Giter Club home page Giter Club logo

sentinel-stats-ndvi's Introduction

Project Sentinel statistical API

In this notebook I use the SentinelHub statistical API to gather NDVI data in a 3 year timespan for two agricultural fields in Flanders region.

Installation

Download the source .TIFF file from this link

  • Copy this file to data/sentinel2/source

Download the source geodata for agricultural areas in Flanders from this link

  • Extract this file into data/agriculture_geodata

Create a virtual environment with Python 3.10

Install the necessary libraries with

pip install -r requirements.txt

Usage

  • Run the Jupyter notebook sentinel-stat-ndvi.ipynb in your favorite IDE.

Includes

External scripts, classes and functions are located in the scripts folder

Outputs from UTM conversion will be saved in the data/processed folder

Sentinel requests for specific fields will be saved in the data/sentinel2/fields folder

Outputs from the violin-charts will be saved in the data/export folder

Method

  1. Obtaining the labels
  2. Conversion to UTM31
  3. Selecting two fields
  4. Obtaining statistical data from Sentinel2
  5. Cleaning the data
    • Cloud cover
    • Cloud probability
    • Snow cover
  6. Result
  7. Violin charts

Result

We obtain the following chart of the NDVI of the two fields for a 3 years time period.

ndvi_stats

Further info

This notebook accompanies my article on Medium

Contributors

This notebook was written by Frank Trioen, April 2023.

sentinel-stats-ndvi's People

Contributors

francode77 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.