacement data (such as in-place inclinometer, extensometer, or GNSS).

Installation

LADI has currently been tested on Linux and Microsoft Windows operating systems. It is recommended to install LADI within a virtual environment.

Install using pip

To install LADI from PyPI using pip:

pip install ladi

Install from source

To build LADI from source. Download this repository and run:

python3 setup.py build_ext --inplace

Note: You will need to have the required build dependencies installed.

Example

You can run the example on the provided test data:

python3 example.py

plot

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  • Python 49.2%
  • C 31.8%
  • Cython 19.0%