update lists

readmes/agriculture.md

@@ -23,15 +23,15 @@ Contributions welcome! Please follow the [contributing guidelines](https://githu
 
 ## Automation and Robotics
 
-- [Ant Robotics](https://antrobotics.de/) development from Ecoterra bot
-- [Acorn Rover](https://github.com/Twisted-Fields) precision farming rover, Odrive, Python.
-- [Earth Rover](https://github.com/earthrover) Ag AGV ROS1 precision farming rover 
-- [EcoTerra Bot](https://ecoterrabot.com/) Delta & Rover
-- [FarmBot](https://github.com/farmbot) -  Open source precision gardening project.
+- [Ant Robotics](https://antrobotics.de/) - development from Ecoterra bot
+- [Acorn Rover](https://github.com/Twisted-Fields) - precision farming rover, Odrive, Python.
+- [Earth Rover](https://github.com/earthrover) - Ag AGV ROS1 precision farming rover 
+- [EcoTerra Bot](https://ecoterrabot.com/) - Delta & Rover
+- [FarmBot](https://github.com/farmbot) - Open source precision gardening project.
 - [Fields2Cover](https://github.com/Fields2Cover/Fields2Cover) - Robust and efficient coverage paths for autonomous agricultural vehicles.
-- [Romi project](https://media.romi-project.eu/documents/index.html) Europe-funded research project 
+- [Romi project](https://media.romi-project.eu/documents/index.html) - Europe-funded research project 
 - [ROS Agriculture](http://rosagriculture.org/) - Open Source community focusing on using Robot Operating System to empower farmers with robotics tools. 
-- [Weedinator](https://hackaday.io/project/53896-weedinator-2019) Line following weeding robot
+- [Weedinator](https://hackaday.io/project/53896-weedinator-2019) - Line following weeding robot
 
 ## Calculators
 
@@ -53,8 +53,10 @@ Contributions welcome! Please follow the [contributing guidelines](https://githu
 - [Open Plant Pathology](https://www.openplantpathology.org/) - A community that values open data and computational tools for advancing epidemiology and pathogen population biology and ecology.
 
 ## Datasets
-- [Growstuff](https://www.growstuff.org/crops) Record keeping & crop database, nice API
 - [CWFID](https://github.com/cwfid/dataset) - Dataset comprising field images, vegetation segmentation masks and crop/weed plant type annotations.
+- [Growstuff](https://www.growstuff.org/crops) - Record keeping & crop database, nice API
+- [PlantVillage](https://www.kaggle.com/datasets/emmarex/plantdisease) - Dataset containing leaf images of healthy and diseased plants, covering 38 disease classes across 14 different crops.
+- [SoybeanYield](https://github.com/saeedkhaki92/CNN-RNN-Yield-Prediction?tab=readme-ov-file) - A multimodal agricultural dataset for soybean yield forecasting, integrating yield performance, management practices, weather data, and soil parameters. 
 - [TERRA REF](https://terraref.org) - 1PB public domain high resolution sensor data from sorghum breeding trials ([data publication](https://doi.org/10.5061/dryad.4b8gtht99) with large files available on [globus.org at ncsa#terra-public](https://app.globus.org/file-manager?origin_id=e8feaff4-96cd-11ea-bf90-0e6cccbb0103&origin_path=%2F))
 
 ## Data Standardization, Interoperability and APIs
@@ -75,11 +77,11 @@ Contributions welcome! Please follow the [contributing guidelines](https://githu
 
 ## Farm Management Systems and Record Keeping
 
-- [AgroSense](https://bitbucket.org/corizon/agrosense) - Free and open source farm management suite built with Java.
 - [farmOS](https://github.com/farmOS/farmOS) - Web-based farm record keeping application built with Drupal and PHP.
 - [Ekylibre](https://github.com/ekylibre/ekylibre) - Farm management information system for farmers and small enterprises built with Ruby on Rails and PostgreSQL/PostGIS.
 - [Soil Mate](https://github.com/Open-Source-Agriculture/soil_mate) - Helper app designed to assist the collection of soil data.
 - [Tania](https://github.com/Tanibox/tania-core) - Free and open source farming management system for everyone built with Go and Vue.js.
+- [LiteFarm](https://github.com/LiteFarmOrg/LiteFarm) - LiteFarm is the world’s first community-led, not-for-profit, Farm management system
 
 ## Geospatial and GIS
 
@@ -105,6 +107,7 @@ Contributions welcome! Please follow the [contributing guidelines](https://githu
 - [Open Agriculture Foundation](https://github.com/OpenAgricultureFoundation) -  Open Source ecosystem of technologies that enable and promote transparency, networked experimentation, education, and hyper-local production.
 - [OpenMinder](https://github.com/autogrow/openminder) - Open Source Rootzone Monitoring, API and open source hat for the RaspberryPi.
 - [OpenWeedLocator](https://github.com/geezacoleman/OpenWeedLocator) - Open Source, low-cost, image-based weed detection device for in-crop and fallow scenarios.
+- [Simplesteer](https://github.com/matmis/simplesteer) - RTK GPS tractor autosteer system with a web interface that you can control with a smartphone and can run on a Raspberry Pi.
 
 ## Knowledgebases and Learning Resources
 
@@ -131,3 +134,6 @@ Contributions welcome! Please follow the [contributing guidelines](https://githu
 [![CC0](http://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg)](https://creativecommons.org/publicdomain/zero/1.0/)
 
 To the extent possible under law, [Bryce Johnston](https://github.com/brycejohnston) has waived all copyright and related or neighboring rights to this work.
+
+[agriculture.md Github](https://github.com/brycejohnston/awesome-agriculture
+)