Update README.md

README.md

@@ -25,8 +25,6 @@ This dataset is designed to aid the detection of rash driving behavior on bikes
 This dataset consists of sensor data from bikes equipped with mobile sensors, specifically aimed at detecting rash driving behavior. The dataset contains the following features:
 - **Accelerometer Data**: Accelerations along the x, y, and z axes (`ax`, `ay`, `az`).
 - **Sensor Orientation**: Azimuth, pitch, and roll values describing the orientation of the bike.
-- **Geospatial Information**: Latitude and longitude for location data.
-- **Speed**: The speed of the bike during each recording.
 - **Label**: A binary target variable (`is_rash`) indicating whether the riding behavior is considered rash (1) or not (0).
 
 This dataset is intended for training machine learning models and anomaly detection systems focused on road safety and rider behavior analysis.
@@ -58,16 +56,12 @@ This dataset is primarily intended for:
 The dataset contains the following fields:
 
 | Field         | Type       | Description                                          |
-|---------------|------------|------------------------------------------------------|
-| `device_id`   | String     | Unique identifier for the device (bike).             |
+|---------------|------------|------------------------------------------------------|             |
 | `timestamp`   | Integer    | Timestamp of the data entry.                         |
 | `ax`, `ay`, `az`  | Float | Accelerometer values for the x, y, and z axes.        |
 | `azimuth`     | Float     | Azimuth angle of the bike.                           |
 | `pitch`       | Float     | Pitch angle of the bike.                             |
-| `roll`        | Float     | Roll angle of the bike.                              |
-| `lat`         | Float     | Latitude of the bike's location.                     |
-| `lon`         | Float     | Longitude of the bike's location.                    |
-| `speed`       | Float     | Speed of the bike.                                   |
+| `roll`        | Float     | Roll angle of the bike.                              |                                  |
 | `is_rash`     | Integer   | Label indicating rash driving behavior (1 = rash, 0 = safe). |
 
 ## Dataset Creation