Update README.md

README.md

@@ -8,6 +8,8 @@ configs:
 - config_name: oss_ceto
   data_files: OSS_Ceto.parquet
 tags:
+- timeseries
+- tabular
 - Time Series Regression
 - Marine
 - Ship
@@ -15,7 +17,40 @@ tags:
 pretty_name: FuelCast
 ---
 
-Dataset for the **FuelCast Benchmark - Benchmarking Tabular and Temporal Models for Ship Fuel Consumption**
+# Dataset for the **FuelCast Benchmark - Benchmarking Tabular and Temporal Models for Ship Fuel Consumption** (reference is coming soon)
+
+## Dataset
+
+The dataset was created using three main sources:
+- High frequency auto logger data of important parameters from the ship, recorded by the [KROHNE EcoMATE™ system](https://www.krohne.com/en-us/solutions/monitoring-solutions/ecomate-fuel-emission-monitoring-seagoing-vessels).
+- Environment data from [Copernicus Marine Environment Monitoring Service](https://marine.copernicus.eu/)
+- Weather hintcast data from [OpenMeteo](https://open-meteo.com/)
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/6883322683873f346bfaf8e5/SjFnr6B6Fqxkk9d-GBww_.png" width="600"/>
+
+## Tasks
+
+### Fuel Consumption Prediction
+
+The main task of the FuelCast Benchmark is to predict (or better simulate) the total fuel consumption of a ship
+under arbitrary operational and environmental conditions.
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/6883322683873f346bfaf8e5/m7qzji8webtFwV6kzTsY3.png" width="400"/>
+
+The chosen **input variables** `X` are:
+- Ship_SpeedOverGround
+- Environment_SeaFloorDepth
+- Weather_Temperature2m
+- Weather_WindSpeed10m
+- Weather_WindDirection10m
+- Weather_WaveHeight
+- Weather_WaveDirection
+- Weather_WavePeriod
+- Weather_OceanCurrentVelocity
+- Weather_OceanCurrentDirection
+
+The **target variable** `y` to predict is
+- Consumer_Total_MomentaryFuel
 
 ## Column Description
 
@@ -28,7 +63,7 @@ Dataset for the **FuelCast Benchmark - Benchmarking Tabular and Temporal Models
 | Ship_Heading | f64 | ° | The heading of the vessel, typically measured by a magnetic compass. |
 | Ship_Bearing | f64 | ° | The bearing / track (direction of movement) of the vessel, calculated using GPS. |
 | Ship_AnemometerWindDirection | f64 | ° | The measured wind direction (relative to the vessel speed/heading). |
-| Ship_AnemometerWindSpeed | f64 | m / s | | The measured wind speed (relative to the vessel). |
+| Ship_AnemometerWindSpeed | f64 | m / s | The measured wind speed (relative to the vessel). |
 | Ship_DraftAft | f64 | m | The vessel draft aft |
 | Ship_DraftFore | f64 | m | The vessel draft fore |