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Google Earth Engine is a powerful cloud-based platform for geospatial analysis that allows users to access a vast amount of satellite imagery and other geospatial data. The Python API for Google Earth Engine provides a convenient way to interact with Earth Engine using Python programming language. In this tutorial, we will guide you through the process of setting up the Earth Engine Python API and provide some code examples for basic tasks.
Google Earth Engine Account: Before you begin, make sure you have a Google Earth Engine account. You can sign up here.
Python and Jupyter Notebook: Ensure that you have Python installed on your system. It's recommended to use Jupyter Notebook for an interactive environment.
Google Earth Engine Python API: Install the Earth Engine Python API using the following command:
After installation, authenticate your account using the following command:
Follow the authentication process prompted in the command line.
Now, let's create a simple Python script or Jupyter Notebook to get started with the Earth Engine Python API.
Let's load a satellite image from the Earth Engine data repository.
This code snippet loads a Landsat 8 image and displays it using a URL. You can open the URL in a web browser to view the image.
Let's perform a simple calculation on the image, such as calculating the NDVI (Normalized Difference Vegetation Index).
This code calculates the NDVI from the Landsat 8 image and displays the result using a URL.
You can filter and reduce data in Earth Engine using spatial and temporal constraints. Here's an example that filters Landsat 8 images for a specific region and time range.
This code filters Landsat 8 images for a specific region of interest and time range.
This tutorial provides a basic introduction to the Google Earth Engine Python API and demonstrates some common tasks. For more advanced functionalities and detailed documentation, refer to the Earth Engine Python API documentation.
Now that you have a basic understanding, you can explore more advanced topics such as image compositing, machine learning, and time series analysis using the Earth Engine Python API.
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