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https://github.com/gee-community/gee_tools

A collection of tools to work with Google Earth Engine Python API
https://github.com/gee-community/gee_tools

earthengine geospatial google-earth-engine python remote-sensing

Last synced: 4 months ago
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A collection of tools to work with Google Earth Engine Python API

Host: GitHub
URL: https://github.com/gee-community/gee_tools
Owner: gee-community
License: mit
Created: 2017-04-07T12:10:58.000Z (almost 8 years ago)
Default Branch: main
Last Pushed: 2024-06-11T15:01:13.000Z (8 months ago)
Last Synced: 2024-06-11T16:28:21.928Z (8 months ago)
Topics: earthengine, geospatial, google-earth-engine, python, remote-sensing
Language: Python
Homepage: https://geetools.readthedocs.io/en/stable/
Size: 4.99 MB
Stars: 499
Watchers: 31
Forks: 120
Open Issues: 28
Metadata Files:
- Readme: README.rst
- Changelog: CHANGELOG.rst
- Contributing: CONTRIBUTING.rst
- License: LICENSE
- Authors: AUTHORS.rst

Awesome Lists containing this project

Awesome-GEE - gee_tools - A set of tools for working with Google Earth Engine Python API. (Python API / Packages)

README

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    :alt: Documentation Status

geetools

========

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Google Earth Engine tools

-------------------------

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    :width: 20%

    :align: right

`Google Earth Engine `__ is a cloud-based service for geospatial processing of vector and raster data. The Earth Engine platform has a `JavaScript and a Python API `__ with different methods to process geospatial objects.

The **geetools** package extends the Google Earth Engine Python API with pre-processing and processing tools for the most used satellite platforms by adding utility methods for different Earth Engine Objects that are friendly with the Python method chaining using the ``geetools`` namespace.

There is JavaScript module that you can import from the code editor that has

similar functions (not exactly the same) and it's available `here `__.

Installation

------------

.. code-block:: python

    pip install geetools

Why using it ?

--------------

New utility methods and constructors are added to most of the GEE classes. They can be simple wrapper for repetitive tasks, complex algorithm or mandatory preprocessing steps. The goal is to make the code more fluid and easy to read for researchers, students and analysts.

The package design is mostly performing server-side computation making it also very friendly with commercial users of Earth Engine.

This small example wrapping of the excellent ``ee_extra`` package functionalities shows how to preprocess sentinel 2 data in 5 lines of code:

.. code-block:: python

   import ee

   import geetools #noqa: F401

   import pygaul # another gee-community package to access FAO GAUl 2015 dataset

   # we assume you are already authenticated to GEE

   ee.Initialize.geetools.from_account("toto") # yes we also support multi users

   amazonas = pygaul.Items(name="Amazonas").centroid()

   S2 = (

      ee.ImageCollection('COPERNICUS/S2_SR')

      .filterBounds(point)

      .geetools.closest('2020-10-15') # Extended (pre-processing)

      .geetools.maskClouds(prob = 70) # Extended (pre-processing)

      .geetools.scaleAndOffset() # Extended (pre-processing)

      .geetools.spectralIndices(['NDVI','NDWI','BAIS2'])) # Extended (processing)