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Next satellite acquisition monitoring
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+ Next satellite acquisition highlighting how Earthdaily Agro supports their clients to anticipate next clear satellite image at field level
+
+ Who we are
+
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+ Project description
+ ·
+ Report Bug
+ ·
+ Request Feature
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+
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+[![LinkedIn][linkedin-shield]][linkedin-url]
+[![Twitter][twitter-shield]][twitter-url]
+[![Youtube][youtube-shield]][youtube-url]
+[![Issues][issues-shield]][issues-url]
+[![MIT License][license-shield]][license-url]
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+ Table of Contents
+
+ - Context
+ - Datasets
+ - SCL Interpretation
+ - Analysis
+ - Results
+ - Contact
+ - Copyrights
+
+
+
+
+## Context
+
+The following study contains a python notebook to provide next satellites acquisitions dates with cloud cover estimation at field level using geosys Platform.
+Requirements:
+- EarthDaily Agro WeatherHub API access
+- Earth Spectator API key
+
+(back to top)
+
+
+## Datasets
+
+This script is field level based, so, as an input the geometry is mandatory.
+Geometry can be provided in WKT or in CSV with a field id and centroid or calling Geosys Domain Management API to retrieve the geometry by the seasonfield id.
+
+(back to top)
+
+
+## Interpretation
+The table below details our interpretation of the cloud cover percent to the probability to have a CLEAR image.
+
+| Label | Cloud Cover % | Probability to have a CLEAR image |
+|-------|------------------------|------------------------------------|
+| Green | < 20 | High |
+| Yellow| 20 -> 60 | Medium |
+| Orange| 60 -> 80 | Low |
+| Red | > 80 | Near to zero |
+
+(back to top)
+
+
+## Analysis
+
+The initial step is to create a conda environement to use the notebook. You can use the file requirements.txt.
+```
+conda create --name myenv --file requirements.txt
+```
+Then define your path.
+
+1 - log in on Geosys API & Earth Spectrator API with your credentials
+
+username = '*****'
+password = '*****'
+api_key_earth_spectator = '*****'
+
+2 - Import your fields, 3 options:
+- import a csv with:
+ - seasonfield id (default colunm name in the script : "idseasonfield")
+ - centroid of the seasonfield (default colunm name in the script : "GPS")
+ - geometry of the seasonfield (default colunm name in the script : "WKT")
+
+- Import geometry in WKT format
+ - centroid of the geometry will be automatically computed
+
+- Import seasonfields by calling Geosys Domain Management APIs using seasonfiel id
+
+3 - Call Earth Spectator API to get next satellite acquisition at field level
+
+4 - Call EarthDaily Agro WeatherHub API to get the cloud cover for each satellite acquisition
+
+(back to top)
+
+
+## Results
+
+Following are the result for 2 seasonfields on the next 9 days (time process => < 1min)
+
+
+|location |GPS |date |hour |satellite |cloudcover |color |
+|------- |----------------------------------------|-----------|---------|------------|-----------|-------|
+|q1azyxv |POINT (23.787239760000002 -29.27996104) |10/08/2023 |08:21:35 |Landsat-8 |0.0 |green |
+|q1azyxv |POINT (23.787239760000002 -29.27996104) |10/08/2023 |08:37:45 |Sentinel-2B |0.0 |green |
+|q1azyxv |POINT (23.787239760000002 -29.27996104) |15/08/2023 |08:37:34 |Sentinel-2A |9.8 |green |
+|pr7p3wv |POINT (23.787239760000002 -29.27996104) |10/08/2023 |08:21:35 |Landsat-8 |0.0 |green |
+|pr7p3wv |POINT (23.787239760000002 -29.27996104) |10/08/2023 |08:37:45 |Sentinel-2B |0.0 |green |
+|pr7p3wv |POINT (23.787239760000002 -29.27996104) |15/08/2023 |08:37:34 |Sentinel-2A |9.8 |green |
+
+
+(back to top)
+
+## Contact
+
+For any additonal information, please [email us](mailto:sales@earthdailyagro.com).
+
+(back to top)
+
+
+
+## Copyrights
+
+© 2023 Geosys Holdings ULC, an Antarctica Capital portfolio company | All Rights Reserved.
+
+(back to top)
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+[issues-shield]: https://img.shields.io/github/issues/GEOSYS/qgis-plugin/repo.svg?style=social
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