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PlotToSat

@plottosat

Easing extraction of EO πŸ›°οΈ time-series at multiple regions! Code: https://github.com/Art-n-MathS/PlotToSat Paper: https://www.sciencedirect.com/science/article/pii/S1364815225000799 @drmiltiadou.bsky.social‬‬ @emilyrlines.bsky.social‬ Exeter and Cambridge

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24.05.2025
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Latest posts by PlotToSat @plottosat

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Traffic on PlotToSat’s GitHub repository over the last 14 days:
- 67 clones (42 unique)
- 381 views (185 unique)
Great to see growing interest!
πŸ˜€πŸ˜πŸ˜„πŸ˜πŸ˜†

25.02.2026 20:44 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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πŸ“’ We're holding a workshop on PlotToSat at the 4th Machine Learning for Earth Observation (ML4EO) conference!
Abstract submission (ml4eo.org/call-for-abs...) and registration (ml4eo.org/registration/) are open. Limited early bird tickets available!
@drmiltiadou.bsky.social #timeseries #eo #ml

24.02.2026 21:36 πŸ‘ 2 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Counting 227 Github clones since May! πŸŽ‰
Link: github.com/Art-n-MathS/...

17.02.2026 12:41 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions) PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions) - GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Senti...

πŸ“’PlotToSAT on-site workshop at ForestSAT conference (@forestsat.bsky.social)!
Includes demonstration of new feature of extracting time-series at multiple regions defined in .shp & GEE intro.
Check the details here: carlos-alberto-silva.github.io/silvalab/For...
Github: github.com/Art-n-MathS/...

16.02.2026 12:13 πŸ‘ 3 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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Art-n-MathS PlotToSat Β· Discussions Explore the GitHub Discussions forum for Art-n-MathS PlotToSat. Discuss code, ask questions & collaborate with the developer community.

✨We have just enabled GitHub Discussion for PlotToSat ✨
πŸ’‘GitHub Discussions is a space where anyone can ask questions, share ideas, suggest improvements πŸ› οΈ
🀝 Community input is what turns a good tool into a great one!
Join the discussion here πŸ‘‰ github.com/Art-n-MathS/...

11.02.2026 09:38 πŸ‘ 3 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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✨ Abstract submission now open for the 4th Machine Learning for Earth Observation (#ML4EO) 2026.
πŸ“ University of Exeter UK
πŸ“… 22–24 June
πŸ“ Submit by 31 March
πŸ‘‰ ml4eo.org/call-for-abs...
ML4EO brings together academic & industry experts in machine learning, remote sensing, and geospatial analysis.

11.02.2026 09:17 πŸ‘ 1 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions) PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions) - GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Senti...

PlotToSat has been cloned 158 times since May 20th, 2025!! :D Downloads are not counted, so the number shall be much higher.
You may download PlotToSat and start extracting time-series of Sentinel-1 and Sentinel-2 quickly on the Google Earth Engine cloud: github.com/Art-n-MathS/...

15.11.2025 10:40 πŸ‘ 3 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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🌱 Upcoming Workshop: PlotToSat: Extraction of Sentinel-1 and Sentinel-2 time-series at multiple regions 🌱

πŸ“… Date: November 13, 2025
⏰ Time: 9:00 AM – 2:00 PM (EST)

πŸ”—https://event.fourwaves.com/forestsatworkshopseries

06.11.2025 16:50 πŸ‘ 4 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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✨ It was a nice surprise to see PlotToSat featured in the Environmental Intelligence Network Newsletter today!
Grateful for the recognition and excited to see growing interest in using #time-series #EO satellite to better understand our environment. πŸŒπŸ›°
Paper: www.sciencedirect.com/science/arti...

06.10.2025 11:15 πŸ‘ 2 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

πŸš€ Excited that ForestSAT will be hosting a workshop on "Extracting Sentinel-1 & Sentinel-2 time-series with PlotToSat" delivered by @drmiltiadou.bsky.social ! 🌍🌲
πŸ“… Date: 13th November
πŸ› οΈ Includes a quick intro to Google Earth Engine & Python API
PlotToSat paper: www.sciencedirect.com/science/arti...

10.09.2025 09:40 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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PlotToSat clones keep increasing! πŸš€ 17 unique clones today β€” and the day's not even over yet! πŸ˜„

16.07.2025 19:02 πŸ‘ 3 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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Great to attend the "GW4 AI, Climate, Adaptation & Net Zero" Workshop at @UniofBath β€” inspiring talks & great organisation!

PlotToSat @plottosat.bsky.social for multi-region EO time-series extraction: github.com/Art-n-MathS/...

DM for updates (shapefile support & indices)!

15.07.2025 12:19 πŸ‘ 2 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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On my way to Living Planet Symposium #LPS25! Looking forward to meeting many of you in Vienna. Please reach out if you would like to learn more about @plottosat.bsky.social

21.06.2025 14:06 πŸ‘ 10 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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Just started tracking daily unique clones of PlotToSat β€” 7 in the last 14 days! πŸš€ Not bad for a start. :D

30.05.2025 17:34 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1

Application of PlotToSat on correlating JULES vegetation/soil carbon and net primary productivity at UK Greenbelts will be presented at ML4EO conference!
Contact @drmiltiadou.bsky.social to arrange meeting on side if you need help to start using PlotToSat. :)

27.05.2025 11:44 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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PlotToSat: A tool for generating time-series signatures from Sentinel-1 and Sentinel-2 at field-based plots for machine learning applications PlotToSat offers a practical and time efficient way to the challenge of extracting time-series from multiple Earth Observation (EO) datasets at numero…

Interested in extracting EO πŸ›°οΈ time-series at multiple plot regions? @plottosat.bsky.social makes it easy
Follow us for updates, research and news!
Paper: www.sciencedirect.com/science/arti...
Code: #EO #forest #ML #time-series
Tutorial: www.youtube.com/watch?v=ItaZ...
#EO #forest #ML #time-series

24.05.2025 18:34 πŸ‘ 19 πŸ” 11 πŸ’¬ 0 πŸ“Œ 0
PlotToSat :)
PlotToSat :) YouTube video by Milto Miltiadou

This tutorial will guide you through the core functionalities of PlotToSat. It will help you quickly extract Sentinel-1 πŸ›°οΈ and Sentinel-2 πŸ›°οΈ time series at multiple plot regions. The centres of the plots are defined in an input .csv file.
#EO #ML #time-series #forests 🌲
@drmiltiadou.bsky.social

24.05.2025 18:45 πŸ‘ 9 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0
PlotToSat :)
PlotToSat :) YouTube video by Milto Miltiadou

This tutorial will guide you through the core functionalities of PlotToSat. It will help you quickly extract Sentinel-1 πŸ›°οΈ and Sentinel-2 πŸ›°οΈ time series at multiple plot regions. The centres of the plots are defined in an input .csv file.
#EO #ML #time-series #forests 🌲
@drmiltiadou.bsky.social

24.05.2025 18:45 πŸ‘ 9 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0