awesome-earthobservation-code

EO toolkit

A curated collection of tools, tutorials, code, and resources for working with Earth Observation data and geospatial satellite imagery

A curated list of awesome tools, tutorials, code, projects, links, stuff about Earth Observation, Geospatial Satellite Imagery

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Contents / Earth Observation Introduction
Earth Observation Text books Earth Observation: Data, Processing and Applications is an Australian Earth Observation (EO) community undertaking to describe EO data, processing and applications in an Australian context and includes a wide range of local case studies to demonstrate Australia’s increasing usage of EO data
ESA newcomers guide The aim of this guide is to help non-experts in providing a starting point in the decision process for selecting an appropriate Earth Observation (EO) solution
The state of satellites The satellite systems we use to capture, analyze, and distribute data about the Earth are improving every day, creating bold new opportunities for impact in global development
Landsats Enduring Legacy pdf download over 600 pages of remote sensing!
satellite-imagery
earth-observation

Contents / Open EO
Open EO openEO develops an open API to connect , , and other clients to big Earth observation cloud back-ends in a simple and unified way
openeo-processes 48 about 2 months ago Interoperable processes for openEO's big Earth observation cloud processing

Contents / Remote Sensing.info
RSGISLib The Remote Sensing and GIS software library (RSGISLib) is a collection of tools for processing remote sensing and GIS datasets. The tools are accessed using bindings
ARCSI 35 6 months ago Software to automate the production of optical analysis ready data (ARD) from Landsat, Sentinel-2 and others
eodatadown 6 about 1 year ago The Earth Observation Data Downloader (EODataDown) is a tool for automatically downloading and processing EO data to an analysis ready data product. This software forms a core component of a monitoring system based on EO data

Contents / Python processing of optical imagery (non deep learning) / Download
EODAG Command line tool and a plugin-oriented Python framework for searching, aggregating results and downloading remote sensed images while offering a unified API for data access regardless of the data provider
Sedas API 3 over 3 years ago client library for the SeDAS API
esa_sentinel 51 over 2 years ago ESA Sentinel Search & Download API
get_modis 62 over 2 years ago Downloading MODIS data from the USGS repository
landsatexplore 223 2 months ago Search and download Landsat scenes from EarthExplorer
pylandsat 65 over 1 year ago Search, download, and preprocess Landsat imagery
Sentinel-download 189 over 6 years ago Automated download of Sentinel-2 L1C data from ESA (through wget)
sentinelsat 989 4 months ago Search and download Copernicus Sentinel satellite images
LANDSAT-Download 205 about 4 years ago Automated download of LANDSAT data from USGS website
Landsat-Util 691 almost 3 years ago A utility to search, download and process Landsat 8 satellite imagery
data-prep-scripts This collection of and scripts can be used to download data and perform basic data processing functions such as georeferencing, reprojecting, converting, and reformatting data. All scripts are available for download from the LP DAAC User Resources
Stream NASA data directly into Python objects Skip the download! Stream NASA data directly into Python objects from
sat-extractor 76 over 2 years ago Extract Satellite Imagery from public constellations at scale

Contents / Python processing of optical imagery (non deep learning) / Cloud Native Geospatial
aws-sat-api-py 64 about 4 years ago Process Satellite data using AWS Lambda functions
GeoLambda 302 over 2 years ago Create and deploy Geospatial AWS Lambda functions
rio-viz 155 9 months ago Visualize Cloud Optimized GeoTIFF in browser
Sentinel-s3 12 over 5 years ago libraries for extracting Sentinel-2's metadata from Amazon S3
geocore 2 about 2 months ago GeoCore is an Open Source Cloud Native (AWS) Geospatial Catalog | GeoCore est un catalogue géospatial Open Source Cloud Native (AWS)
cng-workshop 2 about 1 year ago Intro to cloud-native geospatial workshop
cloud-native-geospatial 0 about 1 year ago resource
stac-utils Tools for working with SpatioTemporal Asset Catalogs (STAC) (perhaps worth going here first for STAC)

Contents / Python processing of optical imagery (non deep learning) / Cloud Native Geospatial / stac-utils
pystac 364 about 2 months ago library for working with any SpatioTemporal Asset Catalog (STAC)

Contents / Python processing of optical imagery (non deep learning) / Cloud Native Geospatial / stac-utils / pystac
stactools 104 2 months ago Command line utility and library for STAC
pystac-client 164 about 2 months ago client for STAC Catalogs and APIs

Contents / Python processing of optical imagery (non deep learning) / Cloud Native Geospatial / stac-utils
pgstac 154 about 2 months ago Schema, functions and a library for storing and accessing STAC collections and items in
stac-fastapi 251 3 months ago STAC API implementation with FastAPI
stac-fastapi-pgstac 56 about 2 months ago PostgreSQL backend for stac-fastapi using pgstac
STAC Spec 802 3 months ago SpatioTemporal Asset Catalog specification - making geospatial assets openly searchable and crawlable
stac-validator 46 about 2 months ago Validator for the stac-spec
stackstac 250 6 months ago Turn a list of STAC items into a 4D xarray DataArray
stac-nb 34 over 2 years ago STAC in Jupyter Notebooks
qgis-stac-plugin 74 6 months ago QGIS plugin for reading STAC APIs
easystac 65 over 2 years ago A package for simple STAC queries
stac-utils 22 about 2 months ago Provides a class interface for running custom algorithms on STAC ItemCollections
pgstac 154 about 2 months ago Schema, functions and a python library for storing and accessing STAC collections and items in PostgreSQL
pystac-client 164 about 2 months ago client for searching STAC APIs
stac-asset 41 2 months ago Read and download STAC Assets, using a variety of authentication schemes
stac-server 74 6 months ago A Node-based STAC API, AWS Serverless, OpenSearch
elastic search 30 about 2 months ago Elasticsearch backend for stac-fastapi with Opensearch support
stac4s 17 about 2 months ago A library with primitives to build applications using the SpatioTemporal Asset Catalogs specification
stac-rs 85 about 1 month ago implementation of the SpatioTemporal Asset Catalog (STAC) specification
stac-table 6 11 months ago
stac-fields 8 5 months ago A minimal STAC library that contains a list of STAC fields with some metadata and helper functions for styling as HTML
titiler-pgstac 80 about 2 months ago TiTiler + PgSTAC
stac-api-validator 20 about 2 months ago A STAC API validation client
xpystac 32 10 months ago For extending xarray.open_dataset to accept pystac objects
stac-pydantic 64 4 months ago Pydantic data models for the STAC spec
stac-migrate 6 5 months ago A tool to migrate Items, Catalogs and Collections from old versions to the most recent one
stac-node-validator 14 3 months ago Simple validator for STAC Items, Catalogs, and Collections. STAC 1.0.0 compliant!
stac-geoparquet 83 3 months ago Convert STAC items to geoparquet
stac-index 7 4 months ago A service that lists all available and registered STAC catalogs and APIs
stac-check 18 3 months ago Linting and validation tool for STAC assets
stac-terminal 16 about 1 year ago Output info on STAC Items in the terminal
stac-layer 48 over 1 year ago Visualize a STAC Item or Collection on a Leaflet Map
pgstac-rs 9 9 months ago interface to pgstac
stac-rs 85 about 1 month ago Tools and libraries for the SpatioTemporal Asset Catalog (STAC) specification, written in

Contents / Python processing of optical imagery (non deep learning) / Cloud Native Geospatial
COG Validator 55 about 1 year ago Cloud Optimized GeoTIFF validation service
titiler 803 about 2 months ago A modern dynamic tile server built on top of and
cogeo-mosaic 103 3 months ago Create and use COG mosaic based on mosaicJSON
Sentinel-2-cog 17 about 2 years ago Convert Sentinel-2 JPEG 2000 to COG with AWS Lambda
COG Dumper 65 over 3 years ago Dumps tiles out of a cloud optimized geotiff
async-cog-reader 73 over 3 years ago Read Cloud Optimized GeoTiffs without GDAL
aiocogeo 73 over 3 years ago Asynchronous cogeotiff reader
cogeotiff 83 about 2 months ago High performance cloud optimised geotiff reader
ecw-converter 6 over 5 years ago Dockerised scripts & Nextflow pipeline for converting ecw files to either geotiffs or Cloud Optimised Geotiffs (COGs)
COG pptx/pdf 5 over 2 years ago talk on COG

Contents / Python processing of optical imagery (non deep learning) / Case studies / Projects
Povetry predition using satellite imagery 43 about 4 years ago Poverty Prediction by Combination of Satellite Imagery
Python from space 454 almost 7 years ago Examples for Remote Sensing
count blue pixels 3 about 12 years ago This project is an experiment in using simple image processing techniques on satellite images downloaded from Google Maps in order to quantify the relative density of temporary shelters in adjacent qudarants
Satellite imagery analysis with Python 50 about 6 years ago Getting acquainted with the concept of satellite imagery data and how it can be analyzed to investigate real-world environmental and humanitarian challenges
Satellite imagery in Pakistan 12 about 6 years ago This repository contains a study how we can examine the vegetation cover of a region with the help of satellite data. The notebook in this repository aims to familiarise with the concept of satellite imagery data and how it can be analyzed to investigate real-world environmental and humanitarian challenges
SentinelBot 18 about 2 years ago A twitter bot which processes raw sentinel data
ap-latem 36 6 months ago Detection of slums and informal settlements from satellite imagery
local_structire_wpb-severity 6 almost 3 years ago Analysis of drone imagery to characterize forest structure and severity of a tree killing insect
Truck_Detection_Sentinel2_COVID19 96 over 4 years ago This repository is designated to detecting trucks using Sentinel-2 data
Artificial Intelligence for Geospatial Analysis with Pytorch’s TorchGeo (multi parts) An end-to-end deep learning geospatial segmentation project using Pytorch and TorchGeo packages -

Contents / Python processing of optical imagery (non deep learning) / Company specific examples
Planet notebooks 632 about 2 months ago interactive notebooks from Planet Engineering
Planet-client-API 276 about 2 months ago client for Planet APIs
Maxar GDBx tools 74 about 3 years ago Python SDK for using GBDX
gdbx-surface-water 2 over 6 years ago Reservoir surface area detection with Digital Globe imagery and Bayesian methods
SentinelHub-py 820 3 months ago Download and process satellite imagery in Python using Sentinel Hub services
sentinel2-cloud-detector 437 4 months ago Sentinel Hub Cloud Detector for Sentinel-2 images in
Orbit predictor 140 about 1 year ago Python library to propagate satellite orbits
up42-py 136 about 2 months ago Python SDK for UP42, the geospatial marketplace and developer platform
S2-superresolution Deep Learning-based algorithm to upsample all Sentinel-2 bands to 10m. Also an example how to use GPUs on UP42
icecube 81 about 3 years ago Create time-series datacubes for supervised machine learning with ICEYE SAR images

Contents / Python processing of optical imagery (non deep learning) / Reflectance / pre processing
Landsat7 errors Identifies errors in raw values of Landsat 7
PyProSail 23 almost 2 years ago Python interface to the ProSAIL leaf/canopy reflectance model
Py6S 196 6 months ago A interface to the 6S Radiative Transfer Model
prosail 130 over 1 year ago bindings for the PROSAIL canopy reflectance model
ACOLITE_MR 10 almost 4 years ago ACOLITE_MR: Atmospheric correction for aquatic applications of metre-scale satellites
radiometric_normalization 33 over 1 year ago Implementation of radiometric normalization workflows
color_balance 31 over 6 years ago Balance your colors!
data-retrieval-in-EO data-retrieval-in-EO, a project with reports from TU wien
rasterio 2,286 about 2 months ago Rasterio reads and writes geospatial raster datasets
Xarray pyconuk 2018 18 over 5 years ago Code and slides for my talk at PyCon UK 2018 on XArray
RasterStats 531 4 months ago Summary statistics of geospatial raster datasets based on vector geometries
SatPy 1,077 about 2 months ago package for earth-observing satellite data processing
pyimpute 125 about 2 years ago Spatial classification and regression using Scikit-learn and Rasterio
dask-rasterio 100 about 4 years ago Read and write rasters in parallel using Rasterio and Dask
rioxarray 532 2 months ago geospatial xarray extension powered by rasterio
xarray-spatial 848 3 months ago Raster-based Spatial Analysis for
actinia core 84 about 2 months ago Actinia Core is an open source REST API for scalable, distributed, high performance processing of geographical data that uses mainly GRASS GIS for computational tasks
actinia satellite plugin 6 4 months ago This actinia plugin is designed for efficient satellite data handling, especially Landsat and Sentinel-2 scenes
Whitebox Python 383 4 months ago WhiteboxTools Frontend
ukis-pysat 27 over 1 year ago generic classes and functions to query, access and process multi-spectral and SAR satellite images

Contents / Python processing of optical imagery (non deep learning) / Testing your code
image-similarity-measures Implementation of eight evaluation metrics to access the similarity between two images
fake-geo-images A module to programmatically create geotiff images which can be used for unit tests

Contents / Resources for R
Remote Sensing analysis with R Builds on above R-Spatial

Contents / Languages other than Python and R
Georust A collection of geospatial tools and libraries written in
ArchGDAL - Julia 143 2 months ago A high level API for GDAL - Geospatial Data Abstract

Contents / Languages other than Python and R / ArchGDAL - Julia
ArchGDAL docs

Contents / Languages other than Python and R
Julia_Geospatial 67 about 2 years ago Examples for a blog series on Geospatial using ArchGDAL
GeoTrellis homepage GeoTrellis is a geographic data processing engine for high performance applications

Contents / Languages other than Python and R / GeoTrellis homepage
GeoTrellis on Github - Scala 1,345 3 months ago

Contents / Languages other than Python and R
GDAL with GoLang 291 8 months ago (golang) wrapper for GDAL, the Geospatial Data Abstraction Library
C++ gdalcubes 122 11 months ago Earth observation data cubes from GDAL image collections
RSGLib 144 3 months ago The remote sensing and GIS software library (RSGISLib) is a set of libraries and commands for the processing of spatial data (raster and vector). Functionality is via interface though
Perl extension for GDAL Geo:: GDAL - extension for the GDAL library for geospatial data
PDAL 1,151 about 2 months ago PDAL is Point Data Abstraction Library. GDAL for point cloud data
force 174 about 2 months ago Framework for Operational Radiometric Correction for Environmental monitoring in
LLR-landTrendr 10 over 8 years ago Landsat-based Detection of Trends in Disturbance and Recovery algorimth modified to accept LandsatLinkr-processed imagery
Global Forest Watch 280 about 2 months ago Global Forest Watch: An online, global, near-real time forest monitoring tool
conda recipes 8 almost 8 years ago Conda recipes for remote sensing
Landsat-solar-elevation 1 over 7 years ago A web app that plots annual solar elevation at the time of Landsat overpass for locations throughout the earth
staccato 51 over 1 year ago implementation of the STAC spec
stac4s 17 about 2 months ago -a library with primitives to build applications using the SpatioTemporal Asset Catalogs specification
stac-browser 288 about 2 months ago A Vue-based STAC browser intended for static + dynamic deployment
EO Browser Custom Scripts 664 2 months ago A repository of custom scripts to be used with Sentinel Hub
sentinelhub-js 53 about 2 months ago Download and process satellite imagery in or using Sentinel Hub services
s3tbx 46 6 months ago A toolbox for the OLCI and SLSTR instruments on board of ESA's Sentinel-3 satellite -
s2tbx 97 3 months ago Sentinel 2 Toolbox (s2tbx) -
s1tbx 225 6 months ago The Sentinel-1 Toolbox -
snap_engine 190 about 2 months ago ESA Earth Observation Toolbox and Development Platform
Worldview 710 about 2 months ago Interactive interface for browsing global, full-resolution satellite imagery application
Orfeo ToolBox (OTB)- An open-source project for state-of-the-art remote sensing, including a fast image viewer, apps callable from , or QGIS, and a powerful API
landsat_preprocess 53 over 10 years ago IPython notebook documenting a workflow for preprocessing Landsat data
stac-mode-validator 14 3 months ago Simple proof-of-concept to validate STAC Items, Catalogs, Collections and core extensions with node
aiforearth-landcover-app 13 over 6 years ago web mapping app to test, tweak and train the land cover classification from a deep neural network model
tiffhax 16 over 4 years ago tiff metadata hex viewer
Fmask 172 2 months ago The software called Fmask (Function of mask) is used for automated clouds, cloud shadows, and snow masking for Landsats 4-8 and Sentinel 2 images
resto 57 about 2 months ago A metadata catalog and search engine for geospatialized data Stac!
pktools pktools is a suite of utilities written in for image processing with a focus on remote sensing applications. It relies on the Geospatial Data Abstraction Library ( ) and OGR
iris 141 6 months ago Semi-automatic tool for manual segmentation of multi-spectral and geo-spatial imagery

Contents / Training and learning
Earth Data Lab 99 10 months ago A site dedicated to tutorials, course and other learning materials and resources developed by the Earth Lab team
EO College Github

Contents / Training and learning / EO College Github
tomography_tutorial 110 almost 2 years ago A tutorial for Synthetic Aperture Radar Tomography

Contents / Training and learning
profLewis-geog0111 28 over 4 years ago UCL Geography: 4th year course, Scientific Computing
Intro to Geospatial Vector and Raster Data Carpentry’s aim is to teach researchers basic concepts, skills, and tools for working with data so that they can get more done in less time, and with less pain
Andrew Cutts Github I am an Earth Observation and Geospatial enthusiast, primarily using to automate and process images at scale using computer vision

Contents / Training and learning / Andrew Cutts Github
Satellite Imagery Python 184 over 2 years ago Sample sample scripts and notebooks on processing satellite imagery
Geospatial Python Programming Course 86 about 5 years ago This is an collection of blog posts turned into a course format

Contents / Training and learning
Open Geo Tutorial V2 323 over 2 years ago Tutorial of fundamental remote sensing and GIS methodologies using open source software in
Open Geo Tutorial V1 245 over 5 years ago Tutorial of basic remote sensing and GIS methodologies using open source software (GDAL in or )
Foss4gUKJupyter 8 over 4 years ago FOSS4G UK 2019 Workshop "Geoprocessing with Jupyter Notebooks"
Geoprocessing with Python - GIS circa 2009 This material is really old and some of it is outdated (not all, though!). One of these days I might get around to putting newer class materials online, but you're stuck with this for now
training-workshop 12 7 months ago This repo contains all materials used on Planet's training workshop for Bahrain Defense Force
sentinel 76 over 7 years ago Repository created for the Earth Observation Sentinel project (use with SNAP)
Python for Geospatial Analysis A crashcourse introduction to using Python to wrangle, plot, and model geospatial data
pyGIS 174 3 months ago pyGIS is an online textbook covering all the core geospatial functionality available in . This includes handling vector and raster data, satellite remote sensing, machine learning and deep learning applications

Contents / Deep learning and Machine Learning
future learn course - artificial intelligence for earth monitoring
Segment-geospatial 3,099 2 months ago A package for segmenting geospatial data with the Segment Anything Model (SAM)
awesome-satellite-imagery-datasets 3,676 over 2 years ago List of satellite image training datasets with annotations for computer vision and deep learning
Deep Vector 564 over 6 years ago A curated list of resources focused on Machine Learning in Geospatial Data Science
satellite-imagery-labeling-tool 265 4 months ago This is a lightweight web-interface for creating and sharing vector annotations over satellite/aerial imagery scenes

Contents / GDAL of course
GDAL Cheat Sheet 1,198 8 months ago Cheat sheet for GDAL/OGR command-line tools
GDAL / OGR cookbook This cookbook has simple code snippets on how to use the Python GDAL/OGR API
GDAL tutorial This blogpost gives in an introduction to GDAL/OGR and explains how the various command line tools can be used
docker-base-gdal 59 about 2 years ago A base docker image for geospatial applications
An Introduction to GDAL An Introduction to GDAL - Robert Simmon
A Gentle Introduction to GDAL prt 1 command line working
A Gentel Introduction to GDAL prt 2 Map Projections
A Gentel Introduction to GDAL prt 3 Geodesy
loam 219 about 1 year ago wrapper for GDAL in the browser
mrf 78 3 months ago GDAL-compatible file format driver designed for fast access to imagery

Contents / Earth Observation coding on YouTube
xArray at PyConUK2018 - Robin Wilson Processing thousands of satellite images to understand air quality in the UK - it's efficient and easy with XArray
Visualizing & Analyzing Earth Science Data Using PyViz & PyData - Julia Signell In this talk, we'll work through some specific workflows and explore how various tools - such as Intake, Dask, Xarray, and Datashader - can be used to effectively analyze and visualize these data. Working from within the notebook, we'll iteratively build a product that is interactive, scalable, and deployable
Hands on Satellite Imagery 2019 edition - Sara Safavi In this tutorial, gain hands-on experience exploring Planet’s publicly-available satellite imagery and using Python tools for geospatial and time-series analysis of medium- and high-resolution imagery data. Using free & open source libraries, learn how to perform foundational imagery analysis techniques and apply these techniques to real satellite data
Python from space - Katherine Scott In this talk we will work through a jupyter notebook that covers the satellite data ecosystem and the python tools that can be used to sift through and analyze that data. Topics include python tools for using Open Street Maps data, the Geospatial Data Abstraction Library (GDAL), and OpenCV and NumPy for image processing
Remote Sening with Python in Jupyter In this video we're looking at using Google Earth Engine in Jupyter with the Python API
Writing Image Processing Algorithms with ArcGIS/ArcPy - Jamie Drisdelle learn how your algorithms can integrate with the raster processing and visualization pipelines in ArcGIS. We’ll demonstrate the concept and discuss the API by diving deep into a few interesting examples with a special focus on multidimensional scientific rasters
Google Earth Engine Python - Qiusheng Wu Introducing the geemap Python package for interactive mapping with Google Earth Engine and ipyleaflet
Google Earth Engine EE101 Condensed - Noel Gorelick Introduction to the Earth Engine API and a conceptual overview of key functionality such as compositing, reducing, mapping, zonal statistics and cluminating with building a small app
Image classification with RandomForests using the R language In this video I show how to import a Landsat image into R and how to extract pixel data to train and fit a RandomForests model. I also explain how to conduct image classification and how to speed it up through parallel processing
GeoPython 2019 stream 17:23 Machine Learning for Land Use/Landcover Statistics of Switzerland (Adrian Meyer), 50:58 How to structure geodata, 1:18:13 Terrain segmentation with label bootstrapping for lidar datasets, case of doline detection (Rok Mihevc), 2:34:41 Bias in machine learning, 3:06:23 Software for planning research aircraft missions (Reimar Bauer), 3:32:38 How Technology Moves Fast (PJ Hagerty) , 5:02:05 Spotting Sharks with the TensorFlow Object Detection API (Andrew Carter), 5:40:23 Center for Open Source Data and AI Technologies (CODAIT), 6:03:40 Bayesian modeling with spatial data using PyMC3 (Shreya Khurana) (Sound at 6:04:23 ^^), 7:02:45 Understanding and Implementing Generative Adversarial Networks(GANs) (Anmol Krishan Sachdeva), 7:37:00 Messaging with Satellites from Anywhere on the Planet (Andrew Carter), 8:04:52 Automation of the definition and optimizatino of census sampling areas using AREA (GRID3) (Freja Hunt), 8:35:26 Coastline Mapping with Python, Satellite Imagery and Computer Vision (Rachel Keay)
Google Earth Engine in QGIS This playlist looks at the GEE plugin for QGIS
Handling and analysing vector and raster data cubes with R Edzer Pebesma (Institute for Geoinformatics, University of Münster) Summary: vector and raster data cubes include vector and raster data as special cases, but extend this to vector time series, OD matrices, multi-band raster data, multi-band raster time series, multi-attribute vector or raster time series, and more general to array data where one ore more dimensions are associated with space and/or with time. Examples come from pretty much all areas dealing with spatiotemporal data. This tutorial will go through a large number of examples to illustrate this idea, mostly focusing on the packages stars and sf and those supporting their classes (like tmap, mapview, gstat, ggplot2)
QiushengWu's youtube This youtube channel has pretty much everything you need Earth Engine, git, colab, Python, Geoscience. Highest quality stuff
The OpenDataCube Conference 2021 Playlist from the 2021 conference
Dask and Geopandas Scalable geospatial data analysis with Dask| Dask Summit 2021

Contents / Earth Engine
Earth Engine API 2,712 about 2 months ago and bindings for calling the Earth Engine API
from GEE to Numpy to Geotiff Use the GEE python api to export your data to numpy and store the result as a geotiff
Google Earth Engine Community This organization contains content contributed by the Earth Engine developer community. This is not an officially supported Google product
Geo4Good 2019 workshop materials 2019 material javascript and Python to be found here
2018 GEE summit - Dublin materials 2018 material javascript and Python to be found here
10 tips for becoming an Earth Engine expert Keiko Nomura shares her 10 favourite tips
Earth Engine Developer list registration required
Earth Engine Beginner's Cookbook n this tutorial, we will introduce several types of geospatial data, and enumerate key Earth Engine functions for analyzing and visualizing them. This cookbook was originally created as a workshop during Yale-NUS Data 2.0 hackathon, and later updated for Yale GIS Day 2018 and 2019
Google Earth Engine Repos all the repos matching
geetools 306 over 1 year ago A set of tools to use in Google Earth Engine Code Editor
gee-up 123 4 months ago Simple CLI for Google Earth Engine Uploads
gee_asset_manager 62 4 months ago Google Earth Engine Asset Manager with Addons
Planet-GEE_Pipeline 42 over 1 year ago -Planet and Google Earth Engine Pipeline Command Line Interface Tool
GEE code archive 21 over 2 years ago Unsorted archived Earth Engine scripts
Python GEE notebooks 1,382 almost 4 years ago A collection of 360+ Jupyter Python notebook examples for using Google Earth Engine with interactive mapping
GEE Map 3,515 about 2 months ago A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets
cloud frequency app 5 almost 7 years ago CloudFrequency webapp, using Google App Engine
rgee 694 about 2 months ago Google Earth Engine for
ee-tensorflow-notebooks 76 almost 5 years ago Repository to place example notebooks for Deep Learning applications with TensorFlow and Earth Engine
remote-sensing-resistance 9 about 4 years ago Does heterogeneity in forest structure make a forest resistant to wildfire?
GoogleEarthEngine 11 over 6 years ago forestry related work
ee-jupyter-examples 87 almost 8 years ago Example Jupyter Notebooks, including ones that use the Earth Engine API
jupyterlab-ee 11 about 7 years ago Experiments related to getting JupyterLab and Earth Engine to work together
EEwPython 279 7 months ago A series of Jupyter notebook to learn Google Earth Engine with
GoogleEarthEngine-side-projects 27 about 4 years ago Google Earth Engine side projects and tutorial scripts
ox_gee_tutorial 0 about 5 years ago Oxford MSc Introduction to Hydrological Applications in Google Earth Engine
crop_yield_prediction 378 over 1 year ago Crop Yield Prediction with Deep Learning with GEE
geecrop 2 over 4 years ago Earth Engine-based crop information
radiometric-slope-correction 49 over 4 years ago Radiometric Slope Correction of Sentinel-1 data on Google Earth Engine
geebap 84 8 months ago Best Available Pixel (BAP) composite in Google Earth Engine (GEE) using the API
Ecuador_SEPAL 20 over 4 years ago processing script for Sentinel-2 and Landsat-8
geeguide 124 over 3 years ago Harmonization of Landsat and Sentinel 2 in Google Earth Engine, documentation and scripts
EE-Examples 0 almost 8 years ago some (old?) example scripts from Noel Gorelick - lead author
global-river-ice-dataset-from-landsat 27 about 5 years ago (Google Earth Engine), (Google Earth Engine) and code to extract river ice condition from Landsat satellites, to develop empirical model, and to predict future changes in river ice
GEE_Functions 2 over 5 years ago A set of functions to work in Google Engine
HMS-Smoke 16 4 months ago HMS Smoke Explorer: To visualize NOAA's Hazard Mapping System (HMS) smoke product
Building_Identification_Damage_Assessment 6 over 4 years ago Building Extraction and Damage Assessment from High Resolution Multi-spectral Images
Fire_Pattern_Analysis_CONUS 1 over 4 years ago Analysis of fire patterns and drivers in CONUS
Best Available Pixel 57 about 1 year ago Best Available Pixel calculation using Google Earth Engine
ee-palettes 313 over 4 years ago A set of common color palettes for Google Earth Engine

Contents / Open Data Cube
Opendatacube

Contents / Open Data Cube / Opendatacube
Datacube Core 518 about 2 months ago Open Data Cube analyses continental scale Earth Observation data through time
Datacube OWS 71 about 2 months ago Open web services for the Open Data Cube. Supports WMS, WMTS and WCS for any dataset indexed into the ODC

Contents / Open Data Cube
ODC STAC 144 4 months ago A stand-alone Python library that allows the loading of STAC Items into an ODC-compatible Xarray
data_cube_notebooks 55 over 1 year ago Jupyter Notebook examples for our Data Cube capable algorithms and functions
Digital Earth Australia Notebooks 449 about 2 months ago Repository for Jupyter Notebooks, tools and workflows for continental-scale earth observation/geospatial analysis with Open Data Cube and
Digital Earth Africa Sandbox Notebooks 182 about 2 months ago Extra documentation about using ODC with Jupyter Notebooks with DE Africa-specific examples
odc-tools 62 about 2 months ago ODC features that DEA is experimenting with or prototyping with the intention of being integrated into odc-core in the future
datacube-explorer 56 about 2 months ago Web-based exploration of Open Data Cube collections
openeo_odc_driver 7 4 months ago OpenEO processing engine written in based on OpenDataCube, and
geocube 344 2 months ago Tool to convert geopandas vector data into rasterized xarray data
odc-sh 3 8 months ago Sentinel Hub plugin for Open data cube
dea-coastlines 54 5 months ago Extracting tidally-constrained annual shorelines and robust rates of coastal change from freely available Earth observation data at continental scale
Google Earth Engine Python examples 315 10 months ago Various examples for Google Earth Engine in using Jupyter Notebook
stackstac 250 6 months ago Turn a STAC catalog into a dask-based xarray

Contents / Planetary Computer
Mircosoft PlanetaryComputer 186 2 months ago Issues, discussions, and information about the Microsoft Planetary Computer

Contents / Planetary Computer / Mircosoft PlanetaryComputer
reading-stac Reading Data from the STAC API
PlanetaryComputerExamples 382 about 2 months ago Examples of using the Planetary Computer
sdk-python 70 7 months ago Planetary Computer SDK for
planetary-computer-apis 105 about 2 months ago
PlanetaryComputerDataCatalog 37 about 2 months ago Data catalog for the Microsoft Planetary Computer

Contents / Planetary Computer
planetary-computer-deep-dives 7 about 3 years ago -
Sentinel2 on planetary computer 65 almost 2 years ago notebook explores Sentinel-2 data on Microsoft's Planetary Computer
satio-pc 5 about 2 months ago Compute Sentinel features on Planetary Computer
gmv planetary computer S2 alerts 6 7 months ago Repo with the code producing the GMW alerts using the Microsoft Planetary Computer
hottest panchayats kerala 10 almost 2 years ago Figuring out what the hottest villages in Kerala are with the help of Microsoft's Planetary Computer

Contents / QGIS and Grass
Qgis Earth Engine Plugin 455 about 2 months ago Integrates Google Earth Engine and QGIS using Python API

Contents / QGIS and Grass / Qgis Earth Engine Plugin
QGIS Earth Engine Plugin - installation guide

Contents / QGIS and Grass
grass-dev-py3-pdal 858 about 2 months ago Dockerfile which compiles GRASS GIS 7.9 master with Python 3 and PDAL suppor
qgis-plugin-planet 46 5 months ago Browse, filter, preview and download Planet Inc imagery in QGIS
TSTools - archived 55 almost 7 years ago QGIS2 plugin tools for remote sensing timeseries

Contents / Climate and weather based resources
s3 tools 6 almost 6 years ago A collection of sentinel 3 processing tools
eumetsat -python 15 over 4 years ago Shows how to read and plot satellite data from EUMETSAT NETCDF files
unidata on GOES-16 This notebook shows how to make a true color image from the GOES-16 Advanced Baseline Imager (ABI) level 2 data. We will plot the image with matplotlib and Cartopy
MetPy 1,267 about 2 months ago MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data

Contents / Climate and weather based resources / MetPy
MetPy docs
aqua-monitor 54 9 months ago Monitoring surface water changes from space at global scale. Also checkout the

Contents / Climate and weather based resources
Ocean Color - Modis 4 about 5 years ago introduction to accessing and plotting ocean color satellite data from MODIS
Climate data science 132 over 4 years ago Climate Data Science and Earth Observation with
COST-EUMETSAT-Training 2 almost 7 years ago Material, data and presentations for the COST-EUMETSAT training school
eumetsat 5 over 3 years ago Tools for downloading and processing satellite images from EUMETSAT
coda_eumetsat 3 over 7 years ago Coda Eumetsat (coda.eumetsat.int) client for downloading data
ai4eo-forecast Developing an open source library to compare Earth Observation and weather forecast services with the actual measurements and assess the accuracy of the forescast

Contents / Climate and weather based resources / EUMETlab
EUMETlab This page contains groups of code repositories that have been made open to the public by EUMETSAT and our collaborators

Contents / Climate and weather based resources / EUMETlab / EUMETlab
atmosphere LTPy - Learning tool for Python on Atmospheric Composition Data is a Python-based training course on Atmospheric Composition Data. The training course covers modules on data access, handling and processing, visualisation as well as case studies
sentinel-downloader Python-based Sentinel satellite data downloader. This script allows for batch downloading of Sentinel data selected by various criteria include date, location, sensor, child products, flags and more
olci-iop-processor Code to produce Inherent Optical Properties from Level-2 OLCI data

Contents / DEM projects
Tin Terrain 588 almost 2 years ago A command-line tool for converting heightmaps in GeoTIFF format into tiled optimized meshes
TauDEM 240 9 months ago Terrain Analysis Using Digital Elevation Models (TauDEM) software for hydrologic terrain analysis and channel network extraction
DEM.net 306 4 months ago Digital Elevation model library in C#. 3D terrain models, line/point Elevations, intervisibility reports
Stereo Mapping to create Elevation with Python 212 8 months ago Satellite Stereo Pipeline
DSM2DTM 15 almost 6 years ago Code for the paper - Comparison of Digital Building Height Models Extracted from AW3D, TanDEM-X, ASTER, and SRTM Digital Surface Models over Yangon City
The Stereo Pipeline (NASA) The NASA Ames Stereo Pipeline (ASP) is a suite of free and open source automated geodesy and stereogrammetry tools designed for processing stereo imagery captured from satellites

Contents / SAR
SAR docker 28 about 8 years ago Source files for Docker image mort/sardocker/
awesome SAR 11 over 8 years ago A curated list of awesome Synthetic Aperture Radar (SAR) software, libraries, and resources
pyroSAR 514 about 2 months ago framework for large-scale SAR satellite data processing
PyRAT 194 4 months ago General purpose Synthetic Aperture Radar (SAR) postprocessing software package
RITSAR 208 almost 5 years ago Synthetic Aperture Radar (SAR) Image Processing Toolbox for
PySAR 19 about 8 years ago PyAR is a perpetually incomplete, general-purpose toolbox for common post-processing tasks involving synthetic aperture radar (SAR)
sarbian 60 over 5 years ago a plug’n play Operation System (based on Debian Linux) with all the freely and openly available SAR processing software
OpeSARToolkit 214 8 months ago High-level functionality for the inventory, download and pre-processing of Sentinel-1 data in the language
infrastructure 12 over 4 years ago Mapping and monitoring of infrastructure in desert regions with Sentinel-1
OST_Notebook 32 almost 2 years ago The notebooks within this repository provide getting started tutorials for the use of the Open SAR Toolkit, found here in the ESA-philab github channel
S1_ARD 18 about 3 years ago repository for testing analysis-readiness of Sentinel-1 RTC backscatter
sea_ice_drift 44 over 1 year ago Sea ice drift from Sentinel-1 SAR imagery using open source feature tracking
s1prepro 12 over 6 years ago Automated pre-processing of Sentinel 1 (satellite radar imagery)
Spacenet6 - SAR buildings 74 about 4 years ago The winning solutions for the SpaceNet 6 Challenge
sentinel1-opds 15 almost 4 years ago sentinel1-opds ingestion
rice_sentinel1 8 almost 5 years ago classify rice from sentinel 1 data
sentineldenoised 42 10 months ago Thermal noise subtraction, scalloping correction, angular correction
sentinel1-Biodiversity 10 over 3 years ago Code, example dataset, and instructions of Sentinel-1 data pre-processing and pixel-based summary statistics used in "Radar vision for mapping forest biodiversity from space"
Step by step: Radar-based flood mapping with Python and - This repository contains a Jupyter Notebook for automatic flood extent mapping using space-based information
STAC Sentinel1 29 12 months ago stactools package for working with sentinel1 data
sarsen 271 5 months ago Algorithms and utilities for Synthetic Aperture Radar (SAR) sensors
S1_NRB 26 about 2 months ago A prototype processor for the Sentinel-1 Normalised Radar Backscatter product

Contents / LiDAR
ICESAT extraction script Python script to convert from ICESat-2 ATL08 HDF data to shapefile. Usage: 'python icesat2_shp.py
ICESAT tools 96 over 1 year ago Tools and code for Icesat-2 data analysis (Python)
usgs-lidar 142 about 2 months ago AWS Entwine Point Tiles USGS LiDAR Public Dataset GitHub repo
Lidar 252 4 months ago Terrain and hydrological analysis based on LiDAR-derived digital elevation models (DEM)
IcePyx 220 about 2 months ago Python tools for obtaining and working with ICESat-2 data

Contents / LiDAR / GEDI
pyGEDI 93 over 2 years ago pyGEDI is a Python Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) mission, data extraction, analysis, processing and visualization
GEDI extraction script Python script to take GEDI level 2 data and convert variables to a geospatial vector format
rGEDI 166 4 months ago rGEDI: An R Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) Data Visualization and Processing
pysl4land 18 about 2 years ago tools to process spaceborne lidar (GEDI and ICESAT2) for land (pySL4Land) applications
gedi 4 over 4 years ago tutorial to process and handle LiDAR GIDE datasets
sprnca_gedi 3 almost 5 years ago WIP to map Foliage Height Diversity along the San Pedro Riparian Corridor with NASA's GEDI Lidar
GEDI_Yucatan 3 about 4 years ago Supplementary material for the study: Space Lidar for Archaeology? Reanalyzing GEDI Data for Detection of Ancient Maya Buildings
q_research 8 almost 3 years ago For processing of ICESat GLAS, GEDI and ICESat-2 LiDAR data, to derive q parameter for canopy height to density relationship
gedi-tutorials 117 3 months ago GEDI L3 and L4 Tutorials

Contents / InSAR
ISCE 133 3 months ago InSAR Scientific Computing Environment version 3 alpha
LiCSBAS 239 2 months ago LiCSBAS package to carry out InSAR time series analysis using LiCSAR products
MintPy 621 about 2 months ago Miami InSAR time-series software in Python
Pyrocko Can be utilized flexibly for a variety of geophysical tasks, like seismological data processing and analysis, modelling of InSAR, GPS data and dynamic waveforms, or for seismic source characterization
InSARFlow 52 over 2 years ago Parallel InSAR processing for Time-series analysis
PyRate 208 over 1 year ago A Python tool for estimating velocity and time-series from Interferometric Synthetic Aperture Radar (InSAR) data
ARIRA-tools 99 about 2 months ago Tools for exploiting ARIA standard products
ISCE_utils 10 over 5 years ago Small utility scripts for working with InSAR Scientific Computing Environment (ISCE) products
ROI_PAC-Sentinel1 44 about 7 years ago InSAR processing of Sentinel-1 using ROI_PAC
insar_scripts 22 over 10 years ago Useful scripts for working with roipac data
isce2 522 about 2 months ago InSAR Scientific Computing Environment version 2
snap2stamps 113 about 1 year ago Using SNAP as InSAR processor for StaMPS

Contents / Landuse
demeter 26 8 months ago A land use land cover disaggregation and change detection model

Contents / Visualisation
Tiled video!
Video map 2 about 2 years ago Tools to create, , export and share video maps
Tree height and canopy cover map in 3D 7 almost 5 years ago Use Kepler.gl to visualise 3D and 2D data
Greppo 392 almost 2 years ago Python framework for building geospatial web-applications

Contents / Regular blogs of significant interest or posts of interest
Philipp Gartner blog
Series Temporelles
The downlinq
GEDI canopy data How we processed data to retrieving canopy height

Contents / EO code Competitions
challenges 2020 49 over 3 years ago ECMWF Summer of Weather Code 2020 challenges
challenges 2021 48 over 3 years ago ECMWF Summer of Weather Code 2021 challenges
Julia Wagemann github Making open meteorological and climate data better accessible. , and
Sentinel hub competitions See also
Planet: Understanding the Amazon from Space Use satellite data to track the human footprint in the Amazon rainforest
DeepGlobe Building Extraction Challenge We would like to pose the challenge of automatically detecting buildings from satellite images
DSTL feature extraction Kagglers are challenged to accurately classify features in overhead imagery
crowdAI misisng maps challenge Building Missing Maps with Machine Learning

Contents / EO code Competitions / crowdAI misisng maps challenge
openAI solution 382 almost 4 years ago Open solution to the Mapping Challenge

Contents / EO code Competitions
AtmosHack2018 5 about 6 years ago Contains information and resources for Copernicus Hackathon 2018 in Helsinki
drivendataorg - cloud-cover-winners 25 over 1 year ago Code from the winning submissions for the On Cloud N: Cloud Cover Detection Challenge
S1_S2_ARD_code_list 23 over 2 years ago A curated list supporting the use of Sentinel-1 and Sentinel-2 analysis-ready data (ARD) via application programming interface (API)

Contents / Useful EO code based twitter accounts
pyGEDI pyGEDI is a Python Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) mission, data extraction, analysis, processing and visualization

Contents / Interesting Non EO parts Python
realtime covid19 graphs in USA 1,377 over 4 years ago A collection of work related to COVID-19
Deep learning with Python notebooks 18,820 7 months ago Jupyter notebooks for the code samples of the book "Deep Learning with Python"
Python data science handbook
A-Z of tips and tricks for Python 'Most of these ‘tricks’ are things I’ve used or stumbled upon during my day-to-day work. '
Visual intro into Numpy Visualizing machine learning one concept at a time
Change your Jupyter Theme 9,785 over 1 year ago Custom Jupyter Notebook Themes
Awesome Semantic Segmentation 10,558 over 3 years ago awesome-semantic-segmentation
unidata Python workshop Would you like some in-depth training on the scientific Python ecosystem for atmospheric science and meteorology? Work through our workshop materials at your own pace to learn and practice the syntax, functionality, and utility of this powerful programming language, or return to the material after taking the workshop in-person to further your understanding of the material you were taught
TernausNet - used in DSTL kaggle competition (came 3rd) 1,049 over 2 years ago UNet model with VGG11 encoder pre-trained on Kaggle Carvana dataset
Introduction to Python for computational science 373 10 months ago Book: Introduction to Python for Computational Science and Engineering
Another Book on Data Science Learn R and Python in Parallel
Xarray 3,660 about 2 months ago N-D labeled arrays and datasets in Python
Matplotlib colab notebook tutorial This notebook demonstrates how to use the matplotlib library to plot beautiful graphs
PostGIS raster cheatsheet Useful tips on rasters in PostGIS
65 data science books on Springer not checked but perhaps useful
Intro to Numerical Computing - youtube Intro to Numerical Computing with NumPy (Beginner) | SciPy 2018 Tutorial | Alex Chabot-Leclerc
Classification-Algorithm 2 about 2 years ago Classification algorithm workshop for WiMLDS
dtreeviz 2,984 5 months ago A library for decision tree visualization and model interpretation
Python_tips 157 over 2 years ago Some Python tips for beginner to intermediate users. Also used as a personal cheat sheet
introduction to ml with Python 7,483 11 months ago Notebooks and code for the book "Introduction to Machine Learning with "
Matplotlib_Cheatsheet Matplotlib_Cheatsheet
GDSL-UL/Teaching_Links 110 over 2 years ago In this repo we have aimed to provide links to useful teaching resources for teaching Geographic / Spatial Data Science, GIS and Statistics. (perhaps misplaced in this list?)
practical-python Practical Python Programming A course by @dabeaz
GeoStats, Resources 375 9 months ago Geostatistics

Contents / Interesting Non EO parts other languages
Efficient R programming This is the online version of the O’Reilly book: Efficient R programming. Code is

Contents / Data
Environmental_Intelligence 280 about 2 years ago Data for Environmental Intelligence: A mega list of Earth System Datasets covering earth observations, climate, water, forests, biodiversity, ecology, protected areas, natural hazards, marine and the tracking of UN's Sustainable Development Goals
gibs This is EO
awesome-gee-community-datasets Community Datasets added by users and made available for use at large

Contents / A footnote on awesome
Awesome Sentinel 545 11 months ago curated list of awesome tools, tutorials and APIs for Copernicus Sentinel satellite data
awesome-remote-sensing 101 almost 3 years ago Collection of Remote Sensing Resources
awesome-Geospatial 4,224 about 2 months ago Long list of geospatial tools and resources
awesome-remote-sensing-change-detection 1,707 2 months ago List of datasets, codes, and contests related to remote sensing change detection
Awesome Geospatial Companies 741 6 months ago List of 500+ geospatial companies (GIS, Earth Observation, UAV, Satellite, Digital Farming, ..)

Backlinks from these awesome lists:

More related projects: