Update README.md

README.md

@@ -6,8 +6,8 @@ pretty_name: a
 ---
 # Snow Water Equivalent Forecasting Training Data
 
-## Description
-This dataset contains information about snow water equivalent (SWE), temperature, precipitation, wind speed, relative humidity, and related climate variables across different locations and time periods. It includes daily observations and derived variables for hydrological and climate analysis. An additional column, `source`, specifies the origin of each data column.
+## Dataset Summary
+Snow Water Equivalent dataset contains information about snow water equivalent (SWE), temperature, precipitation, wind speed, relative humidity, and related climate variables across different locations and time periods. It includes daily observations and derived variables for hydrological and climate analysis. An additional column, `source`, specifies the origin of each data column.
 
 ## Authors
 - Ziheng Sun
@@ -25,8 +25,25 @@ This dataset contains information about snow water equivalent (SWE), temperature
 ## Year
 2024
 
-## Data Provenance and Columns
-| Column Name                             | Unit         | Data Type | Description                                                                                   | Source           |
+## Usage
+
+```python
+from datasets import load_dataset
+
+data = load_dataset("Geoweaver/SnowWaterEquivalent_trainingdata")
+```
+
+## Related Data Sources
+- **SNOTEL**: [NRCS SNOTEL Website](https://www.wcc.nrcs.usda.gov/snow/)
+- **GridMET**: [GridMET Website](http://www.climatologylab.org/gridmet.html)
+- **USGS SRTM**: [USGS SRTM Website](https://www.usgs.gov/)
+- **MODIS fSCA**: [MODIS Website](https://modis.gsfc.nasa.gov/)
+
+
+
+
+## Data Fields
+| Key                                     | Unit         | Data Type | Description                                                                                   | Source           |
 |-----------------------------------------|--------------|-----------|-----------------------------------------------------------------------------------------------|------------------|
 | **date**                                | -            | Object    | Date of the observation.                                                                      |                  |
 | **lat**                                 | Degrees      | Float64   | Latitude of the observation location.                                                         |                  |
@@ -92,16 +109,11 @@ This dataset contains information about snow water equivalent (SWE), temperature
   - `relative_humidity_rmax`
   - `mean_vapor_pressure_deficit`
 
-## Data Sources
-- **SNOTEL**: [NRCS SNOTEL Website](https://www.wcc.nrcs.usda.gov/snow/)
-- **GridMET**: [GridMET Website](http://www.climatologylab.org/gridmet.html)
-- **USGS SRTM**: [USGS SRTM Website](https://www.usgs.gov/)
-- **MODIS fSCA**: [MODIS Website](https://modis.gsfc.nasa.gov/)
-
 ## License
 CC-BY-4.0
 
 ## Citation
+If you find our dataset/code/paper helpful, please consider cite our papers 📝:
 
 ```
 @misc {geoweaver_2025,