right context with sdk

README.md

@@ -1,29 +1,47 @@
 ---
-license: openrail
-license_name: open-rail-m
-license_link: https://raw.githubusercontent.com/Clay-foundation/model/main/LICENSE-MODEL.md
+title: Terrasentinels
+emoji: 📚
+colorFrom: pink
+colorTo: yellow
+sdk: streamlit
+sdk_version: 1.38.0
+app_file: app.py
+pinned: false
 ---
 
-# Clay Foundation Model
+# Data Fetcher AI Agent
 
-## An open source AI model for Earth
+This Streamlit app simulates fetching Sentinel-2 satellite imagery data and storing it in a PostgreSQL database. It's designed to demonstrate the process of data collection and storage for further analysis using tools like MindsDB for anomaly detection.
 
-Clay is a foundational model of Earth. It uses an expanded visual transformer upgraded to understand geospatial and temporal relations on Earth data. The model is trained as a self-supervised Masked Autoencoder (MAE).
+## Features
 
-The Clay model can be used in three main ways:
-- Generate semantic embeddings for any location and time.
-- Fine-tune the model for downstream tasks such as classification, regression, and generative tasks.
-- Use the model as a backbone for other models.
+- Input your OpenAI API key securely
+- Input geographical coordinates (latitude and longitude)
+- Specify date range for data collection
+- Simulate data storage in PostgreSQL
+- Prepare data for analysis with MindsDB
 
+## How to Use
 
-## Where is what
+1. Enter your OpenAI API key in the sidebar (this is required to run the app)
+2. Enter your Earth Engine Project ID (or use the default)
+3. Input the latitude and longitude of your area of interest
+4. Select the start and end dates for your data collection period
+5. Provide a name for your image
+6. Click "Fetch Sentinel-2 Image" to simulate the data collection and storage process
 
-- Our **website** is [madewithclay.org](https://madewithclay.org).
-- The Clay model **code** lives on [Github](https://github.com/Clay-foundation/model). License: [Apache](https://github.com/Clay-foundation/model/LICENSE). The latest release is [v0.0.1](https://github.com/Clay-foundation/model/releases/tag/v0.0.1)
-- The Clay model **weights**  on [Hugging Face](https://huggingface.co/made-with-clay/Clay/). License: [OpenRAIL-M](https://github.com/Clay-foundation/model/blob/main/LICENSE-MODEL.md).
-- The Clay **documentation** [lives on this site](https://clay-foundation.github.io/model/). License: [CC-BY](http://creativecommons.org/licenses/by/4.0/).
-- *Coming Soon* > We maintain a set of **embeddings** on [Source Cooperative](https://beta.source.coop/clay/). License: [ODC-BY](https://opendatacommons.org/licenses/by/).
+## Security Note
 
-CLAY is a fiscal sponsored project of the 501c3 non-profit [Radiant Earth Foundation](https://www.radiant.earth/).
+Your API key is not stored and is only used for the current session. It's securely handled and not displayed after entry.
 
+## Note
 
+This app is a simulation and does not actually connect to Earth Engine or store data in PostgreSQL. It's designed to demonstrate the user interface and workflow of such a system.
+
+## Future Improvements
+
+- Implement actual connection to Earth Engine
+- Set up real-time data storage in PostgreSQL
+- Integrate MindsDB for anomaly detection and data analysis
+
+Feel free to contribute to this project or use it as a starting point for your own data analysis workflows!